3022 lines
1.0 MiB
3022 lines
1.0 MiB
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"#import networkx as nx\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import numpy as np\n",
|
||
"import scipy.stats as sts\n",
|
||
"import seaborn as sns\n",
|
||
"\n",
|
||
"%matplotlib inline\n",
|
||
"\n",
|
||
"#import conviction files\n",
|
||
"#from conviction_helpers import *\n",
|
||
"#from conviction_system_logic3 import *\n",
|
||
"from bonding_curve_eq import *"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"System initialization"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"hatch_raise = 100000 # fiat units\n",
|
||
"hatch_price = .1 #fiat per tokens\n",
|
||
"theta = .5 #share of funds going to funding pool at launch\n",
|
||
"\n",
|
||
"R0 = hatch_raise*(1-theta)\n",
|
||
"F0 = hatch_raise*theta\n",
|
||
"S0 = hatch_raise/hatch_price\n",
|
||
"\n",
|
||
"kappa = 2\n",
|
||
"V0 = invariant(R0,S0,kappa)\n",
|
||
"P0 = spot_price(R0, V0, kappa)\n",
|
||
"\n",
|
||
"dust = 10**-8"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"agent initialization"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"#number of agents\n",
|
||
"n= 100\n",
|
||
"\n",
|
||
"#gain factors\n",
|
||
"g = np.random.normal(2, .5, size=n)\n",
|
||
"phat0 = g*F0/S0 #derivative, integral and proportion\n",
|
||
"#agents as controllers, co-steering\n",
|
||
"\n",
|
||
"#wakeup rates\n",
|
||
"gamma = sts.expon.rvs(loc=1,scale=5, size=n)\n",
|
||
"\n",
|
||
"#holdings fiat\n",
|
||
"h = sts.expon.rvs( loc=100,scale=1000, size=n)\n",
|
||
"\n",
|
||
"#holdings tokens\n",
|
||
"s_dist = sts.expon.rvs(loc=10, scale=10, size=n)\n",
|
||
"s0 = s_dist/sum(s_dist)*S0\n",
|
||
"\n",
|
||
"#lambda for revenue process\n",
|
||
"lam = 200\n",
|
||
"\n",
|
||
"#phi for exiting funds\n",
|
||
"phi = .05\n",
|
||
"\n",
|
||
"#beta is param for armijo rule\n",
|
||
"beta = .9"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(array([43., 25., 15., 9., 2., 5., 0., 0., 0., 1.]),\n",
|
||
" array([ 1.01601195, 3.73402387, 6.45203579, 9.17004771, 11.88805963,\n",
|
||
" 14.60607155, 17.32408347, 20.04209539, 22.76010731, 25.47811923,\n",
|
||
" 28.19613115]),\n",
|
||
" <a list of 10 Patch objects>)"
|
||
]
|
||
},
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.hist(gamma)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"params= {\n",
|
||
" 'kappa': [kappa],\n",
|
||
" 'lambda': [lam],\n",
|
||
" 'gains': [g],\n",
|
||
" 'rates':[1/gamma],\n",
|
||
" 'population':[n],\n",
|
||
" 'beta':[beta],\n",
|
||
" 'phi': [phi],\n",
|
||
" 'invariant': [V0],\n",
|
||
" 'dust' : [dust]}"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"initial_conditions = {'holdings': h,\n",
|
||
" 'tokens': s0,\n",
|
||
" 'supply': S0,\n",
|
||
" 'prices': phat0,\n",
|
||
" 'funds':F0,\n",
|
||
" 'reserve': R0,\n",
|
||
" 'spot_price': P0,\n",
|
||
" 'actions': {}}"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"{'holdings': array([1630.2298745 , 1855.95933223, 1021.08308112, 1021.17489624,\n",
|
||
" 1551.64766639, 3089.79103785, 1454.26793311, 311.24997462,\n",
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" 723.56336505, 2035.55399169, 1922.79400139, 806.68969103,\n",
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" 1033.59113411, 114.76886848, 2350.45235662, 190.05653552,\n",
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||
" 2644.80637053, 1250.11752987, 1110.40804303, 2869.18844696,\n",
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" 1780.78548947, 702.27399498, 121.70167749, 2402.46351979,\n",
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" 5570.90146408, 276.66605014, 340.25231682, 481.62823936,\n",
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||
" 1404.3312626 , 770.72400366, 1029.67775184, 256.05635259,\n",
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" 1532.14757902, 155.28659834, 1419.25038106, 409.29945326,\n",
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" 729.75983398, 1727.74265818, 452.7726691 , 738.63104154,\n",
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||
" 701.63688848, 2493.85863965, 1173.49990866, 650.47252007,\n",
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||
" 180.29150834, 523.99524538, 408.74079833, 751.69733115,\n",
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" 1899.61093565, 774.24381268, 467.776586 , 1628.27714972,\n",
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||
" 1757.45280537, 240.33368107, 2938.67347979, 271.11884768,\n",
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||
" 2022.86606662, 342.55089686, 807.31199452, 207.79191643,\n",
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" 1274.71046034, 2787.53781798, 146.50867215, 405.8400184 ,\n",
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" 350.63738532, 1016.44221689, 611.57670022, 2006.28179515,\n",
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" 3568.35259661, 267.2051925 , 2328.09246906, 281.1549452 ,\n",
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" 1301.10050106, 149.24815825, 4472.22920676, 2534.73447402,\n",
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" 455.15768127, 695.81174722, 1713.90980677, 470.50098737,\n",
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" 313.41828855, 238.8221144 , 214.29335628, 949.16093798,\n",
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||
" 313.66335558, 4115.36177048, 460.31640863, 937.31411306,\n",
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" 737.09821732, 1779.91447994, 345.71114604, 358.77900089,\n",
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||
" 1993.84428017, 5772.71002446, 372.37949908, 275.44483358,\n",
|
||
" 3203.3245192 , 5067.03359717, 1217.2834443 , 1426.52821422]),\n",
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||
" 'tokens': array([ 6097.13406954, 9273.71703797, 8780.4853507 , 9118.46459534,\n",
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" 8808.59090226, 6511.03581339, 20292.18639746, 11838.7944417 ,\n",
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" 11666.23843377, 6811.95337307, 6349.72214263, 8011.31556681,\n",
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" 5528.58032605, 15212.44136254, 11150.6080072 , 6900.54268103,\n",
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" 22769.735341 , 7132.3832592 , 9263.88874705, 10093.91767285,\n",
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" 31363.26582096, 5519.76926713, 11710.64548981, 6255.6446914 ,\n",
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" 5691.442085 , 11449.50070602, 11208.48852831, 16339.5547648 ,\n",
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" 9572.01923571, 11480.45198242, 7987.43431234, 5562.09951498,\n",
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||
" 14210.35760526, 5332.43526048, 5530.32417292, 7497.12696549,\n",
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" 5480.9236228 , 13010.95245616, 11209.23624117, 7869.44391467,\n",
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" 31560.77893605, 13202.33376718, 13650.56110343, 8676.8842043 ,\n",
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||
" 11898.06282882, 8610.0812703 , 7376.2453826 , 10297.90431961,\n",
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||
" 13224.48522278, 9491.48921856, 10359.7044955 , 11592.38797836,\n",
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||
" 9824.08003562, 10902.7103783 , 5894.32476096, 5675.06069304,\n",
|
||
" 31539.51393156, 13507.51635561, 10767.74352138, 6208.42417899,\n",
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||
" 13224.27927473, 5402.06635736, 5331.83072756, 5379.39392817,\n",
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||
" 6712.4124583 , 10881.14884218, 5634.31935301, 5716.47685021,\n",
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||
" 6440.66637981, 7078.93412822, 8950.52096398, 6490.25597595,\n",
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||
" 7760.71995954, 5429.44019016, 10131.34438937, 11021.6861532 ,\n",
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" 7122.9182482 , 7763.3943785 , 9112.17305781, 6213.94218038,\n",
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||
" 8436.31101286, 11600.93552825, 6938.506155 , 12239.03662414,\n",
|
||
" 7512.73273292, 6210.15026667, 6562.628081 , 11015.24534363,\n",
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||
" 6223.00468477, 17423.18427051, 10716.46491272, 8759.6463953 ,\n",
|
||
" 8023.03766047, 14206.51847661, 10875.8253387 , 7108.96062806,\n",
|
||
" 8316.73913612, 6459.11388446, 6106.64347307, 23314.24685574]),\n",
|
||
" 'supply': 1000000.0,\n",
|
||
" 'prices': array([0.07579734, 0.11638887, 0.10395093, 0.13509662, 0.0615097 ,\n",
|
||
" 0.10939245, 0.06273352, 0.12804598, 0.06872303, 0.09179165,\n",
|
||
" 0.09994884, 0.08605187, 0.10304951, 0.08119781, 0.10194294,\n",
|
||
" 0.07311326, 0.09425115, 0.17865234, 0.02894703, 0.07068834,\n",
|
||
" 0.07845718, 0.15350847, 0.11042398, 0.12816515, 0.1327374 ,\n",
|
||
" 0.09146582, 0.07987227, 0.10455004, 0.09936428, 0.08290041,\n",
|
||
" 0.09818297, 0.11587001, 0.09919404, 0.07453988, 0.06859915,\n",
|
||
" 0.08153117, 0.0806527 , 0.089276 , 0.11827678, 0.07049192,\n",
|
||
" 0.13496256, 0.11907783, 0.1304127 , 0.08504801, 0.13132521,\n",
|
||
" 0.08236418, 0.12250395, 0.15546925, 0.13528701, 0.07358466,\n",
|
||
" 0.12261866, 0.11269655, 0.10337193, 0.08511 , 0.14136416,\n",
|
||
" 0.09925444, 0.0793603 , 0.04463656, 0.13451958, 0.1176671 ,\n",
|
||
" 0.08684927, 0.046269 , 0.11575422, 0.07844756, 0.08285397,\n",
|
||
" 0.09893284, 0.10152292, 0.12727027, 0.10846709, 0.15803166,\n",
|
||
" 0.11629007, 0.09514544, 0.09041063, 0.10453297, 0.14284263,\n",
|
||
" 0.06609849, 0.09746176, 0.08807326, 0.03808073, 0.10365653,\n",
|
||
" 0.07021158, 0.15491384, 0.06876441, 0.0854343 , 0.10010281,\n",
|
||
" 0.07199548, 0.0936173 , 0.08875154, 0.10087105, 0.07093379,\n",
|
||
" 0.11055182, 0.12113972, 0.13185068, 0.08660963, 0.10329009,\n",
|
||
" 0.08131708, 0.08366437, 0.09341267, 0.09604297, 0.0832621 ]),\n",
|
||
" 'funds': 50000.0,\n",
|
||
" 'reserve': 50000.0,\n",
|
||
" 'spot_price': 0.09999999999999999,\n",
|
||
" 'actions': {}}"
|
||
]
|
||
},
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"initial_conditions"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"#change in F (revenue and spending accounted for)\n",
|
||
"def revenue_process(params, step, sL, s):\n",
|
||
" lam = params['lambda']\n",
|
||
" rv = sts.expon.rvs(loc = 0, scale=1/lam)\n",
|
||
" delF= 1-1/lam+rv\n",
|
||
" \n",
|
||
" #avoid the crash (temporary hacks, tune martingale process better)\n",
|
||
" #if delF <1:\n",
|
||
" # if s['funds'] <1000:\n",
|
||
" # delF =100\n",
|
||
" \n",
|
||
" return({'delF':delF})"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def update_funds(params, step, sL, s, _input):\n",
|
||
" \n",
|
||
" funds = s['funds']*_input['delF']\n",
|
||
" \n",
|
||
" key = 'funds'\n",
|
||
" value = funds\n",
|
||
" \n",
|
||
" return (key, value)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def update_prices(params, step, sL, s, _input):\n",
|
||
" \n",
|
||
" g = params['gains']\n",
|
||
" phat = g*s['funds']/s['supply']\n",
|
||
" \n",
|
||
" key = 'prices'\n",
|
||
" value = phat\n",
|
||
" \n",
|
||
" return (key, value)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"#change in F (revenue and spending accounted for)\n",
|
||
"def choose_agents(params, step, sL, s):\n",
|
||
" n = params['population']\n",
|
||
" rates = params['rates']\n",
|
||
" \n",
|
||
" agents = []\n",
|
||
" for a in range(n):\n",
|
||
" sq_gap = (s['spot_price']-s['prices'][a])**2\n",
|
||
" pr = (rates[a]+sq_gap)/(1+sq_gap) #rates when sq_gap =0, 1 when sq_gap -> infty\n",
|
||
" rv = np.random.rand()\n",
|
||
" if rv < pr:\n",
|
||
" agents.append(a)\n",
|
||
" \n",
|
||
" #shuffle\n",
|
||
" shuffled_agents =np.random.choice(agents,len(agents), False) \n",
|
||
" \n",
|
||
" return({'agents':shuffled_agents})"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def agent_actions(params, step, sL, s, _input):\n",
|
||
" \n",
|
||
" R = s['reserve']\n",
|
||
" S = s['supply']\n",
|
||
" F = s['funds']\n",
|
||
" V0 = params['invariant']\n",
|
||
" P=s['spot_price']\n",
|
||
" \n",
|
||
" actions = []\n",
|
||
" for a in _input['agents']:\n",
|
||
" h_a = s['holdings'][a]\n",
|
||
" phat_a = s['prices'][a]\n",
|
||
" s_a = s['tokens'][a]\n",
|
||
" beta = params['beta']\n",
|
||
"\n",
|
||
" if P>phat_a: #equiv: pbar(0)>phat_a\n",
|
||
" mech = 'burn'\n",
|
||
" \n",
|
||
" #approx for burn s.t. p=phat\n",
|
||
" #armijo style\n",
|
||
" amt = s_a\n",
|
||
" \n",
|
||
" def pbar(amt):\n",
|
||
" output = withdraw_with_tax(amt, R,S, V0, params['phi'], params['kappa'])\n",
|
||
"\n",
|
||
" if not(output[2])>0:\n",
|
||
" return np.Infinity\n",
|
||
" else:\n",
|
||
" return output[2]\n",
|
||
"\n",
|
||
" if amt > 10**-8:\n",
|
||
" while pbar(amt)< phat_a:\n",
|
||
" amt = amt*beta\n",
|
||
"\n",
|
||
" else: # P<phat_a; #equiv pbar(0)<phat_a\n",
|
||
" mech = 'bond'\n",
|
||
" #approx for buy s.t. p=phat\n",
|
||
" #armijo style\n",
|
||
" amt = h_a\n",
|
||
" \n",
|
||
" def pbar(amt):\n",
|
||
" output = mint(amt, R,S, V0, params['kappa'])\n",
|
||
"\n",
|
||
" if not(output[1])>0:\n",
|
||
" return 0\n",
|
||
" else:\n",
|
||
" return output[1]\n",
|
||
" \n",
|
||
" if amt > params['dust']:\n",
|
||
" while pbar(amt)> phat_a:\n",
|
||
" amt = amt*beta\n",
|
||
" \n",
|
||
" action = {'agent':a, 'mech':mech, 'amt':amt, 'pbar':pbar(amt),'posterior':{}}\n",
|
||
" \n",
|
||
" if action['mech'] == 'bond':\n",
|
||
" h_a = h_a-amt\n",
|
||
" dS, pbar = mint(amt, R,S, V0, params['kappa'])\n",
|
||
" R = R+amt\n",
|
||
" S = S+dS\n",
|
||
" s_a = s_a+dS\n",
|
||
" P = spot_price(R, V0, kappa)\n",
|
||
" \n",
|
||
" elif action['mech'] == 'burn':\n",
|
||
" s_a = s_a-amt\n",
|
||
" dR, pbar = withdraw(amt, R,S, V0, params['kappa'])\n",
|
||
" R = R-dR\n",
|
||
" F = F + params['phi']*dR\n",
|
||
" S = S-amt\n",
|
||
" h_a = h_a + (1-params['phi'])*dR\n",
|
||
" P = spot_price(R, V0, kappa)\n",
|
||
" \n",
|
||
" action['posterior'] = {'F':F, 'S':S, 'R':R,'P':P, 'a':a,'s_a':s_a, 'h_a':h_a}\n",
|
||
" actions.append(action)\n",
|
||
" \n",
|
||
" key = 'actions'\n",
|
||
" value = actions\n",
|
||
" \n",
|
||
" return (key, value)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def resolve_actions(params, step, sL, s):\n",
|
||
" \n",
|
||
" H_a = s['holdings']\n",
|
||
" S_a = s['tokens']\n",
|
||
" \n",
|
||
" actions = s['actions']\n",
|
||
" \n",
|
||
" for action in actions:\n",
|
||
" a= action['agent']\n",
|
||
" H_a[a] = action['posterior']['h_a']\n",
|
||
" S_a[a] = action['posterior']['s_a']\n",
|
||
" \n",
|
||
" #last action only\n",
|
||
" F = action['posterior']['F']\n",
|
||
" R = action['posterior']['R']\n",
|
||
" P = action['posterior']['P']\n",
|
||
" S = action['posterior']['S']\n",
|
||
" \n",
|
||
" return({'F':F, 'S':S, 'R':R,'P':P, 'S_a':S_a, 'H_a':H_a})"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def update_F(params, step, sL, s, _input):\n",
|
||
" \n",
|
||
" F = _input['F']\n",
|
||
" \n",
|
||
" key = 'funds'\n",
|
||
" value = F\n",
|
||
" \n",
|
||
" return (key, value)\n",
|
||
"\n",
|
||
"def update_S(params, step, sL, s, _input):\n",
|
||
" \n",
|
||
" S = _input['S']\n",
|
||
" \n",
|
||
" key = 'supply'\n",
|
||
" value = S\n",
|
||
" \n",
|
||
" return (key, value)\n",
|
||
"\n",
|
||
"def update_R(params, step, sL, s, _input):\n",
|
||
" \n",
|
||
" R = _input['R']\n",
|
||
" \n",
|
||
" key = 'reserve'\n",
|
||
" value = R\n",
|
||
" \n",
|
||
" return (key, value)\n",
|
||
"\n",
|
||
"def update_P(params, step, sL, s, _input):\n",
|
||
" \n",
|
||
" P = _input['P']\n",
|
||
" \n",
|
||
" key = 'spot_price'\n",
|
||
" value = P\n",
|
||
" \n",
|
||
" return (key, value)\n",
|
||
"\n",
|
||
"def update_holdings(params, step, sL, s, _input):\n",
|
||
" \n",
|
||
" H_a = _input['H_a']\n",
|
||
" \n",
|
||
" key = 'holdings'\n",
|
||
" value = H_a\n",
|
||
" \n",
|
||
" return (key, value)\n",
|
||
"\n",
|
||
"def update_tokens(params, step, sL, s, _input):\n",
|
||
" \n",
|
||
" S_a = _input['S_a']\n",
|
||
" \n",
|
||
" sumS = np.sum(S_a)\n",
|
||
" S = _input['S']\n",
|
||
" \n",
|
||
" tokens = S_a*S/sumS\n",
|
||
" \n",
|
||
" key = 'tokens'\n",
|
||
" value = tokens\n",
|
||
" \n",
|
||
" return (key, value)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # \n",
|
||
"# The Partial State Update Blocks\n",
|
||
"partial_state_update_blocks = [\n",
|
||
" { \n",
|
||
" 'policies': { \n",
|
||
" #new proposals or new participants\n",
|
||
" 'random': revenue_process\n",
|
||
" },\n",
|
||
" 'variables': {\n",
|
||
" 'funds': update_funds,\n",
|
||
" 'prices': update_prices\n",
|
||
" }\n",
|
||
" },\n",
|
||
" {\n",
|
||
" 'policies': {\n",
|
||
" 'random': choose_agents\n",
|
||
" },\n",
|
||
" 'variables': { \n",
|
||
" 'actions': agent_actions, \n",
|
||
" }\n",
|
||
" },\n",
|
||
" {\n",
|
||
" 'policies': {\n",
|
||
" 'act': resolve_actions,\n",
|
||
" },\n",
|
||
" 'variables': {\n",
|
||
" 'funds': update_F, #\n",
|
||
" 'supply': update_S, \n",
|
||
" 'reserve': update_R,\n",
|
||
" 'spot_price': update_P,\n",
|
||
" 'holdings': update_holdings,\n",
|
||
" 'tokens': update_tokens\n",
|
||
" }\n",
|
||
" }\n",
|
||
"]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"time_periods_per_run = 5000\n",
|
||
"monte_carlo_runs = 1\n",
|
||
"\n",
|
||
"from cadCAD.configuration.utils import config_sim\n",
|
||
"simulation_parameters = config_sim({\n",
|
||
" 'T': range(time_periods_per_run),\n",
|
||
" 'N': monte_carlo_runs,\n",
|
||
" 'M': params\n",
|
||
"})"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"[{'N': 1, 'T': range(0, 5000), 'M': {'kappa': 2, 'lambda': 200, 'gains': array([1.5159468 , 2.32777741, 2.07901857, 2.70193246, 1.23019405,\n",
|
||
" 2.187849 , 1.25467048, 2.56091955, 1.37446065, 1.83583304,\n",
|
||
" 1.9989768 , 1.72103745, 2.06099015, 1.62395615, 2.03885877,\n",
|
||
" 1.46226526, 1.88502293, 3.57304684, 0.57894065, 1.41376682,\n",
|
||
" 1.56914357, 3.07016942, 2.20847962, 2.56330296, 2.65474802,\n",
|
||
" 1.82931647, 1.59744544, 2.09100084, 1.98728554, 1.65800825,\n",
|
||
" 1.9636593 , 2.31740024, 1.98388073, 1.49079768, 1.37198294,\n",
|
||
" 1.63062335, 1.61305404, 1.78552002, 2.36553562, 1.40983834,\n",
|
||
" 2.69925114, 2.38155665, 2.60825401, 1.70096019, 2.62650413,\n",
|
||
" 1.64728369, 2.45007895, 3.10938498, 2.70574011, 1.47169328,\n",
|
||
" 2.45237318, 2.25393107, 2.06743862, 1.70220006, 2.82728328,\n",
|
||
" 1.98508886, 1.58720606, 0.89273127, 2.6903916 , 2.35334208,\n",
|
||
" 1.73698547, 0.92538001, 2.31508438, 1.56895116, 1.6570793 ,\n",
|
||
" 1.9786569 , 2.03045841, 2.54540533, 2.16934174, 3.16063321,\n",
|
||
" 2.32580133, 1.90290876, 1.8082126 , 2.09065942, 2.85685256,\n",
|
||
" 1.3219697 , 1.94923517, 1.76146517, 0.76161469, 2.07313058,\n",
|
||
" 1.40423151, 3.09827676, 1.37528827, 1.70868591, 2.00205623,\n",
|
||
" 1.43990953, 1.8723461 , 1.77503077, 2.01742109, 1.41867572,\n",
|
||
" 2.21103634, 2.4227943 , 2.63701355, 1.73219265, 2.06580188,\n",
|
||
" 1.62634156, 1.67328733, 1.86825334, 1.92085931, 1.66524198]), 'rates': array([0.50640353, 0.40554965, 0.14262788, 0.12002125, 0.08329667,\n",
|
||
" 0.40365857, 0.10695745, 0.5607783 , 0.35265548, 0.05982829,\n",
|
||
" 0.56710568, 0.43357001, 0.66081744, 0.16954882, 0.10601456,\n",
|
||
" 0.12180608, 0.30423202, 0.11523721, 0.49357534, 0.1883565 ,\n",
|
||
" 0.27779949, 0.20713122, 0.14605555, 0.53345464, 0.12122415,\n",
|
||
" 0.18812845, 0.30165952, 0.16363347, 0.28557847, 0.06521016,\n",
|
||
" 0.30382446, 0.50443191, 0.31470423, 0.06318119, 0.17280255,\n",
|
||
" 0.44846728, 0.59460526, 0.07880706, 0.1552827 , 0.24289854,\n",
|
||
" 0.22785475, 0.1010568 , 0.34430283, 0.1139102 , 0.2311377 ,\n",
|
||
" 0.13346128, 0.17457274, 0.03546586, 0.08951297, 0.9842404 ,\n",
|
||
" 0.20191134, 0.12330792, 0.34603426, 0.16107622, 0.13011148,\n",
|
||
" 0.39588477, 0.10611939, 0.16034264, 0.39288122, 0.26069012,\n",
|
||
" 0.48048033, 0.63370132, 0.12820378, 0.19815233, 0.24718123,\n",
|
||
" 0.48249673, 0.08634516, 0.56222526, 0.37282549, 0.14650218,\n",
|
||
" 0.48797925, 0.47382384, 0.12575763, 0.12948723, 0.4566898 ,\n",
|
||
" 0.23046703, 0.40250475, 0.18195433, 0.12309293, 0.16732178,\n",
|
||
" 0.46496045, 0.18519904, 0.54670883, 0.06468002, 0.8642871 ,\n",
|
||
" 0.15667639, 0.16414002, 0.28921197, 0.22318308, 0.790697 ,\n",
|
||
" 0.72042834, 0.10283147, 0.10095909, 0.06700782, 0.53876212,\n",
|
||
" 0.28516501, 0.10470375, 0.46506024, 0.25017558, 0.53979692]), 'population': 100, 'beta': 0.9, 'phi': 0.05, 'invariant': 20000000.0, 'dust': 1e-08}}]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from cadCAD.configuration import append_configs\n",
|
||
"# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #\n",
|
||
"# The configurations above are then packaged into a `Configuration` object\n",
|
||
"append_configs(\n",
|
||
" initial_state=initial_conditions, #dict containing variable names and initial values\n",
|
||
" partial_state_update_blocks=partial_state_update_blocks, #dict containing state update functions\n",
|
||
" sim_configs=simulation_parameters #dict containing simulation parameters\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from tabulate import tabulate\n",
|
||
"from cadCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
|
||
"from cadCAD import configs\n",
|
||
"import pandas as pd\n",
|
||
"\n",
|
||
"exec_mode = ExecutionMode()\n",
|
||
"multi_proc_ctx = ExecutionContext(context=exec_mode.multi_proc)\n",
|
||
"run = Executor(exec_context=multi_proc_ctx, configs=configs)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
" __________ ____ \n",
|
||
" ________ __ _____/ ____/ | / __ \\\n",
|
||
" / ___/ __` / __ / / / /| | / / / /\n",
|
||
" / /__/ /_/ / /_/ / /___/ ___ |/ /_/ / \n",
|
||
" \\___/\\__,_/\\__,_/\\____/_/ |_/_____/ \n",
|
||
" by BlockScience\n",
|
||
" \n",
|
||
"Execution Mode: multi_proc: [<cadCAD.configuration.Configuration object at 0x1a1c4df828>]\n",
|
||
"Configurations: [<cadCAD.configuration.Configuration object at 0x1a1c4df828>]\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/Users/Zargham/Documents/GitHub/conviction/bonding_curve_eq.py:62: RuntimeWarning: invalid value encountered in double_scalars\n",
|
||
" realized_price = quantity_recieved/deltaS\n",
|
||
"/Users/Zargham/Documents/GitHub/conviction/bonding_curve_eq.py:62: RuntimeWarning: divide by zero encountered in double_scalars\n",
|
||
" realized_price = quantity_recieved/deltaS\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"i = 0\n",
|
||
"verbose = False\n",
|
||
"results = {}\n",
|
||
"for raw_result, tensor_field in run.execute():\n",
|
||
" result = pd.DataFrame(raw_result)\n",
|
||
" if verbose:\n",
|
||
" print()\n",
|
||
" print(f\"Tensor Field: {type(tensor_field)}\")\n",
|
||
" print(tabulate(tensor_field, headers='keys', tablefmt='psql'))\n",
|
||
" print(f\"Output: {type(result)}\")\n",
|
||
" print(tabulate(result, headers='keys', tablefmt='psql'))\n",
|
||
" print()\n",
|
||
" results[i] = {}\n",
|
||
" results[i]['result'] = result\n",
|
||
" results[i]['simulation_parameters'] = simulation_parameters[i]\n",
|
||
" i += 1\n",
|
||
" "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"experiment_index = 0\n",
|
||
"df = results[experiment_index]['result']"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>actions</th>\n",
|
||
" <th>funds</th>\n",
|
||
" <th>holdings</th>\n",
|
||
" <th>prices</th>\n",
|
||
" <th>reserve</th>\n",
|
||
" <th>run</th>\n",
|
||
" <th>spot_price</th>\n",
|
||
" <th>substep</th>\n",
|
||
" <th>supply</th>\n",
|
||
" <th>timestep</th>\n",
|
||
" <th>tokens</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>{}</td>\n",
|
||
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|
||
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||
" <td>0</td>\n",
|
||
" <td>1.000000e+06</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>[6097.1340695422605, 9273.717037965478, 8780.4...</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
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|
||
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|
||
" <td>[1630.2298745009696, 1855.9593322341605, 1021....</td>\n",
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||
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|
||
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|
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" <td>0.100000</td>\n",
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|
||
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|
||
" <td>1</td>\n",
|
||
" <td>[6097.1340695422605, 9273.717037965478, 8780.4...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>[{'agent': 87, 'mech': 'burn', 'amt': 11015.24...</td>\n",
|
||
" <td>49864.871242</td>\n",
|
||
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||
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||
" <td>1</td>\n",
|
||
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|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>[{'agent': 87, 'mech': 'burn', 'amt': 11015.24...</td>\n",
|
||
" <td>50534.026662</td>\n",
|
||
" <td>[1630.2298745009696, 0.0, 1021.0830811246624, ...</td>\n",
|
||
" <td>[0.07579733997174615, 0.11638887034418618, 0.1...</td>\n",
|
||
" <td>53508.319894</td>\n",
|
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|
||
" <td>0.103449</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>1.034488e+06</td>\n",
|
||
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|
||
" <td>[6097.134069542257, 27658.98786673803, 8780.48...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>[{'agent': 87, 'mech': 'burn', 'amt': 11015.24...</td>\n",
|
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|
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|
||
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|
||
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|
||
],
|
||
"text/plain": [
|
||
" actions funds \\\n",
|
||
"0 {} 50000.000000 \n",
|
||
"1 {} 49864.871242 \n",
|
||
"2 [{'agent': 87, 'mech': 'burn', 'amt': 11015.24... 49864.871242 \n",
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||
"3 [{'agent': 87, 'mech': 'burn', 'amt': 11015.24... 50534.026662 \n",
|
||
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||
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||
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||
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||
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|
||
"\n",
|
||
" spot_price substep supply timestep \\\n",
|
||
"0 0.100000 0 1.000000e+06 0 \n",
|
||
"1 0.100000 1 1.000000e+06 1 \n",
|
||
"2 0.100000 2 1.000000e+06 1 \n",
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||
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||
"4 0.103449 1 1.034488e+06 2 \n",
|
||
"\n",
|
||
" tokens \n",
|
||
"0 [6097.1340695422605, 9273.717037965478, 8780.4... \n",
|
||
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|
||
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|
||
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|
||
"4 [6097.134069542257, 27658.98786673803, 8780.48... "
|
||
]
|
||
},
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x1a6e9aa860>"
|
||
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|
||
},
|
||
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|
||
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|
||
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||
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|
||
{
|
||
"data": {
|
||
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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.funds.plot()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x1a235ae668>"
|
||
]
|
||
},
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYcAAAD8CAYAAACcjGjIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAEg5JREFUeJzt3X+s3XV9x/Hne3T8kEX5NW5Yy7w1Nm5gs8jugM1tuZHJLxfLMkm6ECmGpHNj/lhqZtElnSgLLGMocXNppFsxRkB0oVnZSAOcLC6zAoJWYKxX6OBKJ5oC80LE1L33x/lUjv2c/jrf0/M95Twfyc39fj/fz/d73p/Pbfs63x/nNjITSZJ6/UzbBUiSxo/hIEmqGA6SpIrhIEmqGA6SpIrhIEmqGA6SpIrhIEmqGA6SpMqitgsY1CmnnJLT09NtlzGQF198keOPP77tMloz6eMH52DSxw/tzMGDDz74/cz8+YPpe8SGw/T0NA888EDbZQyk0+kwOzvbdhmtmfTxg3Mw6eOHduYgIv77YPt6WUmSVDEcJEkVw0GSVDEcJEkVw0GSVDEcJEkVw0GSVDEcJEkVw0GSVDliPyF9JJpeuxmANct3c0VZHpUd171jpK8n6cjmmYMkqWI4SJIqhoMkqWI4SJIqhoMkqWI4SJIqhoMkqWI4SJIqhoMkqWI4SJIqhoMkqWI4SJIqhoMkqWI4SJIqhoMkqWI4SJIqhoMkqXLAcIiIDRHxbER8q6ftpIjYEhHby/cTS3tExE0RMRcR34yIs3r2WVX6b4+IVT3tvxoR28o+N0VEDHuQkqRDczBnDv8IXLhX21rgnsxcBtxT1gEuApaVr9XAZ6AbJsA64BzgbGDdnkApfVb37Lf3a0mSRuyA4ZCZ/wbs2qt5BbCxLG8ELulpvyW7vgqcEBGnARcAWzJzV2Y+B2wBLizbXpuZ/5GZCdzScyxJUksGvecwlZk7Acr3U0v7YuDpnn7zpW1/7fN92iVJLVo05OP1u1+QA7T3P3jEarqXoJiamqLT6QxQYnvWLN8NwNRxryyPyjjN1cLCwljV04ZJn4NJHz+M/xwMGg7fjYjTMnNnuTT0bGmfB07v6bcEeKa0z+7V3intS/r07ysz1wPrAWZmZnJ2dnZfXcfSFWs3A91guGHbsHN5/3ZcNjvS19ufTqfDkfazG7ZJn4NJHz+M/xwMellpE7DniaNVwJ097ZeXp5bOBV4ol53uBs6PiBPLjejzgbvLth9ExLnlKaXLe44lSWrJAd++RsQX6L7rPyUi5uk+dXQdcHtEXAk8BVxaut8FXAzMAS8B7wHIzF0R8XHg/tLvmszcc5P7j+g+EXUc8C/lS5LUogOGQ2b+wT42ndenbwJX7eM4G4ANfdofAN58oDokSaPjJ6QlSRXDQZJUMRwkSRXDQZJUMRwkSRXDQZJUMRwkSRXDQZJUMRwkSRXDQZJUMRwkSRXDQZJUMRwkSRXDQZJUMRwkSRXDQZJUMRwkSRXDQZJUMRwkSRXDQZJUMRwkSRXDQZJUMRwkSRXDQZJUMRwkSRXDQZJUMRwkSRXDQZJUaRQOEfGnEfFIRHwrIr4QEcdGxNKI2BoR2yPitog4uvQ9pqzPle3TPce5urQ/HhEXNBuSJKmpgcMhIhYD7wdmMvPNwFHASuB64MbMXAY8B1xZdrkSeC4z3wjcWPoREWeU/c4ELgT+LiKOGrQuSVJzTS8rLQKOi4hFwGuAncDbgDvK9o3AJWV5RVmnbD8vIqK035qZL2fmk8AccHbDuiRJDQwcDpn5HeCvgafohsILwIPA85m5u3SbBxaX5cXA02Xf3aX/yb3tffaRJLVg0aA7RsSJdN/1LwWeB74IXNSna+7ZZR/b9tXe7zVXA6sBpqam6HQ6h1Z0y9Ys72bm1HGvLI/KOM3VwsLCWNXThkmfg0kfP4z/HAwcDsDvAE9m5vcAIuLLwG8AJ0TEonJ2sAR4pvSfB04H5stlqNcBu3ra9+jd56dk5npgPcDMzEzOzs42KH/0rli7GegGww3bmkz9odtx2exIX29/Op0OR9rPbtgmfQ4mffww/nPQ5J7DU8C5EfGacu/gPOBR4D7gXaXPKuDOsryprFO235uZWdpXlqeZlgLLgK81qEuS1NDAb18zc2tE3AF8HdgNPET3Xf1m4NaI+ERpu7nscjPwuYiYo3vGsLIc55GIuJ1usOwGrsrMHw9alySpuUbXNjJzHbBur+Yn6PO0UWb+ELh0H8e5Fri2SS2SpOHxE9KSpIrhIEmqGA6SpIrhIEmqGA6SpIrhIEmqGA6SpIrhIEmqGA6SpIrhIEmqGA6SpIrhIEmqGA6SpIrhIEmqGA6SpIrhIEmqGA6SpIrhIEmqGA6SpIrhIEmqGA6SpIrhIEmqGA6SpIrhIEmqGA6SpIrhIEmqGA6SpIrhIEmqNAqHiDghIu6IiP+MiMci4tcj4qSI2BIR28v3E0vfiIibImIuIr4ZEWf1HGdV6b89IlY1HZQkqZmmZw6fAv41M38J+BXgMWAtcE9mLgPuKesAFwHLytdq4DMAEXESsA44BzgbWLcnUCRJ7Rg4HCLitcBvAzcDZOaPMvN5YAWwsXTbCFxSllcAt2TXV4ETIuI04AJgS2buyszngC3AhYPWJUlqrsmZwxuA7wH/EBEPRcRnI+J4YCozdwKU76eW/ouBp3v2ny9t+2qXJLVkUcN9zwLel5lbI+JTvHIJqZ/o05b7aa8PELGa7iUppqam6HQ6h1Rw29Ys3w3A1HGvLI/KOM3VwsLCWNXThkmfg0kfP4z/HDQJh3lgPjO3lvU76IbDdyPitMzcWS4bPdvT//Se/ZcAz5T22b3aO/1eMDPXA+sBZmZmcnZ2tl+3sXXF2s1ANxhu2NZk6g/djstmR/p6+9PpdDjSfnbDNulzMOnjh/Gfg4EvK2Xm/wBPR8SbStN5wKPAJmDPE0ergDvL8ibg8vLU0rnAC+Wy093A+RFxYrkRfX5pkyS1pOnb1/cBn4+Io4EngPfQDZzbI+JK4Cng0tL3LuBiYA54qfQlM3dFxMeB+0u/azJzV8O6JEkNNAqHzHwYmOmz6bw+fRO4ah/H2QBsaFKLJGl4/IS0JKliOEiSKoaDJKliOEiSKoaDJKliOEiSKoaDJKliOEiSKoaDJKliOEiSKoaDJKliOEiSKoaDJKliOEiSKoaDJKliOEiSKoaDJKliOEiSKoaDJKliOEiSKoaDJKliOEiSKoaDJKliOEiSKoaDJKliOEiSKoaDJKliOEiSKo3DISKOioiHIuKfy/rSiNgaEdsj4raIOLq0H1PW58r26Z5jXF3aH4+IC5rWJElqZhhnDh8AHutZvx64MTOXAc8BV5b2K4HnMvONwI2lHxFxBrASOBO4EPi7iDhqCHVJkgbUKBwiYgnwDuCzZT2AtwF3lC4bgUvK8oqyTtl+Xum/Arg1M1/OzCeBOeDsJnVJkpppeubwSeDPgP8r6ycDz2fm7rI+Dywuy4uBpwHK9hdK/5+099lHktSCRYPuGBG/CzybmQ9GxOye5j5d8wDb9rfP3q+5GlgNMDU1RafTOZSSW7dmeTczp457ZXlUxmmuFhYWxqqeNkz6HEz6+GH852DgcADeCrwzIi4GjgVeS/dM4oSIWFTODpYAz5T+88DpwHxELAJeB+zqad+jd5+fkpnrgfUAMzMzOTs726D80bti7WagGww3bGsy9Ydux2WzI329/el0OhxpP7thm/Q5mPTxw/jPwcCXlTLz6sxckpnTdG8o35uZlwH3Ae8q3VYBd5blTWWdsv3ezMzSvrI8zbQUWAZ8bdC6JEnNHY63rx8Gbo2ITwAPATeX9puBz0XEHN0zhpUAmflIRNwOPArsBq7KzB8fhrokSQdpKOGQmR2gU5afoM/TRpn5Q+DSfex/LXDtMGqRJDXnJ6QlSRXDQZJUMRwkSRXDQZJUMRwkSRXDQZJUMRwkSRXDQZJUMRwkSRXDQZJUMRwkSRXDQZJUGe1/KjAmpsv/qyBJ6s8zB0lSxXCQJFUMB0lSxXCQJFUMB0lSxXCQJFUMB0lSxXCQJFUMB0lSxXCQJFUMB0lSxXCQJFUMB0lSxXCQJFUMB0lSZeBwiIjTI+K+iHgsIh6JiA+U9pMiYktEbC/fTyztERE3RcRcRHwzIs7qOdaq0n97RKxqPixJUhNNzhx2A2sy85eBc4GrIuIMYC1wT2YuA+4p6wAXAcvK12rgM9ANE2AdcA5wNrBuT6BIktoxcDhk5s7M/HpZ/gHwGLAYWAFsLN02ApeU5RXALdn1VeCEiDgNuADYkpm7MvM5YAtw4aB1SZKaG8o9h4iYBt4CbAWmMnMndAMEOLV0Www83bPbfGnbV7skqSWN/w/piPg54EvABzPzfyNin137tOV+2vu91mq6l6SYmpqi0+kccr0Aa5bvHmi/YZk6bvQ1DDpXh8PCwsJY1dOGSZ+DSR8/jP8cNAqHiPhZusHw+cz8cmn+bkSclpk7y2WjZ0v7PHB6z+5LgGdK++xe7Z1+r5eZ64H1ADMzMzk7O9uv2wFdsXbzQPsNy5rlu7lhW+NcPiQ7Lpsd6evtT6fTYdCf3avFpM/BpI8fxn8OmjytFMDNwGOZ+Tc9mzYBe544WgXc2dN+eXlq6VzghXLZ6W7g/Ig4sdyIPr+0SZJa0uTt61uBdwPbIuLh0vYR4Drg9oi4EngKuLRsuwu4GJgDXgLeA5CZuyLi48D9pd81mbmrQV2SpIYGDofM/Ar97xcAnNenfwJX7eNYG4ANg9YiSRouPyEtSaoYDpKkiuEgSaoYDpKkiuEgSaoYDpKkiuEgSaoYDpKkiuEgSaoYDpKkiuEgSaoYDpKkiuEgSaoYDpKkiuEgSaoYDpKkiuEgSaoYDpKkiuEgSaoYDpKkiuEgSaoYDpKkiuEgSaosarsAjcb02s2tvO6O697RyutKasYzB0lSxXCQJFUMB0lSxXCQJFXGJhwi4sKIeDwi5iJibdv1SNIkG4unlSLiKOBvgbcD88D9EbEpMx9ttzI11e8pqTXLd3PFCJ6e8kkpaXDjcuZwNjCXmU9k5o+AW4EVLdckSRNrLM4cgMXA0z3r88A5LdWiV4m2PttxMA7H2ZNnShqmcQmH6NOWVaeI1cDqsroQEY8f1qoOk/fDKcD3266jLZM+fjg8cxDXD/Noh93E/xmgnTl4/cF2HJdwmAdO71lfAjyzd6fMXA+sH1VRh0tEPJCZM23X0ZZJHz84B5M+fhj/ORiXew73A8siYmlEHA2sBDa1XJMkTayxOHPIzN0R8SfA3cBRwIbMfKTlsiRpYo1FOABk5l3AXW3XMSJH/KWxhiZ9/OAcTPr4YcznIDKr+76SpAk3LvccJEljxHAYsgP9GpCIOCYibivbt0bEdM+2q0v74xFxwSjrHpZBxx8RJ0fEfRGxEBGfHnXdw9Jg/G+PiAcjYlv5/rZR1z4sDebg7Ih4uHx9IyJ+b9S1D0OTfwPK9l8sfw8+NKqa+8pMv4b0Rfdm+reBNwBHA98Aztirzx8Df1+WVwK3leUzSv9jgKXlOEe1PaYRjv944DeB9wKfbnssLYz/LcAvlOU3A99pezwtzMFrgEVl+TTg2T3rR8pXk/H3bP8S8EXgQ22OxTOH4TqYXwOyAthYlu8AzouIKO23ZubLmfkkMFeOdyQZePyZ+WJmfgX44ejKHbom438oM/d8tucR4NiIOGYkVQ9Xkzl4KTN3l/Zj6fNB2CNAk38DiIhLgCfo/hloleEwXP1+DcjiffUpfxFeAE4+yH3HXZPxvxoMa/y/DzyUmS8fpjoPp0ZzEBHnRMQjwDbgvT1hcaQYePwRcTzwYeBjI6jzgAyH4TqYXwOyrz4H9StExlyT8b8aNB5/RJwJXA/84RDrGqVGc5CZWzPzTODXgKsj4tgh13e4NRn/x4AbM3Nh6FUNwHAYroP5NSA/6RMRi4DXAbsOct9x12T8rwaNxh8RS4B/Ai7PzG8f9moPj6H8GcjMx4AX6d5/OZI0Gf85wF9FxA7gg8BHyoeDW2E4DNfB/BqQTcCqsvwu4N7s3oXaBKwsTzIsBZYBXxtR3cPSZPyvBgOPPyJOADYDV2fmv4+s4uFrMgdLyz+WRMTrgTcBO0ZT9tAMPP7M/K3MnM7MaeCTwF9mZntP7rV9d//V9gVcDPwX3ScWPlrargHeWZaPpfskwhzdf/zf0LPvR8t+jwMXtT2WFsa/g+47qAW6767OGHX9bY0f+HO675Qf7vk6te3xjHgO3k33RuzDwNeBS9oeyyjHv9cx/oKWn1byE9KSpIqXlSRJFcNBklQxHCRJFcNBklQxHCRJFcNBklQxHCRJFcNBklT5f6u0OcBcup1QAAAAAElFTkSuQmCC\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"(df.funds.diff()/df.funds).hist()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"rdf = df[df.substep == 3].copy()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"rdf['token_wts'] = (rdf.tokens/rdf.supply)\n",
|
||
"rdf['wt_mean_price'] = (rdf.token_wts*rdf.prices).apply(sum)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"rdf['holding_wts'] = (rdf.holdings/rdf.holdings.apply(sum))\n",
|
||
"rdf['h_wt_mean_price'] = (rdf.holding_wts*rdf.prices).apply(sum)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"rdf['wealth'] = rdf.holdings + rdf.spot_price*rdf.tokens"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"rdf['wealth_wts'] = rdf.wealth/rdf.wealth.apply(sum)\n",
|
||
"rdf['w_wt_mean_price'] = (rdf.wealth_wts*rdf.prices).apply(sum)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1a51fb0240>"
|
||
]
|
||
},
|
||
"execution_count": 29,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"rdf.prices.apply(np.min).plot()\n",
|
||
"rdf.prices.apply(np.median).plot()\n",
|
||
"rdf.prices.apply(np.mean).plot()\n",
|
||
"rdf.wt_mean_price.plot()\n",
|
||
"rdf.h_wt_mean_price.plot()\n",
|
||
"rdf.w_wt_mean_price.plot()\n",
|
||
"rdf.prices.apply(np.max).plot()\n",
|
||
"rdf.spot_price.plot()\n",
|
||
"plt.legend(['min', 'median','mean','tok wt mean','hold wt mean','wealth wt mean','max', 'spot'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1a51365c88>"
|
||
]
|
||
},
|
||
"execution_count": 30,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"rdf.prices.apply(np.median).plot()\n",
|
||
"rdf.prices.apply(np.mean).plot()\n",
|
||
"rdf.wt_mean_price.plot()\n",
|
||
"rdf.h_wt_mean_price.plot()\n",
|
||
"rdf.w_wt_mean_price.plot()\n",
|
||
"rdf.spot_price.plot()\n",
|
||
"plt.legend(['median','mean','tok wt mean','hold wt mean','wealth wt mean', 'spot'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1a584e3940>"
|
||
]
|
||
},
|
||
"execution_count": 31,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"rdf.prices.apply(np.min).plot(logy=True)\n",
|
||
"rdf.prices.apply(np.median).plot(logy=True)\n",
|
||
"rdf.prices.apply(np.mean).plot(logy=True)\n",
|
||
"rdf.wt_mean_price.plot(logy=True)\n",
|
||
"rdf.h_wt_mean_price.plot(logy=True)\n",
|
||
"rdf.w_wt_mean_price.plot(logy=True)\n",
|
||
"rdf.prices.apply(np.max).plot(logy=True)\n",
|
||
"rdf.spot_price.plot(logy=True)\n",
|
||
"plt.legend(['min', 'median','mean','tok wt mean','hold wt mean','wealth wt mean','max', 'spot'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"rdf['median_price']=rdf.prices.apply(np.median)\n",
|
||
"rdf['mean_price']=rdf.prices.apply(np.mean)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 33,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1a69bc8eb8>"
|
||
]
|
||
},
|
||
"execution_count": 33,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"(np.sign(rdf['mean_price']-rdf['spot_price'])*(rdf['mean_price']-rdf['spot_price'])**2).apply(np.log10).plot(alpha=1)\n",
|
||
"(-np.sign(rdf['mean_price']-rdf['spot_price'])*(rdf['mean_price']-rdf['spot_price'])**2).apply(np.log10).plot(alpha=.5)\n",
|
||
"plt.legend(['over','under'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 34,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"rdf['est_err'] = rdf.spot_price - rdf.wt_mean_price\n",
|
||
"rdf['sq_est_err'] = rdf['est_err']**2"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 35,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x1a69d316a0>"
|
||
]
|
||
},
|
||
"execution_count": 35,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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mvAVr9wZufrfrJH+/iuMKc5P9c00bpIe8X63h0G6Y4Q1s7z9WEbY9wySaq6cvxtXTF2v5GfeVluNImXWy9P2Ow4Htahf/xBtLtiNv8lzMlVYmbZTpdWxvJyUFxiFj5kmKpThUA9Xlz32DC576CgDwh7d+CByvcHBQFx8qQ97kudoF8JZsLdFqFw5zLIzHGtzyTN0nBKZ9+CNuem25pc1Rlwq3Kt77rhgTZhbhvrn+4sKZLia/yjBONyclSjbXFR8qC3m/yheZbXb1riMRtWeYePLgR2stk0nZz+jEwPsXYIjhm6ypEbjo6a9QtD04Ft3x7krHz971vt/k++i89YFjB47pT0BTUmCY2DWM/aUV6Hb3xyHtVharB41ZRWqn7VJDAOg6T6vCzKZrkwPGjLrCpmHY+WT1HvS591MUbdMXdn98e4Vlv0WjUA3ApMxBgwhHWaW7KevK578Ne46urRsHtiOULwCAYY8uCmixdpIxa56JH99sOoCdYUJRhRB4/NP1YdsBwAuKABadgJTjlT4cOl6Jo+VVWKUx6Sk+dALfbFKHz5umWx1SXGBYJcZjklTVYe1utYPaJE3DaQ6En/XWZjJawX3zUVMjLJFIqqirKXP8M5EbXl0W9Xe1lfwJdqLVkuxhyV9tPIDDJyqxad8xrHIQ/G5Eoo6bbDt4Ah8qJgtfbzqALn/7CCt2HlZ8ikkEVb4a7Cw5gdW7/Cblf322KaHfd+2MJTjv0UWubTbtO4anFm7CLW8sd23nNOGs0gx5vW/uWtyrCC2XeWzeeox/eSmGPfoZrp0RWZKeipQWGHafa7ShZE7ozCCA8AJD9wZRYZrYKqp9Ws4uAJg290dc/px7eO/eo35NpGmWs5YQjpnfblcef6JwA9Zp2GozFAL5hE3DuO6lJZj07+UY8fjnuOiZr5TnyWvZ0LJ/XHKmN86MLO7DzcZc+KM/92Pcs19HbBpjouOu91fhnEcW4SPDJv/IJ5FNCnU4fKISn60PzsLDKZGm2TTcPPC979QWjIowASEmh05UOlpHKqv9+VrPLNqEzzfs1/Lt6ZDSAoMALFq/Dx8bN5PuwFyt+7BrDtAVYUxSuoPL4M7WSrxfbzqAbnd/jKJtJdh3tEK76uysCOptXTOwo3ZbXf65QK8USedWoYUkyxR+paVhzGbbbEEOPx0OJjNG+hy9uXSH8niVrwavGnkeALBBEfLLxB9TSEczIB4+URniPFYxYWYRrn9lmVZ+AxB83rPS3bVXp6CQcOOFyXndWqHUoU9Hy6tCTMTxIKUFxqL1+3HDK8twyxt+e3OlpuS+QsMODgAdWjQAAEycWeQ6Yw8nqHQExqBO2WhguwFNs8hV0xdr38xA6CzdjdLyaq0SHOGinqJBNfuPNlO+R9smmPHrApyZ18IidC559mscjCBSSs6cl7HPFlXaERN/Ir3vdpacwPvf+3+rflML0fcfzitR7iw5gfIqHzYYWqWu6biiyt+nTEkg/HTYHygj+wS9DmHnbve4vNRydY3AMQfTbrVP4P3vdynfi4WT6q5etk0vqukHwwZ9Tn6Oa7te7fz5C/PX7sXy7c7njodJqkaIkNnQfiMvw1cj8H+fhqrifxndPex5m2apTTJ9O/j/txe+2IL+0wpD3n/t220WNf2Bj+K/7HojhcAwB4jTcptGdK51e0oxomcbSzSJiZmn8e9vtyFv8lxU+2pw8TNf4V1FpvrhsqDwlNfqsAthnaTQZKOs0qc1404mzGdHjmh0EuqAv5zM7bNWKKsEyFT7anDOI4vwh7e+h88QFLoBDaZJ6dstBwOfWbLVH2r+2uKgmdZJYDhpGIeOV1qWWm6U4VVq3AAgkBi/aP27q2PgjFNahBxzm6GEm70cPlGJ/lNDZyj/9+l6PLso6HyTBYbqJtHRMJZtO4TvpFjrmhphsXXOX2uNdMhr2TCgAbnRMEMtMNyS7gDgntlrAslvALDmJz2Hs7a5D+o8mqC6r751sxtluJ5TNUk0D/19tt+BeOCY3zZsZtnLDOkSnETc+nowUso+mNTHWKkRj3/uOuNORsxilO2aB+91t+fJjAhyerbLq3zYX1oRuM8+37A/8NuWV+ndu2Y7IfwBJQvX7cXTC/zjgVyJwFFgOHyPfeLWTJGHZJKoOJqTRmBs2leK09v7Z6WdchqhVZNMAMBts9SF6Kp9NaiorkFO40zHc/599ppAzofM0ws3WeKc5Qqr6V7rTfL1pgMW4aJLRXWN440FADee3QkX922H568bgFNtTl8ZOYnNcn7Nh8PkWIWeqagyAoEh50g0b+h/OMwHPStN3e+ySp/jg+iEPXP+k9XO4dLy9ZK1FfsDWh/Da3cdDs1rsbN615GIMoNrC3kw1wn+cLoPf/3SUpx5//zAfZbu9QR+S11ntNxu+8HjuPHVImw5cByA30wO+M1bHVuon0vd7/G5SAW3ahBDu0aXTQ6cRAJjxONfoLK6BmkeQp8OzQIPfmW1+sLe8OoyVFbXOA6okVAlfYfdVPHLGUtC6inpUFbls5TXuOnczpb3M7weEBHGnN4WzRs6z7pVZh8gtHRHOD/GUU1TRiQ2ZzlCy7z/K6p9SPMQ0rzqUaGsyhfxYP3sQqvAPlIWaq5Yu/sohBCOD6L9eDzKtyQbZZU+XPj0V/jdm8lX7Ve+X90ynU2czMBmAIV5vnSvJ+BQj1TDANRBGgBw3qOfOQZ/3PneKmzUCJqw3+eZaR5MuagnAP/zki/lG8k0b+Cuhbtx0ggMwD9YZaR5QAgOQGVValvmlxsPoKLa5yowemvWYFKZpJ4o3BC26JfTDw4AL365BT3aNgHgd77by2TIs6ze7Z3t/duMmY9Mta8GW/Zbj/9Q7DeHfbP5gHI9CZWjrqXCPBSJwGjSQBYY5iyvBplpHsc6YU6MOK0NAOCU7NBZnd2vYX/Il28vwfn//BIvfbXVUdW3X5L6oGEIIfDUgo3ImzwXt4bJGQBgKSdRlzw5fwO+tiWhyQmdOibecMm02w74I+tkR7fphwhHhYbwcluHYt2eUox/eWnY77Hfi40y0wKTrKVbS7Bx3zHl524fmR/23E6kZPFBJypMgUEEAYHiQyfw9Sbnm6DSV+Map68zKJRV+jBHUuGFAFYWH3acXTRIDzqyPrntXJRX+TDtwx9Dlp597rPNAfPWyJ5tAgNx06w0HC2vRnajoCntngt7It3rwStfbwv5PlVYnt0fAvjLfCxctxc3vlqk7LddYPy8R2tlBqluyCAANJGuvXmlv99xCMejMDs9c21/AHoLxpjmynQv4X/f78LTRmG3FcVH0KtdUPiO69cusG3XKOqDwCg+VIbHCzcAAD5aFb6OWBOHAInaxlwhUi4eKt9/OkEkwx77zPX9v7zj91/JJudDx/W0aFnDUAlZnQW8TmhEA9426wfLfqNMb2CiOPXDHx0/18LF4hCOmDQMIsomokIi2mj8DfUq+9uNN9psJKLxxrGGRDSXiNYR0Roiekhqn0lEs4hoExEtIaK8WPpp8tri7Th8ogpE/oH7R0UVU5mKqhpX5699Lez1e0pDnLr/+GCNJfLkSFkVLn7ma8dzmiaidC/B6yE0ykxDR2lW3EXKTTAfDA8Rqnw1SPcSlt8zEs/98gyMOC1YsjwzzRvQRnRQhehmpnuw46DzYGuflS8xChB+ZVvNLxIfxnWDQysCm45/HXkh+4vCxcTLmOscV/kEbpv1AzYb2la1r8YiGLq1CV5Te8hlClqkLGGiycYJFw3jaHkVCu6bH1GZG1UlAtMX6KbcVlT7wvogFmiU4ogmLLtRRlpA83YTSg1iMLPHegdMBrBACJEPYIGxb4GIsgFMATAIwEAAUyTB8pgQogeA/gCGEtH5xvEJAA4JIboCeALAwzH209onEIQIb2feV1rhavqwm1dWFB8OGThVBfLcMGdxsm9Bnq2as18ZX40wBIYH6V4Pzu+dG1IWRbfC7rJtJUrzUrVPuCZH2d86bjzA9gQ2+zUbmGdNRpSx+FeENUPbrSS5aX7qlBOa+KfC7v9RaWIA8PHqPfomqRSUGPJv983m5FrW1wwxB0JzYr7bfggHjlXgMUXouROq8GJTEDR0mHx8vekAut/9SUADcsJJoMh5VtGEN2emBzUMp4Q+wBoZecsw53V1VMQqMMYBmGlszwRwiaLNaACFQogSIcQhAIUAxgghTgghFgGAEKISwHcAzFU/5PO+A2A4xXHRAr+G4T4Amqjs8Cb2we+LDftDTC5yr3UWKjJncfJN+ZaUXWxP3gNMgSFcY/8HdtKLjLjy+W+VMepXTV+MfzuU+gCsBf1k7L+a/Zq9NWkwGmnMeAT8ZjgTNw3j9pH5SPcSLurTzrmRRIswobiWfkiCQBbkdhNUspukSo5X4sKn1aVUnJBNPR/VkT9DXn5A5tstQdPyvDXW5XnN32LxltiqRpvPtlMNuV9GWatp9m+GAgCuOjNYVSES061Jg3RPxGu7tGgYWemfWAVGGyHEbgAw/qpGxPYAZAN8sXEsABE1B3AR/FqK5TNCiGoARwAoRzwimkRERUSkNq6rPgP/AKTzUHdr0wTv3jJEOdjbzSsfrtwdMiDKGopOMpcpMLKkQfTKguCN1EZR0O+1xdtRaWgYTrRvHpqT8edR3ZRtncw3bvb/TQ4ONruGJl+zXxR0gMdDWP2P0djywFgs/dtwLL1reOB9eZJ+rKIaB49XKN8DgIGdgppK++YNsPH+sejhktz3q8GnBrYf+nidduFC+Xvl+6e+RUk9Xrg+4llspS84M66rf+8ZKaLNKfN6ZM82lv1YhLfspzJDze2h8ZFiX3ahb8fmWDt1DG4foX4edWnbNEvLVCvzwEfrImofdgQjovlEtFrxGqf5Hap/IfALElEagDcBPCWE2KLzGctBIaYLIQqEEAWa/Qn4MHTC7zLTPBhwagvlYKyqIx8qMILbOo5a03Qk2zBlITG0qzr7vKq6BhkR3Mi3DOuCmx2WeTUT2OKB3Z5sXp9ZkwbjkSv6AvCblzweQuumWWjdJPi/2m3mby4Nzjvs2mH/js0D2+YDqYpwkwMFZHTKKDRrkG4xPdUIgbeW7sC6PUdDJg/JrmFEUy04EeVfIkUOn5U1nrZNswLPTkFeC+wvrcCkfxfhaHlVTL+FnI9kmmpjNXbIz4SpXTfI8CLTlowaaRXrzDSvcg2geBJWYAghRgghTle8ZgPYS0S5AGD8VXlzigHIFew6AJAzf6YD2CiEeFL1GUOgNAMQl1WIJp7dye/DgFBm8toxb8I/jeqGsx0Ga5mdh6yzcHmGHS57GgBObem3u8uDpfwxJ8fjV5sO4GiYQeCy/n7FblTPNvjrmB7a5dkj4Z2bz8Ljv+gb2LcPpOago+NTGdgpG1Mu6hlSouXRK/pY9jvnNLI+xMZm/1Oaw44paOzf/53GYlinZDcMlFzwegi+GoHJ763CmCe/DBlMdSJh6pJoivXJ/2OkUWrR8u9vt+G1b7cF9uUIJNkXUF7tCzwbQviXLP30x714d3lxRIEWdkorglqYaSbaX1phKQsTKQek2mVjTs8NbNuf7bW7rf6/1ob/0smMlOYlbQ1j4tmd8PqEQYFz6hLriDEHwHhjezyA2Yo28wCMIqIWhrN7lHEMRHQf/MLgNpfzXgFgoYjTohFNG6TD4wmW7w6H+SPmt2mC1ycOCtvevoaGPJCFUwDm/v7sQIkDWaOR6yY5mZ12HykPW4Dw50bklJz0tuBP57l3KkIK8rJx2RkdAiafbFsIX0UEAoOIcMPQTvjSFmk1sFN2YB414exOWPjnYZYHxbzkqtmWeRfZB/QfNNaw+OlwWUDD8HrI4ti225yT3emtI9BKy6vwnyU7LDkwJrW1CvrfZ6/BPYbGu35PqcW5LQuw8qqgwKiR/JNpHrL4vtxQRQHKxf2ekSoy7IowmEVGvo5NGwQd0HbNxdSM/vf9LhyrqIaHCKN7tcHCPw1TnnfM6W21tZ+7L+yJs/Nz8My1Z0TU91gFxkMARhLRRgAjjX0QUQERzQAAIUQJgGkAlhmvqUKIEiLqAOAuAD0BfEdEPxDRROO8LwFoSUSbAPwRiugrN86QZpYv/tpqqfLPjPRv98wIwjEB68ztyIkqzF8bdMCF0zCaZqVjpZEgJwvKi2uiAAAgAElEQVSevpK5RUdLceKA8bDJzr8urZyTAyMh3Uu4VYq4GD8kDwDwdpE1f8Sc7cUSoikLG1PAypqcuaV6dkznvM6ss4ktB+fg8cqAYPESWUyapunCTOZMdpOUm4bx5cb9uOjpr3Dne6vwt/dXBQpryiagaJyysWJfvlTugz+h0/+syhGQHg8hv41eSPnKXaGTBifTnWri5hT4YUculGg3m8rJulU1NVhZfBi3zfoBd7+/CpW+GrRqkhlS5eCszi2x7aELcE5+q5B7Pqdx9DkXKmISGEKIg0KI4UKIfONviXG8SAgxUWr3shCiq/F6xThWLIQgIcRpQoh+xssUMuVCiCuN9gMl34YWspRN8xL+ODLoTErzEBYp4qDTPISbzu2M+X88F/ddcnrgeKTx0PLMra+tMKE3jPTPSPPgM6PWzHGHEuSLt+hlm6owV9nr1zHUVBMLVb4aVPmEJYLL9BV8t+OwZSa4Zb/fOZ7hjT4WXH5YzSv62Ybgb2r+/qrL/dakwXhj4iAtp7Sq/MgXG/bDQ/6Jhxx+XFHtQ+dWjTDNuHeS0eld7avBjC+3oKLavXzKHe+sxKpdRwJ5SmaouPw7xjJxiReywBAiOJGoESLw/1VV12jXvlJliDuZeVX3RjtFYIkKue6aPeqx8I/nBSpIe4gCAmtfaYW/UoXXG+LMlYWOPHHKa9kwrN/JqcSOE8mbiRMnGqR7QxzPe46G2h83PTAWd449DV1bN8EFvSW7okNVVCfcZl7h7L46UVSxDEQTzu6Mqwo64qlr+luOP23bjxTVgjGyOajb3R8HSjeYMepuJqknr+oXyMxWke71BISBeUlX7wpqZAENQ6FJ5jTOxNCuOTivW2uLRqTC6fci8tuK5byQD1fuxpb9xwOTgmRccG9W0U7cN3ctXvh8i5YPwyyYZ15HOUrKqfhjbXLcZoI1Jyn//nZ74P9TFVT8z/9Tm5ZVGeLHKtSRZGmKe8OnuaKn3G9VRKIZDLLvaHlA8Hk9hIpqHzLTPSFCpoFFYASPZ6R5cG63VgCcI7tUFbzdSHmBcVpuU6sfQWNmJM+eMiN8MJ5e6Fx51uyHKoMZ0JP2bolu4WjWMB0PX9EnpNzJRX318hWcUDmy7cvhTpv7I6ZJ5QrcBMYl/dvjQimH4p9X97O8L2t9bjNdt5/a6yHcMaaHcwOoo+DM83o9pNQCPUbXktEkddgoc1FW5cMXG/Y7tnOak8iz1Ze/3hrXvoXj77NXhxyz55GYQmLVriMBTf/FL0P7KZeot3xeITCcCg7aa60BcC0zBASFTMmJ4H2lMnmbTvFJry0P+MKICFU+gQwjOXfi2Z0C7S/tH8xSkO/JXYfKcM+F/mKEuc2ctR97xKAbKSkwCMC/fnkG3r91CJo1SLeoaaqZgR1ZqOhmSIejaVZawHnYtmkWhnQJTStxM3+ZN8WZnZwFRsdsPZVYRSwlj+VS0CbtbDfolv3H8NJXwYc3kiibcf0saTuW38Q8yz8u7hU8Zjq945fraYHgL9tin+ECwf/r5teXI2/yXAghcPBYRdQrBcYT83c6rCjJ74YZjVRZXaO9brwOQgjt6+KWNGoiD+KaqzFbiGQd9kmvWYs12rO3n7qmf8g9bkYkmcvKAupEXFkw+4x/pMYW3SdPlIafFhzw5arRxyt9aNM0C38d0wOvTRiI/0wchI9+f07I99n9vG6kpMAAgLG9c9HfULfk3001I13052GW/TSLhhGfSzRj/JmBWWdGmkf50KZ7PYHZtP1GevwXfbHy3lGWkt8AcOPQ4Ezj7gt6Rt2/f/1yQNSfNR8WeSC316uxZ9m6Lf4SDq+HAgUSTVOUvFiUaUJJhLholOEvv+Ahq4bRrEE6rh+SF+KnWrXrCAbcNx9XvaC37G8iMQdEp3XJnZgw058T+/qSHXFN2Hvl623occ8n2KswEceKym9x70U9Q7RVmUgEBgDM+DLoWrVrJ80bpIdomXeOPS3kHKqFwGSzs1lx1qxbZ45H5m1mD8xQVWm4ZVgXnNqyEYZ0zUHPdpGtVGknZQWGjKxhqGaFebYFhuT2uhpGnw7upc4HdsoO5gB4Pbh8QIeQNl4PoX/HFoFtGSIKERYAkNMkGAURi3Br1iA95Dr8XKOUCeCv7Q/UXqilzIZ9/lh1S8gnWf+2axaaHe+EWabBieOVvqDAkO4ls/ijk4lshWYmeSJxcoDee5HeRCPeZrbZxqCus3BTPLh+aKeAtrrlgbG4bYS/zLc5e4808uu+ucFlie0+Ifu4Max7K2W1X5UvSI62evgTfyb2bmPZWfMZN8cou49VdyGzaDkpBIY86VM5++ymC28UGsbPuocfXM3vTk/zKNdlAIJ+DF2LjawNRVKRVYV8o26473y88KsBeG3CQNfPxCk9JmrM/79M4U8gIjx/3QC8e+sQ7fP11YggK6+qCTFJnaj0ISPNE3I9ksmVMeMrtd/BLuR014PeWXIC5VU+fLXxQFTCxLxW4aIHE4HHQ8EABaMfsaxnbq9SbRcYaR4P0jyhY4kqFHdw51DzsHl/B0xSxiWz+1gv7hsM2Ik0KU+Hk0JgyBpDTY0Iu/CRNbNabxB2s8mbmcpmFEWGtOyjHXMA1A1bLJCc4LGbz6SsdPKbyMKFFcvjYzdbvPv/O6cTEo3528pVguXxZ8zpbV0dfm64rYnu8aiidDwhqxvKJbV/qqWZdKTY7zTdOcA5jyxC73vn4bqXluCFL/SS42RqAg5d9ftuQmjEafqOWie8XjOizf89kWiidsLl9aR7Catt694vv3sE8hQVlVUVsk0hYgoMM6LLrp11bR18BnNj+H+cOCkEhjyYExEevKy3a3tZ49AdhN0EhrkuuLkAS0aas8AwBYWbuJALCcrrXEQa0WVHDgs0r0G4seNHKcHQ7reIp9PZNB/YMR3t8vWMtZ5OmofQtXVj19L0XiLLGgyA/3e1R6DJZosbXlkWU78SBtk1DH3MgWtnSeTC0PQ/Of1ebutKzF+7F93aNLYk6UZKMATa/z9EUy7FpMIWTbXniNUvk6aYJLZsrNYAVENJVSDh1f+M7dRYCMxp+eVYSEmBYR+n7GUjIonQsQuM/958FmbeOBDP/fIMS40jt7UXzBmDWYJ5f2lFyOJLJubszm0djvsvDSYWymquyoEWCfIDY14ip7wPM4dBDm20C4zTNZew1cE+W/rtz7oCANoax+XvjlVOrZs2BvNuO9e1jcdDoXZrI+TRicNl7uui1xXf2+poyeU3VAzr3irkWCwVXC965ivsUzi+X1/sHhlVWV2DDi3Upl0dzHHApyh9AgQdyjrPlf2zdv+fPTrTbakD1bNvatCmxq9TB655hKXLdUhJgWFHnulmeD0WgRHuZrDbIs/My8Z53Vrh/N65eG1CMAFoTK+2juew/7ZEFJhtXGKUT+5srKTXslEGrhnYEa/e4Ow7yFJkVAORlzGxI5tTAhqGw6RLFQ5oX1jm4hjzO9w4xXDQm/27/IxgEEGsek2a7R5RtlG8v+XAcdfPqWzYdYW81Ox734Wv1CtjViOQifV/W7unNORYuNLb5VU1ludXFaruhn11Ovug3zDTfz+na/xvdm3I7k88r1srSxkeN1+ZasJj92G43Z0PXOq3oMRqcVCRPHdwArGvSSHPAtdNO1/1kQDhLvp/bz4LS/423NXn4LXdcFnpnkAYXprXg9cmDMTbN53l76uH8OBlfdDbJepKnvVHYz5z4v5LT8dfx/SwRAo5mc5UN7Vq6cd4VTXt2EIdySZXj43mO+++IDTUUQdV9NyyrX5/hdNyuLGuoxBPZC1CtYqjHbOsjBOfbdiHQ2HauPHYPPfV8Mb1a4e+HZtjxZRRgWMV1T7L8/lchKHhAQ3DuMftUWTmvpPGKq/B4laCo/D2c3FJ//aWkjxuE1UiCqnQHNAwpPInTuTl+J+VcL7aaEhJgeFmw/Z6SGuFN5NwYbVn5mWHLGo04FRrur0pn8ws7aw0bzBiyks4J79VwM+hg1MFglijpJpmpeOWYV0ssx+nG1OVR6ISWCqB87ex7hnWKoZ0zcHVZ3bE+0bEk/kLq7oXie9k4jmd8cPfR4ZtN9CWMKkyPZnXf+uB0CxgwD+DPRJh0lyi2CcJDHNG6sZ/lribh7bsP47+0wqj7o8qf0CmbdMszP7NUDRrkI6CU1uAyH89s9I9gYFRrvyqg8dmkrIP+oeM30qeDMrF/OT73c3p3cYwm8q3Zbhn1R5sstIIy5ZLuDsxpEsO5vx2KG4Ymuf6HdGQkgLDTuGPewLbHqKIZqDRzJBnTRps2TfV9dZN/UIhzUu4tH97XDmgA/4yOvLB08k2Ga8kQxkngaEK0VQN1CNOC7XVXto/NAdFh4cu7xNIxjS/Kh5hvfbIJhMzuOCvY3pgxnhrNqzdqQkEZ41O8fy7j5SHFKSsDSqqfSFl94GgWVGVH2DHLHsRr8oHdjLCaPIrioOVZPPbNEbjzDScqPRrGE9c1Rf/vLofiEhLWzLxBkxS/n1z+dc7z++BVfcGNZlz84M+GzkSUC67r6pDZWIO/vLTEa6yrdO4Y17/cGHMfTo0T0ilg/i70ZMB23WS68Gc2rKhq0M5Hng9FFjVz9wHgKvPPAUfrtyNQZ1aokGGF49e2dflLM44OZN1yp5Eilmx1OSJq/piUKeWGPLQQq3PP3PtGehxzyeWY5E81E4ETVLysejzHi7q2y7ED2U+lOP6tQtJmtytEBimeSS3WZby/brizvdWhfgpHr68N8b0ykWFz4etirpIdsyAjUYZXlfzixBCa6CyD3iNM60Cwx4uKjfP8HoCVVx3HS5D19ZNAuGkkcwfzOeluqbGWALYb1K7ybYS5fghebj7wtOwetcRDDglG3f9bxU+XGld07zKuCbtmzfAmNOt91FgIiddFqd6ViZOwRPmuepqvZXUFBg25ESkoV1zEm4WICJ0aNEgEGpo3phn5+dg20MXJPR744099K9TTmPtMs6AVfV+5+azlGuSR4P5r8oDyQ9TRikz+XVQVew17xvdCYZpO05EOGMsLN0aulhli4YZaNYwHUA6tisWDnKiUWYaHri0N2554zvl+8cqqtFEUZHAjl3onNfNGnlVZXtfNiNnuJiCItE406Q8DLeaVg3SvWjdJAs/7+G/dx+7sm9AYMxZ8RMu7tsuEPX40vUF6NHWH1DQu30zrNp1JKrn0qkQqbksQF2t6HhSmKTsUC3812aJDwDoormwSjJiz2CNRosxAwMK8rLR0SHDPVIGdfJHxFw3KFj5t2lWetRJeirMZ1L3X/71WXkA3PMH6gJVPomuaalnrrX2UJ8OzXC+VP7fzvVGrsm+0nLlujMm9mvUVKotVlMjsO2gVetpKAlheRJij9ZzGkYHdw4t2mnO4s979DPXUGK7yU7+/t+/+T0AoNIMYpECXN6+6SzLipaR5Ac5RZ2ZpUBYw4gj4X6WRJukgODNeFVBR1ypqBtVXzjDcODfeX4PfL/jMLo7RADddF5nx3OcGUNJdifaNstKqLYGSLNVzdvF1J6qqt0f5rzJcxPe93As21aCYUY5G7eiey9ffyYGP7ggsH/vRb0c2wIIrM53zfTF2Lz/OLY8MFYZQTjHVhxQ9gE8s2gTHi/cYHlf1jAaZqRJ21aBYfrcFvzpPHyxYT+GdW+NimpfSJQdYBWad7yzMuT9JllpKC2vVtZwk1m85SA27zMXBrMW4JRDaSMZdpwi6jJsiaqP2Na3TzQpKTDCkajFwl6fMCjgnLttRD5+OlyGuy48LWFltmuDXu2aKR/6568bgJtfD5Z4rot6QIlGJ4lSxqzAG2nV07qgd/tgJJyTT+I/EwcFchFMGhuz7XB+ms2GX6SqpgaZHus5TlRWh5jJZE32282h60rIQkL+OewmTvM3S/d4cINUyVmFXGF21a7Q4pCB+UIYZezq6YsD2+lp8XkOnJze6TbNMF4mXl1OCpPUMZtdO9bSEU6cnZ+D3xgZyB2zG+LNSYPDzk7iQeHt5+ItW2RWPFHNEO0qvqr6bn3n+V8NwOhebZBtRFHJ5rirCjo6fs5ctCbefLZ+H06755PAMr1Hy6P3xfU/xV1gPHvtGRjSNSekmqq57xYVJKOK5vnNG98FfABPXOUP/Hjw43WBRZ1Un5E1CXlyYo8YNLVCncXI7GYvO6N6+etVRbJMs1sCYySjjpPASERgSySkpMCwTwjt5j7zZmrv4ry9ZmBHjO3tnL2dTOS3aaKscJlImjfMwHtSFVhZ9U4VzszLxgu/KggITHndFDcT3CX92+PryT93PXc04cDXv7IMZVU+XD19MR7/dD363Pspdjg4rP/83xWBMFEVchSOKofAXBXObhrxSJFFOqgEi6xdyKU9zDUsVOeWfV9yvoX9GTYvq47ACCcIHrqsD5b8bXhE+U1u54zE0mDWppo6zmoCDPhdjCCBji4FMhPBSWGSsk9Y0r0e/PD3kSGF4mQevKx2bYP1kUjXA67vdMxuiHXTxkAIv3163bQxKD50AiMe/yKkrTyQNc1Kw9Fyq5b7zeaDGNrVPbTSjVlFOwEAxYdPBMqkyLyzvBjvLC8OWa3QRB5QVSa0dLMIpsMgN/OGgRj37Ndh+1ljRCARBcOO5RpcsgZjlhdXaRiyRne0LHgth9mWFTA/qVPOI1zmfUaaJ2KTj5tJKhLdwDQFtmmahUev6IO/GD4WU/OYcHYnXNyvHVo3qV2T1EkhMCad2wm3z1qBF34VLB3glKxVX5ATi+qSwtvPDcSvnwzIs82sdG8gzNGNRX8ehkfnrcdby3YGjpWWRxf+a2KOqSrfkd0Eq0KeCZ9/ei6Wbj2EWct2BM4bbmU2nXVDAP8AbubhmI5+WSDIjudPjaVLVYtNyWbRcf3a4f6P1oa0AYLmNVWZGjudY9CK5TwrmXjVC/vzqO44NbshRhnrbe8/VoHmDay13mpbWAAxmqSIKJuIColoo/FXOeUkovFGm41ENN441pCI5hLROiJaQ0QPSe2vJ6L9RPSD8Zqo059WDuU1Lu3fAd/fMxKjXQoE1jeaZKVrxbsnmrowhyUTOlaGlo0zQ5aklU3RQohAmOmRE1URmatUGsBvHHIkZGSTVFa6Fw9e1tsym+7TIfqy4bKZTK4U0OVvH2H3kTJLSGg0meNZLsLgtQkDcVn/9lpVD87tFlp1Vxenn8hNa4kkLqRRZhquH9oJRAQiwq3DuuJaKYS8rohVHE4GsEAIkQ9ggbFvgYiyAUwBMAjAQABTJMHymBCiB4D+AIYSkVwJcJYQop/xmqHTmcYuJQ5aNKrfGgWTnLgVgZMptc36ZZPQi19uQfe7P8GKnYfRd+qnePWbbWHPZxYDVH3/5xtCq8naUTlV7fWyTJb8bbjy+NRxvfCH4aHrlFz/6tLA9vn//DKw7asROOvBhZbBNpqCjG7mpkGdW+Lxq/pFHZkYS5hq9zZNXL83UcE2tUmsAmMcgJnG9kwAlyjajAZQKIQoEUIcAlAIYIwQ4oQQYhEACCEqAXwHIPVCbZiUxkwcuyhMKXe71iBrh2bZjiVb/dFPzyzchE37rOW+//e91YHtVGE1Fh6+XD1YmppHvi0B9ddn5WFcv9D/W862D7e2RjQaRiKr/urmTJnLEcjoONrrO7EKjDZCiN0AYPxVrQrSHsBOab/YOBaAiJoDuAh+LcXkciJaSUTvEJFzDKOCVJDkTP2gddMsfPT7c/DYle4zU3vgjyk/Nu8/FnACm6b9g8crQxzpt836QXnecDkfkZi33KKBFv7pPMwySvDLqAotRrK+d4bXg//eHHpek3dvGRJSTTheJfNV6GomT10dWkombMgrabZLYsI6vYloPgCV8f8uze9QXZ3AHUVEaQDeBPCUEGKLcfgDAG8KISqI6Gb4tRdlnCIRTQIwCQDadsxD/Jc9Zxh3nBzEX97xM+w85Lfn201H+0srsH5PKUY/GRQM0VR7eHPpDgx3Wd860mVHH72iDxatDy3p4eQgtguszjmNwmoVMulej+sAmuahkACVeCbCnpnXAsu2HQrf0IYqv0rlrJcxu12fNZGwGoYQYoQQ4nTFazaAvUSUCwDGX1XxmGIAsobQAYBcF2A6gI1CiCel7zwohDDvuhcBOK6MIoSYLoQoEEIUNGsW/wVDGCZaOmY3DFQlzW9jHXDvmb0au49Yazxt2X8s4u+Yv9a5XhPgXGrdiSsLOuJfESxEJMujYd1b+ctpRFAAslFmmiXHwq4RnZbrHq0VK05muHBEI7PkLPT6Sqw9nwNgvLE9HsBsRZt5AEYRUQvD2T3KOAYiug9AMwC3yR8whZDBxQDUMXQOpGCVCqaec8UAq1X1WEV1iGnlv8uLIz7vbSNCnc4yZ0yNflEjHeQBPt3rCRThi4ScxpkY3asNurdpErpOuouPI5KF0JzolBP0RSRySWEgWP6kPmsYseZhPATgbSKaAGAHgCsBgIgKANwshJgohCghomkAlhmfmWoc6wC/WWsdgO8MNfMZIyLq90R0MYBqACUAro+xnwxTp9iFA0Ev/BVw9wm4JZ8C7ivBxQOza/06NkeG1xN1Ha3MNC8qqn3an3/n5rPQPg5ZzrJ5K5J1WlST0l5hclcyDR/RyJ7OJsRkJyaBIYQ4CCAk5k4IUQRgorT/MoCXbW2K4ZD8KIS4E8CdsfSNYZIJu5m+orpG21zkNojqhvUmClPD8JA/einc2t9OeD2EGhG+0q9JQQIqIEcy71dVRgmXu9I4Mw3fTP55XBYQqyvqrzHNBTZJMclGLI5aNy2hjtbRCWB+vYcI6V5P1AKD4Bd+Fb7gOhmJNhGZmGvMR/ITVSkkhk64b7vmDRxX06sPnBSlQRimrtEJNW2SqXYY21efk1FpGC0apuOQy6qSuc3iV1LCXPmNCEiLYSAkIggRLFb48OW9cdWZtZPZHI2S1rxBaJRUvMqCJDOp/x8yTBJglqoYcKpzwUan6CK3UuKqpTrDVVeNZ8l9c6W8zjmNkaExw5ZDaJtKlRk85F+fe6ixVnxtzsLNKxiJFtiycSbWTh2DrQ+ODRw7GSwbKSkwOHGPSTay0r347p6ReH3CoIg/65bNLcsLX43A+JeXui5sdMuwLpgxviDiPjhxWm5TvHLDmfjHuF5ag7wcBTVCyh+xD7YHjunncsRKhAsrBmiQ4bUImQ17S11apwYpJTDMn06nUiXD1DbZjTKiylJ282E8Xrgh4Hg+UlYVto7UX8f0iNu66iY/694aWeleLN4aulKeG3IFWvuqhnXim4lynmlGPf2su6rQRWqRUj6MRplpuHVkN/xy8Kl13RWGiRtylNRN53XGC59vsbz/8eo9WL+nFP9csNHxHB/89uyQ5MF4s+anoxG1H9Y9WC3WrmHUZvWMKws64OPVu3H9kLyoPn/D0DwU/rgXZ+dHv75JfSGlNAwA+N3wfGRzZVomSYnGzh2uwODuI+WuwgLwL8gTycpx0WDPYH7+OveM8Qv7BKOg7P6Dzjm1t4JjTuNMzPnt2chtFl1ex5AuOdj20AXo1qZJnHuWfKScwGCYZCaaiXO4ZDadxGGd9SFixR6xNeZ0/fVn7BrFiHqc3JbKsMBgmFokmnyMcNnaHg37TYMEaxcAcPvIbiHHxjgsWvbPq/tZ9jlQpX7AAoNhapFIhsUHP16L3UfKwpqk7A5jFYk2RwHARX1CE+0E1N7r8iqfZb8eV/w+qWCBwTC1SCQKxgufb8Gf3l7hmocBANsPHg97rtoQGK2bBkteNDQiFZ2S4lbvsjrI41mynEkcKRUlxTDJTqQD4zebD+KbzVK4qmIAfvHLrWHPk8hFh0xkoWR+n5Ooa2Qrmlharl8Snak7WMNgmHrEeVIoajJzipHr4bTi33WDrWU/1vzkvvgQkxywwGCYJGLp34Y7Oorn3XYuhnTJwfRfDcDHfzgHeS3jm4AXT2beOBCAs0mqQwtr39ftSf0s6VSABQbDJBGtmmQ6LhpkmnlG9WqL03KbYpSDYLFjDt61SU5jvz9DJS9GnJb6GdGpCgsMhkkiiAjVqsUWEOqHOEWzxMd53WrPjDW4czZuHNopsH/TuZ1D2gztmvoZ0akKCwyGSTI+WrVHedzut3Zb4W3i2Z0c30skb006C3+/qGdgf1Dnltj20AWWNt/vOFzb3WLiBAsMhqkn2PMt+p/SwlFo/PqsvFroUXQ0znIPzqyNiC4mOjislmHqCaqBtEVDdd20rIzknAv+ZXR3pZnKQ8EKtWksMJIWFhgMU09QZXQ7pXUk6+pvv/lZV+VxuZw5axjJS3LeVQzDhBCJDKhvY+6b/29wYFun1AlTN7DAYJh6gjeCgbS+ldo4q0vLwHY96/pJBQsMhqlDerT1r6GQ17Ihvr3z565tVTPvLzcecGgbe9/qCtYwkpeYBQYRZRNRIRFtNP4qV7knovFGm41ENF46/gkRrSCiNUT0PBF5Izkvw9Q35t12LgCgW5vGuHPsaQCAjtkNwy7go1PGPNA2yQbdi/u2w4V9crXayuYpJrmIh4YxGcACIUQ+gAXGvgUiygYwBcAgAAMBTJEEwC+EEH0BnA6gFYArdc/LMPURc9xvkpWORkZV1zZNswLv57dWrzYXiTM4yeQFnrqmP5659gyttj1d8kuYuiUeUVLjAAwztmcC+AzAX21tRgMoFEKUAAARFQIYA+BNIYRZ5zgNQAaC1QR0zssw9Y6urRvjjjHdcfkZHdC6SSYeu7IvxvYOlvl4a9JgrCg+jBtfLbJ8TkdefPi7s1Hpq0k6DYNJDeIhMNoIIXYDgBBiNxGpCsW0B7BT2i82jgEAiGge/JrHxwDeieC8IKJJACYBwCmnnKJqwjBJBRHh1mHB8NIrBnSwvN+ycSbOyQ8t56EjBE5v3wwAUFHtC9OSYSJHyyRFRPOJaLXiNU7ze1R3eiDyWggxGkAugEwA7p4/+0mEmC6EKBBCFLRqVT9KPzNMOFQPTDiTVLtmQbNWfdQw2jd39+EwdSbnZuAAAAeESURBVI+WhiGEGOH0HhHtJaJcQwvIBbBP0awYQfMSAHSA38Qkf0c5Ec2B3xRVCEDnvAyTkqgG/HBCQA6lrY8C47O/DHMsh84kB/Fwes8BYEY9jQcwW9FmHoBRRNTCcHaPAjCPiBobwgBElAZgLIB1EZyXYVIS1XjvpmBcM7AjZowv0GqbrKR7PY6l3ZnkIB4+jIcAvE1EEwDsgBHlREQFAG4WQkwUQpQQ0TQAy4zPTDWOtQEwh4gyAXgBLATwvNt5GeZkQJV455aM9+BlfbTbMky0xCwwhBAHAQxXHC8CMFHafxnAy7Y2ewGcGcl5GYYJ8tqEgThwrKKuu8GcJHDxQYapx6iiqRgmUbDBkGFSmEv6tavrLjApBGsYDJOirJ06hp3ITFxhgcEwKUoDo+wIw8QLnn4wDMMwWrDAYJgkpejuEfj8L8PquhsME4BNUgyTpOQ0zkRO48y67gbDBGCBwTBJzqs3nIljFdV13Q2GYYHBMMnOsO7KQs0MU+uwD4NhGIbRggUGwzAMowULDIZhGEYLFhgMwzCMFiwwGIZhGC1YYDAMwzBasMBgGIZhtGCBwTAMw2hBIoVWXSeiUgDr67ofEZID4EBddyIC6lt/Ae5zbVDf+gtwn2VOFUKEXY0r1TK91wshCuq6E5FAREX1qc/1rb8A97k2qG/9BbjP0cAmKYZhGEYLFhgMwzCMFqkmMKbXdQeioL71ub71F+A+1wb1rb8A9zliUsrpzTAMwySOVNMwGIZhmASRMgKDiMYQ0Xoi2kREk+uwHx2JaBERrSWiNUT0B+N4NhEVEtFG428L4zgR0VNGv1cS0RnSucYb7TcS0fgE99tLRN8T0YfGficiWmJ89ywiyjCOZxr7m4z386Rz3GkcX09EoxPc3+ZE9A4RrTOu9Vn14BrfbtwTq4noTSLKSrbrTEQvE9E+IlotHYvbdSWiAUS0yvjMU0RECejvo8Z9sZKI3iei5tJ7ymvnNH44/T7x7rP03p+JSBBRjrFf59fYghCi3r8AeAFsBtAZQAaAFQB61lFfcgGcYWw3AbABQE8AjwCYbByfDOBhY3ssgI8BEIDBAJYYx7MBbDH+tjC2WySw338E8B8AHxr7bwO42th+HsAtxvatAJ43tq8GMMvY7mlc90wAnYzfw5vA/s4EMNHYzgDQPJmvMYD2ALYCaCBd3+uT7ToDOBfAGQBWS8fidl0BLAVwlvGZjwGcn4D+jgKQZmw/LPVXee3gMn44/T7x7rNxvCOAeQC2A8hJlmts6WMiHo7afhkXZ560fyeAO+u6X0ZfZgMYCX9CYa5xLBf+nBEAeAHANVL79cb71wB4QTpuaRfnPnYAsADAzwF8aNxoB6SHLnB9jRv6LGM7zWhH9msut0tAf5vCP/iS7XgyX+P2AHYaD3iacZ1HJ+N1BpAH6wAcl+tqvLdOOm5pF6/+2t67FMAbxrby2sFh/HB7DhLRZwDvAOgLYBuCAiMprrH5ShWTlPkwmhQbx+oUw4zQH8ASAG2EELsBwPhrrrvp1Pfa/J+eBHAHgBpjvyWAw0IIcyFp+bsD/TLeP2K0r83+dgawH8Ar5DejzSCiRkjiayyE2AXgMQA7AOyG/7otR3JfZ5N4Xdf2xrb9eCK5Ef5ZNsL0S3Xc7TmIK0R0MYBdQogVtreS6hqnisBQ2ejqNPyLiBoDeBfAbUKIo25NFceEy/G4QkQXAtgnhFiu0Se392rzN0iDX6V/TgjRH8Bx+E0lTtR5nw27/zj4TSHtADQCcL7L99d5nzWItI+12nciugtANYA3zEMR9qu2nsGGAO4C8HfV2w59qJM+p4rAKIbf/mfSAcBPddQXEFE6/MLiDSHEe8bhvUSUa7yfC2Cfcdyp77X1Pw0FcDERbQPwFvxmqScBNCcis3SM/N2BfhnvNwNQUov9NftQLIRYYuy/A78ASdZrDAAjAGwVQuwXQlQBeA/AECT3dTaJ13UtNrbtx+OO4QS+EMAvhWGbiaK/B+D8+8STLvBPJFYYz2EHAN8RUdso+pzYaxxP22ddveCfcW4xLrrptOpVR30hAP8G8KTt+KOwOg4fMbYvgNWptdQ4ng2/nb6F8doKIDvBfR+GoNP7v7A6+241tn8DqzP2bWO7F6wOxS1IrNP7SwDdje17jeubtNcYwCAAawA0NPoxE8DvkvE6I9SHEbfrCmCZ0dZ0yI5NQH/HAPgRQCtbO+W1g8v44fT7xLvPtve2IejDSIprHOhbIh6OunjBH02wAf5oh7vqsB9nw68CrgTwg/EaC789dAGAjcZf88clAM8a/V4FoEA6140ANhmvG2qh78MQFBid4Y+22GQ8NJnG8Sxjf5Pxfmfp83cZ/8d6xDEyw6Gv/QAUGdf5f8ZDk9TXGMA/AKwDsBrAa8bAlVTXGcCb8PtYquCfrU6I53UFUGD8/5sBPANb4EKc+rsJfvu++fw9H+7awWH8cPp94t1n2/vbEBQYdX6N5RdnejMMwzBapIoPg2EYhkkwLDAYhmEYLVhgMAzDMFqwwGAYhmG0YIHBMAzDaMECg2EYhtGCBQbDMAyjBQsMhmEYRov/D+jWNNFK3OdKAAAAAElFTkSuQmCC\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"rdf.est_err.plot()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 36,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x1a6ccdc080>"
|
||
]
|
||
},
|
||
"execution_count": 36,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"rdf.est_err.apply(np.abs).plot(logy=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 37,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1a703f0d68>"
|
||
]
|
||
},
|
||
"execution_count": 37,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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3TyNSymnANICcLlmy+MVVJFye1axVWfdd/TTNUV0POCaEwNk7Ht+aUksYmvnh+NeUgOCg1jSAs2cs9q5eahbtICo35aA/Qv+6UoyKAHEX9Nxbl/pxAlfveMreWk/Jy6uxdfYQ3lNX/6MXOLpFE31GN5w96wdp1MKfVhG6hjj+3bwITSC0lhuFkwEhBHqU/aiE+BCaQK93JZHWtgbjZCMSlVkK9BZCZAghHMDlwJwIy98GnC6EsAkh7FiDuAd179gSXISK6ih6Zjm+1SX7HGuYpunoFt2iJeDqE4/0hy2/YTP4VpfiSI9pNTibEILoMV2tMA/ryg6atuabXeixTlz9DmxIHF29dL5zMN6xaejRDqLP7E7SpGy6PnIanX4xiNize+DKjFOCr1AojgqtKo2UMgzcAfwXS7DfllKuEUI8KoS4EEAIkSuEKAQmAi8KIdbUZ58FbAJ+AFYCK6WUHx60Qm4bnX85xFog9Foe5bPzGwdKAvkVhEt8eEeltpjfmRkHAgIbDpzFEy71Edpdi3tAy4uUmuLOTkKPc1K9qLDFNKE9dQTyK4gakdJid1HYdeLOyyD5pmxiz0rH1StOTX1TKBTHhIjm6Usp5wJz93vv4Sb/L2Wv375pGgO4pc2VSnTT6ReDqPykgJrFOwhurSLh5/2o+WoHWrT9oCtL9Sg79rRo/BvKifnRvjNvfGtKASKegy90De+oVCo/3kJwe3WzvYua+kHlqNzIFj8pFArFseS49SkIm0bcBT1JvKY/RkWAPc8sx7++HO+pXVp1hbh6x1lz8ev2XfjgW12CPTWqTTNQonJTEE69WWvf9Iep+24PnpzkYz7QqWhfxo0bR8PU4fPOO4+KiopjXCOFon04bkW/AXf/RDr9cij2LlEIp05UBDNWXH3iraibm/b+UI2qIMFt1RG7dhrQXDaiTk3Bt7rEmpfchLrle5BBK/aP4sRl7ty5xMVFFv5CoTjeOe5FH8AW5yT5lhy6TB4e0e5Yjm4xCJdOYMNe0fettQaF3QPbHl7BO7IrIKj5akfje1Lujf3T1ulliiNDQUEBWVlZ3HTTTQwcOJArr7ySBQsWMGrUKHr37s2SJUuora3lhhtuIDc3lyFDhjB79mwAfD4fl19+OTk5OVx22WX4fL7Gcnv06EFJiXX/XHTRRQwbNowBAwYwbdq0xjRer5ff/va3DBo0iBEjRrQYvE2hONZ0mIBrQhMId2TVFbrA1SsO/4byxpj5vjWl1pziVhacNIctzoknJ4napUXE/CgdzW0jsKk+9s/EPm0u74TnP5Nh9w/tW2ZKNvz48VaTtRZauX///px55pm8/PLLVFRUMHz4cH70ox/x4osv4vF4WLVqFatWrWLo0KHNlv/yyy+TkJCAz+cjNzeXiy++mMTERGpraxkxYgR//OMfue+++5g+fToPPvhg+34GCkU70CEs/UPB2SceozJAuNiHWRcisKkS94DEQ17Q4x2Thgwa1C7ZDUDN17vQomx4cpLbs9qKw6S10Mrz5s3j8ccfZ/DgwYwbNw6/38+2bdtYuHAhV111FQA5OTnk5OQ0W/4zzzzTaM1v376djRs3AuBwOLjgggsAGDZsGAUFBUflehWKttJhLP224uoTD1i7aWluG5gS1yFEzmzA0dWLs1csNV/twD0wEX9eKdGnp1nx4hX7EoFFfqQ4aGjlcBhd13n33Xfp27fvAXlbMwi++OILFixYwDfffIPH42lsNADsdntjfl3XCYfDBytKoThmnLCKZYt3YUt2499Qjm9NKXqMA8dhrtTzjk3DqApS8m8rwGgkg8qK44tzzjmHZ599tjF+y/LlywEYO3YsM2fOBGD16tWsWrXqgLyVlZXEx8fj8XhYt24d33777dGruELRTpywog9Yu2ltrrRi7A9IPOx4Jq4+8dg6eQgX1eHql4gt/ugGH1McPg899BChUIicnBwGDhzIQw89BMCtt95KTU0NOTk5PPHEEwwfPvyAvOeeey7hcJicnBweeughRowYcbSrr1AcNq2GVj7aRBJaOVJ868oonWEtDk66KTviXacORu2yIspnbSBpUvY++82e7Byp0MqKY4P6PjseQoh2C63cYXH2jK3fCcjaYKU98AzrhKN7dKthZxUKheJ45IQWfc2h4z0tFS2q/cKoCtF6nHGFQqE4XjmhRR/YJ9yxQqFQnOyc0AO5CoVCodgXJfoKhUJxEqFEX6FQKE4ilOgrFArFSUREoi+EOFcIsV4IkS+EmNzM8bFCiO+FEGEhxCX7HesuhJgnhMgTQqwVQvRon6orFAqFoq20KvpCCB14Hvgx0B+4QgjRf79k24DrgNebKeLfwF+klP2A4cCew6mwQtEShxNauaCggDFjxjB06FCGDh3K119/DVjxdsaNG8cll1xCVlYWV155JcfbgkaFoi1EMmVzOJAvpdwMIIR4E/gJsLYhgZSyoP6Y2TRjfeNgk1LOr09X0z7VVhzP/HnJn1lXtq5dy8xKyOI3w3/TarpDDa3cqVMn5s+fj8vlYuPGjVxxxRWNO2ctX76cNWvWkJqayqhRo/jqq68YPXp0u16fQnG0iET0uwLbm7wuBE6NsPw+QIUQ4j0gA1gATK7fO7cRIcTNwM0A3bt3j7BoheJAGkIrA82GVi4sLGTOnDk8+eSTAI2hlVNTU7njjjtYsWIFuq6zYcOGxjKHDx9OWpq1BfTgwYMpKChQoq/osEQi+s0tZY20f2sDxgBDsFxAb2G5gf65T2FSTgOmgRV7J8KyFccpkVjkR4pDDa38yCOP0LlzZ1auXIlpmrhcrmbLVGGTFR2dSAZyC4FuTV6nATsjLL8QWC6l3CylDAMfAM1vSaRQHAVaCq1cWVlJly5d0DSNV199FcMwDlaMQtFhiUT0lwK9hRAZQggHcDkwJ8LylwLxQoiG7aXOpMlYgEJxtGkptPJtt93GK6+8wogRI9iwYQNRUVHHuKYKxZEhotDKQojzgKcAHXhZSvlHIcSjwDIp5RwhRC7wPhAP+IHdUsoB9XnPAv6K5Sb6DrhZShls6VztGVpZcfRQoXhPLNT32fFo19DKUsq5wNz93nu4yf9Lsdw+zeWdDzS/4ahCoVAojipqRa5CoVCcRCjRVygUipMIJfoKhUJxEqFEX6FQKE4ilOgrFArFSYQSfcUJQUVFBX//+99bTffFF19wwQUXHNa5CgoKeP315mILKhTHP0r0FScEkYp+e6BEX9GRUaKvOCGYPHkymzZtYvDgwdx7771IKbn33nsZOHAg2dnZvPXWWwfkWbp0KUOGDGHz5s37vH/eeeexatUqAIYMGcKjjz4KWKt5X3rpJSZPnsyiRYsYPHgwU6dO3SfvF198wemnn86ll15Knz59mDx5MjNnzmT48OFkZ2ezadMmAIqLi7n44ovJzc0lNzeXr776CoAlS5YwcuRIhgwZwsiRI1m/fj0AM2bM4Gc/+xnnnnsuvXv35r777mvfD1Bx0hDR4iyFoi3sfuwxAnntG1rZ2S+LlAceaPH4448/zurVq1mxYgUA7777LitWrGDlypWUlJSQm5vL2LFjG9N//fXX3HnnncyePfuAyK5jx45l0aJF9OjRA5vN1ijIixcv5qqrriIzM5Mnn3ySjz76qNm6rFy5kry8PBISEujZsyc33XQTS5Ys4emnn+bZZ5/lqaee4le/+hV33303o0ePZtu2bZxzzjnk5eWRlZXFwoULsdlsLFiwgAceeIB3330XgBUrVrB8+XKcTid9+/blzjvvpFu3bs3WQaFoCSX6ihOSxYsXc8UVV6DrOp07d+b0009n6dKlxMTEkJeXx80338y8efNITU09IO+YMWN45plnyMjI4Pzzz2f+/PnU1dVRUFBA37592bVr10HPnZubS5cuXQDo1asXZ599NgDZ2dl8/vnnACxYsIC1a/eGoaqqqqK6uprKykquvfZaNm7ciBCCUCjUmGb8+PHExsYC0L9/f7Zu3apEX9FmlOgr2p2DWeRHi4PFlOrSpQt+v5/ly5c3K/q5ubksW7aMnj17ctZZZ1FSUsL06dMZNmxYROduLbwzgGmafPPNN7jd7n3y3nnnnZxxxhm8//77FBQUMG7cuGbLVSGeFYeK8ukrTgiio6Oprq5ufD127FjeeustDMOguLiYhQsXMnz4cADi4uL4+OOPeeCBB/jiiy8OKMvhcNCtWzfefvttRowYwZgxY3jyyScZM2ZMs+c6FM4++2yee+65xtcNbqnKykq6du0KWH58haK9UaKvOCFITExk1KhRDBw4kHvvvZef/vSn5OTkMGjQIM4880yeeOIJUlJSGtN37tyZDz/8kNtvv53//e9/B5Q3ZswYOnfujMfjYcyYMRQWFjaKfk5ODjabjUGDBh0wkBspzzzzDMuWLSMnJ4f+/fvzj3/8A4D77ruP+++/n1GjRqmY/oojQkShlY8mKrRyx0SF4j2xUN9nxyPS0MrK0lcoFIqTiIhEXwhxrhBivRAiXwgxuZnjY4UQ3wshwkKIS5o5HiOE2CGEeG7/YwqFQqE4erQq+kIIHXge+DHQH7hCCNF/v2TbsDY8b2mZ4h+ALw+9mgqFQqFoDyKx9IcD+fWbmweBN4GfNE0gpSyQUq4CzP0zCyGGAZ2Bee1QX4VCoVAcBpGIfldge5PXhfXvtYoQQsPaH/fetldNoVAoFO1NJKIvmnkv0ik/twFzpZTbD5ZICHGzEGKZEGJZcXFxhEUrFAqFoq1EIvqFQNO13mnAzgjLPw24QwhRADwJXCOEeHz/RFLKaVLKU6SUpyQnJ0dYtEKxl4KCAgYOHNimPNdddx2zZs064P1DDb+som8qOgKRiP5SoLcQIkMI4QAuB+ZEUriU8kopZXcpZQ/g18C/pZQHzP5RKE4ElOgrOgKtir6UMgzcAfwXyAPellKuEUI8KoS4EEAIkSuEKAQmAi8KIdYcyUorFM1hGAaTJk1iwIABnH322fh8PsAKcTBixAhycnL46U9/Snl5+QF5P/nkE7Kyshg9ejTvvfdes+WrkMuKE4GIAq5JKecCc/d77+Em/y/FcvscrIwZwIw211DR4Vj09gZKtte0a5lJ3byMubTPQdNs3LiRN954g+nTp3PppZfy7rvvctVVV3HNNdfw7LPPcvrpp/Pwww/z+9//nqeeeqoxn9/vZ9KkSXz22WdkZmZy2WWXNVu+CrmsOBFQUTYVJwwZGRkMHjwYgGHDhlFQUEBlZSUVFRWcfvrpAFx77bVMnDhxn3zr1q0jIyOD3r17A3DVVVcxbdq0A8pXIZcVJwJK9BXtTmsW+ZFi/9DDDe6dSBCiuUlq+6JCLitOBFTsHcUJTWxsLPHx8SxatAiAV199tdHqbyArK4stW7Y0+tXfeOONZstSIZcVJwJK9BUnPK+88gr33nsvOTk5rFixgocffnif4y6Xi2nTpnH++eczevRo0tPTWyxLhVxWdHRUaGVFu6BC8Z5YqO+z46FCKysUCoXiAJToKxQKxUmEEn2FQqE4iVCir1AoFCcRap6+4qRGSon0+UDXEXY7QlN2kOLERom+4qRFhsOEduzEqK6y3hACYXegOZ0IpwPhdKK5XGj7LZRSKDoyyqw5yZDBIMGtW5HmAZucnVQY1dUE8vMxaqqxde6MPS0NW1ISmsuJGQwQLi3l+uuu480XXiC4YwdTp06lrq6uMb/X6z3sOqxYsYK5c+e2nlChaEeUpX8S4V+3jp333kdg40b0xES8o0cRNXo0UaNGYUtIONbVOypI0yS8ezfhsjI0pxNHenqzlryUEi0mBi0mBqO8nKf++leuvPRSPB5Pu9VlxYoVLFu2jPPOO6/dyowUaRhIw7BcWhGEoFCcOCjRPwmQhkHZjBkUP/U0Wlwsne69F//atdR8uZDK2XNACFz9+xM1ejQx55yNq//++94fwjlNE9PnQ/r9aG43wu0+ouLyxBNP4HK5+OUvf8ndd9/NypUr+eyzz/j000/517/+xWuvvcYnH37I7x5+mEAgQK9evZgxcyZOt5tHH32UDz/8EJ/Px8iRI3nxxRcRQiB0HVtcHC/OncuuoiLOPOMMkjp35ov6kA6//e1v+eijj3C73cyePZvOnTvvU6fs7GwWLVpEbGwsSUlJTJ06lWuEac5HAAAgAElEQVSuuYarr76aq6++mocffhifz8fixYu5//7794nuOWPGDD744AMMw2D16tXcc889BINBXn31VZxOJ3PnziUhIYFNmzZx++23U1xcjMfjYfr06WRlZfHhhx8yZcoUgsEgiYmJzJw5k05JSfzugQfYumULW7ZsYfuuXdxxzTXcMWkSmsuNcFuuLOFwHLHv6WTCDAYxa2qQ4TCEw1ZDGw5D/bNZW4tRXY1ZXV3/XINZXYXp82PvloYrKwtn377Y4uPbtV5qRe4JTmjHDnb+ZjJ1y5YRfdaPSHn00cabSBoG/rVrqV28mJpFi/GtXAmGQfRZZ5F8169w9uoV8XnWrllD3+7dMWtr+fKtVynesZ19dtUUGsJmQ9hsoLVd/Dul9+SM625u8fi3337LX//6V9555x3GjBlDIBDgq6++4rHHHqNTYiIXnTmeiddczexp04jr04cnn3+eQCDAww8/TFlZGQn1PZ2rr76aSy+9lAkTJnDddddxwQUXcMkll9CjRw++eucdEtxubImJOFJTmTNnDhMmTOC+++4jJiaGBx98cJ86/eIXv2DChAmkp6dz/fXXM3jwYKZPn07v3r1Zvnw5s2bNYtmyZfvE2mlgxowZTJkyheXLl+P3+8nMzOTPf/4zv/jFL7j77rtJT0/nrrvuYvz48fz9mWfo3acPS5Yu5YEHH+TTTz+loqKCuLg4ME2mPf88eT/8wJ/uuospzz/Pp998w4IPPqAmGGTA8OFs/eYbdMOAei0QmsbG4mKiX/gHWlQUmtdb/xyFFhWFLSERW+dO2Dt1wta5M7akJITd3qbv0wwECG7ZQmDTJozSMvTEBGxJydiSkyw3W3R0h+mBmMEgwS0FBPI3EsjPJ5ifT2BjPsFt26CNblRhtyNcLswmMZxsnTrhzOqLq28Wjp49ETYdTBNpSqt8aSJNk4TLLotoRa6y9E9QpJRUzp5N0ZQ/gpR0+dOfiL3oJ/v8kISu487Oxp2dTdKtt2JUVlL22muUvfwvqj/9lNiLLiL5jtuxp6Y2W35g/Xqq5y+g+rPPCN9xO0Epob58YbeBpiM0rdHCkaEgMhS03rfZELreUJqlN9afxrZC6HrEDcSwYcP47rvvqK6uxul0MiQ7m2//+1++/O9/efI3v+Hrzz9j3ebNjL/+ehCCYDDIaaedBsDnn3/OE088QV1dHWVlZQwYMIAJEyYccA5Hejo2wyBcWorDbue8+tDIw4YNY/78+QekHzNmDAsXLiQ9PZ1bb72VadOmsWPHDhISEiIaEzjjjDPwer1EOZ3ExsTw49GjCRUV0a9rV35YuZKS777j66++YuLFFzfmCQaD+NesIT8/n/v/8hd2FxcTDIXokZaGLSEBW3w8F1x8Md70dLxAp5QUKrxeuqamIgMBTL/fms1UXo7mcWPUVBPavRuzthazpgaztraxcWhECPTERGzJyehxsegxsegx0WgxMY3/C7ud4NatBPI3Edi8idD2woMKonA4LPH3ehvvqf2fNbcbPS4OPT4OPS4OW3y89TouDgDTH7CuKeBHBoLIgL/x+sy6Osy6hmfrIf1+q2xNA00ghGbN6qo/nwyFrEc4vPf/UAijshIa4iHpOo7u3XH27k3MeT9GT0pC6DZLqHV9n/81T5T1OXmj0aO9ljuxPmJquLQU/7p1BNatx7/eei79+htohwiqEYm+EOJc4GlAB16SUj6+3/GxwFNADnC5lHJW/fuDgReAGMAA/iilfOuwa30SIEMhKj/6mPKZM7GnphJ/xeV4Roxo1fqRUhLYsIGSv79A9X//i3vYMFL//DiOtIPucQOAHhtL8u23E//zn1P64jTKX3+dqg8/JP7nV5B4yy3osbH4VqywhP7TTwlt3w5C4B46FC06GkePDDSPmx8NGNBs+WYohFlRgVFZien3R/Q5aC4XWnQ0enQ0Uspmr18aBnooRHpaGtOnTmV4nz4MzMzks/nz2bx9O9kjR7J90SLOOuecAyJo+v1+brvtNpYtW0a3bt145JFH8LdQN6Fp2Dt1QvN4sNtsBDduROg6RlERgfJyglu3gU1H6FajNnLQIJ575hnS09OZ8uijvP/ee8yaNYsxY8ZYU0VNy0Izg0HLcjMMS0gCAcJlZdj8fvx5eWCaCNNEKy8njECEQoQNAzxRxMXG8v3XX9d/wCZSWtbfr2++mV/dfDMTzj2XhcuX84c//xl7ly4Iux2Xy7X3O68PxSw0DeF2W+Mb8fHYKivp/vLLB37WpolRXk54zx5CRUWE9+whXLTHet6zB6OyksCeYoyqSsyqamQgsDez3Y6zRw9c/foTe8EEnL164uiViS05CaOsjHBJKeGSEsIlxRglJYSLSzBq6zfjaWhnGhocKTHr6gjt2IF/9WqM8nJkkz0GWkQINI+n8SGiPGhuD3pcHJrLWX+Nst6SNqDRmpYIh8OyxO02q2djtyPsdvTYWJyZvXH2zsSRkYHWDu4xW2Ii3lGj8I4atfezDwYJ7thhXYamgaY1PqNpkJISWdmtJRBC6MDzwFlYm6QvFULMkVKubZJsG3Ad1j64TakDrpFSbhRCpALfCSH+K6WsiKh2JyEyGKRi9mxKX5xGqLAQZ+9M6pYsoXrePBwZGcRfcTmxF12EHhOzT77g1q1UzZ1L5ccfE8zfBHY7yff8H4k33NDEoo4MW3w8nSf/hoRrr6H4+ecpe/U1Kt6ZhfB4MEpKEHY7ntNGkDjpJqLPPBNbUhJ5eXno3qiDlqvZ7WjJydiSkzH9fsyaWsui0nXL+tfrLStNs8SwuhqjqopwcTHh4mKEzYYWHY3mcGAGg8hAABkMWn5SYOTAgUx94QWm/fVvDMo9hcnjxzPslFOwJyczcswY7rzrLvLz88nMzKSuro7CwkI6deoEQFJSEjU1NcyaNYtLLrnkgLo3hE1OSkpCj40FTcPWqROEw9aPXAirLj7Ld4uUpAAlRUUEamroGg5zau/e/OXxx5n629/iX7MGV2UllTt2ENiwodn7ACGwxccjnE6EzYazVy9cXbpgX7YUfccOkvplkdGrF+9/+ikTJ05ESsmqVasYNGgQVT4f6dnZ2FNSeO3tt9v0/R8MoWnYEhOxJSbiiiAgmxkIYFZVYQYC2FNSLPdeM9gSEnBmZh5yvaSUyLo6jIoKwhUV1piMy4VwONFcTmv6rdNpCXUHcRvtj3A4cGZkHHY5kVj6w4F8KeVmACHEm8BPgEbRl1IW1B/bp78mpdzQ5P+dQog9QDJwQoq+WVuL74fVeIYNbbuPMxik8t13KZk+nfDOXbgGDqTzAw/gPWMcMhik+pNPKH/9DYoe+xN7/jaVmAvOJ3bChfjXrqXq44/xr14NgPuUYaT87mGizznnsGfk2Lt0IXXKFBJvuIHSF19EhkJ4x4/He/rp6Ic5ZVFzudCaWJz7IwDN6cSWlIQMhzFqajCrqjErKzFM0+omOx2NjYBwOhk3YQJPTJ/O2J9cSFRUFC6XqzHscXJyMjNmzOCKK64gUG99TpkyhT59+jBp0iSys7Pp0aMHubm5zdbn5ptv5sc//jFdunRp3OXKXt9g2JKS0L1enL0t0ZJSWoN1hsGpp52GEQ5jT01l7I9+xMNPP82YM87AlpTEmeefz1///W9GXHEFk//v/7j0kkssS9LhwL5sGXphIfb6nbYQwrrO/QRr5syZ3HrrrUyZMoVQKMTll1/OoEGDeOSRR5g4cSJdu3ZlxIgRbNmy5ZC/q8NBczrRkpOP+HmEEIgoa8zBXr/vgKJ5Wh3IFUJcApwrpbyp/vXVwKlSyjuaSTsD+KjBvbPfseHAK8AAKWWLzryjOZBb/tbbCLud6DPPaPQDHg477vk1VR9/jJ6UROxPLiTu4otx9uzZYnppmvjX5lG7eDHlb7xBuKgI9+DBJN1+G1GjRzdrkfjXrqX8jTep/Ogjy/cKuPr3J+b884k578d7ReIoc7RC8cqGrnYbey+KtqFCK3c8Ig2tHIml31xfqE1TfoQQXYBXgWubE3whxM3AzQDdu3dvS9GHjG/NGnb/7ncA7LLZiBo+nOizzyb6R+OxJSW1ubzab/9H1ccfE3PhBMy6Ospe+Tdl/3wZ9+DBxF1yMdHn/hjdG0Vo505qv/7aenzzLUZ5OQCe3FxSH/9Tq357V//+dPnDo3S699fULl6Ms1+/dunydRRUmASF4vCIRPQLgaa7LKcBOyM9gRAiBvgYeFBK+W1zaaSU04BpYFn6kZZ9OJT982W0qCjSXvg7tYsWUz1vHrsfeYTdjz6KZ+hQos89l7iJlzSOph8MGQqxe8ofsKel0eXRR9FcLsIlJVTOnkPFu++y68GH2P3Yn7AlJxHaug0AW3Iy3rFjiRo1kqjTTsPWxi6wHhNDzDFY1KNQKDo2kYj+UqC3ECID2AFcDvw8ksKFEA7gfeDfUsp3DrmW7UywsJCqTz4h4brriBo+nKjhw0n+v7sJbNhI9bx5VM+bR9GUKfi+/47Uv/611YGfstdmEszfRNrfn2/0U9uSkki88QYSbrge34oVVL73HuGSUuKvuALvqFE4MjM77ICSQqHouLQq+lLKsBDiDuC/WFM2X5ZSrhFCPAosk1LOEULkYol7PDBBCPF7KeUA4FJgLJAohLiuvsjrpJQrjsTFRErZjFdA10m45urG94QQuPr2wdW3D8l33kHpSy+x58m/4szqR9LNk1osK1S0h5JnnyXq9LF4zzjjgONCCDxDhuAZMuSIXItCoVC0hYjm6Usp5wJz93vv4Sb/L8Vy++yf7zXgtcOsY7sSLi+n4t13iT3/fOwHmdeacOON+PPWUTx1Ks4+vYkeN67ZdHv+8hdkOEzKb3+rLHeFQnHcc0KMipl1dYT27IkobcWbbyJ9PhJuuP6g6YQQdJnyB5z9stj563sJbN58QJraJUuo+ugjEm+6EcdRGoBWKBSKw6HDi76Ukm2TbmbzeecT2Hzwucim30/Zq68RdfpYXH36tFq25nbT7bnnEA4HhbfdjlFVtfe8oRBFf/gD9tRUEie17P5RKBSK44kOL/pVc+bg++47ZCBA4Z13YtTUtpi28oPZGGVlJN5wY8Tl21NTSXvmaYKFhey4915rtSVQNnMmgY35dH7gfrXJhkKh6DB0aNE3amoo+suTuAbl0O3FfxDcsoVdDzxAcwvOpGFQ9q9/4Ro4EM/w5lddtoTnlFNIefC31H65kOKnnyG0Zw8lzz5H1NgxeMePb6/LURwmBQUFZGVlcdNNNzFw4ECuvPJKFixYwKhRo+jduzdLlixhyZIljBw5kiFDhjBy5EjWr18PwN/+9jduuOEGAH744QcGDhy4z6YpCsWJQoeOslny3PMYpaV0e+EF3NkD6XTPPez5y18onf7SATNuqj/7jODWrXR9auohDbjGX345/rV5lE6bRs2XXyKDQTV42wIVH24iuLPlHteh4EiNIm5C66Ge8/Pzeeedd5g2bRq5ubm8/vrrLF68mDlz5vDYY4/x73//m4ULF2Kz2ViwYAEPPPAA7777LnfddRfjxo3j/fff549//CMvvvhiu26YolAcL3RY0Q9s3EjZq68SN3Ei7uyBACTccD3+NaspfuopXP374x1tRaiTUlL20j+xd+tG9FlnHfI5Ux78LYH8fHzff0/iL27BkZ7eLteiaD8yMjLIzs4GYMCAAYwfPx4hBNnZ2RQUFFBZWcm1117Lxo0bEUIQqo/MqGkaM2bMICcnh1tuuYVRTaIbKhQnEh1S9KWU7J7yRzSvl+S772p835pxM4VA/iZ23HMPGbPewdGtG77vv8e3ciWdH3rwsGK2CIeDtOeepXLOHOIvv7w9LuWEJBKL/EjhbLKCWtO0xteaphEOh3nooYc444wzeP/99ykoKGBck6m4GzduxOv1snNnxAvOFYoOR4f06Vd/8gl1//sfne76Fbb4eGpra9lTP2VT83hIe+5ZkJLCO3+J6fNR+s+X0ePiiPvZzyIq3zAMvv/+e2prD3RR2BISSLzuuoNGiFQcv1RWVtK1PgrjjBkz9nn/V7/6FQsXLqS0tJRZsw6IGahQnBB0ONE3a2sp+vMTOPv3I+7SS5FS8sYbbzBt2jTKysoAcHTvTtcn/0Jg/XoKb7+dms8+I/7KKyOeZTN//nzmzJnDm2++SbgddqpRHD/cd9993H///YwaNQqjYbcj4O677+a2226jT58+/POf/2Ty5MmNhoRCcSLR4fbI3fO3qZROm0b666/jGTqEgoKCRoutZ8+eXH311Y2DqyUvvEDx088gnE4yP/8sovjyq1at4r333iM9PZ2tW7cydOhQJkyYoAZsW0GF4j2xUN9nx6M9QysfNwS2bKH0X/8i9qKL8Ay1YtksXrwYj8fD6NGjmTdvHitXrmTw4MEAJN5yC+Hychxdu0Yk+Lt27WLOnDmkp6dzzTXX8MUXX7Bo0SJSUlIYPnz4Eb02hUKhOBp0GNGXUlL02J/QnE463fN/AOzevZv8/HzOPPNMRowYQV5eHp988gmZmZl4vV6EppHywAMRlV9bW8ubb76Jx+Nh4sSJ6LrOGWecQVFREZ988gnJyclknERx6xUKxYnJcSv6UkqMkhL869YTWL8O3w+rqV20iM73T26MPb948WIcDge5ublomsaFF17IP/7xD/7zn/8wceLEiM9lGAazZs2ipqaGG264AW/9VoCapvGzn/2Ml156iXfeeYdJkyYRHx9/RK5XsRcpJVJKNLVhyhHlYK5dKSWm2eIGd8c9HfHekVISDAbx+/0H/W4Ol+NO9EO7d7Pthhvwr1uPUT8wC2BLSSH24p8R/3MrlH9ZWRlr1qzhtNNOI1BVQfG2TXTvO5CxY8fy+eefk5OTQ9++fSM654IFC9iyZQs/+clPGmd2NOByubj88suZPn06b775JjfeeCOOZna7r62tZfXq1ezcuZO4uDgSExNJSEggISHhsBb5GIaBaZrout4uN3JNoIa8guVkpQ8i2hXTeoYjjJQSwzAIBoOEQqHGh5QSXdex2+37PPRmptw2NBINDUVbx1+C4QCGaVhbxEnrIaRVbigcRre1bb/jw0HTNHRdb7fvuwHTNAmFQo2fczAYPKioV1ZW8uijj7bb+Y82uq7jdDpxOp24XK7G/51O53EzPhcIBKirq8Pn8zU+mk4uOFIcd6JfFg5TUecj6YxxuPpm4ezbF1ffPgfsYfv111+jaRqDBg7gxft/gfAb3PL8DEaNGsWaNWv4+OOPSU9Px9XK1MoffviBb775huHDhzOkhZj3SUlJXHLJJbz++ut88MEHTJw4ESEEhmGQn5/PihUrWL9+PaZpEhUVdcBUT7fbTUJCAikpKfTp04eePXtiP8jG6YZhsGXLFlatWkVeXl7jAiLYKwqapmG32xk0aBCjR4/G3crMJCklsxf+m+Uz3yKmUuNzIfFHC/SkaGK7dCU6tht1tTp1vgBerxev10t0dPQ+/3fq1InExMSDnqcB0zTx+/0HtVqklI0C34DdbsftdqPremMD4Pf7D7j+Bku0QeybHo+Ojsbj8bT64w6E/JSW7EL4woj9qihtNqTNAcdQIJo2ALquH5JYmaZJMBjcZxZagyDabC3//F0u1z5rGDoaoVCIQCBAIBDA7/cTCASoqKggEAgcUSu6LTidTtxuN0lJSbjdbtxuNx6PB5fLdUgN/u9///uI0h13s3fS0tLk5MmTufHGG1sUspqaGqZOncqgQYPIXzYbY8NuhIS4sYO46fbHKCws5KWXXiI3N5fzzz+/xXPNXfAO332TR9euaVx77bXNWpFN+eqrr5g/fz4j6vexXbVqFbW1tURFRZGTk8OgQYNISUkhFApRUVFBaWkpZWVljc87duwgGAxis9no1asXWVlZ9O7dG6/Xi5SSnTt3smrVKlavXk1tbS0ul4v+/fsTHx/faPE3PJumSWVlJevWrcPtdjNmzBiGDx/e7A95w861vPriI8SuqyXoMknrUk6F8FIRiMUUyeBJAt2GCAbQAtU4khLxxiRTV+c7oAGLj48nMzOTXr16kZGR0bj4KS8vj759+xIIBPD5fHuFWkqEJtC05i3X/S355oStwUptaqE2WPT7P9fV1REKhdB1nejoaNxu9wFlGqZBSdkujOo6NFMg7CY2XSIBU9gwcCLRERiYBNACVj6H10tMXOIRtRQNwzjgEQ6HGxu4tiKEwOFwYLfbG59bu89Bzd7piLTr7B0hxLnA01g7Z70kpXx8v+NjgaeAHOByKeWsJseuBR6sfzlFSvnKwc6VkJBAWVkZb7/9NldeeWWzIvbtt99iGAbV1ZuR64sIZhRRV+vB+Hol1VeVk5aWxqmnnsr//vc/srOz99ls3TAMtm3bxpeLP6Vg/RaElBQt/pCX9vzAiFHn0WfICNze6GbrNnLkSHbv3s23336Lpmn07duXwYMHk5mZuc8PyW63k5ycTPJ++96Gw2EKCgpYv3594wMgLS0Nn89HaWkpuq7Tp08fsrOz2bXjB76f/zbOmGhGjP8Jpww/C22/H+yuXbuYP38+8+bNY8mSJZx55pkMHDgQTdOoDdYy/a0/UDtvJTEhDU9qOT+P2cPu1LP5rsRJmTMWnTA92YRTK2SPV2d7rQPPCgc1Nkn8qQO4/rq7cLqiqa6uprCwsLFns3TpUjRNo3v37mRkZBAVFcXu3butSkkTYRgII4yJgTAFEghroLucuKOiiYqK2edapGlihMOYRphwOAQSXJ4otPpeTUPXvDU8Hg+BQICqqioqKiqoqakhOjq6scdXVl2Mv7wCPSwQNoi1+3A7HIR0F2/MWUD3jEz69ckkxubHJUKIcIAqF1SGnYiqakrraolN7ozb4221LofCwazvw8UIhwn66wj46ggG/CAlut2Bw+nC4XRhszvQDrFHoTg0pJSEgwH8NTX4a2vw11QT9PmITkwiPiUV+xFYBNqqpS+E0IENwFlYm6QvBa6QUq5tkqYHEAP8GpjTIPpCiARgGXAKlrf0O2CYlLK8pfOdcsop8qWXXuKDDz5gyJAhXHjhhfvchH6/n6lTp5LcOYHSBXOojfXxQHaALyqrWbOiO7FnDuamW6YQCAT4+9//jt1uZ9KkSWzbto28vDzWrVtnRU+UJlptBbFR69hZDTF7dFwhHSkgJj2NgbljOeX8i3C49/XHh0IhNm7cSI8ePQ7w1W/bup6vv5jNmWddRqfUg8flkVKye/du1q9fz4YNG3A4HGRnZ5OZ2Yv5n73G+k/m46owqHWHsYc0HGGNkEsQM7AXp599Kf2zRyCaWM75+fnMnz+foqIiOqd0xptqZ/2XX+IJuAlHOYl2Cmr0OAxp5UlOTmbokMHkdHESVbEOdq2CXSswty/hP1oyX1X0IH6HA6mBZ2gvLrnqHlK6pBMM+MnbtJwffviendt3UVdjAE7OOeccenRNBTOM1Ax0m8RDgCgM6tCpwUnYEOghYblSBEibZvUETAktuJeFw4YzKgqvNw5bM2MpDZiGQTgUxDANLJsdgqEQfl8A05RomsAwgmgGSAF2zcChAY4oDGHH7/dz9913M2HCBK688sq995wZhqqdGHWlFOPEDNjQTIEe5SIhqQv6ERTp/ZGmiVHfKIZCAcKhEGEjVB/uW1h1Ftaz9dAwpYkRCCBDBph7f+tGfc9GN8W+ri1NIGw6Wwt3smbRbBwuNw6XG5fLg8vtxe3xEh+bTHRcIp6YGDyxcbiio9G0toU3McIhqkqKqdi9i9rqCqKi43BHx9Q/orG7DuyhHc+EggGq9hRRvHMb27atp2hnAZV7igj5fEhTgmkiTRNMab2WEhkIIfyGdf+3gIx24EpKIL5LV1K79yKtayaariNNiZT17s36nn//0eMisvQjEf3TgEeklOfUv74fQEr5p2bSzgA+aiL6VwDjpJS31L9+EfhCSvlGS+drWJz12WefsXDhQsaPH8+YMWMajy9evJgFCxYgStZir6hmYr+N9L51PnL9Jzz82ltEVUZx5z/eIMobw8aNG5k5cya6rmMYBg6Hgz59+lAT3E3JnHnEdNvOzVnJyO3/Y6XDyYeeLApKNJKL7SRVOOiU05+rH3giopuvrq6ap351Fc4qayDG7B7HKedcyNhxP41oILCqtoK3Zj1F0ZdLcdcKqqPDdOlaymXaRqqFzkdab7aVxhC324bN1AhGaSTk9EXaBDVV5firqwnV1iGJQYvuBvZ6q1iaJOq1JKakkdRjAElJSaSkpNClS5fmr6t0E3z1NHLlG3xpevi0ug/RhQ4EEHJrOOpMBHvzhewmIa/O2dfcQ1Z6El5C6AKwe8DptZ5DPvBXQdhHEEGVcBAwbf/f3pnH2VGVef/7VNXdb+/dSXfS6aSzL0ACBAibgiyy44IaUQZFZRyGGR1eUND3nUHUcRwVHQZFUUHcCAIGGRYDgssM2yQQQ/aVJN1ZOr1vd62q8/5R1Wu60zdJQ26nz/fzqc+p5VTVU6eqfs9Z6pxC2YAABojhVZ8bojDFE6S0bWBkwXS88ylLCEQiBIIhstkMTjaLa9tguyS7E9z4j59j3/79OI7LP918E1/7929z9eWX8dKrr4EI9957L7W1tezZU8ctt9xKc0sLZWVl3H333bS2trJ06VKKioooKiri8ccfZ8aMfmMIZbqhrY6knaLJjRBI+w7XoMdwxDAQw8AwTMQ0MQ0TwzQxTQvLtLxctGEi9DQ+uyhX4SoX1+2pvsvi2DaOY+M6DqqfWMhQjlHA9VXbC+Sg9gnHVLgmGCZYhkuYLGHXwUCRNgxSEiSLge0KylGIA/V1+3jux/+G5Yg3ucPXMStARSyMaAgzHMIKhwhEfGcRjRGOxrFMi5bGfXQcaCDd3A5d6YPsHHBMQyBiIUHLf0j6gp4ZI2BiRcIEo1FCsTjhWJxYvIh4vBjDNL20dBwc1/HS0w8z6RSZTIpsOkU2ncbOZHAyGdxsttdp0utAQcS7dtdxUI6D63j3RDmeI3UTabTk/eIAACAASURBVIzu7AD7M5ZLZ9QmHXBQ4mU08CdliBcGwAgaGEHBCkIwABFTETAd2jIWXV0uTodDrMukqNsilD20Y731N0+PWvXOZKCu33I9cEYO+w237+TBkUTkRuBGgMk1kwA4//zzaWlp4YUXXqC0tJQFCxaQzWZ59dVXESNJvDHBrOk7mPXh+6C0Fln8Sc568UdsaIqzbNl3+NSnv8KsWbM477zzaGtrY968eUyfPh3bzfKtv78GidjcfPa58L57kJa3WLRmGYvW/JpUoI4X5pbwu44a5M2N/OmJX3D++//mkBeplOKH376FQIeNObuONiow6mze+PHPee0Xv6D0tAVcfvWnmTxlJsp1OdBUz/a6DdTv3UbjgT20HdgPGxsIpw2cEoeaSfW8z6wjMOM8OP1Oirsb+bt1j4P932wuCfB7mUPTgSjWq15hKxNwcYOezgcCTYSTDUTSFhfFdjLl3Gux3vVVCOb4BVHZDLjqHuT8L3Heqz/gvJUPsDKueDY1F9sOYFU7TDQ7mWY3MNfoZKKRBTHYaN1CUbwEQnGe/eNL7N/fMFRCgbLBdbyJwW+9/7L1vN3KQQEOQklZKUtOW4x0JrDxxrl3DIUygSC88MJfqJw0gWW/vg8BOto7+fq3FMXFYf749K9Z9tjv+Nc7v8TTj/6cv73rq3z6M5/h+uuv54EHHuDrX/86TzzxBFdddRVXXHEF11xzzcG2B2NQMYdIdyPVnftoiRok3RBK9VyXQhxBbBAXDCVkDz5KzihRuIYvFgZggiFgGAoThYVDQNkEUFh+2aZ3EsFV3rwAIZQ33ooYYIYhUARWGMQgYKeJ2ymwU6AyYHjVcG1Whg/NWUVSDJKBCIlAiISE6ZYw7SpEpxukyzZJZYRMWuGmUkiqAystBLoNArYQsL0SasAWBCERsumM2iQLXYzJFtEolIRsCsws3W6AbtsiaQuZNNgZF5V2wfafkUGPigCGA8F2g2CTd55g1iDgjNwA6ojCMRW26eIYCtv0lh2j7ySipPdrrp7QNTwHq/qFGKBKBavGIB6F8kCKalqYmmygxrYpdl0vX3Aog1wgbYIUgVUIRgQye0B14BbAgWKTt4Jh3opW0UABCgMDhaC8dBAv5DcjXjqQm+gPZW+uLUo57auUuh+4H6C6rEh96SsfYsnl13D5lVfR3t7O8uXLKSwspKGhga6uLiK7dmNMbOKq994As/yhkgNhLrnwJl6pf5j0X1aSuLaLaDR+0BcIP3ngTmKdBrNn7yd8kV/gKK2F8++Ad3+R8K6XuHzNw8zZsJzvT5yH+8hvqJ27iGnzThr2Ipcv/wFq/T6yNY3cNr0amrbSUtvEcmM625vKMP9nLcv++/NkooKVdDHUwGQJGAq71OaU6m2cF+5CFn0Ezvg7mDi/L9Kpn4DO/czZ8DvmrHsc5bzGrooAceVQplwvoY0AFFVD8RQomwln3uuJ+JFQUAkX3QXn3MJpq37Kaa/eB8k2KJ8F5XOg4mqomAMVc71zbN0BRT3+fJhHXAQk4NkJoFz6hH4oFOI6WK5DTFwmB7pJBgyyYhBSDsEeMQPePX8a//q1b/Ktb3yPK977Hs49awmGGNxw7YcpLijmU9d9jC9/9TtQMo1XXn2N3y5/AoDrrruOL3zhC7mliQjEJyCRYsra90CqbcCluoADOCJ+aOJg4GDgIt7k33sBxH9ZxX+BDRQWLpayCSgwUQzI2xmWl3amBWbEnw9463vS03dA4M8jEAh7Im+O8DWS64KTwsqmsA5kmXfulyCb8EpqmW5vPtMNyVboboJME2RavCJGBFQEkiIkDKFLDLoNIWFadFpRMobJpFQb1VmbEtd/Xu0YFEyFaJn3bNn7INsCbspTphHUKQt0GQad/tRhBegIxmg3YqAMTBxM5RDAe4ZMZRNQDhEnTch1CLuKsOqbgn6th596fsM+/h0CSykswPTDg1LSqISiWiiZDyW1UDINoqWeszVM7z6JX+QS08tIhIsgXOiViPvfG6WguwmjeRuV/nRm8zZorwdsv2jcb0K4+dDJ1Usuol8PTOm3XA3kOvZsPXDeoH3/dKgdDNOlZGOCLRt+zl+qHmTSOUuIdBSwbNkyXFxIdWFLE59fPAXedduAfeXU6znz+fvYsDbGskfv5obr/3nA9j1Nu2h9cTVucZIrLvs7iA36/NAwoPZcqD2XmbPfy2VP3MRLHSfwm2//Czd/7yGiBQd/175py+tsfewZuktS3D67AK57AkQo3focn1r9S5S7glWlYZ7PziGVChIJKYrNFBNUK1NoZwYJSo0sUlAJp/8dnPpJiJUPnTgFlXDG38IZf4u07Wbatj9AsACKazyhj0/0HqjRJFIM5/4fOPvz3oNojvzIXHrppaNrA3jntpNEU53gZj0Bs0JeaAaZPelkXl99Ns888wx3fOM/ufjizWCYSOFkzxlls8NW0x123bEZ9DIKyu0rtbg2hnIwXIeA6wws0bgOKC+OV8Kh3wsrngD0LBuWl8b9Bb1H6OVt7nBkGGBE/aq5Alh0y8j7OLbvBBqRRBPRdCfRdBflmU5Id0G6EzJdYKe9+1BSC8VTPUGMlQ/thDIJSDRDssWbB3rzir3V0YpANkVJqo2SdAek2v3Jnwc/7aw+we1JTyvsOcJA1J+P9jlG8J1n/8kvQw24J/2OFy7yrinX0nQuiEC8wpumnpnbPp/O7TnORfRXArNEpBbYAywFrs3NClYA/yoiPd1YLwbuONQOE+IWfztjJU91TcFtmoh6dBXNpSaBypMQZRJs3sdHZrUS+tCj3kM64GpCXPLem3mt7lekXnyV5EcSRMJ9N+KhH99JMCtcOCOFnP7pQ1s+/2ouatjANudBOjfM4iffvIV/uOv+AY2niUQXj337K4jpcu3UeqIffgEsv7Fx7uUw93Kks4HT1jzMaat/CW27vIejtBZKlvhhrReWTvceolwproHFN+Qe/2gZbWdyuIj4L+fQL9bevXspLS3l4x//OPF4vHcQvkceeYTbb7+dRx55hDPP9F6es846i2XLlnHdddfxq1/9inPOOQeAggLvK6XcbTLANA7vvh1vmFafOI0Wwag3FU8ZOa7msBlR9JVStojcjCfgJvCAUmq9iNwFrFJKPSkipwHLgRLgShH5ilJqgVKqRUS+iuc4AO5SSrUMeaIeSmdQeOtjXPv6Q2RX/ZJXGyz+t20KzltbsOPFnFS0nhmf/KWXAx0COfk6Tqv+IZvWRXn48bu54WPe16IrN/yZwJoDMLGVRR/819xe1Hd/kc82rOefU5swtwqP/upuPnzdrb2bv/+dzxFud5g+aztzP/xDr2plMAUT4ZzPe5NSx7Szz/HM2rVrue2223o7rd13331cc801pNNpzjjjDFzX5eGHveq8e+65hxtuuIFvfetbVFRU8OCDDwKwdOlSPvOZz3DPPffw2GOPDWzI1WiOE/Kuc9aAoZXtDGx6CrXyAbavX8v+bJSzb7gTWfiRQx7DXfkgX7v/l4gd4rYfPk4oGOZfbn0f0X1ZPnFRnMpP5tjiAZDppvunF/P1jQFKDsQ4/7ZbWHzqBTyy/B7qlz2HW32A2678IJz3xaO46rFPPnbmmTZtGqtWraK8fJjqMs2w5OP91ByaMTu0cqrb65YvIl5VyQkfQE74ADMbtzCzfTfMvHDEYxinfJxTqu9j84YIDz/xPQrKyimqdyiacoDKq79/eAYFY8Q+uowbf3QhD3VO47n/vJvUTSneevT3pIvS3H7ipIPaFjQajSZfybuh6DqaUjxz31pSg757pWL2sIK/a10z21f3+8uRGeCyK24mEU+x+7m/sO6R35IKZ7nuwsu9+vPDpXgK0z76EO+q2YaVhle+8wNcQ/HxGY2EPvTTg9sWNHnBzp07dS5foxlE3qlVQWmI3eub+c3XV7L/rfZDxk10ZFjx43U8de8anvvJerrb073bjEXXsmhKF/Euk4IOk5OnNhM6/yhy5DVLOP/qO6mo2Y0SOKFmJzM+9uDBXwCNY/KtqlBzZOj7eHyTd6IfKQjygVtPBWD5t99gzQt1Bz2ESik2vbqPX9/5KjvWNLLwgim4jmL9X/b0RTItLrvyZjKxFE5hN5d+8Davh+jRcMp1fPL8K/iH2S9z1ftugepTj+54xxHhcJjm5mYtGGMcpRTNzc0jjk6rGbvkbUNuqjvLCw9tZOebTUw/uYL3XDeXUDRAR1OSP/16M3UbWqiaUcT5182lpDLGU/eu4cDuTq7/+lmYAd+XOTbpH7wLI1pK4Ib/Gp0vZ1wXmrZ4HZP0lzi9ZLNZ6uvrBwyDrBmbhMNhqqurDzn8tyb/yLUhN29FH7xcx1//UMery7cTLw0x54xKVv+hDgHOfP8MTnjXZMTwhHf3hmb+6541XPiJecxZUtV3wEzC+zxzPH9LrdFojnvG7Nc7/RERTr6ohqoZRaz48TpWPr2TmgWlnPexuRSUDix+TplXSklllDUv1jP7jMq+Xpaj2UtOo9Foxjh5Lfo9VE4v4iP/93Sa6ruYPLt4yG7zIsJJ51fz54e3sH97O1Uzh+68pdFoNOOZvGvIHY5wLED1nJJDjpMyZ0kVwYjFm3+sH/F4SilWP7eb+s3DDu2v0Wg0xx1jRvRzIRAymX92FdtXN9LZcugGxb8+X8fLv93Gk99bzRsrdumvTjQazbjguBJ9gBPPqwalWPfnPcPG2bu1lVee2M70RRXMOGUCryzfzor715FJ2cPuo9FoNMcDY6JO/3AoLI9Qu7CC9f+zh8WXTyMQHDg6ZHd7mhU/Xk9RRYQLrp9HIGwyYWohryzfRsv+BJd99kSKJx6fjb+ZlM36v+ylYWc7ldOLmDynhPLJ8d4voDQazfHPcSf6ACe9p5odf21k6/82MP+cSb3rXcfluZ+sJ5OyuepziwhGvMs/+eIaKmrirPjJeh79xkou/OR8aheO4lCxx5hkV4Y3X6xn7Z/qSSdsYsUhtr/RCEAoZjF5dgnVc0qYPLuEkqromPo36WiQTTuYAQNDOz/NOOC4FP1Js4opmxxnzYt1zDu771+wrz6xg71b27jwk/Mpmzywd2713FI+/KXTePaHa3nmvrUsvmwap19Re1i54EzKpmVvNxU1BZjW0dWcdbel2bW+mfpNrcSKQ0xdUErVjOK+jmc50NmS4q9/2M2G/9mLnXGpXVjOqZdMY2JtIV2tafZsaaV+cyt7NrWyY7XnBApKw8w7u4q5Z1Yd9Fns4ZLsytDZnKJoQpRQJP8etcbdnbyxYhfb3zgAIsSKgsRLwsRLQ15YEqKoIkLN/FIM87irCdWMU/K6c9bRsOGlvfzxF5u4+vOLqJ5byo7VjTz7o7Wc8K7JvPvaOcPuZ2cd/vzwFja9vI8ZJ1dw4SfnYwVH/oFIZ0uKp+5dQ8vebkJRixknVzDr9EomzSrOKQfpOi77d3Swa30zu9Y101zfBUCkMEg6kcW1FVbIpHpOCVMXlFKzoIzC8ggAylUkOjN0t6V7p4a3OtiysgGlYPbpEznl4qmUTooNe/6OpiT1m1rZuqqB+k2tiEDNgjLmnz2JqSeVYQ4jenbWobM5Rev+BG0NCVobErTtT9Da0E26228jESivjlM1s5hJM4upmllErCg0Ypq8HSilqN/cyhu/30X9plaCYZN5Z03CChl0tabpak3R1ZKmqzWNY3t/Ii+siHDaZdOYffpELf6avGVUe+SKyCXAf+D9ROUnSql/G7Q9BPwcOBVoBj6ilNopIgHgJ8ApeKWKnyulvnGoc42W6NtZh4fueJnK6UWc/cGZPPqNlRRPjPKBW08dMbeslGLNC3W89Pg2KmuLuOymE4nEg8PGb97TxX/95xqyKZsl75vB/h3t7FjThJ12iBYFmXXqRGadNpHymjjdbWm6WtJ0tqTobEnR5Yf7d3SQSdqIIVTNKGLqCWVMPaGM0kkxsmmHPVva2L2+md3rm+lo8r5MKiwP47qKRFsG1x14H62Awbyzqlh0UU2vc8iVjqYkG17ay6aX99HdniFSGGTemZUUTYjS2ZyioylJR1OKjuYkifbMgH2jhUFKKqMUT4xSUhkjXhqieU83+7a1sX9HO3bGE9KiCREmTC1EDHCyCsd2cW0Xx3axsy6mZVAxpYCKqQVMnFZIUUVkxFKXnXVwbYVhCYY5sLrGdRU7VjfyxopdNO7uJFoYZOEFU1jwrslDlkKUUqS6suzb1s7KZ96iqa5Li78mrxk10RcRE9gCXIT3z9uVwEeVUhv6xbkJOEkp9VkRWQq8Xyn1ERG5FrhKKbVURKLABuA8pdTO4c43WqIP8OoT23l9xS6KJ0RJdmX48JdOo7AsdwHc9voB/vDgBuKlIa78h4UUVRzcwLt3ayvP3LcWM2Bw5T8spLy6AIBsxmHnm01sXdnArvXNuPbQ6RyOBygoDVNeHadmQRlT5pUQig4/ZIRSiraGBLvXt7B3WxuBoEmsOESsOETcD2PFIaKFgaMWJtdx2bW+hQ3/s5dd65pRrvJ+3VkSprA8TEF5hMKyMIXlEYonRCmuPHQ1juO4NO7uZN/WdvZua6O5vsv746BlYAYML7QMTEvIph2a6rqws56TCIZNKqYWMGFqIdHCIIn2DN0daS9sS5PoyJBODPz6SgQMy8A0vR9bZ1MORRMinHxRDXOWVGIFcvsFpFKKt9Y0sfJpT/yLKiIsvnwas09758RfKUU25ZDozJDqypLszJD0w3TCyyyYpmBYBoYpmKaXjoZlEAiZBMMWgZBJIGz2Loei1lFXQ2ryh9EU/TOBO5VS7/WX7wDon2MXkRV+nFdExAL2AxX0/U/3/UAR8Aqw5FC/TBxN0e9qTfOLL7+MqxRX3LyQqQsOfxjkfdvaePq+NzEM4fKbFjKxtu/n6NvfOMDzD2ygoCzMlf+4cFiHkk5k2fHXRjqaUxSUhinoqTcuDR/0dVG+kujIkE07xEtDw1b1jDau49K6P0HDzg4ad3VyYFcHTfVduI6Xm48VhogWBYkV9YRBzICJ67i4jsJ1ekoQCtdVTJ5dTO2iiiNusB0s/uF4gGhhkGDYF9WwRTDSM++FfdtMghFvWUSwsy5O1ivZOFnXX3ZIddskOjIkOjMkOzIkOzMkOjIkO7O91U2DMS0D5aqDSnsjIhAvDlHgO+6CsjCFZREKy8NE4kHMgIEVNLACfU55vDXyHy5KKdLdNl1tXlVhNu2glPL/se7fI+WVPAffe9ufdx1FtCBIga8RBaVhCsrCBMOHbhcbzbF3JgN1/ZbrgTOGi+P/U7cdKAMeA64G9gFR4J9G/EfuKBIvCXH2h2YSCJlHJPgAVTOL+eBtp/LUvWt44u43uPjTC6hdWMHaP9Xzl0e2UFlbxOU3nUQ4PnzuPBQNMO+sScNuHwtEC4ev3nq7MEyDsslxr9H9bG+dk3XJZhxCUesdFyARYfqiCmoXlvPWmibeerOJbNImk7JJJ206W1JkUg6ZlE025RzxeQxDiBQEiBQGiRYGKa2KESkI+lOgNwzHvfmejINS/Ryd7/TsjEM27U8pL8yk7d5SQ0913Z7NrXS1peFQfkPAsgwCEYtw1CsphKIBQjE/jFoEgl5JwuoNDQJBEzGlt1TW3Zamq1/7UyZlew4y4h8z4s0HoxZWYHhHY1rGgJJLz3wg5KWH6yivytBRXkbAVjhOn6N1bOWLruMtOwrxr1NEvNC78V76+qKtHIWr/NBVZFI23a1eO1BXWxonO7RzPuQ9twTLL/EahpDszB7kxENRi2hRCBHvd9soRU+eXR2Gw89F9IdK8cFnGC7O6YADTML7afp/i8gflFI7BuwsciNwI0BNTU0OJuXOSedPOepjlFTG+OAXFvP099fw7A/XMvXEcna+2UTtwnIu/tSCnBp6NaOD6ec6jyU94j990fCf9SpXeQLrO4FMyiab9OaVoi/3HPBz0v4LH44FjtihiQimJUdcZePYrtfW1JQilcj25kLtjOO1tWS8+UzKIZ3Ikuq26W5P07Kvm3TCJpPMrXOjYYlXFVkUoqKmgGDUIpu0SScdMsks3e0ZMoks6ZSDk+lzngNE5234/qSnBKiU8g4/xDkMUxBDMIy+MBAyiZeGmDC1gNpFFcSLQ8RLvGrWYMRChN64iHce714ZmEHv3g8ufbquItGeoas11df+15yiu8NrQ+txRiK+TzqM5yUX0a8H+itnNbB3mDj1fvVOEdCCV7Xze6VUFjggIi8Bi4EBoq+Uuh+4H7zqnZytfweJFgZ53y2n8NxP17PzzSYWnDuJdy2drRv0NEMihni51YgFHJsvlQ4X0zK8tpkJR9Y5UbmKbMbpdQ7ZtNO77Dou0cIgseIQ4VhgVEppju2S7SlZ+aWZnlKWiPgN+l77huG3FRmmDGhD6nW+pjHkhwJKqV7xfyc7MRqGEC/xnEfl9KLcdvp0btFyEf2VwCwRqQX20FdP358ngevx6uyvAV5USikR2Q28R0R+iVe9swT4Xm6m5R+BkMmlnz2R5vouyqfEdf2mRtMPMcRvx3hnzmdaBmbcOGTV6tHSU81zPDFiNlUpZQM3AyuAjcBvlFLrReQuEbnKj/ZToExEtgG3ALf7678PxIF1eM7jQaXUm6N8De8ohiFU1BRowddoNGOS47Zzlkaj0Ywncv16R1dIazQazThCi75Go9GMI7ToazQazThCi75Go9GMI7ToazQazThCi75Go9GMI7ToazQazThCi75Go9GMI7ToazQazThCi75Go9GMI7ToazQazThCi75Go9GMI7ToazQazThCi75Go9GMI7ToazQazThCi75Go9GMI3ISfRG5REQ2i8g2Ebl9iO0hEXnE3/6aiEzrt+0kEXlFRNaLyFoReYd+pqbRaDSawYwo+iJi4v328FJgPvBREZk/KNqngFal1Ezgu8A3/X0t4JfAZ5VSC4DzgOyoWa/RaDSawyKXnP7pwDal1A6lVAZYBlw9KM7VwEP+/GPABeL9RPZi4E2l1BoApVSzUsoZHdM1Go1Gc7jkIvqTgbp+y/X+uiHj+D9SbwfKgNmAEpEVIvKGiHxhqBOIyI0iskpEVjU2Nh7uNWg0Go0mR3IRfRli3eC/qQ8XxwLOAT7mh+8XkQsOiqjU/UqpxUqpxRUVFTmYpNFoNJojIRfRrwem9FuuBvYOF8evxy8CWvz1f1ZKNSmlEsAzwClHa7RGo9FojoxcRH8lMEtEakUkCCwFnhwU50ngen/+GuBFpZQCVgAniUjUdwbvBjaMjukajUajOVyskSIopWwRuRlPwE3gAaXUehG5C1illHoS+CnwCxHZhpfDX+rv2yoid+M5DgU8o5R6+m26Fo1Go9GMgHgZ8vxh8eLFatWqVcfaDI1GoxlTiMjrSqnFI8XTPXI1Go1mHKFFX6PRaMYRWvQ1Go1mHKFFX6PRaMYRWvQ1Go1mHKFFX6PRaMYRWvQ1Go1mHKFFX6PRaMYRWvQ1Go1mHKFFX6PRaMYRWvQ1Go1mHKFFX6PRaMYRWvQ1Go1mHKFFX6PRaMYRWvQ1Go1mHJGT6IvIJSKyWUS2icjtQ2wPicgj/vbXRGTaoO01ItIlIreOjtkajUajORJGFH0RMYHvA5cC84GPisj8QdE+BbQqpWYC3wW+OWj7d4Fnj95cjUaj0RwNueT0Twe2KaV2KKUywDLg6kFxrgYe8ucfAy4QEQEQkfcBO4D1o2OyRqPRaI6UXER/MlDXb7neXzdkHKWUDbQDZSISA74IfOXoTdVoNBrN0ZKL6MsQ6wb/WHe4OF8BvquU6jrkCURuFJFVIrKqsbExB5M0Go1GcyRYOcSpB6b0W64G9g4Tp15ELKAIaAHOAK4RkX8HigFXRFJKqXv776yUuh+4H7wfox/JhWg0Go1mZHIR/ZXALBGpBfYAS4FrB8V5ErgeeAW4BnhRKaWAc3siiMidQNdgwddoNBrNO8eIoq+UskXkZmAFYAIPKKXWi8hdwCql1JPAT4FfiMg2vBz+0rfTaI1Go9EcGeJlyPOHxYsXq1WrVh1rMzQajWZMISKvK6UWjxRP98jVaDSacYQWfY1GoxlHaNHXaDSacYQWfY1GoxlHaNHXaDSacYQWfY1GoxlH5NI5K29xXMXL25t4/PV6sq7iny6czcwJ8Zz2VUrxZn07adulqijMxMIwQSu/fKBSirZEllDAIBo8slvVnbbZ3NDJ5v3etGl/Bw0daWIhk3jIoiAcoCBsUeDPl8WDTC2LMrUsRnVJhJBl5nwu11V0pmxaExlaEhnaEhk6kjYFYYuyeIiyWJDyeIhIMPdjjjYZ22VnczdbGjrZ0tDF1oZO3mrqxnYVhoAhgoj0zgctg5kVceZWFTCvqpB5lYUURQPHzP7RImO7uEoRsgz8sRE144S8E33HVSilDvkg7mzq5rHX6/ntG/XsbU9RGLZQwIp1+/nEWdP4xwtnURge/sV8bUcz33l+C//7VkvvOhEoj4eoKgpTWRhmckmEd8+u4JyZ5VjmyM5gX3uSx1bVs6a+jYqCMJOKwlQVR3rDqqIw4YCJ4yqSWYdkxiGVdUhkHJJZhwMdKepak9S1JKhvTVDXkqSuNUEi4wBQELKYUBhiYqHnoCYUhqiIh3CVIpV1SWW946SyLumsQ0cqy5aGLna3JHptjAZNZk8sYP6kQpIZh85UlrqWBJ0pm85Ulq60jduv24YITCqK+E4gSiRgkcjYdKVtEhmH7rRNd8YmkXZoS2ZpS2QG7D8c0aBJWTxIcSSI4yqyjutPiow/L0BJLEhZLEhZLERpPEh5LEhpLEg4YPrX6/rX7KVnMuuQdVxcBa5SuK7yQuU9V3UtiV6B77m+qaVRZlTECQdMP65CKXCV53S7MzZ/2NjAI6v6xhycVBRmblUhteUxgpZBwBAs08AyhYDhhZbZtz5gCgHTwDK8EDx7es7nuOD49mYcl4ztkra9MGO7ZBynd10665JxXNK202/e7XVSntPqmfeuozvt3bOutO3dBtlzegAACwxJREFUs7RDxnEBMA0hGjSJBS2iIT8MmgQtA9MQTBEvNATDXw6YBkFLCJoGAdMgYHlh0L9uy4/vhd4yAmnbJeXfp/7vQMZxCRgGAcs/dk9amgamfz1DYRheepuGEPDP3TMPoBT+vVTeYGE9z4XqS+/+92HAs9/vHeih97lA+cf2wqyr/HfZJpnpexeTGe95VPhxe2zyD+Yohe0obFdhO64feutDlkEsaBEJmkR7J4twwECQXhv8yzos8q5zVqhqlpr5mf9kckmEycURJhVHeueTGYfH36hn5c5WDIFzZ1XwocXVXDhvIl1pm+88t5llK+soiwX5wnvncs2p1RhG3117fVcLdz+/hZe2NVNREOKm82YwoyLO/vYUe9uTfphif3uSupYkyaxDeTzIlQsn8f6TJ3Pi5KIBzihtO7yw8QCPrKzjv7c24iqYURGjNZGlpTtz0LUFTaP3ZRuOWNBkSmmU6pIoU0ojVJdEydguDR0pDnSmaOhIs7/dm886fffOMoRwwPQng3jIYkZFnDmVBcypLGBeZSHVJZEB6TEYpRRNXRl2t3SzqznBzuYEu5u72dWSYFdzgoztEg16JYRoyHsI4yFPJIoiAUqiQYqjAUpjwd75wkiArpRNc3eapq4MzV0ZmrvSNHd7JQHT8AQk0CMgvng4StHanaW5O01zV4aWbq/0MNTjGgmYRIImYcsgaBmDhM8TK0OgqijMrIkFzJ4YZ9aEAmZO8MR+JJRSNHam2bi/k437Oti4r4NN+zrZ3ZLAdt0B9+HtwDQ8gQ0FDEKWQcgyCfnXGvIFt0dYehxcz7wIxIIWsZBFQdgiFjKJhSziQQvDEJIZp9dxd2VsEv2cgueQ+k3+st3POWdt158/vDQImgbhgEEkaGIZBrbrDjyu451rrNDzDEb8969HoAOmgQgIfc5LRBDodY4B31lZpvSuS2dd775kPOeRyHhOJZXt0w/vuH3HfPmOC3LqnJV3oj9t7onqE/++jD1tSfa0JtnbnqQtke3dPr08xjWLq/nAydVUFoUP2n9tfTt3/td6Xt/VyknVRfzLlQswDeHu57fwly2NlMeDfPbdM/j4kqmHfOHTtsOfNjfyxOo9vLDxABnHZXpFjPctmszptaWsWL+fJ1bvoTWRpaoozIdOreaaU6dQUxYFIJV12NeeYl9bkr3tKfa2JelO272eO+ILdDRoEQkalMZC1JRGKYkGcipuK6XoSNoYBoQDZm8O8njGcRVtiQwp2yXqv2T5UD2hesTQL7XYjiLri1jPfO/6fjnsHqfk5aQ9JxUw+4Q96Au7eQhHnS8o5Qm264Ltur3p0RO6riLczznnUnp2fUcz9Pm8XHtPLrnHSWT9HDN4gmj0KykYhie2puGt6ynF9JRgesTZLxcMyGAowOgn3v2F3PQzFseaXHvk5p3oDzUMQ1faZm9bEttRzKsqGPElV0rxu7/u5RvPbqShIw1ASTTAZ989g+vOnHrY9ePtiSzPrtvH8tV7eM2vEgqYwsXzK/nwaVM4Z2b5mHgxNRrN8ctxJfpHSnfa5mcv78QyhI8tmUo8dPRNGHvakqze3cpZM8opjQVHwUqNRqM5enIV/bxryB1NYiGLvz9/5qgec3Kx176g0Wg0Y5HjvyJYo9FoNL1o0ddoNJpxhBZ9jUajGUfkJPoicomIbBaRbSJy+xDbQyLyiL/9NRGZ5q+/SEReF5G1fvie0TVfo9FoNIfDiKIvIibwfeBSYD7wURGZPyjap4BWpdRM4LvAN/31TcCVSqkT8f6h+4vRMlyj0Wg0h08uOf3TgW1KqR1KqQywDLh6UJyrgYf8+ceAC0RElFKrlVJ7/fXrgbCIhEbDcI1Go9EcPrmI/mSgrt9yvb9uyDhKKRtoB8oGxfkgsFoplT4yUzUajUZztOTynf5QXU0H9+g6ZBwRWYBX5XPxkCcQuRG4EaCmpiYHkzQajUZzJOQi+vXAlH7L1cDeYeLUi4gFFAEtACJSDSwH/kYptX2oEyil7gfu9+M3isiuw7mId5ByvHaKscZYtHss2gxj0+6xaDOMTbvfTpun5hIpF9FfCcwSkVpgD7AUuHZQnCfxGmpfAa4BXlRKKREpBp4G7lBKvZSLQUqpilziHQtEZFUu3ZzzjbFo91i0Gcam3WPRZhibdueDzSPW6ft19DcDK4CNwG+UUutF5C4RucqP9lOgTES2AbcAPZ913gzMBP6fiPzVnyaM+lVoNBqNJidyGntHKfUM8Mygdf/cbz4FfGiI/b4GfO0obdRoNBrNKKF75B4e9x9rA46QsWj3WLQZxqbdY9FmGJt2H3Ob825oZY1Go9G8feicvkaj0YwjtOgPg4hMEZE/ishGEVkvIp/z15eKyPMistUPS461rYMREVNEVovIU/5yrT8m0lZ/jKS8+/uLiBSLyGMisslP8zPzPa1F5J/8Z2OdiDwsIuF8TGsReUBEDojIun7rhkxb8bjHH0frTRE5Jc/s/pb/jLwpIsv9LwR7tt3h271ZRN6bLzb323ariCgRKfeXj0laa9EfHhv4P0qpecAS4O/9MYduB15QSs0CXqDvS6V84nN4X1r18E3gu77NrXhjJeUb/wH8Xik1F1iIZ3/eprWITAb+EVislDoBMPE+Z87HtP4ZcMmgdcOl7aXALH+6EbjvHbJxKH7GwXY/D5yglDoJ2ALcAeC/m0uBBf4+P/DHDXun+RkH24yITAEuAnb3W31s0loppaccJuB3/k3bDFT566qAzcfatkF2VuO9xO8BnsLrLd0EWP72M4EVx9rOQTYXAm/htzH1W5+3aU3f0COleF/BPQW8N1/TGpgGrBspbYEfAR8dKl4+2D1o2/uBX/nzd+D1B+rZtgI4M19sxhuTbCGwEyg/lmmtc/o54A8VfTLwGjBRKbUPwA/zrd/B94AvAK6/XAa0Ka+/BQw9dtKxZjrQCDzoV0v9RERi5HFaK6X2AN/Gy7ntwxtv6nXyP617GC5tcxlrK1+4AXjWn89bu/3+THuUUmsGbTomNmvRHwERiQOPA59XSnUca3sOhYhcARxQSr3ef/UQUfPtky0LOAW4Tyl1MtBNHlXlDIVfB341UAtMAmJ4xfXB5Ftaj8RYeF4QkS/jVcH+qmfVENGOud0iEgW+DPzzUJuHWPe226xF/xCISABP8H+llPqtv7pBRKr87VXAgWNl3xCcDVwlIjvxhsB+D17Ov9gfEwmGHjvpWFMP1CulXvOXH8NzAvmc1hcCbymlGpVSWeC3wFnkf1r3MFza5jLW1jFFRK4HrgA+pvx6EfLX7hl4GYM1/ntZDbwhIpUcI5u16A+DiAje8BIblVJ399vUM84Qfvi7d9q24VBK3aGUqlZKTcNr1HpRKfUx4I94YyJBntkMoJTaD9SJyBx/1QXABvI4rfGqdZaISNR/Vnpszuu07sdwafsk8Df+lyVLgPaeaqB8QEQuAb4IXKWUSvTb9CSwVLy/+NXiNY7+77GwsT9KqbVKqQlKqWn+e1kPnOI/88cmrY9FQ8dYmIBz8IpabwJ/9afL8OrIXwC2+mHpsbZ1GPvPA57y56fjvQDbgEeB0LG2bwh7FwGr/PR+AijJ97QGvgJsAtbh/RUulI9pDTyM1+6QxROdTw2XtnhVDt8HtgNr8b5Oyie7t+HVg/e8kz/sF//Lvt2bgUvzxeZB23fS15B7TNJa98jVaDSacYSu3tFoNJpxhBZ9jUajGUdo0ddoNJpxhBZ9jUajGUdo0ddoNJpxhBZ9jUajGUdo0ddoNJpxhBZ9jUajGUf8fy3BuE1ve0jAAAAAAElFTkSuQmCC\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"#head T\n",
|
||
"T = 50\n",
|
||
"rdf.head(T).prices.apply(np.min).plot()\n",
|
||
"rdf.head(T).prices.apply(np.median).plot()\n",
|
||
"rdf.head(T).prices.apply(np.mean).plot()\n",
|
||
"rdf.head(T).wt_mean_price.plot()\n",
|
||
"rdf.head(T).h_wt_mean_price.plot()\n",
|
||
"rdf.head(T).w_wt_mean_price.plot()\n",
|
||
"rdf.head(T).prices.apply(np.max).plot()\n",
|
||
"rdf.head(T).spot_price.plot()\n",
|
||
"plt.legend(['min', 'median','mean','tok wt mean','hold wt mean','wealth wt mean','max', 'spot'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 38,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1a1d590b00>"
|
||
]
|
||
},
|
||
"execution_count": 38,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
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||
"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
|
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]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"T = 50\n",
|
||
"rdf.tail(T).prices.apply(np.min).plot()\n",
|
||
"rdf.tail(T).prices.apply(np.median).plot()\n",
|
||
"rdf.tail(T).prices.apply(np.mean).plot()\n",
|
||
"rdf.tail(T).wt_mean_price.plot()\n",
|
||
"rdf.tail(T).h_wt_mean_price.plot()\n",
|
||
"rdf.tail(T).w_wt_mean_price.plot()\n",
|
||
"rdf.tail(T).prices.apply(np.max).plot()\n",
|
||
"rdf.tail(T).spot_price.plot()\n",
|
||
"plt.legend(['min', 'median','mean','tok wt mean','hold wt mean','wealth wt mean','max', 'spot'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 39,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"tx_data = rdf.actions.values\n",
|
||
"transactions = []\n",
|
||
"states = []\n",
|
||
"for t in range(time_periods_per_run):\n",
|
||
" for tx in range(len(tx_data[t])):\n",
|
||
" states.append(tx_data[t][tx]['posterior'])\n",
|
||
" transactions.append(tx_data[t][tx])\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 40,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"sdf = pd.DataFrame(states)\n",
|
||
"tdf = pd.DataFrame(transactions).drop('posterior', axis=1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"ind=tdf[tdf.amt==0].index\n",
|
||
"tdf.drop(ind, inplace=True)\n",
|
||
"sdf.drop(ind, inplace=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 42,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"txdf = sdf.merge(tdf, right_index=True, left_index=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 43,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
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|
||
" <td>1977.998978</td>\n",
|
||
" <td>0.0000</td>\n",
|
||
" <td>87</td>\n",
|
||
" <td>11015.245344</td>\n",
|
||
" <td>burn</td>\n",
|
||
" <td>0.094477</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>49984.599978</td>\n",
|
||
" <td>0.097576</td>\n",
|
||
" <td>47605.425266</td>\n",
|
||
" <td>975760.475382</td>\n",
|
||
" <td>60</td>\n",
|
||
" <td>2508.871593</td>\n",
|
||
" <td>0.0000</td>\n",
|
||
" <td>60</td>\n",
|
||
" <td>13224.279275</td>\n",
|
||
" <td>burn</td>\n",
|
||
" <td>0.093325</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>50038.969903</td>\n",
|
||
" <td>0.096455</td>\n",
|
||
" <td>46518.026767</td>\n",
|
||
" <td>964551.986853</td>\n",
|
||
" <td>26</td>\n",
|
||
" <td>1373.280891</td>\n",
|
||
" <td>0.0000</td>\n",
|
||
" <td>26</td>\n",
|
||
" <td>11208.488528</td>\n",
|
||
" <td>burn</td>\n",
|
||
" <td>0.092165</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>50038.969903</td>\n",
|
||
" <td>0.097180</td>\n",
|
||
" <td>47219.663656</td>\n",
|
||
" <td>971798.988018</td>\n",
|
||
" <td>40</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>38807.7801</td>\n",
|
||
" <td>40</td>\n",
|
||
" <td>701.636888</td>\n",
|
||
" <td>bond</td>\n",
|
||
" <td>0.096818</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>50084.863780</td>\n",
|
||
" <td>0.096231</td>\n",
|
||
" <td>46301.786112</td>\n",
|
||
" <td>962307.498799</td>\n",
|
||
" <td>49</td>\n",
|
||
" <td>1646.227479</td>\n",
|
||
" <td>0.0000</td>\n",
|
||
" <td>49</td>\n",
|
||
" <td>9491.489219</td>\n",
|
||
" <td>burn</td>\n",
|
||
" <td>0.091870</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" F P R S a h_a \\\n",
|
||
"0 49919.644129 0.098898 48904.542247 988984.754656 87 1977.998978 \n",
|
||
"1 49984.599978 0.097576 47605.425266 975760.475382 60 2508.871593 \n",
|
||
"2 50038.969903 0.096455 46518.026767 964551.986853 26 1373.280891 \n",
|
||
"3 50038.969903 0.097180 47219.663656 971798.988018 40 0.000000 \n",
|
||
"4 50084.863780 0.096231 46301.786112 962307.498799 49 1646.227479 \n",
|
||
"\n",
|
||
" s_a agent amt mech pbar \n",
|
||
"0 0.0000 87 11015.245344 burn 0.094477 \n",
|
||
"1 0.0000 60 13224.279275 burn 0.093325 \n",
|
||
"2 0.0000 26 11208.488528 burn 0.092165 \n",
|
||
"3 38807.7801 40 701.636888 bond 0.096818 \n",
|
||
"4 0.0000 49 9491.489219 burn 0.091870 "
|
||
]
|
||
},
|
||
"execution_count": 43,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"txdf.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 44,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"emas = ['P', 'pbar']\n",
|
||
"for com in [2,4,8,16]:\n",
|
||
" k = 'pbar_ewma'+str(com)\n",
|
||
" emas.append(k)\n",
|
||
" txdf[k] = txdf.pbar.ewm(com).mean()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 45,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1db3e908>"
|
||
]
|
||
},
|
||
"execution_count": 45,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"txdf[emas].plot(alpha=.8)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 46,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"[0, 3000, 0.095, 0.115]"
|
||
]
|
||
},
|
||
"execution_count": 46,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"txdf[emas].plot(alpha=.8)\n",
|
||
"plt.axis([0, 3000, .095, .115])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 47,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"txdf['dP'] = txdf.P.diff()\n",
|
||
"txdf['percent_dP'] = txdf.P.pct_change().apply(abs)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 48,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"txdf.plot.scatter(x='R', y='dP', c='percent_dP', alpha=.7, logx=True)\n",
|
||
"plt.gca().set_facecolor('cyan') "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 49,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"txdf.plot.scatter(x='a',y='dP', c='percent_dP', alpha=.7)\n",
|
||
"plt.gca().set_facecolor('cyan') "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 50,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1ff32390>"
|
||
]
|
||
},
|
||
"execution_count": 50,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"sns.scatterplot(x=\"pbar\", y=\"P\", data=txdf) "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 51,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"#txdf.plot(x='pbar',y='P')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 52,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/anaconda3/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
|
||
" return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<seaborn.axisgrid.JointGrid at 0x1a20970ac8>"
|
||
]
|
||
},
|
||
"execution_count": 52,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x432 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"sns.jointplot(x=\"pbar\", y=\"P\",kind=\"reg\", data=txdf.replace([np.inf, -np.inf], np.nan).dropna(how=\"all\")) "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 53,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"txdf['P_err'] = txdf.P-txdf.pbar"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 54,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<seaborn.axisgrid.JointGrid at 0x1a234b0550>"
|
||
]
|
||
},
|
||
"execution_count": 54,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x432 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"sns.jointplot(x=\"agent\", y=\"P_err\",kind=\"reg\", data=txdf.replace([np.inf, -np.inf], np.nan).dropna(how=\"all\")) "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 55,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<seaborn.axisgrid.JointGrid at 0x1a39bae828>"
|
||
]
|
||
},
|
||
"execution_count": 55,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x432 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"sns.jointplot(x='index',y=\"P\",kind=\"reg\", data=txdf.replace([np.inf, -np.inf], np.nan).dropna(how=\"all\").reset_index()) "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 56,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x1a3aa146d8>"
|
||
]
|
||
},
|
||
"execution_count": 56,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"sns.scatterplot(x='index',y=\"P_err\", hue = \"pbar\", data=txdf.replace([np.inf, -np.inf], np.nan).dropna(how=\"all\").reset_index()) "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 57,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1ebd0e48>"
|
||
]
|
||
},
|
||
"execution_count": 57,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"sns.scatterplot(x='index',y=\"P\", hue = \"pbar\", data=txdf.replace([np.inf, -np.inf], np.nan).dropna(how=\"all\").reset_index()) "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 58,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"txdf['P_err_factor'] = txdf.P/txdf.pbar"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 59,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"sns.scatterplot(x='index',y=\"P_err_factor\", hue = \"pbar\", data=txdf.replace([np.inf, -np.inf], np.nan).dropna(how=\"all\").reset_index()) \n",
|
||
"plt.gca().set_yscale('log')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 60,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"tx_summary=tdf[['agent','mech','pbar','amt']].groupby(['agent','mech']).agg(['median','count']).T.iloc[:-1].T"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 61,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead tr th {\n",
|
||
" text-align: left;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead tr:last-of-type th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th colspan=\"2\" halign=\"left\">pbar</th>\n",
|
||
" <th>amt</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th>median</th>\n",
|
||
" <th>count</th>\n",
|
||
" <th>median</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>agent</th>\n",
|
||
" <th>mech</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.094794</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>6.097134e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.100948</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.855959e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th rowspan=\"2\" valign=\"top\">2</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.098958</td>\n",
|
||
" <td>39.0</td>\n",
|
||
" <td>1.728040e-10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.097686</td>\n",
|
||
" <td>111.0</td>\n",
|
||
" <td>1.002776e-09</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.101408</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.021175e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.095561</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>8.808591e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.102747</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>3.089791e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.097568</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>2.029219e+04</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.103367</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>3.112500e+02</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.095867</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.166624e+04</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.098393</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>6.811953e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th rowspan=\"2\" valign=\"top\">10</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.103256</td>\n",
|
||
" <td>79.0</td>\n",
|
||
" <td>7.603376e-10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.101466</td>\n",
|
||
" <td>1809.0</td>\n",
|
||
" <td>1.111844e-09</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.092871</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>8.011316e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th rowspan=\"2\" valign=\"top\">12</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.098958</td>\n",
|
||
" <td>127.0</td>\n",
|
||
" <td>2.142770e-10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.101609</td>\n",
|
||
" <td>871.0</td>\n",
|
||
" <td>5.422875e-10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.099670</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.521244e+04</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th rowspan=\"2\" valign=\"top\">14</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.098958</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>3.663445e-10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.100152</td>\n",
|
||
" <td>227.0</td>\n",
|
||
" <td>7.670403e-10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.097542</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>6.900543e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th rowspan=\"2\" valign=\"top\">16</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.111903</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>4.231066e+02</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.110528</td>\n",
|
||
" <td>95.0</td>\n",
|
||
" <td>3.610717e-09</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.103833</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.250118e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.095300</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>9.263889e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.095945</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.009392e+04</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.101867</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>3.136327e+04</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.100499</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>7.022740e+02</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.102512</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.217017e+02</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.100621</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>2.402464e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.106281</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>5.570901e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>77</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.096790</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>7.763394e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>78</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.096292</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>9.112173e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th rowspan=\"2\" valign=\"top\">79</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.098958</td>\n",
|
||
" <td>51.0</td>\n",
|
||
" <td>1.382432e-10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.097348</td>\n",
|
||
" <td>152.0</td>\n",
|
||
" <td>9.443635e-10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>80</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.097266</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>8.436311e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>81</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.097481</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>2.388221e+02</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>82</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.091780</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>6.938506e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>83</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.095375</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.223904e+04</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th rowspan=\"2\" valign=\"top\">84</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.103309</td>\n",
|
||
" <td>111.0</td>\n",
|
||
" <td>6.566552e-10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.100193</td>\n",
|
||
" <td>2712.0</td>\n",
|
||
" <td>1.122235e-09</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>85</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.099351</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>6.210150e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>86</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.095750</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>6.562628e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>87</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.094477</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.101525e+04</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th rowspan=\"2\" valign=\"top\">88</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.100937</td>\n",
|
||
" <td>64.0</td>\n",
|
||
" <td>6.462869e-10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.099763</td>\n",
|
||
" <td>636.0</td>\n",
|
||
" <td>1.083188e-09</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>89</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.090623</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.742318e+04</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th rowspan=\"2\" valign=\"top\">90</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.102381</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.728556e+02</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.104705</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.300510e-08</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>91</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.100668</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>3.587790e+02</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>92</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.102932</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.993844e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>93</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.095702</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>1.420652e+04</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th rowspan=\"2\" valign=\"top\">94</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.098958</td>\n",
|
||
" <td>116.0</td>\n",
|
||
" <td>2.039087e-10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.100332</td>\n",
|
||
" <td>661.0</td>\n",
|
||
" <td>5.670183e-10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>95</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.098004</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>7.108961e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>96</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.096492</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>8.316739e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th rowspan=\"2\" valign=\"top\">97</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.104414</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>1.377940e+03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.109584</td>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>2.586773e-09</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th rowspan=\"2\" valign=\"top\">98</th>\n",
|
||
" <th>bond</th>\n",
|
||
" <td>0.109203</td>\n",
|
||
" <td>15.0</td>\n",
|
||
" <td>5.495167e-09</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.109515</td>\n",
|
||
" <td>142.0</td>\n",
|
||
" <td>1.903134e-09</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>99</th>\n",
|
||
" <th>burn</th>\n",
|
||
" <td>0.088688</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>2.331425e+04</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>124 rows × 3 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" pbar amt\n",
|
||
" median count median\n",
|
||
"agent mech \n",
|
||
"0 burn 0.094794 1.0 6.097134e+03\n",
|
||
"1 bond 0.100948 1.0 1.855959e+03\n",
|
||
"2 bond 0.098958 39.0 1.728040e-10\n",
|
||
" burn 0.097686 111.0 1.002776e-09\n",
|
||
"3 bond 0.101408 1.0 1.021175e+03\n",
|
||
"4 burn 0.095561 1.0 8.808591e+03\n",
|
||
"5 bond 0.102747 1.0 3.089791e+03\n",
|
||
"6 burn 0.097568 1.0 2.029219e+04\n",
|
||
"7 bond 0.103367 1.0 3.112500e+02\n",
|
||
"8 burn 0.095867 1.0 1.166624e+04\n",
|
||
"9 burn 0.098393 1.0 6.811953e+03\n",
|
||
"10 bond 0.103256 79.0 7.603376e-10\n",
|
||
" burn 0.101466 1809.0 1.111844e-09\n",
|
||
"11 burn 0.092871 1.0 8.011316e+03\n",
|
||
"12 bond 0.098958 127.0 2.142770e-10\n",
|
||
" burn 0.101609 871.0 5.422875e-10\n",
|
||
"13 burn 0.099670 1.0 1.521244e+04\n",
|
||
"14 bond 0.098958 47.0 3.663445e-10\n",
|
||
" burn 0.100152 227.0 7.670403e-10\n",
|
||
"15 burn 0.097542 1.0 6.900543e+03\n",
|
||
"16 bond 0.111903 6.0 4.231066e+02\n",
|
||
" burn 0.110528 95.0 3.610717e-09\n",
|
||
"17 bond 0.103833 1.0 1.250118e+03\n",
|
||
"18 burn 0.095300 1.0 9.263889e+03\n",
|
||
"19 burn 0.095945 1.0 1.009392e+04\n",
|
||
"20 burn 0.101867 1.0 3.136327e+04\n",
|
||
"21 bond 0.100499 1.0 7.022740e+02\n",
|
||
"22 bond 0.102512 1.0 1.217017e+02\n",
|
||
"23 bond 0.100621 1.0 2.402464e+03\n",
|
||
"24 bond 0.106281 1.0 5.570901e+03\n",
|
||
"... ... ... ...\n",
|
||
"77 burn 0.096790 1.0 7.763394e+03\n",
|
||
"78 burn 0.096292 1.0 9.112173e+03\n",
|
||
"79 bond 0.098958 51.0 1.382432e-10\n",
|
||
" burn 0.097348 152.0 9.443635e-10\n",
|
||
"80 burn 0.097266 1.0 8.436311e+03\n",
|
||
"81 bond 0.097481 1.0 2.388221e+02\n",
|
||
"82 burn 0.091780 1.0 6.938506e+03\n",
|
||
"83 burn 0.095375 1.0 1.223904e+04\n",
|
||
"84 bond 0.103309 111.0 6.566552e-10\n",
|
||
" burn 0.100193 2712.0 1.122235e-09\n",
|
||
"85 burn 0.099351 1.0 6.210150e+03\n",
|
||
"86 burn 0.095750 1.0 6.562628e+03\n",
|
||
"87 burn 0.094477 1.0 1.101525e+04\n",
|
||
"88 bond 0.100937 64.0 6.462869e-10\n",
|
||
" burn 0.099763 636.0 1.083188e-09\n",
|
||
"89 burn 0.090623 1.0 1.742318e+04\n",
|
||
"90 bond 0.102381 2.0 1.728556e+02\n",
|
||
" burn 0.104705 1.0 1.300510e-08\n",
|
||
"91 bond 0.100668 1.0 3.587790e+02\n",
|
||
"92 bond 0.102932 1.0 1.993844e+03\n",
|
||
"93 burn 0.095702 1.0 1.420652e+04\n",
|
||
"94 bond 0.098958 116.0 2.039087e-10\n",
|
||
" burn 0.100332 661.0 5.670183e-10\n",
|
||
"95 burn 0.098004 1.0 7.108961e+03\n",
|
||
"96 burn 0.096492 1.0 8.316739e+03\n",
|
||
"97 bond 0.104414 2.0 1.377940e+03\n",
|
||
" burn 0.109584 26.0 2.586773e-09\n",
|
||
"98 bond 0.109203 15.0 5.495167e-09\n",
|
||
" burn 0.109515 142.0 1.903134e-09\n",
|
||
"99 burn 0.088688 1.0 2.331425e+04\n",
|
||
"\n",
|
||
"[124 rows x 3 columns]"
|
||
]
|
||
},
|
||
"execution_count": 61,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"tx_summary"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 62,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1e6c7fd0>"
|
||
]
|
||
},
|
||
"execution_count": 62,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"tx_summary.pbar['median'].plot()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 63,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/anaconda3/lib/python3.6/site-packages/pandas/plotting/_core.py:1001: UserWarning: Attempted to set non-positive left xlim on a log-scaled axis.\n",
|
||
"Invalid limit will be ignored.\n",
|
||
" ax.set_xlim(left, right)\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1fa0c358>"
|
||
]
|
||
},
|
||
"execution_count": 63,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"sdf['P'].plot(logx=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 64,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x1a3eef92b0>"
|
||
]
|
||
},
|
||
"execution_count": 64,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"sdf['P'].plot()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 65,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x1a3f337d30>"
|
||
]
|
||
},
|
||
"execution_count": 65,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"sdf.F.plot()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 66,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"bond_amts = [tdf.iloc[k].amt for k in range(time_periods_per_run) if tdf.iloc[k].mech=='bond']\n",
|
||
"burn_amts = [tdf.iloc[k].amt for k in range(time_periods_per_run) if tdf.iloc[k].mech=='burn']"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 67,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.hist(bond_amts, bins=20)\n",
|
||
"plt.yscale('log')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 68,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.hist(burn_amts, bins=20)\n",
|
||
"plt.yscale('log')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 69,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"rdf['invariant'] = rdf.supply.apply(lambda x: x**kappa)/rdf.reserve"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 70,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1a42675ac8>"
|
||
]
|
||
},
|
||
"execution_count": 70,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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SUkqpIuLDxVEsijxMj6AqVC+9knduGEllryOEH7mBOTse5khiJUL2nyXEzjd9Q+sU2uSTSZOQUkoVcv4jFmS9ruJ1ALeEF6nqEc6BjNr8b+3b7Dx1HWnpBgRa1qngxJZePp22p4iKjY2ld+/eBAQEUL9+fZ5++mnOnTsHwOTJkxk+fLiTW5jThZafcHV1JSQkhKCgIJo3b86HH35IRkbGReuKiYlh+vTpBdFMpQqVzATk4XqWvg0n8077J2jgE8X0qIeZtv1Ltp4IITXdYATubF6V5rU0CakCZoyhT58+3HHHHezcuZMdO3Zw5swZXn311QI7ZkFOx1O6dGk2btxIZGQkS5cuzZoI9WI0CamSwEpAhjZVl/OfDo/Rq95cVh3szMsrvmDJ3jvIkFLMG3Y9r/cKZN6w6/lwQEtnN/myaRK6RpLOpXH4VDJJ567+w3zZsmV4enrywAMPAFZPYuzYsUyaNImkpCQA9u/fT48ePWjUqFHWB3piYiK33norzZs3Jzg4OGuJhfDwcDp16kTLli3p3r07hw4dAqxpf1555RU6derEO++8g7+/f1YPJSkpiVq1apGamsquXbvo0aMHLVu2pEOHDmzbtg2APXv20K5dO1q1asXrr7+ep3OrXLkyEydOZNy4cRhjiImJoUOHDrRo0YIWLVrwzz//ADBixAhWrFhBSEgIY8eOvWCcUkXVe79GUqNMDCNav8zjIf8jIcWHt1b/j68jnuHUOau30yPI6vk82L5ekesBZdJ7QtdA1MEEpq3ZS1p6Bm6uLtzftg6Nq5W74voiIyNp2TL7XzzlypWjdu3aREdHA7B27VoiIiLw8vKiVatW3Hrrrezdu5fq1auzYIHVvT916hSpqak8+eST/PTTT1SqVIlZs2bx6quvMmmStQr6yZMnWb58OQDr169n+fLldOnShZ9//pnu3btTqlQphg4dyoQJEwgICGDNmjUMGzaMZcuW8fTTT/P4449z//3389lnn+X5/OrVq0dGRgZxcXFUrlyZpUuX4unpyc6dOxk4cCBhYWGMGTOG999/n19++QWwkmJucUoVJd+s3MWiiMP0DPLCJLzN6OvncTbNm8mRT7B8fzcMrlmx7sBz3Yv+7B+ahApY0rk0pq3Zi1cpV7zLeJCYksbU1Xt57dZAvNyv7MdvjMl1sSnH8ptvvpmKFSsC1lILK1eupGfPnrzwwgu89NJL9OrViw4dOhAREUFERAQ333wzYK2oWq1ataw6Hed869+/P7NmzaJLly7MnDmTYcOGcebMGf755x/uvvvurLiUlBQA/v77b77//nvAWoPopZdeuqxzBEhNTWX48OFs3LgRV1dXduzYkWt8XuOUKqxCRi3gVEoG11f/A5+kb6hV5RR/7u/B9zvvIzE1+x+tT3WpVywSEGgSKnAJZ9NIS8/Au4y13IG3hxsJyakknE274iQUFBSU9eGedZyEBPbv30/9+vUJDw/PkaREhIYNGxIeHs6vv/7Kyy+/TLdu3bjzzjsJCgpi1apVuR7LcWmH22+/nZdffpn4+HjCw8O58cYbSUxMxMfHh40bc1/Y70pWZty9ezeurq5UrlyZN998kypVqrBp0yYyMjLw9PTMdZ+xY8fmKU6pwuiblbso7xHNEyETCKiwjeiTjfgw/A32JjTIERszpvA9cHo19J5QAStX2g03VxcSU6x7QYkpabi5ulCu9JXn/65du5KUlMTUqVMBq/fy/PPPM2TIELy8rPmhli5dSnx8PGfPnmXevHnccMMNHDx4EC8vL+69915eeOEF1q9fT6NGjTh69GhWEkpNTc22YJ2jMmXK0Lp1a55++ml69eqFq6sr5cqVo27dusyZMwewejCbNm0C4IYbbmDmzJkAfPfdd3k6t6NHj/LYY48xfPhwRIRTp05RrVo1XFxcmDZtGunp1hPg5y8VcaE4pQq71NR4Eo++wKh2z1LZ6zBfbXmGd1b/j70JDWjj78PjHf2pW9GTxzv6F7sEBNoTKnBe7m7c37YOU1fvJSE5Neue0JX2gsDqXfz4448MGzaMt956i4yMDHr27Mm7776bFdO+fXvuu+8+oqOjGTRoEKGhoSxevJgXX3wRFxcXSpUqxfjx43F3d2fu3Lk89dRTnDp1irS0NJ555hmCgoJyPXb//v25++67+fPPP7PKvvvuOx5//HHefvttUlNTGTBgAM2bN+fjjz9m0KBBfPzxx9x1110XPJ+zZ88SEhJCamoqbm5u3HfffTz33HMADBs2jLvuuos5c+bQpUuXrJ5Zs2bNcHNzo3nz5gwZMuSCcUoVNj9v3M8nv+/kVHIiT7TeQP3SnxBU4SRLY3oxL/oektL+fZShR3BVHmhfn5d65v7/sTjQpRwuIb+Wckg6l0bC2TTKlXa7qgSkro4u5aCc6cb//sbu+BTqlt/OfU0mUK/8TnbEBzGo23Ta/28/J1P+jfXxgI1vFt2ejy7lUMh4uWvyUaok+3njfuJOxzEkaCoday4hIcWHLzY9z6pDnTnjXYqNb96aNTouswdUEuinolJKFTBj0omOGc+YDuMo7ZbIkpjezIselLXGz6LIwzzXPZAH2tcvMcknkyahK3ShYdKq8NJLz8oZEhLWsGPHE1znE07U8aZMi3qMg2eyTyraI6iqk1rnfDo67gp4enpy/Phx/VArQowxHD9+XIduq2vm3LmjbNv2MOvXt+XcuYMEBs5gzq4PciSg4vLQ6ZXSntAVqFmzJrGxsRw9etTZTVGXwdPTk5o1a146UKmrYEw6Bw9+yZ49r5CefppatV6gTp2RuLmVZdn//Ts67mRyMgND65boBASahK5IqVKlqFu3rrOboZQqZBIS1rJjxzDOnAnHx6czAQHj8PbOPrz6tpBa3BZSy0ktLHw0CSml1BU4diaZgyeTqe7jSTn3M+zZ8wqHDn2Fu3tVAgNnULlyf71vnAeahJRS6jIt2HyQsUt3kJ6RTmjlX+npPwkxp6lZ81n8/d/Aza2ss5tYZGgSUkqpy3DsTDJjl+6gTrmddKv5EVVKb2VvQnO6tp1EzUotnN28IqfARseJyCQRiRORCIeyu0UkUkQyRCT0vPiXRSRaRLaLSHeH8h52WbSIjHAorysia0Rkp4jMEhF3u9zDfh9tb/e/1DGUUupift64n6enr+fnjfuJPX6I7rU+5N4Gj1K21GF+OziKb7Z9SHxKPWc3s0gqyJ7QZGAcMNWhLALoA3zhGCgiTYABQBBQHfhNRBramz8DbgZigXUiMt8YsxV4DxhrjJkpIhOAh4Dx9vcTxpgGIjLAjut/oWMYY3SmS6XUBTUcsYBzgJDB8eNTGdh4Mi0rnWb9sbvYeHIoJ8564uaSTnUfHf5/JQosCRlj/nLshdhlUZDr9P69gZnGmBRgj4hEA63tbdHGmN32fjOB3iISBdwIDLJjpgBvYCWh3vZrgLnAOLEOeKFj5L6GgVKqxLOW14baZXdzX5PxBFSIYueJQBLc3mThvkqkZRjcXNJ5vltD/MpoEroSheWeUA1gtcP7WLsMYP955W2AisBJY0xaLvE1MvcxxqSJyCk7/mLHyEZEhgJDAWrXrn1lZ6SUKrJCXl/AyVQo7ZbInQ2+5aY6CziTWoavtjzN3we6cnuzGsx8tEnW6DhNQFeusCSh3MYxGnK/Z2UuEn+xui62T/ZCYyYCE8GaRTu3GKVU8WT1fgxtqy1nQKOvKedx0l7h9H4SU61Rbzc1qYRfGU0++aGwJKFYwPHprZrAQft1buXHAB8RcbN7Q47xmXXFiogbUB6Iv8QxlFIlWOYzP7eP+5tq3vu5v8nnBFbcwu5TAXy8/nX2JDTMinUHfdg0HxWWJDQfmC4iH2INGggA1mL1XgJEpC5wAGtgwSBjjBGRP4C+wExgMPCTQ12Dse719AWW2fEXOoZSqgTLfObn7LkE+jacRg//H0lJ92RK5DD+3N8dg2u2+B3FcHVTZyqwJCQiM4DOgJ+IxAKjsHoknwKVgAUistEY090YEykis4GtQBrwROaoNREZDiwGXIFJxpjMtadfAmaKyNvABuBru/xrYJo98CAeK3FxsWMopUom65mf7QRXXEWnqh9TwTOOFbE3MXvHEE6f88kRXxyX13Y2XVn1EnJbWVUpVXRljngD6NkokZAKY2nos5q4s3X5ctNj7DyZ+1LamoAuj66sqpRSDpLOpdFk5GIA3CSVW+p+z221Z5NuXPnj4BPsON2f/acTcuynyadgaRJSShV7G/bGc+d465HAJhU3cn+Tz6nqfZC1h9ozY9vDpJoq+JVNo6avN10b+5FwNp0ujSvRLbi6k1te/GkSUkoVaxv2nuDO8avw8TjOwMZf0abaCg4nVuP9sDeJONYSgDKl0vlk4HX6zI8TaBJSShVbr3y/gZlh+7mpzgLuCpiGm6Tx485B/LqnL6kZ7llxNzaqRLOaOQciqIKnSUgpVSz5j1hAvfLbGdn2c/zL72LL0RZMi3qMuKScl9g+ubd1LjWoa0GTkFKq2FgScZA/th3lWMIhBjcZR6daizmZ4su4DSMIO3ID50+ccntwJU1ATqZJSClVLNw69g8ijyRyffVlDGg0Ce9Sp1my93bm7byH5HSvHPE66q1w0CSklCqylm8/woItBzmbnMqJM9sY0fpzGvtGEH2yEVPC3mL/6exr/LgBPbX3U6hoElJKFUl3f76CdfsScHdJ5vYGMxl9w48kp5Xmm4jh/BXbDZPL/MfR2vspdDQJKaWKnOXbj7BuXwLNK63j3sAJVPI6wsoDXZm17UFOp5bPiuvUoAI74hLp1qQyb97R3IktVheiSUgpVeQ8O2Mhw0MmElp1FQfO1OI/a/7D9hNNs8UEVfFiysPXO6mFKq80CSmlioTvVu9hScQB7my8iHfbf4CIYc72wSyKuYN0UyorrlezKtzerLrOdlBEaBJSShV6rUYvpGypKAYHfYZP2m42xYcyLeoxjp2tmiN23KBLzpmpChFNQkqpQifpXBoJZ9MoV9qNeeGR9PAfR5daCzmZ4sunG14h/Eg7clssWYddFz2ahJRShcq/Sy0Ybmu4mh61xtOl1kmW7r2dHx2e+enYoCLrdx3njIEyAhH/0QRUFGkSUkoVCvvjE+nw3z8BqOx1kPubjCfYbwO7TwYwOXIU+07XzxbfPbgKUx9u64SWqvykSUgp5XRfLI/mPwu34yap9Kw3l9vqzSY1oxTTtj7Gsn235Fhiu5KXC/e0reuk1qr8pElIKeU0T327lvkRRwFo7LuZwU0+p1qZWNYc6sD0bY9wKsUXAN/SrjzfvRGLI47QPbiKJqBiRJOQUsopMu/9lC11iv6Nv6Z9jWXEJVXlg7A32WKv85PppsBK3NO2riafYkiTkFLqmvpwcRRfrdwNGNrX+I0BjSbh6ZbEz7v6MX9Xf1IzPHLs899+LXNWpIoFTUJKqWvi3ol/s3L3SQCqee/nqes+o7FvBNvjmzAlcjgHE2vn2Kdfi6qagIo5TUJKqQLlOOqtlMs5etWbza315pKc5smkLU+x4sBN2SYbbeTnyeIXujqptepa0ySklCowbd5azJHENAACfTcyOOgzqnof4u8DXZi5/SFOn8u5pLYmoJJFk5BSqkBkDTxwP8nARl9zfY0/OJxYnffWvkNUfM4ZrZtW9ebnZzpf41YqZ9MkpJTKd1YCMnSssZR+jSbh6ZbMT9ED+GV3P1Iz3LPi3IEdOtVOiaZJSCmVbzIHH1Tz3s/goIsPPHiqSz2e6x7opJaqwkKTkFIqX/iPWEApl3Pc0WAOverNISXdg0kRT7Ii9uZsAw8CK5Vm4fM3OrGlqjDRJKSUuipJ59IIGbXYmvEg6DOqeR9g1cFOzNj2MAnnKmSLbV27HLOHdXBSS1VhpElIKXVFPlwcxbyNB/B0TeC+oPF0qPkbcUlV+d+60UQeb5EjfsoDoXRqVMUJLVWFmSYhpdRlcVxqoV21PxkY+CVebon8srsv86MHcC7DM8c+us6PuhBNQkqpPHnv10jG/xUDQKXShxgc9DnBfhuIPtmIyRFPEnvGP8c+S57pQMOq5a5tQ1WRoklIKXVJmb0fV0mjR90f6F1/JunG9YJLLXi4wPZ3tfejLk2TkFLqojITUP3y2xgSPI5aZWMIO3zTn3HcAAAgAElEQVQ930YN5WSKX1ZcLR9PgqqXo0+LGnQLru6s5qoipsCSkIhMAnoBccaYYLvMF5gF+AMxQD9jzAkR6Qz8BOyxd//BGDPa3qcH8DHgCnxljBljl9cFZgK+wHrgPmPMORHxAKYCLYHjQH9jTIy9z8vAQ0A68JQxZnFBnb9SRdmnv23nl80HiY5LwtM1ib4Np3Jj7QWcTPHl4/WvsSEu+4qmpYDFz3XCy13/rlWXpyB/YyYD47ASQqYRwO/GmDEiMsJ+/5K9bYUxppdjBSLiCnwG3AzEAutEZL4xZivwHjDWGDNTRCZgJZfx9vcTxpgGIjLAjusvIk2AAUAQUB34TUQaGmPSC+LklSqqAl9ZwNkM63VIpTXc12Q8FTyP8/u+Xny/4z6S072yxetDp+pqFFgSMsb8JSL+5xX3Bjrbr6cAf/JvEspNayDaGLMbQERmAr1FJAq4ERjkUNcbWEmot/0aYC4wTkTELp9pjEkB9ohItF3/qis5P6WKo9ZvWQnIx+M49wR+Qauq/7D/tD+frx7BrlONc8TrqDd1ta5137mKMeYQgDHmkIhUdtjWTkQ2AQeBF4wxkUANYL9DTCzQBqgInDTGpDmU17BfZ+1jjEkTkVN2fA1g9Xl11SAXIjIUGApQu3bONU6UKm4yl1sQMuhcazH9Gn6Dm0sac7YPZlHMnaSb7B8VmnxUfiksF3DXA3WMMWdEpCcwDwgAJJdYc5FyrnCf7IXGTAQmAoSGhuYao1Rx8O8zP1Ddex9DgsfRsMJWIo81Z8rWJ4hLyj7AoLI3rH1dE5DKP9c6CR0RkWp2L6gaEAdgjEnIDDDG/Coin4uIH1ZvpZbD/jWxekrHAB8RcbN7Q5nlOOwTKyJuQHkg/iJ1KVUiZSYgN0mlV/3Z9Ko3h+S00ny5+Vn+Pngjjn+3jb/nOm5pqiPeVP671kloPjAYGGN//wlARKoCR4wxRkRaAy5YI9tOAgH2SLgDWAMLBtlxfwB9sUbIZdXlcIxV9vZldvx8YLqIfIg1MCEAWHsNzlmpQuW6kQs4cc56HeATyZDgcdQos59VBzsxfdsj2Raaq+AOS/+vK35lcs6CoFR+KMgh2jOwBiH4iUgsMAor+cwWkYeAfcDddnhf4HERSQPOAgOMMQZIE5HhwGKsIdqT7HtFYA1omCkibwMbgK/t8q+BafbAg3isxIUxJlJEZgNbgTTgCR0Zp0qSNbuP0X/iGgBKuyVyd8PJ3Fh7IcfOVuaDsDfYciw0xz4bRuulN1WwxPqsVxcSGhpqwsLCnN0Mpa7K4K9WsTw6HoAWlVdxX5PxlPc4ydK9t/HDzntJSS+dLb5lzbJ8P7yjM5qqigkRCTfG5PzL5jyFZWCCUqoAOA48KO8Rz72BE2hV9R/2JfjzyfrX2JPQMFt8pwBfpjzU7lo3U5VgeUpC9iWx74wxJwq4PUqpfOI423XHmksY0GgSpVzOMWfH/Sza0yfHsOuXujfk8S4B176hqkTLa0+oKtZsBeuBScBio9fxlCqUbv7fb+w8ngJAFa8DPBD8KY19I4g63pTJkcM5kpTz8biw13TwgXKOPCUhY8xrIvI60A14AGsWgtnA18aYXQXZQKVU3mQ+cAr/znZ9R/0ZpGa4MyniSf6K7cb5j8vplDvK2fJ8T8ge5nwYOIw1uqwCMFdElhpj/q+gGqiUurQPl0bxye+7AfAvt5MHgz+hdrk9rDt8A99GPcqpFN+s2NBa5Xj99mCa16pwoeqUumbyek/oKaxnb44BXwEvGmNSRcQF2AloElLKSZ6fGc73Gw/j7pLMnQHf0d3/J06l+PDJ+ldZH5d9kEElb5j7RAcntVSpnPLaE/ID+hhj9joWGmMyRKTXBfZRShWwzMEHgb4beSB4HJW9DvPH/h7M2T6EpLQy2WJ9PGCdTrmjCpmLJiF7/R+Aj857D4AxJt4YE1VAbVNK5aLV6AUcTbJee7mdYUDjr+lYcymHE6szZu27bItvli3eBfhv32D6hta59o1V6hIu1RMK58ITgxqgXr63SCl1QY7P/YRW+Zv7moynTKkEft51N/N3DSA1wyNb/KcDmnFbSK3zq1Gq0LhoEjLG1L1WDVFKXVxmAvLxOM69gRMIrbqKmFP1+SDsTfadrp8t1s8LwkbqpTdV+OV5dJyI9AHaY/WAVhhj5hVYq5RSWTqNWczek2mAoWONpQxo/DVuLqnM2j6ExTF3kmFcs8XPeKQ17epXck5jlbpMeR0d9znQAJhhFz0mIjcbY54osJYpVcItiTjI0G83AFCp9GEeCP6EJhU3sy0+mG8insz1odOto7vj5a6zcamiI6+/rZ2A4MxZEkRkCrClwFqlVAkX9NoCEtNASKeb/3z6BHxLeoYr30QM56/Ybhhccuyjq52qoiivSWg7UBvIHKJdC9hcIC1SqoTLvPdTo0wMDwZ/Qn2fHWyMa8WUyCc4keKXLfbB62sx8vZmuVWjVJGQ1yRUEYgSkcxF4FoBq+yF4jDG3F4QjVOqJMmc881xpdOkNC/Gb3yRNYc7cv4A1RX/15lavt7OaaxS+SSvSWhkgbZCqRIus/dTr/x2Hgz+mJpl9/HPwc5Mj3qEM6nls8UObluTN+9o7oxmKpXv8jqB6XJ7Ce7WWKPj1hljDhdoy5QqITqNWYy7SzJ9Ar6lm/98TiT7MjZ8FJuOtsoWV8fHjeUjujuplUoVjLyOjnsYqze0DOuawKciMtoYM6kgG6dUcTU3bC9T/o4hLiGZCh7reeuGT6nifYg/9vVg1vYHSU73yhavgw5UcZXXy3EvAtcZY44DiEhF4B+stYWUUnnU7/MVrN2XAICnaxL9G02iS+1FHEmsluuUO+7ADk1AqhjLaxKKBU47vD8N7M//5ihVfDlOudPMbx2Dgz6jgmc8i/bcwQ877+VcRvZF5d7X+d5UCZDXJHQAWCMiP2HdE+oNrBWR5wCMMR8WUPuUKvLavL2AI2es196lEhjU+EtuqPEHsadr89nql9l9qlG2eL33o0qSvCahXfZXpp/s72XztzlKFS+5TTjqXeo086IH8suufqSZUlnbPd1ceKFbAA93bOCMpirlFHkdHfdmQTdEqeLEcantcu4nuK/JeFpV/YeYU/V5P2w0+09nn4C+spcr3w/voM/9qBInr6Pj/uDfJR2yGGNuzPcWKVXEvf1LBF+t3AsY2lX7k3sCJ+Lhmsyc7YNZGNMn24SjFTzgsc4BPNqlofMarJQT5fVy3AsOrz2Bu4C0/G+OUkVb9w9+Z/vRZHw8jjEk6DNCKq9j54nGTIp4mkOJ2df1eb1nYwa2raMTjqoSLa+X48LPK/pbRJYXQHuUKpJajFpAfAr8u9zCV7i6pDM96hGW7u2FIftyCzXKufFQx/q51qVUSZLXy3GOy3q7AKFA1QJpkVJFTObgg4qecTwQ/CnBfhuIOt6USRFPcfRstRzxOvRaqX/l9TpA5jLfAqQCMcBDBdQmpYqEb1bu4s1ftiFk0LnWIvo1+gaAKZHD+HN/jxzLLfRs4sfn97dxRlOVKrTymoReAhYZYxJE5HWgBZBUcM1SqnALfGUBZzOgUulDPBj8CYEVtxBx7Dq+iXiS48mVs8V2bViRrx9s66SWKlW45TUJvWaMmS0i7YGbgQ+A8YD+WadKnJajF5CckcFNdX7h7oAppBtXJkU8yV+x3Th/uYVZQ9vQpp5f7hUppfKchNLt77cCE4wxP4nIGwXTJKUKn7lhe1kSGYeHi8GNA4xo/TGNfLey6WhLJkc8mWOxuX7XVeW//Vs6qbVKFR15nrZHRL4AbgLeExEPyGV9YaWKoXbvLOLQ6XSEdG6u8zNv3TCVtIxSfLXlGVYe6Ipj78cTWD+6uw67ViqP8vo/pR/QA3jfGHNSRKphzaytVLHVavQCjtp3Pqt6x/JQ8EcEVNjGxrhWTI4czsmUilmxpYBVr3XFr4xn7pUppXKVp96MMSbJGPODMWan/f6QMWbJpfYTkUkiEiciEQ5lviKyVER22t8r2OUiIp+ISLSIbBaRFg77DLbjd4rIYIfyliKyxd7nExGRKz2GUo78R1gJSEinh/8PjL7+Kap5xzJx83N8tH5ktgTk5wU7x9yqCUipK1DQl9QmY/WgHI0AfjfGBAC/2+8BbgEC7K+hWAMfMp9RGoU1CKI1MCozqdgxQx3263Elx1DKUavR1nM/1bz381rb/2NA40lEHGvBq39/zj8HbwSEur4e1KtYmlG3NiZspK73o9SVKtAL18aYv0TE/7zi3kBn+/UU4E+sIeC9ganGGAOsFhEf+7JfZ2CpMSYeQESWAj1E5E+gnDFmlV0+FbgDWHi5xzDGHMrP81ZF1yvfb+BYUjq3+M+jT8C3pKR7MmHTC6w+1InMez9Vy7oy49H2lCvtpvd+lLpKzvgfVCXzQ98Yc0hEMh+qqEH2hfJi7bKLlcfmUn4lx8iWhERkKFZPidq1a1/BKaqiZMfhBO78bAWJqZm9n4+o77OdsMPtmLZ1GKfOVciKfbJLXZ7v3sSJrVWqeClMf8ZJLmXmCsqv5BjZC4yZCEwECA0NvVSdqgjrM+4v1seeRvi395OcXprxG19kzeGOOP7KzBt2PSG1K1y4MqXUZXNGEjqSeQnMvtwWZ5fHAo7TDNcEDtrlnc8r/9Mur5lL/JUcQ5UwSefSaDZyMWlYvZ+Hm/7b+5m6dRgJDr0fX09Y+YoOu1aqIDjjf9V8YDAwxv7+k0P5cBGZiTUI4ZSdRBYD7zoMRugGvGyMiReR0yLSFlgD3A98eiXHKMBzVYXMK99vYGHEETCQTvZ7P+M3vciaQ9l7P4NaVefdu65zXoOVKuYKNAmJyAysXoyfiMRijXIbA8wWkYeAfcDddvivQE8gGmteugcA7GTzFrDOjhudOUgBeBxrBF5prAEJC+3yyzqGKhkcl9qu6h3LK22s535y6/1k0gSkVMESa6CYupDQ0FATFhbm7Gaoq7Bp/wkGfvEPSWnWcz/d/OdzV8A0zqW7823UY9lGvmXSHpBSV0dEwo0xoZeK04vcqlh7dkY4P246DEAVrwM81PRjGlbYyvojbZiy9QlOpfjm2CdmjD73o9S1oklIFVvLtx/hx02HETLoWucX7m44hbQMNyZufo5/DnYhs/dTqYwLVcp68VTXALoFV3duo5UqYTQJqWJpweaDPDF9A5VKH+ahph/R2DeCTXGhfBP5ZLYpdwDWvXaLk1qplNIkpIqVxiMWkAwIGdxYayH9Gn1DhnHhqy1Ps/LATZx/70cvvSnlXJqEVLGROfqtomccDwZ/TJDfJrYcu45vIp4iPrlSjnhNQEo5nyYhVSxYCcjQseYSBjb+CoBvIoazPLY75/d+bmzoy6QH2137RiqlctAkpIqst3/ewk8bYzmamIGPx3EeCPqU5pXDiDrelK8jnuHY2SrZ4n09Yf0b2vtRqjDRJKSKpH8fPDW0q/Yn9zaZgJtLGt9ufZTf992KcVilpG1dH25rXp172tZ1TmOVUhekSUgVOZkJqJz7CQYHfUbLKqvZeSKQr7Y8w5GkGtli9b6PUoWbJiFVZOw4nEC3j1YAEFplJfcHfU5p17PM3PYgi2N6Y3DNFq8JSKnCT5OQKvQc53zzLnWaewMn0K76cnafCuCrzc9yMDHnmk+agJQqGjQJqULNMQE181vHA8GfUtb9FD/svIcFu+8m3fz7K9wnpCofDmjpjGYqpa6QJiFVaGUmIE/XJAY2/opOtZaw/3QdxoaPYt/p+tlipzwQSqdGVXKrRilViGkSUoXOd6v38Oq8rQA09t3Mw00/wtfzGAt29+XHnfeQZkplix9/z3WagJQqojQJqUJj+fYjPPBNGBlAKZcU7m44hW7+8zmcWI1317xH9MnAHPuEvdYVvzKe176xSql8oUlIFQp3f76CdfsSAKhbfjtDm46lWplYftvbi9k7hnAuPWei0cEHShV9moSU042at4l1+xJwlTRurz+TXvVmczKlIu+tfZuo+JBssUM7+NM1sApt6vk5qbVKqfykSUg5zdDJq1my7TgANcrE8EjTsfiX38XKA135LmooZ9O8s8Vrz0ep4keTkHKKzJFvQjrd/X/iroZTOZvqzSfrX2F93PU54jUBKVU8aRJS11xmAvIrfZhHmo6lkW8k4UfaMjlyOKfP+WSLXfR0BxpXK+eMZiqlrgFNQuqa+fS37XzwWzSOSy4YI3y5+Vn+Pngj5y+5sHV0d7zc9VdUqeJM/4erApd0Lo3gkYvJAMq7n+CB4E8IqbyOrceb8dWWZ4hPrpwtvlwp2PyWXn5TqiTQJKQK1G1j/2TLkUTAmnR0cNDneLgm813UI/y297ZsSy64A9OGttGRb0qVIJqEVIHJvPfj5XaGewO/4Poaf7D7VABfbn6OQ4m1csTv0MEHSpU4moRUgRg4YSUAgb4bebjpR/h4xDMveiA/7+qfbdJRgH4tqvLffjrxqFIlkSYhlW8cZ7wu5ZLCoMbWtDuHztTk7dXvsyehYY59dOi1UiWbJiGVLxwTUJ1y0Qxt9gE1yuy3pt3ZPoRzGdmn3SnvBpve1gSkVEmnSUhdtcwE5CLp3Fp3Dr0bzCDhnA//W/cWkcevyxGvvR+lVCZNQuqqZCagyl4HGdrsAxr4bGf1oY5MjRxGUlqZbLF+pSFslCYgpdS/NAmpK2YlIEOnmosZ1PhL0owb4ze+yJrDnbJiPIDt2vNRSl2AJiF1WdbsPsaqXcfZdyyBcu4neNB+8DTiWAhfb3mGEynZn/HRBKSUuhhNQirPHpy0mmU7rFmvr6u8mrfbf4KnazLfRg3l9729sj14CnrvRyl1aZqEVJ4s336EZTuO4+maxKDAL+lYcykxp+ozcfPzHEysnS22gjtsGK0JSCl1aU5JQiLyNPAI1oyVXxpjPhKRN+yyo3bYK8aYX+34l4GHgHTgKWPMYru8B/Ax4Ap8ZYwZY5fXBWYCvsB64D5jzDkR8QCmAi2B40B/Y0xMwZ9x0ZY5+KCBTxRDm32AX+k4ft51N/OiB5FuSmWL1d6PUupyXPMkJCLBWMmmNXAOWCQimQ+ZjDXGvH9efBNgABAEVAd+E5HMpx4/A24GYoF1IjLfGLMVeM+ua6aITMBKYOPt7yeMMQ1EZIAd178AT7dIe+rbtcyPOIqrpNG7wQx61ZvD8bOV+M+a/7DzZBAALWuV4XRKBj2CqvJc90Ant1gpVdQ4oycUCKw2xiQBiMhy4M6LxPcGZhpjUoA9IhKNlcAAoo0xu+16ZgK9RSQKuBEYZMdMAd7ASkK97dcAc4FxIiLGGJNP51ZsZPZ+qnnvZ2izD6hbPpoVsTfxXdRQktO9AKsb+5+7rqNhVV3vRyl1ZVwuHZLvIoCOIlJRRLyAnkDmbJbDRWSziEwSkQp2WQ1gv8P+sXbZhcorAieNMWnnlWery95+yo7PRkSGikiYiIQdPXr0/M3FXtNXraHXN9ZawBvXP0Ol0kf4dMMrfB3xTFYCchXh4fZ1NAEppa7KNe8JGWOiROQ9YClwBtgEpGH1VN4CjP39A+BBzl/pzK6G3BOouUg8l9jm2MaJwESA0NDQEtNLWhJxkC/+3IWL6wmeDfmI5pXC2XK0BV9HPM3JlOy5euHT7TUBKaWumlMGJhhjvga+BhCRd4FYY8yRzO0i8iXwi/02ln97SgA1gYP269zKjwE+IuJm93Yc4zPrihURN6A8EJ+Pp1Yk3fHJcjYePANYQ6/fsodeT9v6KL/v68X5uVsHHyil8ouzRsdVNsbEiUhtoA/QTkSqGWMO2SF3Yl22A5gPTBeRD7EGJgQAa7E+GQPskXAHsAYvDDLGGBH5A+iLNUJuMPCTQ12DgVX29mUl/X5Q5r0fD9ezDGz8FZ1rLWZvQj2+2PRCjqHXoAlIKZW/nPWc0PciUhFIBZ4wxpwQkWkiEoJ1eSwGeBTAGBMpIrOBrViX7Z4wxqQDiMhwYDHWEO1JxphIu/6XgJki8jawAbvXZX+fZg9uiMdKXCWS46zXdctv59FmH1DZ6xALdvflh533ZBt6Xc4VNr+jyUcplf+khHcELik0NNSEhYU5uxn56vxZr+9oMJ2TKRX5csuzbItvlhVXvZwHw7rU5952dZ3VVKVUESUi4caY0EvF6YwJJUxmAvIrfZihzT6kYYWtrDrYiWlbH88263XN8q4seb4zXu76K6KUKjj6CVOCZM56fX31ZdzXZALGCF9sep5Vh7pki2tTpxyzHu/gnEYqpUoUTUIlwJKIgwz9dgNebmcYHPQZbaqtYHt8E77c8jzHzlbJFvvTE9fTvFaFC9SklFL5S5NQMXfr2D+IPJJEY9/NPNJ0LD4ex5m7434W7L4Lg2u2WB35ppS61jQJFWNLIg6yLe4UfRt+R8+63xOXVI23V7/PnoSG2eJqlndl5cs9nNRKpVRJpkmoGFuzcx2vtX2RuuWjWb6/G9O3PUJKeulsMWGvdcWvjKeTWqiUKuk0CRVDxhgOHfqK9hWeJvGcG59ueIXwI9dnixFgj15+U0o5mSahYuK9XyNZFHmYXkGedK/9IceO/UAFn65MWDmU8CPeWXFBVbxY8GyXi9SklFLXjiahIs5x5oNA303UdfmQw3GnaNjgf9Sq9RyzQlxYEnGQP7YdpUvjSnQLru7E1iqlVHaahIqwzATkKqn0CfiWW+r+wOHEGnwUPpJbk7vyUm1rovFuwdU1+SilCiVNQkVUZgKq6h3Lo83ep275aP7Y14MZ2x7mXIYniyIP81LPICe3UimlLk6TUBGUOfNBx5pLuKfxRFIz3Plk/ausj2uXFdMjqKrzGqiUUnmkSaiI+b/Z4XiXOs2QoE9pVfUfIo8158stz3IyxS9bnPaClFJFgSahImbPoWWMvv6/lPc4yaxtD7Ao5k7MeYvM6swHSqmiQpNQEZGRkUpMzJsMa/YuR5Kq8dbq99mb0CBHnCYgpVRRokmoCDh7djdRUfeQkLCaatUe5LFpt+SY+UCTj1KqKHK5dIhypiNHviMsLITExCiaNJlF48Zfs/2dvvRrUZWKXm70a1FVE5BSqsjSnlAhNHDCSrbEHuLJVpNoVH4R5cpdT2Dgd5Qu7Z8V899+LZ3XQKWUyifaEypk/Ecs4HD8Ol5r9zQB5ZYwL3ogISHLsyUgpZQqLjQJFSIDJ/zFLf7f82rbFynlksaYte8yL/oe7pm42tlNU0qpAqGX4wqJlJRDtPd7hiC/Daw7fD3fRDxFUloZAML2nnJy65RSqmBoEioEjh//lW3bhtDQN4FvIoazPLY71mILltA65Z3XOKWUKkB6Oc6JMjJSiI5+ji1bbsXdvRrXt9nA8tgeOCYggBmPtXdOA5VSqoBpEnKSpKQdrF/fjtjYsdSoMZwWLdbg7R1IzJhbaedfnlIC7fzL6/BrpVSxppfjrjFjDIcPT2HnzuG4uHgSHDwfP7/bssVoz0cpVVJoErqG0tIS2LHjceLipuPj05nAwG/x8Kjh7GYppZTTaBK6RhIS1rF160CSk2Pw93+LOnVeRsTV2c1SSimn0iRUwIzJYP/+D9mz5xXc3atx3XXLKV/+Bmc3SymlCgVNQgXo3Lk4tm0bTHz8Ivz8+tCo0ZeUKuXr7GYppVShoUmogJw+Hc6WLb1ITT1BQMDnVK/+GCJy6R2VUqoE0SRUQDw9/fH2bkr9+u9TpkwzZzdHKaUKJU1CBaRUqYo0b77E2c1QSqlCTR9WVUop5TROSUIi8rSIRIhIpIg8Y5f5ishSEdlpf69gl4uIfCIi0SKyWURaONQz2I7fKSKDHcpbisgWe59PxL4Zc6FjKKWUco5rnoREJBh4BGgNNAd6iUgAMAL43RgTAPxuvwe4BQiwv4YC4+16fIFRQBu7rlEOSWW8HZu5Xw+7/ELHUEop5QTO6AkFAquNMUnGmDRgOXAn0BuYYsdMAe6wX/cGphrLasBHRKoB3YGlxph4Y8wJYCnQw95WzhizyhhjgKnn1ZXbMZRSSjmBM5JQBNBRRCqKiBfQE6gFVDHGHAKwv1e242sA+x32j7XLLlYem0s5FzlGNiIyVETCRCTs6NGjV3yiSimlLu6aJyFjTBTwHlbPZRGwCUi7yC65PVxjrqD8cto40RgTaowJrVSp0uXsqpRS6jI4ZWCCMeZrY0wLY0xHIB7YCRyxL6Vhf4+zw2OxekqZagIHL1FeM5dyLnIMpZRSTuCs0XGV7e+1gT7ADGA+kDnCbTDwk/16PnC/PUquLXDKvpS2GOgmIhXsAQndgMX2ttMi0tYeFXf/eXXldgyllFJOINa9+2t8UJEVQEUgFXjOGPO7iFQEZgO1gX3A3caYeDuRjMMa4ZYEPGCMCbPreRB4xa72HWPMN3Z5KDAZKA0sBJ40xpgLHeMSbT0KJALH8uv8ixg/9NxLIj33kik/z72OMeaS9zOckoSKGhEJM8aEOrsdzqDnrude0ui5X9tz1xkTlFJKOY0mIaWUUk6jSShvJjq7AU6k514y6bmXTNf83PWekFJKKafRnpBSSimn0SSklFLKaUpcEhIRVxHZICK/2O/risgae3mHWSLibpd72O+j7e3+DnW8bJdvF5HuDuU97LJoESl0M3Tncu6TRWSPiGy0v0Ls8nxbPqMwEJEYu20bRSTzGbMCXzqkMLjAub8hIgcc/t17OsRf1u/2hf7/FAYi4iMic0Vkm4hEiUi7EvTvntu5F85/d2NMifoCngOmA7/Y72cDA+zXE4DH7dfDgAn26wHALPt1E6z57jyAusAuwNX+2gXUA9ztmCbOPt9LnPtkoG8ucT2xHvIVoC2wxi73BXbb3yvYryvY29YC7ex9FgL/397ZhVhVRXH89w9Tya/J6kEIKQszhVAxoSZENIKyj4eg6CGIiIq0SJA0fHAgCrOiHkqhLKGkRKcPwgIFI+lDyxTSMoxJDSxJCywQU8jVw17XOTPde6cr4+yjZ/3gMPvss++587/rnrs4Z5+z/jfn1lvQs4iUyKAAAAUDSURBVB+4uFffMmCRtxcBz1ZIewewoM7Ylr/bjY6fMiykSvkPeHsw0FahuNfTXsq4V+pMSNKlwBxgpa8LmAV0+pDeFhI124dOYLaPvwNYY2bHzWwf0EXyM5oOdJnZXjM7AazxsaWgt/Y+6E/7jLIyENYhZxstfbf7OH6yImkkMAN4HcDMTpjZESoQ9ybaG5E17pVKQsBLwBPASV+/CDhiydcIeto+nLKK8O1/+vhWrSXKQm/tNZ72yw8vShriff1pn1EGDNgoabukB71vIKxDykA97QDzPO5vqNsMslXtzY6f3IwDDgOrlC5Br5Q0jGrEvZF2KGHcK5OEJN0KHDKz7cXuOkOtj21nzELiTNFAO8CTwATgWtLlhoW1l9TZzVmp3Wk3s6kkl965kmY0GVsF7SuAK4DJwEHgBR97LmkfBEwFVpjZFFL9x2bztFXQXsq4VyYJAe3A7ZL2k04rZ5HODtokDfIxRduHU1YRvn0UyXaiVWuJMvAf7ZJWm9lBv/xwHFhFOv2G/rXPyI6Z/ep/DwHvk3QOhHVIduppN7PfzOwfMzsJvMbpx/13Gh8/uTkAHDCzr3y9k/TDXIW419Ve2rjnmDTLvQAz6Z6cX0fPCbZHvD2XnjcmrPX2JHpO4u0lTeAN8vbldE/iTcqttQ/tY/yvSAl5qa/Poeck7dfePxrYR5qgvdDbo33bNh9bm6S9JbdW/7+GASMK7S9JFdmfo+cE9bIKaR9TGDOfNB9wWt/tRsdPGRbgM+Aqb3d4zM/5uDfRXsq4Z/+wMgVoJt0/xONId7l0+Qc7xPuH+nqXbx9XeP1i0l0jeyjcEUO6w+ZH37Y4t87/of0TYBfJcn01MNz7BbziOnYB0wqvv98/ky6SrUatf5rv5yeS9YZyay3E91tfvq/FhXRdexPJUHFT4YelCtrfcm07SR5bxR+nlr7bjY6fMiyky07fuM4PSEnknI97E+2ljHuU7QmCIAiyUaU5oSAIgqBkRBIKgiAIshFJKAiCIMhGJKEgCIIgG5GEgiAIgmxEEgqCIAiyEUkoCDLjNgL9eiwWnmYPglITSSgIMiDpMvd5WQ7sAO6VtEXSDknrJA33cUsl7faik8973yWS3pW0zZd27++Q9KqkjcCb7vcyqfCen7oHzjAvYLnNC1yWptp7UD3iYdUgyICSSeJe4HrSU+fvkZ5UPyppIamEysvAFmCCmZmkNjM7IultYLmZfS5pLLDBzK6W1AHcBtxgZsckzQfazGyJ10nbbGbjJT0D7Daz1ZLaSE++TzGzowP6IQQBqTZQEAR5+NnMtnqV84nAF27OOZiUfP4C/gZWSvoIWO+vuxGYWDDyHClphLc/NLNj3l5L8r9ZAtxFKq8CcBOpoO0CXx8KjAV+6H+JQdCcSEJBkI/amYdIxmn39B4gaTowm1REdx6p+vt5wHWFZFMbW9wnZvaLpD8kXQPcDTxUeL87zWxP/8oJgtaJOaEgyM9WoF3SlQCSLpA03ueFRpnZx8DjpKKUABtJCQkfP7n3DgusIZkZjjKzXd63AXjUHTKRNKVf1QRBC0QSCoLMmNlh4D7gHUk7SUlpAjACWO99m0nl9wEeA6b5zQq7gYeb7L4TtyIp9D0FnA/slPSdrwdBFuLGhCAIgiAbcSYUBEEQZCOSUBAEQZCNSEJBEARBNiIJBUEQBNmIJBQEQRBkI5JQEARBkI1IQkEQBEE2/gV9GrjfYp5ltgAAAABJRU5ErkJggg==\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"rdf.plot(x='reserve', y='supply', kind='scatter', alpha=.5)\n",
|
||
"axis = plt.axis()\n",
|
||
"xrange = np.arange(axis[0], axis[1], (axis[1]-axis[0])/100)\n",
|
||
"yrange = np.array([supply(x, V0, kappa) for x in xrange ])\n",
|
||
"plt.plot(xrange, yrange, 'y')\n",
|
||
"plt.title('Bonding Curve Invariant')\n",
|
||
"plt.legend(['Invariant', 'Observed Data'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 71,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def gini(x):\n",
|
||
"\n",
|
||
" # Mean absolute difference\n",
|
||
" mad = np.abs(np.subtract.outer(x, x)).mean()\n",
|
||
" # Relative mean absolute difference\n",
|
||
" rmad = mad/np.mean(x)\n",
|
||
" # Gini coefficient\n",
|
||
" g = 0.5 * rmad\n",
|
||
" return g"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 72,
|
||
"metadata": {
|
||
"scrolled": false
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(array([46., 16., 18., 6., 5., 3., 3., 2., 0., 1.]),\n",
|
||
" array([ 0. , 713.23060194, 1426.46120389, 2139.69180583,\n",
|
||
" 2852.92240778, 3566.15300972, 4279.38361167, 4992.61421361,\n",
|
||
" 5705.84481555, 6419.0754175 , 7132.30601944]),\n",
|
||
" <a list of 10 Patch objects>)"
|
||
]
|
||
},
|
||
"execution_count": 72,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.hist(rdf.iloc[-1].holdings)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 73,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"rdf['gini_h'] = rdf.holdings.apply(gini)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 74,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x1a42e042e8>"
|
||
]
|
||
},
|
||
"execution_count": 74,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"rdf.gini_h.plot()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 75,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(array([56., 8., 13., 6., 6., 4., 4., 1., 0., 2.]),\n",
|
||
" array([ 0. , 5810.80401075, 11621.60802149, 17432.41203224,\n",
|
||
" 23243.21604299, 29054.02005373, 34864.82406448, 40675.62807523,\n",
|
||
" 46486.43208597, 52297.23609672, 58108.04010746]),\n",
|
||
" <a list of 10 Patch objects>)"
|
||
]
|
||
},
|
||
"execution_count": 75,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.hist(rdf.iloc[-1].tokens)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 76,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"rdf['gini_s'] = rdf.tokens.apply(gini)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 77,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x1a43d0dd30>"
|
||
]
|
||
},
|
||
"execution_count": 77,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"rdf.gini_s.plot()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 78,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x1a44550780>"
|
||
]
|
||
},
|
||
"execution_count": 78,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"rdf.tokens.apply(np.count_nonzero).plot()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 79,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"rdf['asset_value'] = rdf.holdings + rdf.spot_price*rdf.tokens"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 80,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(array([26., 32., 13., 9., 10., 2., 4., 3., 0., 1.]),\n",
|
||
" array([ 648.24831903, 1296.65408907, 1945.05985911, 2593.46562915,\n",
|
||
" 3241.8713992 , 3890.27716924, 4538.68293928, 5187.08870932,\n",
|
||
" 5835.49447936, 6483.9002494 , 7132.30601944]),\n",
|
||
" <a list of 10 Patch objects>)"
|
||
]
|
||
},
|
||
"execution_count": 80,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": "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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.hist(rdf.iloc[-1].asset_value)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 81,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"rdf['gini'] = rdf.asset_value.apply(gini)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 82,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x1a455ca828>"
|
||
]
|
||
},
|
||
"execution_count": 82,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
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||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"rdf.gini.plot()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 83,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"rdf['pref_gap'] = (rdf.prices - rdf.spot_price)/rdf.spot_price"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 84,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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fsh7aziLgi8CazHyxH9naPWWLsemnh9WZM2i1M0TE+4FJ4M0DTTSzl81a7XRcReNnZjbVeU3n0Tg0s4rGb0J3RcQbMvOZAWebrk7WC4BrM/OKiHgT8MUq64w/R8WVe2aePdNjEbEvIhZl5t6qaFr9GrYHuC8zH6/W+SZwOn0u9z7kfBOwMiI+QuPvAkdHxHOZ2ffr6vchKxHxCuAW4G8yc3u/M86gziUyDs3ZExHzaPzK+/PhxGvKcEjLS3lExNk0/kN9c2b+akjZpmuX9VjgDcCd1U7Hq4GbIuKdmbljaCnr/9tvz8xfA/8dET+mUfb3DCfiS3K0y3oRcC5AZn4vIubTuO7MjIeSDrfDMjcBa6rlNcCNLebcAyyIiEPHhM8EHhlCtqna5szMP8vM8cycAP4K+PdBFHsNbbNWl6e4gUbGrw0xW51LZEzN/x5gW1Z/tRqitjmrQx2fB945i8eGoU3WzHw2Mxdm5kT1vbmdRuZhFnvbnJVv0vhDNRGxkMZhmseHmrKhTtYngLMAIuIUYD5w4GW3Oht/HZ6tLxrHUrcCu6rb46rxSeDfpsw7B3gAeBC4Fjh6LuacMv+DzN7ZMm2zAu8Hfg3cP+Vr+ZDynQf8hMYx/k9VY39Po3Cofki+BjwKfB947Sy9ju1yfgvYN+X1u2k2ctbJOm3unczC2TI1X9MArqSx8/Yg8L65+prSOEPmuzTOpLkfeGu7bfoOVUkq0OF2WEaSDguWuyQVyHKXpAJZ7pJUIMtdkgpkuUtSgSx3SSqQ5S5JBfp/v+k9Q9N4OCQAAAAASUVORK5CYII=\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.hist(rdf.iloc[-7:].pref_gap, bins=7)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"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
|
||
}
|