From 1a13a131522cc4f0ffc9ccd4389a33bf59ea0e9f Mon Sep 17 00:00:00 2001 From: jepidoptera Date: Thu, 10 Oct 2024 12:44:00 -0500 Subject: [PATCH] prevent double decay in blocks when trades happen --- .../Misc/omnipool_fees_simulation.ipynb | 44 +++++++++++-------- 1 file changed, 25 insertions(+), 19 deletions(-) diff --git a/hydradx/notebooks/Misc/omnipool_fees_simulation.ipynb b/hydradx/notebooks/Misc/omnipool_fees_simulation.ipynb index 9f9b819c..22fea794 100644 --- a/hydradx/notebooks/Misc/omnipool_fees_simulation.ipynb +++ b/hydradx/notebooks/Misc/omnipool_fees_simulation.ipynb @@ -441,7 +441,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 144, "id": "0c67f3e9-ea9a-4a9a-9508-9be5f2d0b67d", "metadata": { "tags": [] @@ -462,12 +462,11 @@ "lrna_fee_decay=0.000005\n", "lrna_fee_min=0.0005\n", "lrna_fee_max=0.001\n", - "asset_fee_amplification=2.0\n", + "asset_fee_amplification=2\n", "asset_fee_decay=0.00001\n", "asset_fee_min=0.0025\n", "asset_fee_max=0.05\n", "\n", - "\n", "initial_omnipool_tvl = 10000000\n", "lrna_price_usd = tkn_prices[0] * historical_price_data[0][binance_tkn]\n", "\n", @@ -497,13 +496,20 @@ " tkn_buy = kwargs['tkn_buy']\n", " tkn_sell = kwargs['tkn_sell']\n", " if self.time_step == blocks[2]: print(tkn_buy, tkn_sell)\n", - " if tkn_buy in self.asset_fee: self.asset_fee[tkn_buy].compute()\n", - " if tkn_buy in self.lrna_fee: self.lrna_fee[tkn_buy].compute()\n", - " if tkn_sell in self.asset_fee: self.asset_fee[tkn_sell].compute()\n", - " if tkn_sell in self.lrna_fee: self.lrna_fee[tkn_sell].compute()\n", + " if tkn_buy in self.asset_fee: \n", + " self.last_fee[tkn_buy] += asset_fee_decay\n", + " self.asset_fee[tkn_buy].compute()\n", + " if tkn_buy in self.lrna_fee: \n", + " self.last_lrna_fee[tkn_buy] += lrna_fee_decay\n", + " self.lrna_fee[tkn_buy].compute()\n", + " if tkn_sell in self.asset_fee: \n", + " self.last_fee[tkn_sell] += asset_fee_decay\n", + " self.asset_fee[tkn_sell].compute()\n", + " if tkn_sell in self.lrna_fee: \n", + " self.last_lrna_fee[tkn_sell] += lrna_fee_decay\n", + " self.lrna_fee[tkn_sell].compute()\n", " super().swap(**kwargs)\n", " \n", - " \n", "omnipool = ProdOmnipool(\n", " tokens={\n", " tkn: {'liquidity': tkn_liquidity, 'LRNA': tkn_lrna},\n", @@ -542,7 +548,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 145, "id": "feb592b4-72ee-4740-9b49-554ce8d7efe9", "metadata": {}, "outputs": [ @@ -570,6 +576,7 @@ "for i, block in enumerate(blocks):\n", " update = True\n", " omnipool.time_step = int(block)\n", + " omnipool.update()\n", " while trade_index < len(trades_history) and trades_history[trade_index][0] == block:\n", " # omnipool.asset_fee[tkn].compute()\n", " trade = trades_history[trade_index]\n", @@ -596,7 +603,6 @@ " elif trade_type == 'buy':\n", " simulated_buy_fees.append([block, simulate_state.pools['omnipool'].last_fee[tkn]])\n", " simulated_fees.append([block, omnipool.last_fee[tkn]])\n", - " omnipool.update()\n", "# for tkn in omnipool.asset_list:\n", "# omnipool.last_fee[tkn] -= asset_fee_decay\n", "# omnipool.last_fee[tkn] = max(omnipool.last_fee[tkn], asset_fee_min)\n", @@ -615,7 +621,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 146, "id": "4ef42abf-abed-4a27-9cab-5ebe5c57dc00", "metadata": { "tags": [] @@ -649,7 +655,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 147, "id": "95c53318-569f-440b-9c98-d2dc56ac73df", "metadata": { "tags": [] @@ -657,7 +663,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -685,7 +691,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 148, "id": "8fc5042e-4ac2-4ead-a3ea-5a2ef08c5f06", "metadata": { "tags": [] @@ -701,7 +707,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 149, "id": "22ce45a2-e455-4bc9-af65-b3d2abc2b414", "metadata": { "tags": [] @@ -725,7 +731,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 151, "id": "77c70abf-4142-4d15-8048-abce4fee7fb5", "metadata": { "tags": [] @@ -733,7 +739,7 @@ "outputs": [ { "data": { - "image/png": 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WKmCMyiX1j2z/oNmxw5oeGGnRPlDSgsimSyW9ZoxuVzgcPTiGMQIAeoDGtuvUDR8b265JHwEAAAAgqQvOGKMcSc9KutRa7Y5svkjSZdZqhKTLJD3Q8rHmQmNMqTGmtKysLDEDBgAklRsqH2m7BgAAAIBGsYSPX0ka0eT74ZFtLe5jjHwKt0tvb+tYY5SmcPD4qLV6rsk+50oN3z8ttbzgjLV2jrW2xFpbkpeXF8PDAAC4XTR89KRw5WND2zWVjwAAAAAQU/j4kaR8YzTGGPkVXkBmbrN95iocGkrSyZLmWSsb2X56ZDXsMZLyJX0YmQ/yAUnLrdUfmp1ro6TDIl8fIWlVRx8UAKB7aqh8TOHwMdp2LbJHAAAAAGh/zsfIHI6XSHpNklfSg9ZqqTG6WVKptZqrcJD4iDFaLWmHwgGlIvs9JWmZwitcX2ytgsZohqRzJH1qjBZH7uo6a/WypFmS7oxUUNZIutDBxwsAcLGGyse01A4fwwvOkD4CAAAAQCwLzigSCr7cbNsNTb6ukXRKK8fOljS72bZ3JZlW9n9X0tRYxgUA6FncsOBMtO2aOR8BAAAAIMkLzgAA0BHuqnxM9kgAAAAAIPkIHwEAruGGBWca5nxkwRkAAAAAIHwEALhHQ9t1Clc+Nqx2TekjAAAAABA+AgDcIxo+ev2pGz5G265Z7RoAAAAACB8BAC7ihgVnom3XVD4CAAAAAOEjAMBFArUBSald+chq1wAAAADQiPARAOAarlrtmgVnAAAAAIDwEQDgHtHw0Zee2uGjJOZ8BAAAAAARPgIAXMQNlY8NbdekjwAAAABA+AgAcA+3VD7Sdg0AAAAAYYSPAADXiIaP3rTU/fVF2zUAAAAANErdqzcAAJoJ1gUVkFe+NNP+zklE2zUAAAAAhBE+AgBcI1gbVFBeeVO36zqCtmsAAAAAkAgfAQAuUlcdDh/T05M9krZZGQofAQAAAECEjwAAF6mvCYePfn+yR9IOI8mSPgIAAAAA4SMAwDXqa0LuCB9lZAkfAQAAAIDwEQDgHvW17qh8pO0aAAAAAMIIHwEArhGg7RoAAAAAXIXwEQDgGgEXVT7Sdg0AAAAAhI8AABdxS/goGSofAQAAAECEjwAAFwnWuSR8NMkeAAAAAACkBl+yBwAAQKwCbgkfqXwEAADoFurr67VhwwbV1NQkeyhJ8cYbb0z8+OOP1yV7HHCFkKQlgUDgR1OnTt3a9AbCRwCAawRrAwrKn/LhozWEjwAAAN3Bhg0blJubq9GjR8uYntfeEgwGAxMmTNiW7HEg9YVCIVNWVla4efPm+yUd3/Q2wkcAnbZj9Q7N+9U8hepDre6T3itdx/3vcfLnpHhaBFcIuaTy0UgS2SMAAIDr1dTU9NjgEegIj8dj8/Lyyjdv3jyh+W2EjwA6bdUrq7T0yaUaMH6APN59p5Ctr6rXzrU7NfHsidrvyP2SMEJ0N8F6d4SP1rDaNQAAQHdB8AjExuPxWLWwvgzhI4BOC9QEJEmzPpolf/a+adC2ldt097i7VbGpItFDQzcVckn4yJyPAAAAABDGatcAOi0aPvrSW34fI3doriRpz6Y9CRsTujfXhI+8Ow4AAACHeL1eFRcXq6ioSJMnT9Ydd9yhUKhx6qt3331X06ZN07hx4zRu3DjNmTNHkjR79mwVFxeruLi44RzFxcW666679jp/bW2tjjrqKBUXF+vJJ5/s8ngfeeSRPldeeeUQSdq4caNv0qRJ48aPH1/46quv5nT55G147bXXciZOnDh+zJgxRWPGjCm6/fbbBzh17ttuuy3vz3/+c3+nzidJd911V/8f/OAHI508Z2e1N5YPP/ww86STThrd2fNT+Qig04K1QRmvkcfX8vsY6bnpSstO056NhI9whg0EFZQn5cNHK0khKh8BAADQdZmZmVq8eLEkaevWrTrzzDO1e/du3XTTTdq8ebPOPPNMPf/885oyZYq2bdumY445RsOGDdP111+v66+/XpKUk5PTcI7mFi1aJEmt3t5Rf/jDHwa//PLLqyXpxRdfzB0/fnz1k08++UXz/QKBgHw+Z2Kp9evX+84777wxTz/99JoZM2ZUbdq0yXfUUUflDx8+vP70008v7+r5r7rqqjInxtlR9fX1SktLc/y8Hf3ZT5s2rXrTpk3+VatW+fPz8+s6en9UPgLotEBNQL6Mtl+wcofm0nYNx9j6oILypXz4GK58JHwEAACAswYOHKg5c+boz3/+s6y1uvvuu3XeeedpypQpkqQBAwbotttu0y233BLT+bZu3aqzzz5bH330kYqLi7VmzRotXLhQhx12mKZOnapZs2alf/HFF2mStHTp0vRDDjkkv6ioaPzUqVPHLlq0KKP5+T755JN0v98fGjJkSOC9997L/PWvfz389ddf7zNu3LjCiooKk5WVdeCsWbOGjx07tvBf//pXzo033jgoPz+/KD8/v+jmm28eKEkrV670jxkzpuikk04aPXr06AnHH3/8mOeffz53ypQp40aNGjVh/vz5Wc3v94477hh42mmnbZ8xY0aVJA0ZMiTw29/+dsPvf//7wZJ00kknjT7rrLNGTp48edzw4cMnvvjii7mnnHLK6P3226+oaUVfVlbWgT/72c+GjR07tnDy5MnjvvzyS58kXX755UNvuOGGQZI0bdq0seeff/6IcePGFebn5xdFx7NlyxbvUUcdtX9BQUHh5MmTxy1YsCCzre2tufzyy4eecMIJY6ZMmTLu+9///piNGzf6jjnmmP0nTJgwfsKECeNff/31bEkqLy/3nHzyyaMLCgoKCwoKCh966KE+knTvvff2KygoKMzPzy+66KKLhjV9bE1/9nfeeWf/0aNHT5g4ceL49957r6Eq9cEHH+ybn59fNHbs2MKSkpKx0e3HHXfcrr///e992/4f1TIqHwF0WqAm0GrLdVTukFwqH+EYG3RR2zXZIwAAQLdy6aWSQ8WBDYqLpT/9qWPH7LfffgoGg9q6dauWLl2qc889d6/bS0pKtHTp0pjONXDgQN1///26/fbb9eKLL6q+vl7nnHOOXnjhBeXl5em2224LXHnllcOefvrpdT/60Y9GzZkz54uJEyfWzps3L/uiiy4a+cEHH3zW9Hzz58/PmTRpUpUkHXzwwdXXXnvtxtLS0uyHH354vSRVV1d7DjrooMr77rtvwzvvvJP12GOP9V+4cOFya62mTp06/sgjj9wzYMCA4Jdffpnx5JNPrp06deq6SZMmjX/00Uf7l5aWrnjsscf6zJ49e8jhhx++pun9Ll++PPMHP/jB9qbbZsyYUbV69eqGoK+8vNy3aNGiFY899lif008//YB58+atmDp1avWkSZPGv/fee5kHH3xwdXV1tefrX/96xf/+7/9+9ZOf/GT4//7v/+bddtttm5r/3Kqrqz0rVqxY9sorr+RceOGFY1atWrX0qquuGjp58uSqN998c83cuXNzzz333DErVqxY1tr2tv5dVq1albFgwYIVOTk59nvf+96Yyy+/fMsxxxxTsWrVKv8xxxyTv3bt2qXXXHPNkF69egU/++yzZZJUVlbmXbduXdqNN944bOHChcvz8vIChxxySMEjjzzS55xzztnV9Gf/xRdfpJ133nljFi5cuLxfv37Bgw8+eOyECROqJOmWW24Z8vrrr382ZsyY+m3btnmjYzrooIMqb7nlliGStsT0n6sJKh8BdFoslY85Q3KofIRjwm3XLggfJRacAQAAgOusXLlSS5Ys0be+9S0VFxdrzpw5/o0bN6aVl5d7Fi1alHPKKafsP27cuMKf/vSno7Zu3bpPP/CmTZvS8vLyAq2d3+v16rzzztspSf/+979zvv3tb+/q1atXqHfv3qHvfOc7O+fPn58rScOGDaudNm1atdfrVUFBQfURRxyx2+PxaMqUKVUbNmxI78xj+853vrMreo7+/fvXNz3/mjVr0iUpLS3NRtu0p06dWvnFF1+0eOVx5pln7pCk4447rqKiosKzbds274cffph7wQUXbJek448/fs+uXbt8O3bs8LS2va2xHnvssbtycnKsJP3nP//p9Ytf/GLkuHHjCr/3ve8dUFFR4S0vL/e8/fbbvS677LKt0WPy8vKC7777bvb06dP3DB06NJCWlqbTTjttx1tvvZXT/Gf/9ttvN+yXkZFhv//97++InqekpKTirLPOGn3HHXcMCAQa/ymHDBkS2LJlS6d6wKl8BNBpwdpgTG3Xn734may1MizCgS6w1krBkDvCR9quAQAAup2OVijGy9q1a+X1ejVw4EAVFhZq4cKFmjlzZsPtCxcuVFFRUafOba1VUVGR3n//fUnSkiVLqidMmLBqx44dntzc3EB7FXuZmZmh8vLyVi8S/X5/KJa5Bv1+f8Mf0x6PRxkZGVYKB2jBYHCfC8tx48ZVl5aWZp199tm7otv+85//ZB1wwAHV0e+bnqP5+QOBgJEkn89nPZ5wLujz+Rq2N9f82tbpa93s7OyGFYWstfrvf/+7PCsrq0sXGLH+7B977LH18+bNy547d27vqVOnFi5cuHDZ4MGDg9XV1Z6MjIxQuydoAZWPADot1srH+sp61e3p8Jy0wF6CdcHwZzeEjzJUPgIAAMBxZWVl+slPfqJLLrlExhhdfPHFeuihhxoWi9m+fbuuvvpqXXXVVZ06/9ixY1VWVtYQPtbX16u0tDSjX79+oeHDh9c9+OCDfSUpFArp/fff32fuwqKioppoFWF7Dj/88IqXX365z549ezy7d+/2vPzyy30PP/zwTs3ZdcUVV5Q9+eST/d97771MSdq8ebP3uuuuG37FFVds7sz52vP444/3lcIrbOfm5gb79+8fPOigg/b87W9/6y+FF9rp27dvoF+/fqHWtsd6XzNmzNj9u9/9bmD0++hjPOyww3b/8Y9/bNheVlbmPeSQQyoXLFiQu2nTJl8gENDTTz/d75vf/OY+rYiHHnpo5YIFC3I3b97sra2tNf/85z8b5nJcunRp+hFHHFH5pz/9aWPfvn0Da9eu9UvSsmXL0seOHVvd/FyxoPIRQKcFagLypnvb3Cd3aK4k6a3fvKXMfq3Pq+tL9+nACw5URu995iwGJIUrbSUpIJ/isOCbs8geAQAA4JDq6moVFxervr5ePp9P55xzji6//HJJ0pAhQ/SPf/xDs2bN0p49e2St1aWXXqrvfe97nbovv9+vZ555Rj//+c9VXl6uioqKzJ/+9Kc5JSUlNY8//vjaWbNmjbr11luHBAIBc+KJJ+74+te/vlcYdcwxx1Rcc801I0KhkKIVhK2ZMWNG1Zlnnrl9ypQp4yXpnHPOKfvGN75RvXLlyg6XGowaNar+wQcf/PzCCy8cXVlZ6bHWmosuumjLmWee2eWVrluSkZFhx48fXxgIBMycOXM+l6Rbb71141lnnTW6oKCgMDMzM/TQQw+1uT1Wc+bM+fJHP/rRyIKCgsJgMGgOOuigPQcffPD63/3ud5vOP//8kfn5+UUej8ded911G88999xdv/71r7867LDDCqy15qijjtrVtBo0atSoUfVXX331xunTp4/Pzc0NRud7lKTLLrts+Lp169KttWbGjBm7p0+fXi1J8+bN6/Xd7363Uz9PY7vB1VFJSYktLS1N9jCAHueRox9RXUWdLnjvglb32bpkq+aUzGkIjtpywsMnaPI5k50cIrqRyq2Vun3Q7XrVc5zeD05L9nDa9IPsZzXCu1Gzd/8s2UMBAABAFyxfvlzjx49P9jCSZsmSJVUTJkxY3pFjzj///BEzZ87cdcIJJ3TLlUenTZs29vbbb//y0EMPrWp/7+6hurraTJ8+fWxpaemKtHYqQT7++OMBkydPHt10G5WPADotlrbrgRMG6rqK6xQKtl5VXrG5QneOvlP1VfVODxHdSKAmMtlxDPOUJJsxRoY5HwEAANAD3XzzzZvefvvt7GSPA85ZvXq1f/bs2V+1Fzy2JvWv4ACkrEBNQFkDstrdz+PzyONrveQ+PTc8JUgs1ZHouQK17gkfabsGAABATzVixIjAWWedFZd251Tw4Ycfrkz2GBJt4sSJtRMnTqzt7PEsOAOg0wI1AfnSux4EReeNbKhsA1oQ/f9h0lI/fLQyMqSPAAAAAED4CKDzgrXBdtuuYxENMBsq24AWuCl8NMZItF0DAAAAAOEjgM6LZc7HWHh8Hhmvoe0abYr+/3BD+GiNIXsEAAAAADHnI4AuCNQEZNK8qm1j5gevN7Yp+nzpPiof0aZo5aPHn/q/uozEpI8AAAAAICofAXRBTUVA99znU0aGWv3o3Vtav779c3nTvcz5iDY1ho/eJI8kBuH0MdmjAAAAQDfg9XpVXFysoqIiTZ48WXfccYdCoVDD7e+++66mTZumcePGady4cZozZ44kafbs2SouLlZxcXHDOYqLi3XXXXftdf7a2lodddRRKi4u1pNPPtnl8T7yyCN9rrzyyiFdPlEHnXTSSaP/9re/9ZWkadOmjX377bfbXB110aJFGePGjSscP3584dKlS9MTM8qwdevWpR177LH7OXGuF198Mffwww8/oK193nvvvcwnn3yyd/T7Rx99tPd11103uDP3t3HjRt8hhxyS35FjYiofMUbHSrpTklfS/dbqlma3p0t6WNJUSdslnWat1kVuu1bSBZKCkn5urV4zRiMi+w9S+OpsjrW6M7L/k5LGRk7dR9Iua1XckQcFIDGCdQEF5NMNN4SDxuY+/1y67z5p7Vpp5Mi2z+VL99F2jTZFK2O9Lqh8FG3XAAAAcEhmZqYWL14sSdq6davOPPNM7d69WzfddJM2b96sM888U88//7ymTJmibdu26ZhjjtGwYcN0/fXX6/rrr5ck5eTkNJyjuUWLFklSq7d31B/+8IfBL7/88mpHThZHTz/9dJ/jjz9+52233bap6fZQKCRrrbze+BU9jB49uv7VV19dG7c7aKa0tDSrtLQ0+7TTTiuXpMhq5J1akXzo0KGBQYMG1b/++uvZRx99dGUsx7Rb+WiMvJLulnScpEJJZxijwma7XSBpp7U6QNIfJd0aObZQ0umSiiQdK+kvkfMFJF1hrQolTZd0cfSc1uo0a1UcCRyflfRcLA8EQGJZa6VAUAH5dN110rXX7vtx4YXhfSsq2j+fL4PwEW2LVj56HVhhPe6Moe0aAAAAjhs4cKDmzJmjP//5z7LW6u6779Z5552nKVOmSJIGDBig2267Tbfccks7ZwrbunWrzj77bH300UcqLi7WmjVrtHDhQh122GGaOnWqZs2alf7FF1+kSdLSpUvTDznkkPyioqLxU6dOHbto0aJ9SlA++eSTdL/fHxoyZEhAklauXOmfPn16QUFBQeHXv/71glWrVvmlcJXieeedN+LAAw8cN3z48InRisWmdu/e7fnmN795wNixYwvz8/OL7rvvvr6S9M4772R97WtfG1tUVDR+xowZ+dHxdcSTTz7Ze86cOYMeeuihvIMOOqhg5cqV/tGjR0848cQTRxcUFBStWbPG/+Mf/3h4fn5+UUFBQWH0vl988cXcr33ta2OPPPLI/YcPHz7xpz/96bB77rmn38SJE8cXFBS0WEH50ksv5YwbN64wWmW5c+dOz8qVK/35+flFknTXXXf1P+qoo/Y/+OCD84cNGzbxt7/9bd6NN944aPz48YWTJ08et2XLFq+0dzXnpk2bfMOGDZvY/L7mz5+fVVxcPG78+PGFBx544LiPP/44vaamxvzud78b+n//9399x40bV3jffff1veuuu/r/4Ac/GNnZf6MTTjhh18MPP9w/1p93LFdw0ySttlZrJckYPSFppqRlTfaZKenGyNfPSPqzMTKR7U9Yq1pJnxuj1ZKmWav3JW2SJGu1xxgtlzSs6Tkjx58q6YhYHwyAxIkGhUF55fe3vE9ubvjznj3tn4+2a7THdeEjpY8AAADdyquXvqrNizc7es7BxYN17J+O7dAx++23n4LBoLZu3aqlS5fq3HPP3ev2kpISLV26NKZzDRw4UPfff79uv/12vfjii6qvr9c555yjF154QXl5ebrtttsCV1555bCnn3563Y9+9KNRc+bM+WLixIm18+bNy77oootGfvDBB581Pd/8+fNzJk2aVBX9/qKLLhp51llnbf/Zz362/U9/+lP/iy66aMSbb765RpK2bNmSVlpaumLx4sUZJ5544gHnn3/+zqbneu6553oNHjy4/t///vdqSdq+fbu3trbW/PznPx/50ksvrR46dGjgvvvu6xsdX0d+hqeddlr5ggULynJycoI333zzlpUrV/rXr1+f/sADD3x+5JFHrnvooYf6fPrpp5nLly9fumnTJt+0adPGH3300RWStGLFiswlS5YsHThwYGDUqFET09PTt3366afLf/Ob3wy84447Bj744INfNr2vO+64Y/Bdd931xdFHH11ZXl7uycrKCm3dunWv8Xz22WeZH3/88bLq6mrP2LFjJ/zP//zPV8uXL192wQUXjLj33nv733DDDXsf0IrJkyfXfPTRRyvS0tL0/PPP51511VXDX3vttTXXXnvtxtLS0uyHH354vRQOPLvyb/SNb3yj8uabbx4a6887liu4YZKa/uA2SDqotX2sVcAYlUvqH9n+QbNjhzU90BiNlnSgpAXNznmIpC3WalVLgzLGXCjpQkka2V4/JwDHNQSFab5wztKCnJzw55gqH1lwBu2IBt5OrLCeEFQ+AgAAwGVWrlypJUuW6Fvf+pYkqaKiwj9o0KC08vJyz6JFi3JOOeWU/aP71tXV7XMluGnTprS8vLyGC7tFixZlv/LKK2sk6aKLLtpx0003DY/edvzxx+/yer2aOnVqzfbt2/epXpwyZUr19ddfP+Kiiy4aNnPmzPJjjz224qOPPspYtWpV5hFHHFEghVuk8/Ly6p147EOGDKk78sgjKyXpnXfeyT311FN3+Hw+jRgxInDQQQdVvPvuu1m9e/cOTZw4sXLUqFH1kjRy5Mja4447rlySJk+eXP3WW2/lNj/v9OnTK6688soRp5566o4zzjhj5/777x9qvs/BBx+8p2/fvqG+ffuGcnJygqeccsouSZo4cWLVJ5980ubclU3t2LHDe9ppp41Zt25dhjHG1tfXt3K13qgz/0ZDhw4NbN26tZUypH0l9QrOGOUo3Fp9qbXa3ezmMyQ93tqx1to5kuZIUklJCVd4QIJFg0KT1vrLSEcqH2m7RnuigbcrwsfWEnkAAAC4VkcrFONl7dq18nq9GjhwoAoLC7Vw4ULNnDmz4faFCxeqqKioU+e21qqoqEjvv/++JGnJkiXVEyZMWLVjxw5Pbm5uYMWKFcvaOj4zMzNUXl4e0x/sGRkZDVmObeGN+0mTJtX+97//Xfbss8/2/p//+Z9hb7755u5TTz111wEHHFC9ePHiFR17ZO3LysraJxRsSXp6esNgPR5Pw+PweDwKBoP7XAj89re/3XzCCSeUv/DCC70POeSQcS+99NKq5vfl9/tbPWcgEDCS5PP5bDAYvmauqqpq8YLj6quvHnbYYYfteeONN9asXLnSf8QRR4xtab9YtfZvVFVVZdLT02P6eUmxrXb9laQRTb4fHtnW4j7GyCept8ILz7R6rDFKUzh4fNTaved1jJzj+5K6vswSgLhoWHm4jfAxOzv8OZbKR9qu0Z7o/4+0DDesdm1kqHwEAACAw8rKyvSTn/xEl1xyiYwxuvjii/XQQw81LBazfft2XX311brqqqs6df6xY8eqrKysIXysr69XaWlpRr9+/ULDhw+ve/DBB/tK4YrD999/P7P58UVFRTVr1qxpmPfwwAMPrLz//vv7StK9997br6SkJIarw7B169al5ebmhn7605/uuPzyyzcvXrw4a9KkSTU7duzwvfnmm9mSVFtba0pLS1tY/rTRiSeeOHr+/PkxVw9K0qGHHrrnmWee6RcIBLRx40bfhx9+mHPIIYfEtLhKc0uXLk2fNm1a9ezZszdPmjSpcsmSJW2OtzUjRoyo/fDDD7Ml6dFHH91njkxJ2r17t3f48OF1knTvvfcOiG7v1atXsKKiosUMsDP/RkuWLMkoKCiojnXssYSPH0nKN0ZjjJFf4QVk5jbbZ66k6CQDJ0uaZ61sZPvpxijdGI2RlC/pw8h8jg9IWm6t/tDCfR4laYW12hDrAwGQWA3hYxsrD3u9UmZmjJWPtF2jHdH/H+4IHyXmfAQAAIATqqurVVxcrKKiIh111FE6+uij9etf/1qSNGTIEP3jH//QrFmzNG7cOB188MH64Q9/qO9973udui+/369nnnlGV199tSZPnqyTTz4586233sqRpMcff3zt3/72twHRBWCeffbZPs2PP+aYYyqWLl2aFQqFi+L++te/rn/kkUcGFBQUFD7++OP9//KXv3zZ/JjWLFy4MLO4uHj8uHHjCmfPnj30hhtu2JSRkWGfeOKJNddcc83wsWPHFhYVFRVGx9ea5cuXZ40cObJDrdnnnHPOrqKiourx48cXffOb3yy46aabNowcObJTF6y33XbbwOjCNWlpafbkk0/u1CrT11xzzZYHHnggb/z48YXbtm1r8UL86quv3nzjjTcOHz9+fGEg0Djc4447bs9nn32WGV1wpukxnfk3euONN3KPPfbYmB+Haam0dZ+djL4t6U+SvJIetFazjdHNkkqt1VxjlCHpEYXnbtwh6fQmC9RcL+mHCq9wfam1esUYzZD0jqRPJUXLNK+zVi9HjnlI0gfW6q+xPIiSkhJbWloa40MG4IQtn2zRXyf/Vf8Zfqpe/3J8q/sNGiR9//vSPfe0fb7HvvuYKjZV6MKFFzo8UnQXb1z9ht7+/YfacO71+tvfkj2atp076BWN3PGJflN/dbKHAgAAgC5Yvny5xo9v/Xqnu1uyZEnVhAkTlnfkmPPPP3/EzJkzd51wwgkxlKHE144dOzxnnXXW6FdeeWVtssfSnZSUlIx95ZVXVufl5e0zd9rHH388YPLkyaObboupDz8SCr7cbNsNTb6ukXRKK8fOljS72bZ3FakLaeWY82IZF4DkiXXl4Zyc2Od8pPIRbQnUBNpcXT2VGFa7BgAAQA918803b3r77bezkz0OSerXr1+I4NFZGzdu9P3iF7/Y0lLw2JpY2q4BYB8Ni3+kt90Cm5vbgdWumfMRbQjUBBSQzxXhoyRWuwYAAECPNGLEiMBZZ53VqdZipL6hQ4cGzjnnnF0dOYbwEUCnNCz+kelM5aM33ctq12hTsDbonvAxMrkxAAAA3C+W6eoASKFQyKhxesUGhI8AOiXaIu1rJ3yMtfLRm+6l7RptCtQEFLDuCR+pfAQAAHC/jIwMbd++nQASaEcoFDJlZWW9JS1pfltMcz4CQHMdqXz84ov2z+fLoO0abQvUBFTvkspHw2rXAAAA3cLw4cO1YcMGlZWVJXsoSbF582ZfMBgckOxxwBVCkpYEAoEfNb+B8BFAp0SDwvQsZyoffek+2q7Rpvpq97RdW2NkCB8BAABcLy0tTWPGjEn2MJKmsLDwU2ttSbLHAXej7RpAp0TDR3874WOH5nysC9LOgFbVVoUXnMlOiXXz2maMofARAAAAAET4CKCTolWK7YWP0crH9jJFX4Zvr/MCzdVVBRSU1xXhY7jvmvQRAAAAAAgfAXRKtPIxI8fb5n45OVIgINXWtn0+X3o4fGTRGbQmUOOeykcZseAMAAAAAIjwEUAn1VdHwsfs9isfpfbnffSmh0NMKh/Rmvpq94SPxhiZZA8CAAAAAFIA4SOATqmrCigko/Sstl9GcnLCn9ub95HKR7THXZWPtF0DAAAAgMRq1wA6qbYyHAT1zmy7vita+bhggbR9e+v7bSmLhI81hI9oWbAuqIBr5nwUlY8AAAAAIMJHAJ1UWxle/CMzs+398vLCn884o+39CuXVqaLtGq0L1bqn8tGYcPRorW34GgAAAAB6IsJHAJ1SWxUOgjIy2t5vxgxp3jypsrL1fbZvl353Hm3XaFuoLqCgfA2t/CktGj6GrIyX8BGIt+fOfk5bl2x15FyFJxfq0F8d6si5AAAAQPgIoJPqq4MxhY8ej3T44W3vs3Wr9BuFF5yh7RqtsQH3VD429Fwz7SMQd9Zaffrop+o/tr8GjBvQpXN9teArLX9uOeEjAACAgwgfAXRKXaTysb2261j4/VIg8nJE2zWastbqtctfU/m6cilkXRM+Nm27BhBfoUBIkjTp7EldDg2fOvkpbVuxzYlhAQAAIILwEUCn1FfH1nYdi/R0KSjarrGv6h3VWvCnBcoZkiM7eLDWbR6lrKxkjyoGTdquAcRXqD4cPnrSPF0+ly/dx5tgAAAADuv6X2kAeqRAjXPhY7jykbZr7Cta0XTorw5VxVk/VlnmKHnc8JsrusgM2SMQd8H6cFjoTfN2+Vxev1fBOsJHAAAAJ7nhEg5ACgrUBB1ru/Z6pZCh7Rr7ioaPnjSPKivlipZrSTKR365UPgLx52Tlo8fvIXwEAABwGG3XADolUBtQUBmOVD5KkknzSXXSG798Q+/89h1Jksfn0bf//G2NOHiEM3cC12kIFXwuCx/FnI9AolD5CAAAkNoIHwF0SrDWubZrSarN6K3asVM19IDK8AYrrXh+hdb+ay3hYw/WUPnosvBRHtqugURpWiHdVYSPAAAAziN8BNApoVrnVruWpLR0j3Z+47s67Z7Gbb/L/Z2qd1Q7cwdwpWio4E3zqrJSyslJ8oBi1DDlI23XQNxFK6SpfAQAAEhNzPkIoFNC9c5WPvr9Ul3d3tsy+2eqZkeNM3cAV4q2U7qu8tHQdg0kSsPrhFOrXdcFee4CAAA4iPARQKfY+oAC8joWPqantxA+9stU1fYqZ+4AruTeBWci4SOVj0DcNZ0btqu8fu9e5wQAAEDXET4C6BQbh8rH2tq9t2X2y6Ttuodz64IzkfVmmPMRSACnF5yRROs1AACAg5jzEUCn2PqAgvIpLc2Z87XUdp3VP0ubN2x25g7gSk0XnKmocFP4SNs1kCjRNymefMYj80nXzmU/IHwEAABwGuEjgA6z1soEgzI+X8PCGl3VUtt1Rr8MKh97uOYLzrglfDSGtmsgUaKVj4886tWaLp6rRF59V4SPAAAATqLtGkCHNVyUpTn3/kVbbddUj/Vcbl1wxtB2DSRMfU34TYpzzvUoGFSXPiYdSOUjAACA06h8BNBhgZqAJMnjcPjY0oIzNmhVu7tWGb0dmlwSrhINFb51jEeBgJSTk+QBxcpD2zWQKHU14aDQl+6Vp4tvq3sicz4GagNdHRYAAAAiCB8BdFiwNnyhZ/zOvYSkp0uVlXtvy+qfJUmq3lFN+NhD7SkPh4/jJ3j0/SOlc85J8oBiRNs1kDh11eHXCV+6c6tdU/kIAADgHMJHAB3WUPno7/rKolGttV1L4fCx75i+jt0X3KO+NhwqHPktj37+2yQPpiOifddkj0Dc1UcrHx34nRRdMZvwEQAAwDnM+Qigw6Lhoy89/m3XklS9nUVneqpAXTh8TPO769dVQ/ZI5SMQd3WR6RnSqHwEAABISe66mgOQEqLho9fB8LGl1a4z+zdWPqJnilY++tKdq7JNBMOcj0DC1DeZ87GroucgfAQAAHAObdcAOiw6Eb83I/6rXUvSwnsXav1/1jt2X4mU0SdDh91wWEMrHzomUBttp3TZe2W0XQMJE32TIi3DgcrHyJtqhI8AAADOIXwE0GHRysc0h8PH5pWPWQOyNLRkqLZ8skVbPtni2H0lSrAuqLqKOo3//ngNOXBIsofjSg1t1w60UyYSbddA4kQrH9OcrHysJXwEAABwCuEjgA5rCB8z4xs+erwezfpolmP3kWirXlmlx779GBU0XdDQdu2yysdo23V9Vb3qq+qTPBp0F8Zj5HPwTZ/uouFNCgcqH2m7BgAAcB5/wQLosHiEj+np+7Zdu53HF74QDgVCSR6JewUdDBUSyhsOMP5S9JckDwTdipFOf/50jT1+bLJHklKi4aPfgQrpaPgYraYEAABA1xE+AuiwaDtaWqZz8xi2VPnodtF5HkP1hI+dVd/Qdu2uOTNrRxXo3dxjdeOvAskeCrqJ+up6vXXjW9qxZkeyh5Jy6qO/kzK6/jrhz/CqTlJdNeEjAACAUwgfAXRYtPIxPdvZtutgMPzhdVfO1Kpo5WOwnovYzoq2Prqu7TojXZ9kHqRvXJXskaC7qKuo01s3vkUldQsCkekZ/JkOVD4SPgIAADjOXVdzAFJCQ/iY5WzbtdS9qh89abRdd1UwUjXqd1nbtTFSiH92OKjh9YRK6n0E6pxbcMYfqeivraRqGQAAwCnuupoDkBLqq+NT+Sh1s/DRR1jQVU4uJJFIxkiWha7hoOg0DlRS78vJysdo6zZzPgIAADjHXVdzAFJCtCIkI4fwsS0Ncz5S+dhp0crHNAcWkkgkj4fwEc4yHiMZ3sxoSbAuqJCM/H7T5XNF5zImfAQAAHBOTFdzxuhYY7TSGK02Rte0cHu6MXoycvsCYzS6yW3XRravNEbHRLaNMEbzjdEyY7TUGP2i2fl+ZoxWRG67rYuPEYDDaiqcDx+jbdfdacXraJsklUqdF6wPORYqJBJt14gHb5qXNzNaEKgLKSiv0tK6fq70SPhYR/gIAADgmHaTA2PklXS3pG9J2iDpI2M011ota7LbBZJ2WqsDjNHpkm6VdJoxKpR0uqQiSUMlvWmMCiQFJF1hrf5rjHIlLTRGb1irZcbocEkzJU22VrXGaKCDjxeAA2oqA7KSMrKdq0brjpWPDW3XhAWdFg4fPfK5bHk02q4RD540D29mtCBYH1RIHkfCx+gUDwHCRwAAAMfEkhxMk7TaWq21VnWSnlA4HGxqpqS/R75+RtKRxshEtj9hrWqt1eeSVkuaZq02Wav/SpK12iNpuaRhkeMvknSLtaqN3L618w8PQDzUVQUVkE9ZWc5Vo3XH8LGh7Zo2yU6LhgpuCx9pu0Y8eNO8vJ60IOhg5aPfbxSQl7ZrAAAAB8USPg6T9GWT7zeoMSjcZx9rFZBULql/LMdGWrQPlLQgsqlA0iGR9u23jNHXYnokABKmtjKggHzKyHDunN2y7ZrKxy4L1TsXKiQSbdeIB4+PyseWhBysfPT7pSDhIwAAgKOSWktijHIkPSvpUmu1O7LZJ6mfpOmSvibpKWO0n7Wyex9rLpR0oSSNHDkycYMGoLoq58PH7lj5yJyPXUfbNdDIk+bhzYwWBB18kyItLRw+Bmp53QYAAHBKLJWPX0ka0eT74ZFtLe5jjHySekva3taxxihN4eDxUWv1XJN9Nkh6zlpZa/WhpJCkAc0HZa2dY60tsdaW5OXlxfAwADilvjocPmZmOnfObhk+UvnYZaGAO8NH2q4RD7RdtywUeZPCycpHwkcAAADnxBI+fiQp3xiNMUZ+hReQmdtsn7mSzo18fbKkeZFKxbmSTo+shj1GUr6kDyPzQT4gabm1+kOzcz0v6XBJiixO45e0rcOPDEDc1FcHFZSXtut2MOdj10XDR9qugUjlI68n+wjWBx2vfAzWET4CAAA4pd1aEmsVMEaXSHpNklfSg9ZqqTG6WVKptZqrcJD4iDFaLWmHwgGlIvs9JWmZwitcX2ytgsZohqRzJH1qjBZH7uo6a/WypAclPWiMlkiqk3Ru85ZrAMkVqKHtOhbRykfarjsvRNs10IA5H1vm5JsUtF0DAAA4L6bLuUgo+HKzbTc0+bpG0imtHDtb0uxm296V1OIyuZEVtc+OZVwAkiMaPtJ23bbonI+0XXcebddAI2+al9eTFthA0LHXiWjbdYjKRwAAAMfE0nYNAHuJZ+Vjd2q7bpjzkTbJTgsFWe0aiKLtumWhgLMLzgTko+0aAADAQS6rJQGQCoJ1AQWUEZc5H7dvD39Iks8n9e7t3H0kmjFGxmuoVOoCJyuaEom2a8SDN81L23ULrINt19HKR8JHAAAA51D5CKDDQnXOVz5mZ4c/X3SRNGBA+KNPH+nJJ527j2Rgjrauoe0aaETlY8tsILzgjNfb9XNF53wM8boNAADgGJddzgFIBdHw0ck5H4cNCweNW7aEvw8Gpcsuk1avdu4+koE52rrGBt0ZPtJ2jXjw+Dy8nrQgFAzJGmdeJBrDx3pHzgcAAADCRwCdYOsDCsrraPgoSaee2uQ+rHTllVJVlbP3kWgeH5VKXRFtpzQtLlGWutw2XriDN82rusputCqXUwJBWU+6I6eKtl3Xb9msFy54Ya/bRhw8QlMumOLI/SB1ffHOF1r18qoWbxvx9REae/zYBI8IAAD3I3wE0GG2PqiQ8TnS4tYaY8Kt2JWV8buPRPCkUanUFTYYkjVx/I8WJ57IpCbWEkTCObRdtyz8OuHMTEJpadI6jdZY3xatfX1tw/bqndVa9dIqwsceYN7187T+3fXypu39uydYH1TvEb0JHwEA6ATCRwAdZgMBKS3+Lx9ZWe6vfGSBiK6xwaCsx5/sYXRYNHAMhRTXkB49C68nLbPBoORx5onm90vv6WCdeP3BuuzKxu2vXfGaFt670JH7QGrb89UeTThtgk56/KS9tr962ata9MCiJI0KAAB3Y8EZAB1mAgGZBISP3aLykbbrrgmGJIcqmhIpGj6y6AycxJyPrQiFGsuNuyi6YnbzKR/9OX7VV9bLhnhSd2fWWlVsrlDOkJx9bsvok6G6PXUKBXkOAgDQUe67ogOQVNZaKRiQSYt/OVd3qHyk7bprbCgk61CokEhN264Bp9B23YpgUNahEuNo+FjXbGrN9NzwnJLMudm91e2pU31VfcvhY+8MSVLt7tpEDwsAANdz3xUdgKQK1YdkJHn8ial8dH34SOVj17i88pEVr+Ek2q5b4WDlo8cTniqhpcpHSaqrIHzszvZs2iNJyh2Su89tGX3C4WPNrpqEjgkAgO7AfVd0AJIqUBOQJHkTED5mZbm/7dqb5qXysQvClY/umzSRtmvEA5WPrQgGZbzO/UmblrZv5SPhY89QsalCklptu5YIHwEA6AzCRwAd0hA+plP5GAuPz0OlUlc4WNGUSLRdIx6Y87FlJhRybMEZKRw+7lP5mBsJH/cQPnZnVD4CABAf7ruiA5BUgdpw+OjLoPIxFsz52DUmGJQcrGhKFNquEQ+eNN7MaImxzr5O+P20XfdUsVQ+1pYz5yMAAB3lvis6AEkVrXxMVPjYHSofaZPsAuvOykfarhEP3jQvryctCYVkfLRdo+v2bNojb7q3IWhsispHAAA6z31XdACSKpHhY3a2+ysfmfOxi2i7BhpQ+dgyjw3KOLTatdRy5WN0tevaPVS9dVehYEjl68qVMzhHJvoOUhPpvcP/BwgfAQDoOPdd0QFIqmj46M+K/yIg3aXykbCg80wo5OhCEolC2zXigTkf92VDVsZaGZ+zcz5S+djzPHv6s1r2zDL1HtG7xdvTexE+AgDQWe67ogOQVMHacJDmz0xM5WNtrRR0cXbHnI9dZEOunvORykc4Kdp2bfmP1aCmPBwE2fR0x87Z4oIzhI/d3talWyVJ37nnOy3e7vF6lN4rnfARAIBOcN8VHYCkaqh8zE7MnI+Su6sfmfOxa0wo6MrKR9quEQ+etPB/LBvkP1ZUzc5I+JiR6dg521xwhtWuu62qsipN/fFUDZwwsNV9MvpkED4CANAJ7ruiA5BUdVXh8DEjAeFjdnb4s5vnffSmeWm77gJjQ47O5ZYotF0jHrxp4ecCrymNqndUh79wMHxsqe3a6/fK6/dS+dhNhYIhVW2vUlZeVpv7ZfTJYLVrAAA6gfARQIdU7wmHj+lUPsaEOdq6Jhw+uu9XFW3XiIdo5SOvKY2i4aPJim/loxSufiR87J5qdtZIVsrOy25zv/TetF0DANAZ8U8PAHQrVZHwMSMnceGjmysfPWm0XXdWKBiSUXieLbeh7Rrx4PFFwkdeUxpU73Q+fGyp8lGS/Ll+2q67qcqy8B8asVQ+7vp8lyq3tv+HiT/Xr7TMNEfGBwCA2xE+AuiQmgSGj9G2azdXPnrTvFQpdVL052Z87gsfabtGPNB2va9o5aMn29nwsbp63+1UPnZfVWXhPzTaq3zMGpClz/7vM90+6PZ2z5nZP1NXbLxCXr/7pg4BAMBphI8AOqS6Ihw+ZvWK/x/T3aHy0fgMQUEnNYSPLqx8pO0a8dDQdt1DKx83lm5UxZaKhu89Xo/2fLVHkmSyMhy7H79f2rBBmj+/+Q3phI/dVNPKx3vvlf7xj5b3O3LqYfrO3UPbPd+GDzbok0c+UcWWCvUe0dvJoQIA4EqEjwBismHBBv37hn9r84qdkqSsXCofY0HlY+dFK1E8Lqx8pO0a8RCtfOyJrylV26p037T7pBaeU/VKU1qGc7+T+vWTXnlFOuKIvbf/OMuvr2Ww2Eh31LTy8YEHpM8/lyZN2nuflSulOWv66MaNX2v3fL2G99Inj3yiyi2VhI8AAIjwEUCMPvu/z7Tm9TXqM2mEPl4/XF/rnx73++wOlY8eH3M+dkbt7lrdOeZOSZJJ9yd5NB1H2zXiIRrE98Rq6sqySslKR8w+Qvt9az9J0hPHP6GKzRWqMZlKc3BqvbvvlmbN2ndb5T/9qquoaPkguFq08jGzf6Y2bZK++13pb3/be59f/lL6859jO1/2oPC7p00rdQEA6MkIHwHEpK6iTum90jXxjz/UpUdKv2h7WiRHdIfKR08aq113xp6N4VbKLzPzFdh/YpJH03G0XSMeenLbdXSF4cEHDtawrw2TJA0YP0AVmytUrQxlOBg+9u4tHXbY3tvmzZM+fZo5H7urqrIqpfdKlyfNp82bpSFD9t2nTx+ppib8kdFOl3/OoBxJimlhGgAAegLCRwAxqauokz/X3xAEZjo3t3+ropWPK1dKixbF//7iYU+Fp0dWKXVVNGhYkvU1TchyX+UjbdeIh57cdl1bHm53zujdmPr0L+ivdfPXqVqZyo3zosK9eklVylTFlkrZkJXxmPjeIRKqqqxKWXlZ2rZNCgSkoS1M69i3b/hzeXn74WP2wPC7p5VbCB8BAJAIHwHEqK6iTv4cf8MKoIkIH3Nzw6uO3npr+MONjpRXh/p6XlDQVdU7w//RqkOZ8rnwNxVt14iHaOVjT3xDI/qGREafxtSnX34/SeGQ38m265bk5kpbNVCBqnrtXLtT/Q7oF987RMJ88ugnWvLEEg2fPlwbN4a3tVT5GA0fd+6UBg1q+5xpWWny5/hpuwYAIMKFl3QAkqF5+BitSoynzEzp/ffDq4660bJl0hvXeWQDIVlrZQyVMrGq2RkOGipDGa4OH6l8hJOicz72yLbr8vBrQnrvxvmG+xf0lyRlqUq9esX3/nv1krYqnDht+XQL4WM38u5v35UkjT1hrDZtCm9rqfKxT5/w5127Yjtv9qBsKh8BAIhw4SUdgGSIho+JbLuWpKlTwx9uNGaM9Op14bDABq2Mj/AxVtHKx8pgRtwrmuIh2na9Zo1UxxRxcEjZtnDbdU+sfGyx7Tq/MXwcNiy+9x8OH/MkI235ZIvGnzg+vneIhKksq9SUC6doxtUz9MAD4W3tVT7GImdQDuEjAAARhI8AYlK+tU5f7c7RvPvD3ycqfHSzfv2kkCKVSoFQQ9US2hetfKwIurPtOvr8OOqo5I4D3csoeXS+euacjzW7amS8RmnZje9G9BnTR5K0UFP0nRYq1ZzUq5dUL78yhvbT1k+2xvfOkDA2ZFW9vVrZeeE5GqOVj60tOCN1rPJx+2fbuzxGAAC6Axde0gFIhh1b6vT5Dr92ZYQDlXi3uHUH4fCxsVLJl8FLbqyqd1YrLStNtfVeV4aPM2dKzzwj1dYmeyToLqyVrj07suBMD227zuidsdf0Fb50n0bdd73mz/Lq3gRUPkqSf8QgrXp5lf4y4S9dOl9Gnwyd8X9nKLMv7+QlU/WOatmQbVggZuPG8O/u9PR99+1o5WP2oGytf2e9QyMFAMDdXHhJByAZQtV18mX7tXp1skfiHpmZkvF6pGDPrFTqipqdNcrom6HAxvgvJBEP6enSSSclexTobn53iUfa1XPbrpvO9xi1cWv4T9lEtF1LUuZh0zR8uJHtwoSu1TuqtW7+Om1etFljjhjj0AjRGZVl4bborLwsPf209OqrLc/3KHW88jFnUI6qtlXpH8f8o8vjhLMOuvQg5R+Xn+xhAECPQvgIIDb1dfL38yd7FK5ijJSR5ZH29MxKpa4Ih4+Zsl/JlZWPQDz06RcOH3vi60nNrpq9VrqO+uqrcCgU70XQcnPDn+uGjtYpt4zu0rl2rt2pu/a/S7u+2NXlcaFrqsrCE1kH/Nk6/9zw75szzmh53/T08JuKsVY+5n87X5//63PV7qYEPpVs/nizMvtnEj4CQIJxSZciAjUBLX5ocbKH0aK++/XV/kfvn+xhIImstfIG6pTRi/CxozJzIuFjD658DNYF9enjnypQHWjYlpadpolnTGx1HszqndVKjywsQfgIhPUd4JXW9szXk9ryWvlzM7RjR+M2jyccPsa76lFqDB/37On6uXoN7yUZqXx9eddPhi6JVj7ecGuWqqqkpUul8W2sJdSnT+yVj8OmDdP575zf5THCWQ98/YGG0BkAkDhc0qWIuso6vXTRS8keRouM1+i6yuvkS+e/S08VqAnIyCqzD+FjR2Vl99zVaaNWPL9CL5z3wj7bcwbnaP9vtfzGRs2uGuUM6y3JnW3XQDz0GxAO63vi60nljhot+Kyvfth/39uOPjr+9+/3SxkZ0u7dXT+X1+9V7pBclX9B+Jhs0RDqvcXZ+tnP2g4epfC8j7FWPiI1ZeVlEfwDQBKQJqWIzL6ZumLTFckexj4+ffxTvX7566rYXKE+o/okezhIkprddZKkHNquOywzp3G1657qqw+/kjfdq5+v/rk8Po92f7Vb95Xcp91ftn4VX7OzRn3GDpZE5SMQ1S+v5y44U7GtRhWBDF18sVRQEN72+OPSBx9IvXsnZgy9ejkTPkpS75G99wkfQ4GQPrrnI9XtqZMvw6epP54qfza/d+Npz+Zw5eOFl2bpd7e1v3/fvrFXPiI1ZeVladPCTckeBgD0OFzSpQjjMcoZnJPsYexjwLgBkqQ9G/cQPvZgZRvC4WPvAVwEdVR2biR87IFhQdSmhZs0ePLgcKuhpIy+4XbqPRtb71+s3lmtR54J75ex7zRvQI/UP8+joKSaqp5X+Vi3p1Y1Stdll0n7RwqmDzpImj49ca8RjoaPo3rvE4B88c4XevXnrzZ8n9EnQwf+8EBn7hAt2rK2UtXKUME4b0z79+kTXhG7rq79fX2+8NQASC3ZedmqLKuUtVbGmGQPBwB6DH4lok25Q8KTHLUVEqD727w+/Fd2n0GEjx2V3atnt13bkNXGhRs1ZOqQhm2+dJ8y+2e2+roSCoRUt6dOlaEMXXGFdNppiRotkNryBoX/bNu9s2e9mWFDVqHqWgU8GRo9unH7QQdJc+dKv/99YsbheOXj+nLZUOOq2TvXhvt5L15xsTL7Z2r9O+uduTO0atv6KlUpSwccENv+AwZIixaFF59p72PECKmKqQVTTlZelkL1IRYCAoAEo/IRbcodGg4fKzZVJHkkSKYtX4bDx/5D0pM8EvfJ6eWRlbT8nyu15ZMtyR5OwlVvr1bdnjoNLRm61/bcobl7hY+BmoBeuvgl1eyoaQhqa02mbrpJys5O6JCBlJU32KvNkta/t0GfPNpz3gwKVAdkJOXkZcjbrEDte99L3Dhyc51ZcEYKVz4G64JaOGeh/Ll++bP92vX5LhmPUd/9+mrkjJH64p0vnLkz7GXLJ1u05dPw7+Ndq8pUqWzlx7jw8bXXNrb9t2XDBumee6R//1v69rc7P1Y4Lzsv/EdF1bYqZfSmtQIAEoXwEW3KGpAlj89D5WMPt21jOHzMG9ZzLnad0mtojsolvfXr+ckeSvIYacQ3Ruy1KXfI3uHjl+9/qcUPLla/A/opLStNe3KHKn3oKIJHoIlBI/xaqDRtePFjbXjx42QPJ+H6jumT1Pvv1SscKjlh0MRBkrTXYoO5Q3OVOyxX3jSvRh4yUitfWKk1b6zpWkBipIETBiotk5W7oh777mN7zTm82zdZgwfHduzYsdJ117W/X02N9NBD0iuvED6mmqwBWZLCiw31279fkkcDAD0H4WOKqK6W7rwz2aNoiVEoO0fvvbZHH/VK9liQLMv/Vaf9FL7wRccMmjpcN+gy/fiH9erbN9mjSQ6Tnq77/7n3nLb123MVWl2mW24Jfx94d7MkqeK0H8rkZOve2dIPjkz0SIHUNnSkT3/UZTrpuCqNL0z2aBLISnf8yaufHNEnqcPo1Utav14Nr1tdM0r+ay6Tra+X6gOqv+uv2rNxj8zokbrlFin01RhJ0j+O/keX78kzvURpM7/T5fN0B3b3HtV9uVveIw6V58BJmvuCVJvVR05P/ZeRIR1xhPTPf0rDhjl7bnRN6Mtw+Pj3eyrl/XcyR4LuzuuVfvnLZI8CSB0xhY/G6FhJd0rySrrfWt3S7PZ0SQ9Lmippu6TTrNW6yG3XSrpAUlDSz63Va8ZoRGT/QZKspDnW6s7I/jdKmiWpLHL666zVy114jK5QVRVu5UhFP1Kuav5boX/8N9kjQbJMVjh8HDCU8LGjxo+Xav29dPuDyR5JajlCOZqhPbruWisroxO0RfspV3+YHS519HioFgGaGzpU6j04U/94JVN6JdmjSSyPR5oxI7ljmDRJevRRJ/9ea3xX9xL11wBt1+J1ffTPayVpiEboh8pQTZfu4Rv6j3p9sEZ3fdC1kXYXBdqkMyXdN28/rZ/XX5L0s5/F577OOEN66aXU/fu+p+qjbF0q6dmHq7Qo2YNBt+b3Ez4CTbUbPhojr6S7JX1L0gZJHxmjudZqWZPdLpC001odYIxOl3SrpNOMUaGk0yUVSRoq6U1jVCApIOkKa/VfY5QraaExeqPJOf9orW536kG6Qb9+4erHVPTcqbnauXaH7itN9kiQLP+9t05vXCql5xI+dlRxsVRRIQV75nozrVp4T67evNyqbF2lsgfl6MGvbVLu8MGq/mf4do8n/EcbgEbp6eG23/r6ZI8k8VLhNeGqq6Sf/zw+55577hAtf2q7Lrq2jx67Ibp1RFuHxKT07h3615WvavOKXeo9qk+Xz+d2787eqP/Mlj7dOkT+SEF+epymsz7rLOmUU6RQz1ofKuXVVWbpjwOkP/ymUtOvTPZoAKDniKXycZqk1dZqrSQZoyckzZT2Ch9nSrox8vUzkv5sjExk+xPWqlbS58ZotaRp1up9SZskyVrtMUbLJQ1rds4exZhwi0Yq6j0iR+vf+lxfvL4y2UNBkpQt3ihJ8ueQBnVGWlr4A436jQovZrX6haXqPbK3tq/YprHHF6Ts6yCQKrxe7bPoChInXq9RIw4aquVPLVH//Xs7eh8Fx47Rv66UPr7/Q406ZJRzJ3ap9fPWasC4Aeo1IDF/zyQ7MMe+MjL88mX6tHXRRq5tEFfGY1Tw3RhWqAJ6iFjCx2GSvmzy/QZJB7W2j7UKGKNySf0j2z9oduxeM58Yo9GSDpS0oMnmS4zRDySVKlwhubP5oIwxF0q6UJJGjhwZw8NAZ/Uv6K/a3bV6YuYTyR4Kkii9d7p8mUwTC2f0Lwi3u736i1cbtg2fPjxZwwGApBp16CjJSIMmDXL0vHmFeeo9srfev/19vX/7+46e260O/NGByR4Ckqzvfn21/LnlWv7c8mQPBd2Y1+/Vr2p/lexhACkjqUmCMcqR9KykS61VdNm5eyT9RuG5IH8j6Q5JP2x+rLV2jqQ5klRSUmITMuAeatol0zT6m6Nlg/yYe7KcITkyTs/Ijh5r4ISBuuSzS1S3J7ySui/DpwHjByR5VACQHENLhuqKTVcoZ1BO+zt3gDFGsz6apd0bdre/cw/B7xqc99Z5Kv+iPNnDQHfHZROwl1jCx6+096QzwyPbWtpngzHySeqt8MIzrR5rjNIUDh4ftVbPRXewVluiXxuj+yS9GOuDQXx4vB4Nnjw42cMA0M30z++f7CEAQMpwOniMyh6YreyB2XE5N+BGWf2zlNU/K9nDAIAexRPDPh9JyjdGY4yRX+EFZOY222eupHMjX58saZ61spHtpxujdGM0RlK+pA8j80E+IGm5tfpD0xMZoyFNvj1R0pKOPigAAAAAAAAAyddu5WNkDsdLJL0mySvpQWu11BjdLKnUWs1VOEh8JLKgzA6FA0pF9ntK4YVkApIutlZBYzRD0jmSPjVGiyN3dZ21elnSbcaoWOG263WSfuzYowUAAAAAAACQMMZa98/jV1JSYktLS5M9DAAAAAAAgG7DGLPQWluS7HHA3WJpuwYAAAAAAACADiN8BAAAAAAAABAXhI8AAAAAAAAA4oLwEQAAAAAAAEBcED4CAAAAAAAAiAvCRwAAAAAAAABxQfgIAAAAAAAAIC6MtTbZY+gyY0yZpEpJ25I9FsAFBojnChALnitAbHiuALHhuQLEhudKahllrc1L9iDgbt0ifJQkY0yptbYk2eMAUh3PFSA2PFeA2PBcAWLDcwWIDc8VoPuh7RoAAAAAAABAXBA+AgAAAAAAAIiL7hQ+zkn2AACX4LkCxIbnChAbnitAbHiuALHhuQJ0M91mzkcAAAAAAAAAqaU7VT4CAAAAAAAASCEpEz4aY9YZYz41xiw2xpS2cPtMY8wn0duNMTOa3BaMbF9sjJnbwrF3GWMqmm071RizzBiz1BjzWHweFeC8RD5XjDEjjTHzjTGLIuf8dvweGeC8eDxfjDEPGWM+b3JbcWS7iTyHVkfOOSUhDxJwQIKfK2dFzvWpMeY9Y8zkhDxIwAGJfK40uf1rxpiAMebkuD44wEGJfq4YY74Z2bbUGPNW3B8ggA7xJXsAzRxurd3Wym3/kjTXWmuNMZMkPSVpXOS2amttcUsHGWNKJPVtti1f0rWSvmGt3WmMGejI6IHESchzRdKvJD1lrb3HGFMo6WVJo7s6eCDBHH++SPqltfaZZtuOk5Qf+ThI0j2Rz4BbJOq58rmkwyJ/gx2n8NxePFfgJol6rsgY45V0q6TXuzhmIBkS8lw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" ] @@ -745,7 +751,7 @@ } ], "source": [ - "view_range = (11000, 12000)\n", + "view_range = (-3500, -2500)\n", "fig = plt.figure(figsize=(20, 5))\n", "ax = fig.add_subplot(111)\n", "ax.tick_params(axis='y', labelcolor=\"blue\")\n", @@ -776,7 +782,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 73, "id": "25c0b87c-377c-4801-91a2-e033be84ebb3", "metadata": { "tags": []