From 7e51b58cfa92997db8b012fe01ccddc888d845ef Mon Sep 17 00:00:00 2001 From: Zargham Date: Sun, 8 Dec 2019 17:08:56 +0200 Subject: [PATCH] playing with plots --- hatch_sim.ipynb | 406 ++++++++++++++++++++++++++++-------------------- 1 file changed, 234 insertions(+), 172 deletions(-) diff --git a/hatch_sim.ipynb b/hatch_sim.ipynb index 505b015..02b908f 100644 --- a/hatch_sim.ipynb +++ b/hatch_sim.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 68, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -11,6 +11,7 @@ "import pandas as pd\n", "import seaborn as sns\n", "\n", + "\n", "%matplotlib inline" ] }, @@ -65,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -112,29 +113,27 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 87, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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1vPCqgDdBg6E4XGYURORjIBZoICKHgaewJkNHVd/CmgP3Wqx5j9OAm12lxU7jCDhsnOkZIDM7lwOnUtl/Ko1Dp9M4eDqNw2fSOHQ6nUNn0kgr8Fbv7SlcUduXRgE16NC4Nn3bNqRxHV+uqF2DwFo1CPT3oZ6/D/X9fKjp4+mmszIYLh1Xjj4aW8JxBe5yVf6FEhQJ2z6HtNPgV79Csza4h5Tz2ew5kcKeEykknLT9nkjhwOk0chx6Q/18PGle349m9f3o1SaQZvWs9SZ1fWkc4Es9Px/T5GKoFlQ519mXRJCts/n4b9Cqn3u1GMqdxJTzbDt6jm1Hk9h29Bzbj55j/6lU+5A+Lw+hRQN/2jWqzbXhQbS+wp+WDWrRrF5N6vv72Dv4DIbqTPUyCo0jrd9jm41RKIG3337b3RKK5Xx2DluPnGPjgTNsOHCGTYfO8Me58/bjwfVqEtokgBuim9K+cW3aXFGL5vX9KmT0hsFQlaleRsE/EAKCrRFIhmJp3769uyXkI/V8Nmv3nWbN3lOsP3CG3w4nkZljDctsXt+Pnq0CCWtah05NAggNqkMdP283KzYYqibVyyiA1YR0zBiFkvjqq68AGDZsmFvyz87JZfPhJFbtSWTl74lsPHiG7FzFx9OD8OA6TOzdgpjm9YgJqcsVtX3dotFguBypfkahcYTl7iIzFXz83a2m0vLqq68CFWsUkjOyWL7rJN9t/4Nlu06QnJGNCIQ1qcNf+7SiT9sGdA6ph6+3Gd1jMLiK6mcUgiJAc+GPbdCsm7vVVFoWLFhQIfmcTD7Pt9uOs3TbcdbsPUVWjlLf34fBoY2JbX8FPVsHUt/fp0K0GAyGamkUHDqbjVEokgYNGrgs7ZTz2Szddpwv4o+yak8iOblKi0A/bu7dkgGdGhHTvB6eZvinweAWqp9RCGgKNeubzuYSmDVrFgATJ04sl/RUlV8STjFv3SGWbj9ORlYuTevW5La+rbg+qintGtUyQ0INhkpA9TMKIrbOZuPuojjKyyicTs3ksw2H+e/ag+xLTKVOTW9GxgQzPLopnZvXMx+EGQyVjOpnFACaRMPqf0FWBnibkSuuYMexc7y7Yi+LNx8jMyeXLiH1uKd/G64NDzIdxQZDJaaaGoUYyM2CP7ZCcBd3q7lsUFVW7TnF2z8nsOL3RPx8PBnTrRnjuofQvnFtd8szGAxOUD2NQtPO1u+RjcYolAOqyvc7TvD697vZdvQcDWvXYMqg9ozvHmI+IjMYqhjV0ygENIFajeDoRncrqdKoKj/tPslr3+1m8+EkWgT68feR4QyPbkoNL9NEZDBURaqnURCxmpCObHC3kirLhgOnefGbnaw/cIamdWvy8sgIRsQ0NfMBGAxVnOppFMBqQtr9LWScA98Ad6upMhw9m85L/9vJos1HuaJ2DZ4dHsaNXZrh42WMgcFwOVCNjUI0oHAsHlr2dbeaSk96Zg5v/5zAWz8loAr39m/D7bGt8fOpvreQwXA5Un3/0U1irN8jG4xRKMAXm46w6eBZzmfn0PulH7k+qglf/3aMA6fSGBIRxLRrOhBcz8/dMg0GgwuovnV+v/pQr6U1Aslg54tNR5j2+W8EDH2YhsMf5cjZdN5cnkDa+Rz+O6k7b9wUQ3A9P1577TVCQ0MJCwtj7NixZGRkANCnTx+ioqKIioqiSZMmDB8+vNB8PD097eGuu+46+/5x48YRERHBo48+at/37LPP8uWXX5b6XMaOHUtERASvvfZa/nP84gu2b99eYvzY2FjWr68607e+/vrrpKWllSrO8uXLGTp0aKniTJkyhdDQUKZMmeJ0WRbH2rVr7fdCZGQkCxcuvKT0SssLL7xgX9+/fz9hYWEVmn9lo/oaBYCmMXB0k7tVVCpmLNlFelYOnn518PS70Nfi7Sn0am35Qzpy5AgzZ85k/fr1bN26lZycHObNmwfAihUriI+PJz4+np49ezJixIhC86lZs6Y93KJFiwDYsmWL/XfFihUkJSVx7Ngx1q5dy/XXX1+q8zh+/DirV69my5Yt3H///fmOlceDrDJSFqNQFt5++202btzIjBkzylSW2dnZ+bbDwsJYv3498fHxfPvtt9x2220XhXEljkbBUN2NQpMYSDoEKSfcraTScORsun09Jz3Zvn4sKSNfuOzsbNLT08nOziYtLY0mTZrkO56cnMyPP/5YZE2hMLy9vUlPTyc3N5fMzEw8PT158sknmT59epFxMjIyuPnmmwkPDyc6Opply5YBMHDgQE6cOEFUVBQrVqywh1+9ejWLFi1iypQpREVFkZCQQHx8PD169CAiIoIbbriBM2fO5MsjNzeXCRMm8PjjjwOwdOlSevbsSUxMDKNHjyYlJQWAFi1a8NRTTxETE0N4eDg7d+4E4KeffrK/CUdHR5OcnJwv/alTp/Lmm2/at59++mm76/IZM2bQtWtXIiIieOqppwBITU1lyJAhREZGEhYWxieffMLMmTM5evQocXFxxMXFFavz22+/pUOHDlx55ZV8/vnnhZbr/v376dOnDzExMcTExLB69WoArrvuOlJTU+nevTvPPPPMRWWZkJDA4MGD6dy5M3369LGXwcSJE3nggQeIi4tj6tSp+fLy8/PDy8vLfj2L8oFVq1Ytpk6dSufOnbn66qtZu3YtsbGxtGrVyv5iUdT9MGvWLEaMGMHgwYNp27YtDz/8MACPPPII6enpREVFMW7cOABycnKYNGkSoaGhDBw4kPR06z8xc+ZMOnXqREREBGPGjClU42WBqlappXPnzlpu7F+t+lSA6s7/lV+aVZjfDp/V1tO+1pCpi7XBsClaIyRSQ6Yu1pCpi7XXiz/kC/v666+rv7+/NmjQQG+66aaL0po9e7aOHDmyyLw8PT21c+fO2r17d124cKF9/3333aeRkZH6yiuv6KZNm/TWW28tVvMrr7yiEydOVFXVHTt2aLNmzTQ9PV337dunoaGhhcaZMGGCzp8/374dHh6uy5cvV1XVJ554Qu+77z5VVe3Xr5/+8ssvOmbMGH3uuedUVfXkyZPap08fTUlJUVXVl156SZ955hlVVQ0JCdGZM2eqquobb7xh1z506FBduXKlqqomJydrVlZWPj0bN27Uvn372rc7duyoBw4c0CVLluikSZM0NzdXc3JydMiQIfrTTz/pggUL9K9//as9/NmzZ+35nzx5slid6enpGhwcrLt379bc3FwdPXq0Dhky5KIySk1N1fT0dFVV3b17tzr+7/z9/Yssy/79++vu3btVVXXNmjUaFxdnDzdkyBDNzs4u7JLomjVrtFOnTurv76+ff/55oWEA/eabb1RVdfjw4TpgwADNzMzU+Ph4jYyMVNWi74cPP/xQW7ZsqWfPntX09HRt3ry5Hjx48KLz2bdvn3p6euqmTZtUVXX06NE6Z84cVVUNCgrSjIwMVVU9c+ZMoRorM8B6deIZW307msFyjCce1kds7Qe7W43bUFX+u/Ygzyzajn8NL9Izc6BTP/w7WfNY1/T2ZMqgC9Nznjlzhi+//JJ9+/ZRt25dRo8ezdy5cxk/frw9zMcff8xf//rXIvM8ePAgTZo0Ye/evfTv35/w8HBat27N66+/bg8zbNgw3n77bZ5//nk2b97MgAEDmDRpUr50Vq5cyT333ANAhw4dCAkJYffu3QQEODfMOCkpibNnz9Kvn3WuEyZMYPTo0fbjt912G3/605947LHHAFizZg3bt2+nd+/eAGRmZtKzZ097+Lzmss6dO9vfwnv37s0DDzzAuHHjGDFiBMHBwfk0REdHc+LECY4ePcrJkyepV68ezZs3Z+bMmSxdupTo6GgAUlJS+P333+nTpw8PPfQQU6dOZejQofTp0+ei8ypK586dO2nZsiVt27YFYPz48bzzzjsXxc/KyuLuu+8mPj4eT09Pdu/eXWJZpqSksHr16nzld/78hXmzR48ejadn4R81du/enW3btrFjxw4mTJjANddcg69vfr9kPj4+DB5s/U/Dw8OpUaMG3t7ehIeHs3//fqDo+wHgqquuok6dOgB06tSJAwcO0KxZs4u0tGzZkqioKMC6jnlpR0REMG7cOIYPH16qGnBVo3o3H/n4Q8OO1fojtoysHB5esIXHFm6lR+tAlj0Uy8ujImhatyYCNK1bkxdHWF8p5/H999/TsmVLGjZsiLe3NyNGjLA3LwCcOnWKtWvXMmTIkCLzzWtuatWqFbGxsWzalL9v58svv6RLly6kpqaydetWPv30U+bMmXNRm7n1AuQ6evXqxbJly+wd6arKgAED7P0h27dv5/3337eHr1GjBmB1pOe1iz/yyCO89957pKen06NHD3uTiiOjRo1iwYIFfPLJJ/amCVVl2rRp9rz27NnDrbfeSrt27diwYQPh4eFMmzat0Oa14nQ646L8tddeo1GjRmzevJn169eTmZlZYpzc3Fzq1q1rzzM+Pp4dO3bYj/v7lzzTYceOHfH392fr1q0XHfP29rZr9/DwsJe1h4eHvayLux/ywkP+6+NsuK+//pq77rqLDRs20Llz5wrt96hIqrdRAKuz+cgGcPHDpTJy+Ewao9/6hfkbDnNv/zZ8OLEr9f19GB7dlBu8NnJXgx2seqR/PoMA0Lx5c9asWUNaWhqqyg8//EDHjh3tx+fPn8/QoUMvetPL48yZM/Y3yMTERFatWkWnTp3sx7Oysvi///s/pkyZQlpamv1BkNfX4Ejfvn356KOPANi9ezcHDx6kffv2FEft2rXt7fp16tShXr169n6HOXPm2GsNALfeeivXXnsto0ePJjs7mx49erBq1Sr27NkDQFpaWolv0QkJCYSHhzN16lS6dOlSqFEYM2YM8+bNY8GCBYwaNQqAQYMG8cEHH9j7Ao4cOWKvUfj5+TF+/HgeeughNm7ceNF5FaWzQ4cO7Nu3j4SEBMCq0RVGUlISQUFBeHh4MGfOHHJyckosy4CAAFq2bMn8+fMB6wG9eXPJLur37dtnf8AeOHCAXbt20aJFixLjFUZZ7gdvb2+ysrKKDZObm8uhQ4eIi4vj5Zdf5uzZs/brcrlhjEKz7pB+Bk7tcbeSCiX+0FmGv7GK/adSee8vXXhgYPt8s50tXryYxYsXFxq3e/fujBo1yt6hmpuby+TJk+3H582bx9ixY/PFWb9+vb05aceOHXTp0oXIyEji4uJ45JFH8hmFN954gwkTJuDn50dERASqSnh4OL1796Zu3br50r3zzjvJyckhPDycG2+8kVmzZuV70yuMMWPGMGPGDKKjo0lISGD27NlMmTKFiIgI4uPjefLJJ/OFf+CBB4iJieHPf/4zgYGBzJo1yz7ctag3f0def/11wsLCiIyMpGbNmlxzzTUXhQkNDSU5OZmmTZsSFBQEWJ3lN910Ez179iQ8PJxRo0aRnJzMb7/9Rrdu3YiKiuL555+3d4BPnjyZa665hri4OBo2bFioTl9fX9555x2GDBnClVdeSUhISKGa77zzTmbPnk2PHj3YvXt3kW/5Bcvyo48+4v333ycyMpLQ0FCnhhKvXLmSyMhIoqKiuOGGG3jzzTfLPPNfWe6HyZMn25uGiiInJ4fx48fbO7Dvv//+i+7FywVxdfW7vOnSpYuW69jxk7vhja5w/RsQPb7k8JcBS7Yd5755m2hYuwYfTuxGmytqXRQmNjYWsMaxGwyGqo+IbFDVEt1Cm5pCYBuoWQ8O/epuJRXC+yv3cfvcDXRoHMDCO3sXahAMBkP1pXqPPgLw8IDgbnBorbuVuBRVZcaSXby5PIHBoY157cYoavoY99YGgyE/pqYA0KwbnNxp9S1chuTmKs98tZ03lydwU/fmvDkuxhgEg8FQKMYogNXZDHC46vi5cZacXGXa578xa/V+br2yJc8PD8PDo+QhiQaDoXpijAJYw1LF87LrV8jJVR6av5lP1h/i3v5teHxIR6fGqBsMhuqLS42CiAwWkV0iskdEHinkeHMRWSYim0Rki4hc60o9ReLjD43DLyujoKo8tvA3Fm46wpRB7XlgYHtjEAwGQ4m4zCiIiCfwBnAN0AkYKyKdCgR7HPhUVaOBMcCbuItm3eHwBsip+l8pqlp9CPPWHeKe/m24K66NuyUZDIYqgitrCt2APaq6V1UzgXlAQf/WKbAJAAAgAElEQVTHCuQ5qakDHHWhnuJp1g2yUuHENrdJKC9eXbqbWav3c0vvljwwoF2Z0li+fLn5RsFgqIa40ig0BQ45bB+27XPkaWC8iBwGvgHuKSwhEZksIutFZP3JkyddofVCZ3MVH5o6e/V+/rVsD2O6NuOJoaYPwWAwlA5XGoXCnkYFP58eC8xS1WDgWmCOiFykSVXfUdUuqtqlYcOGLpAK1AmG2k2qdL/Cd9v/4JmvtnF1x0Y8f0P4JRmEV155hVdeeaUc1RkMhqqAKz9eOww4+qUN5uLmoVuBwQCq+ouI+AINgIqf9UbEakI6WDWNwuZDZ7nn442EN63DzLFR+fwYlYVffvmlnJQZDIaqhCuNwjqgrYi0BI5gdSTfVCDMQeAqYJaIdAR8ARe1DzlB856w/QtIOmzVHKoIh06ncevsdTSsXYP3JnTFz+fSL+tnn31WDsoMBkNVw2XNR6qaDdwNLAF2YI0y2iYi00Ukb6b2B4FJIrIZ+BiYqO700NfCmpCE/avcJqG0pGfmMHnOBjKzc/lwYjca1i7eI6TBYDAUh0t9H6nqN1gdyI77nnRY3w70dqWGUnFFKPjWhQMrIfJGd6spEVXlkc+3sPP4OT6Y2LVcndtNmzYNgBdffLHc0jQYDJUf4xDPEQ8PCOlVZWoK76/cx5fxR5kyqD1x7a8o17RNn4LBUD0xbi4KEtILTidA8nF3KymW1QmJvPi/nQwKbcSdsa3dLcdgMFwmGKNQkJC8foWV7tVRDCeTz3Pvx/G0CPTj1T9FmW8RDAZDuWGMQkEaR4BPbThQOZuQcm1O7pIzsnhjXAy1apgWQIPBUH4Yo1AQTy9o3qPS9it8sGofP+0+yeNDO9GhcUDJEQwGg6EUGKNQGC16Q+IuSHHfJxOF8dvhJP7+7U4GdmrE+O7N3S3HYDBchhijUBghV1q/lagJKS0zm3vnbaJBrRq8PCrC9CMYDAaXYIxCYTSJAm//SmUUXv52F/sSU3n1T5HU9fNxtxyDwXCZYnopC8PT2/KDVElGIP269xSzVu9nQs8QerVuUCF5BgYGVkg+BoOhcmGMQlG0uBJ+fNbqV6jlIs+sTpCWmc2UBVtoXt+Pqdd0qLB8je8jg6F6YpqPiqJVnPW77ye3ynj5210cPJ3Gy6MiysXRncFgMBSHMQpF0SQKfOvA3mVuk7Dx4Blm/7Kfib1a0KNVxTbnTJs2ze7/yGAwVB/Mq2dReHhCy76QsBxUrfkWKpDsnFweW7iVRrV9eWhQ+wrNG+DUqVMVnqfBYHA/xigUR6s42PEVnEqABm0qNOvZvxxgx7Fz/NtNXy2/8847FZ6nwWBwP6b5qDhaxVq/FdyEdCwpnX8s3UVs+4YMDmtcoXkbDIbqjTEKxVG/FdRtDnuXV2i2zy7eTnauMv26MLd9pDZ58mQmT57slrwNBoP7MM1HxSFi1Ra2fQk52ZZfJBezek8i3/x2nAcHtKN5oJ/L8yuK3bt3uy1vg8HgPop8yolITHERVXVj+cuphLSKg43/gaOboFlXl2aVk6tMX7ydpnVrMqlvK5fmZTAYDIVR3Kvvq7ZfX6ALsBkQIAL4FbjStdIqCS37Wb97l7vcKCzYcIidx5P559hofL09XZqXwWAwFEaRfQqqGqeqccABIEZVu6hqZyAa2FNRAt2Of6A1x4KLO5tTzmczY8luOofUY2hEkEvzMhgMhqJwpqO5g6r+lrehqluBKNdJqoS0joNDa+F8ssuyeGt5Aokp53l8SEfjAdVgMLgNZ4zCDhF5T0RiRaSfiLwL7HC1sEpFmwGQmwV7XePy4lhSOu+u2Mv1UU2Ibl7PJXkYDAaDMzhjFG4GtgH3AX8Dttv2VR+a97Cm6Px9iUuSn/nDHnJVeWhgxX+5bDAYDI6UOMZSVTNE5C3gG1XdVQGaKh+e3lYT0u/flbvLi/2Jqcxff4ibujenWX33DUE1GAwGcKKmICLXAfHAt7btKBFZ5GphlY52gyD5GBz/reSwpeD173fj5SncHVexbjRKol27drRr187dMgwGQwXjzNdYTwHdgOUAqhovIi1cJ6mS0maA9fv7UgiKKJckdx1P5svNR5nctxVXBPiWS5rlhfF9ZDBUT5zpU8hW1SSXK6ns1G4EQVGWUSgn/vHdLmr5eHF739bllqbBYDBcCs4Yha0ichPgKSJtReSfwGoX66qctB0Ih9dB2ulLTmrrkSSWbPuDW/u0pJ5/5Ztz2fg+MhiqJ84YhXuAUOA88F8gCWskUvWj7UDQXEj48ZKTenP5HmrX8OKWK1uWg7DyJzAw0MzTbDBUQ5zpUxiiqo8Bj+XtEJHRwHyXqaqsNI0Bv0DYvQTCR5U5mT0nkvnf1uPcGduaAF/vchRYfrz44ovulmAwGNyAMzWFwuZkdGqeRhEZLCK7RGSPiDxSRJg/ich2EdkmIv91Jl234eEJba6GPd9Dbk6Zk/n38r3U8PLglt6Vs5ZgMBiqL8V5Sb0GuBZoKiIzHQ4FANklJSwinsAbwADgMLBORBap6naHMG2xDExvVT0jIleU7TQqkHaDYMsncOhXCOlV6uiHTqfxRfwR/tIzhMBaNVwgsHwYOXIkAJ999pmblRgMhoqkuJrCUWA9kAFscFgWAYOcSLsbsEdV96pqJjAPuL5AmEnAG6p6BkBVT5ROvhtoMwA8fWDH4jJFf+fnvXgITK7krrFPnTpl5mk2GKohxXlJ3ayqs4E2qjrbtr4I60F/xom0mwKHHLYP2/Y50g5oJyKrRGSNiAwuLCERmSwi60Vk/cmTJ53I2oX4BlgT7+z8yvq6uRScSM7gk/WHGBkTTFCdmi6RZzAYDJeCM30K34lIgIjUx5pT4UMR+YcT8QrzBVHwKeoFtAVigbHAeyJS96JIqu/YXHd3adiwoRNZu5gOQ+DsQfhja6mizf3lAFk5udzWz3yXYDAYKifOGIU6qnoOGAF8aJtT4Won4h0GmjlsB2M1SRUM86WqZqnqPmAXlpGo3LS/FpBSNSFlZOUw99eDXNWhES0b+LtOm8FgMFwCzhgFLxEJAv4ElKYhfR3QVkRaiogPMAar+cmRL4A4ABFpgNWctLcUebiHWldYnlN3Ol8cX2w6wunUTG65soXrdBkMBsMl4sx3CtOBJcAqVV0nIq2A30uKpKrZInK3La4n8IGqbhOR6cB6VV1kOzZQRLYDOcAUVa0avZsdhsLSx+D0Pqhf/NBSVeWDVfvoGBRAz1bmgzB3k5WVxeHDh8nIyHC3FIOh3PH19SU4OBhv77J9A+WM6+z5OHyopqp7gZHOJK6q3wDfFNj3pMO6Ag/YlqpFR5tR2LkYet1TbNAVvyey+48UXhkdaWZVqwQcPnyY2rVr06JFC3M9DJcVqsqpU6c4fPgwLVuW7TsoZ1xntxORH0Rkq207QkQeL1NulxP1WkCjcNj5dYlBP1i1jwa1ajAs0sy9XBnIyMggMDDQGATDZYeIEBgYeEm1YGf6FN7F+sAsC0BVt2D1Dxg6DIGDayD5jyKD7DmRwvJdJ/lLzxBqeHlWoLhLo2fPnvTs2dPdMlyGMQiGy5VLvbedMQp+qrq2wL4Sv2iuFoTeAChs/7LIIB/9egBvT+Gm7s0rTlc58OKLLxr/Ry7k+eefJzQ0lIiICKKiovj1118BaNGiBYmJiW7TNX/+fDp27EhcXFy+/cuXL2fo0KGlSmvWrFkcPVpwwOHFYe6+++4S03r99ddJS0srMVytWrWc1ldWUlNTCQwMJCkp/4wCw4cP59NPPy1VWmfPnuXNN98stYann36aV155pdTxnMEZo5AoIq2xfWMgIqOAYy5RU9W4ogNc0Qm2Fu4KIiMrh882HGZwWBANKrFLC0PF8ssvv7B48WI2btzIli1b+P7772nWrFnJEUsgO/vS39Xef/993nzzTZYtW3bJaTljFJzFWaNQEfj7+zNw4EC++OIL+76kpCRWrlxZasNZVqPgSpwxCncBbwMdROQI8DfgdpeqqkqEjYBDayDp8EWHFm85xrmMbMZVsVoCWL6P8vwfGcqXY8eO0aBBA2rUsF4UGjRoQJMmTezH//nPfxITE0N4eDg7d+4EYO3atfTq1Yvo6Gh69erFrl3WdOmzZs1i9OjRDBs2jIEDBwIwY8YMunbtSkREBE899VShGj7++GPCw8MJCwtj6tSpAEyfPp2VK1dy++23M2XKlIvipKSkMGrUKDp06MC4ceNQ2xf906dPp2vXroSFhTF58mRUlQULFrB+/XrGjRtHVFQU6enprFu3jl69ehEZGUm3bt1ITk4G4OjRowwePJi2bdvy8MMPX5TvzJkzOXr0KHFxcfYaTGH6HUlMTKRnz558/fXXRZbJ/v376dixI5MmTSI0NJSBAweSnp5uz7NTp05EREQwZszFreVjx45l3rx59u2FCxcyePBg/Pz8SE1N5ZZbbqFr165ER0fz5ZdWS8K2bdvo1q0bUVFRRERE8Pvvv/PII4+QkJBAVFSUvcyLun7PP/887du35+qrr7Zff5egqsUugKft1x+oXVJ4Vy+dO3fWSkXiHtWnAlRXzbzo0PA3Vmr/V5Zpbm6uG4RdGjNmzNAZM2a4W4ZL2L59u3396UVb9U9vrS7X5elFW4vNPzk5WSMjI7Vt27Z6xx136PLly+3HQkJCdOZM615644039NZbb1VV1aSkJM3KylJV1e+++05HjBihqqoffvihNm3aVE+dOqWqqkuWLNFJkyZpbm6u5uTk6JAhQ/Snn37Kl/+RI0e0WbNmeuLECc3KytK4uDhduHChqqr269dP161bd5HmZcuWaUBAgB46dEhzcnK0R48eumLFClVVe96qquPHj9dFixZdlNb58+e1ZcuWunbt2nzn8+GHH2rLli317Nmzmp6ers2bN9eDBw9elH9ISIiePHmyRP3+/v56/Phx7datmy5durTYMtm3b596enrqpk2bVFV19OjROmfOHFVVDQoK0oyMDFVVPXPmzEV6zp8/rw0bNtTExERVVR00aJAuXrxYVVWnTZtmT+fMmTPatm1bTUlJ0bvvvlvnzp1rj5+Wlqb79u3T0NBQe7pFaV2/fr2GhYVpamqqJiUlaevWrYv9fzre43lgfQpQ4jPWmZrCPhF5B+gBpLjMOlVVAltDk+iLmpC2Hz3HpoNnual7SJXs1HzooYd46KGH3C3jsqRWrVps2LCBd955h4YNG3LjjTcya9Ys+/ERI0YA0LlzZ/bv3w9YzROjR48mLCyM+++/n23bttnDDxgwgPr16wOwdOlSli5dSnR0NDExMezcuZPff8//WdG6deuIjY2lYcOGeHl5MW7cOH7++ecSdXfr1o3g4GA8PDyIioqya1u2bBndu3cnPDycH3/8MZ+2PHbt2kVQUBBdu3YFICAgAC8va0T8VVddRZ06dfD19aVTp04cOHCgWB3F6c/KyuKqq67i5ZdfZsCAASWWScuWLYmKirqovCMiIhg3bhxz586163TEx8eH6667jgULFpCYmEh8fLy9prZ06VJeeukloqKiiI2NJSMjg4MHD9KzZ09eeOEF/v73v3PgwAFq1rzY/1lRWlesWMENN9yAn58fAQEBXHfddcWW0aXgzMdr7YFhWM1I74vIYmCeqq50maqqRthIWPo4nEqwjATw37UHqOHlwciYgj4ADZWJp4aFuiVfT09PYmNjiY2NJTw8nNmzZzNx4kQAe7OSp6envZ/giSeeIC4ujoULF7J//35iY2Ptafn7X3CboqpMmzaN2267rci8tZSOHPPI0+WoLSMjgzvvvJP169fTrFkznn766UKHQ6pqkS9HhaVbHMXp9/LyonPnzixZsoR+/frZwxdWJvv3778o77zmo6+//pqff/6ZRYsW8eyzz7Jt27aLjMPYsWN57rnnUFWuv/56+8diqspnn31G+/bt84Xv2LEj3bt35+uvv2bQoEG89957tGqV31tyUVpff/31Cnu5LLGmoKrpqvqpqo4AorHmU/jJ5cqqEqE3WL/bPgcg5Xw2CzceYWhEE+r6Vb75l50h74FlKH927dqV7+09Pj6ekJCQYuMkJSXRtKn1guFYqyjIoEGD+OCDD0hJsSr1R44c4cSJ/B7pu3fvzk8//URiYiI5OTl8/PHH9gdoackzAA0aNCAlJYUFCxbYj9WuXdveb9ChQweOHj3KunXrAEhOTi5Vx7hjWsXpFxE++OADdu7cyUsvvQQ4VyaO5ObmcujQIeLi4nj55Zc5e/asPa4jcXFx/P7777zxxhuMHTvWvn/QoEH885//tBuvTZs2AbB3715atWrFvffey3XXXceWLVvynVdxWvv27cvChQtJT08nOTmZr776yumyKy3O1BQQkX7AjcA1WD6N/uQyRVWROsHQvCds/Rz6TuGbLcdIzcypcsNQDRVDSkoK99xzD2fPnsXLy4s2bdrwzjvvFBvn4YcfZsKECfzjH/+gf//+RYYbOHAgO3bssH9jUqtWLebOncsVV1yYvyooKIgXX3yRuLg4VJVrr72W668vONWJc9StW5dJkyYRHh5OixYt7M1DABMnTuT222+nZs2a/PLLL3zyySfcc889pKenU7NmTb7//nun85k8eTLXXHMNQUFBLFu2rFj9np6ezJs3j2HDhhEQEMCdd95ZaJl4ehb+3VBOTg7jx48nKSkJVeX++++nbt2LnDfj4eHByJEjmT9/Pn379rXvf+KJJ/jb3/5GREQEqkqLFi1YvHgxn3zyCXPnzsXb25vGjRvz5JNPUr9+fXr37k1YWBjXXHMNM2bMKFRrTEwMN954I1FRUYSEhNCnTx+ny660SElVSRHZB8QDnwKLVDXVZWqcoEuXLrp+/Xp3Siicte/CNw/BHav508JzJKae54cH+lXJ/gTAXktYvny5W3W4gh07dtCxY0d3yzAYXEZh97iIbFDVLiXFdaajOVJVb1DVj91tECo1oSPAw5ukNbNZu/80ozoHV1mDYDAYqi/O9CmcqwghVR7/QGg3CK+t8/GSHG6INh3MBoOh6uFMTcHgJLmRY/HPOs3tTQ+Y6TYNBkOVxBkvqRf5Xy1snwHWenbmlNZmrM8Kd0sxGAyGMuFMTaEwxz4LCtlX7Zkff4Jv6EOTP5ZB+hl3yzEYDIZSU+SQVBHpAIQCdURkhMOhAMDX1cKqGqnns/nf1mOEtB+J/P6N9YVz17+6W5bBYDCUiuJqCu2BoUBdrC+a85YYYJLrpVUtlmw7TlpmDr16xUGjMIj/2N2SLomhQ4eW2uOjwXmqmuvs/fv3ExYWlm+fM+6bv/jiC7Zv315sGGfdcjvrdbWiyrCwMiktZXFJ7khsbCzlPUS/yJqCqn4JfCkiPVX1l3LN9TLkq81HaVq3Jp1b1Ieom2DJo3Bip+Veuwpi/B65DkfX2TVq1CAxMZHMzMxLTjc7O7tQPz2lIc91dkGjUFa++OILhg4dSqdOnS45rVmzZhEWFpbPo6yh/HGmT2GPiDwqIu+IyAd5i8uVVSHOpGay4vdEhkYGWd8mRNwInj6wYZa7pRkqIVXVdXZxvPvuu3Tt2pXIyEhGjhxJWloaq1evZtGiRUyZMoWoqCgSEhLYs2cPV199NZGRkcTExJCQkAAU7ZY7j8Jccf/www9ER0cTHh7OLbfcwvnz5/PFSU9PZ/Dgwbz77rsAzJ071+66+rbbbiMnJwewvhp+7LHHiIyMpEePHvzxhzWT4vz58wkLCyMyMjLfF8slER8fT48ePYiIiOCGG27gzBmrf7Goc89j3bp1REdHs3fv3iLdb6enpzNmzBgiIiK48cYb7b6aypWS3KgCq4G/Y7m2GJm3OOOC1RVLpXOdrar//fWAhkxdrL8dPnth5/xbVF9sppqZ5j5hl0C/fv20X79+7pbhEvK5Ff5mquoH15bv8s3UYvOviq6z9+3bp76+vhoZGWlfGjVqZHffnOdCWlX1scces5/DhAkTdP78+fZj3bp1088//1xVVdPT0zU1NbVYt9yOOGpLT0/X4OBg3bVrl6qq/vnPf9bXXnvNXob79u3Tq666SmfPnq2q1jUfOnSoZmZmqqrqHXfcYT8G2N19T5kyRZ999llVVQ0LC9PDhw+rauHuswu6vc4jPDzcfk2feOIJve+++4o99yFDhuiqVas0JiZGDxw4oKpFu99+9dVX9eabb1ZV1c2bN6unp2eh18vVrrP9VHWqWk7xPstbyt88VV2+2nyUVg38CW0ScGFnl5shIwm2LXSfsEtg4sSJdq+dhvKlqrrObt26NfHx8fbl9tsvzLW1detW+vTpQ3h4OB999FGh7rOTk5M5cuQIN9xgOZD09fXFz88PKNotd1Hs2rWLli1b0q5dOwAmTJiQ7xyuv/56br75Zv7yl78A8MMPP7Bhwwa6du1KVFQUP/zwA3v37gUsN9h57fqOZd67d28mTpzIu+++a69VlERSUhJnz561O+jL01Xcue/YsYPJkyfz1Vdf0by55S+tKPfbP//8M+PHjwcs994RERFO6SoNzjRALhaRa1X1m3LP/TLgxLkMftl7inv6t83v1iKkNzRoB+s/sPoYqhjVxiBc85Jbsq2KrrOLY+LEiXzxxRdERkYya9asQn1mFZdvebrPBuuB/r///Y+bbroJEUFVmTBhQqHzjnt7e9v/u455v/XWW/z66698/fXXREVFER8fT2BgYLH5lkVvUFAQGRkZbNq0yd6MqEW43wZc7j7HmZrCfViGIUNEzolIsogY1xc2vvntGKowLCIo/wER6HwzHF4Hx7a4R9wlkJiY6NZRMJczl5Pr7DySk5MJCgoiKyuLjz76yL7f0TV0QEAAwcHB9rmNz58/X6p5lwu64t6/fz979uwBYM6cOfnOYfr06QQGBnLnnXcC1kQ+CxYssJfF6dOnS5zMJyEhge7duzN9+nQaNGjAoUOHStRYp04d6tWrx4oVK/LpKu7c69aty9dff82jjz5qN6ZFud/u27evvXy3bt3Kli3l/2xxxvdRbVX1UFVfVQ2wbQeUFK+6sHjLMTo0rk3bRrUvPhg5Brx8YcOHFS/sEhk1ahSjRo1yt4zLkpSUFCZMmGCfA3j79u08/fTTxcZ5+OGHmTZtGr179y62KWPgwIHcdNNN9OzZk/DwcEaNGpXPXz/kd52d1+lZVtfZeTz77LN0796dAQMG0KHDhRF3Y8aMYcaMGURHR5OQkMCcOXOYOXMmERER9OrVi+PHjzudR54r7qioKFSVDz/8kNGjRxMeHo6Hh0e+5iywJqbJyMjg4YcfplOnTjz33HMMHDiQiIgIBgwYwLFjx4rNb8qUKfbO+L59+xIZGXlRmF27dhEcHGxf5s+fz+zZs5kyZQoRERHEx8fz5JNPAhR77o0aNeKrr77irrvu4tdff+WJJ54gKyuLiIgIwsLCeOKJJwC44447SElJISIigpdffplu3bo5XX7O4ozrbAHGAS1V9VkRaQYEqeraclfjBJXJdfaRs+n0fulHpgxqz11xbQoPtPAO2LEIHtwJNQoxHJUU4zrbYKi6uNp19ptATyCvYTwFeKO0Ii9H/veb9aYxtGDTkSNdboHMFNg8r4JUGQwGQ9lxxih0V9W7gAwAVT0DVM05JsuZJduO0zEogJBA/6IDBXeBpp1hzb8hN7fixBkMBkMZcMYoZImIJ6AAItIQqPZPt5PJ51l/4AyDQhsVH1AEetwJpxPg9yUVI85gMBjKiDNGYSawELhCRJ4HVgIvuFRVFeD7HX+gCgM7NS45cKfrIaAp/GJa3SoLrhiWaTBUBi713nZm9NFHwMPAi8AxYLiqzr+kXC8Dlmw7TrP6NekY5ETnsac3dJsM+1fA8d9cL85QLL6+vpw6dcoYBsNlh6py6tQpfH3L7si6xI/XRKQHsE1V37Bt1xaR7qr6qxNxBwP/B3gC76lqoV8KicgoYD7QVVUrx9CiYkjOyGL1nlP8pWeI8x+SdJ4AP/3d6lsY/qZrBRqKJTg4mMOHD3Py5El3SzEYyh1fX1+Cg4PLHN+ZL5r/jeUuO4/UQvZdhK0f4g1gAHAYWCcii1R1e4FwtYF7gRKNTGVh2a6TZObkMijMiaajPGrWg6hxsHE2XPUU1C6hL8LgMry9vWnZ0kweaDAUhjN9CqIO9WxVzcU5Y9IN2KOqe1U1E5gHFPaFzLPAy9hGN1UFlmw7ToNaPsQ0r1e6iD3ugJws+PXfrhFWjhjfRwZD9cQZo7BXRO4VEW/bch+w14l4TQHH78IP2/bZEZFooJmqLi4uIRGZLCLrRWS9u6v857NzWL7zBAM6NcLTo5Q+SAJbQ+hwWPsepJ91jcBywhgFg6F64oxRuB3oBRzBerB3ByY7Ea+wJ6a9xiEiHsBrwIMlJaSq76hqF1Xt0rBhQyeydh2r95wiNTPHuVFHhdHnQchMhrXvlq+wcsb4PjIYqifFNgPZ+gXGqeqYMqR9GGjmsB0MOM6lVxsIA5bbOmsbA4tE5LrK3Nn8/Y4/8PPxpFebsnlLpHE4tB0Ea960mpNq1CpfgeVEnt+jy9HNhcFgKJpiawqqmkPh/QDOsA5oKyItRcQHGAMsckg7SVUbqGoLVW0BrAEqtUFQVZbvOsmVbRpQw8uz7An1fQjST1udzpWUBx98kAcfLLESZzAYLjOc6TBeJSL/Aj7BGnkEgKpuLC6SqmaLyN3AEqwhqR+o6jYRmY41A9Ci4uJXRnb/kcKRs+nc3b8I53fO0qwbtOgDq/8JXf8KXjVKjlPBDBs2zN0SDAaDG3DGKPSy/U532KdA/5Ii2ibm+abAvieLCBvrhBa3smyX5Ys9tn059Gv0eQDm3AAb/wPdJl16euVM3hzAhU3yYTAYLl9KNAqqGlcRQqoCy3aeoGNQAEF1al56Yq3ioFkP+PkV6/sFH79LT7McyZu5y/QpGAzVixJHH4lIIxF5X0T+Z9vuJCK3ul5a5SIpPYv1B84QVx61BLAc5V31JKQch3XvlU+aBoPBcKKyOb0AABXDSURBVIk4MyR1Fla/QBPb9m7gb64SVFlZ+XsiOblK/w5XlF+iLXpD6/6w8jXIMDOcGgwG9+OMUWigqp9ic5etqtlA0fMBXqb8uPMEdWp6E9Wsbvkm3P9xayTSmsr/lbPBYLj8ccYopIpIIBfmU+gBJLlUVSUjN1f5afcJ+rZriJenM0VWCpp2hg5DrZFIaafLN22DwWAoJc484R7A+r6gtYisAv4D3ONSVZWMrUeTSEzJpH8HF31NHfeYNWXnz6+4Jn2DwWBwEmdGH20UkX5AeyzXFbtUNcvlyioRy3aeRAT6tnWRUWjUCaLHw9p3oOutlo8kg8FgcAPOjD7yxXJt/SzwDHCXbV+1YeWek4Q1qUNgLRd+ZNb/Cesjtu8K/YzDYDAYKgRnmo/+A4QC/wT+BXQC5rhSVGUi5Xw2mw6e5cq2DVybUe1GcOX9sHMx7Fvh2rwMBoOhCJz5orm9qkY6bC8Tkc2uElTZ+HXvKbJzlSvbuNgoAPS8CzbMgiWPwuTl4HEJ/pUuEeP3yGConjhTU9hkG3EEgIh0B1a5TlLlYuWeRGp4edA5pJQT6pQF75pw9dNwfAvEf+T6/Iph2LBhxv+RwVANccYodAdWi8h+EdkP/AL0E5HfRGSLS9VVAlbtSaRby/r4elfQW3vYSGjeE757yq1DVHft2mX3f2QwGKoPzjQfDXa5ikrKH+cy2P1HCiNjyj4JdqkRgSH/gLf7WJ3O1/+r4vJ2wPg+MhiqJ84MST1QEUIqI6v2WDOP9a6I/gRHGnWCHnfC6pnWUNXmPUqOU8688MILFZ6nwWBwP+X8ee7lxcrfE6nv70OnoICKzzz2EajTDBbfDzkV/1lIr1696NWrV8kBDQbDZYUxCkWgqqzck0iv1oH8f3v3Hl5FfSZw/PvmHggESAQhCbeVBoGFIpF46XZtFYWqoFVbrHbVWtn10mq3Pl1Ln7WXZ7fqit3tVmuxVLHqWi1aBUTtTdptKXhB5E5huYZbIEAuRHI77/7xm4TjyUkIyZlMTub9PM88Z2bOnDnvaMib3+838/5SUuJNN+2zjL4w4yEo3wh/6f4upBUrVrBixYpu/15jTLA6MqYQSlvLayivruPv/H4+oT1jL4ezr4S3HoCPzYDBY7vtq+fOnQvYmIIxYWMthTb8aWtA4wmxLv+BazW8cjs0NQYbizGm17Ok0Ia/bK9g+KA+FA4MeEa0nMFw+TzYt9oNPBtjjI8sKcQRiSjv7DxC6ahBQYfijP8snD0Tlj8A5ZuCjsYY04tZUohjy8FqjtU2UDo6L+hQnOZnFzL7wUu3QcOJoCMyxvRSlhTiWLW9AqDntBQAcs6Aqx6Hg+vgt98OOhpjTC9lSSGOVTuOUDAgm6JBAY8nxPrYZVB6O6z6CWx5PehojDG9kCWFGKrK2zt60HhCrGnfhTP/Fl65A6r2BR2NMaaXsaQQY1t5DRXH6ykd3UOTQlomXPsUNJ5w4wt2m6oxJoHs4bUYK3e4yqSlo3rIIHM8+WPgiv+EX/2jK5o3PfF1iqz2kTHhZEkhxqrtFQzpn8mIvB42nhBr0mzYuxpWPgbDJsPE6xJ6eqt7ZEw4WfdRFFVl1Y4jlI7KQySAeken67J/h+EXwOKvwP7ETm1htY+MCSdLClF2VtRyqLqu544nxEpNh889DdkD4YUboOZQwk49d+7clvpHxpjwsKQQpfn5hPN6ykNrHZEzGGY/CzXl8PxsqK9NyGnnz5/P/PnzE3IuY0zy8DUpiMh0EdkiIttE5L447/+ziGwUkbUi8jsRGeFnPKfy9s4j5OdkMDq/b5BhnL6CKXDNAtj7Hrx8G0SaunzK4uJiiouLExCcMSaZ+JYURCQVeAyYAYwDrheRcTGHvQ+UqOpEYBHwH37F0xGrdx1lyoiByTGeEOvsK2H6A7B5Kbz5rS6fbsmSJSxZsiQBgRljkomfdx9NBbap6nYAEfkFMAvY2HyAqr4VdfxK4EYf42nX4Zo6dlbU8oXS4UGF0HXn3Q7HdsPKH0P/oXDh3Z0+1SOPPALAlVdemajojDFJwM+kUADsidouA0rbOf5WIG7tBhGZA8wBGD7cn1/aq3cdBWDKiIG+nL/bXPpvUH3APb+Q3gem3hZ0RMaYJOJnUojXB6NxDxS5ESgB/j7e+6r6BPAEQElJSdxzdNV7u4+SkZrC+GG5fpy++6SkwmefgIYPYdm9boKej38h6KiMMUnCz4HmMqAoarsQaFWsR0QuAb4FzFTVOh/jadfqXUeZUNCfrPTUoEJInNR0uG4hjL4IXr0T1r8ccEDGmGThZ1J4BxgjIqNEJAOYDSyOPkBEJgPzcQmh3MdY2lXfGOGDssrk7zqKlp4Fs/8HikrhpS/DBy8EHZExJgn4lhRUtRG4C3gT2AS8qKobROR7IjLTO+xhIAf4pYisEZHFbZzOVxv2VVLfGOldSQFc19ENi2DEBa5O0rtPBR2RMaaH87X2kaouA5bF7Ls/av0SP7+/o97zBpnPGd7LkgJAZg7c8Et48R9g6T3QUAvn3xl0VMaYHsqeaAZW7z5K0aBsBvfPCjoUf6Rnw+efc/M8vzkXfvtdiESCjsoY0wOFPimoKu/tOsqU3thKiJaW4eZhmHIL/OkH8NKtNtezMaaV0JfO3nvsQw5W1fW+8YR4UtPcPAyDRrnnGKr2wfXPQ5/WBQCt7pEx4RT6lkLLeEIYkgKAiHvS+bqFsO99+Omn4MD6VodZ7SNjwin0SWH1rqP0yUileEi/oEPpXuOvhptfg8Y6WHAJrH3xI29b7SNjwin0SWFNWSUTC3NJSw3hf4qic2HOH9zMbS/fBsu+AY31gKt91Fz/yBgTHqEeU6hvjLBpXxW3XDgy6FCC028I3LTYjTGs/DGUvQ3X/IxFixYFHZkxJgAh/PP4pM0HqqhvijCxcEDQoQQrNd2V3f7cz+HIDvjJJ8jfvYz8vCSabMgYkxChTgoflFUCMKkoyYvgJcq4WXD7CigsgcVfYefDn0zoFJ/GmJ4v3ElhzzHy+mZQMCA76FB6jtwC+OKrPP5/wxhWsw4eOxfWPA/qS3FaY0wPE+qksLbsGBMLc5NzpjU/paTwwp4hfPndsZBfDK/8EzxzNRzdGXRkxhifhTYp1NQ1srW8hklFIR9PaMfu2iy45XW4/BEoexceK4W3vg/1x4MOzRjjk9AmhfV7K1GFSWEfZD6VlBQ498tw5yoYezn84SH4UYl7rsG6lIzpdUKbFNaWHQNgYqENMndIbgFc+yTc8gbknOGea/jZNNjxx6AjM8YkUGiTwgdllRQOzCYvJzPoUJLLiPPhtuUw81GoLIOnr4SFV8DulUFHZoxJgNAmhbVlx6zrqLNSUuCcL8JX34fLHoBDm+HJy+DZayw5GJPkQpkUKmrq2HPkQ+s66qr0bDj/Drj7A7jku7B3tUsOC6bBpiUQaQo6QmPMaQplUli7t/mhNWspJERGX/jEPfC19TDjYag5CC/cCI+eC2//FE5UBh2hMaaDQln7aO2eSkRgQoG1FNrSqdpHGX2hdA6UfAk2L4E//zcsu9fVVZpwjdtfcE7igzXGJEw4k0LZMc46I4eczFBefofk5+d3/sOpaa409/irXZfSe0/BukXw/jMwdBJMut4liZzBiQvYGJMQoew+2rCvyloJp7Bw4UIWLlzY9RMVnAMzfwRf3wyfmQcagTfug0eK3VPSa56Huuquf48xJiFC96fy4Zo6DlSdYPyw/kGH0qM1J4Sbb745MSfMyoWpt7mlfDOsexHW/dKV0FiaBaMvcg/HfWyGew7CGBOI0CWFDfuqABhnSaFdy5cv9+/kg8fCxffDp/8V9qyC9S/DlmXw1zcAgaKpUPwZGDMNBo9zU4gaY7pFCJOCuxNm/DDrPgqcCAw/zy0zHoID61xy2Pwa/Pbbbuk72LUimpfcgiAjNqbXC2FSqKJoUDa52elBh9KjzZs3D4B77723e75QBIZOdMtF90HlXtj+Fmxf7l7XeXNI550FRefB8FIoKoW8Me5hOmNMQoQvKeytZPxQayWcytKlS4FuTAqxcgtg8o1uiUSgfKNLEDv/17Um1jzrjssa4LqbCqe6O5uGToR+ZwYTszG9QKiSQvWJBnZW1HLtlMKgQzGnIyUFzpzglgvuctVZK7a58Yg9q2DP27D11yeP7zvYJYczvZbH4PEwaJSbdtQY065QJYVN+92tjzaekOREIH+MWybf6PadqIQD6+HAWti/1r1uXw6RRvd+SjoMGu0+c0axmzwof4zrjsqymw6MaRaqpHBykNl+CfQ6Wbkw8kK3NGs4AYc2uVtgD2+Bw1vh0BbY8jpoVF2m7IEwYAQMHAkDR3jrI2DASMgthPSs7r4aYwITqqSwfm8V+TmZDO5v/8hDIT0Lhk12S7TGeji6wyWII9vh2C431Wjz3U9N9R89Pnsg9Bt6cuk/1I1bNG/3zYc++ZDRp9suzRi/hCopbNhXyYQCayWEXlqG60I6o7j1e5EIVO8/mSiq9kLVfqg+ANX73IB3zUH3ZHar82Z7CWKQSxJ98rztPLcva4DrqsrMdS2brP7uNS3LnsUwPYavSUFEpgM/BFKBBar6YMz7mcDPgSlABfB5Vd3pRywnGprYVl7DxWdbvR3TjpQUd+dTbgGMuCD+MU2NcPyQSxLVB6C2Ao4fdq/Ny/HDbjC8tgLqa07xneknk0SmlygyclzLI72PKzSY3sfb7htnv/eanu0STFompGa49dRQ/d1nEsC3nxgRSQUeA6YBZcA7IrJYVTdGHXYrcFRVzxKR2cBDwOf9iOevB6tpjKgNMpuuS01zXUj9h3bs+IYT8OERNxh+ogrqqrx1b6mrcvtb1iu9ZHIcGmqhvhYajsdvnZyKpEBqpksUaZneenPCyGi9PyXd3aWVknZyibud6m1776WmtbGdBpLq4pAUl3Sb16P3n/K9VNeaavO9FO997zi8llfzetxXWu+zFpuvLYWpwDZV3Q4gIr8AZgHRSWEW8B1vfRHwqIiIauJnhG8ub2GDzKbbpWdB+jDoP6zz51CFxjovSRyPefWSRn0tNNW5MZOmOnd8Y13Men3r/fW10HTUfS7S4O7Yamp0r/G2O5OcklJbyeR0Ek4b54n3+Zavjfp87L6L74dJsxN9oR/hZ1IoAPZEbZcBpW0do6qNIlIJ5AGHow8SkTnAHIDhw4d3Kpi8vhlcOm4IRQNtMLAjfK19ZE6fiJdcstz4RJAiES9BNCeNJi9xNETtj9rWiEtq2uStR9xnmtdjl9N6r8k7d/N73jYA6q3HeaX5pa332vhcm+em658/GVT8fQD9/S/z4mdSiNcOi20BdOQYVPUJ4AmAkpKSTrUiLh1/JpeOtyddjemylBRIyQAygo7E+MDPojFlQFHUdiGwr61jRCQNyAWO+BiTMcaYdviZFN4BxojIKBHJAGYDi2OOWQzc5K1fC/zej/EEY4wxHeNb95E3RnAX8CbultQnVXWDiHwPeFdVFwM/A54RkW24FoK/IyjGGGPa5etNzKq6DFgWs+/+qPUTwHV+xmCMMabjrBC9McaYFpYUjDHGtLCkYIwxpoUlBWOMMS0k2e4AFZFDwK5OfjyfmKelk5hdS8/UW66lt1wH2LU0G6GqZ5zqoKRLCl0hIu+qaknQcSSCXUvP1FuupbdcB9i1nC7rPjLGGNPCkoIxxpgWYUsKTwQdQALZtfRMveVaest1gF3LaQnVmIIxxpj2ha2lYIwxph2WFIwxxrQITVIQkekiskVEtonIfUHH01kiUiQib4nIJhHZICJ3Bx1TV4hIqoi8LyJLg46lK0RkgIgsEpHN3v+b84OOqbNE5Gvez9Z6EXleRLKCjqmjRORJESkXkfVR+waJyG9EZKv3OjDIGDuqjWt52PsZWysivxKRAYn+3lAkBRFJBR4DZgDjgOtFZFywUXVaI/B1VT0bOA+4M4mvBeBuYFPQQSTAD4E3VHUsMIkkvSYRKQC+CpSo6gRc2ftkKmm/EJges+8+4HeqOgb4nbedDBbS+lp+A0xQ1YnAX4FvJvpLQ5EUgKnANlXdrqr1wC+AWQHH1Cmqul9VV3vr1bhfPv5P3OoDESkELgcWBB1LV4hIf+CTuPlBUNV6VT0WbFRdkgZke7Mh9qH1jIk9lqr+kdazN84CnvbWnwau6tagOinetajqr1W10dtciZvRMqHCkhQKgD1R22Uk6S/SaCIyEpgMrAo2kk77L+AbQCToQLpoNHAIeMrrClsgIn2DDqozVHUvMA/YDewHKlX118FG1WVDVHU/uD+qgMEBx5MoXwJeT/RJw5IUJM6+pL4XV0RygJeAe1S1Kuh4TpeIXAGUq+p7QceSAGnAOcDjqjoZOE7ydFF8hNffPgsYBQwD+orIjcFGZWKJyLdwXcnPJfrcYUkKZUBR1HYhSdQkjiUi6biE8Jyqvhx0PJ10ITBTRHbiuvM+LSLPBhtSp5UBZara3GJbhEsSyegSYIeqHlLVBuBl4IKAY+qqgyIyFMB7LQ84ni4RkZuAK4Ab/JjTPixJ4R1gjIiMEpEM3MDZ4oBj6hQREVzf9SZV/UHQ8XSWqn5TVQtVdSTu/8fvVTUp/yJV1QPAHhEp9nZdDGwMMKSu2A2cJyJ9vJ+1i0nSQfMoi4GbvPWbgFcDjKVLRGQ68C/ATFWt9eM7QpEUvIGZu4A3cT/gL6rqhmCj6rQLgS/i/rJe4y2fCToow1eA50RkLfBx4PsBx9MpXmtnEbAaWIf7HZE0ZSJE5HngL0CxiJSJyK3Ag8A0EdkKTPO2e7w2ruVRoB/wG+/f/k8S/r1W5sIYY0yzULQUjDHGdIwlBWOMMS0sKRhjjGlhScEYY0wLSwrGGGNaWFIwxide5dQ7orYvSvZqsKb3s6RgjH8GAHec8ihjehBLCsbgigt6deoXePMIPCcil4jIn706/FO9uvyveLXsV4rIRO+z3/Fq3y8Xke0i8lXvtA8Cf+M9ZPSwty8nat6F57ynhhGRB0Vko3fueQH8JzAGcIW8jDHOWcB1wBxcaZQvAJ8AZgJzcZV231fVq0Tk08DPcU8vA4wFPoV72nSLiDyOK4o3QVU/Dq77CFfVdjyu9tafgQtFZCNwNTBWVdWPiVOM6ShrKRhz0g5VXaeqEWADbmIWxZV7GIlLEM8AqOrvgTwRyfU++5qq1qnqYVzBtSFtfMfbqlrmfcca77xVwAlggYh8FvClpo0xHWFJwZiT6qLWI1HbEVyrur0S7NGfbaLtVnir47zaXFNxlW+vAt44vbCNSRxLCsZ03B+BG6ClK+jwKeayqMZ1J7XLmxsjV1WXAfdwskvKmG5nYwrGdNx3cLOrrcV18dzU3sGqWuENVK/HzZD1WhuH9gNeFZEsXGvka4kL2ZjTY1VSjTHGtLDuI2OMMS0sKRhjjGlhScEYY0wLSwrGGGNaWFIwxhjTwpKCMcaYFpYUjDHGtPh/LCX3u+w66rUAAAAASUVORK5CYII=\n", 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\n", 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" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -155,16 +154,16 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.6001922786573871" + "2458.387573380661" ] }, - "execution_count": 73, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -175,80 +174,96 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "d0 = 1 #million DAI\n", - "p0 = .10 #DAI per tokens\n", - "theta = .35\n", + "p0 = .01 #DAI per tokens\n", + "theta = .25\n", "\n", "R0 = d0*(1-theta) #million DAI\n", "S0 = d0/p0\n", "\n", - "kappa = 6\n", + "kappa = 2\n", "V0 = invariant(R0,S0,kappa)\n", "\n", - "reserve = np.arange(0,100,.01)\n", + "reserve = np.arange(0,10,.01)\n", "supp = np.array([supply(r,kappa, V0) for r in reserve])\n", "price = np.array([spot_price(r,kappa, V0) for r in reserve])\n", "\n", - "fig, ax1 = plt.subplots()\n", + "fig, ax1 = plt.subplots(figsize=(10,5))\n", "\n", "color = 'tab:red'\n", - "ax1.set_xlabel('Reserve (Millions of xDAI)')\n", - "ax1.set_ylabel('Supply (Millions of Tokens)', color=color)\n", + "ax1.set_xlabel('Reserve (Millions)')\n", + "ax1.set_ylabel('Supply (Millions)', color=color)\n", "ax1.plot(reserve, supp,'--', color=color)\n", "ax1.tick_params(axis='y', labelcolor=color)\n", "\n", "ax2 = ax1.twinx() # instantiate a second axes that shares the same x-axis\n", "\n", "color = 'tab:blue'\n", - "ax2.set_ylabel('Price in xDAI per Token', color=color) # we already handled the x-label with ax1\n", + "ax2.set_ylabel('Price in Reserve per Token', color=color) # we already handled the x-label with ax1\n", "ax2.plot(reserve, price,'-.', color=color)\n", "ax2.tick_params(axis='y', labelcolor=color)\n", "\n", "ax1.vlines(R0,0,supp[-1], alpha=.5)\n", - "ax1.text(R0+.02*reserve[-1], supp[-1], \"Initial Value R=\"+str(int(100*R0)/100)+\" mil xDAI\")\n", - "ax1.text(R0+.02*reserve[-1], .95*supp[-1], \"Initial Value S=\"+str(S0)+\" mil Tokens\")\n", + "ax1.text(R0+.02*reserve[-1], supp[-1], \"Initial Value R0=\"+str(int(100*R0)/100)+\" million Reserve Units\")\n", + "ax1.text(R0+.02*reserve[-1], .95*supp[-1], \"Initial Value S0=\"+str(S0)+\" million Tokens\")\n", "#ax1.hlines(S0,0,R0)\n", "\n", - "ax2.text(R0+.02*reserve[-1], price[3], \"Initial Value p1=\"+str(int(100*spot_price(R0,kappa,V0))/100))\n", + "ax2.text(R0+.02*reserve[-1], price[10], \"Initial Value P0=\"+str(spot_price(R0,kappa,V0)))\n", + "ax2.text(R0+.02*reserve[-1], price[3]/10, \"where P_hatch=\"+str(p0))\n", "\n", - "\n", - "plt.title('Augmented Bonding Curve with Invariant S^'+str(kappa)+'/R')\n", + "plt.title('Augmented Bonding Curve with Invariant V = S^'+str(kappa)+'/R')\n", "fig.tight_layout() # otherwise the right y-label is slightly clipped\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", + "text/plain": [ + "" + ] }, + "metadata": {}, "output_type": "display_data" } ], @@ -258,7 +273,7 @@ "cp = 100\n", "color = 'tab:red'\n", "ax1.set_xlabel('Supply (Millions of Tokens)')\n", - "ax1.set_ylabel('Reserve (Millions of xDAI)', color=color)\n", + "ax1.set_ylabel('Reserve (Millions of Reserve)', color=color)\n", "ax1.plot(supp[cp:], reserve[cp:],'--', color=color)\n", "ax1.tick_params(axis='y', labelcolor=color)\n", "\n", @@ -270,11 +285,11 @@ "ax2.tick_params(axis='y', labelcolor=color)\n", "\n", "ax1.vlines(S0,0,reserve[-1], alpha=.5)\n", - "ax1.text(S0*1.02, reserve[-1], \"Initial Value S=\"+str(int(100*S0)/100)+\" mil tokens\")\n", - "ax1.text(S0*1.02, .95*reserve[-1], \"Initial Value R=\"+str(R0)+\" mil xDAI\")\n", + "ax1.text(S0*1.02, reserve[-1], \"Initial Value S0=\"+str(int(100*S0)/100)+\" mil tokens\")\n", + "ax1.text(S0*1.02, .95*reserve[-1], \"Initial Value R0=\"+str(R0)+\" mil Reserve\")\n", "#ax1.hlines(S0,0,R0)\n", "\n", - "ax2.text(S0*1.02, price[3], \"Initial Value p1=\"+str(int(100*spot_price(R0,kappa,V0))/100))\n", + "ax2.text(S0*1.02, price[3], \"Initial Value P0=\"+str(int(100*spot_price(R0,kappa,V0))/100))\n", "\n", "\n", "plt.title('Augmented Bonding Curve with Invariant S^'+str(kappa)+'/R')\n", @@ -284,7 +299,53 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots()\n", + "\n", + "cp = 100\n", + "color = 'tab:red'\n", + "ax1.set_xlabel('Supply (Millions of Tokens)')\n", + "ax1.set_ylabel('Reserve (Millions of Reserve)', color=color)\n", + "ax1.plot(supp[cp:], reserve[cp:],'--', color=color)\n", + "ax1.tick_params(axis='y', labelcolor=color)\n", + "\n", + "ax2 = ax1.twinx() # instantiate a second axes that shares the same x-axis\n", + "\n", + "color = 'tab:blue'\n", + "ax2.set_ylabel('Price in Reserve per Token', color=color) # we already handled the x-label with ax1\n", + "ax2.plot(supp[cp:], price[cp:],'-.', color=color)\n", + "ax2.tick_params(axis='y', labelcolor=color)\n", + "\n", + "ax1.vlines(S0,0,reserve[-1], alpha=.5)\n", + "ax1.text(S0*1.02, reserve[-1], \"Initial Value S=\"+str(int(100*S0)/100)+\" mil tokens\")\n", + "ax1.text(S0*1.02, .95*reserve[-1], \"Initial Value R=\"+str(R0)+\" mil Reserve\")\n", + "#ax1.hlines(S0,0,R0)\n", + "\n", + "ax2.text(S0*1.02, price[3], \"Initial Value P0=\"+str(int(100*spot_price(R0,kappa,V0))/100))\n", + "\n", + "\n", + "plt.title('Augmented Bonding Curve with Invariant S^'+str(kappa)+'/R')\n", + "fig.tight_layout() # otherwise the right y-label is slightly clipped\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -303,29 +364,17 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 10, "metadata": {}, - "outputs": [ - { - "data": { - "image/jpeg": 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- "text/plain": [ - "" - ] - }, - "execution_count": 77, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "from IPython.display import Image\n", - "Image(filename='slippage.jpeg')" + "#from IPython.display import Image\n", + "#Image(filename='slippage.jpeg')" ] }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -334,29 +383,27 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 79, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -366,7 +413,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -376,29 +423,35 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 14, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n", + " series.name = label\n" + ] + }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 81, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -408,7 +461,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -428,14 +481,14 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "17.701881934929794\n" + "516.3977794943223\n" ] } ], @@ -445,7 +498,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -454,29 +507,35 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 18, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n", + " series.name = label\n" + ] + }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 102, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -486,145 +545,155 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ - "pdf2['mint_slippage'] = (pdf2['mint_price']-pdf2['spot_price'])/pdf2['spot_price']\n", - "pdf2['withdraw_slippage'] = (pdf2['spot_price']-pdf2['withdraw_price'])/pdf2['spot_price']" + "pdf2['bond_to_mint_slippage'] = (pdf2['mint_price']-pdf2['spot_price'])/pdf2['spot_price']\n", + "pdf2['burn_to_withdraw_slippage'] = (pdf2['spot_price']-pdf2['withdraw_price'])/pdf2['spot_price']" ] }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 29, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n", + " series.name = label\n" + ] + }, { "data": { "text/plain": [ - "Text(0.5, 0, 'Transaction size as percent of the asset Burned or Bonded')" + "Text(0.5,0,'Transaction size as percent of the asset Burned or Bonded\\nnormalizd units: bonded/Reserve, burned/Supply')" ] }, - "execution_count": 106, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "pdf2.plot(x='tx_fraction', y = ['mint_slippage', 'withdraw_slippage'], logx=True, logy=True)\n", + "fig, ax = plt.subplots(figsize=(10,5))\n", + "pdf2.plot(x='tx_fraction', y = ['bond_to_mint_slippage', 'burn_to_withdraw_slippage'], logx=True, logy=True, ax=ax)\n", "plt.title(\"Friction for Bond and Withdraw accounting Without Exit Tax\")\n", - "plt.ylabel(\"Percentage Change: Realized Price Relative to Spot Price\")\n", - "plt.xlabel(\"Transaction size as percent of the asset Burned or Bonded\")" + "plt.ylabel(\"\"\"Percentage Change:\n", + "Realized Price Relative to Spot Price\"\"\")\n", + "plt.xlabel(\"\"\"Transaction size as percent of the asset Burned or Bonded\n", + "normalizd units: bonded/Reserve, burned/Supply\"\"\")" ] }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "tax = .02\n", - "pdf2['withdraw_slippage_with_tax'] = pdf2['withdraw_slippage']+tax" + "pdf2['burn_to_withdraw_slippage_with_tax'] = pdf2['burn_to_withdraw_slippage']+tax" ] }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 30, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n", + " series.name = label\n" + ] + }, { "data": { "text/plain": [ - "Text(0.5, 0, 'Transaction size as percent of the asset Burned or Bonded')" + "Text(0.5,0,'Transaction size as percent of the asset Burned or Bonded\\nnormalizd units: bonded/Reserve, burned/Supply')" ] }, - "execution_count": 109, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "pdf2.plot(x='tx_fraction', y = ['mint_slippage', 'withdraw_slippage_with_tax'], logx=True, logy=True)\n", + "fig, ax = plt.subplots(figsize=(10,5))\n", + "pdf2.plot(x='tx_fraction', y = ['bond_to_mint_slippage', 'burn_to_withdraw_slippage_with_tax'], logx=True, logy=True, ax=ax)\n", "plt.title(\"Friction for Bond and Withdraw accounting for Exit Tax\")\n", - "plt.ylabel(\"Percentage Change: Realized Price Relative to Spot Price\")\n", - "plt.xlabel(\"Transaction size as percent of the asset Burned or Bonded\")" + "plt.ylabel(\"\"\"Percentage Change:\n", + "Realized Price Relative to Spot Price\"\"\")\n", + "plt.xlabel(\"\"\"Transaction size as percent of the asset Burned or Bonded\n", + "normalizd units: bonded/Reserve, burned/Supply\"\"\")" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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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", 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\n", 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" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -668,7 +737,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -685,29 +754,27 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'Hatch Return Rate p1/p0')" + "Text(0.5,1,'Hatch Return Rate: Rho')" ] }, - "execution_count": 20, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -715,38 +782,37 @@ "p0_lab = [str(int(100*p)/100) for p in vec_p0] \n", "th_lab = [str(int(100*th)/100) for th in vec_theta]\n", "k_lab = [str(k) for k in vec_kappa] \n", - "sns.heatmap(mat_return_ratio.T,yticklabels=th_lab, xticklabels=k_lab, annot=True)\n", + "fig, ax = plt.subplots(figsize=(10,10)) \n", + "sns.heatmap(mat_return_ratio.T,yticklabels=th_lab, xticklabels=k_lab, annot=True, annot_kws={\"size\": 20},ax=ax)\n", "plt.yticks(rotation=0)\n", "plt.xlabel('Invariant Power: Kappa')\n", "plt.ylabel('Funding Pool Fraction: Theta')\n", - "plt.title('Hatch Return Rate p1/p0')" + "plt.title('Hatch Return Rate: Rho')\n" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'Funding Pool Funds at Launch (Millions of xDAI)')" + "Text(0.5,1,'Funding Pool Funds at Launch (Millions of xDAI)')" ] }, - "execution_count": 21, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -762,29 +828,27 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 15.0, 'Intial Raise d0 (Millions of xDAI)')" + "Text(0.5,15,'Intial Raise d0 (Millions of xDAI)')" ] }, - "execution_count": 22, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -800,29 +864,27 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 15.0, 'Intial Raise d0 (Millions of xDAI)')" + "Text(0.5,15,'Intial Raise d0 (Millions of xDAI)')" ] }, - "execution_count": 23, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -859,7 +921,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.4" } }, "nbformat": 4,