diff --git a/hydradx/model/amm/stableswap_amm.py b/hydradx/model/amm/stableswap_amm.py
index 16ffaadb..8770505f 100644
--- a/hydradx/model/amm/stableswap_amm.py
+++ b/hydradx/model/amm/stableswap_amm.py
@@ -115,7 +115,9 @@ def spot_price(self):
 
     def price_at_balance(self, balances: list, d: float):
         x, y = balances
-        return (x / y) * (self.ann * x * y ** 2 + d ** 3) / (self.ann * x ** 2 * y + d ** 3)
+        # return (x / y) * (self.ann * x * y ** 2 + d ** 3) / (self.ann * x ** 2 * y + d ** 3)
+        c = self.amplification * self.n_coins ** (2 * self.n_coins)
+        return (x / y) * (c * x * y ** 2 + d ** 3) / (c * x ** 2 * y + d ** 3)
 
     def modified_balances(self, delta: dict = None, omit: list = ()):
         balances = copy.copy(self.liquidity)
@@ -228,6 +230,36 @@ def execute_remove_liquidity(
     return state, agent
 
 
+def execute_remove_uniform(
+        state: StableSwapPoolState,
+        agent: Agent,
+        shares_removed: float
+):
+    if shares_removed > agent.holdings[state.unique_id]:
+        raise ValueError('Agent tried to remove more shares than it owns.')
+    elif shares_removed <= 0:
+        raise ValueError('Withdraw quantity must be > 0.')
+
+    share_fraction = shares_removed / state.shares
+
+    for tkn in state.asset_list:
+        delta_tkn = share_fraction * state.liquidity[tkn]  # delta_tkn is positive
+
+        if delta_tkn >= state.liquidity[tkn]:
+            return state.fail_transaction(f'Not enough liquidity in {tkn}.', agent)
+
+        if tkn not in agent.holdings:
+            agent.holdings[tkn] = 0
+
+    state.shares -= shares_removed
+    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
+    return state, agent
+
+
 def execute_withdraw_asset(
         state: StableSwapPoolState,
         agent: Agent,
@@ -420,3 +452,4 @@ def remove_liquidity(
 StableSwapPoolState.execute_remove_liquidity = staticmethod(execute_remove_liquidity)
 StableSwapPoolState.swap = staticmethod(swap)
 StableSwapPoolState.execute_swap = staticmethod(execute_swap)
+StableSwapPoolState.execute_remove_uniform = staticmethod(execute_remove_uniform)
diff --git a/hydradx/notebooks/Stableswap/ImpermanentLossAnalysis.ipynb b/hydradx/notebooks/Stableswap/ImpermanentLossAnalysis.ipynb
index 2c490739..4c15b710 100644
--- a/hydradx/notebooks/Stableswap/ImpermanentLossAnalysis.ipynb
+++ b/hydradx/notebooks/Stableswap/ImpermanentLossAnalysis.ipynb
@@ -11,7 +11,11 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {
-    "tags": []
+    "tags": [],
+    "ExecuteTime": {
+     "end_time": "2023-07-05T19:48:36.134439306Z",
+     "start_time": "2023-07-05T19:48:35.444284012Z"
+    }
    },
    "outputs": [],
    "source": [
@@ -19,6 +23,7 @@
     "import os\n",
     "import glob\n",
     "import random\n",
+    "import copy\n",
     "sys.path.append('../..')\n",
     "\n",
     "from model import processing\n",
@@ -51,13 +56,13 @@
     "            tokens={\n",
     "                tkn: initial_tvl * assets[tkn]['weight'] for tkn in assets\n",
     "            },\n",
-    "            amplification=100,\n",
+    "            amplification=1000,\n",
     "            trade_fee=0\n",
     "        )\n",
     "    },\n",
     "    agents = {\n",
     "        'LP': Agent(\n",
-    "            holdings={'USDA': 10000},\n",
+    "            holdings={'USDA': 10000, 'USDB': 10000},\n",
     "            trade_strategy=invest_all('stableswap')\n",
     "        ),\n",
     "        'Trader': Agent(\n",
@@ -73,25 +78,25 @@
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {
-    "tags": []
+    "tags": [],
+    "ExecuteTime": {
+     "end_time": "2023-07-05T19:48:36.310713835Z",
+     "start_time": "2023-07-05T19:48:36.135337566Z"
+    }
    },
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x13bfc910dc0>]"
-      ]
+      "text/plain": "[<matplotlib.lines.Line2D at 0x7fac8f2cdaf0>]"
      },
-     "execution_count": 7,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x576 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 1440x576 with 1 Axes>",
+      "image/png": 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      },
      "metadata": {
       "needs_background": "light"
@@ -109,6 +114,8 @@
     "# [-trade_size_min * step_factor ** i for i in range(steps)][::-1] + [trade_size_min * step_factor ** i for i in range(steps)]\n",
     "events = []\n",
     "\n",
+    "initial_holdings = copy.deepcopy(initial_state.agents['LP'].holdings)\n",
+    "\n",
     "for trade_size in trade_sizes:\n",
     "\n",
     "    events.append(\n",
@@ -126,21 +133,40 @@
     "    for event in events\n",
     "]\n",
     "\n",
+    "usdb_prices = [\n",
+    "    event.pools['stableswap'].spot_price\n",
+    "    for event in events\n",
+    "]\n",
+    "\n",
+    "d_list = []\n",
+    "for event in events:\n",
+    "    ss = event.pools['stableswap']\n",
+    "    d_list.append(ss.calculate_d())\n",
+    "\n",
     "for event in events:\n",
-    "    StableSwapPoolState.execute_remove_liquidity(\n",
+    "    StableSwapPoolState.execute_remove_uniform(\n",
     "        state=event.pools['stableswap'],\n",
     "        agent=event.agents['LP'],\n",
-    "        shares_removed=event.agents['LP'].holdings['stableswap'],\n",
-    "        tkn_remove='USDA'\n",
+    "        shares_removed=event.agents['LP'].holdings['stableswap']\n",
     "    )\n",
     "\n",
     "asset_value = [\n",
-    "    value_assets(prices={'USDA': usda_prices[i]}, assets=event.agents['LP'].holdings)\n",
+    "    value_assets(prices={'USDA': usda_prices[i], 'USDB': 1}, assets=event.agents['LP'].holdings)\n",
     "    for i, event in enumerate(events)\n",
     "]\n",
     "\n",
     "deposit_value = [\n",
-    "    value_assets(prices={'USDA': usda_prices[i]}, assets=initial_state.agents['LP'].holdings)\n",
+    "    value_assets(prices={'USDA': usda_prices[i], 'USDB': 1}, assets=initial_holdings)\n",
+    "    for i, event in enumerate(events)\n",
+    "]\n",
+    "\n",
+    "asset_value_2 = [\n",
+    "    value_assets(prices={'USDB': usdb_prices[i], 'USDA': 1}, assets=event.agents['LP'].holdings)\n",
+    "    for i, event in enumerate(events)\n",
+    "]\n",
+    "\n",
+    "deposit_value_2 = [\n",
+    "    value_assets(prices={'USDB': usdb_prices[i], 'USDA': 1}, assets=initial_holdings)\n",
     "    for i, event in enumerate(events)\n",
     "]\n",
     "\n",
@@ -154,12 +180,17 @@
     "    for i, event in enumerate(events)\n",
     "]\n",
     "\n",
+    "impermanent_loss_2 = [\n",
+    "    asset_value_2[i] / deposit_value_2[i] - 1\n",
+    "    for i, event in enumerate(events)\n",
+    "]\n",
+    "\n",
     "agent_value = [\n",
     "    value_assets(\n",
     "        prices={\n",
     "            'USDA': usda_prices[i]\n",
     "        }, \n",
-    "        assets=initial_state.agents['LP'].holdings\n",
+    "        assets=initial_holdings\n",
     "    ) - 1\n",
     "    for i in range(len(events))\n",
     "]\n",
@@ -209,15 +240,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
+   "execution_count": 8,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-07-05T19:50:36.978756624Z",
+     "start_time": "2023-07-05T19:50:36.050142274Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x360 with 1 Axes>"
-      ]
+      "text/plain": "[<matplotlib.lines.Line2D at 0x7fac8ebf7100>]"
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "text/plain": "<Figure size 1440x360 with 1 Axes>",
+      "image/png": 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\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": "<Figure size 1440x360 with 1 Axes>",
+      "image/png": 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      },
      "metadata": {
       "needs_background": "light"
@@ -226,10 +278,8 @@
     },
     {
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-      "text/plain": [
-       "<Figure size 1440x360 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 1440x360 with 1 Axes>",
+      "image/png": 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xZuYrhAA3bW3j4wd2UkirhdGm1qas40paJAskSZIkSdKrGr84y6Hh6uiigVKZp06MM1eJ1OUCt25v4zN39VLoTejv7aSjpTHruJKWmAWSJEmSJOn7jJyf5uBwmYeHqqXRs6cniBEa63LcsbOdn3hHH4U0z/6eTjY0+dVSWu08yiVJkiRJnB6fYqA0sjDC6Pkz5wFobsixr7uTn33PDRTShL3dHTQ31GWcVtL1ZoEkSZIkSWtMjJHjoxcZKJUZGBphcLjMkZFJADY01dPf28mH9+2gmOa5bUc7jfW5jBNLypoFkiRJkiStcjFGXjh7gcFSmcHSCAOlMqfGpwDoaGmg0JvwY3f2UEzz3Lytlfo6CyNJ38sCSZIkSZJWmUol8u0Xzy2MLhoslXnp/AwAm1qbKKQJd6YJhTTP7s0byOVCxoklLXcWSJIkSZK0ws3NV3j65ERt/qIRDg6PMn5xFoAdHeu4e/cmCmlCsS9Pb76FECyMJL0+FkiSJEmStMJMz83zxPHxhQmvDw+XuTAzD0C6cT3vf/NWin0JhTShq7Ml47SSVgMLJEmSJEla5i7OzPPo0VEers1h9OjRMabnKgDcuKWVD+/rqo4wShM2tzVnnFbSamSBJEmSJEnLzLmpWQ4dGa1Nel3mieNjzM5HcgFu2d7Gp+7soZAmHOhNSNY3Zh1X0hqwJAVSCOH9wK8DdcDvxBgfeMX6zwD/AjhRW/RvYoy/U1t3H/C/1Jb/0xjj15YikyRJkiStFKMXZjg4XD0dbbBU5umT41Qi1OcCt3e18/m39VHsS9jf00lbc0PWcSWtQYsukEIIdcBvAO8DjgMHQwgPxRifecWmfxRj/NIrHpsAvwT0AxE4XHvs6GJzSZIkSdJydebc1MLoooGhMt9+8RwATfU59nZ38KV376aYJuzt7qCl0RNHJGVvKV6JCsDzMcYhgBDC14F7gFcWSJfzd4A/jzGWa4/9c+D9wB8uQS5JkiRJWhZOjF1kYGhkoTQaeukCAC2Ndezv6eRDe7ZTSBNu72qnqb4u47SS9P2WokDaARy75P5xoHiZ7f5eCOFu4DvAz8UYj13hsTuWIJMkSZIkZSLGyPDIJIOlEQZqI4xOjF0EoK25nkKacG9hJ4U0z63b26ivy2WcWJJe3fUaC/n/AH8YY5wOIfwE8DXg3a/nCUII9wP3A3R3dy99QkmSJEl6AyqVyPNnzzMwNLIwh9GZc9MA5Nc3UkgTvvD2lEKa58atrdTlQsaJJen1W4oC6QSw85L7XfztZNkAxBhHLrn7O8CvXvLYd77isd+63C+JMT4IPAjQ398fFxNYkiRJkt6o+Urk2VMTtdFFIxwcLjM6OQvA1rZm3rIrTyFNKKZ5dm1aTwgWRpJWvqUokA4Cu0MIKdVC6F7gk5duEELYFmM8Vbv7IeDZ2u1vAv88hNBZu/8DwC8sQSZJkiRJWhKz8xWeOD5em79ohEPDo5ybngOgO2nhvTdvWSiMdibrLIwkrUqLLpBijHMhhC9RLYPqgK/GGJ8OIXwFOBRjfAj4+yGEDwFzQBn4TO2x5RDCP6FaQgF85eUJtSVJkiQpC1Oz8zx2bIyBoTKDwyM8cmSMi7PzALxp8wZ+aM92imlCIU3Y1r4u47SSdH2EGFfe2WD9/f3x0KFDWceQJEmStApcmJ7j8JFRBktlBkojPH5snJn5CiHATVvbKKYJxTThQJqwcUNT1nEl6ZoJIRyOMfZfbt31mkRbkiRJkpaF8clZDh0pV+cwKpV56sQ485VIXS5w6452PnNXL8U0ob8nob2lIeu4krQsWCBJkiRJWtVeOj/NwdLfFkbPnZ4gRmisy7FnZwc/+Y5dFNKE/T2drG/yK5IkXY6vjpIkSZJWldPjUwyURhgolRkslXn+zHkAmhty7O/p5OfeewOFNGHPzg6aG+oyTitJK4MFkiRJkqQVK8bIsfLF7ymMjpYnAWhtqqe/t5O/t6+LYl/CrdvbaazPZZxYklYmCyRJkiRJK0aMkRfOnl8oiwZLZU6NTwHQ2dLAgd6E+95ancPo5m1t1OVCxoklaXWwQJIkSZK0bFUqkedOn2OgNLJQGI1cmAFgU2vTwhXSin153rRpAzkLI0m6JiyQJEmSJC0bc/MVnjo5weAlhdHE1BwAOzrW8Y4bN1FMEwppnt58CyFYGEnS9WCBJEmSJCkz03PzPHF8nIGh6hxGh4+MMjkzD0DfxvV84LZtFPsSDvQmdHW2ZJxWktYuCyRJkiRJ183kzByPHh1joFRmYGiER4+NMTNXAeCmra18ZH8XhTShkCZsbm3OOK0k6WUWSJIkSZKumYmpWQ4Pj9YmvR7hiePjzFUiuQBv3t7Op+/soZBWRxh1rm/MOq4k6QoskCRJkiQtmdELMwwOV+cuGiiN8MzJCSoRGuoCt3d18IW7+yikCf09nbQ2N2QdV5L0GlkgSZIkSXrDzkxM1UYXVf99+8VzADTV59jb3cHPvHs3xTRhb3cn6xrrMk4rSXqjLJAkSZIkvWbHRyero4uGygwOlym9dAGA9Y117O9N+NCe7RTThNu62mmqtzCSpNXCAkmSJEnSZcUYKb10YWF00UCpzImxiwC0r2vgQG/CJwvdFNKEN29vo74ul3FiSdK1YoEkSZIkCYBKJfLdM+cZKI0snJZ29tw0ABs3NFJIE77w9pRiX54bt7SSy4WME0uSrhcLJEmSJGmNmq9Enjk5sVAYHRwuMzY5C8C29mbu2pWnkOYppAm7Nq0nBAsjSVqrLJAkSZKkNWJmrsKTJ8YZKI0wWCpzaHiU89NzAPTkW3jfzVso9uUppgldnessjCRJCyyQJEmSpFVqanaeR4+O1eYvGuGRo6NMzVYA2L15A/fs2U4hTSimeba2N2ecVpK0nFkgSZIkSavE+ek5Dh8ZZbA2wujxY+PMzFcIAW7e2sYnCt0U04QDvQn5DU1Zx5UkrSAWSJIkSdIKNT45y8Hh8sIpaU+dnGC+EqnLBW7b0c5n7+ql2JewvyehfV1D1nElSSuYBZIkSZK0Qpw9N83B4erV0R4eGuHbL54jRmisy7FnZwc/9c5dFNKEfd2drG/yo74kaen4riJJkiQtU6fGLzIwVGagVGawNMILZy8AsK6hjv09nXzgtm0U04Q7dnbQ3FCXcVpJ0mq2JAVSCOH9wK8DdcDvxBgfeMX6fwj8ODAHnAU+F2M8Uls3DzxZ2/RojPFDS5FJkiRJWklijBwtT9bKouppacfKFwFobarnQJrw0f6dFNKE23a001CXyzixJGktWXSBFEKoA34DeB9wHDgYQngoxvjMJZs9CvTHGCdDCD8J/Crw8dq6izHGPYvNIUmSJK0kMUZeOHueh4eqhdFgqczpiSkAOlsaKKQJn31rSiFNuHlbG3W5kHFiSdJathQjkArA8zHGIYAQwteBe4CFAinG+NeXbP8w8Kkl+L2SJEnSijFfiTx3eqI6umiozMHhMiMXZgDY3NpEsS9PIU24M03YtWkDOQsjSdIyshQF0g7g2CX3jwPFq2z/eeA/X3K/OYRwiOrpbQ/EGP90CTJJkiRJmZqdr/DUifGF0UUHh8tMTM0B0NW5jnfeuJlimlBIE3ryLYRgYSRJWr6u6yTaIYRPAf3AOy5Z3BNjPBFC6AP+KoTwZIzxhcs89n7gfoDu7u7rkleSJEl6raZm53ni+DiDpREGSmUOHxllcmYegL5N6/nB27dRSBMKaZ4dHesyTitJ0uuzFAXSCWDnJfe7asu+RwjhvcAvAu+IMU6/vDzGeKL2cyiE8C1gL/B9BVKM8UHgQYD+/v64BLklSZKkN2xyZo5HjowtFEaPHhtjZq4CwE1bW/no/i4KaZ4DaSebW5szTitJ0uIsRYF0ENgdQkipFkf3Ap+8dIMQwl7gt4H3xxjPXLK8E5iMMU6HEDYCd1GdYFuSJElaViamZjk8PMrDpREGS2WePD7OXCWSC3DrjnY+fWcPxb48B3o76WhpzDquJElLatEFUoxxLoTwJeCbQB3w1Rjj0yGErwCHYowPAf8C2AD8+9q53UdjjB8CbgZ+O4RQAXJU50B65rK/SJIkSbqOyhdmFuYvGiiN8OypCSoRGuoCd3R1cP/dfRTShP09nbQ2N2QdV5KkayrEuPLOBuvv74+HDh3KOoYkSZJWkRcnphgolRmsjTD6zovnAWiqz7Gvu5NCmlDsS9i7s5N1jXUZp5UkaemFEA7HGPsvt+66TqItSZIkLRfHypMLo4sGS2WGRyYBWN9YR39vwj17dlBME27raqep3sJIkrS2WSBJkiRp1YsxUnrpQm2EUfXfibGLALSva+BAb8Kn7uyhkCbcsq2N+rpcxoklSVpeLJAkSZK06lQqke+cOVcdYTRUZqBU5qXz1QsBb9zQRDFNuP/uPop9CTdsbiWXCxknliRpebNAkiRJ0oo3N1/hmVMTtVPSyhwcLjM2OQvA9vZm3r57I4U0oZAm9G1cT+3CLpIk6TWyQJIkSdKKMzNX4ckTYzw8VD0d7fCRUc5PzwHQm2/hB27ZQjHNU0gTujrXWRhJkrRIFkiSJEla9i7OzPPosdGFU9IePTbK1GwFgN2bN/DDe7dTSPMU04Qtbc0Zp5UkafWxQJIkSdKyc356jkPDfzvh9ePHx5idj4QAt2xr4xOFboppngO9neQ3NGUdV5KkVc8CSZIkSZkbm5zh4PAog6URBkplnjoxTiVCfS5wW1c7n3tbSjFN2N+T0L6uIeu4kiStORZIkiRJuu7OnpuujS6qFkbffvEcMUJjfY49Ozv40rveRCHNs7e7g/VNfmSVJClrvhtLkiTpmjs5drF2hbRqYTR09gIALY117O/p5Adv20axL8/tXe00N9RlnFaSJL2SBZIkSZKWVIyRIyOTtcKoWhodH70IQGtzPYXehI/376SQJty6o52GulzGiSVJ0quxQJIkSdKixBh5/sx5Hi6VF05Le3FiGoBkfSOF3oTP3ZVS7Eu4aWsbdbmQcWJJkvR6WSBJkiTpdZmvRJ49NbFwStrB4VHKF2YA2NLWRDHNU0gTimnCmzZvIAQLI0mSVjoLJEmSJF3V7HyFp06MM1AbYXRwuMy5qTkAdibreNeNmyn2VQuj7qTFwkiSpFXIAkmSJEnfY2p2nsePjS3MYXT4yCgXZ+cB2LVpPR+8fTvFNKGQJmzvWJdxWkmSdD1YIEmSJK1xkzNzHD4yulAYPXZsjJm5CiHAjVta+fiB6oTXB3oTNrU2ZR1XkiRlwAJJkiRpjRm/OMvhI2UGhqqF0VMnxpmrROpygVu3t3HfW3oopnn6ezvpaGnMOq4kSVoGLJAkSZJWuZHz0xwcrpZFA0Nlnj09QYzQUBe4o6uDn3hHH4U0z/6eTjY0+fFQkiR9Pz8hSJIkrTIvTkzVyqIRBktlvnvmPADNDTn2dXfyD96zm2KaZ293B80NdRmnlSRJK4EFkiRJ0goWY+T46MXaFdJGGCiVOTIyCcCGpnr6ezv5kX07KKYJt+3ooLE+l3FiSZK0ElkgSZIkrSAxRoZeusDAULUwGiyVOTk+BUBHSwMHehN+7M7qHEY3b2ulvs7CSJIkLZ4FkiRJ0jJWqUS+/eK52hXSqoXRS+dnANi4oYliX8IX04Rimmf35g3kciHjxJIkaTVakgIphPB+4NeBOuB3YowPvGJ9E/B7wH5gBPh4jHG4tu4XgM8D88DfjzF+cykySZIkrURz8xWePjlRK4zKHBwuM35xFoDt7c28ffcmimlCIU1IN64nBAsjSZJ07S26QAoh1AG/AbwPOA4cDCE8FGN85pLNPg+MxhjfFEK4F/gV4OMhhFuAe4E3A9uBvwgh3BBjnF9sLkmSpJVgem6eJ4+PVye9LpU5PFzmwkz1o1C6cT3vf/NWCmlCsS+hq7Ml47SSJGmtWooRSAXg+RjjEEAI4evAPcClBdI9wC/Xbv8x8G9C9c9l9wBfjzFOA6UQwvO15/sfS5BLkiRp2bk4M8+jR0drk16XeeToKNNzFQBu2LKBD+/rolAbYbSlrTnjtJIkSVVLUSDtAI5dcv84ULzSNjHGuRDCOJCvLX/4FY/dsQSZJEmSloVzU7McPvK3hdETx8eYnY/kAtyyvY0fLfZQ7Es40JuQrG/MOq4kSdJlrZhJtEMI9wP3A3R3d2ecRpIk6fJGL8xwcLi8MIfR0yfHqUSozwVu72rn82/ro5gm7O/tpK25Ieu4kiRJr8lSFEgngJ2X3O+qLbvcNsdDCPVAO9XJtF/LYwGIMT4IPAjQ398flyC3JEnSop05N8VgbXTRYKnMc6fPAdBYn2Pvzg6+9K43UezLs7e7g5bGFfO3O0mSpO+xFJ9iDgK7Qwgp1fLnXuCTr9jmIeA+qnMbfQT4qxhjDCE8BPxBCOFfUZ1EezcwuASZJEmSrokTYxcZLI0wMFQtjIZeugBAS2Md+3s6+eDt2yikee7Y2U5TfV3GaSVJkpbGoguk2pxGXwK+CdQBX40xPh1C+ApwKMb4EPC7wP9ZmyS7TLVkorbdN6hOuD0H/LRXYJMkSctFjJEjI5MMlEaqV0kbKnNi7CIArc31FHoT7i3spJDmefP2NhrqchknliRJujZCjCvvbLD+/v546NChrGNIkqRVplKJPH/2fK0sGmGwVObMuWkA8usbF66OVkzz3Li1lbpcyDixJEnS0gkhHI4x9l9unSfiS5KkNWu+Enn21ETtCmnVwmh0chaArW3NvGVXvlYYJezatIEQLIwkSdLaZIEkSZLWjNn5Ck+eGK/NXzTCoeFRzk3PAdCdtPCem7dQrI0w2pmsszCSJEmqsUCSJEmr1tTsPI8dG2OwVGagNMIjR8a4OFudbnHXpvX80J7tFGunpW1rX5dxWkmSpOXLAkmSJK0aF6bnOHxklMFS9Qppjx0bY2a+Qghw09Y2Pn5gJ8U04UCasHFDU9ZxJUmSVgwLJEmStGKNX5zl0HC5Oul1qcxTJ8aZr0TqcoFbd7Tzmbt6KfQmHOhNaG9pyDquJEnSimWBJEmSVoyR89O109GqI4yePT1BjNBYl+OOne385Dt2UUgT9vV0sqHJjzmSJElLxU9WkiRp2To9PsVAaWShMHr+zHkAmhty7O/p5GffcwPFvoQ9OztobqjLOK0kSdLqZYEkSZKWhRgjx8oXGSiNLIwyOlqeBGBDUz39vZ38vX1dFNKE23a001ifyzixJEnS2mGBJEmSMhFj5IWzFxaukDZYKnNqfAqAjpYGCr0Jn35LD3f25bl5Wxt1uZBxYkmSpLXLAkmSJF0XlUrkudPnGCyNMDhcPSXtpfMzAGxqbaKYJhTThEKaZ/fmDeQsjCRJkpYNCyRJknRNzM1XePrkxMLoosFSmYmpOQB2dKzj7t2bKPZVC6PefAshWBhJkiQtVxZIkiRpSUzPzfPE8XEGS2UeHhrhkSOjXJiZB6Bv43o+cNs2CmlCIU3o6mzJOK0kSZJeDwskSZL0hlycmeeRo6O1K6SN8OjRMabnKgDcuKWVD+/rqo4w6k3Y3NaccVpJkiQthgWSJEl6Tc5NzXLoyCgDQ9XC6Inj48xVIrkAb97ezqfu7KmOMOpN6FzfmHVcSZIkLSELJEmSdFmjF2YWJrseKI3wzMkJKhHqc4Hbu9r5wt19FNKE/T2dtDU3ZB1XkiRJ15AFkiRJAuDMxBSDw+XaCKMy337xHABN9Tn2dnfwpXfv5s40YW93J+sa6zJOK0mSpOvJAkmSpDXq+OjkwtXRBkplSi9dAGB9Yx37exM+tGc7hTTh9q52muotjCRJktYyCyRJktaAGCPDI5MMDI0sFEYnxi4C0NZcTyFN+GShm0Ka8ObtbdTX5TJOLEmSpOXEAkmSpFWoUol898x5BksjPFwbZXT23DQAGzc0UkgTvvD2lGJfnhu3tJLLhYwTS5IkaTmzQJIkaRWYr0SeOTnBQKk6wujgcJnRyVkAtrY189ZdeYppnkKasGvTekKwMJIkSdJrZ4EkSdIKNDNX4ckT4wuF0eHhUc5NzwHQk2/hvTdvoZAm3NmXp6tznYWRJEmSFsUCSZKkFWBqdp5Hj45VJ70eHuHwkVGmZisAvGnzhoUJrwtpwrb2dRmnlSRJ0mpjgSRJ0jJ0fnqOR46MLowwevzYODPzFUKAm7e2ce+Bbu7sS+jvTdi4oSnruJIkSVrlFlUghRAS4I+AXmAY+FiMcfQV2+wBfhNoA+aBfxZj/KPaun8HvAMYr23+mRjjY4vJJEnSSjQ+OcvB4TKDw2UGhkZ46uQE85VIXS5w2452PntXL4U0ob8nob2lIeu4kiRJWmMWOwLpy8BfxhgfCCF8uXb/51+xzSTw6Rjjd0MI24HDIYRvxhjHauv/cYzxjxeZQ5KkFeWl89McLJUZqP177vQEMUJjXY49Ozv4qXfuopAm7OvuZH2TA4YlSZKUrcV+Ir0HeGft9teAb/GKAinG+J1Lbp8MIZwBNgFji/zdkiStGKfGLzL4cmE0NMILZy8AsK6hjv09nfzce2+gkCbs2dlBc0NdxmklSZKk77XYAmlLjPFU7fZpYMvVNg4hFIBG4IVLFv+zEML/Cvwl8OUY4/QVHns/cD9Ad3f3ImNLknTtxBg5Vr7Iw7X5iwZLZY6WJwFobaqnv7eTj/bvpJAm3Lq9ncb6XMaJJUmSpKsLMcarbxDCXwBbL7PqF4GvxRg7Ltl2NMbYeYXn2UZ1hNJ9McaHL1l2mmqp9CDwQozxK68Wur+/Px46dOjVNpMk6bqIMfLC2fO10UXVwuj0xBQAnS0Ntauj5SmmCTdva6MuFzJOLEmSJH2/EMLhGGP/5da96gikGON7r/LEL4YQtsUYT9XKoDNX2K4N+I/AL75cHtWe++XRS9MhhH8L/KNXyyNJUtbmK5HnTk8sjC4aLJUZuTADwObWJgppQrGvWhi9adMGchZGkiRJWuEWewrbQ8B9wAO1n3/2yg1CCI3AnwC/98rJsi8pnwLww8BTi8wjSdKSm52v8PTJCQaGqqekHRwuMzE1B0BX5zreceMmimlCMc3Tk2+h+rYmSZIkrR6LLZAeAL4RQvg8cAT4GEAIoR/4Yozxx2vL7gbyIYTP1B73mRjjY8DvhxA2AQF4DPjiIvNIkrRo03PzPH5snMHSCAOlMoePjDI5Mw9A38b1/ODt2xZOS9vRsS7jtJIkSdK196pzIC1HzoEkSVpKkzNzPHp0jIGhamH06LExZuYqANy0tbV6Slqa50DayebW5ozTSpIkSdfGouZAkiRptZmYmuXw8Gh10uvSCE8eH2euEskFuHVHO5++s6c2wiiho6Ux67iSJElS5iyQJEmrXvnCzN9OeD08wjMnJ6hEaKgL3N7Vwf1391FIE/b3dNLa3JB1XEmSJGnZsUCSJK06ZyamFkYXDZbKfOfF8wA01efY193Jz7x7N8W+hL07O1nXWJdxWkmSJGn5s0CSJK14x8qTCyOMBkojDI9MArC+sY79vQn37NlBMU24raudpnoLI0mSJOn1skCSJK0oMUZKL11g4OVT0kplToxdBKB9XQMHehN+tNhDsS/hlm1t1NflMk4sSZIkrXwWSJKkZa1SiXznzLna6KJqYXT23DQAGzc0UkzzC3MY3billVwuZJxYkiRJWn0skCRJy8rcfIVnT51joDTCQKnMweEyY5OzAGxrb+auXXmKfXkKaULfxvWEYGEkSZIkXWsWSJKkTM3MVXjyxFh10uuhMoePjHJ+eg6A3nwLP3DLFgppnmKa0NW5zsJIkiRJyoAFkiTpupqanefRo2MLV0h75OgoU7MVAHZv3sAP791OIc1T6E3Y2t6ccVpJkiRJYIEkSbrGzk/PcfjIKIOlEQaGyjx+fIzZ+UgIcMu2Nj5R6KaYJhzoTchvaMo6riRJkqTLsECSJC2p8clZBofLDNZGGD11coL5SqQuF7htRzufe1tKMU3Y35PQvq4h67iSJEmSXgMLJEnSopw9N83B4TIDQ9VJr7/94jlihMb6HHt2dvBT79xFMc2zt7uD9U2+7UiSJEkrkZ/kJUmvy8mxiwyWytVJr0sjDJ29AMC6hjr293Tyg7dto5Am3LGzg+aGuozTSpIkSVoKFkiSpCuKMXK0PMnAULUwGhwe4Vj5IgCtzfUc6E34WP9OimnCrTvaaajLZZxYkiRJ0rVggSRJWhBj5Pkz52uji6rzGL04MQ1Asr6RQm/CZ9+aUkgTbt7WRl0uZJxYkiRJ0vVggSRJa9h8JfLc6QkGhsoMlsoMDpcpX5gBYHNrE8W+PMU0oZgmvGnzBkKwMJIkSZLWIgskSVpDZucrPHVifGEOo4PDZc5NzQGwM1nHu27cXC2M+hK6kxYLI0mSJEmABZIkrWpTs/M8fmxsYXTR4SOjTM7MA9C3aT0fvH07xTShkCZs71iXcVpJkiRJy5UFkiStIpMzczxyZIyB0ggDpTKPHRtjZq4CwE1bW/no/i6KfXkO9CZsam3KOK0kSZKklcICSZJWsPGLsxw+Uj0dbWCozFMnxpmrRHIBbt3Rzn1v6aGQ5jnQ20lHS2PWcSVJkiStUBZIkrSClC/MMFgbXTRYKvPMqQlihIa6wB1dHdx/dx/Fvjz7ezrZ0ORLvCRJkqSl4bcLSVrGXpyYqpVFIwwMlfnumfMANDfk2NfdyT94z24KacK+7k6aG+oyTitJkiRptVpUgRRCSIA/AnqBYeBjMcbRy2w3DzxZu3s0xvih2vIU+DqQBw4DPxZjnFlMJklaqWKMHB+9uFAYDZbKDI9MArChqZ79PZ38yL4dFNOE23Z00FifyzixJEmSpLVisSOQvgz8ZYzxgRDCl2v3f/4y212MMe65zPJfAX4txvj1EMJvAZ8HfnORmSRpRYgxMvTSBQZLZQaGqoXRyfEpADpaGjjQm/CpO3sopnlu3tZKfZ2FkSRJkqRsLLZAugd4Z+3214BvcfkC6fuEEALwbuCTlzz+l7FAkrRKVSqR75w5x8BQdf6igVKZl85PA7BxQxPFvoQvpgmFNOGGza3kciHjxJIkSZJUtdgCaUuM8VTt9mlgyxW2aw4hHALmgAdijH9K9bS1sRjjXG2b48COK/2iEML9wP0A3d3di4wtSdfe3HyFZ05NMFgq8/BQmYPDZcYvzgKwvb2Zt+/eSCFNKKYJ6cb1VHt1SZIkSVp+XrVACiH8BbD1Mqt+8dI7McYYQohXeJqeGOOJEEIf8FchhCeB8dcTNMb4IPAgQH9//5V+jyRlZnpuniePjy9cIe3wkVHOT1c78t58C+9/81YKtRFGO5OWjNNKkiRJ0mv3qgVSjPG9V1oXQngxhLAtxngqhLANOHOF5zhR+zkUQvgWsBf4D0BHCKG+NgqpCzjxBv4bJCkTF2fmefTY6MIpaY8cHWV6rgLADVs28MN7t1NM8xTShC1tzRmnlSRJkqQ3brGnsD0E3Ac8UPv5Z6/cIITQCUzGGKdDCBuBu4BfrY1Y+mvgI1SvxHbZx0vScnFuapbDR0YX5i964vgYs/OREOCWbW38aLFnYYRRsr4x67iSJEmStGQWWyA9AHwjhPB54AjwMYAQQj/wxRjjjwM3A78dQqgAOapzID1Te/zPA18PIfxT4FHgdxeZR5KWzNjkDIO109EGh8s8dWKcSoT6XOC2rnY+97aUO9M8+3s7aWtuyDquJEmSJF0zIcaVN51Qf39/PHToUNYxJK0yZ85NcbA0ykBphMFSmedOnwOgsT7H3p0dFNOEQppnX08HLY2L7d8lSZIkaXkJIRyOMfZfbp3fgCStWSfHLi6URQOlMkNnLwDQ0ljH/p5OPnj7Ngppnjt2ttNUX5dxWkmSJEnKjgWSpDUhxsiRkUkGS2UerpVGx0cvAtDaXE+hN+Hj/Tsp9uV58/Y2GupyGSeWJEmSpOXDAknSqhRj5LtnzjPw8hxGpRFenJgGIL++kUKa8Pm3pRTShJu2tlGXCxknliRJkqTlywJJ0qowX4k8e2qiVhiNcHB4lPKFGQC2tDVRTPMU+xKKacKuTRsIwcJIkiRJkl4rCyRJK9LsfIUnT4xX5y8aGuHQ8CjnpucA2Jms4903baaQVguj7qTFwkiSJEmSFsECSdKKMDU7z2PHxmqno5U5fGSUi7PzAOzatJ4P3rGdO/sSDvQmbO9Yl3FaSZIkSVpdLJAkLUsXpud45OhobYRRmceOjTEzXyEEuGlrGx8/sJNCWi2MNrU2ZR1XkiRJklY1CyRJy8L4xVkODVdHFw2Uyjx1Ypy5SqQuF7h1exufuauXQm+1MGpvacg6riRJkiStKRZIkjIxcn6ag8NlHh6qlkbPnp4gRmisy3HHznZ+4h19FNM8+3o62dDkS5UkSZIkZclvZZKui9PjUwyURhZGGD1/5jwAzQ059vd08rPvuYFCmrC3u4PmhrqM00qSJEmSLmWBJGnJxRg5PnqRh4eqhdHgcJkjI5MAbGiqp7+3kw/v20ExzXPbjnYa63MZJ5YkSZIkXY0FkqRFizHywtkLtdFF1dLo1PgUAB0tDRR6E37szh6KaZ6bt7VSX2dhJEmSJEkriQWSpNetUol8+8VzDAyNMFib+Pql8zMAbGptopAm3JkmFNI8uzdvIJcLGSeWJEmSJC2GBZKkVzU3X+HpkxPfM8JoYmoOgB0d67h79yYKaUKxL09vvoUQLIwkSZIkaTWxQJL0fabn5nni+PjChNeHh8tcmJkHIN24ng/cto1CmlBIE7o6WzJOK0mSJEm61iyQJHFxZp5Hj47ycKnMYGmER4+OMT1XAeDGLa18eF8Xxb6EQm/C5rbmjNNKkiRJkq43CyRpDTo3NcuhI6PVK6SVyjxxfIzZ+UguwC3b2/jUnT3VEUa9CZ3rG7OOK0mSJEnKmAWStAaMXpjh4HD1dLTBUpmnT45TiVCfC9ze1c7n39ZHsS9hf08nbc0NWceVJEmSJC0zFkjSKnTm3NTC6KKBoTLffvEcAE31OfZ2d/Cld++mmCbs7e6gpdGXAUmSJEnS1fnNUVoFToxdZGBoZKE0GnrpAgAtjXXs7+nkQ3u2U0gTbu9qp6m+LuO0kiRJkqSVxgJJWmFijAyPTDJYGmFgqHpa2omxiwC0NddTSBPuLeykkOa5dXsb9XW5jBNLkiRJklY6CyRpmatUIt89c75aGNVGGJ05Nw1Afn0jhTThC29PKaR5btzaSl0uZJxYkiRJkrTaLKpACiEkwB8BvcAw8LEY4+grtnkX8GuXLLoJuDfG+KchhH8HvAMYr637TIzxscVkkla6+Urk2VMTDJTKDAyNcHC4zOjkLABb25p5y648hTShmObZtWk9IVgYSZIkSZKurcWOQPoy8JcxxgdCCF+u3f/5SzeIMf41sAcWCqfngf96ySb/OMb4x4vMIa1Ys/MVnjg+Xpu/aIRDw6Ocm54DoDtp4b03b1kojHYm6yyMJEmSJEnX3WILpHuAd9Zufw34Fq8okF7hI8B/jjFOLvL3SivW1Ow8jx0bY2CozODwCI8cGePi7DwAb9q8gR/as51imlBIE7a1r8s4rSRJkiRJiy+QtsQYT9Vunwa2vMr29wL/6hXL/lkI4X8F/hL4coxx+nIPDCHcD9wP0N3d/cYTS9fZhek5Dh8ZZbBUZqA0wuPHxpmZrxAC3Ly1jY8f2EkxTTiQJmzc0JR1XEmSJEmSvk+IMV59gxD+Ath6mVW/CHwtxthxybajMcbOKzzPNuAJYHuMcfaSZaeBRuBB4IUY41deLXR/f388dOjQq20mZWJ8cpaDw2UGh6tXSHvqxDjzlUhdLnDrjnaKaUIxTejvSWhvacg6riRJkiRJAIQQDscY+y+37lVHIMUY33uVJ34xhLAtxniqVgaducpTfQz4k5fLo9pzvzx6aTqE8G+Bf/RqeaTl5qXz0xwsVcuigVKZ505PECM01uXYs7ODn3zHLgppwv6eTtY3eeFDSZIkSdLKs9hvsw8B9wEP1H7+2VW2/QTwC5cuuKR8CsAPA08tMo90zZ0en2KgNLJwlbQXzl4AoLkhx/6eTn7uvTdQSBP27OyguaEu47SSJEmSJC3eYgukB4BvhBA+DxyhOsqIEEI/8MUY44/X7vcCO4H/9orH/34IYRMQgMeALy4yj7SkYowcK19cKIwGS2WOlqtzwLc21dPf28lH9u+k2Jdw6/Z2GutzGSeWJEmSJGnpveocSMuRcyDpWokx8sLZ8wtl0cBQmdMTUwB0tjRQSBMKaZ5imnDztjbqciHjxJIkSZIkLY1FzYEkrWaVSuS50+cYKI0wWCuNRi7MALCptak64XVftTB606YN5CyMJEmSJElrkAWS1pS5+QpPnZxg8JLCaGJqDoAdHet4x42baldJy9OTb6E6PZckSZIkSWubBZJWtem5eR4/Ns5gbQ6jw0dGmZyZB6Bv43o+cNs2in0JB3oTujpbMk4rSZIkSdLyZIGkVWVyZo5Hj44xMFQtjB49NsbMXAWAm7a28pH9XbV5jBI2tzZnnFaSJEmSpJXBAkkr2sTULIeHR2uTXo/wxPFx5iqRXIA3b2/n03f2UEirI4w61zdmHVeSJEmSpBXJAkkrSvnCDAeHq1dHGxwe4ZmTE1QiNNQFbu/q4At391FIE/p7Omltbsg6riRJkiRJq4IFkpa1MxNTtdFFZQZKI3znxfMANNXn2Nfdyc+8ezfFNGFvdyfrGusyTitJkiRJ0upkgaRl5fjoZLUsGiozOFym9NIFANY31rG/N+GePTsopgm3dbXTVG9hJEmSJEnS9WCBpMzEGCm9dIHBhRFGZU6MXQSgfV0DB3oTPlnoppAmvHl7G/V1uYwTS5IkSZK0Nlkg6bqpVCLfPXOegdLIwmlpZ89NA7BxQyOFNOH+2hxGN25pJZcLGSeWJEmSJElggaRraG6+wrOnzi0URgeHy4xNzgKwrb2Zu3blKaR5in0JfRvXE4KFkSRJkiRJy5EFkpbMzFyFJ0+MLYwuOjQ8yvnpOQB68i287+YtFPvyFNOErs51FkaSJEmSJK0QFkh6w6Zm53n06BgDpREGS2UeOTrK1GwFgN2bN3DPnu0U0oRimmdre3PGaSVJkiRJ0htlgaTX7Pz0HIePjDJYGmFgqMzjx8eYnY+EADdvbeMThW6KacKB3oT8hqas40qSJEmSpCVigaQrGp+c5eBweWGE0VMnJ5ivROpygdt2tPO5u1KKfQn7exLa1zVkHVeSJEmSJF0jFkhacPbcNAeHq/MXPTw0wrdfPEeM0FifY8/ODn7qnbsopAn7ujtZ3+T/OpIkSZIkrRW2AGvYqfGLDAyVa5Nej/DC2QsArGuoY39PJz942zYKacIdOztobqjLOK0kSZIkScqKBdIaEWPkaHly4QppA6URjpUvAtDaVM+BNOGj/Tsppgm37minoS6XcWJJkiRJkrRcWCCtUjFGnj9zfqEwGiyVOT0xBUBnSwOFNOGzb00ppAk3b2ujLhcyTixJkiRJkpYrC6RVYr4See70BANDtcJouEz5wgwAm1ubKPblKaQJd6YJuzZtIGdhJEmSJEmSXiMLpBVqdr7CUyfGF0YXDQ6XOTc1B0BX5zredeNmimlCIU3oybcQgoWRJEmSJEl6YyyQVoip2XmeOD7OwNAIg8NlDh8ZZXJmHoC+Tev54O3VCa8LaZ4dHesyTitJkiRJklaTRRVIIYSPAr8M3AwUYoyHrrDd+4FfB+qA34kxPlBbngJfB/LAYeDHYowzi8m0WkzOzPHIkTEGSyM8XCrz2LExZuYqANy0tZWP7u+ikOY5kHayubU547SSJEmSJGk1W+wIpKeADwO/faUNQgh1wG8A7wOOAwdDCA/FGJ8BfgX4tRjj10MIvwV8HvjNRWZakSamZjk8PMrDpREGS2WePD7OXCWSC3Drjnbue0tPtTDq7aSjpTHruJIkSZIkaQ1ZVIEUY3wWeLX5dQrA8zHGodq2XwfuCSE8C7wb+GRtu69RHc20Jgqkc1Oz/Pfnq2XRQGmEZ09NUInQUBe4o6uD++/uo5Am7O/ppLW5Ieu4kiRJkiRpDbsecyDtAI5dcv84UKR62tpYjHHukuU7rvQkIYT7gfsBuru7r03S6+iFsxf44v91mKb6HPu6O/n779lNIU3Yu7OTdY11WceTJEmSJEla8KoFUgjhL4Ctl1n1izHGP1v6SJcXY3wQeBCgv78/Xq/fe63cur2NP/7iW7i9q4PG+lzWcSRJkiRJkq7oVQukGON7F/k7TgA7L7nfVVs2AnSEEOpro5BeXr4m1Nfl6O9Nso4hSZIkSZL0qq7H0JeDwO4QQhpCaATuBR6KMUbgr4GP1La7D7huI5okSZIkSZL02iyqQAoh/EgI4TjwFuA/hhC+WVu+PYTwnwBqo4u+BHwTeBb4Rozx6dpT/DzwD0MIz1OdE+l3F5NHkiRJkiRJSy9UBwKtLP39/fHQoUNZx5AkSZIkSVo1QgiHY4z9l1vn7M2SJEmSJEm6KgskSZIkSZIkXZUFkiRJkiRJkq7KAkmSJEmSJElXZYEkSZIkSZKkq7JAkiRJkiRJ0lVZIEmSJEmSJOmqQowx6wyvWwjhLHAk6xxLZCPwUtYhdN2539cu9/3a5b5fu9z3a5f7fm1yv69d7vu1azXt+54Y46bLrViRBdJqEkI4FGPszzqHri/3+9rlvl+73Pdrl/t+7XLfr03u97XLfb92rZV97ylskiRJkiRJuioLJEmSJEmSJF2VBVL2Hsw6gDLhfl+73Pdrl/t+7XLfr13u+7XJ/b52ue/XrjWx750DSZIkSZIkSVflCCRJkiRJkiRdlQVSRkII7w8hfDuE8HwI4ctZ59G1E0LYGUL46xDCMyGEp0MI/6C2/JdDCCdCCI/V/n0g66xaeiGE4RDCk7V9fKi2LAkh/HkI4bu1n51Z59TSCSHceMlx/VgIYSKE8LMe86tXCOGrIYQzIYSnLll22eM8VP3r2vv/EyGEfdkl12JcYb//ixDCc7V9+ychhI7a8t4QwsVLjv/fyiy4Fu0K+/6Kr/EhhF+oHfPfDiH8nWxSaylcYd//0SX7fTiE8Fhtucf9KnGV73Nr7r3eU9gyEEKoA74DvA84DhwEPhFjfCbTYLomQgjbgG0xxkdCCK3AYeCHgY8B52OM/1uW+XRthRCGgf4Y40uXLPtVoBxjfKBWIHfGGH8+q4y6dmqv9yeAIvBZPOZXpRDC3cB54PdijLfWll32OK99qfwZ4ANU/7/49RhjMavseuOusN9/APirGONcCOFXAGr7vRf4f1/eTivbFfb9L3OZ1/gQwi3AHwIFYDvwF8ANMcb56xpaS+Jy+/4V6/8lMB5j/IrH/epxle9zn2GNvdc7AikbBeD5GONQjHEG+DpwT8aZdI3EGE/FGB+p3T4HPAvsyDaVMnYP8LXa7a9RfQPS6vQe4IUY45Gsg+jaiTH+DVB+xeIrHef3UP3iEWOMDwMdtQ+mWmEut99jjP81xjhXu/sw0HXdg+mau8IxfyX3AF+PMU7HGEvA81S/C2gFutq+DyEEqn8g/sPrGkrX3FW+z62593oLpGzsAI5dcv84FgprQu0vEXuBgdqiL9WGNX7V05hWrQj81xDC4RDC/bVlW2KMp2q3TwNbsomm6+BevveDpMf82nGl49zPAGvH54D/fMn9NITwaAjhv4UQ3p5VKF1Tl3uN95hfO94OvBhj/O4lyzzuV5lXfJ9bc+/1FkjSdRJC2AD8B+BnY4wTwG8Cu4A9wCngX2aXTtfQ22KM+4C/C/x0bejzglg9j9hziVehEEIj8CHg39cWecyvUR7na08I4ReBOeD3a4tOAd0xxr3APwT+IITQllU+XRO+xusTfO8fjTzuV5nLfJ9bsFbe6y2QsnEC2HnJ/a7aMq1SIYQGqi82vx9j/L8BYowvxhjnY4wV4P/A4cyrUozxRO3nGeBPqO7nF18exlr7eSa7hLqG/i7wSIzxRfCYX4OudJz7GWCVCyF8Bvgg8KO1LxTUTl8aqd0+DLwA3JBZSC25q7zGe8yvASGEeuDDwB+9vMzjfnW53Pc51uB7vQVSNg4Cu0MIae0v1PcCD2WcSddI7Xzo3wWejTH+q0uWX3oe7I8AT73ysVrZQgjraxPtEUJYD/wA1f38EHBfbbP7gD/LJqGuse/5S6TH/JpzpeP8IeDTtSu03El1stVTl3sCrTwhhPcD/xPwoRjj5CXLN9Um1SeE0AfsBoaySalr4Sqv8Q8B94YQmkIIKdV9P3i98+maey/wXIzx+MsLPO5Xjyt9n2MNvtfXZx1gLapdmeNLwDeBOuCrMcanM46la+cu4MeAJ1++rCfwPwOfCCHsoTrUcRj4iSzC6ZraAvxJ9T2HeuAPYoz/JYRwEPhGCOHzwBGqEy5qFakVhu/je4/rX/WYX51CCH8IvBPYGEI4DvwS8ACXP87/E9WrsjwPTFK9Op9WoCvs918AmoA/r732Pxxj/CJwN/CVEMIsUAG+GGN8rZMwa5m5wr5/5+Ve42OMT4cQvgE8Q/W0xp/2Cmwr1+X2fYzxd/n+OQ/B4341udL3uTX3Xh9qI2slSZIkSZKky/IUNkmSJEmSJF2VBZIkSZIkSZKuygJJkiRJkiRJV2WBJEmSJEmSpKuyQJIkSZIkSdJVWSBJkiRJkiTpqiyQJEmSJEmSdFUWSJIkSZIkSbqq/x8B1sqs9e5+NgAAAABJRU5ErkJggg==\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -238,10 +288,8 @@
     },
     {
      "data": {
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\n",
-      "text/plain": [
-       "<Figure size 1440x360 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 1440x360 with 1 Axes>",
+      "image/png": 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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -250,10 +298,8 @@
     },
     {
      "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x360 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 1440x360 with 1 Axes>",
+      "image/png": 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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -267,26 +313,34 @@
     "plt.yscale('log')\n",
     "plt.figure(figsize=(20,5))\n",
     "plt.plot(trade_sizes, impermanent_loss)\n",
+    "# plt.figure(figsize=(20,5))\n",
+    "# plt.plot(trade_sizes, impermanent_loss_2)\n",
     "plt.figure(figsize=(20,5))\n",
     "plt.plot(range(len(events)), trade_sizes)\n",
     "plt.figure(figsize=(20,5))\n",
     "plt.plot(range(len(events)), deposit_value)\n",
     "# plt.figure(figsize=(20,5))\n",
     "plt.plot(range(len(events)), asset_value)\n",
-    "plt.yscale('log')\n"
+    "plt.yscale('log')\n",
+    "plt.figure(figsize=(20,5))\n",
+    "plt.plot(range(len(events)), asset_value)\n",
+    "\n"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-07-05T19:48:38.414775750Z",
+     "start_time": "2023-07-05T19:48:37.520004081Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x360 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 1440x360 with 1 Axes>",
+      "image/png": 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      },
      "metadata": {
       "needs_background": "light"
@@ -295,10 +349,8 @@
     },
     {
      "data": {
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\n",
-      "text/plain": [
-       "<Figure size 1440x360 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 1440x360 with 1 Axes>",
+      "image/png": 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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -307,10 +359,8 @@
     },
     {
      "data": {
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-      "text/plain": [
-       "<Figure size 1440x360 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 1440x360 with 1 Axes>",
+      "image/png": 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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -330,24 +380,25 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-07-05T19:48:38.682109250Z",
+     "start_time": "2023-07-05T19:48:38.421808979Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x13bfe209f70>]"
-      ]
+      "text/plain": "[<matplotlib.lines.Line2D at 0x7fac8e6c7460>]"
      },
-     "execution_count": 10,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1440x360 with 1 Axes>"
-      ]
+      "text/plain": "<Figure size 1440x360 with 1 Axes>",
+      "image/png": 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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -364,10 +415,61 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
+   "execution_count": 6,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2023-07-05T19:48:38.682715856Z",
+     "start_time": "2023-07-05T19:48:38.634250172Z"
+    }
+   },
+   "outputs": [
+    {
+     "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"
+     ]
+    }
+   ],
+   "source": [
+    "print(asset_value[40:60])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "outputs": [
+    {
+     "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"
+     ]
+    }
+   ],
+   "source": [
+    "print(asset_value[0:10])"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2023-07-05T19:48:38.683160766Z",
+     "start_time": "2023-07-05T19:48:38.637232067Z"
+    }
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
    "outputs": [],
-   "source": []
+   "source": [],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2023-07-05T19:48:38.683269012Z",
+     "start_time": "2023-07-05T19:48:38.682321857Z"
+    }
+   }
   }
  ],
  "metadata": {