From b3bbc7ca23cae4ab3d04ce16f1e0cd8d9971c9f5 Mon Sep 17 00:00:00 2001 From: Michael Zargham Date: Sun, 26 Apr 2020 00:52:53 -0700 Subject: [PATCH] cic work --- .../cic_initialization-checkpoint.ipynb | 964 +++++++++++++++ CICecosubsystem.jpeg | Bin 0 -> 273755 bytes CICecosystem.jpeg | Bin 0 -> 1075594 bytes CICinvariant.jpeg | Bin 0 -> 146037 bytes ...rootsEconomicsCICcontractconservation.jpeg | Bin 0 -> 157090 bytes cic_initialization.ipynb | 1039 +++++++++++++++++ 6 files changed, 2003 insertions(+) create mode 100644 .ipynb_checkpoints/cic_initialization-checkpoint.ipynb create mode 100644 CICecosubsystem.jpeg create mode 100644 CICecosystem.jpeg create mode 100644 CICinvariant.jpeg create mode 100644 GrassrootsEconomicsCICcontractconservation.jpeg create mode 100644 cic_initialization.ipynb diff --git a/.ipynb_checkpoints/cic_initialization-checkpoint.ipynb b/.ipynb_checkpoints/cic_initialization-checkpoint.ipynb new file mode 100644 index 0000000..7b3e761 --- /dev/null +++ b/.ipynb_checkpoints/cic_initialization-checkpoint.ipynb @@ -0,0 +1,964 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### System timeline\n", + " - initial raise\n", + " - hatch sale\n", + " - reference implementation launch" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Augumented bonding curve Mathematics\n", + "\n", + "### Hatch Sale Equations\n", + "\n", + "- Initial Raise $d_0$ Dai\n", + "- Initial Reserve is $R_0 = (1-\\theta) d_0$\n", + "- Hatch sale Price $p_0$ (dai per token) determines the initial supply: $S_0 = d_0/p_0$\n", + "- Power Function Invariant shape: $V(R, S) = \\frac{S^\\kappa}{R}$\n", + "- Price function (DAI per Token): $P(R) = \\frac{\\kappa R^{(\\kappa-1)/ \\kappa}}{V_0^{1 / \\kappa}}$\n", + "- Supply function (tokens): $S(R) = \\sqrt[\\kappa]{V_0 R}$\n", + "- Reserve function (xDAI): $R(S) = \\frac{S^{\\kappa}}{V_0} $\n", + "- The invariant coef: $V_0 = V(R_0, S_0) = \\frac{S_0^\\kappa}{R_0} = \\left(\\frac{1}{p_0(1-\\theta)}\\right)^\\kappa R_0^{\\kappa-1}$\n", + "- The post hatch price: $p_1=P(R_0) = \\frac{\\kappa R_0^{(\\kappa-1)/ \\kappa}}{V_0^{1 / \\kappa}} = \\kappa R_0^{(\\kappa-1)/ \\kappa} \\cdot(1-\\theta)p_0\\cdot R_0^{-(\\kappa-1)/\\kappa} = \\kappa(1-\\theta) p_0$\n", + "- The Return factor: $\\frac{p_1}{p_0} = {\\kappa}(1-\\theta)$\n", + "\n", + "### Invariant Preserving Deposit-to-Mint\n", + " - Deposit $\\Delta R$ xdai \n", + " - Conservation equation: $V(R+ \\Delta R, S+\\Delta S) = \\frac{(S+\\Delta S)^\\kappa}{R+\\Delta R} =V_0$\n", + " - Derived Mint equation: $\\Delta S = mint\\big(\\Delta R ; (R,S)\\big)= \\sqrt[\\kappa]{V_0(R+\\Delta R)}-S$\n", + " - Realized Price is: $\\bar{P}(\\Delta R) =\\frac{\\Delta R}{\\Delta S} = \\frac{\\Delta R}{\\sqrt[\\kappa]{V_0(R+\\Delta R)}-\\sqrt[\\kappa]{V_0(R)}} \\rightarrow \\big(\\frac{\\partial S(R)}{\\partial R} \\big)^{-1}$ as $\\Delta R \\rightarrow 0$\n", + " - The limiting price is the spot price: $\\lim_{\\Delta R \\rightarrow 0} \\bar{P}(\\Delta R)=\\big(\\frac{\\partial S(R)}{\\partial R}\\big)^{-1}= \\big(\\frac{V_0^{1/\\kappa} \\cdot R^{1/\\kappa-1}}{\\kappa}\\big)^{-1}= \\frac{\\kappa R^{1-1/\\kappa}}{V_0^{1/\\kappa}} = \\frac{\\kappa R^{(\\kappa-1)/\\kappa}}{V_0^{1/\\kappa}} =P(R)$\n", + " \n", + "### Invariant Preserving Burn-to-Withdraw\n", + " - Burn $\\Delta S$ tokens\n", + " - Conservation equation: $V(R- \\Delta R, S-\\Delta S) = \\frac{(S-\\Delta S)^\\kappa}{R-\\Delta R} =V_0$\n", + " - Derived Withdraw equation: $\\Delta R = withdraw\\big(\\Delta S ; (R,S)\\big)= R-\\frac{(S-\\Delta S)^\\kappa}{V_0}$\n", + " - Realized Price is: $\\bar{P}(\\Delta S) =\\frac{\\Delta R}{\\Delta S} = \\frac{\\frac{S^{\\kappa}}{V_0}-\\frac{(S-\\Delta S)^\\kappa}{V_0}}{\\Delta S} \\rightarrow \\frac{\\partial R(S)}{\\partial S} $ as $\\Delta S \\rightarrow 0$\n", + " - The limiting price is the spot price: $\\lim_{\\Delta S \\rightarrow 0} \\bar{P}(\\Delta S)=\\frac{\\partial R(S)}{\\partial S}=\\frac{\\kappa S^{\\kappa-1}}{V_0} = \\frac{\\kappa \\cdot (\\sqrt[\\kappa]{V_0 R})^{\\kappa-1}}{V_0}= \\frac{\\kappa R^{(\\kappa-1)/\\kappa}}{V_0^{1/\\kappa}}=P(R)$\n", + " - Given friction coef $\\phi$ \n", + " - sent to burning agent address: $\\Delta R_{agent} = (1-\\phi) \\Delta R$\n", + " - sent to the funding pool address: $\\Delta R_{pool} = \\phi \\Delta R$\n", + " - due to the friction the true realized price for the agent is $(1-\\phi)\\cdot \\bar{P}(\\Delta S)$\n", + " - due to the friction the true return factor post withdraw is: ${\\kappa}(1-\\theta)(1-\\phi)$" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#integer_units = 10**12 #account for decimal places to a token\n", + "#scale_units = 10**6 #millions of tokens, million of DAI\n", + "#mu = integer_units*scale_units\n", + "\n", + "#value function for a given state (R,S)\n", + "def invariant(R,S,kappa):\n", + " return (S**kappa)/R\n", + "\n", + "#given a value function (parameterized by kappa)\n", + "#and an invariant coeficient V0\n", + "#return Supply S as a function of reserve R\n", + "def supply(R, kappa, V0):\n", + " return (V0*R)**(1/kappa)\n", + "\n", + "#given a value function (parameterized by kappa)\n", + "#and an invariant coeficient V0\n", + "#return a spot price P as a function of reserve R\n", + "def spot_price(R, kappa, V0):\n", + " return kappa*R**((kappa-1)/kappa)/V0**(1/kappa)\n", + "\n", + "#for a given state (R,S)\n", + "#given a value function (parameterized by kappa)\n", + "#and an invariant coeficient V0\n", + "#deposit deltaR to Mint deltaS\n", + "#with realized price deltaR/deltaS\n", + "def mint(deltaR, R,S, kappa, V0):\n", + " deltaS = (V0*(R+deltaR))**(1/kappa)-S\n", + " realized_price = deltaR/deltaS\n", + " return deltaS, realized_price\n", + "\n", + "#for a given state (R,S)\n", + "#given a value function (parameterized by kappa)\n", + "#and an invariant coeficient V0\n", + "#burn deltaS to Withdraw deltaR\n", + "#with realized price deltaR/deltaS\n", + "def withdraw(deltaS, R,S, kappa, V0):\n", + " deltaR = R-((S-deltaS)**kappa)/V0\n", + " realized_price = deltaR/deltaS\n", + " return deltaR, realized_price" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,4))\n", + "X= np.arange(0,12, .01)\n", + "vals = [1-1/2**x for x in X]\n", + "\n", + "vals3 = [1/2**x for x in X]\n", + "ax.plot(X,vals, X, vals3)\n", + "plt.xlabel('months')\n", + "plt.ylabel('percent vested')\n", + "plt.title('Vesting Schdule with 1 month vesting \"Half-Life\"')\n", + "plt.legend([\"Share of hatch tokens Vested\", \"Share of Hatch tokens Locked\"])\n", + "plt.vlines(3,0,1, linestyle ='-.')\n", + "plt.text(3.2,.85, str(int(1000*7/8)/10)+ \"% of tokens vested after 3 months\" )\n", + "plt.scatter(3,7/8)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2458.387573380661" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "10*10**6*vals3[-1]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "d0 = 1 #million DAI\n", + "p0 = .01 #DAI per tokens\n", + "theta = .25\n", + "\n", + "R0 = d0*(1-theta) #million DAI\n", + "S0 = d0/p0\n", + "\n", + "kappa = 2\n", + "V0 = invariant(R0,S0,kappa)\n", + "\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(figsize=(10,3))\n", + "\n", + "color = 'tab:red'\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 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,S0, alpha=.5)\n", + "ax1.scatter(R0,S0, color='red', marker='D')\n", + "# ax1.text(R0+.02*reserve[-1], .9*supp[-1], \"Initial Value R0=\"+str(int(100*R0)/100)+\" million Reserve Units\")\n", + "# ax1.text(R0+.02*reserve[-1], .70*supp[-1], \"Initial Value S0=\"+str(S0)+\" million Tokens\")\n", + "ax1.text(-.4, .9*supp[-1], \"Initial Values: R0=\"+str(int(100*R0)/100)+\" million Reserve Units\")\n", + "ax1.text(-.4, .80*supp[-1], \"S0=\"+str(S0)+\" million Tokens\")\n", + "\n", + "#ax1.hlines(S0,0,R0)\n", + "\n", + "# ax2.text(R0+.02*reserve[-1], price[25], \"Initial Value P0=\"+str(spot_price(R0,kappa,V0)))\n", + "# ax2.text(R0+.02*reserve[-1], price[25]/10, \"where P_hatch=\"+str(p0))\n", + "ax2.text(R0+.04*reserve[-1], price[25], \"P0=\"+str(spot_price(R0,kappa,V0))+\" where P_hatch=\"+str(p0))\n", + "ax2.scatter(R0,spot_price(R0,kappa,V0), color=color)\n", + "\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": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.015" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "spot_price(R0,kappa,V0)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "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 xDAI 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 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 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": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "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": 12, + "metadata": {}, + "outputs": [], + "source": [ + "#given V0 and kappa\n", + "#sweep the reserve\n", + "reserve = None\n", + "reserve = np.arange(.01,100,.01)\n", + "price = np.array([spot_price(r,kappa, V0) for r in reserve])\n", + "\n", + "#realized price for withdrawing burning .1% of tokens\n", + "withdraw_price=[withdraw(supply(r,kappa,V0)/1000, r,supply(r,kappa,V0), kappa, V0)[1] for r in reserve]\n", + "\n", + "#realized price for depositing .1% more Xdai into the reserve\n", + "mint_price=[mint(r/1000, r, supply(r,kappa,V0), kappa, V0)[1] for r in reserve]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "#from IPython.display import Image\n", + "#Image(filename='slippage.jpeg')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "pdf = pd.DataFrame({'reserve':reserve, 'spot_price':price, '.1% mint_price':mint_price,'.1% withdraw_price':withdraw_price })" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pdf.plot(x='reserve')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "pdf['mint_slippage'] = (pdf['.1% mint_price']-pdf['spot_price'])/pdf['spot_price']\n", + "pdf['withdraw_slippage'] = (pdf['spot_price']-pdf['.1% withdraw_price'])/pdf['spot_price']" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "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": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pdf.plot(x='reserve', y = ['mint_slippage', 'withdraw_slippage'])#, logy=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "#given V0 and kappa\n", + "R = 20\n", + "S = supply(R,kappa,V0)\n", + "p = spot_price(R,kappa,V0)\n", + "#sweep the transaction fraction\n", + "TXF = np.logspace(-6, 0, num=1000)\n", + "\n", + "#realized price for withdrawing burning .1% of tokens\n", + "withdraw_price2=[withdraw(S*txf, R,S, kappa, V0)[1] for txf in TXF]\n", + "\n", + "#realized price for depositing .1% more Xdai into the reserve\n", + "mint_price2=[mint(R*txf, R,S, kappa, V0)[1] for txf in TXF]" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "516.3977794943223\n" + ] + } + ], + "source": [ + "print(S)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "pdf2 = pd.DataFrame({'tx_fraction':TXF, 'spot_price':p*np.ones(len(TXF)), 'mint_price':mint_price2,'withdraw_price':withdraw_price2 })" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "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": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pdf2.plot(x='tx_fraction',y=['mint_price','withdraw_price','spot_price'], logx=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "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": 26, + "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\\nnormalizd units: bonded/Reserve, burned/Supply')" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,3))\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:\n", + "Realized Price\n", + "Relative to Spot Price\"\"\")\n", + "plt.yticks([10**k for k in range(-6,1)])\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": 24, + "metadata": {}, + "outputs": [], + "source": [ + "tax = .02\n", + "pdf2['burn_to_withdraw_slippage_with_tax'] = pdf2['burn_to_withdraw_slippage']+tax" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "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\\nnormalizd units: bonded/Reserve, burned/Supply')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,3))\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:\n", + "Realized Price\n", + "Relative to Spot Price\"\"\")\n", + "plt.yticks([10**k for k in range(-6,1)])\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": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Kappa_List = [2,4,6,8]\n", + "for kappa in Kappa_List:\n", + " \n", + " V0 = invariant(R0,S0,kappa)\n", + " \n", + " reserve = np.arange(0,100,.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(figsize=(10,3))\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.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.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(int(100*S0)/100)+\" mil Tokens\")\n", + " #ax1.hlines(S0,0,R0)\n", + "\n", + " ax2.text(R0+.02*reserve[-1], price[3], \"Initial Value p1=\"+str(int(1000*spot_price(R0,kappa,V0))/1000))\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": 53, + "metadata": {}, + "outputs": [], + "source": [ + "#Power function independent variables for analysis\n", + "vec_d0 = np.arange(2.5,5.1,.1) #millon dai\n", + "vec_theta = np.arange(.1,.55,.05) #unitless\n", + "mat_R0 = np.outer(vec_d0.T, (1-vec_theta)) #million dai\n", + "vec_p0 = np.arange(.01,.11,.01) #dai per token\n", + "mat_S0 = np.outer(vec_d0.T, vec_p0) #milion tokens\n", + "vec_kappa = np.arange(4,1,-1) #integer\n", + "\n", + "mat_return_ratio = np.outer(vec_kappa.T, (1-vec_theta))" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[3.6 , 3.4 , 3.2 , 3. , 2.8 , 2.6 , 2.4 , 2.2 , 2. ],\n", + " [2.7 , 2.55, 2.4 , 2.25, 2.1 , 1.95, 1.8 , 1.65, 1.5 ],\n", + " [1.8 , 1.7 , 1.6 , 1.5 , 1.4 , 1.3 , 1.2 , 1.1 , 1. ]])" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mat_return_ratio" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Hatch Return Rate: Rho')" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "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", + "fig, ax = plt.subplots(figsize=(10,2)) \n", + "sns.heatmap(mat_return_ratio,xticklabels=th_lab, yticklabels=k_lab, annot=True, annot_kws={\"size\": 20},ax=ax)\n", + "plt.yticks(rotation=0)\n", + "plt.ylabel('Invariant Power: Kappa')\n", + "plt.xlabel('Funding Pool Fraction: Theta')\n", + "plt.title('Hatch Return Rate: Rho')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,1,'Funding Pool Funds at Launch (Millions of xDAI)')" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "d_lab = [str(int(100*d)/100) for d in vec_d0] \n", + "sns.heatmap(vec_d0-mat_R0.T,yticklabels=th_lab, xticklabels=d_lab)#, annot=True)\n", + "plt.yticks(rotation=0)\n", + "\n", + "plt.xlabel('Initial Fundraise: d0 (Millions of xDAI)')\n", + "plt.ylabel('Funding Pool Fraction: Theta')\n", + "plt.title('Funding Pool Funds at Launch (Millions of xDAI)')" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,15,'Intial Raise d0 (Millions of xDAI)')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "d_lab = [str(int(100*d)/100) for d in vec_d0] \n", + "sns.heatmap(mat_R0.T,yticklabels=th_lab, xticklabels=d_lab)#, annot=True)\n", + "plt.yticks(rotation=0)\n", + "\n", + "plt.title('Initial Reserve: R0 (Millions of xDAI)')\n", + "plt.ylabel('Funding Pool Fraction: Theta')\n", + "plt.xlabel('Intial Raise d0 (Millions of xDAI)')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,15,'Intial Raise d0 (Millions of xDAI)')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.heatmap(mat_S0.T,yticklabels=p0_lab, xticklabels=d_lab)#, annot=True)\n", + "plt.yticks(rotation=0)\n", + "\n", + "plt.title('Initial Supply: S0 (Millions of Tokens)')\n", + "plt.ylabel('Hatch Sale Price: p0 (xDAI per Token)')\n", + "plt.xlabel('Intial Raise d0 (Millions of xDAI)')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/CICecosubsystem.jpeg b/CICecosubsystem.jpeg new file 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matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# CIC Initialization Notebook\n", + "\n", + "### Goals\n", + " - Define the Mathematics of the CIC Bonding Curve in formal terms\n", + " - Identify and make explicit the paramters\n", + " - Define the initial state as a function of the parameters\n", + " - Demonstrate the Bonding Curve Shape as a function of the parameters\n", + "\n", + "### Formal Foundations\n", + "For a detailed Treatment of properties of Bonding Curves see:\n", + "[From Curved Bonding to Configuration Spaces](https://epub.wu.ac.at/7385)\n", + "and subsequent Publications on the subject appearing in the Proceedings of IEEE ICBC 2020 and MARBLE 2020.\n", + "\n", + "### System Scope\n", + "Broad Mapping of the Grassroots Economics CIC Ecosystem including the CIC Users, the operators of the CIC Program and the underlying smart contracts:\n", + "![Conservation of Flow](CICecosystem.jpeg)\n", + "\n", + "Zooming in on the Bonding Curve Smart Contract Subsystem:\n", + "![Conservation of Flow](CICecosubsystem.jpeg)\n", + "\n", + "Explicit mapping of Conservation Equations which will regulate the supply of CIC tokens relative to xDAI reserves.\n", + "![Conservation of Flow](GrassrootsEconomicsCICcontractconservation.jpeg)\n", + "\n", + "### Questions to be Answered\n", + " - Choose Parameters which characterize the bonding curve mechanisms: $\\kappa$ and $\\phi$\n", + " - Choose the initial conditions for Supply $S_0$ and Reserve $R_0$\n", + " - Note that due to the Bonding Curve construction its initial conditions partially determine the systems properties." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Bonding Curve Mathematics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Basic Definitions\n", + "- $R$ = xDai in Reserve\n", + "- $S$ = Total Supply of CIC tokens\n", + "- $P$ = Spot Price of the Bonding Curve$^*$\n", + "- $P \\cdot S$ = Market Cap implied by the Spot Price and Token Supply\n", + "- $\\frac{R}{P \\cdot S}$ = Reserve Ratio in the Liquidity Pool$^\\dagger$\n", + "\n", + "$^*$ The spot price is the limiting price for both the Bond-to-Mint and the Burn-to-Withdraw Mechanisms in the case with no fees. Realized prices account for slippage and fees, see references.\n", + "\n", + "$^\\dagger$ Bonding Curves such as the one being employed by the CIC systems are tools which enforce the Reserve Ratio to be a constant $\\rho \\in (0,1)$, also called the connector weight. In this work we work with the \"curvature\" $\\kappa = \\frac{1}{\\rho} = \\frac{P \\cdot S}{R}$ in order to align notation with associated academic work." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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+ } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Invariance and Consequences\n", + "Consider the Conservation Function:\n", + "- $V(S,R) = \\frac{S^\\kappa}{R}$\n", + "- As a consquence, $P = -\\frac{\\partial V}{\\partial} = \\kappa \\frac{R}{S}\n", + "\n", + "In the absense of Fees:\n", + "- $V(S,R) = \\frac{S^\\kappa}{R}$ is constant\n", + "- $V(S,R) = V_0$ where $V_0 = \\frac{S_0^\\kappa}{R_0}$ where $S_0$ and $R_0$ are the initial Supply and Reserve, respectively.\n", + "\n", + "![Invariant](attachment:image.png)\n", + "\n", + "In the presence of Fees:\n", + "- $V(S^+,R^+) > V(S,R)$ for all admissible actions\n", + "- $V(S_t,R_t) > V_0$ for all $t>0$ where the index $t$ is an ordering of all transcations on the contract.\n", + "- Under the invariant enforcing logic with fees, the reserve accumulates relative to the supply, essentially violating the invariant, but in a manner guaranteed to increase $V$. A concept introduced formally in [A State-Space Modeling Framework for Engineering Blockchain-Enabled\n", + "Economic Systems](https://arxiv.org/pdf/1807.00955.pdf) which was presented at the International Conference on Complex Systems, May 2018.\n", + "- Formal properties such as this are implicit in designs being designed and developed in a range of DeFi applications including but not limited to Bancor, Uniswap, Balancer, Fairmint. Such properties will serve as the basis of any formal stability claims over compositions of DeFi subsystems in to higher order financial systems.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Conservation Function Enforcing Deposit-to-Mint with Fees\n", + " - Deposit $\\Delta R$ xDAI to mint $\\Delta S$ CIC tokens\n", + " - Apply Fee $\\phi$: $\\Delta R' = (1-\\phi) \\Delta R$\n", + " - Conservation equation: $V(R+ \\Delta R', S+\\Delta S) = \\frac{(S+\\Delta S)^\\kappa}{R+\\Delta R'} =\\frac{S^\\kappa}{R}$\n", + " - Derived Mint equation: $\\Delta S = mint\\big(\\Delta R ; (R,S)\\big)= S\\big(\\sqrt[\\kappa]{(1+(1-\\phi)\\frac{\\Delta R}{R})}-1\\big)$\n", + " \n", + "### Conservation Function Enforcing Burn-to-Withdraw with Fees\n", + " - Burn $\\Delta S$ CIC tokens to withdraw $\\Delta R$ xDAI\n", + " - Applying fee $\\phi$: $\\Delta R = (1-\\phi) \\Delta R'$\n", + " - Conservation equation: $V(R- \\Delta R', S-\\Delta S) = \\frac{(S-\\Delta S)^\\kappa}{R-\\Delta R'} =\\frac{S^\\kappa}{R}$\n", + " - Derived Withdraw equation: $\\Delta R = withdraw\\big(\\Delta S ; (R,S)\\big)= R(1-\\phi)\\big(1-(1-\\frac{\\Delta S}{S})^\\kappa \\big)$\n", + "\n", + "### Properties of the Parameters\n", + "- Require $\\kappa >0$; any $\\kappa \\in (0,1)$ is over reserved, $\\kappa =1$ results in a constant price $P=\\frac{R}{S}$ and is essentially a fully reserved system but may still be very useful when composed with other mechanisms (eg Pool tokens in Uniswap instances, the reserve in this case is a unit of liquidity which is the constant product mixture of eth and token), and when $\\kappa > 1$ the properties widely attributed to bonding curves hold. Additionally, the equations simplify significantly for $\\kappa=2$ which makes it an obvious choice when other considerations don't rule it out.\n", + "- Require $\\phi \\ge 0$. When $\\phi=0$ the system is completely discribed by $\\kappa$ and the associated invariant function as above. When $\\phi>0$ it adds friction limiting the conditions under which an agent might choose to swap. It is important to note that this friction compounds with the slippage induced by the conservation law. The slippage is related to the curvature $\\kappa$ via the first order condition for convex functions. \n", + "- Both the slippage and the fee add friction, for large transactions relative to the liquidity pool the slippage dominates the fee, but for small transactions relative to the liquidity pool the fee dominates the slippage. In the case where the distribution of transactions size is estimatable, it may make sense to position the fee based on how strong an effect is desired relative to slippage." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Initialization Equations\n", + "\n", + "- Input $R_0$ xDai to generate $S_0$ initial supply\n", + "- \"Hatch\" sale \"Price\" $p_0$ (xDai per token minted) determines the initial supply: $S_0 = R_0/p_0$\n", + "- The 'Connector Weight' in Bancor terms maps to the concept 'Reserve Ratio' $\\rho=\\frac{1}{\\kappa}=\\frac{R}{P \\cdot S}$\n", + "- The initial spot price $P_0$ once the curve is live is $\\kappa \\frac{R_0}{S_0}$\n", + "- Note that $\\frac{P_0}{p_0} = \\frac{\\kappa R_0/S_0}{R_0/S_0}= \\kappa$ is leverage applied in deploying the bonding curve.\n", + "\n", + "### Inputs from Stakeholder\n", + "- $R_0= 40000$ xDAI\n", + "- Conversion rate between USD and Kenyan Shilling is approximately 1:100\n", + "- assume $P_0 = 1/100$ in order to ensure spot price is the right order of magnitude.\n", + "- leverage rate from past discussions, considering $\\kappa =4$\n", + "- above implies $S_0 = 4 \\times 100 \\times 40000 = 160\\, Million$ for the initial supply of CIC tokens " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Functions" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#value function for a given state (R,S)\n", + "def invariant(R,S,kappa):\n", + " return (S**kappa)/R\n", + "\n", + "#given a value function (parameterized by kappa)\n", + "#and an invariant coeficient V\n", + "#return Supply S as a function of reserve R\n", + "def supply(R, kappa, V):\n", + " return (V*R)**(1/kappa)\n", + "\n", + "#given a value function (parameterized by kappa)\n", + "#and an invariant coeficient V\n", + "#return a spot price P as a function of reserve R\n", + "def spot_price(R, kappa, V):\n", + " return kappa*R**((kappa-1)/kappa)/V**(1/kappa)\n", + "\n", + "#for a given state (R,S)\n", + "#given a value function (parameterized by kappa and phi)\n", + "#and an invariant coeficient V\n", + "#deposit deltaR to Mint deltaS\n", + "#with realized price deltaR/deltaS\n", + "def mint(deltaR, R,S, kappa, V, phi):\n", + " deltaS = (V*(R+(1-phi)*deltaR))**(1/kappa)-S\n", + " realized_price = deltaR/deltaS\n", + " return deltaS, realized_price\n", + "\n", + "#for a given state (R,S)\n", + "#given a value function (parameterized by kappa and phi)\n", + "#and an invariant coeficient V\n", + "#burn deltaS to Withdraw deltaR\n", + "#with realized price deltaR/deltaS\n", + "def withdraw(deltaS, R,S, kappa, V0, phi):\n", + " deltaR = (R-((S-deltaS)**kappa)/(V0))*(1-phi)\n", + " realized_price = deltaR/deltaS\n", + " return deltaR, realized_price\n", + "\n", + "#for a given state (R,S)\n", + "#given a value function (parameterized by kappa and phi)\n", + "#and an invariant coeficient V\n", + "#computed based on desired withdraw deltaR\n", + "#with realized price deltaR/deltaS\n", + "def withdrawR(deltaR, R,S, kappa, V, phi):\n", + " deltaS = S-(V*(R-(1-phi)*deltaR))**(1/kappa)\n", + " realized_price = deltaR/deltaS\n", + " return deltaS, realized_price" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Variable Declarations" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "R0 = 40 #thousand xDAI\n", + "kappa = 4 #leverage\n", + "P0 = 1/100 #initial price\n", + "S0 = kappa*R0/P0\n", + "p0 = R0/S0\n", + "phi = .01\n", + "\n", + "#initial value of conservation function\n", + "V0 = invariant(R0,S0,kappa)\n", + "\n", + "reserve = np.arange(0,500,.05)\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(figsize=(10,5))\n", + "\n", + "color = 'tab:red'\n", + "ax1.set_xlabel('Reserve (Thousands)')\n", + "ax1.set_ylabel('Supply (Thousands)', 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 CIC 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,S0, alpha=.5)\n", + "ax1.scatter(R0,S0, color='red', marker='D')\n", + "# ax1.text(R0+.02*reserve[-1], .9*supp[-1], \"Initial Value R0=\"+str(int(100*R0)/100)+\" million Reserve Units\")\n", + "# ax1.text(R0+.02*reserve[-1], .70*supp[-1], \"Initial Value S0=\"+str(S0)+\" million Tokens\")\n", + "ax1.text(-.4, .9*supp[-1], \"R0=\"+str(int(100*R0)/100)+\" thousand xDAI\")\n", + "ax1.text(-.4, .80*supp[-1], \"S0=\"+str(S0)+\" thousand CIC Tokens\")\n", + "\n", + "#ax1.hlines(S0,0,R0)\n", + "\n", + "# ax2.text(R0+.02*reserve[-1], price[25], \"Initial Value P0=\"+str(spot_price(R0,kappa,V0)))\n", + "# ax2.text(R0+.02*reserve[-1], price[25]/10, \"where P_hatch=\"+str(p0))\n", + "ax2.text(R0+.04*reserve[-1], price[25], \"P0=\"+str(spot_price(R0,kappa,V0))+\" where P_hatch=\"+str(p0))\n", + "ax2.scatter(R0,spot_price(R0,kappa,V0), color=color)\n", + "\n", + "plt.title('Bonding Curve with Conservation Function V = S^'+str(kappa)+'/R')\n", + "fig.tight_layout() # otherwise the right y-label is slightly clipped\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The figure above represents the base case as determined by the originally suggested values by the stakeholder." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax1 = plt.subplots(figsize=(10,5))\n", + "\n", + "cp = 100\n", + "color = 'tab:red'\n", + "ax1.set_xlabel('Supply (Thousands)')\n", + "ax1.set_ylabel('Reserve (Thousands)', 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 xDAI per CIC 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], \"S0=\"+str(int(100*S0)/100)+\" Thousands of CIC tokens\")\n", + "ax1.text(S0*1.02, .95*reserve[-1], \"R0=\"+str(R0)+\" Thousands of xDAI\")\n", + "#ax1.hlines(S0,0,R0)\n", + "\n", + "ax2.text(S0*1.02, price[3], \"P0=\"+str(spot_price(R0,kappa,V0))+\" where P_hatch=\"+str(p0))\n", + "\n", + "\n", + "plt.title('Bonding Curve with Conservation Function 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": 5, + "metadata": {}, + "outputs": [], + "source": [ + "#given V0 and kappa\n", + "#sweep the reserve\n", + "reserve = None\n", + "reserve = np.arange(.01,100,.01)\n", + "price = np.array([spot_price(r,kappa, V0) for r in reserve])\n", + "\n", + "#realized price for withdrawing burning .1% of tokens (without fee)\n", + "burn_price=[withdraw(supply(r,kappa,V0)/1000, r,supply(r,kappa,V0), kappa, V0, 0)[1] for r in reserve]\n", + "\n", + "#realized price for depositing .1% more Xdai into the reserve (without fee)\n", + "mint_price=[mint(r/1000, r, supply(r,kappa,V0), kappa, V0, 0)[1] for r in reserve]\n", + "\n", + "#realized price for withdrawing .1% of the Xdai from the reserve (without fee)\n", + "withdraw_price=[withdrawR(r/1000, r, supply(r,kappa,V0), kappa, V0, 0)[1] for r in reserve]\n", + "\n", + "#realized price for depositing .1% more Xdai into the reserve (with fee)\n", + "mint_price_fee=[mint(r/1000, r, supply(r,kappa,V0), kappa, V0, phi)[1] for r in reserve]\n", + "\n", + "#realized price for withdrawing .1% of the Xdai from the reserve (with fee)\n", + "withdraw_price_fee=[withdrawR(r/1000, r, supply(r,kappa,V0), kappa, V0, phi)[1] for r in reserve]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "#from IPython.display import Image\n", + "#Image(filename='slippage.jpeg')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "pdf = pd.DataFrame({'reserve':reserve, 'spot_price':price, '.1% mint_price':mint_price,'.1% withdraw_price':withdraw_price,'.1% mint_price w/fee':mint_price_fee,'.1% withdraw_price w/fee':withdraw_price_fee })" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    30.040.0000560.0000560.0000560.0000570.000057
    40.050.0000660.0000670.0000660.0000670.000067
    \n", + "
    " + ], + "text/plain": [ + " reserve spot_price .1% mint_price .1% withdraw_price \\\n", + "0 0.01 0.000020 0.000020 0.000020 \n", + "1 0.02 0.000033 0.000033 0.000033 \n", + "2 0.03 0.000045 0.000045 0.000045 \n", + "3 0.04 0.000056 0.000056 0.000056 \n", + "4 0.05 0.000066 0.000067 0.000066 \n", + "\n", + " .1% mint_price w/fee .1% withdraw_price w/fee \n", + "0 0.000020 0.000020 \n", + "1 0.000034 0.000034 \n", + "2 0.000046 0.000046 \n", + "3 0.000057 0.000057 \n", + "4 0.000067 0.000067 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pdf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pdf.plot(x='reserve')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "pdf['mint_slippage'] = (pdf['.1% mint_price']-pdf['spot_price'])/pdf['spot_price']\n", + "pdf['withdraw_slippage'] = (pdf['spot_price']-pdf['.1% withdraw_price'])/pdf['spot_price']\n", + "pdf['mint_slippage_fee'] = (pdf['.1% mint_price w/fee']-pdf['spot_price'])/pdf['spot_price']\n", + "pdf['withdraw_slippage_fee'] = (pdf['spot_price']-pdf['.1% withdraw_price w/fee'])/pdf['spot_price']" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[,\n", + " ]],\n", + " dtype=object)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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1JhtxpjbwEMP0SWu54IGhn6qWHt895GV0mp6eHoZSVtwEZFYlP9VzKbA4Ir5aGDUbODEPnwhcX0g/Qcn+wFO5iehG4BBJO+Sbv4fkNLOO4BqA2YYOAD4MPCDp3pz2SeB84BpJpwC/BY7O4+aQHgFdQnoM9CSAiFgt6VxgQZ7u8xGxujWbYFafA4BZlYj4CbXb7wEOrjF9AKf1sayZwMzm5c6sedwEZGZWUg4AZmYl5QBgZlZSDgBmZiXlAGBmVlIOAGZmJeUAYGZWUg4AZmYlVTcASBov6VZJiyUtknRGTt9R0lxJv8p/d8jpknSRpCWS7pf0psKyTszT/yq/KMPMzNqkkRqAX45hZjYC1Q0AfjmGmdnINKC+gPp7OYakprwco5P7RR9q39v1NKPP80YMdRuGez+YWWs0HABa9XKMTu4Xfah9b9fTSN/ozTDUftGHez+YWWs09BRQfy/HyOMbfTlGrXQzM2uDRp4C8ssxzMxGoEaagPxyDDOzEahuAPDLMczMRib/EtjMrKQcAMzMSsoBwMyspBwAzMxKygHAzKykHADMzEpqQH0BWeMmtKhbBzOzwXINwMyspBwAzMxKygHAzKykfA/AzJrC9702Pq4BmJmVlAOAmVlJOQCYmZWUA4CZWUk5AJiZlZQDgJlZSTkAmJmVlAOAmVlJOQCY1SBppqRVkhYW0s6R9Kike/NnSmHcJyQtkfSQpEML6YfltCWSzmr1dpj1xwHArLbLgcNqpH8tIvbJnzkAkvYCjgVel+f5pqRRkkYB3wAOB/YCjsvTmnUEdwVhVkNE3CZpQoOTHwVcFRHPA49IWgLsm8ctiYiHASRdlad9sMnZNRsUBwCzgTld0gnAXcD0iFgDjAXmF6ZZntMAllWl71droZKmAdMAurq66OnpaXK2h9/0SWuHZbldWzZn2RvjPq2nt7d3SNvlAGDWuIuBc4HIfy8ATgZUY9qgdhNr1FpwRMwAZgBMnjw5uru7m5Dd1po6TJ3BTZ+0lgseGPqpaunx3UPPTIfp6elhKGXFAcCsQRHxWGVY0reBH+Wvy4HxhUnHASvycF/p1mKD6a106flHDENOOodvAps1SNKYwtf3A5UnhGYDx0raXNIewETgTmABMFHSHpI2I90ont3KPJv1xzUAsxokfR/oBnaWtBw4G+iWtA+pGWcp8HcAEbFI0jWkm7trgdMi4sW8nNOBG4FRwMyIWNTiTTHrkwOAWQ0RcVyN5Ev7mf484Lwa6XOAOU3MmlnTuAnIzKykHADMzErKAcDMrKTqBgD3iWJmNjI1UgO4HPeJYmY24tR9Csh9opiZjUxDeQy0dH2iDKTfjeHqF6UZhrpPh9r/iJl1hsEGgFL2iTKQfjeGq1+UZhhqnyhD7X/EzDrDoAKA+0QxM9v4DeoxUPeJYma28atbA3CfKGZmI1MjTwG5TxQzsxHIvwQ2MyspBwAzs5JyADAzKykHADOzknIAMDMrKQcAM7OScgAwMyspvxO4hCYMsp+ipecf0eScmFk7uQZgZlZSDgBmZiXlAGBmVlIOAGZmJeUAYGZWUg4AZmYl5QBgZlZSDgBmZiXlAGBmVlIOAGZmJeUAYGZWUg4AZmYl5QBgZlZSDgBmZiXlAGBmVlIOAGZmJeUAYFaDpJmSVklaWEjbUdJcSb/Kf3fI6ZJ0kaQlku6X9KbCPCfm6X8l6cR2bItZXxwAzGq7HDisKu0s4JaImAjckr8DHA5MzJ9pwMWQAgZwNrAfsC9wdiVomHUCBwCzGiLiNmB1VfJRwKw8PAt4XyH9u5HMB7aXNAY4FJgbEasjYg0wlw2Dilnb+J3AZo3rioiVABGxUtIuOX0ssKww3fKc1lf6BiRNI9Ue6Orqoqenp7k5b4Hpk9YOy3K7thy+ZdfT6f+H3t7eIeXRAcBs6FQjLfpJ3zAxYgYwA2Dy5MnR3d3dtMy1ytSzfjwsy50+aS0XPNCeU9XS47vbst5G9fT0MJSy4iYgs8Y9lpt2yH9X5fTlwPjCdOOAFf2km3UEBwCzxs0GKk/ynAhcX0g/IT8NtD/wVG4quhE4RNIO+ebvITnNrCO4CcisBknfB7qBnSUtJz3Ncz5wjaRTgN8CR+fJ5wBTgCXAc8BJABGxWtK5wII83ecjovrGslnb1A0AkmYC7wFWRcTeOW1H4GpgArAUOCYi1kgScCHpYHgOmBoR9+R5TgQ+nRf7hYiYhVmHiojj+hh1cI1pAzitj+XMBGY2MWtmTdNIE9Dl+HloM7MRp24A8PPQZmYj02DvAZTyeeiBPHPbrueWh1Nl24f67LGZdYZm3wQe0c9DD+SZ2+F6JrqdKs9ED/XZYzPrDIN9DNTPQ5uZbeQGWwOoPA99Phs+D326pKtIN3yfyk1ENwJfLNz4PQT4xOCzbWbDacIIrMHahhp5DNTPQ5uZjUB1A4CfhzYzG5ncFYSZWUm5K4gGVNpDp09aOyKf7jGzcnINwMyspBwAzMxKygHAzKykHADMzErKN4HNzPowmB/ELT3/iGHIyfBwDcDMrKQcAMzMSsoBwMyspBwAzMxKygHAzKykHADMzErKAcDMrKQcAMzMSsoBwMyspBwAzMxKygHAzKykHADMzErKAcDMrKQcAMzMSsoBwMyspBwAzMxKygHAzKykHADMzErKAcDMrKQcAMzMSsovhbeGVV6QPX3SWqY2+LLsjekF2Y2StBR4BngRWBsRkyXtCFwNTACWAsdExBpJAi4EpgDPAVMj4p525NusmmsAZoPzjojYJyIm5+9nAbdExETglvwd4HBgYv5MAy5ueU7N+uAAYNYcRwGz8vAs4H2F9O9GMh/YXtKYdmTQrJqbgMwGLoCbJAXwrYiYAXRFxEqAiFgpaZc87VhgWWHe5TltZXGBkqaRagh0dXXR09MzvFtQx/RJa9u6/qKuLTsrP/W08n/X29s7pPUNKQC4LdRK6oCIWJFP8nMl/aKfaVUjLTZISEFkBsDkyZOju7u7KRkdrEbv8bTC9ElrueCBjedadenx3S1bV09PD0MpK81oAnJbqJVKRKzIf1cB1wH7Ao9Vmnby31V58uXA+MLs44AVrcutWd+G4x6A20JtxJK0taRtK8PAIcBCYDZwYp7sROD6PDwbOEHJ/sBTlaYis3Ybar1qxLeFwrr2x42tLXK4DGQ/dML/r8m6gOtSiyajgSsj4n8kLQCukXQK8Fvg6Dz9HFKz5xJS0+dJrc+yWW1DDQAjvi0U1rWHbmxtkcNlIPuhle2hrRARDwNvqJH+e+DgGukBnNaCrJkN2JCagNwWama28Rp0AHBbqJnZxm0o7RluCzUz24gNOgC4LdTMbOPmriDMzErKAcDMrKQcAMzMSsoBwMyspBwAzMxKygHAzKyk3K+B2Qg3oYO6drbO4hqAmVlJOQCYmZVUqZqAXBU2M1vHNQAzs5JyADAzKykHADOzkirVPQAzs+E2mHuNS88/YhhyUp9rAGZmJeUAYGZWUg4AZmYl5QBgZlZSDgBmZiXlAGBmVlIOAGZmJeUAYGZWUg4AZmYl5V8C27DamH4VaVY2rgGYmZWUA4CZWUk5AJiZlZQDgJlZSTkAmJmVlAOAmVlJOQCYmZWUfwdgtpEYzG8qbOMw2P/t5YdtPaT1trwGIOkwSQ9JWiLprFav36zVXOatU7W0BiBpFPAN4N3AcmCBpNkR8eBAl+WrIdsYNLPMmzVbq5uA9gWWRMTDAJKuAo4CfDDYy0ZY9xEu89axWh0AxgLLCt+XA/sVJ5A0DZiWv/ZKeqhFeavrH2Bn4Il256PdOnE/6Ev9jt69RdmopW6Zh84u9+3WieWtU7zjS33um4bKfKsDgGqkxXpfImYAM1qTnYGRdFdETG53PtrN+2FA6pZ56Oxy324ub30b6r5p9U3g5cD4wvdxwIoW58GslVzmrWO1OgAsACZK2kPSZsCxwOwW58GslVzmrWO1tAkoItZKOh24ERgFzIyIRa3MwxC5ip54PzRoBJT5TuDy1rch7RtFbNAcaWZmJeCuIMzMSsoBwMyspBwAGiRpqaQHJN0r6a5256ddJG0v6VpJv5C0WNJb250nG/kkvUHSz/Ix+ENJ27U7T51C0j6S5lfOTZL2bXhe3wNojKSlwOSIKPUPUiTNAm6PiO/kp1q2iogn250vG9kkLQA+FhHzJJ0M7BERn2l3vjqBpJuAr0XEDZKmAP8UEd2NzOsagDUsX3W9HbgUICL+5JO/tciewG15eC7wl23MS6cJoFIjegUD+J2JA0DjArhJ0t35Z/tl9CrgceAyST+X9B1JQ+uP1qwxC4H35uGjWf/HdWV3JvBlScuArwCfaHRGNwE1SNKuEbFC0i6kK5CPRsRt9eYbSSRNBuYDB0TEHZIuBJ52VdyaQdLNwJ/VGPUp4CHgImAn0g/p/iEidmph9tqqzr45GJgXET+QdAwwLSLe1dByHQAGTtI5QG9EfKXdeWklSX8GzI+ICfn724CzIqJju+K0kUfSa4DvRUTDNztHMklPAdtHREgS8FRENHST3E1ADZC0taRtK8PAIaQqaalExO+AZZL2zEkH426NrQVyzRtJmwCfBi5pb446ygrgoDz8TuBXjc7oV0I2pgu4LgVXRgNXRsT/tDdLbfNR4Ir8BNDDwEltzo+Vw3GSTsvD/wVc1s7MdJi/BS6UNBr4I+u6Fa/LTUBmZiXlJiAzs5JyADAzKykHADOzknIAMDMrqVIEAEkzJa2S1JRHNyX9j6QnJf2oKv0KSQ9JWpjXuWkz86jkIklLJN0v6U1V47eT9Kikr+fv2+YOoiqfJyT9Wx43VdLjhXF/U1jOl/I2LJT0wUL6pZLuy+u+VtI2Of0fJT2Y02+RtHtOf0fV+v8o6X153Dsl3ZPXMSs/wTBokraS9OPcSd0iSecPZXkj1UZyLJyR51sk6cw+pvl4oVwtlPSipB0ljZd0q1JHhYsknVGY55x8fFTmm5LTN5N0mVJHc/dJ6q7avvvysi6RNCqnfzmXtfslXSdp+5x+fFWZf0nSPnnceZKWSeodwC7ubz9tIenOQv4+N+CFRMSI/5D6r3kTsLBJyzsYOBL4UVX6FNJLwAV8H/j7GvNeDnQPJo95+Tfk5e8P3FE1/kLgSuDrfcx/N/D2PDy11nTAEaRfOo8GtgbuArbL47YrTPdV0o/AAN5B6hQO4O+Bq2ssd0dgNbAV6cJjGfCaPO7zwClD/J9sBbwjD28G3A4c3u6y12mfTjoW+lje3qTf2GyVy+DNwMQ68xwJ/G8eHgO8KQ9vC/wS2Ct/P4fUoVz1/KcBl+XhXfJxskn+Xin7An4AHJu/HwKMzsNfAr5UY7mTgIcL3/fP+ett0r4XsE0e3hS4A9h/IMsoRQ0gUpcNq4tpkv48R/e7Jd0u6bUDWN4twDM10udEBtxJegH4oPNYw1HAd/Mq5gPbSxqTt+fNpN8r3FRrRkkTSYX79jrr2Iv0s/K1EfEscB9wWM7j03lZArYk9Y9ERNwaEc/l+edTe7v/CrghT7cT8HxE/DKPe7lzL6Uf3c2UtECpv6Gj6uSXnIfnIuLWPPwn4J4+8lFqG8Gx8BekX5s/FxFrgXnA++vMcxwpyBARKyPinjz8DLAYGFtn/r2AW/I8q4Angcn5+9N5mtGkC4tKmb8p5w/6LvMv5yvPMz8iVlZPJOmVkn6Qy/wCSQfUyW9leRERldrEpvkzoOf6SxEA+jCD1J/Pm4GPAd9s1oJzdffDQLN/LDaWdOVcsRwYq/TryAuAj/cz73GkK/NiAfnLQnNOpXOt+4DDc5PKzqSr+5c73pJ0GfA74LXAv9dYzymkWkq1Y1l3MDwBbKrUtxCk4FBZx6dIV3Nvyev+sgbY4Vyujh9JPqitrk46FhYCb5e0k6StSDWJPjt+y9McRro6rx43AXgj6cq44vRc5mdK2iGn3QccJWm0pD2AN7N+mb8RWEUKdNfWyMbJ1C7zH6QQAPpxIak757eQLoS+08A8lbyNknRvzt/ciLij3jxFpfwlsFLb9f8D/jNdzAKweR73AVKTRLVHI+LQBlfxTeC2iLg9L/NQUjURYDfgwNwO+HxE7DeQrNdIC+AjwJyIWFbYnmrHkg7Eih8C34+I5yWdCswC3hkRN0l6C/B/pJ4/fwZUrnRWQ/7RAAADv0lEQVSIiJNyO+i/kwr4y7/IlPQh0pXTQRTkWsok0ovRiYiQdCzwNUmbk2otlXUcArxX0sfy9y2A3fL+qnWQARwSESvyukaTDrqLIuLhvnaGJW04FvanjxNcROwdEYslfYlUK+wlnZzX1po+OxL4aURU12q2IQWFMwtX8RcD55KOmXNJF00nAzNJNY+7gN+Qyn6xzB8qaQvgClJXC3ML6/lUnvaKqvXvBzwXEY3ca3kXsFdh/2+n1PXM6+hnX+W/LwL75Iue6yTt3eA6X15QKT7ABHK7J6nv7JVDXF43Ve2eOf1s4L/JbYg1xl9OjXsA1XnsY/y3gOMK3x8itSleAfwWWEq6un4aOL8w3RuAX/az3FGkDqRqjbsSmFIj/aDi9udCvBjYpca0ZwAz+ln/IcA1efhuYM8h/F9mkk7+bS9znfrplGOhwWV/EfhIP+OvA/66Km1T0sXGPzayD2qM+z/yfYOq9BMp3DfL339Gvv9VNe3XgE/2sfzequ9PAFs24f96NjXucfT3KWUTUKQrgkckHQ0vP13zhqEuV+lJmkNJJ+mXhrq8GmYDJ+T87k86aa+MiOMjYrdIvXR+jHSf4KzCfOu1Rea8jil8fS/p5F2pUu6Uh18PvJ70HgRJenVOF+nK6xf5+xtJwem9kdpQq9Vaf6Vzr82Bf2Zd5143Ah/N66gsuyGSvkB6IUbNJ0dsQ514LBTKxm7AB+ijGUXSK0gXItcX0kR6YdHiiPhq1fTFMv9+coeOublz6zz8bmBtRDwoaZvCPbbRpOaoSpk/jFRu3xvr7n9V1rMJ6Z0FVzW4yTcBpxfm36eRmfK9g8rTR1uSLsJ+0eA6k6FGnY3hQypAK4EXSO3mpwB7kNol7yP1aPnZASzvdlLzyB/y8g7N6WuBXwP35s8Gy6Tvp4A2yGNOPxU4NQ8L+EZexwOkV1RWL2cqVU/3kDpte21V2r8Ai/L231oZT2pyeTB/5gP75PRNgJ/m9S4k1ToqT0jcDDxW2O7ZhfVMAB6l6ioQ+DIp6DxEqqZX0rckBZPKeja4suzjfzKOVLVfXMjH37S77HXap5OOhTrLfDDn5+BC+svHQqGsX1U174G5HNxfWPeUPO4/crm6n3QxNaZQRh/KZedmYPec3gUsyNMvIjV7Vp78WUK6H1dZxyWFPHSTbmRXb9e/5n30Uv57Tk7fGbg6r+fB4rLq7KfXAz/P8y0cyD6ufNwZnJlZSZWyCcjMzBwAzMxKywHAzKykHADMzErKAcDMrKQcAMzMSsoBwMyspP4/+cTB4UxLRpAAAAAASUVORK5CYII=\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pdf[['mint_slippage', 'withdraw_slippage']].hist()\n", + "pdf[['mint_slippage_fee', 'withdraw_slippage_fee']].hist()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:43: RuntimeWarning: invalid value encountered in double_scalars\n" + ] + } + ], + "source": [ + "#given V0 and kappa\n", + "R = 400\n", + "S = supply(R,kappa,V0)\n", + "p = spot_price(R,kappa,V0)\n", + "#sweep the transaction fraction\n", + "TXF = np.logspace(-6, 1, num=5000)\n", + "\n", + "#realized price for withdrawing txf of Xdai\n", + "withdraw_price2=[withdrawR(R*txf, R,S, kappa, V0, 0)[1] for txf in TXF]\n", + "withdraw_price2_fee=[withdrawR(R*txf, R,S, kappa, V0, phi)[1] for txf in TXF]\n", + "\n", + "#realized price for depositing txf more Xdai into the reserve\n", + "mint_price2=[mint(R*txf, R,S, kappa, V0,0)[1] for txf in TXF]\n", + "mint_price2_fee=[mint(R*txf, R,S, kappa, V0,phi)[1] for txf in TXF]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "pdf2 = pd.DataFrame({'tx_fraction':TXF, 'spot_price':p*np.ones(len(TXF)), 'mint_price':mint_price2,'withdraw_price':withdraw_price2, 'mint_price_fee':mint_price2_fee,'withdraw_price_fee':withdraw_price2_fee })" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pdf2.plot(x='tx_fraction',y=['mint_price','withdraw_price','mint_price_fee','withdraw_price_fee','spot_price'], logx=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "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']\n", + "\n", + "pdf2['bond_to_mint_slippage_fee'] = (pdf2['mint_price_fee']-pdf2['spot_price'])/pdf2['spot_price']\n", + "pdf2['burn_to_withdraw_slippage_fee'] = (pdf2['spot_price']-pdf2['withdraw_price_fee'])/pdf2['spot_price']" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "ticks=[10**k for k in range(-6,1)]\n", + "bound = .026 #need to figure out this analytically in terms of kappa and phi" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Transaction size as percent of the asset Burned or Bonded\\nnormalizd units: bonded/Reserve, burned/Supply')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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uAj5V1aUishi4YQuK5SE1NZU5c+Zc1YLiH//4xxLDxMbGEh0dXeqCoquIiAgiIiIu+3zDMAzDKMmFS9nsOZpG7BG7YHj4136FlbyElvWqMSK8PuF2obBp7ap4eZVv3/KbrqAIzAPeAj7O3SEi3sDbwEAgEdgmIl8BwcBuO1hOWST+/NIf2XvsbFlElad1/epMG96mxHDZ2dmMGzeOHTt20Lx5cz7++GM2b97MlClTyM7OpkuXLrzzzjv4+fkRGhrKuHHjWLp0KVlZWXzyySe0bNmS5ORkRo8ezenTp+natWuxQ+ufeuopDh48SHh4OAMHDuTVV1/liSeeYMWKFYgIzzzzDPfdd5/bc6Oiopg2bRp169YlNjaWu+66i3bt2vH666+Tnp7OF198QdOmTZk+fTpVq1ZlypQp9O3bl27durF27VpSU1P54IMP6NatG8899xzp6els3LiRqVOnuk1z3bp1/OUvfwGsAR3r168vlJ9Zs2axbNkypk+fzsGDBzl69ChHjhzhiSeeYMKECURFRfHcc88RFBREXFwckZGRzJkzBy8vLyZNmsS2bdtIT09n1KhRPP/88wAsX76cxx57DIfDQadOnYiPj2fZsmVcuHCBRx99lN27d5Odnc306dO58847S3zGhmEYxo0hx6nsP3mOnUesmsLYI6nsP3kOuwWZkFqV8/oVdmxYgzb1A/H38S7fTLtx0xUUVXW9iIQW2N0VOKCq8QAi8l/gTqxCYzAQi4er1MTFxdG3b998+1599VUAcnJySElJIT39Ur7jlSr54OPjg6qSkZFeKE4fH18qVapU5PFLl/wAaxqeX34pvLZ3vXr18vI2bdo0nn766byfxYsXs3z5cjp27MgDDzzA888/z7hx48jKyiInJ4dFixaxYsUKZs2axWuvvcbkyZNp2bIlb775JlFRUbz33nt5E4mnpqZy8uTJvHQnTJjA9u3b2bp1K76+vsybN4/vv/+eJUuWkJKSwj333EP9+vW59dZb8fHxISkpieTkZAAOHz7Mjh07+Prrr+ncuTPNmjVj9OjRzJ8/n48//pgXXniBp59+mqSkJKpWrQpAZmYmp06dYv78+axbt44nn3ySefPm8cILLxAdHc3TTz/NuXPniIuLy8ujt7c3YWFhzJo1i2nTptG6dWsuXLjA4cOHOXHiBJmZmXlh09PTiYuLIykpiW3btrF48WJycnK48847GTp0KCdOnGDLli18/fXX1K9fnwkTJvDuu+8yadIkXnrpJVJTU8nIyGD8+PF07tyZ0NBQHnzwQTZt2kTjxo0ZNmwY58+fJy4ujtdee41WrVoxY8YMAgIC6Nq1K40aNaJy5cr5nm1gYCC33HJL3vMtqGbNmtSpU4ecnBwOHDhQ6HhQUBAOh4OsrCzi4+MBOHHiBJMmTQJg0qRJ3HfffRw5coSxY8cWOv/xxx9n+PDhxMXF8dBDDxU6/swzzzBgwABiY2OZPHlyoeMzZ86kR48efP/99zz99NOFjs+ePZvw8HC+/fZbZsyYUej4u+++S4sWLVi6dCn/+EfhLtnz588nJCSExYsX88477xQ6/umnn+JwOJg3bx7z5s0rdHz58uUEBAQwZ84clixZUuh4VFQUQN4fEa4qV67MihUrAHjxxRdZs2ZNvuNBQUF89tlnAEydOpXNmzfnOx4cHMyCBQsAmDx5MrGxsfmON2/enPfeew+AiRMnsn///nzHw8PDmT17NgBjxowhMTEx3/Hu3bvz8ssvA3D33XfnffZy9e/fn2effRaAIUOGkJ6e/7tn2LBhTJkyBaDQdx7Avffey8MPP8zFixfd1uaPHz+e8ePHk5SUxKhRowodN++eeffg5nr3cipV5lK1+tw69AFO5gQQe/gMl+wqKK/sdHzPn6Da+eM8+sBwRkZ2ZMcPG5gx46/sBha4xH+1373SuukKikVoABxx2U4EugFvAG+JyFBgaVEni8hEYCKAn59fsQlN6la70D53v6xd1a5dm1q1apGZmcmhQ4cKHa9bt26xaeYKDg6mU6dOAIwYMYI5c+YQHBxMs2bNAHjggQd44403GDduHACDBg0CoGPHjnlfRNHR0bz55puA9QENDAz0KG2ALVu2MHToULy9vXE4HHTp0oU9e/Zw6623ug3frl076tSpg5+fH02bNs37QmjevDlbtmxxe05untu0acPRo0c9zlvPnj154YUXuOOOOxg0aBBVqlQpNnz//v3x9/fHz8+Pfv36sXXrVgDat29PSEgIAEOHDiU6OhqAJUuW8NZbb5GVlcXp06c5cOAATqeThg0b5k1uPXz4cBYtWgTApk2bWLt2LfPmzcPHx4eMjAyOHz9OkyZNPL4mw6hIcgsz4eHh5ZwT41q6Xp97do6T+JRMztYN51LV+lyqVp9s/5oAfH0wg7YN/Ojb0I+YVZ/hd+E4lTJSyW1Ajqh/D0FViy9LXFdU9ab7AUKBPS7b92D1S8zdHgu8Wco4hwPvhYWFaUF79+4ttO9aO3TokDZs2DBve82aNdq3b1/t3bt33r5vv/1WR44cqaqqjRo10tOnT6uq6rZt27RPnz6qqtqhQweNj4/PO6dmzZp54dyl2aZNm7ztv/zlL/rBBx/kbY8ZM0a//PJLt+euXbtWhw4dmrfdp08f3bZtW6Fj06ZN07///e+Fwpw+fVobNWqkqqpz587VP/3pT0Xdmjy7du3SV155RRs0aKD79u3Ll/+CaT733HN5540dO1a/+OILXbt2rUZGRubt/+CDD3Ty5MkaHx+vTZs21TNnzqiq6rhx43Tu3Lm6ffv2fOG//PLLvDQ6deqkP/30U4l5vhquh/fVMEqrT58+ed9TRsVxvTz3M+cv6Zp9J/TvK3/S+9/drK2eXaGNnlymjZ5cpp1fXK0TPtqm/4o6oFsPJWt6ZnZ5ZzcfIFqvoEzlUXPrTSARCHHZDgaOlVNerprDhw/nNTEsWrSIAQMGkJCQkNckOX/+fPr06VNsHJGRkSxcaI3pWbFiBSkpKUWGrVatGufOnct3bm5z7enTp1m/fj1du3a90ssqUcF8uHPw4EHatWvHk08+SUREBD/99FOx4b/88ksyMjJITk4mKiqKLl26ALB161YOHTqE0+lk8eLF9OrVi7Nnz1KlShUCAwM5efJkXpNQy5YtiY+PJyEhAYDFixfnxX/77bfz5ptv5vUB3bFjx+VevmEYxk2rYUAGdzc4BZkXSg5cRnKcyk8nzrJwyy88vmQnt82KouOLq/n9vGjeWXeQ85eyuadzMK/fH86GJ/qx7X/7895vI3ioT1O6hNa6LvsZXomK0vS8DWgmIo2Bo8D9wAPlm6Wy16pVKz766CMeeughmjVrxuuvv86tt97KPffckzeYpaRRxNOmTWP06NF06tSJPn360LBhwyLDBgUF0bNnT9q2bcuQIUN49dVX2bx5Mx06dEBEePXVV/P6111N/fr145VXXiE8PLzIwSyzZ89m7dq1eHt707p1a4YMGcLx48eLjLNr164MHTqUw4cP8+yzz1K/fn32799P9+7deeqpp9i9ezeRkZGMHDkSLy8vOnbsSJs2bWjSpAk9e/YErH5Ec+bMYfDgwTgcjnyF5meffZbJkyfTvn17VJXQ0NBC/ZAMwzAqNFXGhx6nR1AaZF8C3+K7DF2usxlZbP8lxfo5bA06OW9PTxNUxZeODWsyKiKYTg1r0j44kADfilJ0skhujcbNQkQWAX0BB3ASmKaqH4jIHcBsrOlxPlTVl0oZb+4SfhN+/vnnfMf27dtHq1atyiL7xnXAdaS1K9eR0Z46f/48VatWRVX505/+RLNmzfjrX/9a1lkuFfO+GjeiiRMnAuQNsjBuclnpsOIJ2P4xX55ty52vbSqzqI+npbMtIYXohDNsS0jhpxNnUbWWvWt5S3U6NapBp4Y16dyoJg1rBdzwS5+KSIyqXvb8bzddsVhVRxexfzmw/AriNUv4GaX2/vvv89FHH5GZmUnHjh3djqAzDKNkpoBYQajCwe9g+RQ4Ew+9H+fO25697OicTuXA6fNsPXQmr2B4NNUaZV3F15tOjWoyuX9zIkJrEh5SI2/ZO+NXN12N4tVSkWsUk5OT6d+/f6H9a9asISgoqNhzd+/eXWj6AT8/vyJHNV+puXPn8vrrr+fb17NnT95+++2rkt6N6GZ/Xw3DuAGpwqH1EPUyHN4MNRvD8NnQpG+pormUncPuxLS8GsPoX1JIS88CoHY1P7qG1iIitCZdQmvR8pZqVPK++YdqXGmNoikollJERITmTomSy/ziNW4k5n01bkSm6fkmlX0JfvwCtr4HR6OhWj3o/Th0HAs+/iU+97SLWcQcPpNXMNyZmEZmthOAprWr0CW0Vt5PSK3KN3wz8uUwTc/XiEuNYnlnxTAMo8IpOOmzcYNLPQIxcyHmI7iYBEHN4I5ZeQXEXAWf+6mzGfxw6AxbDyWz7VAKcSetGS8qeQntggMZ3yOUiEZW/8Ibaq7C65gpKHrI9FE0DMMwjCtw6Tzs+wp2LoJDG0AEmg+BrhOsJmY3tX3ZvtXIqB7CU5/tYsuhMxxKsqbJqepXic6NajK8Qz0iQmvRIbgGlX1vrmlprhemoGgYhmEYxtXhzLH6Hu78r1VIzLpo9T/sOxXCR0ONX6dgU1USU9L5IT6ZLYfOsOVQMomdrCndlu8+TtfGtXiga0O6NalF63rVK0T/wuuBKSh6yDQ9G4ZhGIYHnE5I3AZ7v7D6H547Bn6B0P5e6DAaQrqBCKpKQtIFtuQWDOOTOZaWAUDNAB+6Nq7Fhe3L8DubyMZli/H2qnj9C68HpjjuIVVdqqoTS7P28bWUkJBA27Ztr1l6M2fOvGpx33HHHaSmppKamsqcOXPy9kdFRTFs2LASz/c03NXSt2/fvDWgc6/FMIwrEx4eft2t92u4cDrh8BZYORVmt4UPB8G2f0P9cBg1F6bsR4fN5oB/GxZsOcyji3bQbeYa+s2K4qn/282Gn0/TsWFNXrizDd9MjiTmmYG8OzaCyFucdGte3xQSy5GpUTTIzs6mUqXSvQozZ87k6aefvir5Wb7cmu4yISGBOXPm8PDDD5dJvJdznVcq91oMw7gys2fPLu8sGAW51hzu/RLOHgVvXwgbAAOmo81v50CaF5vjk/lhyY9sPXSGpPOZANSt7setTYLo1qQW3RoH0bR2Fbcjks1zL3+moFjWVjwFJ3aXbZy3tIMhr5QYLDs7m3HjxrFjxw6aN2/Oxx9/TOvWrYmOjsbhcBAdHc2UKVOIiopi+vTpHDt2jISEBBwOB4MGDeKrr77i4sWLHDx4kJEjR/Lqq6+6Teepp54iPT2d8PBw2rRpw8KFC3nttdf48MMPAXjwwQeZPHmy23NfffVV/P39+fOf/8xf//pXdu7cyXfffceaNWuYO3cuCxYsIDQ0lOjoaJ566ikOHjxIeHg4AwcOZOjQoZw/f55Ro0axZ88eOnfuzIIFCxARVq5cyeTJk3E4HHTq1CkvvYLXOXPmTMaOHcuFC1aH6LfeeosePXrw8MMPM3jwYEaMGMHIkSOpWbMmH374IR988AGHDh1ixowZha7lwoUL3HvvvSQmJpKTk8Ozzz5baPnA3Gs5f/48gwcPplu3bvmeT0BAAKGhodx3332sXbsWgP/85z+EhYWxdOlSZsyYQWZmJkFBQSxcuJC6dety+vRpHnjgAZKTk+nSpQsrV64kJiYGh8PBggULeOONN8jMzKRbt27MmTMHb2/TwdswjDKSnQm/bISflkPc8nyFQ+0/jSN1+rDpSCbf/5jM5q+2kXT+EgANalQmslntvIJho6Abf8WTiqLcm55FpJeI/M7+f217PebrjogMF5H30tLSyjsrRYqLi2PixIns2rWL6tWr52u2dScmJoYvv/yS//znPwDExsayePFidu/ezeLFizly5Ijb81555RUqV65MbGwsCxcuJCYmhrlz57JlyxZ++OEH3n//fXbs2OH23MjISDZs2ACQV4DKyspi48aN9O7du1A6TZs2JTY2lr///e8A7Nixg9mzZ7N3717i4+PZtGkTGRkZTJgwgaVLl7JhwwZOnDhR5HXWqVOH1atXs337dhYvXsyf//znQvk6evQoe/fuBXCbr1wrV66kfv2GbIZ0AAAgAElEQVT67Ny5kz179jB48OBi73dxz6d69eps3bqVRx55JK+Q3atXL3744Qd27NjB/fffn1dwf/7557ntttvYvn07I0eO5PDhw4A1P+LixYvZtGkTsbGxeHt7s3DhwmLzZBg3ijFjxjBmzJjyzkbFlHEW9nwGn/4B/h4G80fCjgVQL5yUwW/z5cANPO79FL1W1Cby9Rim/t9utsQn0yssiP93dzvW/60fm566jdfuC+e+Lg0JdbivPXTHPPfyV641iiIyDYgAWgBzAR9gAdCzPPPljsfT43hQ83e1hISE0LOndevGjBnDG2+8UWz4ESNGULly5bzt/v37k9sHs3Xr1vzyyy+EhISUmO7GjRsZOXIkVapYC7bfddddbNiwgY4dOxYK27lzZ2JiYjh37hx+fn506tSJ6OhoNmzYUGJ+Abp27UpwcDBg9VlKSEigatWqNG7cmGbNmuVdu+vkrK7XmZWVxSOPPJJXkMqdo6t37955BdDWrVuTkpLC8ePH2bx5c5H5ateuHVOmTOHJJ59k2LBhRRYoc7l7PrnrSY8ePTrv39y1oBMTE7nvvvs4fvw4mZmZNG5s/Q21ceNGPv/8cwAGDx5MzZo1AWulnJiYGLp06QJAeno6derUKfGeGsaNIDExsbyzULGcPWbVGP603Bq17MyCAAcZzYayq2pPlp1vwYaECxzaeQE4SM0AH7o3DeKPfZvSvUnRTcmlZZ57+SvvpueRQEdgO4CqHhORauWbpRtXwQ+liFCpUiWcTmuW+oyMjHzHcwt2ufz8fp2c1Nvbm+zsbI/SLc3qPj4+PoSGhjJ37lx69OhB+/btWbt2LQcPHvRotZCi8ljcF5Lrdf7zn/+kbt267Ny5E6fTib+/NbFrgwYNSElJYeXKlURGRnLmzBmWLFlC1apVqVbN/SvZvHlzYmJiWL58OVOnTmXQoEE899xzRebD3fMp7v+PPvoojz32GCNGjMjrLgBF329VZdy4cbz88stF5sEwDMMtVTi1D+K+hp++hmNWq1BOjcYcDhvLWrrwyYl67Iu+CEA1vzN0a1KL/+nWkB5NHbS8pRpeZsDJTcmjpmcR6VTc9hXIVOu3ntrxVikhfJkTkSYi8oGIfHqt0y5rhw8fZvPmzQAsWrSIXr16ERoaSkxMDACfffZZmaXl4+NDVpa1fmZkZCRffPEFFy9e5MKFC3z++efF1q5FRkYya9YsIiMj6d27N//6178IDw8vVJCqVq0a586dKzEvLVu25NChQxw8eBCwrr0oaWlp1KtXDy8vL+bPn09OTk7ese7duzN79uy8fM2aNavY6zh27BgBAQGMGTOGKVOmsH379mLz6e755Fq8eHHev927d8/La4MGDQD46KOP8sL26tWLJUuWALBq1SpSUlIAq0b4008/5dSpUwCcOXOGX375pdg8GYZRgWVnwsG11kjlN8Lhne7w3QzSLjlZGzyJSYFzCDs5g367BvDqvpo4AgN4YnALvvhTT3Y8N5B/j+vCg72b0Lp+dVNIvIl5WqM4CZhQzPblWiIi7wI1RGQC8HvgfU9PFpEPgWHAKVVt67J/MPA64A38W1WLbA9W1XjgDzdDQbFVq1Z89NFHPPTQQzRr1oxJkybRtWtX/vCHPzBz5ky6detWZmlNnDiR9u3b06lTJxYuXMj48ePp2rUrYA1mcdfsnKt379689NJLdO/enSpVquDv7++2QBYUFETPnj1p27YtQ4YMYejQoW7j8/f357333mPo0KE4HA569erFnj173IZ9+OGHufvuu/nkk0/o169fvtrG3r17s2rVKsLCwmjUqBFnzpwptqC4e/du/va3v+Hl5YWPjw/vvPNOkWHB/fPJdenSJbp164bT6cwr6E6fPp177rmHBg0acOutt3Lo0CEApk2bxujRo1m8eDF9+vShXr16VKtWDYfDwYwZMxg0aBBOpxMfHx/efvttGjVqVGy+DMOoQM6dgJ9Xwf5vID4KMs/j9PIloXoEq6oN4+PkVhw7WhNfby86NqzBX/oH0aOpgw4hgfhVMgPjKiIpTbPhVcmAyEBgECDAN6q6uhTnRgLngY9zC4oi4g3sBwYCicA2YDRWobFgm9zvVfWUfd6nqjqqpDQjIiI0d468XPv27fOo2dSouBISEhg2bJjbAmzuyGiHw+FRXJcuXcLb25tKlSqxefNmJk2aRGxsrMd5Me+rcSOaOnUqgOlaUVpOp9WM/PM3VuHwuPVdcd63Dlt9Ilhytg3rslqR6VWZdg0C6dHUKhh2blTzulgSzzz3KyciMaoacbnnl1ijKFZ74P8ATVT1BRFpCNyiqlsvN1GXuBsDG3ILhyJSWURCVTXBk/NVdb2IhBbY3RU4YNcUIiL/Be5U1Zexah8N44Z2+PBh7r33XpxOJ76+vrz/vseV8IZxwzIFhVLISIOD38H+VXBgNVw4jRMvDvm3YrmMZnlGe/ZlNKRF3er07OrgrbAgujauRTV/n/LOeSHmuZc/T5qe5wBO4DbgBeAc8BnQpQzS/wTo4bKdY++7krgbAK7zuiQCRba5ikgQ8BLQUUSm2gXKgmEmAhMBGjZsWPDwTa1bt25cunQp37758+fTrl27Ys9LTk6mf//+hfavWbOGoKCgMs3j1VYW1xIaGlpkc3hCQkKp8tOsWbMipx8yDKMCUoWkn/NqDfXwZsSZTbp3VTbSkWWZ97DO2QF/39r0au3goTAHPZoGUae6f3nn3LgBeFJQ7KaqnURkB4CqpoiIb1mlr6qZuRuqmlkGcbvrUVtk+7qqJgN/LC5CVX1PRI4Dw319fTsXEeamnDx0y5Ytl3VeUFBQqZpDr2c307WUd1cTw7hcd999N1C2g/JuaFkZ1sTX+1fh3P8NXqkJACR4N2JF5hC+y+nIz76t6NK0Dr2bOfhzmIMmpZi/8Hphnnv586SgmGX3+8sdmVwbq4axLJwWkRGq+pUd951A0hXGmQi4Tv4XDBy7wjiL5e/vT3JyMkFBQTfch9CoOFSV5OTkvCmBDONGkpycXN5ZKH+ph+HAt+j+VTjjo/DOTicTXzY527Ampx8b6Mgt9ZrTK8zB1GYO2jcIpJJ3ua+rcUXMcy9/nhQU3wA+B+qIyEvAKOCZMkr/j8BCEXkLqybwCPDbK4xzG9DM7v94FLgfeOAK4yxWcHAwiYmJnD59+momYxhXzN/fP2/CcsMwrnNZGXD4e/Tnb8mKW4Vvys8AHMfBmuyerHF2JKXOrXRtVp8BYQ6eblyLAN/ynh7ZuNmU+Eap6kIRiQH6YxXmfqOq+8oicVU9CNwqIlWxRmCXPGmeCxFZBPQFHCKSCExT1Q9E5BHgG6yRzh+q6o9lkd+i+Pj45K2aYRiGYRiX7Uw8/PwtmXGr8PplI5Vy0smiEj/ktGKdcwx7A7oS0rwDvZrXYVbTIBxV/UqO0zCugCejnmsBp4BFLvt8VDXrchMVkTGqukBEHiuwHwBVfc2TeFR1dBH7lwPLLzd/RcTp2RJ+hmEYhuGpzIuQsJHs/avJ/OkbAs5bk+Qfc9YlytmbbZU64d24N11ahDAmzEFoUIDp4mRcU57UUW/H6vOXglWjWAM4LiKngAmqGnMZ6ebOcnzDLNcnIsOB4WFhYeWdFcMwjArH3cwDNyR7hLLz59Vc+HEllY/9QCXNJEt9+cHZmk3040z9SMJadqBXmIOxDQLxrsCrntw0z/0GVuKE2yLyL+BzVf3G3h4EDAaWAK+r6mUt92EPkPmzqv7zcs4vL+4m3DYMwzCMIl06B4c2cHHvSpw/f0vV9KMAHHDWJ8rZgUM1uhPYsg/dWzQgolGt62Kia+PmcdUn3AYiVDVv+hhVXSUiM1X1MRG57M4RqpojIiOAG6KgaGoUDcMwDI+owqm9ZMWt4vyPK6l+Khpvzcap/nzvbEOMz1BymvSnXdt2jAxzEGT6GRrXMU8KimdE5Engv/b2fUCKXSN4pdPkfG+PeF4MXMjdqarbrzDeMmf6KBqGYZSfIUOGALBixYpyzkkR0lPR+CjSdq+g0qHvqHrpFD7ACWcInzKE03V7U6dNH3q1rM/AutVMP0MPXffPvQLwpKD4ADAN+AKrj+JGe583cO8Vpp+7KssLLvsUaxUYwzAMwwAgPT29vLOQn9MJJ3dz8ceVXNz3DTWTY/EmBy8NYJ2zLXFV78Wr2UA6tm3DmFDTnHy5rrvnXgF5Mj1OEvBoEYcPXEniqtrvSs6/lkzTs2EYRgV38QzZP68hZedyKh+JomrWGQKAg85QvvAawdmQfoS0602vFvUYGli5vHNrGGXCk+lxmgNTgFDX8KrqttZPRAKAx4GGqjpBRJoBLVR1mUuYbsB7QFNgN/D7spqb8WoxTc+GYRgVjDMHPbqd1N0ryIpbjSNtD5VwUkmrstbZjl9q9SSg1QA6t2nF7yr46GTj5uVJ0/MnwL+AfwM5HoSfC8QA3e3tRDuOZS5h3sYqfK4HRgCzgds9y7JhGIZhXCVpR7m4bxVpe1YSeHwTATnnCFRhlzbha797yAy9jcYdetM3rA7V/H3KO7eGcdV5UlDMVtV3ShFnU1W9T0RGA6hquhTuteulqqvt/38iIlNLEb9hGIZRwQwbNuzqRJyVTs6hjSTttAahBF08RABwVmvyDZ1JqtuTwLaD6NamGb8LqlJidEbZumrP3fCYJwXFpSLyMNZ6z5dyd6rqmSLCZ4pIZaxBKYhIU9fzbDVE5K6itlX1/zzJ/LVk+igahmGUnylTppRNRPbUNWl7vuHivlU4kqPx0SxqqA9btSU/V3sQr7D+tAnvxrCGNfHx9iqbdI3LUmbP3bhsnky4fcjNblXVJkWEHwg8A7QGVgE9gfGqGuUSZm4xSaqq/r6EfJcbM+G2YRjGDeZCMpf2r+HMrhVUSVxP9awkAPY7GxDj04kLwX2o3+E2urcIoWYV33LOrGGUras+4baqNi5NhKq6WkS2A7diTafzF3vktGuY35Uql4ZhGEaF1rdvXwCioqJKDpyThfPwVpJ2roCDa3Cc24cfSmWtwkZtx3HHb6nSehCd27Xl/jpVzZyG17FSPXfjqvCk6RkRaYtVQ+ifu09VPy4i7EjgO1X92t6uISK/UdUvyiC/ZU5EfgMMBeoAb6vqqnLOkmEYhlFaZw5x7sdvOPfjN9Q69QP+zovUUi9iNYxvAh7A2aQfYeGR3NbYgb+PmdPQMDzlyfQ404C+WAXF5cAQrEm33RYUgWmq+nnuhqqm2nGUeUFRRD4EhgGnVLWty/7BwOtYk4L/W1VfKSoOuwD7hYjUBGZhNZcbhmEY17NL58g8sI7knSvx+2UttS4lUg1IUwdfe/UkrUFvarcfSLdWTYio7l9idIZhuOdJjeIooAOwQ1V/JyJ1sabKKYq7nr9u0xERP1W9VNK+YswD3sKl0GovLfg2MBBrap5tIvIVVqHx5QLn/15VT9n/f8Y+zzAMw7jOCErTqukkr3iZzLjV1E7diS/ZBKofW7Q1v9QYgV/LAbRr35mR9QPxMnMaGkaZ8GQwy1ZV7SoiMUA/4BywR1XbFBH+QyAVq9ClWKu61FTV8W7CblfVTiXtKyF/ocCy3BpFEekOTFfV2+3tqQCqWrCQmHu+AK8Aq1X125LSq1atmnbu3DnfvnvvvZeHH36YixcvcscddxQ6Z/z48YwfP56kpCRGjRpV6PikSZO47777OHLkCGPHji10/PHHH2f48OHExcXx0EMPFTr+zDPPMGDAAGJjY5k8eXKh4zNnzqRHjx58//33PP3004WOz549m/DwcL799ltmzJhR6Pi7775LixYtWLp0Kf/4xz8KHZ8/fz4hISEsXryYd94pPJPSp59+isPhYN68ecybN6/Q8eXLlxMQEMCcOXNYsmRJoeO5fVNmzZrFsmXL8h2rXLly3hqgL774ImvWrMl3PCgoiM8++wyAqVOnsnnz5nzHg4ODWbBgAQCTJ08mNjY23/HmzZvz3nvvATBx4kT279+f73h4eDizZ88GYMyYMSQmJuY73r17d15+2Xr17r77bpKTk/Md79+/P88++yxgrWlacLmqYcOG5Y36y+2r48q8e+bdg5v43evblfio+ez/9mMiqp7E4ZMBwI/ORsR4dUCbDSAnsDHzXnsRL2dWvvPNu3dzvHs1atTISzOX+d4r3bu3bt26qzuYBYgWkRrA+1gTaZ8HthYT/lHgWWAx1mCWVcCfXAOIyC1AA6CyiHS0wwFUBwJKcwFuNACOuGwnAt1KyO8AIFBEwlT1XwUDiMhEYCKAn5/fFWbPMAzDcMdHnLStcZHOdXPoGPs0xBymCVC9RnU2ZHVgw0kHe1KrcDH5JNOfGJf3y/rjAoVE4+ZRu3bt8s5ChVdijWK+wFbtXXVV3XVFiYqMA8YDEYDrXDPngHmlmUfRTY3iPcDtqvqgvT0W6KqqRa1X7Wk6ufMoTvj555+vJCrDMAwDrDkNk34mZdcKLv60GkfSNvw0g0z1JkZbcLB6NySsP6069qB9cE0qmTkNDaPUrvr0OHYiDYBGueFFJFJV1xcIM1tVJ4vIUuzJtl2p6giX/38EfCQid6vqZ5eb+SIkAiEu28HAsTJOwzAMw7gc6Smk719L8s4VVD2yjhpZJ6kJpDhvYanPbVwI6UP98AF0bdGI7pV/XSLv4sWLZAIBAVfa6GTcSC5evAiY516ePBn1/P+A+4C9/LrWs2Kt0+xqvv3vrFKkv0ZEXgMi7e11wAuqmlaKOAraBjQTkcbAUeB+4IEriM8wDMO4XM4cnIkxnIpdjh5YQ92ze6iMk+pamS205bhjNFVaDaRjh3DudlQpck7D3L5oZj69isU89/LnSY3ib4AWJY1EVtUYe8TxBFUd42H6HwB7gHvt7bHAXOCuIs9wISKLsKbucYhIItbUPB+IyCPAN1gjnT9U1R89zI9hGIZxpdISSdu9krM/fkPQye8JcJ6njgq7tAnrqtxDTuPbaNqxL30a18G3kmlONozrmScFxXjAh8LrNReiqjkiUltEfFU104O4m6rq3S7bz4tIbJGhC6c3uoj9y7HmfCwzqroUWBoRETGhLOM1DMO44WVeJPPgek7FrsDvlyhqZyQQCKRrTb716kpag94Edbidbq3DCK9qBgQaxo2kyIKiiLyJ1cR8EYgVkTW4FBZV9c9FnJoAbLLnLrzgEv41N2HTRaSXqm600+wJpLsJV+5cBrOUd1YMwzDKlyp6cg+nY1eQGfctdVK240sWDvVhm7ZiVa2J+DYfSLuO3Rh+S3WzRJ5h3MCKq1HMHY0cA3xVijiP2T9eQLUSwk7CGtQSiDVFzhlgXCnSumZMjaJhGBXahSTO7V1Nyq6VBB7fQGB2MnWAOGcwX/nfQWajfoR0HEBEWH16+5ol8gzjZlFcQXE5UFtV97rutNd9PunuBBGpDXwNHFDV1JISV9VYoIOIVLe3z3qa8WvN1CgahlGh5GSRlfADJ3csp9Kh76hzIY5qKNlalc3SnqS6vQhsO4iI9m0ZFVj5qmdn/PjxVz0N4/pjnnv5K3IeRRH5L/COqq4rsP92YJyqPlBg/4PATOAg0BiYqKrF1kSKSBAwDeiF1cy9EWvUc3Jx55WniIgIjY6OLjmgYRjGDUaT40neuZyL+1ZTJ2kL/ppOtnqxQ5sRX70rEtafFh0jaRtSC2+zRJ5h3BCu5jyK7QoWEgFU9RsRKbymDEwG2qjqaRFpAiyk5Cbr/2JNs5M7oOV/sFZ0GVBizg3DMIwrc+kcF+K+Izl2BVUS1xOUeRQHcMRZm1W+kZwP7kO98NuJaNmILv4+JUZ3NSUlJQHgcDjKNR/GtWWee/krrqBY3LeCu2OZqnoaQFXjRcSToW21VPVFl+0ZIvIbD8675kzTs2EYNzynk+yjOzgZuwL9+VtuObuLKuSA+rGNNhx33EVA60F07NCZEY4q5Z3bfHLX7DXz6VUs5rmXv+IKij+LyB32VDN5RGQI1pQ5BQWLyBtFbRcxSnqtiNwP5K6IPgqrj+N1xwxmMQzjhnTuBCm7V5K2eyVBp76nWk4aDYA9zlB+qHIXzia30aTTbfQMrYOPWSLPMIwCiiso/hVYJiL3Yo18Bmtt5u7AMDfh/1ZgO8ZNmIIeAh4DFtjbXsAFEXkMUFWt7kEchmEYRq6sDDLiN3Jyx3L8E6Kom3GQmkC2BrLRO5y04N7Uan87Xdq0pG0V3/LOrWEY17kiC4qqul9E2mEtf9fW3r0OeEhVM9yE/6i0iatqSdPnGIZhGMVRxXkqjpM7viZr/7fUTYnBXy9RT73ZTkvW1fwDPi0G0q5TDwbXMXMaGoZROsWuzGIv2ze3rBMVkUZAau6aziLSD2upwATgbQ9XdbmmTB9FwzCuG+kppP24mjO7VlLj2AZqZp+iHnDQWY+VlQdxqVFfQjoNomPTBtzqY+Y0NAzj8nmyhN/VsAQYCaSJSDjwCfAyEA7MAR4sp3wVyfRRNAyj3ORkc+nwVk5uX4F3/HfccmEvgTgRDWCbtCPplrEEtr2dTu07cGd1//LO7VUxadKk8s6CUQ7Mcy9/Rc6jeFUTFdmlqu3t/88CnKr6hIh4AbG5x65HZh5FwzCuBU09zKkd9pyGp3+gip4nR4Xd2pSD1bshzQbQvFMfWjeohZeZ09AwjCJczXkUXROpDDRU1bhiwuSuDe1WgVHPrt9qtwFT7TDOa9l/RkRaAX8BHMAaVX3nmiVuGIbhKvMC5+KiSIpdQZUj66iTeZi6wDGtRZTvrVwM7kPd8NuJaNWUcN/yagwqP0eOHAEgJCSknHNiXEvmuZe/Er9t7L55swBfoLHdVPyCqo4oEDS3mq0n0Bpr4myAeyg8Avo7EVkCHAdqAt/ZadUDPOqfKCIfYo2+PqWqbV32DwZeB7yBf6vqK0XFoar7gD/aNZnve5KuYRhGmVAl69guTmz/GueB76iftoNqZOOjPsRIa9Y7hlK51e106NiVobWurzkNy8PYsWMBM59eRWOee/nz5M/S6UBXIAqs9ZlFJLRgoNxRzyIyHuinqln29r+AVQWCTwbuA+oBvXLDArcA/+th3ucBbwEf5+4QEW/gbWAgkAhsE5GvsAqNLxc4//eqekpERgBP2XEZhmFcPedPk7TrG9L2rMRxchOBOWcIAeKcISyvOoKcxrfRuPMAujWqSyUzp6FhGNcBTwqK2aqaVoom4fpANeCMvV3V3pdHrY6R/y14oqru8DQRVV3vpsDaFTigqvGQt171nar6Mu7nfsRej/orEfka+I+n6RuGYZQoO5OL8d9zYvty/H6JokF6HA7AS6uy1Tuc1OBIHB1up1PbNrSoXL5L5BmGYbjjSUFxj4g8AHiLSDPgz8D3xYR/BdghImvt7T5YtZLXQgPgiMt2ItCtqMAi0he4C/ADlhcTbiIwEaBhw4ZlkU/DMG5SOUkHOR6zjKy41dySEk2AphOi3uykGVtr/Q6f5gNo0zmSAbWrmTkNDcO47nlSUHwUqzn4ErAI+AZ4sajAqjpXRFbwawHtKVU9caUZ9ZC7b93iBthEYTepF0dV3xOR48BwX1/fzpedO8Mwbj4ZZznz47ec2bWCwGMbqZ11jGDgsLM2ayv3JaNRP0I63U6HsIZEVDLNyYZh3FhKLCiq6kWsgqJHfQfF+hN5ANBEVV8QkYYi0lVVtxYR3hdobm/GufRXvByJgOvQqGDg2BXEZxiGkZ/TScbhGI5v/xqv+LU0OL+bWuTgq/5s92rLhlvupXrb2+kY3pk7qvqVd25vGo8//nh5Z8EoB+a5lz9PRj0vpXCtXBrWKOd33SznNwdwYk178wJwDvgM6OIm7r7AR1grsggQIiLjVHV9qa7iV9uAZiLSGDgK3I+1BKFhGMZl07PHOLF9ORf2rqJu0maqOc/SGNijjVle/R4krD/NIm6jd/0g05x8lQwfPry8s2CUA/Pcy58nTc/xQG2sZmewRiufxKoFfB8YWyB8N1XtJCI7AFQ1xa41dOcfwKDc+RlFpLmdTonNuyKyCOgLOEQkEZimqh+IyCNYzePewIeq+qMH12gYhvGrrAzOxq3jVOxyqhxZR71Lh6gHnNIa/ODbmfON+lC34xA6tWpGW7NE3jURF2dN49uiRYtyzolxLZnnXv5KXJlFRNaraqS7fSLyo6q2KXBsC9AD2GYXGGsDq1S1o5u481ZoKW7f9cSszGIYNyFVMk/s41j0MpwH1tAgbTt+ZHJJKxErrTju6EHl1gPp0KkXt9SoXN65rZD69u0LmPn0Khrz3K/ctViZpbaINFTVw3aCDbFWMgH3k2O/AXwO1BGRl4BRwDNFxB0tIh8A8+3t/6Hw5NzXBXvi8eFhYWHlnRXDMMqAXjzDqdiVpO35BsfJTdTKOU0ocFDrs6bKEHKa9CO08+1ENKqHt1kizzCMCsqTguLjwEYROYjVj7Ax8LCIVMHqX5iPqi4UkRigvx3+N/YKKO5MAv6ENeWOAOuxJsy+7qjqUmBpRETEhPLOi2EYlyEnm/PxP3B8+9fWnIYXf6IuTiprADsqdSAl5PcEtR9MeLt2NPU3cxoahmGAZ6Oel9vzJ7bEKsz95DKAZXbB8HYN4Zuq+rbLvumqOt1N9H9U1deA11zC/gVrCb7riqlRNIwbT3ZyAkdjviYzbjX1z2ylql6giQq7CWNnzTH4tBhI64i+9KldvbyzahiGcV3ydGX5ZkALwB9oLyKo6sdFhL0d6Cwir7mEGYH7SbfHUbhQON7NvnJnahQN4waQeYGkPWtI3rmCGsfWUzcrkUbAUQ1iU+VeXGrYlwadB9Mu7P+3d99xdlX1/v9f70x6b6TPpM2kkUoaAkKAEEiAiyJXBLxXlKKChevVn96vXkGvin6/96ooSpWiFPEiKgklEFooCemd9EImhRTSe2Y+vz/WOuRkOGfmTD0zmc/z8ZhHZu+z99qfvfaezGfW3mutXgz3KfKcc65MmQyPczuhd/EgwuwlE4G3SJpjuYRtcfvHJY0FvqkWikcAACAASURBVEmJgbAlXUMYtqZ3nIs5oRWws1xn4Jyrv8w4tHEBm+ZOIWfNq/TYv4iOHKeFNWZ+zmBmdfk0rQZfzPARY5jQwsc0rMt+8IN0r7q7U5lf9+zLpNfzYmAYMN/MhknqDDxoZikHN5I0P9HDWdIdwEVAVzPrk7RNT8K7jncC30vafR+wyMyOV/yUqkfSo+ebVq1ale1wnKu3ivdtY9Pc5zj43st03v4ObYt3AbDc8ljXZizqeyEFo8fTp2tHH9PQOVfv1USv50NmVizpuKTWhBbDPqVs/1ELoZndIWkO8K3kDcxsA7AB+EQFYs4Kf/TsXJYcP8qulW/ywbwwpmHukVXkAjutFfMbn8GBnufSacQkhg7szwAf0/CUtWDBAgCGDx+e5UhcTfLrnn2ZJIpzJLUlDK49F9gPpJyOD8DMbi+xPAWYUpkgnXP1iBlHtq2icPYUildPo8fuubTjMC0th0Xqz8KON9J80AQGj/ok57dunu1oXQ257bbbAB9Pr77x6559mfR6viV+e6+kF4HWZrao5HaS3jKzcyTt4+Qp/xSKMe9W6JxLyQ7tZsuCl8KYhlvf4rSirfQFNlhn3mx5EUW9z6fXqIsZkdedkT6moXPO1ZhMOrO8YmYXApjZ+pLrEszsnPhvq/IEIKkZkJeYxq+28uFxnKtCxUXsXTubLXOn0HjD6+QeXEo3imltTVnYaCizcq+j/dCJDBs2gp6NMx2cwTnnXFVL+z+wpKZAc8Jcyu040XO5NdAtxfbtSzuQmX2YYp/Lgf8GGhN6QA8Hfmxm/5TxGdQQf0fRuco5tquQwjlTOLJ8Gt0+nElr20dLE++pN9PaXUOj/uPpP+pCzu7YJtuhOueci0r7U/3LwG2EpHAuJxLFvaSePWUu4ZFzqudCRuoOMHcAY4DXAcxsgaReZUbtnKv9jh3igyWvsnPhi7TZNJ3ux9bTG/jA2jK32VgO9xxH9zMmcnpBX073x8nOOVcrpU0Uzewu4C5JXzez35ZVkJn1rsDxj5vZnmwOYRGnIpwO3B473jjnKsKMA4VLKJwzhQZrXyVv3wI6c5S21ohFOYNY2PUWWp9+MUPOOIvzmzfOdrSujvnZz36W7RBcFvh1z75MOrP8VtJZQK/k7UuZmYX4qLqAMJNLYvvpKTZdIulaICdOE/gN4J1MApf0EHAZsM3MBietv4Qws0sOYbzHn5dR1HeBv2RyTOfcyYr276Rw7vMcWDaVzttn0KF4B/2BNdad6W0uQ30vJH/MxYzq4mMauso566yzsh2CywK/7tmXSWeWPwF9gQVAUVxtpJmZRdKNhNlYesR9zgRmABek2PzrwPeBI8ATwFTgJxnG/ghwd3IcknIIj8UvAgqB2XHmlxzC4N7JvgQMBZaRlNA650pRdJwdK95i27znaV74BnmHV9ATY7e1YEmTEezvcS6dhk9k8KDB9G3oU+S5qvPOO6ENwROH+sWve/ZlMjPLe8AgK2vDE9svBkYDM81suKQBwI/M7OoU244ws/kViDuxfy9gSqJFUdIngDvM7OK4/B8AZlYySUzs/1OgBWF6wkPAp82suLRjjho1yubMmVPRkJ2rcw5vW8uG2ZOxVa+Qu3s2LThIkYmlDfqxpeNZNBs4gdNHjaODj2noqtG4ceMAH0+vvvHrXnk1MTPLEqALsCXDMg+b2WFJSGpiZssl9U+z7S8ldQX+F/izmS3N8BjpdAc2Ji0XAmPTbWxm3weQdD2wI12SKOlm4GaAvLy8SoboXO1mR/ZROP9l9ix5kQ5b36Lr8U30BzZZR2a1PI/jvS+g5+hLGJKXy1B/nOycc6e0TBLFjsAySbMIj4gBKGUIm8I4k8vfgZcl7QI2p9rQzM6X1AX4LHB/nCLwKTPL9PFzSel6XJfKzB4p4/P7JW0BLm/cuPHICsbmXO1UXMyudfPCmIbrX6PnwSXkcpwO1oTFjYawKPeztBt6CUOHjeJ8H9PQOefqlUz+17+jPAWa2acT+0l6DWgDvFjK9luB38Rt/z/gh2T+nmJJhUBu0nIP0iSpztVnR3dvZcPsKRxd8TLdds6kne2mHbCCnrzR7ioa9h/PgNETGNvBxzR0zrn6LJNez29I6gkUmNk0Sc0JnUPSknRO3P5hSacRHgmvS7HdQOBq4CpgJ/Bn4N/LfxofmQ0USOoNbAI+B1xbifKcOyXYscNsWfJ6GNNw83Tyjq6hANhprVnSbCSHe55H95GT6J/fj/4+pqFzzrkok17PNxHez2tP6P3cHbgXuDDN9rcDo4D+wMNAI+Ax4OwUmz8MPAlMMLNytfxJehIYR5g5ppAwDuIfJH2N0Hs6B3ioCt57dK7uMWPfpuVsnD05jmk4n24c5jTLYWnOAFZ0/TKtBl/C4JHn8MmmPqahq/1+/etfZzsElwV+3bMvk17PCwizp7xrZiPiusVmNqSU7UcA85K2X2RmQ6s08izxXs+utjp+YBcb5rzIgWVT6bL9bToVbwNgg3VhbZuxkH8h+aMnktu1U5Yjdc45V1NqotfzETM7mhgsV1JDSu8gctTMTJLF7VuU3EDSX8zss3EoneSyBFhtTCrjvNSX5+fnZzsU54LiIratmMHWec/RYuMb9Dz8Hn0pZp81Y2mT4SzqcT2dRlzKwEFD6ZnjYxq6um3atGkAjB8/PsuRuJrk1z37MmlR/L/AbuBfCQNk3wIsSwwtk2L7bxNmZbmIMMj1l4Anzew3Sdt0NbMt8d3HjzGzDRU4lxrhLYoumw5u38D6WYkxDWfRmv0Um1jeoA9bOp5Ns4ETGDT6Atq2+tjfZ87VaT6eXv3k173yaqJF8XvADcBi4MvA88CD6TY2s/+WdBGwl/Ce4g/N7OUS2yTGZLzFzL6b/JmkXxCm1atVvEXRZUPxkYO8P/9ldi+ZSoetb5J7/H0GAR9YOxa2PCuOaTiJgXl5DPIxDZ1zzlWxTBLFZoROIQ/AR9PkNQMOptshJoYvJ7aXdJ2ZPZ5i04v4eFI4McW6rDOzycDkUaNG3ZTtWNwpzIyda+ezae7zNF7/Gr0PLqQXxzhijVjaaDAr866g/dCJDBw6lk/6mIbOOeeqWSa/aV4BxgP743Iz4CXgpIkX42DZtxJ6RT9LSBRvBb5DmPP58aRtv0p4hN1H0qKkYloBb1fkRJyrqw7v2c76WVM4suJluu+cQUf7kA7AGnowo/2naNhvPP3GTOCM9u2zHapzzrl6JpNEsamZJZJEzGx/HEuxpD8Bu4AZwI2EBLExcIWZLSix7RPAC4R3GL+XtH6fmX1YjvhrjD96dlXFjh+lcPF0dix8gTab36TXkZUMkLHbWvBe85EszhtHt5GTKMgfQF8f09A551wWZdKZ5W3g62Y2Ly6PBO42s0+U2O6jIXPi4+kdQJ6Z7SszCKkT0DSxbGbvl/dEaop3ZnEVsWfTSjbMmkyDta/Ra99cWnKQ49aA9xr2Z0ens2k9+GIGjjyP5k2bZDtU52qlFStWANC/f/8sR+Jqkl/3yquJzizfBP5XUmJA7K6E2VRKOpb4xsyKJK0rK0mMrXS/BLoB24CewHvA6RnE5VytdezgHtbNmcqBZS/RedvbdCvezFBgE6cxv/UFKP9Ceo+ZyJAuXbMdqnN1gicK9ZNf9+wrNVGU1IDw+HgAoQezgOVmdizF5sMk7U3sCjSLy4mxEVun2OcnwJnANDMbIel84JqKnYpzWVRczJYV77J13vM03/gGfQ4toZ+KOGhNWNZkGCt7XMtpIyYxYNAIuvuYhs6V2+TJkwG4/PLLsxyJq0l+3bMvk0fPM0o+Zq6yg0tzzGyUpIXACDMrljTLzMZUx/EqI+kdxZtWrVqV7XBcLbB/RyHr3p1C8epp5O2aRTv2ALBSvdnS8SyaDbyI/qMvok2rllmO1Lm6z8fTq5/8uldeTTx6fknSZ4BnrKyssvx2S2oJTAcel7QNOF7Fx6gSPjyOKzp6mHXzp7Fn8Yt02PoWvY6vYwiw01qzouVojvU+n56jL6Mgrxf9fExD55xzp4BMEsVvAS2AIkmHKP1RcnldARwG/g24DmgD/LgKynWu8szYtn4xm2ZPodGG1+l7YAH5HOGo5bC80SDeyL2FdkMnMmD4WZzZyMc0dM45d+op87ebmbWqroOb2YGkxUer6zilkTQO+C9gKfBnM3s9G3G42uHQ3g9ZM2sKR5dPo/vOd+hs2+kEvE9X5ra/lIb9xlMw5hKGtu+Q7VCdc865aldmoihJhNa+3mb2X5Jyga5mNquiB5W0D0h+jK24XK7WSkkPAZcB28xscNL6S4C7gBzgQTP7eSnFGGEw8aZAYXnOw9V9VnSc9YvfYueC52m9+U36HnmPwTL2WTOWNz+DlXk3033kpfQuGESeP052zjlXz2TSmeUeoBi4wMwGSmoHvGRmo2siwNJIOpeQ5P0xkSjGMRxXEqYHLARmE3pS5xAG+E72JWBH7ETTGfilmV1X2jF9HMW678PNa9kwazJa8wp99s2hNQcoNrGyYQHbO51Nq9MvZsCo82natGnZhTnnasTGjRsByM3NzXIkrib5da+8mujMMtbMzpA0H8DMdklqXNEDliTpHKDAzB6W1BFoZWbrMtnXzKZL6lVi9RhgtZmtjeX/mTA7zJ2E1sd0dgE+2vEp6Oih/aye/SIHl71Ep23vkFe8kfbAB7RnaZvzoO/59BlzGQO6dGNAtoN1zqXkiUL95Nc9+zJJFI/FVjoDkHQaoYWx0iTdDowijNH4MGHMxseAsytRbHdgY9JyITC2lBiuBC4G2gJ3p9nmZuBmgLy8vEqE5mqCFRdTuGLOR2Ma5h9azCAd47A1YnmTIbzf4ypOGzGJgkGj6OxjGjpXJzz11FMAXH11qvke3KnKr3v2ZZIo/gb4G9BJ0k+Bq4AfVNHxPw2MAOYBmNlmSZXtPJPqRbK0z9fN7BngmdIKNLP7JW0BLm/cuPHISsbnqsHeHVtYO2sKRaum0XPXu+Syi1xgnfKY0+kzNB04gf5jJjC8ZbX1zXLOVaN77rkH8IShvvHrnn2Z9Hp+XNJc4EJCEvYpM3uvio5/1MxMUqK1skUVlFkIJLdV9wA2p9nW1VHHjx5hzfzX2L34RTpsfZM+x9YwXMZua8mqVqNY2esCeo6+lN498+md7WCdc865OiptoiipKfAVIB9YDNxnZlU9GPZfJN0HtJV0E6FzyYOVLHM2UCCpN7AJ+BxwbSXLdLXAlnXLKIxjGuYfmEd/DnHcGrCy0UBm5N1M+6GXkD/8k4xu1CjboTrnnHOnhNJaFB8FjgFvAhOBgcBtVXlwM/tvSRcBewnvKf7QzF7OdH9JTwLjgI6SCoHbzewPkr4GTCX0dH7IzJZWZdyuZhzYu4vVs57nSBzTsLttpSuwmU4saTeBhv3Gk3/mJAa165jtUJ1zzrlTUmmJ4iAzGwIg6Q9AhcdNLE1MDF+Ox8mRdJ2ZPZ7hvtekWf888HzVRelT+NWE4qIi1i5+hx0LX6D1pukUHFnGMBVxwJqwqvkI3s+7nm4jJ5GXP4RuDbwTinPOOVfdSksUjyW+MbPjqsLBhiW1Bm4l9FB+lpAo3gp8B1gAZJQo1iRJlwOX5+fnZzuUU8qOzRtYN2syDda+Sp+9s8lnL/nA6py+zO52Ha1Ov5h+oy9keJNm2Q7VOZdFTz/9dLZDcFng1z370g64LakISEyxJ6AZcJAqmOtZ0j8I4xbOIHSSaUcYGuebZragouXWBB9wu3IOHzrAqtnTOLBsKp23vU3v4vUA7KAt69qMgb4X0mvMJE7r4sMQOeecc5VVbQNum1lORQvNQJ+kx9oPAjuAPDPbV43HrBRvUawYKy7m/ZUL2DLvOZq9/wb9Di1kiI5y1HJY1WQwM3p8g07DJ9L79LF0zKnOW845V5c98sgjAFx//fVZjcPVLL/u2VfmFH7VclBpnpmdkW65NvMWxbLt+XA7q2eGMQ3zds2kCzsA2KhubO54Fk0HXkTBmIk0b9kmy5E65+qKcePGAfD6669nNQ5Xs/y6V15NTOFXHYZJ2hu/F9AsLlf6sbarecePHWX1/DfYtfhF2m15i4JjKxgpYy/NWdNiJBt6nU/u6MvI7dUfn4zJOeecqzuykihW82PtauGPnk+2ef0KNs6eQqP1r5F/YC4DOEiRidWN+jEr7wbaDbmE/BHnMaJRlU0L7pxzzrkalq0WxTqnvg+Pc2DfblbPfpHD771Mtx3vkGub6QZspSPL211ATsF48sdOon+HztkO1TnnnHNVxBNFl1JxURFrl8xk+8IXaV34BgVHljBMRRyyxqxsNoxNedfR9YxJ5PUbThcf09A555w7JWWlM0tddip3ZtmxdSPr3p2M1rxK772z6MAeANY26MW2TmfTYtDFFIweT9NmVTElt3POZe7gwYMANG/ePMuRuJrk173y6mpnljrnVHxH8cjhg6yaM439S1/itG1v07doLR2BXbRmTesxrO1zAb3HXEafbj3pk+1gnXP1micK9ZNf9+zzFsVyqsstilZczMbVi9g89zmavf86BQcX0lxHOGY5rGwyiL3dz+W04ZPoM/gTNPAxDZ1ztcjvf/97AG655ZYsR+Jqkl/3yqtsi6IniuVU1xLFPbu2s+bd5zi+chq5H86kK9uBOKZhhzNpMmAC+WMuoWXrdlmO1Dnn0vPx9Oonv+6V54+eK0FSA+C/gNbAHDN7NMshVVrR8WOsXvAGHy6aSrstb1JwdDlnyNhnzVjdciTv9/wyPUZdTm6fAT6moXPOOedKVWcTRUkPAZcB28xscNL6S4C7gBzgQTP7eSnFXAF0Bz4ECqsx3Gr1wfur2DBrMg3Xv0b+/rn05wDFJlY3KmB27pdoM+Ri8keMY0TjJtkO1TnnnHN1SJ1NFIFHgLuBPyZWSMoBfgdcREj8Zkt6lpA03lli/y8B/YEZZnafpKeBV2og7ko7uH8Pq2ZP5fB7L9Flxwx6FhfSGdhGe5a3PY8GBePJH3sp/Tp2yXaozjnnnKvD6myiaGbTJfUqsXoMsNrM1gJI+jNwhZndSWh9PImkQuBoXCyqvmgrx4qLWbt0FtvnP0fLTdPpd3gJw3Scw9aIlc2GMTP3arqccSk9+4+gk49p6JxzzrkqUmcTxTS6AxuTlguBsaVs/wzwW0mfBKan20jSzcDNAHl5eVUQZtl2flDIunenYGteofeeWfRlN32BdQ16Mq/LP9Pi9IspGD2BoT6moXOuHvDODPWTX/fsO9USRaVYl7Zbt5kdBG4oq1Azu1/SFuDyxo0bj6xEfGkdPXKYVXOmsXfpVE774G3yi9bQAdhFK9a2Gh3GNBx7Ob279aJ3dQTgnHPOOVfCqZYoFsJJnXl7AJuzFEuprLiYwjWL2Tz3OZpseIN+B+dzehzTcFXjQczI/Sodh02i79CzGeljGjrnnHMuC061RHE2UCCpN7AJ+BxwbXZDOmHv7p2seXcKR1e8Qu6uGeTaNnKBQnVhccdJNO4/nvyxkxjUpn22Q3XOOeecq7uJoqQngXFAx9gp5XYz+4OkrwFTCT2dHzKzpdmKsej4cVYvmM6Hi16kbRzTcISK2W/NWNViBBt73UiPUZfRo8/p9MhWkM4555xzafjMLOVU1swsWzeu5v1ZU2i47lX67p9Dmzim4ZpG+ezofA5tB19M/sgLaORjGjrnnHOumvnMLDVE0uXA5fn5+SetP3hgH6tmTeXQey/Rdcc79CzeSBdgO+1Y2fZcGuRfSJ+xl1FwWlcKshK5c84551zFeItiOY0aNcqeeuR3fDD/BVoVvkG/w4tpomMcsUasbDqEA7nn0XnERHoNHI18TEPnnHPOZZG3KNaQRIvisK6N6fv0BPoC6xvksqDzlTQfNIGCMRczpHmrbIfpnHPOOVdlvEWxnAbltrVH7/oRPcdcTqcefbIdjnPOOedcWt6iWMOad85n9JXfzHYYzjnnnHPVzl+iy5CkyyXdv2fPnmyH4pxzzjlXIzxRzJCZTTazm9u0aZPtUJxzzjnnaoQnis4555xzLiVPFJ1zzjnnXEqeKGbI31F0zjnnXH3jw+OUk6R9wIpqPEQboCLZaKb7lbVdus9Trc9kXcnljsCODOKsKK+/yslm/ZX3s/LW36lcd6V9nun6+nzvlfa5/+yWvZ3/7FZuu+r+2e1vZhUf6NnM/KscX8Ccai7//urcr6zt0n2ean0m61Ise/15/VXJZ+Wtv1O57kr7PNP19fneK2/9+c9u5T7zn92K33tl1VWa5UrVnz96rn0mV/N+ZW2X7vNU6zNZV9HzqSivv8rJZv2V97PaVn916d5Ltb4+33ulfV4X7r3KHM9/duvWvZdqfbXWnT96LidJc6wSI5zXd15/leP1V3Fed5Xj9Vc5Xn8V53VXOZWtP29RLL/7sx1AHef1VzlefxXndVc5Xn+V4/VXcV53lVOp+vMWReecc845l5K3KDrnnHPOuZQ8UXTOOeeccyl5ouicc84551LyRNE555xzzqXkiWIVktRA0k8l/VbSF7IdT10jaZykNyXdK2lctuOpayS1kDRX0mXZjqWukTQw3ndPS/pqtuOpayR9StIDkv4haUK246lLJPWR9AdJT2c7lroi/l/3aLznrst2PHVNee85TxQjSQ9J2iZpSYn1l0haIWm1pO+VUcwVQHfgGFBYXbHWRlVUfwbsB5pSj+qviuoO4LvAX6onytqrKurPzN4zs68AnwXq1XhtVVR/fzezm4DrgaurMdxapYrqbq2Z3VC9kdZ+5azLK4Gn4z33TzUebC1Unvor7z3nw+NEks4lJCl/NLPBcV0OsBK4iJC4zAauAXKAO0sU8aX4tcvM7pP0tJldVVPxZ1sV1d8OMyuW1Bn4pZnVi78Uq6juhhLmQ21KqMcpNRN99lVF/ZnZNkn/BHwPuNvMnqip+LOtquov7vc/wONmNq+Gws+qKq67evU7o6Ry1uUVwAtmtkDSE2Z2bZbCrjXKU39mtix+ntE917Daoq5jzGy6pF4lVo8BVpvZWgBJfwauMLM7gY893pNUCByNi0XVF23tUxX1l2QX0KQ64qyNqujeOx9oAQwCDkl63syKqzXwWqKq7j0zexZ4VtJzQL1JFKvo/hPwc8Iv73qRJEKV/79Xr5WnLglJTw9gAf5kFCh3/S0rT9lewaXrDmxMWi6M69J5BrhY0m+B6dUZWB1RrvqTdKWk+4A/AXdXc2y1Xbnqzsy+b2a3ERKcB+pLkliK8t574yT9Jt5/z1d3cHVAef/v+zowHrhK0leqM7A6oLz3XgdJ9wIjJP1HdQdXx6Sry2eAz0i6h5qfU7suSVl/5b3nvEWxdEqxLu2zejM7CNT7d02SlLf+niH8B+DKWXcfbWD2SNWHUieV9957HXi9uoKpg8pbf78BflN94dQp5a27nUB9T67TSVmXZnYA+GJNB1MHpau/ct1z3qJYukIgN2m5B7A5S7HURV5/Fed1Vzlef5Xj9VdxXndVx+uycqqk/jxRLN1soEBSb0mNgc8Bz2Y5prrE66/ivO4qx+uvcrz+Ks7rrup4XVZOldSfJ4qRpCeBGUB/SYWSbjCz48DXgKnAe8BfzGxpNuOsrbz+Ks7rrnK8/irH66/ivO6qjtdl5VRn/fnwOM4555xzLiVvUXTOOeeccyl5ouicc84551LyRNE555xzzqXkiaJzzjnnnEvJE0XnnHPOOZeSJ4rOOeeccy4lTxSdq6Q4b+aC+LVV0qak5ca1IL4rJQ1IWv6ppPOr6Vg5kt6sjrLrGknfktS0nPuMk7RU0vzke0dS++Q5lCWNl/T3qoy3qpR23pLekrQi/mwsk1TjU55KulHSr6uorHxJh+L5LJT0tqSCKiq73HHG8fPaVsXxnUvwRNG5SjKznWY23MyGA/cCv0osm9lRAAXZ+nm7EvgoUTSz75vZa9VxIDMrMrNPVkfZNUFSThUW9y2gXIki8Hng52Y2InHvRO2pO/MBl3XeV8eflXOB/5bUMNOCy7NtdUhz/BXxZ30Y8ATwvRoOy7lq5Ymic9UktjYskXQvMA/oKul+SXNiq9EPk7YtlHRHbElaJKlfXH9BbKlYIGmepBaSWkt6NS4vknRZUjlfjOsWSnpY0ieBScCvYhm9JD0m6VNx+4vi+sWSHki0YqWLp8T5DZE0O+6/SFIfSQ0l7Y6f/zSpZXWzpAfi+i9ImhXX/z5VAi3pR7HsJZLulaS4/t9iS9RCSY+l2O9GSX+TNDW2XP0g6bOPHTcRr6SfSJoFjJE0VtKMeIx3JTWP2/0y7r9I0o2xzPGSXpH0TDzeHxNxAp2ANyVNSxHnx+pdocXwSuDHiXKS/Jww48ICST+P61qVPG4se7SkNyTNlfSCpM4pjn9FPLf5kl6S1CmuT3W/dVdoCVwQr8dZcduJsZ7mSXoqblvqeZfQEjgAFCXfN7Hsz0l6MH7/mKT/kfQa8LN4rf4Qz3GtpFtLu8ZJ98VKSa8DZ6YKRlJHSc/G6/uOpMFx/U8k3SfpZeDhMs6pNbAr7tdM0qPxGs+TdG5SLE/He3SVpDuTYkgZp6TO8VrPied3Zlx/mqSXY/n3ACojPufKz8z8y7/8q4q+gDuAb8fv84FiYHTS5+3jvw2BN4FBcbkQ+Gr8/hvAvfH7F4Cx8fuWQA7QCGgV13UCVsXvhwHLk46R+Pcx4FNJMTwGfApoDmwE+sb1jwNfKy2eEud6D6F1CKAJoRWpIbC7xHbtgCXAcGAw8HegYfzsfuDaFGUnYhfwJDAxLm8BGsfv26bY70ZgUzxmC2BZaceN8RpwZVzfFFgHnBGX28Q6vwX4XtK5zgfygPGExKBr3G42cGZSHaaKsbR6P+laJe2TDyxIWk553BjbO0DHuN11wP0pymvHiZm5vgL8opT77bvAd+O6nLi+E/AG0Dyu/z7wf0o77/jZW8AKYBFwCLgx6edhd9J2nwMeTKqTvwMN4vJPCD87jWMcO2Nc6a5xD2AD0CHuQDkemgAADh5JREFUMxP4dZr7+fvx+wnAnKTjzQKaprkuh4AFwFrCvdcjfvZd4IH4/ekxhsaEe3QV0ApoFu+FbqXFCTzFifuqF7Akfv/7pHq/gnAvp6x7//Kvin5ltRnfuXpgjZnNTlq+RuG9rIaEXw6DCMkMwDPx37mEVkCAt4FfS3oC+KuZ7Vd4PPoLSecQEtFcSR2BC4CnzOxDgMS/pRhISDLXxOU/AjcAd5cST7J3gB9I6gk8Y2arVeLRXGzReYKQiCyQdBswGpij0EiY+EVZ0oWSvkNI3DrGGF4AlgKPSfoHISlIZaqZJVp1/g6cQ6jvdMc9CvwtqU7eN7N5AGa2J5YzARgo6XNxuzZA4l20mWa2JW63gPCLfGaa2BLHKK3eM5XquIcJScm0eJ45hMStpDzgL5K6EJLLlXF9qvttNnCfwnuHfzezhZLGE+7dd+JxGhOSwExcHe+FTnH/F4GtZezzv2ZWnLQ8xcKj+W2SPgROIyTPqa7xUeAVM9sJIOkv8fxLOge4FMDMXpL0iKQW8bN/mNnhNLGtsPAoHUnXEV4/uSyW9/9ieUslbSYklgDTzGxf3Gd5jKdHKXGOJ7QoJ47ZTlIzwuP7SfEY/5C0L10FOldRnig6V70OJL5ReMn9m8AYM9ut8Og0+V2uI/HfIuLPppn9RNKzhF9gsyWNA84jJCpnmNlxSYWxHBFaFDJV1mOqj8WTzMz+JGlGjO1lSV8gJI/J/ouQLP8p6ZgPmdl/pg1Kak5Ims4ws02SfsKJerqYcP5XEJLUwWZWVDK0FMspjxsT20NmltgnXR0KuMXMXimx/3hO1BOkqasUZVWFVMcVsMjKfk/0d8DPzOz5eA7fg9T3m5m9Gu+7S4HH46PSg8CLZvYvFQ3ezLZJWgiMIST9yfVS8h3HAyWW0517qmt8FZn9XJS8LsnLJY+fzrOElslU5SVLd8+ki1OE/zeOnrQyJI7l+Zl3rtz8HUXnak5rYB+wV1JXQtJTKkl9zWyRmd1JeNzZn5AkbotJ4kVA97j5NOBzktrHfdvH9fsIj7lKWgYUSOoTlz9PeJyYEUl9zGy1md0FPAcMLfH5pwgtHv+WtHoa8NnYAproMV6ydacZoaV0h6RWwGfitjmEx3qvAt8htCI1TxHaBEltY8J5BaGVLJPjQmix7CnpjLhd63jcqcAtiRZTSf1ji05pqrLe05WVquzuksbEOBtLOj3Fdm2ATQqZxhcSK1Pdb7HFeKuZ3Q88Aowg/EFwXuIcFN5PTLSwZhRrbK0bRvhDohjYJakgtkJ/OoNzLSndNZ5JaKFur/AO7lVp9p9OeFSf+AOg0MwyTRATzgESLcXJ5Q0kvCawupR9S4tzGpD8LubwFMe4nMzuEefKxVsUnas58wi/yJcQ3md6O4N9vq3QIaWY8F7XS4T3pSZLmhPLXAVgZosk/V9guqTjhMe1NxDe8btP0r8T3k0kbn8wPgZ/JiZD7wIPlON8rpV0DXAM2Az8oMTn/054nDY7tnw8Y2Y/lvQjwqPRBnHfrwDvJ8W1U9KjhHraEOOC8P/VEzF5bEB4nJ3qUdtbhMfdfYE/mdkCCB1kUhx3c/KOZnYkntM98VHrIcIj/fsIjwEXxHPZRkhCS3N/PN5GMxufdIxy17uZfaDQkWExISlP2VEkxn8V8JtYTw2B/yEkwMnuIDxuLyTcT13j+lT32+eBb0k6BuwHPh/juQF4SieG8fk/hHsx5XkneUrSIcIj7wfMbGFc/13gRcK9sCx+njEzW5zqGpvZ7NgqPZNwveekKeKHwMOSFsXz/GKGh+4fH/2L0FJ4c1z/W8LP3eIYy7+a2dGkx8cl4y8sJc5bCffkFwnX9LW47nbgSUmfjes2ZRizcxlLvMzsnHN1nkJv5MFmdlu2Y3HOuVOBP3p2zjnnnHMpeYuic84555xLyVsUnXPOOedcSp4oOufKJOl1SaPi988rw/lkJV0vqbzjA6Yr68exNyqSbou9mitSTpXFVKLcXpKWlHOfR2Lnk8TyNZK+H2PcrjDDyHKFGU/qhOR7JYsxrE/0fo7L90k6W9KZCjPSLJD0nqQ7quHYd0j6dlWX61y2eKLo3ClOVTw/rplNMrPdZW9Ztczsh2aW6O17G6mHxqnrLiH0/IUwePpw4Gzg+5Jyq+OACmrF74JqjGUsoTfxo8DNsV4HA3+phmM5d0qpFf85OOfSiy1V7ynMCbxUYW7eZvGz4ZJmKsxP+zdJ7eL61yX9TNIbwDdjy9U9kl5TmB/3PEkPxXIfSTrWPToxF/WP0sSzXmFe3K/oxFzO6xTm4k3MN70yHvvsNGWc1OqiMIdwrzLO9RFJV0n6BmFWm9fi+eTEz5YozKubSetbrqQXFeZJvj0pjm/FcpYozCJTVv2PVJgbeQYnj3OXI+n/KcxXvUjSl+N6SbpbYb7q5whT0CX2EWG6wXnJgcaZOlYTh7BRmN/3r7Hs2ZLOjuvPS7oe8xWGx0HSd5Li+FGJc/p9PN5/KgytlIjlekm/jd9/XifmT75PYUifsnxeYb7kJToxpmNZ1zwRS66k/QpzhS+M93fnMs69Q7wu8yXdR9Jg1wpjGK6MA7N3IkwDiZkVmdmyDGJbrjBn8yKFOZqbx23WS/pFrJtZkhKzriTK6CtpXtJygaS5GdSdc7WKJ4rO1Q0FwO/M7HRgN3EQasL0b981s6HAYsK4agltzew8M/ufuNyOMCbgvwGTgV8RpnsbohMD+H7fzEYRBs8+T9JJg2gnM7N7Y8vMaMJ4fL9UGEj8R4QE8SLCNG9Vda6J4/6GMM7c+WZ2PiG56m5mg81sCPAwgEIi+5U0xxhDGKh4OPDPkkZJGkkYO28sYd7kmySNKCOmh4FvmNknSpR/A7DHzEYT6ucmSb0JA0n3B4YANwFnJe0zAlhoJXoYKgwa3ZQwriHAXcCvYtmfAR6M678N3BqvySeBQwpTDxbE8x0OjJR0bty+P/BHMxtBmDP4yqTDXk0Y73Bg/P7sWG5RrLeytDCzswhzZD+UwfYfxWJmGwjzdM80s2GEQaVvKuPcbwfeiufyLCdP0TeRE620vwJWKPxR9WWFsTIzie3++DO2N55Twl4zG0OYSejXyTvFKRr3JP1sfZEwYLlzdYonis7VDesSA0cTBtLuJakNIRlMzOrxKGEmlISnSpQxOSYhi4EPzGxxnBFjKWGeYAgzW8wjzMpxOpklencBr5rZZEKS9bqZbY/TjZWMIRMfO9cytl8L9JH0W0mXEH6ZJxLZe9Ps87KZ7TSzQ4Q5rc+JX38zswNmtj+uT0yFl0n9/ymp/AnAvyoMxPwu0IGQsJ0LPBlbszYDrybtcwlhPuuEqyUtjed3V9Jcw+OBu2PZzwKtY+vh24Rk/RsxruMxjgmE6zkPGMCJOao3mNnMWFfbgbUK7/B1ICRHbwMXAiMJg6YviMuJGWVK82Qsd3qMr6x3Wj+KJToKTInfJ98D6c79XOCxeMzngF1JZV1MTBTN7MfAKMJA4tdyIoEszUYzSwyO/xjhPjnpPOO/Jf9YgJDIfjG2wl5NGAjeuTrFZ2Zxrm4oOTdsWdPHQfr5cYtLlFcMNIwtXt8GRpvZLoVH0qW2uEi6HugJfC1pdSZjbh3n5D9UU815DRmca4x1GCEhuBX4LPClMo6fbj7odFLFVNrc2gK+bmZTT1opTSplnwmc3Hr6lJl9TdIngOckvWBmWwn19omY5Cb7eXycPQmYqdDxR8CdZnZfiTh68fH74ylC3S0nJMwWH4c/amb/kSbmdFLVb2nXvGQsx5JaVpPnQk557koz53F8TNw2JuUhkNDSd4+kB4DtMTEuLbZU51LW9wl/JbR2vgrMja8ROFeneIuic3WUme0hzI+baPX6F8oxV3MKrQm/sPfEd8ImlrZxfFT7bcKUbsVx9bvAuPjOWCPgn9Psvh5IzKd8BtC7nLF+NJ+wQu/WBmb2V+A/E+WW4SKFOXWbEaY1fJvwiPNTkporzEP8aeDNdAXEDj17JCVamJIfyU4FvhrrAEn9YpnTCfNx58TH9OfHz9sADVMlEmY2g9Ba+c246iWSEvPEo02FeZoXm9kvCNO/DYhxfElSy7hNd0mdSO2ZWBfXcKIl+BXgqsQ+sc56xu//mHj/MIWr4zbnEB7B76Hy1zztuXPynMcTCa9ZQKjf15K2vzQmvxBaVosIrxKUFlteTNYh1M1bJc8z/jujZLCxFXgqcA/xlQjn6hpvUXSubvsCcG9sOVlL5vPTfoyZLZQ0n/AoOpO5qL8GtCd0KgGYY2Y3Kgw5MoPQaWAekKrzw1858Wh2NrCynOHeD7wgaQuhB/TDOtFb9j8gvKMYzyvV4+e3CMlXPvCEmc2J+zxCmPsY4EEzmx9b39L5IvCQpIOEhCDhQcLj0nkxMdlOSML+RnhPdDHhnBOJ/UWkmb85+kUs62fAN4DfKcxJ3JCQJH0FuE3S+YTkZxnwQpz7eSAwI16j/YS5m4tKHiC2zC4DBpnZrLhumaQfAC/pxPzJtxLm4B5K7BiSwi5J7xD++Ei07lb2mlPKuf+IMOfxPEKdJuYOnwg8nbT/vwC/itfrOHCdmRVJKi2294AvKHSSWUVI+hKaSHqX0OhyTZqYHye8//lSBc7XuazzmVmccy7LJD1ISExnlrlxLSCpNfAHM0vXYlwrxMRxrJkdq+D+vYApZjY4xWfrgVFmtqOMMr4NtDGz/6xIDM5lm7coOudclpnZjdmOoTzMbC/pXyuoNcwsk9cQqo2kvwF9Ca3IztVJ3qLonHPOOedS8s4szjnnnHMuJU8UnXPOOedcSp4oOuecc865lDxRdM4555xzKXmi6JxzzjnnUvr/AdzrmxAVFUFfAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,3))\n", + "ax.hlines(phi, TXF[0],TXF[-1], linestyle='--')\n", + "ax.hlines(1, TXF[0],TXF[-1], linestyle='--')\n", + "ax.vlines(bound, ticks[0],ticks[-1], linestyle='--')\n", + "ax.vlines(1, ticks[0],ticks[-1], linestyle='--')\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 Fee\")\n", + "plt.ylabel(\"\"\"Percentage Change:\n", + "Realized Price\n", + "Relative to Spot Price\"\"\")\n", + "plt.yticks([10**k for k in range(-6,1)])\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, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Transaction size as percent of the xDAI Reserve\\nnormalizd units: bonded/Reserve, withdraw/Reserve')" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,5))\n", + "ax.hlines(phi, TXF[0],TXF[-1], linestyle='--')\n", + "ax.hlines(1, TXF[0],TXF[-1], linestyle='--')\n", + "ax.vlines(bound, ticks[0],ticks[-1], linestyle='--')\n", + "ax.vlines(1, ticks[0],ticks[-1], linestyle='--')\n", + "pdf2.plot(x='tx_fraction', y = ['bond_to_mint_slippage', 'burn_to_withdraw_slippage','bond_to_mint_slippage_fee', 'burn_to_withdraw_slippage_fee'], logx=True, logy=True, ax=ax)\n", + "plt.title(\"Friction for Bond and Withdraw accounting With and Without Fee, phi=\"+str(phi))\n", + "plt.ylabel(\"\"\"Percentage Change:\n", + "Realized Price\n", + "Relative to Spot Price\"\"\")\n", + "plt.yticks([10**k for k in range(-6,1)])\n", + "plt.xlabel(\"\"\"Transaction size as percent of the xDAI Reserve\n", + "normalizd units: bonded/Reserve, withdraw/Reserve\"\"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[(0.01, 4.475559505492301), (0.02509430066318874, 10.0)]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,5))\n", + "ax.hlines(phi, TXF[0],TXF[-1], linestyle='--')\n", + "ax.hlines(1, TXF[0],TXF[-1], linestyle='--')\n", + "ax.vlines(bound, ticks[0],ticks[-1], linestyle='--')\n", + "ax.vlines(1, ticks[0],ticks[-1], linestyle='--')\n", + "#ax.plot([ticks[0],ticks[-1]],[ticks[0]*phi,ticks[-1]*phi], 'k--')\n", + "pdf2.plot(x='tx_fraction', y = ['bond_to_mint_slippage', 'burn_to_withdraw_slippage','bond_to_mint_slippage_fee', 'burn_to_withdraw_slippage_fee'], logx=True, logy=True, ax=ax)\n", + "plt.title(\"Friction for Bond and Withdraw accounting With and Without Fee, phi=\"+str(phi))\n", + "plt.ylabel(\"\"\"Percentage Change:\n", + "Realized Price\n", + "Relative to Spot Price\"\"\")\n", + "plt.yticks(ticks)\n", + "plt.xlabel(\"\"\"Transaction size as percent of the xDAI Reserve\n", + "normalizd units: bonded/Reserve, withdraw/Reserve\"\"\")\n", + "axis = ax.axis()\n", + "ax.set(xlim=((1.0-(1.0-phi)**(1.0/kappa))*10, axis[1]), ylim=(phi, axis[3]))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Transaction size as percent of the xDAI Reserve\\nnormalizd units: bonded/Reserve, withdraw/Reserve')" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,3))\n", + "ax.hlines(phi, TXF[0],TXF[-1], linestyle='--')\n", + "ax.hlines(1, TXF[0],TXF[-1], linestyle='--')\n", + "ax.vlines(bound, ticks[0],ticks[-1], linestyle='--')\n", + "ax.vlines(1, ticks[0],ticks[-1], linestyle='--')\n", + "pdf2.plot(x='tx_fraction', y = ['bond_to_mint_slippage_fee', 'burn_to_withdraw_slippage_fee'], logx=True, logy=True, ax=ax)\n", + "plt.title(\"Friction for Bond and Withdraw accounting With Fee, phi=\"+str(phi))\n", + "plt.ylabel(\"\"\"Percentage Change:\n", + "Realized Price\n", + "Relative to Spot Price\"\"\")\n", + "plt.yticks(ticks)\n", + "plt.xlabel(\"\"\"Transaction size as percent of the xDAI Reserve\n", + "normalizd units: bonded/Reserve, withdraw/Reserve\"\"\")\n", + "\n", + "#axis = ax.axis()\n", + "#ax.set(xlim=(bound*.99, axis[1]), ylim=(phi, axis[3]))" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[(0.01, 4.261370305570391), (0.02574, 10.0)]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,3))\n", + "ax.hlines(phi, TXF[0],TXF[-1], linestyle='--')\n", + "ax.hlines(1, TXF[0],TXF[-1], linestyle='--')\n", + "ax.vlines(bound, ticks[0],ticks[-1], linestyle='--')\n", + "ax.vlines(1, ticks[0],ticks[-1], linestyle='--')\n", + "pdf2.plot(x='tx_fraction', y = ['bond_to_mint_slippage_fee', 'burn_to_withdraw_slippage_fee'], logx=True, logy=True, ax=ax)\n", + "plt.title(\"Friction for Bond and Withdraw accounting With Fee, phi=\"+str(phi))\n", + "plt.ylabel(\"\"\"Percentage Change:\n", + "Realized Price\n", + "Relative to Spot Price\"\"\")\n", + "plt.yticks(ticks)\n", + "plt.xlabel(\"\"\"Transaction size as percent of the asset Burned or Bonded\n", + "normalizd units: bonded/Reserve, burned/Supply\"\"\")\n", + "\n", + "axis = ax.axis()\n", + "ax.set(xlim=(bound*.99, axis[1]), ylim=(phi, axis[3]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "i am getting like 2.6% limiting slippage for burn to withdraw, need to reverse engineer analytics solution\n", + "\n", + "or Needs debugging" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.025" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "10*phi/4" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.02509430066318874" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(1-(1-phi)**(1/kappa))*10" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3162" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pdf2.burn_to_withdraw_slippage_fee.apply(np.abs).idxmin()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tx_fraction 0.000011\n", + "spot_price 0.056234\n", + "mint_price 0.056234\n", + "withdraw_price 0.056234\n", + "mint_price_fee 0.056802\n", + "withdraw_price_fee 0.056802\n", + "bond_to_mint_slippage 0.000004\n", + "burn_to_withdraw_slippage 0.000004\n", + "bond_to_mint_slippage_fee 0.010105\n", + "burn_to_withdraw_slippage_fee -0.010097\n", + "Name: 737, dtype: float64" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pdf2.iloc[737]" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}