From 67ca7474a3bca0654c09841200e9535c4a61ddb2 Mon Sep 17 00:00:00 2001 From: poliwop Date: Thu, 6 Jul 2023 15:03:26 -0500 Subject: [PATCH] fixed notebook and execute_add_liquidity in stableswap_amm.py --- hydradx/model/amm/stableswap_amm.py | 13 +- .../Stableswap/ImpermanentLossAnalysis.ipynb | 174 ++++++++++++++---- 2 files changed, 143 insertions(+), 44 deletions(-) diff --git a/hydradx/model/amm/stableswap_amm.py b/hydradx/model/amm/stableswap_amm.py index 8770505f..24595b86 100644 --- a/hydradx/model/amm/stableswap_amm.py +++ b/hydradx/model/amm/stableswap_amm.py @@ -242,10 +242,11 @@ def execute_remove_uniform( share_fraction = shares_removed / state.shares + delta_tkns = {} for tkn in state.asset_list: - delta_tkn = share_fraction * state.liquidity[tkn] # delta_tkn is positive + delta_tkns[tkn] = share_fraction * state.liquidity[tkn] # delta_tkn is positive - if delta_tkn >= state.liquidity[tkn]: + if delta_tkns[tkn] >= state.liquidity[tkn]: return state.fail_transaction(f'Not enough liquidity in {tkn}.', agent) if tkn not in agent.holdings: @@ -255,8 +256,8 @@ def execute_remove_uniform( agent.holdings[state.unique_id] -= shares_removed for tkn in state.asset_list: - state.liquidity[tkn] -= delta_tkn - agent.holdings[tkn] += delta_tkn # agent is receiving funds, because delta_tkn is a negative number + state.liquidity[tkn] -= delta_tkns[tkn] + agent.holdings[tkn] += delta_tkns[tkn] # agent is receiving funds, because delta_tkn is a negative number return state, agent @@ -347,8 +348,8 @@ def execute_add_liquidity( ): if quantity <= 0: return state.fail_transaction('Add quantity must be > 0.', agent) - elif state.unique_id in agent.holdings: - return state.fail_transaction('Agent already has shares.', agent) + # elif state.unique_id in agent.holdings: + # return state.fail_transaction('Agent already has shares.', agent) initial_d = state.d diff --git a/hydradx/notebooks/Stableswap/ImpermanentLossAnalysis.ipynb b/hydradx/notebooks/Stableswap/ImpermanentLossAnalysis.ipynb index 4c15b710..e9dce2d1 100644 --- a/hydradx/notebooks/Stableswap/ImpermanentLossAnalysis.ipynb +++ b/hydradx/notebooks/Stableswap/ImpermanentLossAnalysis.ipynb @@ -13,8 +13,8 @@ "metadata": { "tags": [], "ExecuteTime": { - "end_time": "2023-07-05T19:48:36.134439306Z", - "start_time": "2023-07-05T19:48:35.444284012Z" + "end_time": "2023-07-06T20:00:31.614450927Z", + "start_time": "2023-07-06T20:00:30.645499714Z" } }, "outputs": [], @@ -42,8 +42,8 @@ "# price_list = processing.import_binance_prices(['BTC', 'ETH', 'DOT'], start_date='Jan 1 2023', days = 120)\n", "\n", "assets = {\n", - " 'USDA': {'usd price': 1, 'weight': 0.505},\n", - " 'USDB': {'usd price': 1, 'weight': 0.495}\n", + " 'USDA': {'usd price': 1, 'weight': 0.51},\n", + " 'USDB': {'usd price': 1, 'weight': 0.49}\n", "}\n", "\n", "assert sum([t['weight'] for t in assets.values()]) == 1\n", @@ -62,7 +62,7 @@ " },\n", " agents = {\n", " 'LP': Agent(\n", - " holdings={'USDA': 10000, 'USDB': 10000},\n", + " holdings={'USDA': 5100, 'USDB': 4900},\n", " trade_strategy=invest_all('stableswap')\n", " ),\n", " 'Trader': Agent(\n", @@ -80,14 +80,14 @@ "metadata": { "tags": [], "ExecuteTime": { - "end_time": "2023-07-05T19:48:36.310713835Z", - "start_time": "2023-07-05T19:48:36.135337566Z" + "end_time": "2023-07-06T20:00:31.857764207Z", + "start_time": "2023-07-06T20:00:31.681435289Z" } }, "outputs": [ { "data": { - "text/plain": "[]" + "text/plain": "[]" }, "execution_count": 2, "metadata": {}, @@ -96,7 +96,7 @@ { "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" @@ -115,6 +115,8 @@ "events = []\n", "\n", "initial_holdings = copy.deepcopy(initial_state.agents['LP'].holdings)\n", + "initial_trader_holdings = copy.deepcopy(initial_state.agents['Trader'].holdings)\n", + "first_state = initial_state.copy()\n", "\n", "for trade_size in trade_sizes:\n", "\n", @@ -240,26 +242,26 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "metadata": { "ExecuteTime": { - "end_time": "2023-07-05T19:50:36.978756624Z", - "start_time": "2023-07-05T19:50:36.050142274Z" + "end_time": "2023-07-06T20:00:33.388467995Z", + "start_time": "2023-07-06T20:00:31.895710479Z" } }, "outputs": [ { "data": { - "text/plain": "[]" + "text/plain": "[]" }, - "execution_count": 8, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
", - "image/png": 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\n"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cY2ZauaBIT37+cl1Qmq1/+t0m3fzzSjV29HgdDQAAAABixqiKIufcGkmtJ2xeLKnaObfbOdcn6UFJKy3oPyQ94Zx79WT7NLNVZlZpZpVNTU2jiQcgCk3OTNa9Ny3WV1fM1UvVzXrnd9fouR2NXscCAAAAgJgQjjWKiiTVDrlcF9p2u6QrJX3AzG492Z2dc3c55xY55xbl5+eHIR6ASOfzmT52yTQ99plLVZiRpJvuWa/vPV2lQICpaAAAAAAQTuO2mLVz7vvOuYXOuVudc3eOdFszW2Fmd7W1tY1XPAARqLwgXb/7+0v0vgVF+u7TO/WJeyvV1t3vdSwAAAAAmLDCURTtl1Qy5HJxaNtpc8496pxblZmZOabBAESf5AS/vv2h8/R/V56jF6qatOKHL2rLAUpkAAAAAAiHcBRF6yVVmNk0M0uQdL2kR85kB4woAjCUmemjF5fpV5+8WH0DAV3347/q8U31XscCAAAAgAlnVEWRmT0gaa2kWWZWZ2Y3O+cGJN0m6UlJ2yQ95Jzbcib7ZUQRgOFcUJqtP37mUs0rytSn739VP//rXq8jAQAAAMCEYs5F3uKwZrZC0ory8vJbqqqqvI4DIML09A/qMw+8pqe2NuhTS2foS++cJTPzOhYAAAAARAUz2+CcWzTcdeO2mPWZYEQRgJEkxft1x40L9ZGLSnXH87v0xV+/of7BgNexAAAAACDqxXkdYDhDRhR5HQVAhPL7TP/vvfM0KSNJ3/7zTjV39umOj1yg1MSIfFkDAAAAgKjAiCIAUcvMdPuyCv3H++frpepm3fzz9erpH/Q6FgAAAABErYgsigDgTHz4wlJ950Pn6eU9rfrkfRvUO0BZBAAAAABnIyKLIjNbYWZ3tbW1eR0FQJRYuaBI37xuvv6ys0mfeeA1DbBmEQAAAACcsYgsiph6BuBsfPjCUn11xVw9uaVBX/z1GxoMRN5ZHQEAAAAgkrHqK4AJ5WOXTFN3/6D+8087lBzv1zeumy8z8zoWAAAAAESFiCyKOOsZgNH4+6XlOtI3qB88W63ctAT94ztnex0JAAAAAKICU88ATEhfuGqmblhcoh89t0uPb6r3Og4AAAAARIWILIoAYLTMTF+99hxdUJqlf/j1G9pxsMPrSAAAAAAQ8SiKAExYiXF+3XHjQqUmxmnVfZVq6+73OhIAAAAARLSILIrMbIWZ3dXW1uZ1FABRrjAjSXfeeIEOHD6i2x98jTOhAQAAAMAIIrIoYo0iAGNp4dQcfe3aeVqzs0nfemqH13EAAAAAIGJFZFEEAGPtby4q1Q2LS3XH87v0BItbAwAAAMCwKIoAxIyvXjtX5xZn6p9/v1ktnb1exwEAAACAiENRBCBmJMb59V8fOE8dPf362qNbvY4DAAAAABGHoghATJk1KV2ffke5HnnjgJ7e2uB1HAAAAACIKBFZFHHWMwDh9PdLyzV7Urr++feb1Hak3+s4AAAAABAxIrIo4qxnAMIpIc6n/3j/uWrq6NU3Ht/mdRwAAAAAiBgRWRQBQLidV5KlWy6brgfX1+ql6mav4wAAAABARKAoAhCzPn/VTE3LS9WXf7tR3X0DXscBAAAAAM9RFAGIWUnxfn3zuvmqbT2i/366yus4AAAAAOA5iiIAMe2i6bn6wMJi3fPXvapvO+J1HAAAAADwFEURgJj32WUVcs7pB89Wex0FAAAAADw1bkWRmU03s7vN7OHxekwAOB0lOSm6YXGpHlpfq5qWLq/jAAAAAIBnRlUUmdlqM2s0s80nbF9uZjvMrNrMvixJzrndzrmbR/N4ABAut72jXHF+Y60iAAAAADFttCOK7pG0fOgGM/NL+pGkd0maK+kGM5s7yscBgLAqyEjS372tTL9/fb92NnR4HQcAAAAAPDGqosg5t0ZS6wmbF0uqDo0g6pP0oKSVp7tPM1tlZpVmVtnU1DSaeABwRm69fIbSEuL07ad2eB0FAAAAADwRjjWKiiTVDrlcJ6nIzHLN7E5J55vZV052Z+fcXc65Rc65Rfn5+WGIBwDDy05N0M2XTdOTWxq0se6w13EAAAAAYNyN22LWzrkW59ytzrkZzrlvjHRbM1thZne1tbWNVzwAkCTdfOk0ZafE61tP7fQ6CgAAAACMu3AURfsllQy5XBzadtqcc48651ZlZmaOaTAAOJX0pHh9aukMrdnZpJd3t3gdBwAAAADGVTiKovWSKsxsmpklSLpe0iNnsgNGFAHw0t9eXKaC9ETOgAYAAAAg5oyqKDKzByStlTTLzOrM7Gbn3ICk2yQ9KWmbpIecc1vOZL+MKALgpaR4v266dJrW7m7Rtvp2r+MAAAAAwLgZ7VnPbnDOTXbOxTvnip1zd4e2P+6cmxlaj+jrZ7pfRhQB8Nr1F5YoOd6vn720x+soAAAAADBuxm0x6zPBiCIAXstKSdB1FxTp968fUHNnr9dxAAAAAGBcRGRRxIgiAJHg45eUqW8goPtf3ud1FAAAAAAYFxFZFDGiCEAkKC9I19tn5uu+dTXqGwh4HQcAAAAAwi4iiyIAiBQfv6RMTR29emzTAa+jAAAAAEDYRWRRxNQzAJHi8op8zchP1eoX98o553UcAAAAAAiriCyKmHoGIFL4fKaPXzJNm/a3aUPNIa/jAAAAAEBYRWRRBACR5LoLipSZHK/VL+3xOgoAAAAAhFVEFkVMPQMQSVIS4nT94hL9afNB1R3q9joOAAAAAIRNRBZFTD0DEGn+9uIymZnuXVvjdRQAAAAACJuILIoAINIUZSXrXfMm6f6X9+lwd5/XcQAAAAAgLCiKAOA03XZFuTp7B7T6RdYqAgAAADAxRWRRxBpFACLR7EkZWn7OJP3spb1q6+73Og4AAAAAjLmILIpYowhApPrMsgp19A7oZ39lVBEAAACAiSciiyIAiFRzp2To6rmFWv3iHrX3MKoIAAAAwMRCUQQAZ+gzyyrU3jOge17a63UUAAAAABhTFEUAcIbmFWXqyjkFuvvFPepgVBEAAACACYSiCADOwmeWVajtSL/uXVvjdRQAAAAAGDMRWRRx1jMAke7c4iy9Y1a+fvLCbnX2DngdBwAAAADGREQWRZz1DEA0+OyVM3W4u1/3rt3rdRQAAAAAGBMRWRQBQDRYUJKlpbPy9f1nqvRSdbPXcQAAAABg1CiKAGAUvvXB81SWm6qb7lmv53c0eh0HAAAAAEaFoggARiEvLVEP3LJE5QVpWnXvBj29tcHrSAAAAABw1iiKAGCUslMTdP8nlmjO5HTd+osN+tPmeq8jAQAAAMBZoSgCgDGQmRKv+z5xkc4tztSn739ND62vVf9gwOtYAAAAAHBGzDk3Pg9klirpx5L6JD3vnPvlqe6zaNEiV1lZGfZsADBWOnsHdNPP1uuVva3KTonX8nmT9Z5zJ2vJ9Fz5feZ1PAAAAACQmW1wzi0a9rrRFEVmtlrSeyQ1OufmDdm+XNL3JPkl/dQ5900z+6ikw865R83sV865D59q/xRFAKJR30BAz+9o1B831uvpbQ3q7htUXlqC3jGrQNPyU1WSnaKSnBSVZCcrJzVBZhRIAAAAAMbPSEVR3Cj3fY+kH0q6d8iD+SX9SNJVkuokrTezRyQVS9oUutngKB8XACJWQpxPV58zSVefM0lH+gb13I5GPbaxXs9sb1Trhr7jbpsY51NGcrzSk+KUnhSvjKQ4pSXGKSHOp3i/TwlxPiX4fYr327Ft8X6fEuN8ivOZ/D6TmclnJp9JZjruss9syDYNuZ3JFLrse/M+J1ZWQzusodee2G3ZSS+c/H5vfazT27+N8GAn2/+JZdzJ9/dWb/2pnP59z/Z+Z/uYYdvvyLs9xeOG6zFH2O+I9zvFfsNwvE9137P9Xk653zD97Ee6wWh+fiMft/H/GY14VZR9L2H7t3uKxGf772ykn9HR32EAgPAZVVHknFtjZmUnbF4sqdo5t1uSzOxBSSsVLI2KJb0u1kYCECOSE/y6Zv5kXTN/siSpq3dAtYe6Vdt6RLWt3TrY3qP2I/3q6BlQe0/w88G2HvUNBtQ/EFDfoFPfwKD6B536BwMaCIzPdGEAACKVz6Q4n09+nwX/aOIPfvbZm5eDf1TxKzEu+MeVxHi/kuN9oT/KBP9Ak5Ecr5zUeJVkp6g0J0X56YmUUACg0Y8oGk6RpNohl+skXSTp+5J+aGbvlvToye5sZqskrZKk0tLSMMQDAO+kJsZp9qQMzZ6UcVb3HwwEC6Pgh1PABT+cU+hryZ1wOXj90W16y33ckG1DDb3oTrI9eNkNe7u37uMkOzzV/odce7JMI+Y4zf0NZ6TrR7rrSNO6T1X1jZxphP2e6ns5y8d0p0gcjp/RqZxtXi+O96nuO9KV4fvZj/9jnuqHf9Z5w7XfEe83/v92T33fs7vfqR53NEuZjvg6OIrvJeCcBgNOg6HPA4NOg4HgH1IGA04DAadAwKl3MKC+gYB6BwLq7R9U+5F+HWwbUEdP8KOzd+At+0+K96kkO0XlBWlaPm+SrppbqJSEcLxdAoDINm6vfM65LkkfP43b3WVm9ZJWJCQkLAx/MgCIHn6fye/zKyne73UUAACi1mDAqbNnQE2dvaGRvsGPfa3dem3fYT2x+aCS4/26am6hrj1vii6fma+EOCZFAIgN4SiK9ksqGXK5OLTttDnnHpX06KJFi24Zy2AAAAAA4PeZMlPilZkSr/KCtOOuCwSc1u9t1R/eOKDHN9XrkTcOKC8tUT/72IWaX5zpUWIAGD/hqMXXS6ows2lmliDpekmPnMkOzGyFmd3V1tYWhngAAAAAMDyfz3TR9Fz9+/vm65V/ulKrP7ZISfE+feSn67SpjvcnACa+URVFZvaApLWSZplZnZnd7JwbkHSbpCclbZP0kHNuy5ns1zn3qHNuVWYmjT0AAAAAbyTE+XTF7EI9cMsSpSfF68a7X9bm/ZRFACY2G82CfOFiZiskrSgvL7+lqqrK6zgAAAAAYlxta7euv2udOnsH9MtPXKR5RfxRG0D0MrMNzrlFw10XkSuyMaIIAAAAQCQpyUnRg6uWKC0xTh/5KSOLAExcEVkUsUYRAAAAgEhTkpOiB25ZotQEv268+2UdOHzE60gAMOYisihiRBEAAACASFSam6JffOIidfUO6M6/7PI6DgCMuYgsigAAAAAgUk3PT9P7LyjWg+tr1dDe43UcABhTEVkUMfUMAAAAQCT7+6XlGgw4/c9fdnsdBQDGVEQWRUw9AwAAABDJSnNTtHLBFN3/So2aO3u9jgMAYyYiiyIAAAAAiHSffke5+gYC+skLjCoCMHFEZFHE1DMAAAAAkW5Gfprec+4U3be2Rq1dfV7HAYAxEZFFEVPPAAAAAESD264oV3ffoFa/uMfrKAAwJiKyKAIAAACAaDCzMF3vmjdJP//rXrUd6fc6DgCMGkURAAAAAIzCbVeUq6N3QPe8tNfrKAAwahFZFLFGEQAAAIBocc6UTF05p1B3v7hbHT2MKgIQ3SKyKGKNIgAAAADR5PYrytXeM6Bfra/1OgoAjEpEFkUAAAAAEE3OK8nShWXZuuevezUYcF7HAYCzRlEEAAAAAGPg5kunqe7QEf15a4PXUQDgrFEUAQAAAMAYuGruJBVnJ2v1S3u8jgIAZ42iCAAAAADGgN9n+tjbyvTKnlZt3s+JeQBEp4gsijjrGQAAAIBo9KELS5Sa4GdUEYCoFZFFEWc9AwAAABCNMpLi9cFFJXr0jQNq7OjxOg4AnLGILIoAAAAAIFr93dvKNBBw+sW6fV5HAYAzRlEEAAAAAGNoWl6qls0u0C/X1ainf9DrOABwRiiKAAAAAGCM3XTJNLV09emRNw54HQUAzghFEQAAAACMsYtn5Gr2pHStfnGPnHNexwGA00ZRBAAAAABjzMx00yXTtP1gh16qbvE6DgCctnErisxsupndbWYPj9djAgAAAIBXrl0wRZMzk/SdP+9gVBGAqHFaRZGZrTazRjPbfML25Wa2w8yqzezLI+3DObfbOXfzaMICAAAAQLRIivfrM8sq9Oq+w3p2e6PXcQDgtJzuiKJ7JC0fusHM/JJ+JOldkuZKusHM5prZfDP74wkfBWOaGgAAAACiwAcWFqssN0X/9eQOBQKMKgIQ+U6rKHLOrZHUesLmxZKqQyOF+iQ9KGmlc26Tc+49J3xQnwMAAACIOfF+nz5/1UxtP9ihRzdyBjQAkW80axQVSaodcrkutG1YZpZrZndKOt/MvjLC7VaZWaWZVTY1NY0iHgAAAAB4b8W5UzR7Urq+++ed6h8MeB0HAEY0botZO+danHO3OudmOOe+McLt7pL0NUmvJiQkjFc8AAAAAAgLn8/0j++cpb0t3fp1ZZ3XcQBgRKMpivZLKhlyuTi0bdScc48651ZlZmaOxe4AAAAAwFNXzC7QBaVZ+v4zVerpH/Q6DgCc1GiKovWSKsxsmpklSLpe0iNjEcrMVpjZXW1tbWOxOwAAAADwlJnpH985Wwfbe/SLdTVexwGAkzqtosjMHpC0VtIsM6szs5udcwOSbpP0pKRtkh5yzm0Zi1CMKAIAAAAw0Vw8I1eXVeTpR89Vq6On3+s4ADCs0z3r2Q3OucnOuXjnXLFz7u7Q9sedczND6w59faxCMaIIAAAAwET0D1fP0qHufv3g2WqvowDAsMZtMeszwYgiAAAAABPReSVZumFxiX76wm69XnvY6zgA8BYRWRQxoggAAADARPWVa+aoID1JX3r4DfUOsLA1gMgSkUURI4oAAAAATFQZSfH69+vmaWdDp37EFDQAESYiiyIAAAAAmMiumF2o684v0o+f36WtB9q9jgMAx0RkUcTUMwAAAAAT3b+umKuslAT948NvqH8w4HUcAJAUoUURU88AAAAATHRZKQn6f+89R1sOtOuuNbu9jgMAkiK0KAIAAACAWLB83mS9e/5kfe/pKlU1dHgdBwAisyhi6hkAAACAWPG1lecoLSlOn/rlq+rsHfA6DoAYF5FFEVPPAAAAAMSKvLRE/fCG87WnuUtf+NXrCgSc15EAxLCILIoAAAAAIJa8rTxP/3zNHD21tUE/eLba6zgAYhhFEQAAAABEgI9fUqbrLijSd5/eqT9vbfA6DoAYFZFFEWsUAQAAAIg1ZqZ/f998nVucqc//6nVVN7K4NYDxF5FFEWsUAQAAAIhFSfF+3XnjQiXF+3TLvRvUdqTf60gAYkxEFkUAAAAAEKumZCXrxx9ZqNrWbn3yvkr19A96HQlADKEoAgAAAIAIs3hajr79ofP08p5WffK+DeodoCwCMD4oigAAAAAgAq1cUKRvXjdff9nZpNvvf039gwGvIwGIARRFAAAAABChPnxhqb66Yq6e2tqgLzz0hgYDzutIACa4OK8DDMfMVkhaUV5e7nUUAAAAAPDUxy6Zpp6BgL75xHYlxvn0n+8/Vz6feR0LwAQVkSOKOOsZAAAAALzp1rfP0GeXVejhDXX68m83aoBpaADCJCJHFAEAAAAAjve5KysUcE4/eLZaLZ19+sHfnK+UBN7SARhbETmiCAAAAABwPDPTF6+epf/73nl6bkej/uYnL6uls9frWAAmGIoiAAAAAIgiH10yVXfcuFDb6tv1gTvXal9Lt9eRAEwgFEUAAAAAEGXeec4k3X/LRTrU3afr7nhJG+sOex0JwARBUQQAAAAAUWjh1Bw9fOvblBjn1wfvXKuHKmu9jgRgAhi3osjM3mtmPzGzX5nZ1eP1uAAAAAAwUZUXpOmR2y7RwqnZ+tLDG/WV325UT/+g17EARLHTKorMbLWZNZrZ5hO2LzezHWZWbWZfHmkfzrnfO+dukXSrpA+ffWQAAAAAwFG5aYm696bF+tTSGXrglVp98M61qjvEukUAzs7pjii6R9LyoRvMzC/pR5LeJWmupBvMbK6ZzTezP57wUTDkrv8Suh8AAAAAYAzE+X36X8tn666PLtTe5i695wcv6rkdjV7HAhCFTqsocs6tkdR6wubFkqqdc7udc32SHpS00jm3yTn3nhM+Gi3oPyQ94Zx7dWy/DQAAAADA1edM0iO3X6pJGUn6+M/W61//sFlH+piKBuD0jWaNoiJJQ1dLqwttO5nbJV0p6QNmduvJbmRmq8ys0swqm5qaRhEPAAAAAGLPtLxU/f7Tl+imS6bp3rU1evf3X9Br+w55HQtAlBi3xaydc993zi10zt3qnLtzhNvdJelrkl5NSEgYr3gAAAAAMGEkxfv1ryvm6v5PXKSe/kF94M61+s5TO9Q/GPA6GoAIN5qiaL+kkiGXi0PbRs0596hzblVmZuZY7A4AAAAAYtLbyvP0xOcu18rzpuj7z1brvT96SW/UHvY6FoAINpqiaL2kCjObZmYJkq6X9MhYhDKzFWZ2V1tb21jsDgAAAABiVmZyvL7z4QW688YL1NjRq/f++CX92x82q72n3+toACLQaRVFZvaApLWSZplZnZnd7JwbkHSbpCclbZP0kHNuy1iEYkQRAAAAAIyt5fMm65kvvl1/u2Sq7l1Xoyu//Rc9trFezjmvowGIIBaJLwpmtkLSivLy8luqqqq8jgMAAAAAE8obtYf1T7/bpC0H2nX5zHz973fPUUVhutexAIwTM9vgnFs07HWRWBQdtWjRIldZWel1DAAAAACYcAYGA7p3bY2++/ROdfcN6obFJfr8lTOVm5bodTQAYRZ1RREjigAAAABgfLR29el7T+/UL17ep5R4vz59Rbk+9rYyJcX7vY4GIEyirig6ihFFAAAAADA+qhs79Y3Ht+mZ7Y0qykrWZ6+s0HXnFynOP5pzIAGIRCMVRTzjAQAAAAAqL0jT3R+7UL/8xEXKTUvQlx7eqKu+u0Z/eH2/AoHIHWAAYGxF5Igipp4BAAAAgHecc/rz1gZ95887tf1gh2YVpuvzV1Xo6rmT5POZ1/EAjBJTzwAAAAAAZywQcHpsU72++/RO7W7qUkVBmj61dIZWnDdF8UxJA6IWRREAAAAA4KwNDAb02KZ6/fi5XdrR0KGirGR98u3T9aFFJSx6DUShqCuKmHoGAAAAAJEnEHB6dnujfvR8tV7bd1h5aQm6cclU3bhkqvLSEr2OB+A0RV1RdBQjigAAAAAg8jjntG53q/5nzS49v6NJCXE+vXfBFN106TTNnpThdTwApzBSURQ33mEAAAAAANHNzHTxjFxdPCNX1Y0d+tlLe/WbV+v0UGWdLinP1UeXlOnKOQWKYx0jIOowoggAAAAAMGqHuvp0/yv7dN/aGh1s79GkjCTdsLhU1y8uUWFGktfxAAzB1DMAAAAAwLgYGAzome2N+sW6Gr1Q1Sy/z3T13EJ96MISXVaexygjIAJEXVHEYtYAAAAAEP32Nnfp/lf26deVtTrU3a+C9ES97/wivX9hsWYWpnsdD4hZUVcUHcWIIgAAAACIfn0DAT27vVEPb6jT8zsaNRBwOq84U+9fWKxrz5uirJQEryMCMYWiCAAAAAAQEZo7e/WH1w/o4Q112lbfrgS/T8vmFOgDC4t1+cx8xTM1DQg7iiIAAAAAQMTZcqBNv9mwX394fb9auvqUl5aod8+fpGvmT9aishz5feZ1RGBCoigCAAAAAESs/sGAnt/RpN++WqdntzeqdyCg/PREvWveJL2b0ggYcxRFAAAAAICo0NU7oGe2N+rxjfV6bsfxpdE18yfrQkojYNSirijirGcAAAAAgK7eAT27vVGPnVAaLT9nkpbPm6QLy3KUEMeaRsCZirqi6ChGFAEAAAAApOFLo/TEOF0+K19XzinQ0pkFyk7l7GnA6aAoAgAAAABMGN19A3qhqlnPbmvUM9sb1dzZK59Ji6bmaNmcAi2bU6gZ+akyY4oaMByKIgAAAADAhBQIOG3c36ZntjXo6W2N2lbfLkkqy03RsjmFumJ2gRaVZSsxzu9xUiByUBQBAAAAAGLC/sNH9GyoNFq7q0V9gwElxfu0ZHquLqvI1+UVeSovSGO0EWIaRREAAAAAIOZ09Q5o3e4WvVDVrDVVTdrd1CVJmpyZpMsq8nRZRb4uKc9TDms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\n" 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\n" 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\n" 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\n" 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\n" 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\n" }, "metadata": { "needs_background": "light" @@ -324,6 +346,11 @@ "plt.yscale('log')\n", "plt.figure(figsize=(20,5))\n", "plt.plot(range(len(events)), asset_value)\n", + "plt.figure(figsize=(20,5))\n", + "plt.plot(range(len(events)), [event.agents['LP'].holdings['USDA'] for event in events])\n", + "plt.figure(figsize=(20,5))\n", + "plt.plot(range(len(events)), [event.agents['LP'].holdings['USDB'] for event in events])\n", + "\n", "\n" ] }, @@ -332,15 +359,15 @@ "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2023-07-05T19:48:38.414775750Z", - "start_time": "2023-07-05T19:48:37.520004081Z" + "end_time": "2023-07-06T20:00:34.560268288Z", + "start_time": "2023-07-06T20:00:33.383330001Z" } }, "outputs": [ { "data": { "text/plain": "
", - "image/png": 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rHXO63knhUOCk3kf5mWnKzzo5VPIeYRVkeceGggxzAwAAwORhyBgAAAnMTFnhkLLCIc0tOLtAKRZz6oyv4jYUJLWfECR1JLQf6+jTa8c6vd5KZ5g7KTcjpMKssAqzvF5HQ89F2YltXoBUGG/LTGNFNwAAAIyNIWMAAMwAg9GYOuLzJnlhUmQ4VGrtiQw/t/Z4+1p7ImrrPn2QFA4FVJiVNhIUZYWHw6TEtsLskUApPzONVdwAAACSBEPGAACY4ULBgIqyvR4/ZyMyGFNbbzww6k4MjEaCo6HXdQ1d8WFuAxo8xdg2MykvI224lsKssIqzwyrKiT/HH8XZ6SrMTlNxdroyw8HJ+CMAAADANCIQAgBgFguHApqTm6E5uRnjPsc5b2hbW/dQr6OTeyC1dHuP+tYevVLfptbuyClDpMy0oBcS5SQGRmEVZg+FSOnDbUU5YeWyUhsAAIDvmEMIAIAUY2bKy0hTXkaaqouzxnWOc04dfYPxoKhfzV1eYNQcD45a46+buyKqO96l5u5+9Q3ExrxWWtBUGJ//yAuR0kf1PirJCaskJ9175KYrO8xcSAAAAJONOYQAAMCU6IkMDgdHLT0RtYwKkfqHXw+FSZ19Y8+HlJEWGAmIctJVmhsetV2SE1ZJrvc6L4PeRwAAAEOYQwgAAEy7rHBIWUUhVRWNrxdSZDCmlu6Imrr644/4686R7frWHr18qFUt3RGNNYItHAyoeLiHUXi4l9HQdml8uzQnXQVZaYRHAAAgZREIAQCAGSEcCqg8P0Pl+WeeDykacyeER/1q6vS2G7u8IW0Nnf3afrRDzV1jz38UDgZUmpuuOXnpmpObrrK8DM3JTdec3AyVJrQVZYUVYOU1AACQZAiEAADArBMMmEpz01Wam37GY2Mxp/begeGwqKkrooaOPjV29quhs18NnX3a29itF/Y0q2OMYWuhgKkkZyg4yhgOkLzJvONBUp43D1IoGJiKLxcAAGDSMak0AABIaoGAqTC+6tnistzTHts3EI0HRX1q6OjX8Y6+eGjkPepbe7T5oDdk7aT3MakoO11lCb2LyvIyVBHv9VSen6GKvEzlZTLPEQAA8B+TSgMAAJylyGBMTV3xoKijT8c7+9U4Kjzq07H2fjV39+vEf2plpgW9gCgvISjKHx0elWSnM0wNAABMGJNKAwAATKJwKKC5BZmaW5B52uMigzE1dPbpeEefjrb36Vj8cbSjT8fb+7R+X4saOvs0EB2dGoUCprKhwChvJDQaes+5BYRGAABgYgiEAAAApkg4FFBlYZYqC0+90los5tTcHfHCoo4+HWvv9cKjDi882nGsQ7/b2aCeSPSka88dFRJlqjIhMJpbkKmMtOBUf4kAAGCWIhACAADwUSBhguwLlT/mMc45dfQO6kh7r4609epw/HGkrU9H2nr1bF2Tjnf2nTQ8rSQn7AVE+V5QNK8wU/MKRkKk4uww8xkBAJCimFQaAABghjMz5WelKT8rTedX5I15zEA0pmPtffGgaCg48rZ3N3bpqV2N6h0Y3csoMy2oqqJMVRd5vZiqirJUXZSlqqJMVRVmKTud/zsEACBZMak0AABACnDOqb13QPWtI72M6lt7dbClR4fij+4ThqUVZ4dVVTQUFHkh0VBoVJGfoVAw4NNXAwAAxoNJpQEAAFKcmakgK6yCrLCWzzt5aJpzTq09AzrU0uOFRK1DQVGvXjnUpl++elSDsZH/SAwGTHMLMlRVONSryHuuKc5WTUmWcjPSpvPLAwAAZ4lACAAAADIzFWWHVZQd1sVVBSftH4zGdKyjTwdbelTf0jscGh1s6dGvdzSoqat/1PElOWHVFGdrfnG2FpRkqaYkOx4WZSuHoWgAAPiOn8YAAAA4o1AwYcW0RSfv74kM6mBLj/Y39Wh/c7f2N3VrX1O3ntvdpB9v7ht1bElOuhcSxQOimuJsLSjJ1sLSbFZGAwBgmhAIAQAAYMKywiGdV56n88pPnvS6JzKoA8092t/Urf3x533N3XpqV6Me3FQ/fJyZNK8gU4tKc1Q7J0eLSnO0qDRbi+bksCIaAACTjEAIAAAAUyorHNL5FXljrpDW3e+FRXuburS3sVt7Gru0u6FL6/e1jFoVrSArbSQgSgiMKgszmdwaAIBzQCAEAAAA32Snh7Rsbp6WzR0dFsViTkc7+rSnwQuI9jR6j9/tbNSPNo70KgoHA1pQkq3FZTk6rzxXS8pydV55nioLMxUI0KMIAIBT8XXZeTNbI2lNbW3tHXV1db7VAQAAgNmjvWdAe5q6tKehS3sau7W7oVM7j3fqUEvv8DFZ4aAWl+VqaVmOlpbnaWlZrpaW56okh6FnAIDUcbpl530NhIasXLnSbdy40e8yAAAAMIt19w9q1/FO7TreqdeOec87j3WNWgGtKDusJWU5Oq88T0viIdF55bnKZuUzAEASOl0gxE8+AAAAJIXs9JBWVBdqRXXhqPbmrn7tPN6pncdGwqIHNx5Sd8Sbo8hMWlCSreVz83XB3Dwtn+c9F2SF/fgyAACYFgRCAAAASGrFOelanZOu1YtKhtucc6pv7dXOY53afrRDWw+3a9OBVj38ypHhY+YVZGr5vDwvKIo/z8nL8ONLAABg0hEIAQAAIOWYmaqKslRVlKVrl5UNt7d2R7TtSIe2HmnXtiMd2na4XU9sOz68vyQnfSQkmpunCyvzNa8gk3mJAACzDoEQAAAAEFeYHdaVi0t05eKR3kRd/YPaEe9FtPVwh7YdadczdU2Kxry5OEty0nVJVYEuqcrXJVWFuqgqX3kZaX59CQAAjAuBEAAAAHAaOekhraop0qqaouG2voGodh7r1Jb6Nr10qE0vH2rTr3d4PYnMpEWlObqkqkAXVxVoRVWBlpbnKi0Y8OtLAADgJKwyBgAAAEyC9p4BvVLvhUOvxEOi5u6IJCkzLagV1QVaWVOkVTXexNc5rGwGAJhirDIGAAAATLH8rDRdtaRUVy0plTQycfVLh9q0+UCrNuxv0Td+W6eYk4IB07KKPK2sKdSqmiKtnF/IhNUAgGlFDyEAAABgmnT2Deilg23auL9FG/a36qVDreobiEmS5hdnaVVNkVYvKtbqRSUqzycgAgBMzOl6CPkaCJnZGklramtr76irq/OtDgAAAMAPA9GYth3p0IZ9Ldqwv0Xr97eorWdAkrSwJFura71w6IqFxSrKDvtcLQBgtpmxgdAQeggBAAAAUizmtONYh17Y06zndjdp/b4WdUeikqTzK/K0elGx3lBbrFU1RcplJTMAwBkQCAEAAACz0EA0pi317XphT5Oe39OsjQdaFRmMKRQwvW5+od503hy9aekcLSnLkZn5XS4AYIYhEAIAAACSQN9AVJsPtOqZ3U36/c5G7TjaIUmam5+ha+Lh0OpFxcpmBTMAgAiEAAAAgKR0tL1XT+1s1O92NujZuiZ1R6IKBwO6fGGRrlk6R29aWqqFpTl+lwkA8AmBEAAAAJDkIoMxbdzfot/tbNDvdjZqd0OXJGnxnBzddGGFblpervPKcxlaBgAphEAIAAAASDGHWnr0mx3H9fi2Y1q/r0UxJy0oydaNy8t18/IKLZ+XRzgEAEmOQAgAAABIYY2d/Xpy+zE9vvWYnt/TrGjMqbIwUzctL9dNF1boksoCBQKEQwCQbAiEAAAAAEiSWrsj+tWO4/rlq0f17O4mDUSdKvIz9NaLKvSOFZU6v4JhZQCQLAiEAAAAAJykvXdAv33tuH6x5aie2tWogajT0rJcvePSebrlkrmqyM/0u0QAwAQQCAEAAAA4rdbuiB599ah+urlemw+2yUy6srZE711VpeuWlSk9FPS7RADAWSIQAgAAADBuB5q79ZPNh/XQpnodbutVYVaa3rGiUu9dVaWl5bl+lwcAGCcCIQAAAABnLRpzem53k3644ZCe3H5MA1GnlfML9Sera3TjBeUKhwJ+lwgAOA0CIQAAAAAT0tzVr59sPqz/ffGADjT3qDQ3XbddVq3bLq9WWV6G3+UBAMYwrYGQmZ0v6VOSSiT9xjn3zTOdQyAEAAAAzA6xmNNTdY363vP79budjQoFTG+5qEJrr1qoC+bm+10eACDBhAMhM7tX0lslNTjnlie03yjpq5KCkv7bOffFhH0BSd9zzn3gTNcnEAIAAABmn/1N3freCwf0ww0H1R2J6o2LS3Tn1Yu0elExS9cDwAwwGYHQVZK65AU8y+NtQUm7JF0nqV7SBkm3Oue2m9nbJH1M0vedcz840/UJhAAAAIDZq713QPe9eED3PrtfTV39umBunj5+Ta1uWl6uQIBgCAD8crpAaFyzwDnnnpbUckLzZZJ2O+f2Oucikh6QdEv8+IedczdJev+5lw0AAABgNsjPTNPHr6nVs595k774zgvVG4nqEz/YrJu/9owe33pUsZj/85YCAEYLTeDceZIOJWzXS7rczK6R9E5J6ZIeO9XJZrZW0lpJqq6unkAZAAAAAGaCjLSg3ndZtd6zskqPbjmir/66Tnf+72Ytq8jTX123RNeeP4ehZAAwQ0wkEBqTc+73kn4/juPWSVoneUPGJrsOAAAAAP4IBky3XDJPb7mwQg+/ckRf/U2d7vjeRl1cVaB/eMv5WlVT5HeJAJDyxjVk7BQOS6pK2K6Mt42bma0xs3Xt7e0TKAMAAADATBQKBvTOSyv1m09frS+96yIda+/Ve771gj5x32YdbO7xuzwASGnjXnbezGokPZowqXRI3qTSfyQvCNog6Tbn3LazLYJJpQEAAIDk1xMZ1Lqn9+rbT+1VNOb04TfU6BNvrlVeRprfpQFAUprwpNJmdr+kFyQtNbN6M/uIc25Q0iclPSFph6QfnUsYBAAAACA1ZIVD+strl+h3f3ON3nbJXK17Zq/e/OXf6+FXjmi8/1ENAJgc4+4hNCVvbrZG0pra2to76urqfKsDAAAAwPTberhd/+enr2pLfbuuWVqqf7lluaqKsvwuCwCSxul6CPkaCA1hyBgAAACQmqIxp+8+v19ffnKnnJP++vol+tDqGoWCE5nuFAAgTcKQMQAAAACYCsGA6U+vXKBfffpqvX5Rsf7vL3bond98Xvuauv0uDQCSGoEQAAAAAN/NK8jUPR9cqa/fukIHmnv0lq89owc3HmJuIQCYIr4GQiw7DwAAAGCImWnNxXP1+F++URfOy9ffPrRFf/HAy+roG/C7NABIOr4GQs65R5xza/Pz8/0sAwAAAMAMUpGfqR/ccYX+5voleuzVo7r5q89o04FWv8sCgKTCkDEAAAAAM04wYPrkmxfrRx99vSTpvd9+QQ+sP+hzVQCQPAiEAAAAAMxYr5tfqMc+9Uatri3RZ3/yqr7wi+2KxphXCAAmijmEAAAAAMxoeRlpuveDK/Wh1TW6+5l9Wvu9jerqH/S7LACY1ZhDCAAAAMCMFwoG9Pm3XaB/ueUC/X5Xo979zed1uK3X77IAYNZiyBgAAACAWeP219fofz60Sodbe3XLN55T3fFOv0sCgFmJQAgAAADArHLVklL95OOrFTDp1rv/QCgEAOeAOYQAAAAAzDqLy3J1/9orZGa69e4XCYUA4CwxhxAAAACAWWlRaY4eWHuFzKRb735RuxsIhQBgvBgyBgAAAGDWWlSao/vv8EKh960jFAKA8SIQAgAAADCr1c7xQiHJC4UOtfT4XBEAzHwEQgAAAABmvdo5OXpg7eXqH4zqo9/fpJ7IoN8lAcCMRiAEAAAAICnUzsnV129doR3HOvR3D22Rc87vkgBgxmKVMQAAAABJ45qlc/R3N5ynR7cc1Tef2uN3OQAwY7HKGAAAAICkcufVC7Xm4rn69yd26revHfe7HACYkRgyBgAAACCpmJm+9K6LtKwiT5+6/2XtaezyuyQAmHEIhAAAAAAkncxwUN++/XVKCwV0x/c2qqufSaYBIBGBEAAAAICkVFmYpbtuu1T7mrr15Sd2+l0OAMwoBEIAAAAAktbrFxXr9ivm67sv7NfLh9r8LgcAZgwCIQAAAABJ7W9vWKqy3Ax99sdbNBCN+V0OAMwILDsPAAAAIKnlZqTpn265QK8d69Q9z+7zuxwAmBFYdh4AAABA0rvhgnJdv6xMX/n1Lh1s7vG7HADwHUPGAAAAAKSEf7rlAoUCAf39z16Vc87vcgDAVwRCAAAAAFJCRX6m/vaGpXqmrkk/f/mI3+UAgK8IhAAAAACkjA9cMV+XVBXoXx7drraeiN/lAIBvCIQAAAAApIxgwPT/3nGhWnoiupcJpgGkMAIhAAAAACll2dw8Xb+sTN994YC6+gf9LgcAfEEgBAAAACDlfOyaWrX3DuiB9Qf9LgUAfEEgBAAAACDlXFJVoNWLinX3M3vVPxj1uxwAmHYEQgAAAABS0seuWaTjHf362UuH/S4FAKadr4GQma0xs3Xt7e1+lgEAAAAgBV1ZW6Ll8/L07af2KhpzfpcDANPK10DIOfeIc25tfn6+n2UAAAAASEFmpo9dXau9Td16Ytsxv8sBgGnFkDEAAAAAKevG5eVaUJKtb/5+j5yjlxCA1EEgBAAAACBlBQOmj161UK8ebtdzu5v9LgcApg2BEAAAAICU9o5L52lObrr+6/e7/S4FAKYNgRAAAACAlJYeCurP3rhAz+9p1iuH2vwuBwCmBYEQAAAAgJR362XVykgL6MFNh/wuBQCmBYEQAAAAgJSXm5Gma88v0y+2HNVANOZ3OQAw5QiEAAAAAEDS2y+Zp9aeAT1T1+h3KQAw5QiEAAAAAEDSVUtKVZCVpp+9dMTvUgBgyhEIAQAAAICkcCigmy+s0K+2H1d3/6Df5QDAlCIQAgAAAIC4t18yT70DUf1q+3G/SwGAKUUgBAAAAABxK+cXal5Bpn728mG/SwGAKUUgBAAAAABxgYBpzcVz9Uxdk5q7+v0uBwCmzJQEQmb2djO728x+aGbXT8V7AAAAAMBUePuKuYrGnH7x6lG/SwGAKTPuQMjM7jWzBjPbekL7jWa208x2m9lnJck59zPn3B2S7pT03sktGQAAAACmznnleTqvPFc/e4lhYwCS19n0EPqOpBsTG8wsKOkuSTdJWibpVjNblnDIP8T3AwAAAMCs8bZL5mrzwTYdbO7xuxQAmBLjDoScc09Lajmh+TJJu51ze51zEUkPSLrFPP8m6ZfOuc2TVy4AAAAATL23XTxXkvTwK/QSApCcJjqH0DxJhxK26+Ntfy7pWknvNrM7xzrRzNaa2UYz29jY2DjBMgAAAABg8lQWZumymiL97OUjcs75XQ4ATLopmVTaOfc159zrnHN3Oue+dYpj1jnnVjrnVpaWlk5FGQAAAABwzm5ZMVe7G7q0/WiH36UAwKSbaCB0WFJVwnZlvA0AAAAAZrWbl1coFDA98gqrjQFIPhMNhDZIWmxmC8wsLOl9kh4e78lmtsbM1rW3t0+wDAAAAACYXIXZYa2uLdHjW48ybAxA0jmbZefvl/SCpKVmVm9mH3HODUr6pKQnJO2Q9CPn3LbxXtM594hzbm1+fv7Z1g0AAAAAU+6m5eXa39yjHUc7/S4FACbV2awydqtzrsI5l+acq3TO3RNvf8w5t8Q5t8g594WpKxUAAAAAptf1y8oUMOmXWxk2BiC5TMmk0uPFkDEAAAAAM1lxTrquWFisX7zKsDEAycXXQIghYwAAAABmupsurNDexm7VNXT5XQoATBpfAyEAAAAAmOluuKBMZtJjrzJsDEDyYMgYAAAAAJzGnNwMraop0i9fPeZ3KQAwaRgyBgAAAABncNPycu083qk9jQwbA5AcGDIGAAAAAGdw4/JySdLjW+klBCA5EAgBAAAAwBlU5Gfq0uoC5hECkDSYQwgAAAAAxuHmCyu07UiHDjR3+10KAEwYcwgBAAAAwDgMDRv7JcPGACQBhowBAAAAwDhUFmbp4sp8/ZJhYwCSAIEQAAAAAIzTjcsr9Ep9u+pbe/wuBQAmhDmEAAAAAGCcbooPG2NyaQCzHXMIAQAAAMA41ZRka0V1gR7YcEjOOb/LAYBzxpAxAAAAADgLt11Wrb2N3XpxX4vfpQDAOSMQAgAAAICz8NaL5io3I6QfvHjQ71IA4JwRCAEAAADAWcgMB/WuSyv1+NZjaumO+F0OAJwTAiEAAAAAOEu3XV6tSDSmhzYd8rsUADgnrDIGAAAAAGdpSVmuVtUU6v71TC4NYHZilTEAAAAAOAe3XV6tfU3demFPs9+lAMBZY8gYAAAAAJyDm5ZXqCArTfetZ3JpALMPgRAAAAAAnIOMNG9y6Se3HVNjZ7/f5QDAWSEQAgAAAIBzdOtl1RqIOj3I5NIAZhkCIQAAAAA4R7VzcnT5giI9sP6QYjEmlwYwexAIAQAAAMAE3HZ5tQ629OjZ3U1+lwIA48ay8wAAAAAwATcuL1dxdljffnqP36UAwLix7DwAAAAATEB6KKiPv6lWz+1u1jN1jX6XAwDjwpAxAAAAAJigD1xRrcrCTH3xl68xlxCAWYFACAAAAAAmKD0U1N9cv1TbjnTokS1H/C4HAM6IQAgAAAAAJsHbLp6r8yvy9O9P7FT/YNTvcgDgtAiEAAAAAGASBAKmz950nupbe/WDFw/6XQ4AnBaBEAAAAABMkqsWl+gNtcX6+m93q7NvwO9yAOCUCIQAAAAAYJKYmT5z43lq6Y5o3dN7/S4HAE6JQAgAAAAAJtFFlQV660UV+u9n9qmho8/vcgBgTARCAAAAADDJ/ub6pRqIxvRvj+/0uxQAGBOBEAAAAABMspqSbK29aqF+vLleT2w75nc5AHASXwMhM1tjZuva29v9LAMAAAAAJt1fXrtEy+fl6bM/3sLQMQAzjq+BkHPuEefc2vz8fD/LAAAAAIBJFw4F9JX3rlDvQFR/+9AWOef8LgkAhjFkDAAAAACmSO2cHP39zefrqV2N+v4fDvhdDgAMIxACAAAAgCn0gSvm65qlpfrCL3Zod0On3+UAgCQCIQAAAACYUmamL737ImWnh/SpB15WZDDmd0kAQCAEAAAAAFNtTm6G/vWdF2rbkQ59+UmWogfgPwIhAAAAAJgGN1xQrtuvmK91T+/V/esP+l0OgBQX8rsAAAAAAEgV/7hmmQ629OgffrZV5fkZetPSOX6XBCBF0UMIAAAAAKZJKBjQXe+/VEvLcvXJ+zZr6+F2v0sCkKIIhAAAAABgGuWkh/Q/H16l/Mw0/el3NuhwW6/fJQFIQQRCAAAAADDNyvIy9J0/vUy9A1F9+H/Wq713wO+SAKQYAiEAAAAA8MGSslx9+wOv076mbt3xvY3q6h/0uyQAKYRACAAAAAB8srq2RP/5x5do04FW3X7Pi2rvoacQgOkx6YGQmS00s3vM7KHJvjYAAAAAJJs1F8/Vf73/Um073KFb7/6Dmrv6/S4JQAoYVyBkZveaWYOZbT2h/UYz22lmu83ss5LknNvrnPvIVBQLAAAAAMnohgvKdfcHV2pvU5feu+4POt7R53dJAJLceHsIfUfSjYkNZhaUdJekmyQtk3SrmS2b1OoAAAAAIEVcvaRU3/3wZTra1qv3fOsFHWrp8bskAElsXIGQc+5pSS0nNF8maXe8R1BE0gOSbpnk+gAAAAAgZVy+sFj33XGF2nsH9O5vPa9XDrX5XRKAJDWROYTmSTqUsF0vaZ6ZFZvZtyStMLPPnepkM1trZhvNbGNjY+MEygAAAACA5HFJVYF+9NHXKy0Y0Hu+/YJ++lK93yUBSEKTPqm0c67ZOXenc26Rc+5fT3PcOufcSufcytLS0skuAwAAAABmraXluXr4k1fq0uoC/dUPX9G/PrZD0ZjzuywASWQigdBhSVUJ25XxNgAAAADABBVlh/X9j1yu26+Yr28/vVcf+e4GtfeyLD2AyTGRQGiDpMVmtsDMwpLeJ+nhs7mAma0xs3Xt7e0TKAMAAAAAklNaMKB/eftyfeEdy/VsXZPeftdz2nqY358ATNx4l52/X9ILkpaaWb2ZfcQ5Nyjpk5KekLRD0o+cc9vO5s2dc48459bm5+efbd0AAAAAkDLef/l8/eCOK9Qbieod//Wc1j29RzGGkAGYAHPO/28iK1eudBs3bvS7DAAAAACY0Vq7I/rcT17V49uO6craEv3HH1+ssrwMv8sCMEOZ2Sbn3Mqx9k36pNJngyFjAAAAADB+hdlhffMDl+pf33mhNh1o1Y1feVpPbjvmd1kAZiFfAyGGjAEAAADA2TEz3XpZtR758ys1tyBTa7+/SX9x/0tq6ur3uzQAs4ivgRAAAAAA4NzUzsnRTz/+Bv3VtUv0+NZjuvY/n9JDm+o1E6YFATDzMWQMAAAAAGapcCigT127WI996krVlubobx58Rbffs14Hmrv9Lg3ADMek0gAAAACQBGIxp/vWH9S//fI1DURj+ujVi3Tn1QuVFQ75XRoAn8zYSaUBAAAAAJMjEDDdfsV8/erTV+n6C8r1td/U6c1ffko/f/kww8gAnIRACAAAAACSSEV+pr5+6wo9eOfrVZqbrk898LLe9c3n9cqhNr9LAzCDMIcQAAAAACShVTVF+vkn3qAvvfsiHWzp1S13PadP/GCz9jR2+V0agBmAOYQAAAAAIMl19g3o7qf36r+f3ae+gaje/bpKferaJZpXkOl3aQCm0OnmECIQAgAAAIAU0dTVr//63R797x8OSJJuu7xaH79mkebkZfhcGYCpQCAEAAAAABh2uK1XX/9NnR7cVK9gwPTelVX66NULVVmY5XdpACYRgRAAAAAA4CQHmrv1raf26KFN9XJOeseKefrYNYu0sDTH79IATIIZGwiZ2RpJa2pra++oq6vzrQ4AAAAASGVH2nq17um9un/9QQ1EY7p+WbnuuGqBXje/yO/SAEzAjA2EhtBDCAAAAAD819jZr/95bp/ue/Gg2nsHtKK6QH925ULdcEGZQkFfF6kGcA4IhAAAAAAA49YTGdRDm+p1z7P7dKC5R5WFmbr9ivn645VVKswO+10egHEiEAIAAAAAnLVozOnXO47rnmf3af2+FqWHAlpz8Vz9yevn66LKAr/LA3AGBEIAAAAAgAl57ViHvv/CAf30pcPqiUR1cVWBbl1VpbdcVKHcjDS/ywMwhhkbCDGpNAAAAADMLh19A/rJpnr974sHtbuhS5lpQd20vFzvXlmpKxYUKxAwv0sEEDdjA6Eh9BACAAAAgNnFOaeXDrXpwY31evSVI+rsH1RVUabefWmV3vW6eaoszPK7RCDlEQgBAAAAAKZMbySqJ7Yd04ObDum53c0yk1YvKtZ7XlelG5eXKyMt6HeJQEoiEAIAAAAATItDLT368eZ6PbSpXvWtvcpND+mmC8v11ovmavWiYpavB6YRgRAAAAAAYFrFYk5/2NeshzbV68ltx9XVP6ii7LBuuKBcay6q0OULixVkviFgSp0uEApNdzEAAAAAgOQXCJhWLyrR6kUl6huI6qldjXp0y1H9/OXDun/9QZXkpOvmC8v1lgsrtKqmiMmogWlGDyEAAAAAwLTpjUT1u50NenTLEf32tQb1DcRUlpeumy+s0M0XVujS6kJ6DgGThCFjAAAAAIAZp7t/UL95rUGPvnJEv9/VqMhgTEXZYb35vDm6blmZ3ri4RFlhBrYA52rGBkJmtkbSmtra2jvq6up8qwMAAAAA4K/OvgE9tatRv95+XL99rUEdfYNKDwV0ZW2Jrl1Wpj86f47m5Gb4XSYwq8zYQGgIPYQAAAAAAEMGojFt2N+iX20/rl9tP6761l5J0iVVBbpuWZmuPb9MS8pyZMbQMuB0CIQAAAAAALOSc047j3fq1/Fw6JX6dklSeV6Grl5SqquXluoNtSXKz0zzuVJg5iEQAgAAAAAkhWPtfXpqV4Oe2tWoZ+qa1Nk3qGDAtKKqYDggWj43n1XLABEIAQAAAACS0GA0ppcPtenpXY16alejthxul3NSUXZYb1xcoqsWe72HyvOZewipiUAIAAAAAJD0mrv69ezuJj21s1FP1zWqqSsiSVpYkq3VtcVavahEVywsVlF22OdKgelBIAQAAAAASCmxmNOOYx16YU+znt/TrBf3Nqs7EpUknV+RpzcsKtbq2mKtqilSbgbzDyE5EQgBAAAAAFLaQDSmLfXtemFPk57f06yNB1oVGYwpGDBdVJmvyxYU6fIFRXrd/CImqEbSIBACAAAAACBB30BUmw+06vk9zXp+T5NePdyugaiTmXReeZ4uX1CkyxYUaVVNkUpz0/0uFzgnBEIAAAAAAJxGbySqlw61asO+Vq3f36zNB9rUO+ANMVtYkj0cDr1ufqHmF2fJjFXMMPPN2EDIzNZIWlNbW3tHXV2db3UAAAAAAJBoIBrT1sPtWr+vRev3tWjD/hZ19A1Kkoqzw1pRXaAV1YVaUV2giysLlJ0e8rli4GQzNhAaQg8hAAAAAMBMFos57Wro1OYDbdp8sFWbD7Zqb2O3JClg0tLyPF1aXaBLqwt16fxC1dCLCDMAgRAAAAAAAJOsrSeilw616aUDrXrpUJtePtimzn6vF1FhVppWVBfq0nhPoourCpRDLyJMs9MFQvxtBAAAAADgHBRkhfWmpXP0pqVzJEnRmNPuhi5tPtiqlw62avPBNv32tQZJXi+i2jk5unBegS6qzNeFlflaVpGnjLSgn18CUhg9hAAAAAAAmCLtPQN6ub5Nmw+06tXD7dpS36amrogkKRgwLSnL1UXz8rW8Ml8XzcvXeRW5Sg8REmFyMGQMAAAAAIAZwDmnYx192lLfrlfr27XlcLterW9Ta8+AJCktaFpanjvSk2hevpaU5SocCvhcOWYjAiEAAAAAAGYo55zqW3u19fBQQOT1JBpa1SwcCui88lwtq8jTsrl5WlaRp/Mq8piTCGdEIAQAAAAAwCzinNPBlh6vJ9Hhdm070q7tRzqGexJJ0vziLC8kGgqK5uapPC+D1c0wjEmlAQAAAACYRcxM84uzNb84W2sunitpZLjZ9iMd2nG0Q9uPdmj7kQ79cuux4fMKs9KGexGdHw+KFpXmKC3IkDOMRiAEAAAAAMAsYGaqyM9URX6m/uj8suH2rv5BvZYQEG0/2qHvvnBAkcGYJCkcDGhhabbOK8/VkvJc77ksV/MKMulNlMIIhAAAAAAAmMVy0kNaWVOklTVFw22D0Zj2NXV7IdHRDu061qn1+1r0s5ePjDpvSVmOlpbnaenQc3muirLDfnwZmGbMIQQAAAAAQIpo7x1Q3fFOvXasU7vizzuPdaq9d2RuotLcdC0ty9XS8lwtLcvVojk5qp2To/zMNB8rx7lgDiEAAAAAAKD8zLSTehM559TQ2a+d8XBo53Hv+b4XD6hvIDZ83JzcdNXGw6HaOTmqLc1RbVmOSnPSGXo2CxEIAQAAAACQwsxMZXkZKsvL0FVLSofbozGnQy092t3QpbqGLu1u6NLuxi79ZPNhdfUPDh+XlxEaHRTNydHiOd4cRYEAQdFMNelDxswsW9J/SYpI+r1z7r4zncOQMQAAAAAAZgfnnI539KuuodMLieKPPY1dauqKDB+XkRbQwpITg6IcVRdnKT0U9PErSB0THjJmZvdKequkBufc8oT2GyV9VVJQ0n87574o6Z2SHnLOPWJmP5R0xkAIAAAAAADMDmam8vwMledn6I2LS0fta+2OaHdj16igaNOBVj38yshk1gGTKguztKAkWwtKsrWwNHv49dx8ehVNl/EOGfuOpG9I+t5Qg5kFJd0l6TpJ9ZI2mNnDkiolvRo/LDpplQIAAAAAgBmtMDusVdlFWpUwR5EkdfcPam9jt3Y3dmpfY7f2NnVrX1O3NuxvUU9kJDpIDwVUUxwPiOJB0cJ4WFSUHWauokk0rkDIOfe0mdWc0HyZpN3Oub2SZGYPSLpFXjhUKellSYFTXdPM1kpaK0nV1dVnWzcAAAAAAJglstNDurAyXxdW5o9qH5rQem+jFxDta+rSvqZu7Wro1K93HNdgbGSam7yMkBaU5gwHRImP7HSmSD5bE/kTmyfpUMJ2vaTLJX1N0jfM7C2SHjnVyc65dZLWSd4cQhOoAwAAAAAAzEKJE1q/flHxqH2D0ZjqW3u1r2moR5EXFr24t1k/fenwqGNLcsKaX5yt+UVZqi7OUk1xtqqLszS/KIueRacw6RGac65b0ocn+7oAAAAAACB1hIIB1ZRkq6YkW286YV9vJKr9zV6vov3N3TrQ1KMDLd36w95m/fTlw0pcPysnPaT5xVmaX5yl6qJs1RR7odH84mxV5GWk7JxFEwmEDkuqStiujLeNm5mtkbSmtrZ2AmUAAAAAAIBUkhkO6vyKPJ1fkXfSvr6BqOpbe3Sg2XscbOnR/uZuvXa0U7/aflwD0ZG0KBwMqKooU/OLs1Vd5IVGNcXZev2iYmWkJfdKaONedj4+h9CjQ6uMmVlI0i5JfyQvCNog6Tbn3LazLYJl5wEAAAAAwFSLxpyOtPXqYEs8MGoZ6l3Uo4PN3eqOT3D9yv93vfKz0nyuduImY9n5+yVdI6nEzOol/aNz7h4z+6SkJ+QtO3/vuYRBAAAAAAAA0yEYMFUVZamqKEtvOGGwknNOTV0RHWrtSYow6EzG3UNoSt58ZMjYHXV1db7VAQAAAAAAkGxO10PolMvCTwfn3CPOubX5+flnPhgAAAAAAACTwtdACAAAAAAAANOPQAgAAAAAACDF+BoImdkaM1vX3t7uZxkAAAAAAAAphTmEAAAAAAAAUgxDxgAAAAAAAFIMQ8YAAAAAAABSDEPGAAAAAAAAUgxDxgAAAAAAAFIMgRAAAAAAAECKMeec3zXIzBolHfC7jklSIqnJ7yLgC+59auK+py7uferi3qcu7n3q4t6nJu576kqmez/fOVc61o4ZEQglEzPb6Jxb6XcdmH7c+9TEfU9d3PvUxb1PXdz71MW9T03c99SVKveeIWMAAAAAAAAphkAIAAAAAAAgxRAITb51fhcA33DvUxP3PXVx71MX9z51ce9TF/c+NXHfU1dK3HvmEAIAAAAAAEgx9BACAAAAAABIMQRCk8TMbjSznWa228w+63c9mDpmVmVmvzOz7Wa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\n" 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\n" 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\n" + "image/png": 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\n" }, "metadata": { "needs_background": "light" @@ -382,14 +409,14 @@ "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2023-07-05T19:48:38.682109250Z", - "start_time": "2023-07-05T19:48:38.421808979Z" + "end_time": "2023-07-06T20:00:34.764522871Z", + "start_time": "2023-07-06T20:00:34.565629447Z" } }, "outputs": [ { "data": { - "text/plain": "[]" + "text/plain": "[]" }, "execution_count": 5, "metadata": {}, @@ -398,7 +425,7 @@ { "data": { "text/plain": "
", - "image/png": 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\n" 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akhSpv1w5QReMSVNAAAURPpMYGSJJ2n+QogiAb6MoAgAAgF/6uHS/5i3coTUVDcqMD9efLxuriydkKCgwwOloGIASozxFEWc+A+DjKIoAAADgV9btatD8hUVaXrJPKTGh+u1Fo/XtwiyFBFEQ4dgSI3umnrGgNQBfR1EEAAAAv7ClpknzFxZpyfY9SowM0S/PH6GrT85hYWIclwTPiKL6FooiAL6NoggAAAA+rWRPs+5aVKy3NtcqJixI/37OMF13aq4iQ/lVGMcvOjRIIYEB2sfUMwA+jndHAAAA+KSK/S26Z3GxXttQrfDgQP30rKG6YdoQxYYHOx0NXsgYo8SoEKaeAfB5FEUAAADwKdWNbbrvvWK9sKZKwYFG/zZtiH5wep4SPGetAr6phMgQpp4B8HkURQAAAPAJe5rb9bf3S/WPVbtkZXX1lGz95MyhSo4JczoafERiVKj2H2TqGQDfRlEEAAAAr9bQ0qkHPizVEyvK1eWymjspUzedNVSZ8RFOR4OPSYwM0c69B52OAQB9iqIIAAAAXulAe5ceWVamx5aXqaWzWxeNz9AtM/KVmxTpdDT4qMRI1igC4PsoigAAAOBVWju79fcV5Xrwg51qauvSeaNTddusAhWkRDsdDT4uMSpUbV0utXZ2KyKEj1IAfBM/3QAAAOAV2rtcembVLt2/tET7DnbqrOHJun1WgUZnxDodDX4i0bMg+v6DnYpI4KMUAN/ETzcAAAAMaJ3dbr24tlL3LilR3YF2nTY0UQ/OGqZJOfFOR4OfSYzyFEUtncpKYA0sAL6JoggAAAADkstt9er6at2zpEiV9W2amB2n+ZeP06l5SU5Hg59KjAqVJNW3cOYzAL6LoggAAAADittt9fantbprUZFK97ZodEaM/uf60TqjYJCMMU7Hgx87NPVsHwtaA/BhFEUAAAAYEKy1Wrxtj+Yt3KHtdc0qSInSA1dP1DmjUimIMCAcnnpGUQTAh1EUAQAAwFHWWi0r3qd5C3doY1WTchMjdM8V43XB2HQFBlAQYeCICAlSWHAAU88A+DSKIgAAADjmk7J63fnuDn1SXq+MuHD96dKxumRihoICA5yOBhxVYmQoI4oA+DSKIgAAAPS7DZWNmrdwh5YV79Og6FD9z5xRuvykLIUGBTodDfhSSVEh2tdCUQTAd1EUAQAAoN9sqz2geQuLtHjbbiVEhuj/zh6hq0/OUXgIBRG8Q0JkiPYeZOoZAN9FUQQAAIA+V7LnoO5eXKQ3N9UqOixIP5tVoOunDlZUKL+OwrskRoVqe12z0zEAoM/wzgwAAIA+U1nfqrsXF+vV9VUKCw7UTWcO1b9NG6LYiGCnowHfSGJkiPa3dMpay9n4APgkiiIAAAD0utqmNt33XomeX12pwACjG6YO1g9Pz1NiVKjT0YATkhgVos5utw52dCs6jMITgO+hKAIAAECv2dvcofuXlurpVRWy1urKydn6yZlDlRob5nQ0oFckRvaUnfsPdlIUAfBJFEUAAAA4YY2tnXrww536+0fl6uh26bJJmbr5rHxlJUQ4HQ3oVQlRIZKk/S2dyk2KdDgNAPQ+iiIAAAB8Y83tXXpsebkeWbZTBzu79a2x6bp1Zr6GDIpyOhrQJ5IOjyjizGcAfBNFEQAAAL621s5uPflxhR74oFSNrV06Z1SKbptVoOGpMU5HA/rUoRFF9S2dDicBgL5BUQQAAIDj1tHt0rOrdum+90u172CHzhg2SLfPKtDYzDinowH9IjHys6lnAOCLKIoAAADwlbpcbr20tkr3LilWTVO7pgxO0P1XT9RJuQlORwP6VVhwoKJCg7SPqWcAfBRFEQAAAI7J5bZasLFady8uVsX+Vo3PitOf547TqXmJMsY4HQ9wREJkCFPPAPis4yqKjDFxkh6RNFqSlfQ9STskPS8pV1K5pG9baxtMz28M90iaLalV0nXW2nWex7lW0i89D/tba+0TvfVEAAAA0Hvcbqt3ttRp/qIilew5qJFpMXrsukKdOSyZggh+LzEqRPsPUhQB8E3HO6LoHknvWGsvM8aESIqQ9J+Sllhr/2CM+YWkX0j6uaTzJOV7/k2RdL+kKcaYBEm/klSonrJprTFmgbW2oVefEQAAAL4xa63e275H8xYWaWvtAQ1NjtLfrpqoc0elKiCAggiQpMTIUFU3tjkdAwD6xFcWRcaYWEnTJV0nSdbaTkmdxpg5ks7w7PaEpKXqKYrmSHrSWmslrTTGxBlj0jz7LrLW1nsed5GkcyU923tPBwAAAN+EtVYrSvfrzoU7tH5Xo7ITInTX5eN04bgMBVIQAZ+TGBmiTVWNTscAgD5xPCOKBkvaK+lxY8w4SWsl3SIpxVpb69mnTlKK53KGpMoj7l/l2Xas7QAAAHDQmvJ63blwh1burFdabJj+95IxumxSpoIDA5yOBgxIiVE9axRZa5mKCcDnHE9RFCRpoqSbrbWrjDH3qGea2WHWWmuMsb0RyBhzo6QbJSk7O7s3HhIAAABHsbmqSXcu3KEPivYqKSpUv/7WSF0xOVthwYFORwMGtITIEHW7rQ60dSs2ItjpOADQq46nKKqSVGWtXeW5/pJ6iqLdxpg0a22tZ2rZHs/t1ZKyjrh/pmdbtT6bqnZo+9IvfjNr7UOSHpKkwsLCXimfAAAA8Jkddc2av2iH3t2yW3ERwfrFecN17Sm5Cg+hIAKOR1JUqCRpX0sHRREAn/OVRZG1ts4YU2mMGWat3SFphqStnn/XSvqD5+vrnrsskHSTMeY59Sxm3eQpk96V9HtjTLxnv7Ml3dG7TwcAAADHsnPvQd29uFhvbKpRVEiQbptZoO9NzVV0GB90ga8jMSpEklTf0qm8QQ6HAYBedrxnPbtZ0jOeM57tlHS9pABJLxhjbpBUIenbnn3fljRbUomkVs++stbWG2N+I2m1Z7//ObSwNQAAAPpOZX2r7n2vWC+vq1ZIYIB+dHqebpw+RHERIU5HA7xSQmTPa2f/wQ6HkwBA7zuuoshau0E9p7X/ohlH2ddK+skxHucxSY99jXwAAAD4hnYfaNd975XoudW7ZIzRtafk6kdn5GlQdKjT0QCvdnjq2cFOh5MAQO873hFFAAAA8BL7D3bogQ9K9eTHFXK5rS4/KUs3nTVUabHhTkcDfEJ8xGdTzwDA11AUAQAA+Iim1i49vGynHvuoTO1dLl08IVO3zMhXdmKE09EAnxISFKCYsCCmngHwSRRFAAAAXu5gR7ceX16mh5btVHN7ty4Ym6ZbZxZoaHKU09EAn5UUFap9jCgC4IMoigAAALxUe5dLT31cofs/KFV9S6dmjkjRz84u0Ii0GKejAT4vPjJEDRRFAHwQRREAAICX6eh26fnVlbrvvRLtae7QtPwk/ezsYRqfFed0NMBvxIYHa/eBdqdjAECvoygCAADwEt0ut15ZV617lhSrurFNk3MTdO+VEzRlSKLT0QC/ExserKLdzU7HAIBeR1EEAAAwwLncVm9uqtHdi4tVtq9F4zJj9b+XjNG0/CQZY5yOB/il2PBgNbV1OR0DAHodRREAAMAAZa3Vu1vqNH9RkYp2H9Tw1Gg9/N1CzRyRTEEEOCw2PFjN7d1yua0CA3g9AvAdFEUAAAADjLVWS4v2at7CHfq0+oCGDIrUfd+ZoNmj0xTAB1JgQIgND5YkHWjrUnxkiMNpAKD3UBQBAAAMICtK92newiKtrWhQVkK47pw7TheNT1dQYIDT0QAc4VBR1ERRBMDHUBQBAAAMAGsrGjR/0Q59VLJfqTFh+t3FozV3UpZCgiiIgIHoyKIIAHwJRREAAICDPq1u0vxFRXpv+x4lRYXovy4YqaumZCssONDpaAC+RGwERREA30RRBAAA4IDi3c2av6hI//y0TrHhwfqPc4fp2lNyFRnKr2eAN4hjRBEAH8VvIgAAAP2ofF+L7llSrNc2VCsyJEi3zMjXDdMGKyYs2OloAL6GQ1PPGimKAPgYiiIAAIB+UN3YpnuXFOvFtVUKDjS6cfoQ/WB6nhJYBBfwSjFHnPUMAHwJRREAAEAf2nOgXX99v0TPflIpSbrm5Bz9+Mw8JUeHOZwMwIkICw5UaFAAU88A+ByKIgAAgD5Q39KpBz8o1RMfl6vbZTW3MEs3nzVU6XHhTkcD0Etiw4PV1EpRBMC3UBQBAAD0oqa2Lj26bKceXV6m1i6XLh6foVtm5isnMdLpaAB6WVxEMCOKAPgciiIAAIBe0NLRrb+vKNdDH+5UU1uXzh+Tpltn5is/JdrpaAD6SGw4RREA30NRBAAAcALau1x6emWF7l9aqv0tnZoxPFm3zSrQ6IxYp6MB6GOx4cGqbmx3OgYA9CqKIgAAgG+gs9utF9ZU6r73SlR3oF1Thybp9rMLNDE73uloAPpJTHiwttU2Ox0DAHoVRREAAMDX0O1y69X11bpnSbGqGtpUmBOvuy4fr1PyEp2OBqCfMfUMgC+iKAIAADgObrfVm5trdfeiIu3c16IxGbH67UWjdXrBIBljnI4HwAFx4SE62NGtbpdbQYEBTscBgF5BUQQAAPAlrLVatHW35i8q0va6Zg1LidaD10zS2SNTKIgAPxcb3vNx6kB7txIiQxxOAwC9g6IIAADgKKy1+rB4n+Yt3KFNVU0anBSpe64Yr2+NTVdAAAURACk2IliS1NjaSVEEwGdQFAEAAHzBqp37NW9hkT4pr1dGXLj+dNlYXTIhg6klAD4nNrynKGKdIgC+hKIIAADAY/2uBs1fVKRlxfuUEhOq31w0WpcXZikkiIIIwL+iKALgiyiKAACA39tac0DzF+3Q4m17lBAZol+eP0JXn5yjsOBAp6MBGMBiw3umm1EUAfAlFEUAAMBvlexp1l2Li/XWplrFhAXp388ZputOzVVkKL8iAfhqh0YUHaAoAuBD+C0IAAD4nV37W3X3kiK9tr5a4cGBuvmsofr+tCGHP/QBwPE49DOjsZWiCIDvoCgCAAB+o7apTX9ZUqIX11QqMMDo+9OG6AfThygxKtTpaAC8UEhQgMKDA5l6BsCnUBQBAACft7e5Q39bWqJnVu2StVbfmZKtm84cquSYMKejAfByseHBFEUAfApFEQAA8FkNLZ168MOdemJFuTpdbl02MVM3zxiqzPgIp6MB8BFxERRFAHwLRREAAPA5ze1denR5mR5dVqaDnd2aMy5dt8ws0OCkSKejAfAxMYwoAuBjKIoAAIDPaO3s1hMrKvTgh6VqbO3SeaNTddusAhWkRDsdDYCPig0PVmV9q9MxAKDXUBQBAACv197l0rOf7NJf3y/VvoMdOnPYIN0+a5jGZMY6HQ2Aj4sND9anjCgC4EMoigAAgNfqcrn14poq3ftesWqb2nXKkEQ9eM1ETcpJcDoaAD/BYtYAfA1FEQAA8Dout9XrG6p19+Ji7apv1cTsOM2bO06nDk1yOhoAPxMXHqzWTpe6XG4FBwY4HQcAThhFEQAA8Bput9U/P63T/EU7VLq3RaPSY/T4dSfpjGGDZIxxOh4APxQbESxJamrrUlJUqMNpAODEURQBAIABz1qrJdv2aN6iIm2rPaD85Cjdf9VEnTMqVQEBFEQAnBMbTlEEwLdQFAEAgAHLWquPSvbrzoU7tKGyUTmJEbr78vH61rh0BVIQARgAYjxFUWMr6xQB8A0URQAAYEBaXV6vO9/doVVl9cqIC9cfLx2jSyZmsgYIgAHl0IiiAyxoDcBHUBQBAIABZWNlo+YtKtKHRXs1KDpU/33hKF0xOUuhQYFORwOAfxF3xNQzAPAFFEUAAGBA2F53QPMWFmnR1t2KjwjWf84ermtOzlV4CAURgIErlqIIgI857qLIGBMoaY2kamvtBcaYwZKek5Qoaa2ka6y1ncaYUElPSpokab+ky6215Z7HuEPSDZJckn5qrX23N58MAADwPqV7D+ruxcV6c1ONokKD9LNZBbp+6mBFhfL3LAADXwxFEQAf83V+A7tF0jZJMZ7rf5R0l7X2OWPMA+opgO73fG2w1g41xlzh2e9yY8xISVdIGiUpXdJiY0yBtdbVS88FAAB4kcr6Vv1lSbFeXlelsOBA/fiMPP3btCGKiwhxOhoAHLfgwABFhgSymDUAn3FcRZExJlPS+ZJ+J+l2Y4yRdJak73h2eULSr9VTFM3xXJaklyTd59l/jqTnrLUdksqMMSWSJkv6uFeeCQAA8Ap1Te267/1iPb+6UsYYfe+0wfrhGXmcVhqA14oND2ZEEQCfcbwjiu6W9B+Soj3XEyU1Wmu7PderJGV4LmdIqpQka223MabJs3+GpJVHPOaR9wEAAD5u38EO3b+0VE+trJC1VpeflKWbzsxXamyY09EA4ITERoRQFAHwGV9ZFBljLpC0x1q71hhzRl8HMsbcKOlGScrOzu7rbwcAAPpYU2uXHlpWqsc/Kld7l0uXTszUT2fkKyshwuloANArYsODdICiCICPOJ4RRadJutAYM1tSmHrWKLpHUpwxJsgzqihTUrVn/2pJWZKqjDFBkmLVs6j1oe2HHHmfw6y1D0l6SJIKCwvtN3lSAADAec3tXXr8o3I9vGynmtu79a1x6bp1Zr7yBkU5HQ0AelVseLDK97U6HQMAesVXFkXW2jsk3SFJnhFF/8dae5Ux5kVJl6nnzGfXSnrdc5cFnusfe25/z1prjTELJP3DGDNfPYtZ50v6pFefDQAAcFxbp0tPrSzX/UtL1dDapbNHpui2WQUakRbz1XcGAC8UGx6sxrZOp2MAQK84kfPO/lzSc8aY30paL+lRz/ZHJT3lWay6Xj1nOpO1dosx5gVJWyV1S/oJZzwDAMB3dHS79Nwnlbrv/RLtbe7Q6QWDdPusAo3LinM6GgD0KRazBuBLvlZRZK1dKmmp5/JO9Zy17Iv7tEuae4z7/049Z04DAAA+osvl1strq/SXJcWqaWrX5MEJ+ut3Jmry4ASnowFAv4gND1Z7l1sd3S6FBgU6HQcATsiJjCgCAAB+zOW2emNjje5eXKTy/a0alxWnP102TqcNTZQxxul4ANBvYiNCJElNbV1KjqYoAuDdKIoAAMDXYq3VO5/Waf6iIhXvOagRaTF69NpCnTU8mYIIgF+KDQ+WJB1o61JydJjDaQDgxFAUAQCA42Kt1dIde3Xnwh3aUnNAeYMi9dfvTNR5o1MVEEBBBMB/HSqKWKcIgC+gKOoHLrdVIL9AAwC82IqSfbpz4Q6t29WorIRwzZs7ThdNyOD9DQD0WVHU2EpRBMD7URT1g1+8vEklew9q9ug0nTcmVZnxEU5HAgDguKytqNe8hUVaUbpfabFh+v3FYzS3MFPBgQFORwOAAYMRRQB8CUVRPxiTGattdQf0u7e36Xdvb9O4zFjNHpOm2WPSlJVAaQQAGHg+rW7SvIU79P6OvUqKCtGvvjVSV07OVlgwi7QCwBfFURQB8CEURf3gu6fk6run5GrX/la9/Wmt3t5cq//953b97z+3a0xGrM4bk6rzx6QpJzHS6agAAD9XtLtZ8xcW6Z0tdYoND9bPzx2ua0/NUUQIvzIAwLHEUBQB8CH81tePshMj9MPT8/TD0/NUWd+qf35aq7c31+lP7+zQn97ZoZFpMTp/bJrOG52qIYOinI4LAPAjZftadM/iIr2+sUaRIUG6dWa+vjd1sGLCgp2OBgADXmCAUXRoEEURAJ9AUeSQrIQI3Tg9TzdOz1N1Y5v+ublnpNGf392hP7+7Q8NTow9PTxuaTGkEAOgbVQ2tundJiV5aV6XgQKMfTM/TD6YPUXxkiNPRAMCrxIQHq4nFrAH4AIqiASAjLlzfnzZE3582RLVNbfrn5jr989Na3bW4SPMXFakgJUqzx6Tp/DFpyk+JdjouAMAH7DnQrvveL9Gzn+ySkdF3T8nRj87IU3J0mNPRAMArxYYHM6IIgE+gKBpg0mLD9b2pg/W9qYO1+0C73vm0Tm9trtU9S4p19+JiDU2O8ow0StWwlGgZw2mJAQDHr76lUw98UKonVpTL5baaW5ilm88aqvS4cKejAYBXi4ugKALgGyiKBrCUmDBde2qurj01V3sOtOvdLT2l0X3vFesvS4o1ZFCkZo/umZ42Io3SCABwbE1tXXpk2U49trxMbV0uXTQhQ7fMyOdECgDQS2LDg1Wy56DTMQDghFEUeYnkmDBdc0qurjklV3ubO/Tulp7paX9bWqL73i9RbmLE4TWNRqXHUBoBACRJLR3d+vuKcj34QakOtHfr/LFpum1mvoYmM5UZAHoTU88A+AqKIi80KDpUV5+co6tPztH+gx1auHW33t5cqwc/3Km/LS1VdkKEzhuTqvPHpGlMRiylEQD4ofYul55eWaH7l5Zqf0unZo5I1m2zCjQqPdbpaADgk2LDg9VIUQTAB1AUebnEqFBdOTlbV07OVkNLpxZurdPbm+v06LIyPfjBTmXGh+v8MWm6YGy6Rmcw0ggAfF1nt1vPr6nUfe8Va/eBDk3LT9Ltswo0ITve6WgA4NNiwoPV2e1We5dLYcGBTscBgG+MosiHxEeG6PKTsnX5SdlqbO3Uoq279dbmWj26vEwPfrhTuYkROn9sms4fk86aRgDgY7pdbr2yvlr3LC5WdWObCnPidc8VE3TykESnowGAX4iLCJbUsyYcRREAb0ZR5KPiIkI0tzBLcwuz1NjaqXe31OnNTbV64IOd+uv7pRoyKFIXjE3Xt8amKT+FdSoAwFu53VZvbq7V3YuKtHNfi8Zmxur3l4zR9Pwk/iAAAP0oNvyzoiglJszhNADwzVEU+YG4iM9GGu0/2KF3ttTpzY21utdz9rRhKdE6f2yaLhibpiGDopyOCwA4DtZaLdy6W/MXFmnH7mYNS4nWg9dM0tkjUyiIAMABRxZFAODNKIr8TGJUqK6akqOrpuRoT3O7/rm5Tm9uqtH8RUWav6hII9NidP7YNH1rbLqyEyOcjgsA+AJrrT4o2qv5i4q0qapJQ5Ii9ZcrJ+iCMWkKCKAgAgCnHC6KWimKAHg3iiI/lhwdpmtPzdW1p+aqrqldb22u1ZubavTnd3foz+/u0NjMWF0wNk2zx6QpM57SCACctnLnfs1buEOryxuUEReuP102VpdMyFBQYIDT0QDA7x0qijjzGQBvR1EESVJqbJhumDpYN0wdrKqGVr29uVZvbqrV79/ert+/vV0TsuN0wdh0nT8mTamxzLkGgP60bleD5i8s0vKSfUqJCdVvLhqtywuzFBJEQQQAA0VceIgkpp4B8H4URfgXmfERunF6nm6cnqeK/S16c1Ot3tpUq9+8uVW/eXOrTsqN1wVj03XemFQlR1MaAUBf2VLTpPkLi7Rk+x4lRobol+eP0NUn53A2HQAYgKLDgmQMRREA70dRhC+Vkxipn5w5VD85c6hK9x7UW57S6FcLtui/39iiKYMTdb5nelpCZIjTcQHAJ5TsadZdi4r11uZaxYQF6d/PGabrTs1VZChv2wAwUAUEGEWHBukARREAL8dvnDhueYOi9NMZ+frpjHwV7W7Wm5t61jT65Wuf6lcLtmjq0CTNGZ+us0elKooPMwDwtVXsb9E9i4v12oZqhQcH6uazhur704YcXvcCADCwxUYEM6IIgNfj0zy+kYKUaN0+K1q3zczXttpmvbGpRgs21Oj2FzYqNGizZoxI1oXjMnTGsEFMkQCAr1DT2KZ73yvRi2sqFRhg9P1pQ/SD6UOUGBXqdDQAwNcQGx6sxtZOp2MAwAmhKMIJMcZoZHqMRqbH6D/OGaZ1uxq0YEON3txUq7c31yk6NEjnjE7VhePSdWpeImfmAYAj7Glu19/eL9U/Vu2SldVVU7L1kzOHKjmG9d8AwBvFhYdw1jMAXo+iCL3GGKNJOQmalJOg/7pgpFaU7teCjTV699M6vbS2SklRITp/TJouHJ+uidnxMsY4HRkAHNHQ0qkHP9ypJ1aUq9Pl1mUTM3XzjKHKjI9wOhoA4ASkxoZpefE+p2MAwAmhKEKfCAoM0PSCQZpeMEi/vWi0lu7YqwUbq/Xc6ko98XGFMuLCdeH4dF04Ll3DU6MpjQD4hQPtXXp0WZkeXV6mls5uzRmXrltmFmhwUqTT0QAAvSAzPly7m9vV2e1WSBAj6QF4J4oi9Lmw4ECdOzpV545OVXN7lxZt3a3XN9TooQ936v6lpcpPjtKF49J14fh05STyYQmA72nt7NYTKyr04Ielamzt0nmjU3XbrAIVpEQ7HQ0A0Isy4sJlrVTb1MbvtQC8FkUR+lV0WLAumZipSyZmav/BDr39aZ3e2FCjeYuKNG9RkcZlxenCcen61tg01ugA4PXau1z6x6pd+tvSEu072Kkzhw3S7bOGaUxmrNPRAAB94NAU4qoGiiIA3ouiCI5JjArVNSfn6JqTc1Td2KY3N9ZowcYa/ebNrfrtW1t18uBEzRmfrvNGpyk2glNDA/AeXS63XlxTpXvfK1ZtU7tOGZKoB68p0KScBKejAQD6UGZ8uCSpqqHV4SQA8M1RFGFAyIgL1w9Oz9MPTs9TyZ6DWrCxRm9srNEvXtms/3r9U51eMEgXjs/QrBEpCg8JdDouAByVy2312vpq3bOkWLvqWzUhO07z5o7TqUOTnI4GAOgHabFhCgwwqm5oczoKAHxjFEUYcIYmR+n2WQW6bWa+Pq0+oAUbq/XGxlot3rZHkSGBOmd0qi6ekKFT85IUGMAi2ACc53Zbvf1pre5aVKTSvS0alR6jx687SWcMG8Ri/QDgR4ICA5QaE6YqiiIAXoyiCAOWMUZjMmM1JjNWd5w3QqvK6vXa+mq9/WmtXllXreToUF04Ll0XTcjQqPQYPowB6HfWWi3ZtkfzFhVpW+0B5SdH6f6rJuqcUakKoMgGAL+UER9OUQTAq1EUwSsEBBidkpeoU/IS9d9zRun97Xv06vpqPfFxuR5ZXqahyVG6eEKGLhyXrqyECKfjAvBx1lotL9mnOxcWaWNlo3ISI3T35eP1rXHpjHQEAD+XGR+ulaX7nY4BAN8YRRG8TlhwoM4bk6bzxqSpsbVTb22u1evra/Tnd3foz+/u0OTcBF00IUOzx6QqLiLE6bgAfMzq8nr9+d0d+qSsXumxYfrDJWN06aRMBQcGOB0NADAAZMZHqO5Atbpcbt4bAHgliiJ4tbiIEF01JUdXTclRZX2rFmys0avrq/Wfr27WrxZ8qjOHJeviCRk6c3iywoJZBBvAN7exslHzFhXpw6K9GhQdqv++cJSumJyl0CB+tgAAPpMZHy63leqa2hnpDsArURTBZ2QlROgnZw7Vj8/I05aaA3ptfbVe31ijhVt3KzosSOePSdOc8RmaMjiBtUMAHLftdQc0b2GRFm3drfiIYN1x3nB995RczsAIADiqzLhwSVJlQytFEQCvRFEEn2OM0eiMWI3OiNUds0doRek+vbq+Wm9srNFzqyuVHhumC8dn6KIJ6RqeGuN0XAADVOneg7p7cbHe3FSjqJAg3T6rQNeflqvosGCnowEABrDM+J5yiAWtAXgriiL4tMAAo2n5gzQtf5BaL+rWoq279fqGGj28bKce+KBUI9NidOmkTF04Ll2DokOdjgtgAKisb9VflhTr5XVVCg0K1I9Oz9ON04ew5hkA4LikxoYpwFAUAfBeFEXwGxEhQZozPkNzxmdo38EOvbmxRq+sr9Zv3tyq37+9TacXDNKlEzM1YwTrGQH+qK6pXfe9X6znV1fKGKPrTxusH52Rp6QoSmQAwPELCQpQakyYqhpanY4CAN8IRRH8UlJUqK47bbCuO22winc36+V11XptfbXe275OMWFBumBcui6dmKGJ2fEyhvWMAF+272CH7l9aqqdWVsjttrpicpZuOjNfqbFhTkcDAHipzPgIVTOiCICXoiiC38tPidYvzhuufz9nmFaU7tMr66r16rpq/WPVLuUmRuiSiZm6eEIGixECPqaptUsPLSvV4x+Vq73LpUsmZuqWGfm81gEAJywjPlyflNU7HQMAvhGKIsDjyPWMfnNRt/65uVavrKvW/EVFmr+oSFMGJ+jSiZk6b0wqi9kCXqy5vUuPf1Suh5ftVHN7t741Ll23zsxX3qAop6MBAHxEZny4FmxsV7fLraDAAKfjAMDX8pVFkTEmS9KTklIkWUkPWWvvMcYkSHpeUq6kcknfttY2mJ55OvdImi2pVdJ11tp1nse6VtIvPQ/9W2vtE737dIDeERUapLmFWZpbmKWqhla9uq5ar6yv1n+8vEn/b8GnOmdUqi6dmKnThiYpMICpaYA3aOt06cmPy/XAB6VqaO3SrJEpun1WgUakcfZDAEDvyowPl8ttVdvUzkhVAF7neEYUdUv6mbV2nTEmWtJaY8wiSddJWmKt/YMx5heSfiHp55LOk5Tv+TdF0v2SpniKpV9JKlRP4bTWGLPAWtvQ208K6E2Z8RG6eUa+bjprqNbtatQr66r0xsYavb6hRikxobpofIYunZSpgpRop6MCOIqObpee+6RS971for3NHZpeMEg/m1WgcVlxTkcDAPiozPiecqiqoY2iCIDX+cqiyFpbK6nWc7nZGLNNUoakOZLO8Oz2hKSl6imK5kh60lprJa00xsQZY9I8+y6y1tZLkqdsOlfSs734fIA+Y4zRpJx4TcqJ139dMFLvbd+jV9ZV6ZHlZXrww50anRGjyyZmas74DMVHchptwGldLrdeXlulvywpVk1TuyYPTtBfvzNRkwcnOB0NAODjMuLCJUnVjSxoDcD7fK01iowxuZImSFolKcVTIklSnXqmpkk9JVLlEXer8mw71nbA64QFB2r2mDTNHpOmfQc7tGBDjV5eV6Vfv7FVv397u2aNTNHcwkxNyx/E1DSgn7ncVm9srNHdi4tUvr9V47Li9MfLxmrq0CTOYggA6BdpcWEyRqpqaHU6CgB8bcddFBljoiS9LOlWa+2BI3/ZttZaY4ztjUDGmBsl3ShJ2dnZvfGQQJ9KigrV96YO1vemDtaWmia9uKZKr2+o1luba5UaE6ZLJ2Vo7qQs5SZFOh0V8GnWWr3zaZ3mLypS8Z6DGp4arYe/W6iZI5IpiAAA/So0KFAp0WGqamBEEQDvc1xFkTEmWD0l0TPW2lc8m3cbY9KstbWeqWV7PNurJWUdcfdMz7ZqfTZV7dD2pV/8XtbahyQ9JEmFhYW9Uj4B/WVUeqxGXRirO2YP15Jte/Timkrdv7RUf32/VJNzEzS3MFOzx6QpMpQTDgK9xVqrpTv26s6FO7Sl5oCGDIrUfd+ZoNmj0xTAiD4AgEMy48MZUQTAKx3PWc+MpEclbbPWzj/ipgWSrpX0B8/X14/YfpMx5jn1LGbd5CmT3pX0e2NMvGe/syXd0TtPAxhYQoM+m5pW19SuV9ZX6cU1Vfr3lzbpVwu26IKxaZpbmKXCnHhGOgAnYEXJPt25cIfW7WpUVkK45s0dpznj0zkVMQDAcRnx4Vq3i/P2APA+xzOs4TRJ10jabIzZ4Nn2n+opiF4wxtwgqULStz23vS1ptqQSSa2Srpcka229MeY3klZ79vufQwtbA74sNTZMPz5jqH50ep7WVjTohTWVemtTrV5YU6XBSZG6bFKmLp2YqdTYMKejAl5jbUW95i0s0orS/UqNCdPvLh6tuZOyFBJEQQQAGBgy48P11qZadbvc/AEDgFcxPScnG5gKCwvtmjVrnI4B9LqWjm69vblWL66t0idl9Qow0vSCQfp2YZZmjEhWaFCg0xGBAenT6ibNW7hD7+/Yq6SoEP34jKH6zpRshQXzmgEADCzPfrJLd7yyWR/94qzDZ0EDgIHCGLPWWlt4tNtYKAVwQGRokOYWZmluYZbK97XopbVVemltlX78zDrFRQTrovEZ+nZhlkamxzgdFRgQinY3a/7CIr2zpU6x4cH6j3OH6bpTcxURwtsYAGBgyozvKYeq6lspigB4FX7DBhyWmxSp/3POMN02q0DLS/bphTWV+seqXfr7inKNzojRFSdla874dEWHBTsdFeh3ZftadM/iIr2+sUaRIUG6ZUa+bpg2WDG8HgAAA1xmfIQkqaqhTVMczgIAXwdFETBABAYYnV4wSKcXDFJja6de31Cj51ZX6pevfarfvbVNF4xN0xWTszUxO44FsOHzqhpade+SEr20rkrBgUY3Th+iH07PU3xkiNPRAAA4Lmme9SerG9scTgIAXw9FETAAxUWE6NpTc/XdU3K0qapJz36ySws21ujFtVUqSInSFSdl65KJGYqL4EMzfEtdU7v++n6Jnlu9S0ZG15ycox+fmafkaBZ7BwB4l7DgQCVHh6qqodXpKADwtVAUAQOYMUbjsuI0LitOv7xgpN7YWKPnPtml/3lzq/7wznbNHp2qKyZna8rgBEYZwavtO9ih+5eW6qmVFXK7rb59UpZuOnOo0lnTAQDgxTLjw1XVwIgiAN6FogjwElGhQbpycraunJytrTUH9NzqXXp1fbVe21CjIUmRuvykLF06KVNJUaFORwWOW0NLpx5atlN//6hcHd0uXTIxUz89K1/ZiRFORwMA4IRlxkdoQ2Wj0zEA4Gsx1lqnMxxTYWGhXbNmjdMxgAGrrdOltzbX6rlPdmlNRYOCA41mjUzRFSdla+rQJAUEMMoIA9OB9i49sqxMjy0vU0tnt741Nl23zMxX3qAop6MBANBr/vjOdj384U7t+O15CuT3MgADiDFmrbW28Gi3MaII8GLhIYG6bFKmLpuUqeLdzXpudaVeWVeltzfXKTM+XFeclKW5hVlKiWF9FwwMLR3d+vuKcj304U41tXXp3FGpum1WgYalRjsdDQCAXpcZH65ut9We5nalxTKdGoB3oCgCfER+SrT+64KR+o9zh+ndLbv17KpdunNhke5aXKwzhyXryslZOr1gkIICA5yOCj/U3uXSUx9X6IEPSrW/pVNnDU/W7bMKNDoj1uloAAD0mcz4nqnUVQ1tFEUAvAZFEeBjQoMCdeG4dF04Ll3l+1r03OpKvbS2Sou37VZqTJiumJylKydnM8oI/aKj26XnPqnUX98v0Z7mDk0dmqTbzy7QxOx4p6MBANDnMuN7yqGqhladlJvgcBoAOD4URYAPy02K1C/OG66fnV2gJdt265lVu3T34mLd+16JZo1I0dUn5+jUvETWMkKv63K59dLaKt27pFg1Te2anJugv1w5QScPSXQ6GgAA/SbDc/bOqnrOfAbAe1AUAX4gODBA545O07mj01S+r0XPfrJLL6yp1Dtb6jQ4KVLfmZytyyZlKj4yxOmo8HIut9Vr66t1z5Ji7apv1fisOP3xsrGaOjRJxlBIAgD8S1hwoJKiQlXVQFEEwHtw1jPAT7V3ufTPT2v19MpdWlvRoJCgAF0wNk1XTcnRxOw4PtTja3G7rd7aXKu7FxepdG+LRqXH6PZZBTpreDL/LwEA/NpFf/1IUaFBevr7U5yOAgCHcdYzAP8iLDhQF0/I1MUTMrWt9oCeWVWhV9dV65V11RqRFqOrT87WReMzFBnKjwkcm7VWC7fu1l2LirS9rlkFKVF64OqJOntkKlMaAQCQlJ0QoU/K6mWt5Y8nALwCI4oAHHawo1uvra/W0ysrtL2uWVGhQbpoQrquPjlHw1NjnI6HAcRaq6VFezV/YZE2VzdpcFKkbp2ZrwvGpiuQgggAgMOeX71LP395s/55yzSNSOP3KQADAyOKAByXqNAgXX1yjq6akq11uxr1zMoKvbCmSk+v3KXCnHhdc0qOzhudppCgAKejwkErSvbpzoU7tG5XozLjw/Xny8bq4gkZCgrk/wsAAL7orOEpMmazFm/dTVEEwCswogjAl2po6dRLa6v09KoKVexvVVJUqL4zJVtXTclWSkyY0/HQj1aX12vewh1aubNeqTFhunnGUM2dlEVxCADAV7j4bx/J5bZacNNUp6MAgKQvH1FEUQTguLjdVh8U79WTK8q1tGivAo3RuaNTde2puSrMiWfOvQ/bWNmoeYuK9GHRXiVFheonZ+bpysnZCgsOdDoaAABe4a/vl+jP7+7QyjtmKDWWP7QBcB5TzwCcsIAAozOHJevMYckq39eip1dW6IU1lXpzU61GpMXo2lNyNGd8hsJDKA98xdaaA5q/qEiLt+1WfESw7jhvuL57Si7HGACAr2nWyBT9+d0dWrJ9t66akuN0HAD4UowoAvCNtXZ26/UNNXpiRbm21zUrNjxY3y7M1DUn5yo7McLpePiGinc36+7FxXprc62iw4J047Qhun7qYEVxBjwAAL4Ra61O//NS5Q2K1OPXT3Y6DgAwoghA34gICdKVk7N1xUlZ+qSsXk9+XKHHPirXI8vLdNawZH331FxNG5rEadK9RPm+Ft2zpFivbahWRHCgbj5rqL4/dYhiI4KdjgYAgFczxmjmiBQ9vapCLR3diuSPLwAGMH5CAThhxhhNGZKoKUMSVdfUrn+sqtA/Ptmlax/7RIOTInXNyTm6rDBTMWEUDgNRVUOr7l1SopfWVSk40OjG6UP0g+l5SogMcToaAAA+Y+bIZD32UZmWFe/TuaNTnY4DAMfE1DMAfaKj26V3Pq3T31eUa/2uRkWGBGpuYZauOzVXuUmRTseDpLqmdt33frGeX10pI6OrTs7Wj87IU3I0i2wCANDbulxuTfrNIp09KlV3zh3ndBwAfo6pZwD6XWhQoOaMz9Cc8RnaVNWov39UrmdWVeiJj8s1Y3iyvnfaYJ2Sl8jZ0hywp7ld9y8t1TOrdsnttrr8pCzddNZQpcWGOx0NAACfFRwYoLOGJ+u97XvkclsFMjUfwABFUQSgz43NjNP8y8frF+cN19MrK/T0ql1avG2VhqdG6/rTcjVnfAanWu8He5s79MAHpXp6ZYW63VaXTMjQT2fkKyuBhccBAOgPM0em6LUNNVq3q0En5SY4HQcAjoqpZwD6XXuXSws21uix5WXaXteshMgQXTUlW1efnKOUGKY99bZ9Bzv00Ic79eTH5ersduviCZm6+ayhTAEEAKCfHWjv0qTfLNL3ThusO2aPcDoOAD/2ZVPPKIoAOMZaq4937tfjH5Vr8bbdCgowOn9Mmr43dbDGZsY5Hc/r1bd06sEPS/Xkigp1dLt00fgM3TwjX4MpiAAAcMw1j65SdWOb3vvZGU5HAeDHWKMIwIBkjNGpeUk6NS9JFftb9PcV5XpxTZVe21Cjwpx4fW/qYJ09MkVBgQFOR/UqDS2demjZTj2xolxtXS7NGZeum2fkK29QlNPRAADwezNHpOhXC7aodO9B3psBDEiMKAIwoDS3d+nFNVX6+4py7apvVUZcuL57So6umJyt2PBgp+MNaI2tnXp42U79/aNytXa5dMHYdN0yY6iGJkc7HQ0AAHhUNbRq6h/f13/OHq4bp+c5HQeAn2LqGQCv43JbLdm2W499VKaVO+sVERKobxdm6frTcpWTyNSpIzW1dunR5Tv12EflOtjRrfPHpumWGfkqSKEgAgBgIDrvnmWKDAnUSz861ekoAPwUU88AeJ3AAKOzR6Xq7FGp2lLTpEeXl+mZVRV64uNynT0yRTdMHaKTcuNljP+eWraprUuPLS/TYx+Vqbm9W7PHpOqWGQUalkpBBADAQHbxhHT9/u3teufTWp07Os3pOADwOYwoAuA1dh9o11MfV+jpVRVqbO3S2MxY3TB1sGaPSVOwH61jdKC9S48vL9ejy3fqQHu3zhmVoltnFmhEWozT0QAAwHHocrl1yd9WqKqhVe/eNl3J0Zz1FUD/YuoZAJ/S1unSy+uq9NhHZdq5t0VpsWG69tRcXXlStmIjfHcdo+b2Lj2xolwPLytTU1uXZo1M0a0z8zUqPdbpaAAA4Gsq2dOs2X9Zrun5SXr4u4V+PUoaQP+jKALgk9xuq6VFe/TIsjKtKN2viJBAzZ2UqetPG6xcHzoF/IH2Lj31cYUeXrZTja1dmjkiWbfOLNDoDAoiAAC82aPLy/SbN7fqT5eO1bdPynI6DgA/QlEEwOdtrTmgR5eXacHGanW7rWaOSNH3pw7W5MEJXvsXuoaWTj3+UZkeX1Gu5vZunTlskG6dWaBxWXFORwMAAL3A7bb6ziMrtbmqSe/cOl1ZCRFORwLgJyiKAPiNPQfa9dTKCj29skINrV0akxGr70/zrnWM9jS365FlZXp6ZYVaO106d1SqbjprKCOIAADwQVUNrTr37mUamRajZ288WYEB3vkHLgDehaIIgN9p63TplfVVemx5mUr3tig1pmcdo+9MHrjrGFU3tunBD0r13OpKdbvcunBcun585lBOcw8AgI97cU2l/v2lTfq/s0fo36YPcToOAD9AUQTAb7ndVh8U7dWjy8u0vGSfwoMDNbewZx2jwQNkHaOyfS26f2mJXllXLWOkSydm6oen5/nUOksAAODYrLW68am1em/7Ht0+q0A/Oj1PAYwsAtCHKIoAQNK2Ws86Rhtq1OV2a8bwFH1/2mBNcWgdo01VjXp4WZne2lSj4MAAXTk5WzdOH6L0uPB+zwIAAJx1sKNbd7yyWW9srNHUoUmaf/k4JUeHOR0LgI+iKAKAI+xpbtfTH1foKc86RqMzYnTD1ME6b3SawoID+/R7u9xWS7bt1iPLy/RJWb2iQ4P0nSnZ+v60IRoUHdqn3xsAAAxs1lo9v7pSv35ji6JCg3XX5eM0LX+Q07EA+CCKIgA4ivYul15dX61Hlu1U6d4WxUcE65KJmbpycpaGJvfuukBNrV16bUO1Hv+oTOX7W5URF67rT8vV5SdlKTpsYK6ZBAAAnLGjrlk3/WOdSvYe1I3Th+iH0/MUHxnidCwAPoSiCAC+hNtt9VHpPj33SaUWbq1Tl8tqcm6CLj8pSzNHpig2/JsVOS631bLivXpxbZUWbdmtTpdb47Pi9G/ThuicUSkK8pKzsAEAgP7X1unSrxds0fNrKhUaFKALx6Xru6fkakwmZ0EFcOIoigDgOO072KGX11bp2U92qXx/q4ICjE7KTdCMEck6a3iyhgyK+tL7723u0IbKRq0ur9eCDTWqO9Cu+IhgzRmfocsmZXKKewAA8LVsrzugpz6u0Kvrq9Xa6dL4rDhdfXKOzhg2SElRTFsH8M1QFAHA1+R2W62vbNCSbXu0ZNse7djdLEnKSYxQRly4YsODFRcRrNjwEIUHB6pod7M2VDaqurFNkhQUYDS9YJDmTsrUWSOSFRrUt2sfAQAA33agvUsvr63SUysrtHNviyRpeGq0TslL1Gl5SZo8JEExTGcHcJwoigDgBFXWt+r9HXv0Uck+7T/Yqaa2LjW2damptUudLrcy4sI1PjtOE7LiND4rTqMzYvt8YWwAAOB/rLXaWNWkFaX7tKJkv1aX16uj2y1jpKz4CBWkRGtYapQKUqKVnxytrIRw1kME8C8GVFFkjDlX0j2SAiU9Yq39w7H2pSgCMNBZa9XpcjNiCAAAOKKj26V1FT3T3nfsblZRXbPK9rWo2/3Z57yYsCClx4UrIy5c6XHhSogMUXxEsOIjQxQX4bkcEaK4iGBFhQbJGOPgMwLQH76sKArq5yCBkv4qaZakKkmrjTELrLVb+zMHAPQWYwwlEQAAcExoUKBOyUvUKXmJh7d1drtVtq9FxXuaVd3QpprGNlU3tqm6sV1rKhrU1NZ1zMcLDjSKDe8pj6LCghQREqjw4J6vESGBCvd8jQgJUnhwz+Ww4EAFBwYoJChAwYFGIYcvH/H1iNuDgzzXAwMUEEApBQw0/VoUSZosqcRau1OSjDHPSZojiaIIAAAAAHpBSFCAhqVGa1hq9FFv73a51dTWpYbWLjW2dqqhtUsNrZ2HLze2dqqhpUstnd1q7XSpvqVNbZ7LbZ0utXa55HL3zsyUACMFBpief8Yo4IuXjfns9gBzeP8AYxQU+Pn9jr6/UWCAFGCMjJGMjGQ81yWZIy4fdbvnhgCjw/fvuWw8+Q89rhQQ8CWPo54rAZ7H6Nn+2eMczua57HmYz13v2Wb+ZVvPdXPEPp+/nznaPl+47dCGIx/2s32Onuto++io+3z+sQ/f54Sf17/e52i149EHyP3rxmMNpPvi5jGZsUqLDT/6zj6iv4uiDEmVR1yvkjSlnzMAAAAAgN8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}, "metadata": { "needs_background": "light" @@ -418,8 +445,8 @@ "execution_count": 6, "metadata": { "ExecuteTime": { - "end_time": "2023-07-05T19:48:38.682715856Z", - "start_time": "2023-07-05T19:48:38.634250172Z" + "end_time": "2023-07-06T20:00:34.764776991Z", + "start_time": "2023-07-06T20:00:34.740885060Z" } }, "outputs": [ @@ -427,12 +454,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "[1354764.095335789, 1063491.6053929483, 811366.2675116314, 597236.8812712393, 419972.26951961766, 278450.1815732783, 171519.1651163504, 97843.71875731857, 55160.41254888006, 37309.37386936545, 32121.870645628293, 30560.02576484241, 29886.378142013884, 29480.221701907296, 29175.426464724664, 28916.272078133134, 28680.40629569734, 28457.578576935906, 28242.586514894512, 28032.573419240383]\n" + "[18428.69403875902, 18268.016062555795, 18107.07460036497, 17945.861539787413, 17784.36843581268, 17622.586494048912, 17460.50655299752, 17298.119065316303, 17135.414078015296, 16972.381211540065, 16809.009637682622, 16645.2880562749, 16481.20467062261, 16316.747161638825, 16151.902660659774, 15986.657720929268, 15820.998287781435, 15654.90966756094, 15488.37649539714, 15321.382701989445, 15153.911479671813, 14985.945248141781, 14817.465620419876, 14648.453369848925, 14478.88839928299, 14308.749714102589, 14138.01540136372, 13966.662618372955, 13794.667595383584, 13622.005659171018, 13448.651287317756, 13274.578207653638, 13099.759564403554, 12924.16818371469, 12747.776989048938, 12570.559646159361, 12392.491566725814, 12213.551485703169, 12033.723982670877, 11853.003609425165, 11671.401861498673, 11488.959428746497, 11305.768814837254, 11122.01875486864, 10938.08838026849, 10754.766702542698, 10573.825817628673, 10399.70039273771, 10244.371932663193, 10132.665524541255, 10075.059065645772, 10048.584974748916, 10034.952762937593, 10026.931055081084, 10021.715459616304, 10018.0732072232, 10015.393018799243, 10013.341154524023, 10011.72113569311, 10010.410177053085, 10009.327765666238, 10008.418983460606, 10007.645118953273, 10006.978115828328, 10006.397150754223, 10005.886447231174, 10005.433835313986, 10005.029776846204, 10004.666689929474, 10004.338470824343, 10004.040149168366, 10003.76763510461, 10003.517530967434, 10003.286989084296, 10003.073603028428, 10002.875323476434, 10002.690392396164, 10002.51729105067, 10002.354698527588, 10002.201458365867, 10002.056551467876, 10001.919073930043, 10001.788218750693, 10001.663260613866, 10001.543543127067, 10001.428468025324, 10001.317485956044, 10001.210088536685, 10001.105801436952, 10001.004178282965, 10000.904795216253, 10000.80724596743, 10000.711137325457, 10000.616084898738, 10000.521709076183, 10000.42763110411, 10000.333469200175, 10000.23883462777, 10000.143327654312, 10000.046533314198, 9999.948016892282, 9999.847320307323, 9999.743955875398, 9999.637397798127, 9999.52707847976, 9999.412380225403, 9999.292626619412, 9999.167072609376, 9999.034893025191, 9998.895169204567, 9998.746873323256, 9998.588849935859, 9998.419794115583, 9998.238225431618, 9998.042456810546, 9997.83055708027, 9997.600305672902, 9997.349137542184, 9997.074075796825, 9996.771648816106, 9996.43778763113, 9996.067698029608, 9995.655700038216, 9995.195024957979, 9994.67755668782, 9994.093499242812, 9993.430945517563, 9992.675312486672, 9991.808593666197, 9990.8083584127, 9989.646395718499, 9988.286851389574, 9986.683631572034, 9984.776724995689, 9982.486900440586, 9979.707909966222, 9976.294771098543, 9972.04571916179, 9966.673631639387, 9959.759340751814, 9950.67256430687, 9938.432321542672, 9921.44830087138, 9897.013526545754, 9860.239282554901, 9801.62944939307, 9700.989929083116, 9510.305118250206, 9100.055995836521, 8094.941052576229, 5770.504524312157, 2895.126807865452, 1342.7721560581153, 709.9896923495182, 428.2494589807376, 284.5029964198853, 202.53633979132567, 151.6862606112324, 118.04674087056914, 94.652209644836, 77.72286685345124, 65.07051332702274, 55.3594093844098, 47.73748787545079, 41.64069775547706, 36.6836707771167, 32.59585750278345, 29.182769841127882, 26.30166474236455, 23.84583643469094, 21.734204333802538, 19.90425087396881, 18.30713189575837, 16.904227912748738, 15.66467050178265, 14.563540823215089, 13.580539229131563, 12.698990136729918, 11.905088876918533, 11.187325460344647, 10.536039250568312, 9.943071579463064, 9.401492400481114, 8.905383449607804, 8.449664923491827, 8.02995595324854, 7.642461532049267, 7.2838803035175665, 6.951328915701355, 6.642279616803358, 6.354508501666287, 6.086052375789956, 5.8351726306906135, 5.600324854156726, 5.380133155070309, 5.173368382529614, 4.978929576471517, 4.795828111574688, 4.623174095125481, 4.4601646587641355, 4.306073847575901]\n" ] } ], "source": [ - "print(asset_value[40:60])" + "print(asset_value)" ] }, { @@ -443,31 +470,102 @@ "name": "stdout", "output_type": "stream", "text": [ - "[61145591.12688897, 58086447.05006954, 55130427.63820205, 52275547.39911882, 49519839.61897023, 46861356.398759685, 44298168.69331729, 41828366.35277596, 39450058.16682074, 37161371.91180218]\n" + "[21054766.33912826, 20135048.0057051, 19238927.459438294, 18366187.488642752, 17516611.58792833, 16689983.995530443, 15886089.733108953, 15104714.648106502, 14345645.458828518, 13608669.802604955, 12893576.287113193, 12200154.545193182, 11528195.293451756, 10877490.394881902, 10247832.925923003, 9639017.248217247, 9050839.08561159, 8483095.606648335, 7935585.5132156825, 7408109.1357372, 6900468.535565962, 6412467.615181206, 5943912.236903601, 5494610.350897569, 5064372.133300871, 4653010.13545922, 4260339.445257566, 3886177.8617335004, 3530346.0842207833, 3192667.9174025725, 2872970.493831658, 2571084.5155579653, 2286844.516669483, 2020089.1486484292, 1770661.4905046031, 1538409.3855457613, 1323185.8063007635, 1124849.2481838868, 943264.1503652461, 778301.3375679307, 629838.4657848553, 497760.4295820677, 381959.6251246, 282335.7898000622, 198794.6139710148, 131242.50028335702, 79567.41142057761, 43559.14998346626, 22521.82214240559, 13717.014911705053, 11211.724198774318, 10520.397736565099, 10276.858335652367, 10169.18789257975, 10113.327158211447, 10080.92129156287, 10060.541245041208, 10046.923842647175, 10037.387788835491, 10030.455589987549, 10025.260596578444, 10021.267959264791, 10018.133408563772, 10015.627360138727, 10013.592018325955, 10011.916068103048, 10010.519182338656, 10009.342228198682, 10008.340899320145, 10007.481470956252, 10006.737906798244, 10006.089847429652, 10005.52118643594, 10005.019045968238, 10004.573028704915, 10004.174664189673, 10003.816993908296, 10003.494256751106, 10003.201648028476, 10002.93513300833, 10002.691301305324, 10002.467252186036, 10002.26050348876, 10002.068918736957, 10001.890648382607, 10001.72408210503, 10001.567809819253, 10001.420589588974, 10001.281321044458, 10001.149023211507, 10001.022815890346, 10000.901903901002, 10000.785563648948, 10000.673131570435, 10000.563994099339, 10000.457578861038, 10000.353346848668, 10000.25078537548, 10000.14940162652, 10000.048716655063, 9999.9482596854, 9999.847563853833, 9999.746159780309, 9999.643567579344, 9999.539294160078, 9999.4328264609, 9999.32362499515, 9999.211116795803, 9999.094687582121, 9998.973672941858, 9998.847348284035, 9998.714917267615, 9998.575498347484, 9998.428108996872, 9998.271647059486, 9998.104868547656, 9997.926361024836, 9997.734511478378, 9997.527467282835, 9997.303088449149, 9997.058888814796, 9996.791963102754, 9996.498895789813, 9996.175646371044, 9995.817403732744, 9995.41839972129, 9994.971668277405, 9994.468731171684, 9993.899183622842, 9993.250141640397, 9992.505495790301, 9991.644889949632, 9990.642303037133, 9989.464047404123, 9988.065893393123, 9986.38885662069, 9984.352889558853, 9981.847200548647, 9978.714981122452, 9974.728544151243, 9969.547372541168, 9962.644334686545, 9953.16948266055, 9939.683896677278, 9919.603112604342, 9887.934700237969, 9834.122119429954, 9733.213512397037, 9518.334734411976, 8997.196326289115, 7803.706174910644, 6340.705088874665, 5558.1736794017215, 5242.270241209263, 5102.975734788381, 5032.5854797117845, 4992.826802134773, 4968.391825481395, 4952.3763836739, 4941.340344546158, 4933.426494297877, 4927.565037620743, 4923.1061569788335, 4919.63734940133, 4916.886859312934, 4914.669903473244, 4912.857366716208, 4911.356867933355, 4910.10092032697, 4909.039308313154, 4908.1340508911235, 4907.3559964898095, 4906.682472904749, 4906.095635030449, 4905.581283517315, 4905.128007129629, 4904.726551359101, 4904.369347621206, 4904.050158036365, 4903.763804491421, 4903.505959895257, 4903.272985842366, 4903.061805264256, 4902.8698017136185, 4902.694739104474, 4902.53469729666, 4902.388020050041, 4902.253272707671, 4902.129207584588, 4902.014735500095, 4901.908902238711, 4901.810868988535, 4901.719896007428, 4901.635328922567, 4901.556587189307, 4901.483154329138, 4901.414569640169, 4901.350421131768, 4901.290339481093, 4901.233992846096, 4901.181082399074]\n" ] } ], "source": [ - "print(asset_value[0:10])" + "print(deposit_value)" ], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-05T19:48:38.683160766Z", - "start_time": "2023-07-05T19:48:38.637232067Z" + "end_time": "2023-07-06T20:00:34.764925053Z", + "start_time": "2023-07-06T20:00:34.740989139Z" } } }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'USDA': 5100, 'USDB': 4900}\n", + "{'USDA': 14902.472784591688, 'USDB': 0.8548879047232046, 'USD': 0, 'stableswap': 0.0}\n", + "{'USDA': 10000000000000, 'USDB': 10000000000000}\n", + "{'USDA': 9999999009950.248, 'USDB': 10000000494813.656, 'USD': 0}\n", + "{'USDA': 510000.0, 'USDB': 490000.0}\n", + "{'USDA': 1490247.2784591895, 'USDB': 85.48879047232165}\n" + ] + } + ], + "source": [ + "state = events[-1]\n", + "print(initial_holdings)\n", + "print(state.agents['LP'].holdings)\n", + "print(initial_trader_holdings)\n", + "print(state.agents['Trader'].holdings)\n", + "print(first_state.pools['stableswap'].liquidity)\n", + "print(state.pools['stableswap'].liquidity)" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-07-06T20:00:34.765048123Z", + "start_time": "2023-07-06T20:00:34.741036957Z" + } + } + }, + { + "cell_type": "code", + "execution_count": 9, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-2.4279437349505884e-08\n", + "-2.4279437349505884e-08\n" + ] + }, + { + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print(max(impermanent_loss))\n", + "plt.figure(figsize=(20,5))\n", + "plt.plot(range(101), deposit_value[100:])\n", + "print(impermanent_loss[100])" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-07-06T20:00:34.852924881Z", + "start_time": "2023-07-06T20:00:34.741121473Z" + } + } + }, + { + "cell_type": "code", + "execution_count": 9, "outputs": [], "source": [], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2023-07-05T19:48:38.683269012Z", - "start_time": "2023-07-05T19:48:38.682321857Z" + "end_time": "2023-07-06T20:00:34.943925046Z", + "start_time": "2023-07-06T20:00:34.851717552Z" } } }