From 5502ad651469fd26ab241521b6325a676b6bd7c7 Mon Sep 17 00:00:00 2001 From: Zargham Date: Thu, 12 Dec 2019 10:33:18 +0100 Subject: [PATCH] estimators! --- __pycache__/bonding_curve_eq.cpython-36.pyc | Bin 1358 -> 1344 bytes abc_sim.ipynb | 742 ++++++++++++-------- bonding_curve_eq.py | 2 +- 3 files changed, 458 insertions(+), 286 deletions(-) diff --git a/__pycache__/bonding_curve_eq.cpython-36.pyc b/__pycache__/bonding_curve_eq.cpython-36.pyc index 3f1a82ff71a7296dbb45fcf30b5bcdf716b89b6d..20cc3dee779767473a0f293586fc8c37025f33cc 100644 GIT binary patch delta 100 zcmX@db%2Z0n3tDJ>F3ATFB>@@F-ur6Ffi0G)-csDNHEl}3NzF&O9NT8Y?HZJ^jM3S xfU=XFSSrQ2fD8sk5he~s9wrW^A|W8pPm?oh@)Z_)HV~(XX>uZy@MIlUB>-7E6CeNp delta 114 zcmX@Wb&iYEn3tC;tKetM=Z&0?m=&BD7#M08YnW;nBp7N~g&As?rGczkwi1RKwq`~~ zhRMtphat_a:\n", + " beta = params['beta']\n", + " \n", + " if p>phat_a: #equiv: pbar(0)>phat_a\n", " mech = 'burn'\n", - " #solve for burn s.t. p=phat\n", - " #if ha is enough\n", - " amt = 1000 #fill in logic here\n", - " if amt> s_a:\n", - " amt = s_a\n", + " #approx for burn s.t. p=phat\n", + " #armijo style\n", + " amt = s_a\n", " \n", - " else: # p0:\n", + " return np.Infinity\n", + " else:\n", + " return output[2]\n", + " \n", + " \n", + " while pbar(amt)< phat_a:\n", + " amt = amt*beta\n", + " \n", + " else: # p h_a:\n", - " amt = h_a\n", + " #approx for buy s.t. p=phat\n", + " #armijo style\n", + " amt = h_a\n", " \n", + " def pbar(amt):\n", + " output = mint(amt, s['reserve'],s['supply'], params['invariant'], params['kappa'])\n", + " \n", + " if not(output[1])>0:\n", + " return 0\n", + " else:\n", + " return output[1]\n", + " \n", + " while pbar(amt)> phat_a:\n", + " amt = amt*beta\n", + " \n", + " #print(mech)\n", + " #print(amt)\n", + " #print(pbar(amt))\n", " key = 'action'\n", - " value = {'agent':a, 'mech':mech, 'amt':amt}\n", + " value = {'agent':a, 'mech':mech, 'amt':amt, 'pbar':pbar(amt)}\n", " \n", " return (key, value)" ] @@ -457,7 +485,7 @@ "metadata": {}, "outputs": [], "source": [ - "time_periods_per_run = 10000\n", + "time_periods_per_run = 300\n", "monte_carlo_runs = 1\n", "\n", "from cadCAD.configuration.utils import config_sim\n", @@ -477,26 +505,26 @@ "name": "stdout", "output_type": "stream", "text": [ - "[{'N': 1, 'T': range(0, 10000), 'M': {'kappa': 2, 'lambda': 200, 'gains': array([1.05044752, 1.01547431, 0.99090337, 0.96832804, 0.95626203,\n", - " 0.9536014 , 1.00699095, 1.00639181, 1.0124076 , 0.97047996,\n", - " 1.06225222, 1.00758862, 1.00538574, 0.93287257, 1.02637896,\n", - " 0.98499663, 0.89038189, 1.00366084, 1.01243749, 1.03859099,\n", - " 1.07318344, 1.0421978 , 1.06402269, 1.09438427, 0.98310885,\n", - " 1.0016433 , 0.97706903, 0.97263094, 1.00566796, 0.96094607,\n", - " 0.93530768, 1.07514353, 1.00040203, 0.99547888, 0.96499954,\n", - " 0.96441107, 0.98604658, 0.98912561, 0.95603367, 0.96398389,\n", - " 0.98875942, 0.97281282, 1.00770431, 1.05180774, 1.10182174,\n", - " 0.96572804, 0.96536925, 0.99168547, 0.87409068, 1.00436931,\n", - " 1.01529099, 0.9998338 , 1.08755008, 0.99226773, 0.91545662,\n", - " 0.99147666, 1.03914736, 1.038744 , 1.01549047, 0.9390514 ,\n", - " 0.90309398, 1.00024399, 1.00528723, 1.08639874, 0.96645965,\n", - " 1.00951948, 1.06787252, 1.019103 , 1.04684384, 0.92204481,\n", - " 0.99483868, 1.02178659, 0.97146806, 0.926205 , 0.97143772,\n", - " 1.00689265, 1.05736112, 1.01474298, 0.95044444, 0.99292276,\n", - " 0.96025343, 1.01489927, 1.11175339, 1.03942098, 0.9028178 ,\n", - " 1.00138325, 1.08542007, 0.91667025, 0.9808946 , 1.02323302,\n", - " 1.04795134, 1.00098361, 0.9782989 , 1.03301012, 0.93685377,\n", - " 1.06343554, 1.00790713, 1.0659959 , 0.96668144, 1.06428466]), 'population': 100, 'phi': 0.05, 'invariant': 15384615.384615384}}]\n" + "[{'N': 1, 'T': range(0, 300), 'M': {'kappa': 2, 'lambda': 200, 'gains': array([0.99147412, 1.00022973, 1.06476773, 0.95561498, 0.91801408,\n", + " 1.00734382, 1.01135583, 1.06041933, 1.05509357, 0.94456693,\n", + " 0.99497888, 0.9642258 , 0.96708019, 0.99921331, 1.01899485,\n", + " 1.03142817, 0.98211835, 0.97903723, 1.05878192, 0.93588367,\n", + " 0.99939403, 0.9877718 , 0.96955855, 0.98352141, 0.90254589,\n", + " 1.00236469, 1.06911097, 0.97621233, 1.00671504, 0.93209234,\n", + " 1.00202922, 1.03321211, 1.02432448, 1.02095369, 0.97163898,\n", + " 0.98428338, 0.98921774, 0.98643192, 0.98860959, 0.99905631,\n", + " 0.97167925, 1.00456465, 0.99046072, 0.96190988, 1.04424163,\n", + " 0.93002334, 1.00337459, 1.02458094, 1.00561722, 0.95269826,\n", + " 1.07126847, 0.94102154, 1.08037467, 1.02329009, 1.00266749,\n", + " 0.97887202, 0.97058923, 0.96914434, 0.95365847, 0.97648692,\n", + " 1.00717438, 1.02822531, 1.02212882, 1.00420173, 1.01417108,\n", + " 0.95308863, 0.95110406, 0.92644275, 0.97184703, 1.09008079,\n", + " 0.93417976, 1.00227415, 1.05411677, 0.95968721, 1.00082199,\n", + " 0.9949477 , 0.9977625 , 1.04417088, 1.03733777, 1.06744737,\n", + " 1.02118574, 1.0547987 , 0.95910353, 0.98771918, 0.87315306,\n", + " 0.92288967, 1.05858229, 0.97487866, 1.00927773, 0.96354765,\n", + " 1.00853229, 1.01610359, 0.98149246, 0.99677845, 1.03139812,\n", + " 1.05734373, 0.89044556, 1.02497663, 0.97065212, 1.02257147]), 'population': 100, 'beta': 0.9, 'phi': 0.05, 'invariant': 15384615.384615384}}]\n" ] } ], @@ -544,19 +572,23 @@ " \\___/\\__,_/\\__,_/\\____/_/ |_/_____/ \n", " by BlockScience\n", " \n", - "Execution Mode: multi_proc: []\n", - "Configurations: []\n" + "Execution Mode: multi_proc: []\n", + "Configurations: []\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ + "/Users/zargham/Documents/GitHub/conviction/bonding_curve_eq.py:56: RuntimeWarning: invalid value encountered in double_scalars\n", + " realized_price = quantity_recieved/deltaS\n", "/Users/zargham/Documents/GitHub/conviction/bonding_curve_eq.py:47: RuntimeWarning: invalid value encountered in double_scalars\n", " realized_price = deltaR/deltaS\n", - "/Users/zargham/Documents/GitHub/conviction/bonding_curve_eq.py:37: RuntimeWarning: invalid value encountered in double_scalars\n", - " realized_price = deltaR/deltaS\n", + "/Users/zargham/Documents/GitHub/conviction/bonding_curve_eq.py:56: RuntimeWarning: divide by zero encountered in double_scalars\n", + " realized_price = quantity_recieved/deltaS\n", "/Users/zargham/Documents/GitHub/conviction/bonding_curve_eq.py:47: RuntimeWarning: divide by zero encountered in double_scalars\n", + " realized_price = deltaR/deltaS\n", + "/Users/zargham/Documents/GitHub/conviction/bonding_curve_eq.py:37: RuntimeWarning: invalid value encountered in double_scalars\n", " realized_price = deltaR/deltaS\n" ] } @@ -599,7 +631,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 20, @@ -608,9 +640,9 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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qnEEvSZUz6CWpcga9JFXOoJekys3r9wA0WJatv79r+1q34gjXt7i/PTdf2bXjSv/feEUvSZXzil46gXZfwczk1crx+CpG3dKTK/qIuCwinomI3RGxvhfHkCS1putX9BFxEvCXwLuAMeBrEbElM7/R7WPp/49uvjcwKPpVs68k6tOLK/oLgd2Z+Vxm/hDYBKzuwXEkSS3oxRz9YuCFhvUx4Od7cBxJlen3K7duvLcyU7PxCioys7s7jLgauDQzf62svx+4MDM/OKXfWmBtWX0T8Eybhzwb+Hab2w6CmuuztsFkbXPHT2Xm66fr1Isr+jFgacP6EmDf1E6ZuQHY0OnBImJ7Zg53up+5qub6rG0wWdvg6cUc/deA5RFxbkScDFwDbOnBcSRJLej6FX1mHomIDwBfBk4CPpuZT3X7OJKk1vTkC1OZ+QDwQC/23UTH0z9zXM31WdtgsrYB0/U3YyVJc4u/dSNJlZuzQR8RZ0bE1ojYVe4XHqffmtJnV0SsaWi/ICJ2lp9huC0iorR/IiL2RsTj5XbFLNZ0wp+GiIhTIuKu8vijEbGs4bGPlfZnIuLSVvc5W3pU255yDh+PiO2zU8mx2q0tIs6KiIciYjwiPj1lm6bPz9nWo9pGyz4n/42dMzvVHKuD+t4VETvKOdoREZc0bDMnzt2MZOacvAF/Cqwvy+uBW5r0ORN4rtwvLMsLy2NfBd4OBPBPwOWl/RPAb/ehnpOAZ4E3ACcDXwfOm9LnN4G/KsvXAHeV5fNK/1OAc8t+Tmpln4NaW3lsD3B2n5+HndR2OvALwG8An56yTdPnZyW1jQLD/TxvXajvbcBPluU3A3vn0rmb6W3OXtEz8bMJG8vyRuCqJn0uBbZm5ouZeQjYClwWEYuA12Xmv+XEmbnzONvPplZ+GqKx5nuAVeVqYTWwKTN/kJnfAnaX/c2Vn5voRW1zRdu1ZebLmfkw8P3GznPo+dn12uaYTup7LDMnv//zFHBqufqfK+duRuZy0A9l5n6Act/s5V+zn1tYXG5jTdonfSAinoiIzx5vSqgHjjfWpn0y8whwGDjrBNu2ss/Z0IvaABL45/LSeS390UltJ9rniZ6fs6UXtU36XJm2+b0+Tm10q75fBh7LzB8wd87djPQ16CPiXyLiySa3Vq9Kmz2B8gTtALcDPw28FdgP3DrjgbfnRGOark87dc6mXtQGcHFmng9cDtwUEe9of4ht66S2TvY5G3pRG8C1mbkC+MVye38bY+uGjuuLiJ8DbgF+fQb7nHP6GvSZ+c7MfHOT22bgQHmZNPlS92CTXRzv5xbGyvLUdjLzQGb+T2b+CPgbZm+aoJWfhvhxn4iYB5wBvHiCbVv6uYlZ0IvamHzpnJkHgXvpz5ROJ7WdaJ9Nn5+zrBe1kZl7y/33gC/Sv6m4juqLiCVMPO+uy8xnG/rPhXM3I3N56mYLMPkpmjXA5iZ9vgy8OyIWlimYdwNfLlM934uIi8rLxusmt5/841H8EvBkrwqYopWfhmis+X3Ag2UecAtwTZkjPBdYzsQbQnPl5ya6XltEnB4RrwWIiNOZOLezda4adVJbUyd6fs6yrtcWEfMi4uyy/BrgPfTnvEEH9UXEAuB+4GOZ+a+TnefQuZuZfr8bfLwbE/Nk24Bd5f7M0j4MfKah368y8QbebuCGhvZhJp5gzwKf5v++HPZ5YCfwBBMnedEs1nQF8B9lTB8vbX8EvLcsnwr8fanlq8AbGrb9eNnuGRre5W+2zz6dr67WxsQnJb5ebk8NcG17mLhCHGfiavC8Ez0/B702Jj6Ns6P8+3oK+BTlU1SDVB/wu8DLwOMNt3Pm0rmbyc1vxkpS5eby1I0kqQsMekmqnEEvSZUz6CWpcga9JFXOoJekyhn0klQ5g16SKve/aN8Fke66pGMAAAAASUVORK5CYII=\n", "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df.funds.apply(np.log).plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -683,13 +685,23 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "rdf = df[df.substep == 3].copy()" ] }, + { + "cell_type": "code", + "execution_count": 23, + "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": 24, @@ -698,7 +710,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 24, @@ -707,9 +719,9 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -720,9 +732,10 @@ "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.prices.apply(np.max).plot()\n", "rdf.spot_price.plot()\n", - "plt.legend(['min', 'median','mean','max', 'spot'])" + "plt.legend(['min', 'median','mean','wt mean','max', 'spot'])" ] }, { @@ -733,7 +746,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 25, @@ -742,9 +755,9 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -755,14 +768,15 @@ "rdf.prices.apply(np.min).apply(np.log).plot()\n", "rdf.prices.apply(np.median).apply(np.log).plot()\n", "rdf.prices.apply(np.mean).apply(np.log).plot()\n", + "rdf.wt_mean_price.apply(np.log).plot()\n", "rdf.prices.apply(np.max).apply(np.log).plot()\n", "rdf.spot_price.apply(np.log).plot()\n", - "plt.legend(['min', 'median','mean','max', 'spot'])" + "plt.legend(['min', 'median','mean','wt mean','max', 'spot'])" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -772,24 +786,24 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 55, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -802,103 +816,14 @@ "plt.legend(['over','under'])" ] }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "3 {'agent': 99, 'mech': 'burn', 'amt': 1000}\n", - "6 {'agent': 54, 'mech': 'burn', 'amt': 1000}\n", - "9 {'agent': 10, 'mech': 'burn', 'amt': 1000}\n", - "12 {'agent': 13, 'mech': 'burn', 'amt': 1000}\n", - "15 {'agent': 25, 'mech': 'burn', 'amt': 1000}\n", - "18 {'agent': 95, 'mech': 'burn', 'amt': 1000}\n", - "21 {'agent': 44, 'mech': 'burn', 'amt': 1000}\n", - "24 {'agent': 43, 'mech': 'burn', 'amt': 1000}\n", - "27 {'agent': 52, 'mech': 'burn', 'amt': 1000}\n", - "30 {'agent': 44, 'mech': 'burn', 'amt': 1000}\n", - "33 {'agent': 59, 'mech': 'burn', 'amt': 1000}\n", - "36 {'agent': 7, 'mech': 'burn', 'amt': 1000}\n", - "39 {'agent': 37, 'mech': 'burn', 'amt': 1000}\n", - "42 {'agent': 55, 'mech': 'burn', 'amt': 1000}\n", - "45 {'agent': 19, 'mech': 'burn', 'amt': 1000}\n", - "48 {'agent': 48, 'mech': 'burn', 'amt': 1000}\n", - "51 {'agent': 32, 'mech': 'burn', 'amt': 1000}\n", - "54 {'agent': 12, 'mech': 'burn', 'amt': 1000}\n", - "57 {'agent': 8, 'mech': 'burn', 'amt': 1000}\n", - "60 {'agent': 83, 'mech': 'burn', 'amt': 1000}\n", - "63 {'agent': 38, 'mech': 'burn', 'amt': 1000}\n", - "66 {'agent': 17, 'mech': 'burn', 'amt': 1000}\n", - "69 {'agent': 32, 'mech': 'burn', 'amt': 1000}\n", - "72 {'agent': 66, 'mech': 'burn', 'amt': 1000}\n", - "75 {'agent': 31, 'mech': 'burn', 'amt': 1000}\n", - "78 {'agent': 78, 'mech': 'burn', 'amt': 1000}\n", - "81 {'agent': 72, 'mech': 'burn', 'amt': 1000}\n", - "84 {'agent': 65, 'mech': 'burn', 'amt': 1000}\n", - "87 {'agent': 79, 'mech': 'burn', 'amt': 1000}\n", - "90 {'agent': 66, 'mech': 'burn', 'amt': 1000}\n", - " ... \n", - "29913 {'agent': 47, 'mech': 'burn', 'amt': 0.0}\n", - "29916 {'agent': 17, 'mech': 'burn', 'amt': 1000}\n", - "29919 {'agent': 86, 'mech': 'bond', 'amt': 0.0}\n", - "29922 {'agent': 95, 'mech': 'bond', 'amt': 0.0}\n", - "29925 {'agent': 68, 'mech': 'bond', 'amt': 0.0}\n", - "29928 {'agent': 6, 'mech': 'burn', 'amt': 1000}\n", - "29931 {'agent': 60, 'mech': 'burn', 'amt': 0.0}\n", - "29934 {'agent': 68, 'mech': 'bond', 'amt': 0.0}\n", - "29937 {'agent': 65, 'mech': 'burn', 'amt': 1000}\n", - "29940 {'agent': 0, 'mech': 'bond', 'amt': 0.0}\n", - "29943 {'agent': 32, 'mech': 'burn', 'amt': 1000}\n", - "29946 {'agent': 91, 'mech': 'burn', 'amt': 1000}\n", - "29949 {'agent': 15, 'mech': 'burn', 'amt': 0.0}\n", - "29952 {'agent': 75, 'mech': 'bond', 'amt': 64.300879...\n", - "29955 {'agent': 2, 'mech': 'burn', 'amt': 0.0}\n", - "29958 {'agent': 30, 'mech': 'burn', 'amt': 0.0}\n", - "29961 {'agent': 14, 'mech': 'bond', 'amt': 0.0}\n", - "29964 {'agent': 74, 'mech': 'burn', 'amt': 0.0}\n", - "29967 {'agent': 28, 'mech': 'burn', 'amt': 0.0}\n", - "29970 {'agent': 21, 'mech': 'bond', 'amt': 0.0}\n", - "29973 {'agent': 76, 'mech': 'bond', 'amt': 0.0}\n", - "29976 {'agent': 17, 'mech': 'burn', 'amt': 1000}\n", - "29979 {'agent': 57, 'mech': 'bond', 'amt': 0.0}\n", - "29982 {'agent': 12, 'mech': 'burn', 'amt': 1000}\n", - "29985 {'agent': 76, 'mech': 'bond', 'amt': 0.0}\n", - "29988 {'agent': 36, 'mech': 'burn', 'amt': 0.0}\n", - "29991 {'agent': 89, 'mech': 'bond', 'amt': 0.0}\n", - "29994 {'agent': 18, 'mech': 'bond', 'amt': 315.09653...\n", - "29997 {'agent': 10, 'mech': 'bond', 'amt': 0.0}\n", - "30000 {'agent': 33, 'mech': 'burn', 'amt': 0.0}\n", - "Name: action, Length: 10000, dtype: object" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "rdf.action" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "rdf['invariant'] = rdf.supply.apply(lambda x: x**kappa)/rdf.reserve" - ] - }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ - "rdf['resid'] = rdf.invariant-V0" + "rdf['est_err'] = rdf.spot_price - rdf.wt_mean_price\n", + "rdf['sq_est_err'] = rdf['est_err']**2" ] }, { @@ -909,7 +834,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 29, @@ -918,9 +843,203 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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gRiKEwD/Eh37jk+k6JJqgiPYxzAyL82fyA/1Z98MBNv2STf7eSs65vkezopxaCpfTTdb2MhK7hzVZLMtyzZgr6xnYQo55xemNb6AXI6Z0butmKP7EaS8IACOnts8vnt6gY8ikVJJ6hrHwg118+8JG+o5LYsCFKW0ywW3DT1ls+CkLv2BvhlySSueBjU8Ml7mlFCEguVdYK7dSoVC0FmeEILR3YjsGM/XhgSz/Kp2NC7LJ3FJKZHIgvgFemA4Op73wC/ImJMa3VYbNNWV1bP41h/iuIdRbnSz8YBfbl+Qx/IpORKccf9RyYGsZMR2Dz7gFRRSK0wklCO0EL5OBsdd0IyUtnM2/ZZO/rxJrjR2383BvW3zXEEZd2aXFIyxWfr0foYOx13bDL8ibPWuKWPNdBl8/u5HOg6IYMqnjUecAVJfWUZ5vZtjkji3aJoVCcXJRgtDO6NAngg59tKgjKSX2OifWGjvWGjulObWs/+EAs59Yx4ALkul9bmKLzJ3I21NB5uZSBl2ccjB1Q7ehMaT2jWDjgmy2Lswlc3Mpgyem0mt0/F9C3w5s1cJ3z6SVpRSK0xElCO0YIQTevka8fY2ERPsR1zmETv2jWD5nH2u+y2TfumJGT+9KdIfmO6LdLjfLv0wnIMyH3uckHnbMy8fAkEmp9Bgey7I5+1jxVToHtpUx9tpuBIQeyvlzYGsZYXH+J7wKmkKhaFtOnUxWCgD8gr05/29pTLitF/Y6J18/v5GlX+ylJLuG6lIrNrMDt6tRuQIB2LGsgIoCC8MmdzzqalyB4SYuuK0Xo6d3pSSrhtmPr2XvmkKklNTV2incX0VK7/CWukWFQtFGqBHCKUpKr3DiOgez9vtMti/OY8fS/MOOG330eJsMRKcGMfzyTkfMH2MzO1g3P5P4riHHnRwnhKD78FjiuoSw6MNdLPxwNwe2lhGVEoSU0EGZixSKUx4lCKcwXj4GRlzRmbRR8VQWW6m3Og4lI7M4qbPYydhUSu6uCoZf3okug6MPi1Ba+30mdpuL4Vd0anTkUlCEiUn39mXLbzms/T6TjM2l+Id6E55w8hb7UCgUrYMShNOA4Cjfg2vw/pkBE6z8/vFuFn20m/0bSzj7qi74h/hQllfLzuX59Dw7vskrN+l0gr7jkkjsEcay2XtJ6RWhZpAqFKcBZ0wuozMZt1uyfXEea77LQKcXDLu8E3vXFFFRYOGqxwefEes0KBRnMo3NZdQop7IQ4nwhxF4hxH4hxL+OcNxbCDHHc3ytECLZ8/lVQogtDTa3EKK351g/IcR2zzmvCtXFbDV0OsFZYxOY+uhAwhMCWPzJHgrSqxg0sYMSA4VCcZDjCoIQQg+8BowHugPThBB/TnZ/I1AppewIvAw8CyCl/ExK2VtK2Ru4GsiSUm7xnPMGMAPo5NnOb4H7URyDoAhfJt3dh1FXdqHnSG0lMoVCofiDxvgQBgL7GyyJORuYCOxqUGYi8B/P67nA/4QQQh5uj5oGfOGpIwYIlFKu9rz/GJgE/Nz8W1E0BqET9BwZ19bNUCgU7ZDGmIzi0NY//oM8z2dHLCOldALVwJ+znE3BIwie8nnHqVOhUCgUJ5HGCMKRbPt/9kQfs4wQYhBglVLuaEKdf5w7QwixQQixobS0tBHNVSgUCkVzaIwg5AEJDd7HAwVHKyOEMABBQEWD41M5NDr4o3z8ceoEQEr5tpSyv5Syf0SEmvykUCgUrUVjBGE90EkIkSKE8EJ7uH//pzLfA9d6Xk8Gfv/DfyCE0AGXA7P/KCylLARqhRCDPdFF1wDzTuhOFAqFQnFCHNepLKV0CiH+DvwC6IH3pZQ7hRCPAxuklN8D7wGfCCH2o40MpjaoYiSQ94dTugG3Ah8CJjRnsnIoKxQKRRuiJqYpFArFaU6LTkxTKBQKxemPEgSFQqFQAEoQFAqFQuFBCYJCoVAoACUICoVCofCgBEGhUCgUgBIEhUKhUHhQgqBQKBQKQAmCQqFQKDwoQVAoFAoFoARBoVAoFB6UICgUCoUCaNwSmqc85fm5uByOtm5GmxAYEYmPn39bN0OhUJwCnBGCMP+lpynPy2nrZrQJ4YnJXP3sK+h0+rZuikKhaOecEYIw+toZ2G3Wtm7GSacsJ5tVX33G3lXL6Tb87LZujkKhaOecEYKQ1Kt3WzehTejYfzDpa1eyeu7ndBkyAp1ejRIUCsXRaZRTWQhxvhBirxBivxDiX0c47i2EmOM5vlYIkdzgWC8hxGohxE4hxHYhhI/n82me99uEEAuEEOEtdVMKDaHTMfSK6VQWFrBr2e9t3RyFQtHOOa4gCCH0wGvAeKA7ME0I0f1PxW4EKqWUHYGXgWc95xqAT4FbpJQ9gLMBh+fzV4DRUspewDbg7y1yR4rDSO0/iKgOnVj99WxczjPTsa5QKBpHY0YIA4H9UspMKaUdmA1M/FOZicBHntdzgbFCCAGcB2yTUm4FkFKWSyldgPBsfp5ygUDBCd+N4i8IIRh2xVXUlBazY/HCtm6OQtHukHY7ljVrKX7+eTInXULOjTdRn/nnJeDPDBrjQ4gDchu8zwMGHa2MlNIphKgGwoDOgBRC/AJEALOllM9JKR1CiFuB7YAFSAduP9LFhRAzgBkAiYmJjb0vRQOSe/cjpnNX1nw7hx6jxmLw8mrrJrUI1vXrcZZX4DdsKPqAgLZujuIUwlFSgnnJEizLl2NZtRq3xQJGI759+lC3YwcHJk4i7Ja/EX7zzYjT5PfSGBojCOIIn8lGljEAw4EBgBVYJITYCCwDbgX6AJnA/wEPAjP/UomUbwNvA/Tv3//P11U0AiEEw6dczVdPPMS2RQvoO/7itm7SCWPbt4+cG29C2u2g1+Pbty/+o0biN3Ik3p06oQ08T02clZXULlyIeclSfLp3I+zmm9GdQQ+l1kTa7ZS//wFlr7+OtNsxxMQQeMEF+I8cge/gIej9/XCWlVH81NOU/d//qPn5Z2IefwLfvn3auuknhcYIQh6Q0OB9PH817/xRJs/jHwgCKjyfL5VSlgEIIX4C+gI1AFLKDM/nXwJ/cVYrWo7EnmeR0D2Ntd9+SdqY8zB6+5zU60spcVdX4ygqAsCna9dm1+Wur6fgvn+iCwgg9pmnsW7YiHnZMkpeeBFeeBFDdDSB48YR9rcZGEJDW+oWWhVnRQW1vy2k9pcFWNauA5cLQ2Qk5kWLqPnpZ2KeOHMeSq2FdfNmih59jPr0dALOP5/w2249YufBEB5O3EsvEjTxYgr/+1+yr7qKkGlTibj77tN+JCqkPHan2/OA3weMBfKB9cCVUsqdDcrcDqRJKW8RQkwFLpVSXiGECAEWoY0S7MACNKfzZmAj0EtKWSqEeALwlVLee6y29O/fX27YsKGZt9p47Hl5VH01F1Of3vgNHIjO17fVr3kyyNuzkzmPPcDI6Tcw4KJLW/Va1g0bqPrmW5xFhTgKi3AUFSHr6g4e9x0ymMh77sGUltbkuouffoaKjz4i4a038R816uDnjuJiLMuXY166lNrfF6MzmQj72wxCr7kGnbd3k69Tn5FB1VdzcdfVoQ8KQh8cfNhmCAvFEBWFzufI4irtdmzp6dh27sS2cxf2AweQbhcCAeLQJm026nbsAJcLr6QkAs4/n8Dzx+HdtSuWFSsofOwxnIVFhFx1FZF334XOz6/J93Im46qtpfTll6n8YjaG6GiiH3mEgDGjG3Wu22Kh9NVXqfjkU4S3N15JSXglJuKVmIAxMRGvxCS8OqRgjIxs5bs4MYQQG6WU/Y9b7niC4KlsAjAL0APvSymfFEI8DmyQUn7vCSX9BM0EVAFMlVJmes6djmYOksBPUsr7PZ/fAtwJOIBs4DopZfmx2nEyBMFts5E1ZSr1e/cCIIxGTP374T98OH7Dh+PdufMpbY6Y++QjFB/I4Ob/excvU+sJXeall+LIysarU0eMUdEYY6IxRMdgjInGUVBI+Tvv4KqsJODcc4i48068O3ZsVL3mFSvJvekmQq66iuhHHj5qufqMDEqefwHzkiUYYmOIvPseAi+YgNAdO45Cut1YVqyg4uNPsKxYgTAa0QUE4KquBpfriOfog4IwREdjiIrEGBUNgG3XLur37UN6UqboAgK03qjBAFKClEgkSM2kZ+rfj8Dzz8e7S5e/fL9cZguls2ZR+dlnGGNiiP7vf/EfMbxRf68zFSklrooKLGvWUPLsczhLSwm5ejoR/7gTvX/TBbVu+w5qfpiPPTsHe04Ojtzcg/+3oHVwQqZNI2DMGO3/uJ3RooLQXjgZglD4yKNUffUV8f/7P4TJhGXFSiwrVlCfng6AITKS4MsvJ+SqK08Zc0RDCvfv5fOH7mXI5Gn0Hf/nYLGWwZ6bS9bkyYTfeSehV175l+Nut4v6ikrK5symYt53OBwOvIcOIWzSJFJGjTnqQ9tZWUnmxRejDwoiZe7co/bMG2JZs4biZ5+jfvdufNLSiPjHHRjj4tCZTOhMJoTJhPDyQlqtVM2bR+Unn2I/cABDRAQhV04jeMoUDKGhmsmrthZXdTWuqipcVVU4S8twlhTjKC7GWVSMs1h7jdOJd/dumHr0wMezGRMSTrgjYd20mcKHH8aemYmpXz+84uMwREZhiIz0bBF4JSZiCAs7oeucarjr66lduBB7Rib27Gxty8rCbTYD4N21KzFPPN6s0ejRkC4XzqIi7Dk51G3ZQuWXX+EsLMQQFUXwlCsInjz5sFGDdLtxlpRgz8rCnpODT7fumNJ6tlh7jocShGZQPX8+Bf+8n7AZM4i85+7DjjmKi7GsWEntr79iXroU4e1N0KWXEHbddXglJbVam1qDb597nMyN69q6GUekd3Qiox594i8PNSkleX+/A8uyZSR/9WWTfBDS7aZ63veUzpqFs7j4rwV0Om1zOvHp2ZPQa68hcNy4dhld4q6vp/ydd7GsWIGzpARHaSk0TNyo0+E/ejShV12J75Ahp/RotjG4qqrIvfU26jZvBp0OY2ysZtZJSsIrOQmvlA74DR6EMBpbtR3S6cS8bBmVn32OZeVKMBgIGD0adDpNBLKzkTbbYecEnHsuEXfdiXdqaqu2DZQgNJn6zEwOTL4cn+7dSPrww2MO++ozMqj48EOqv5uHdDoJOOccwm68AVPvUyNFhrminH1rV4F0t0r9Ze+/j9DrCbv22iMXEDqMPt4YvX0ObsJiZtXbr1FQU8Xw3DKSpl1J2A03HHTiVc75kqLHHiPygQcIu/66ZrXLbbViWbsWt8WKu86KrKvDXWfDXWcFlwv/0WMw9el9Sj1EpduNq7oaZ0kJzuJirBs2UvXVV7gqK/Hq0IGQadMIumQSen8t462027Ht3Ufdtq3Ytm3DtmcvPl27EHjBBfgNGdLqD86WxFFYSM7NN+PIziHmqacIGHdeu4jGsmdlUTl7DtU//oDe1w+v5GTPloRXcjLG2Fiqf/iBivc/wF1XR9CkSUT8/XaMsbGt1iYlCE3AXVdH1hVTcJaVkfLdtxijohp1nrO0lIrPPqPyi9m4q6sxREXh07MnprSe+PToiU/PHhhCQlq8ve0Ze04OGeeNI/L++wm74fomnWutruKDu2/B1+5g4IZdGIOCCJtxM35Dh5I17Up8+/Yh4d13j+sHONNx19dTu2ABFZ9/jm3rNnS+vviffTaOggJsu3ZpobqAPjwcn86dqduxA3dNDfrgYALGjSPwggn49u//l7+zlBJpteK22zXRFEIbWQmBEAK33Y6zsBBHQQGO/HxtX1CAq6qa4KlTCJwwocXEtj49nZybZ+A2m4l/7TX8Bg1skXpPJs7KSsrfepvKzz8HKQm58kpCr78OQ1RUi3dKlCA0gYKHH6b6629IePvtZjnr3BYL1T/8iHXDBmw7dmA/cODgMWNCAgFjRhN2yy1nhDiUvf0OpS+9RMdFCzHGxTX5/L2rV/DDrGcYPOZ8EjZuw7JsOaA5blO+/x5jVPuO5mhv1G3fQeXnn2NeuhSv5GRMvXphOqsXpl69MMTGHnyQW1asoObHn6j9/XdkXR2GqCi8EhJwmc2a78Rs1mzyR3GsHwnh64sxNgacLuxZWfgOGkT0ww/h3anTCd2TddMmcm+5FeHtReI775xQCHN7wFFQQOlrr1H97XfgdqMPCcEmD7j7AAAgAElEQVS7U6dDW+fOeHfqeEIhr0oQGkn1vHkUPPAvwm75G5F33dUidbpqa7VQwx07sG7Zgvn3xej8/Qm/5RZCpl/VLoa1rcWBSy8Dg4GUL+c0u475Lz9DxoY1TH96Fr4lZZR/+CEhU6aqyJqTgNtqpXbxYmoXLMBVWYUuIABdgD/6gEDPPgDh5e2JlHIjpQS3FjUlDHotkiwuDmNcLPrgYIQQSJeLqq++ouTlWbgtFkKnTyf877cfNGM1hdpFi8i/516MMTEkvPsuXvFN73S0V+ozD3gCWPZRvy+d+vR03NZDafs7r12DPiioWXUrQWgEddt3kH3NNZh69iTxg/dbLVzMtm8fJc+/gGX5cowJCUTedx8B5517StmqG4M9N5eMc88j8p//JOzGG5pdj7W6ig/vvY3AiCiunPmCStt9muCsrKT0pZepmjsXQ3g4kff/E5+ePXGVl+Msr8BVcWjvtliRTifS5UI6HeBwIh0OLGvW4NOzJwlvvnFKRvk1Bel24ygopD59H46cHEKP5pNrBEoQjoKzrIyan36iev4P2LZvRx8WRso335wUU4R5+QpKnnuW+vT9mPr1I+pfD7RoKFxbU/bOO5S++BKpCxeecM/tD9PR8KnXMOiSK1qohYr2QN22bRQ9/gS2HTuOeFwfFITO3x8MeoTBiNDrtc6awYB3p45E//vfanJeE1GC0AC3xULtokVUz/8By6pV4HLh3b0bQRddTNBFF2IIP3lLMUink6qvv6H01VdxVVQQes01RNx1JzqT6aS1obU4cNlk0OlI+erLFqmvoekoPDG5RepUtA+ky6X5K2z1GMJC0YeFYQgN1cxMp1Ck06mCEgQPUkoyzjkXR34+xthYAi+6iKCLLmz0zNjWwmU2U/Lii1R9MRtjQgIxTzyB3+A/J5E9uUgpsR84gFdKSpPNWS1lLmqItaZaMx2FRzDlP88g1LrQinaITqdr92ZNJQgNqPnpJwxRUZj69Gl3IYuWdesofPgRHDk5BE+ZQuQ/72uWs60lqPj0M4pnzsSnVy8i7723SaF85e++S8kLL7aIuagh+9asYP7Lz7RYfQpFS6M3GOgydCT9LphEZHKHtm7OEVGCcArhrquj9NX/o+KjjzBERhL17wcxpaWhDw1tVlK25uAoLiZzwgUYkxJxVVTiLCrCb+QIIu+5p1FhfQcmXw5CtJi5qCH71qygslCtn6Ron9SWl7Jr2WIc9Tbiu/ek34RJdOg3AF07GtEqQTgFqdu6lYKHHsK+P+PgZzp/f/RhoRhCwzBERBA85Qr8hw1r8Wvn3XkX5iVL6DD/ewyRkVR+9hllb72Nu7aWoIsvIvyOfxy152/PyyPjnHOJ/Od9hN14Y4u3TaFo79gsZnb8/iubFsyntqyU4KgYeo+7kJCYlpt9nNy7b7NFRgnCKYrbbseyciXO0lJcFRVaGF55Oc7KCuwZmThLSgg491yi/vVAsyZ+HQnz0qXk/u0WIu66k/Bbbjn4uau6mvJ33qHik0/B7Sbs5psIu+WWv8yjKH/vPUqef4HUhb/hFR/fIm1SKE5F3C4X+9evZuOP8yjYt7tF677zk2+avdqhEoTTEHd9PRUffEjZm2+ClITNuJmwG29sVNbPo9ZZV0fmhRchfHzo8O03R0zo5igqouTFl6iZPx+vjqnEzpx5WN6mA5MvByBl7lfNbodC0S6QUkvJ0QJUFORjt1papC6AqA4dm+0DVYJwGuMoKKD4ueepXbAAY1wcUf9+EP8xY5o10a3kxZcof+cdEj/+CL+Bx3Yim5cupfA//8VZVKSFy975D5wVFZq56L57CbvppubekkLRdphLION32L9I2/tHwoTnIfn0mRnf0gvknA+8grZAzrtSymf+dNwb+BjoB5QDU6SUWZ5jvYC3gEDADQyQUtqEEF7A/4CzPZ8/JKX8+ljtUIJwOJY1ayiaORP7/gyEjw/6gIC/pBow9Uwj5MppR5znYNu3jwOXXkbQRRcR+/RTjbqmy2ym9KWXqPz8C4zx8Zh696bmhx/axly07UuoyYeO50BUzxbr2SnOAPI3wu75mggUbdM+8w2DDqMhbx1U5UDvq+DcJ8Dv1F9fosUEQQihR1tC81y0NZLXA9OklLsalLkNbTnMP5bQvERKOcWz/OYm4Gop5VYhRBhQJaV0CSH+C+illA8LIXRA6B9rLx8NJQh/RTocVM+bR31GJm5zLa6a2oPJyFzVVTiyczBERRHxjzsImjQJ4YmXlm432dOvxp6ZSYeff2py4j3r+vUUPvwI9uxsfHr0IOXruU1odAsMyw8sg48uRluID/CP0oSh41jtR+17iqY1cLu1B9Lu+ZD+K0SnwbinICC6rVt2emAuhV8fhm2zQWeAhEGQOgY6jsUR0Z0t5dsI0ZvouPVrWPUqeAdootBn+ind4WhJQRgC/EdKOc7z/kEAKeXTDcr84imz2iMCRUAEMB5t/eXpR6g3F+gqpWy0ke2kCULmUlj2PCQM1L4s8QPBcGompLOuX0/x8y9g27YN706diLzvXvxGjqRq7lyKHnmUmCefJPiy5q2v7LbZqPzsM0y9euE7YMDhB2sKtN5XTYHWi6/JP/QaAYNvg8G3gk9g0y9sKYc3h4GXP1w5B3LWwP6F2nDfVgVCB8kjYOyjEH/c30Db43JC9gpNBHb/AOYi0HtB4mDIWQsGHzjnMeh3vZZuWtF03G7Y9CEs/A/YrTDsTuTQO8hxVLMyfyWrClaxrmgddc46BIIpXabwj4TzCfjlIchZDYlDYdxMiEo7JZ8FLSkIk4HzpZQ3ed5fDQySUv69QZkdnjJ5nvcZwCBgOpoZKRJNIGZLKZ8TQgQD24Gv0ExGGcDfpZRHWM7qECdFEKpy4a2R2uIx9bUgXWD00+yJqaMhdSxEdG7dNrQwUkpqf/mVkpdfwpGdg+/Agdj27sWnUycSP/m4dZLsfTwJMhdrr/0iITAWAuMgKA6q82Hvj2AKheF3wYCbwauR6ztLCV9MxZXxO/f0v5BCp4WhsUMZFjeM3uFpGAu3az3rjR+CpQS6XQxjH4PwJs5Md9hg5zew6RNwWMEUcmjzDdX2fhEQEKPdW0A0eDXIr+Oog+KdULj10Fa+37MokWjQ2xTgdoDTBgYTdDoXul2Mu9M5pNeVEF1vI+iXhyBrudabvegViOzWtHs50yncBj/eA3nrIXkE1ef9l3fyF7MwZyH55nwAEgISGBo7lCGxQ1hftJ4v9nxBqE8o9/e7j/OryhELH4W6Sq2zERgPockQkgKhKRDeWRudGk7OnKHm0JKCcDkw7k+CMFBKeUeDMjs9ZRoKwkDgeuB2YABgBRYBDwNbgVJgspTyayHEPUAfKeXVR7j+DGAGQGJiYr/s7Ozj3VPzcdbDB+ORpfsov/Y7wsM6QdYKyFis9T4rPPMDEgbBkNuh64XQjiafHA/pcFD55ZeUvfY6rtpaOnz7Teuk8DCXwItdtFHA2EeRei/MDjPFlmKKrZrmD5be6Jc8A/t/0wRj5H3Q77rj/6jWvAkLHuCNAZN5vWwd3UK7kV6ZjlM68TP6MSh6EMPihjEqsj9RW7+Ela+Cq16re9QDmsPwWFTnwfr3YNNHYC3XfuwhKVBXoT0Q/tiOtNqcdxAExgACyvZpnQnQxCO6l/Yg1zXIqCslILWHTMIgXB1Gs6lqDwuzF7IoZxHF1mKCvIO4t9+9TDJbEb8+rHVSht8FI+4DY/Ojy05r6s1Qkan9XrNWwIb3wRSKPG8mP/j78cLGF6mqr2JE3AiGxQ1jWOwwEgMTD6tiZ/lOHl/9OLvKdzE0digP9bqNxKLdUHEAKg8c2ltKtRP8IqD/DdrWDs177cVkNAVt5HCdp9wjgA14ATADAVJKtxAiAVggpexxrLa0+gjhx/tg/TvMGjKd94qWEecfx5DYIQyNHcrA6IEEWatgz4+w7i2ozILgJBh0i2ZfbI7po41wmS24KsrxSkw8fuHmsO4dFi15hDndx1Dk1ITA6rQeViQ1KJXb+9zOWOmLbvFTmskkMB7O/S/0vOzI9trCbfDuWDakDOZGdw4TUibw9IinqbXXsq5wHSsKVrAyfyWFlkIMOgNTu0xlRodLCFnzpjZiMJqg//UQlKi99vIFo2dz2mDzJ9r/L0Dn8TBoBkWRXbC56gn2DibAKwC9Tq+ZH+qrwVKmmcFqCw/fu12a7T+mF8SchTswjlxzHlnVWbilGyEEAu3+hBDYnDZWFaxice5iKmwVeOu9GRo7lBHxI5ifMZ/NJZsZED2AR8+6g+RVbx6yf/tHaVtADAR49mGp0GWCdn9nCmX7YdUrUJauCYG5oaFBQL/ryBx4HTO3vMr6ovX0Cu/Fw4MfplvYsUdaLreLOXvn8OrmV3G4HEzpOoVuod1ICEggPiCeMJ8whN0Muetg3duw7xft/6XHJTD4Fojrd6iyuiqPSGVqQhLdCzqdd9L8Ei0pCAY0p/JYIB/NqXyllHJngzK3A2kNnMqXSimvEEKEoI0KhgN2YAHwspTyRyHEbOBtKeXvQojrgAuklJcfqy2tKgjbvoJvbmJRn8u4q2o9I+NHohM61hWuw+q0ohM6eob1ZEjsECZ2uIiEgm2w+jXNvugdCH2vgW4XaQ8CrzM7Na/8YDwXk4/ZL4w+kX2I8o3SNr8oov2iKbIU8cbWNzhQfYBuod24vfdtjLRLxG+PahEfKSNhwgsQ0eVQpXYLvDWKKoeZyfGxeBtMfHnRl/gZD/9bSynJrM7k410f893+7/A1+HJDzxuYHjUU05JnYPf3R2+4KQT6XoOr33WssOTyxZ4vWFmw8rAiAV4BBHkFEeQdRKhPKJG+kUT5RhHhG3HwNcCeij3sqdjDrvJd7K3ci8VxbFeZr8GXUfGjOCfpHIbHDcfXqJnQ3NLN1+lf8/KGl7G5bNzc62Zu9O+C14Hl2oOvthBqPfu6Cq0yn2AtQqb/Dcc2lUmp+XT8o0HfOmuBtDo5a+CLqeByaA/ZsA4Q+seWSl1gDO/s/YIPdn6AyWDirr53MbnzZHSi8b6YEmsJz61/jl+zfkVy6Hnpa/AlPiCelKAULk69mOE+MejWvwebPwV7LcT2AZ1RG6lYy/9acfwAGPMwpIxqdWFo6bDTCcAstLDT96WUTwohHgc2SCm/F0L4AJ8AfYAKYKqUMtNz7nTgQbRwkJ+klPd7Pk/ynBOMZj66XkqZc6x2tJoglOyGd8aQE9ODKT4WkgKT+Gj8R3jrvXG4HWwv3c7qwtWsLljN9rLtAIxJGMPV3a+mj8ONWPMG7PxWMxEIHYR30b4Msb0hpre2b8f2xRalpoDd/zuLK+KieWzIY0zuPPmIxVxuFz8d+InXt7xOnjmPXuG9+Hvv2xiSvwt+f0ITgCG3w8j7wdsf5t2O3PwZd/a/gOWVu/h0wqf0CDvmgJKMqgxmbZrFktwlRJoiua33bUxMOg+Ds17zC9it2t5hBbeT6siufJu1gNl7Z5NvzifSFMnkLpNJCEigur764FZVX0V1fTUVtgqKrcVU2CqOeH2TwUTnkM50C+1Gt7BupAanYtAZDgZGSSRSSnRCR8eQjnjrj/4dKasr49l1z7IgawEdgjpwU9pNxPrHEmGKINwUrgmIs17rrW54T3NQu53aw2bAjdqowVquhVvmb9L2BZvAVq2FW3a7WOvZJg9vWTOoy6GZuVoj6mvXPPj6ZgiKw33VV5T4+JNdk01ObQ65Nbnk1OawvXQ7JXUlXJx6Mff0u4cwU/NDSOtd9eSb88mrzSO3Npfc2lzyavPYUbaDcls5SYFJTOs6jYnxY/DfOQ+2zdG+ux5xIixVex0UDzu+gaXPQU2eFgAx5mEtiKCVUBPTGkt9Lbw9mjpbNdM7dqe4vpw5F84hzv/IaSGKLcXM3jubL/d+SY29hh5hPbi6+9WcF94HY8EWKNwCBZuhYIvm1ARtKD/6Ieh95Snlc2gWq1/n5XXP8HFIKIuvWEKwT/AxizvcDubtn8db296iyFLEqPhRPNDjZhLWvA1bPtUc0d0nwZrX+KLPRJ6q2sx9/e/j2h6NXz1qU/EmXtr4EltLtxLtF02kbyQmvQmTwYSPwQeTwYTNZWNxzmJsLht9I/syrds0xiaOxag7fm5+h8tBaV0pJdYSSqwluKSLLiFdSApM0kxMLcjyvOXMXDOTAsvhyf78jf6Em8JJDkxmYseJjAruhnHr57DxI6jO1RzWzjqtsNBDVHfNpBHZXRORvT+Dw6LZwrtP1MQhtAPYarTfSH31odfOeq1HK4TWAcKzd9k1H0x1rravytVGLkjN33beTM0J2xKsfh1++TfED+CzAVfwyo53qPvj/gAvnRcJAQkkBSYxvft0BkQPOEZlJ4bD5WBhzkI+3f0p20q34Wf0Y1LHSUzpMgWDzkBOTQ7ZNdnk1uaSXZNNnjmPrqFdubXnjaSkL4FlL2jPio7naibo6DTN19WCowYlCI1BSph7PXLXPB4eeBnzS9bx+jmvMzzu+DMUrQ4r8zPm8+nuT8mqySLSN5Kz48+me1h3eoT3IDWoA0ZzKeRvgFX/p0U4RHaHc/6rRZKcwjHNx0K+O5bx+lJSEobxxjlvNPo8u8vOZ7s/442tb+Byu7gp7SauD+qJz4IHoXg7e+P7cKV3LQNjBvLa2NeaNOQHzZT0e87v/JD5AxaHBZvLRp2zDpvThtVpxeV2cXbC2UzrOo0uoV2OX2Eb4nA5yK7JprSuVNush/ZbS7dSbC0m0hTJpZ0v5bLUS4gu2KZFXoV11EQgOo0yl5WdZTtJr0qnc0hnhoSdhTFzsTbS3ffLIfFoKjqjFkkWlADBiVpv2OWAtW9qvpWhd8CIe5pvVnW74deHYM3ruLtcwAspPflk7xcMix3GmMQxJAUmkRiQSJRfVJO/Iy3B9tLtfL7ncxZkLcDpdh52zGQwkRiQSIxfDGuL1lLvqufCDhdyS/frSNj1I6ycpQUsgGa+jOgGkV0P7RMGNzvkVQnCsZBSe0Bv/BC2fMZXA6fyeOkqbj3rVm7rfVuTqnJLNyvyV/DFni/YUrIFs8MMaD2UziGd6R7WnVHxoxhRXY74/XHNqZQ8As57QjMrnU5U5bDtjX5cFRvNzGEzmdhxYpOrKLIU8eKGF1mQtYA4/zge7H8/A2rKmZr+IbVOK3MvmntCw/7THafbyYr8FczZO4eV+SsRQjAqfhTjU8ZTaClkR9kOdpTtoNBSeNh5AV4BjEkYw7jkcQwOS9PEoa5KC5bw9mw+gdpELYOP9huSbsCzl1JzqPpFYJdOii3FFFoKKbAUUFNfw/iIPkQsfxW2fwkBsdr3/2jBA263NtpwOzSzl8upvXbZ4bdHYdc8bANv5t8mF7/lLOTKrldy/4D7W3w0diKUWkv5JesX/Ix+B0cq4abwgyHe5XXlvL/jfebsnYPL7eKSTpcwo+t0oitzoXSPZsYu3QMluzSzHsCD+ZoJqhkoQTgSxTth+1zYMVebmq73ZmfaRK6u3cjAaK3neSJfKrd0k1uby67yXQe33eW7qXXU0j+qP/f0voO07A2w9BnNnttrCpz3JPhHNP+e2hMrX+HZjS8xJySUpVOWEeAV0Oyq1hau5am1T5FZnUmMXwxFliLePu9tBse0np31dCOvNo+5++by7f5vD/o54v3j6Rne8+DWMbgjW0u38kvWLyzOWUyto5ZAr0DOSTqHhIAEau21WBwWau21mB1mzHYzdpdd630L0KE7GDXlcDsoshRRVld2mPMVNAfsjF4zuDqgM16/PKTNy0gYDDFnaaGb1jJtwqGlVPtt/BGyewQqz3mEf9RsZUvpFu7rfx/XdL+mdebSnARKrCW8s+0d5qbPRYeOsUlj6RLShY7BHUkNTiXWLwaduURzTJ9AbiUlCH8gJax4SYsiKt2t2U87nA1pl1OVMpwpv92ERDLnwjmE+DQtfUNjcLgdfL3va97Y+gYVtgrGJY/jzh43kLB1rmZK8vLTRKH3lae8Gcn91kjO9a6iR+LZvDrm1ROuz+Fy8OnuT3lz65tc2+PaJo/eFBp2l51d5btICkw65nfc7rKzumA1C7IWsDh3MRaHBYPOQIAxAH8vf/yN/vh7+eOl9wKpdYDcuLXXuDEIA9F+0cT4xRDjH0OMXwyxfrE43A5e3vQyS3KXkBiQyD/73cuo0mzEkme0CXx+4Z4tQnNw+4VrIxGd4S9brn8ot+58g0JzIU+NeIpxyeNO4l+y9SgwF/D2trdZnreckrqSg5+bDCY6BHUgNTiVBwc+iL+XGiEcpNkjhPfP14QhbTLubhez0ZLDTwd+4rfs37A6rHw8/mN6hvds+QY3wOKw8OHOD/lo50c43A6mdJnC3+LGEvLLI1roasoouGiW5shrK6TUHOIxZzXd+V2ewYZ3hnB9TBTPjXyO8SnjW6xZLrerXZkDzgQcbgdu6T5m5FNTWZm/kmfXP8uB6gMMjR3KAwMeoENwB+pd9VTaKqmwVVBhq6DSVkmdsw6H24HL7cIlXTjdThxuh2ZikS5eHf0qfaP6tljb2hPV9dVkVmeyv2o/GVUZ7K/aT15tHj9e8mOzfwdKEBogHTZ2VWfw04GfWJC1gBJrCSaDibMTzmZql6kn9YtVai3lja1v8E36N/gafbm37z1cWl2FWPgfzV569r9gyN/bJi585SuajTaimxYG1/WCxo9alj3PzK2vMS8knKVTlh2Mo1coGuJwO5i9ZzZvbHkDq9OKj8HnuHM0GpISlMIro18hJaiFopXOEJQgeJBSMvXHqewq34VBZ2B43HAmpExgVPyoNn1oZVZlMnPtTNYXrad/VH8eS7uV5GWztBw/4Z21dM5+4eAbfmhI7R+tJWtrjd5yRSa8PkQbHVgroDwdYvtqCeJSRx/3dOfrQxjra2VAyrm8MOqFlm+f4rSivK6cT3d/is1pI8QnhFCf0EN77xD8vfzRCz0GnQG90GPUGdHr9G0SOXQ6oAShAR/s+IAg7yDGJo4lyDuoFVrWPKSUfLv/W17Y8AL1znr+1msG1+vDMa5/D2qLNEfbHxEGfxDVE85/WpvN23INgY8nUly4mXeGTufCzpfRu2A3LHlGmziTMlJLEHe0zKGle1n93ghmxETx8tkvc07SOS3XNoVCccIoQTiFKKsr45l1z/BL1i90DO7IQ4MeontYd8/sU7sWdWEt06Kkfn8SqnO0maXnPQEhySfegC1fIL+7hdt7jmS5JQuAUfGjuKPX3+iSsUKbOGMt06Kixj2ljVYasvhpHtv5NgtCIlg6ZRk+BpV0TaFoTyhBOAVZkruEmWtmHswI6qP3OWw4HWGK4NKUC+idvkyLnPpjos/wu5sdn4ylDP43gJ8j4rlfX8U/+vwDIQTv73ifWnst45PHc1v360je/g2smKVdZ9xTcNY0zb8gJY7XBnC2v4ORqVqyOYVC0b5QgnCKYnFYWJSziFJrKZW2SirrKym3lVNpqySvNo8aew0TUiZwd5criV75mpYvJSBGy5zoE6ilYD44mShAy7gZfIyspl/fTNXu75iY2pnYgEQ+nfApep2eGnsNH+74kE93f4rdZWdSx0ncHn8eEb/9B3LXamakC2eBo45lH43l9uhI/jfmf4xKGHXS/lYKhaJxKEE4DbE6rLy7/V0+2vkROqHjhrQbuC6oJ6Ylz2r59201f005oDPCsH9o+fP/vAjN/oXw6WU83HMUP1hzmHPhnL+kbSirK+O97e8xZ+8cfPQ+3N33Li6rqUG36L/azNGoHvzbns2SkEiWTlmGUX/83D8KheLkogThNCbfnM9LG17i1+xfifaL5p5+93Be0nlajLLTfigZWV0lrH1LG0UEJcL4Z7Ssl0Jo2URfH8xqLyMz/Bzc2PNG7up311GvmVWdxRNrnmBd0Tr6RPbhsbTbSF35P+r3zGdUchLndZzE48MeP4l/BYVC0ViUIJwBbCjawHPrn2N3xW4A/Ix++Bv9CfAKwN/oj5+XH73Ce3FdQFd8F/xbm6ndaRyMfxbWv0vdmte4tGsfdEZfvr746+M6g6WUzMuYxwsbXsDisHBT2k2k2B08sPs93jr3LYbGDj0Zt61QKJqIEoQzBJfbxa/Zv5JZnYnZbj6Uc8Zhpqa+ht0Vu4n2i+aBfvcytmAfYumzWvZJt4OXug7lA1sO7533HgNjBjb6mhW2Cp5f/zw/ZP6ATugI9g5m0eWLtFz/CoWi3dFYQVC/4FMcvU5/zDQRG4s38uTaJ7l72T8ZFjuMB6/7jqRVb7C7bCcf1+dzScdLmiQG/H97dx5eRXk2fvx7n6xkYwkJW4AEwg4xrCKbCCrqa1FbKlBUXHAtP6q9arG29G19K1Vraau1KipFcQeLpoWKosiiKIKyyhYwSFhDgITsOTn3748ZYgiBHEJ27s91neucM/PMnHue5Jx7Zp6Z5wFahLbgj8P/yA86/4An1jzBFfFXWDIwphHwd8S0q4C/4YyY9qKqPlZufgjwCtAfyATGq2qaOy8JeB6IAnzAQFUtKLNsCtBJVSvtTMiOEKrG6/Py5rY3+fv6v1NUUsRtvW9zOtHKO8x7179Xr27WM8ZUv2o7QhCRAOAZ4AogHfhSRFJU9Zsyxe4Ajqlqojum8uPAeHc85leBm1V1g4hEA8Vl1v1DIOdcNsycu0BPIDf1vIkx8WOYtW4WszfOBuBPl/7JkoExppQ/x/mDgNQyYyS/CVwHlE0I1wG/c18vAP4uTgflVwIbVXUDgKqWjjQtIhHAz4G7gLfPbzOMP2LCYvjj8D/yoy4/YnfWbsZ0bBxdBxtjqoc/PUW1A/aWeZ/uTquwjKp6gSwgGugKqIgsEZGvROSXZZb5P+DPQN7ZPlxE7hKRtSKyNiMjw49wTWUGtB7Ajd1ubLCDihhjaoY/CaGiX43yDQ9nKhMIDAMmuc83iMhoEUkGElV1YWUfrqqzVXWAqg6IiWkkI4sZY0w95M8po3SgfZn3ccD+M5RJd9sNmkefk7MAACAASURBVAJH3enLVfUIgIgsBvrhtBv0F5E0N4ZYEflEVUdWfVOMMcacD3+OEL4EuohIgogEAxOAlHJlUoDJ7utxwMfqXL60BEgSkTA3UVwKfKOqz6pqW1WNxzly2GHJwBhj6lalRwiq6hWRqTg/7gHAHFXdIiKPAGtVNQV4CZgnIqk4RwYT3GWPicgsnKSiwGJVXVRD22KMMeY82J3KxhjTyPl7H4KNR2eMMQZoBF1XFBcXk56eTkFBQeWFTanQ0FDi4uIICrLuqo0xjgafENLT04mMjCQ+Pt6uq/eTqpKZmUl6ejoJCQl1HY4xpp5o8KeMCgoKiI6OtmRwDkSE6OhoO6oyxpyiwScEwJJBFVidGWPKaxQJoSFISUnhscceq7ygMcbUkQbfhtBQjB07lrFjx9Z1GMYYc0Z2hFAN0tLS6N69O1OmTKF3795MmjSJpUuXMnToULp06cKaNWuYO3cuU6dOBeDWW29l2rRpDBkyhE6dOrFgwYI63gJjjGlkRwi///cWvtmfXa3r7Nk2iv/9Qa9Ky6WmpjJ//nxmz57NwIEDef3111m1ahUpKSnMnDmT66+//pTyBw4cYNWqVWzbto2xY8cybty4ao3bGGPOVaNKCHUpISGBPn36ANCrVy9Gjx6NiNCnTx/S0tJOK3/99dfj8Xjo2bMnhw4dquVojTHmdI0qIfizJ19TQkJCSl97PJ7S9x6PB6/Xe9byDan7EGNM42VtCMYYYwBLCMYYY1wNvrfTrVu30qNHjzqKqGGzujPmwmC9nRpjjDknfiUEEblKRLaLSKqIPFTB/BARecud/4WIxJeZlyQiq0Vki4hsEpFQdwS1RSKyzZ1ut/AaY0wdqzQhiEgA8AxwNdATmCgiPcsVuwM4pqqJwF+Ax91lA4FXgXtUtRcwEih2l3lSVbsDfYGhInL1+W+OMcaYqvLnCGEQkKqqu1W1CHgTuK5cmeuAl93XC4DR4vSediWwUVU3AKhqpqqWqGqeqi5zpxUBXwFx5785xhhjqsqfhNAO2Fvmfbo7rcIyquoFsoBooCugIrJERL4SkV+WX7mINAN+AHx07uEbY4ypLv7cmFZRP8nlL006U5lAYBgwEMgDPnJbuz+C0lNKbwBPqeruCj9c5C7gLoAOHTr4Ea4xxpiq8OcIIR1oX+Z9HLD/TGXcH/mmwFF3+nJVPaKqecBioF+Z5WYDO1X1r2f6cFWdraoDVHVATEyMH+E2bCNHjuTkpbXXXHMNx48fr+OIjDEXCn8SwpdAFxFJEJFgYAKQUq5MCjDZfT0O+FidGxyWAEnuVUWBwKXANwAi8gecxHH/+W9G47R48WKaNWtW12EYYy4QlSYEt01gKs6P+1bgbVXdIiKPiMjJDv5fAqJFJBX4OfCQu+wxYBZOUlkPfKWqi0QkDvg1zlVLX4nIehGZUs3bVmv86f46NzeX22+/nYEDB9K3b1/ee+89APLz85kwYQJJSUmMHz+e/Pz80vXGx8dz5MgRwOkMr3///vTq1YvZs2eXlomIiODXv/41F110EYMHD7aO8owxVeZX53aquhjndE/Zab8t87oA+PEZln0V59LTstPSqbjd4fz89yE4uKl619m6D1xd+W0SlXV/3bNnT0aNGsWcOXM4fvw4gwYN4vLLL+f5558nLCyMjRs3snHjRvr161fh+ufMmUOLFi3Iz89n4MCB/OhHPyI6Oprc3FwGDx7Mo48+yi9/+UteeOEFfvOb31RvHRhjLgiNqrfTulRZ99fp6emkpKTw5JNPAlBQUMB3333HihUrmDZtGgBJSUkkJSVVuP6nnnqKhQsXArB371527txJdHQ0wcHBXHvttQD079+fDz/8sKY31RjTSDWuhODHnnxNqaz764CAAN555x26det22rKVDXj/ySefsHTpUlavXk1YWBgjR46koKAAgKCgoNLlAwICKuxq2xhj/GF9GdWSMWPG8PTTT5eOffD1118DMGLECF577TUANm/ezMaNG09bNisri+bNmxMWFsa2bdv4/PPPay9wY8wFwxJCLZkxYwbFxcUkJSXRu3dvZsyYAcC9995LTk4OSUlJPPHEEwwaNOi0Za+66iq8Xi9JSUnMmDGDwYMH13b4xpgLgHV/fQGzujPmwmDdXxtjjDknlhCMMcYAlhCMMca4LCEYY4wBLCEYY4xxWUIwxhgDWEIwxhjjsoRgjDEGsIRQLc6n++u0tDSGDx9Ov3796NevH5999hng9F80cuRIxo0bR/fu3Zk0aRIN6SZCY0zD06g6t3t8zeNsO7qtWtfZvUV3pg+aXmm5qnZ/HRsby4cffkhoaCg7d+5k4sSJpSOmff3112zZsoW2bdsydOhQPv30U4YNG1at22eMMSc1qoRQl6ra/XXbtm2ZOnUq69evJyAggB07dpSuc9CgQcTFxQGQnJxMWlqaJQRjTI3xKyGIyFXA34AA4EVVfazc/BDgFaA/kAmMV9U0d14S8DwQBfiAgapaICL9gblAE5zBd36m53lOxJ89+ZpS1e6vf/e739GqVSs2bNiAz+cjNDS0wnVa19bGmJpWaRuCiAQAzwBX4wx5OVFEepYrdgdwTFUTgb8Aj7vLBuKMlnaPqvYCRgLF7jLPAncBXdzHVee7MfXZmbq/zsrKok2bNng8HubNm0dJSUldhmmMuYD506g8CEhV1d2qWgS8CVxXrsx1wMvu6wXAaHFGbbkS2KiqGwBUNVNVS0SkDRClqqvdo4JXgOurYXvqrTN1f33ffffx8ssvM3jwYHbs2EF4eHgdR2qMuVBV2v21iIwDrlLVKe77m4GLVXVqmTKb3TLp7vtdwMXATTinkWKBGOBNVX1CRAYAj6nq5W754cB0Vb22gs+/C+dIgg4dOvTfs2fPKfOtC+eqs7oz5sLgb/fX/rQhVDS+Y/kscqYygcAwYCCQB3wkIuuAbD/W6UxUnQ3MBmc8BD/iNcYYUwX+nDJKB9qXeR8H7D9TGbfdoClw1J2+XFWPqGoeTuNxP3d6XCXrNMYYU4v8SQhfAl1EJEFEgoEJQEq5MinAZPf1OOBjt21gCZAkImFuorgU+EZVDwAnRGSw29ZwC/BeNWyPMcaYKqr0lJGqekVkKs6PewAwR1W3iMgjwFpVTQFeAuaJSCrOkcEEd9ljIjILJ6kosFhVF7mrvpfvLzv9r/swxhhTR/y6D0FVF+Oc7ik77bdlXhcAPz7Dsq/iXHpafvpaoPe5BGuMMabmWF9GxhhjAEsItWLmzJl1HYIxxlTKEkItsIRgjGkILCGcpyeeeIKnnnoKgAceeIBRo0YB8NFHH3HTTTfx0EMPkZ+fT3JyMpMmTTpt+YiICKZPn07//v25/PLLWbNmDSNHjqRTp06kpDgXc5WUlPDggw8ycOBAkpKSeP755wHIyclh9OjR9OvXjz59+pzSpXaPHj2488476dWrF1deeSX5+fm1UR3GmAas0juV65MBAwboya6hTyp7t+3BmTMp3Fq93V+H9OhO64cfPuP8zz//nD//+c/Mnz+f4cOHU1hYyKeffsrMmTNp3bo1d999NxEREeTk5FS4vIiwePFirr76am644QZyc3NZtGgR33zzDZMnT2b9+vXMnj2bw4cP85vf/IbCwkKGDh3K/Pnzad++PXl5eURFRXHkyBEGDx7Mzp072bNnD4mJiaxdu5bk5GRuvPFGxo4dy0033XTKZ9udysZcGKrzTmVzFv3792fdunWcOHGCkJAQ+vXrx9q1a1m5cmXpkcPZBAcHc9VVTr9+ffr0ISQkhKCgoNJuswE++OADNm7cyIIFCwCnQ7ydO3cSFxfHww8/zIoVK/B4POzbt49Dhw4BTnfcycnJpTGeXJcxxpxJo0oIZ9uTrylBQUHEx8fzz3/+kyFDhpCUlMSyZcvYtWuXX3vfQUFBOPfmVdxtNoCq8vTTTzNmzJhTlp07dy4ZGRmsW7euNI6CggLg9K6z7ZSRMaYy1oZQDUaMGMGTTz7JiBEjGD58OM899xzJycmlP/RBQUEUFxdXspYzGzNmDM8++2zpOnbs2EFubi5ZWVnExsYSFBTEsmXLKN/xnzHGnAtLCNVg+PDhHDhwgEsuuYRWrVoRGhrK8OHDS+ffddddJCUlVdio7I8pU6bQs2dP+vXrR+/evbn77rvxer1MmjSJtWvXMmDAAF577TW6d+9eXZtkjLkANapGZXNurO6MuTD426hsRwjGGGMASwjGGGNclhCMMcYAlhCMMca4LCEYY4wB/EwIInKViGwXkVQReaiC+SEi8pY7/wsRiXenx4tIvoisdx/PlVlmoohsEpGNIvK+iLSsro0yxhhz7ipNCCISADwDXA30BCaKSM9yxe4AjqlqIvAX4PEy83aparL7uMddZyDwN+AyVU0CNgJTz3trjDHGVJk/RwiDgFRV3a2qRcCbwHXlylwHvOy+XgCMlpO36VZM3Ee4Wy4K2H9OkRtjTDVSVVIPn+BgVkFdh1Jn/EkI7YC9Zd6nu9MqLKOqXiALiHbnJYjI1yKyXESGu2WKccZU3oSTCHrijMvcIKWlpdG9e3emTJlC7969mTRpEkuXLmXo0KF06dKFNWvWsGbNGoYMGULfvn0ZMmQI27dvB2DWrFncfvvtAGzatInevXuTl5dXl5tjzAWhxKds3pfFS6u+5e55a+n/h6VcPmsFw5/4mN+lbCEzp7CuQ6x1/nRuV9Gefvnbm89U5gDQQVUzRaQ/8K6I9ALycRJCX2A38DTwK+APp324yF3AXQAdOnQ4a6Ar397Bkb0VdzNdVS3bRzD8xq6VlktNTWX+/PnMnj2bgQMH8vrrr7Nq1SpSUlKYOXMmr7zyCitWrCAwMJClS5fy8MMP884773D//fczcuRIFi5cyKOPPsrzzz9PWFhYtW5DY5RX5GXSi1+w/3g+gxKiuTihBYM7RdM5JpyzH5w2DIeyC/h8dyZdYiPp2TaqrsNpVLYfPMFTH+1kxY4MThQ6HUh2aBHGqO6xDIxvzvq9x3lldRoL1qVz94hO3DE8gbDgRtUP6Bn5s5XpQPsy7+M4/fTOyTLpbvtAU+CoOv1iFAKo6joR2QV0xU0gqroLQETeBk5rrHbLzAZmg9N1hX+bdX4UpcSneEROT31nkJCQQJ8+fQDo1asXo0ePRkRKu7HOyspi8uTJ7Ny5ExEp7ajO4/Ewd+5ckpKSuPvuuxk6dGhNbVatUlWO5RVz+EQBGScKOZxdyOEThRw+UYAgTBjUnq6tIqu0bp9P+flbG9iw9ziX92jFmm8z+fcG51+yZUQIFye0YGS3GMYmtyUkMKA6N6vGFJf4WJt2jOU7Mli+I4OtB7JL593Qtx2/GNONds2a1GGEDd++4/n85cMd/OurdMJDArn2orYM7tSCgfEtaFumbscP7MAdwxJ44v3t/PnDHcz7fA/3X96VGwfEERjQuC/M9CchfAl0EZEEYB8wAfhJuTIpwGRgNTAO+FhVVURicBJDiYh0ArrgHBGEAj1FJEZVM4ArgK3nuzH+7MlXpsSn7D6SQ35RCQABIuzOyCE8JJDwkEDCggLweE7fAy3b3XRF3VjPmDGDyy67jIULF5KWlsbIkSNLy+/cuZOIiAj27288zSi/fW8L8z4/vffV8OAAin3KnE+/5dKuMdw1ohNDOkef0179X5bu4P0tB/nN//RgyvBOqCppmXl8sTuTL749yhe7M1m06QBPfrCdO4d3YuKgDoSHnPse3pb9Wfxn4wHyi0qIahJEVGig+xxEVJNAmocF0zIihBbhwQRU8D+RXVDMzkM57Dh0gh2HTvBdZh4+VUSk9JBaBAq9Pr7+7jg5hV4CPcKA+OZMv6o7l3SOZsmWg7y06lsWbTrA7UMTuO+yzkSFBp3ztlzIjucV8Y9PdjH3szQApgzvxH0jO9MsLPiMyyTGRjL7lgGsTTvKH/+7jYcXbmLWhzvo1DKcds2b0LZZKO2ahdGueRPio8PoGB1eS1tTsyr9lqiqV0SmAkuAAGCOqm4RkUeAtaqagnP+f56IpAJHcZIGwAjgERHxAiXAPap6FEBEfg+sEJFiYA9wa/Vu2rlTVfYezaOgqIT2zcMQgdxCL7lFJRzKdhqaRISo0EBahAcTERLo9w9ZVlYW7do5TS9z5849ZfrPfvYzVqxYwdSpU1mwYAHjxo2r9m2rTVn5xby9di8ju8Uwrn8csZGhxEaGEBMZQnhIIMdyi3jtiz3M/WwPk178gp5torhzRALXJrUlqJI9sPfW7+Ppj1MZP6A9dwxLAJy/SULLcBJahjNhUAdUlVWpR/jHsl38YdFW/r4slduGJDB5SMez/ggAZJwo5L31+1iwLp1tB08QFCA0CQrgRKGXM/UD6RFoEe5sX8uIYESE1EMn2F+mcTIsOICO0eEEegR1DztVnYfHA2OT23Jp1xiGdI4msswPfnL7Ztw0uCN/XrKd55bv4q0vv2Pa6C5MurgjwYGNe2+1qvKLSth3PI/0Y/ls2JvFi6t2k1Po5Uf94njgiq7ndKQ1IL4FC+65hA+/OcR/Nx9k37F81nx7lIPZBZT4vv+H6Nkmih8PiOO65Ha0CD/7/1h9Zr2dulSVfcfzOZpbRLtmTYiOCDllvrfER15RCTmFXo7lFVHiU4IDPDQPDybr8H5+eP1YNm/eDMCtt97Ktddey7hx40hLS+Paa6/lhRdeYPLkycTExDBq1CjmzZtHWloat99+O8nJyUybNo29e/dy2WWX8dlnnxEbG3ve21SZmurtdN7ne5jx7mb+PXUYfeKanrFcQXEJ763fxwsrvyX1cA5tmoby08sSGT+wfYWJYf3e49z4/GqS2zfj1Tsu9usHcd2eYzz7SSpLtx4mPDiA6/u2o1VUKKFBHkKDAggNDCAkyENxibJ40wGW78igxKdc1L4Z4/q14wcXtaVZWDA+n5JT5CU7v5jsfC9Z+cUcyyviSE4hGScKS58zcooo8flIjImga+tIusZG0q11JO2aNanwyPJcbN6XxczFW/lsVyaBHiE6Ipjo8BCiI4KJiXCeO7QIY0zv1sRGhp7XZzUkm/dlMXvFbvYczWPfsTyO5BSdMn9091gevKob3VtXX1uMt8THoROF7DuWz5b9Wfzrq31s2pdFUIAwunsrfjwgjku7xhAY4CGn0Mu+Y/mkH3OS1P7j+XRtFckPLmpba0nd395OLSG4DmcXcDC7gNjIEFo3PfsehE+V7PxijuYWkeM2SkWGBhERElj6QxPokXrfuFlTCeHap1dS4oPF04b5VQc+n7J8RwbPLEtl7Z5jdIwO4+dXdOUHSW1Lf0QPZOUz9u+fEhrk4b2fDjvnvbBtB7N59pNd/HfTQYpKfBWWaR0Vyg392vGjfu1IjK1a+0ZNU1VW7DzCF7szycxxEtKR3CIyc5ykVFDswyMwNLElN/Rtx5herSs8XVboLWHnoRx2ZeTQJTaSHm0i6/3/a3mqyltf7uW3KVsIDw6gd7umtGvWhLjmTYhrHkZc8ya0bxFGq6jaSY5bD2SzYF067369j8zcIlqEB5e2pZUV6BG8PqVVVAiTh8QzaVBHmobV7GlASwjn4FhuEXuP5dE8LJi45k3O6YtR5C3haF4xx3OLTvmhCfR4SpNDREggkaH+n16qLTWREDbvy+Lap1fx+7G9mDwk/pyWVVWWbT/Mn5bsYOuBbLq3juQXV3ZjSGI0Nz6/mrQjefzrviFVbow+qbjER0FxCQXFznOht4QSHyTGRlTYFtCQpB7O4b31+1j49T7Sj+XTJCiAK3q2YnSPWA5lF7D1wAm2Hsgm9XAO3jKnPNo0DeWy7rGM6hbL0MSWNAmuWmO8qpKd7+Wgu4N1KLuAEwVeru7d+pSG2/OVX1TCjPc2s2BdOsO7tOSv45NPO6qvK0VeH59sP8z7mw/SJDigNDmdTFAtwoJZmXqEF1fuZuXOI4QFB3Cjewq0fYuaucLQEoKfThQUk3Ykj/CQAOJbhjtXFlWR9+QPjffUHxyfKqFBAcRGhtC0SVC9SQw1kRB++95m3vxyL18+fHmV93p8PuU/mw4w64PtpGXm0SI8mGN5Rbw0eQCjureq1ngbK1Vl3Z5jLPx6H4s2HeC4u5faOiqUHm0i6dEmih5tougUE86W/dl8vPUwK3dmkFtUQkigh0s6R9OuWZPSNrTcQm/p6yKvDxHnUkGP+0KA4hLl8IkCCopPPwILDvDwk4s7cN/IzsSe5x77t0dyuffVdWw/dIJpo7owbXSXBpvIv9mfzYurdpOyfj8+VS5OiCYxNsJpE4sJdxqxmzU576ubLCFUQlXJKfTyXWYeQYEeOseEE+Cp/vN5qsrx/GIOZxdS6HW+bDGRITQLCz6v5FMdqjshFBSXMPDRpYzuHstfJ/Q97/UVl/iYvzadF1fuZvKQ+HM+4jCOIq+PbQezad88jOZnOdVW6C1hzbdH+XjbYT7ZnkFWfjHhIQGEBwcSERJIWEggESEBBAd4UJwGcZ+q+1oJ9HhoFRVCq6hQWkWF0rppKK0iQylR5fnlu5i/Lp1Aj3Dz4I7cM7IzLauwR//+5gM8OH8jAQHCX8cnM7Jbzbe11YaDWQXM/SyN1buOsDsjt/T+CICgAKF9izDe/enQKl9hZgmhAiU+JaegmOwCL9kFxZT4lKAAD51jImq8cUdVyS5wEkN+cQlBAU5iaBFed4mhuhPCwq/TeeCtDbx+58UM6Wx9FZpT7cnM5W8f7eTdr/cREhjALUM60iU2kuN5RRzLK+J4XjHH85zG+vziEkp8Wvrw+hRviY+0zDwuat+Mf0zq12jvy1BVMnOL+PZIbukj/Vg+T01IrvLZBX8TQqO//U5VOZpbRHaBl5xCL6pKgEeca8lDA4kIDaqVw00RoWmTYKJCg8gp9HI4u5D9x/PJzCmiddNQouphG8O5euvLvXSMDmNwQnTlhc0Fp2N0OLNuTOanlyXyt6U7mb1id+mlvAEeoVmTIJqGBdE8zLmkO8AjBHrEffYQ4BGu79uOe0d2bjA3HFaFiNAyIoSWESEMjG9Rq5/d6BOCiHA0rwifT2kZHkxkkyDCgwPq7MdXREqvSDpR4OVAVgF7MnMJDwmkTdPQOr1FvsjrY+XODAZ3ij7nG7m+PZLL57uP8uCYbud9eaVp3DrHRPDUxL786pruFHl9NAsLJjIk0P5v6oFGnxAAElqGEyD16zJQESGqSRCRoYG8+uYCmrbpSG5iV5qFBdM6KrRObjqauXgrcz9Lo2mTIG4e3JHJQ+KJifTvPO/ba/fiERjXP66GozSNRZtKLu82te+CSAiBNdBYXF1EhI+WLOKaa64htm8fMnKKOJ5XhEe+P1w+eegcGOChWZMgwqrQDUNlln5ziLmfpXFdclsKikt45pNUZq/czbj+cdw5vBMJLc98a763xMeCdemM6h5ba9d8G2Oq3wWREGpSbm4uN954I+np6ZSUlDBjxgymT5/O+PHjWbZsGQCvv/46iYmJ7Nmzh9tvv52MjAxiYmL45z//SXp6OikpKSxfvpymM2fyxlvziW7THm+5BrX8Yh/FBV6O5BQSGRpEq6iQaju9dCi7gAcXbKBnmyieGJdESGAAuzNyeGHltyxYl84ba75jTM/W/OzyLvRoc/rdnsu2Z5BxopDxA8/eG60xpn5rVAlh2dzZHN6zu1rXGduxE5fdetcZ57///vu0bduWRYsWAU7fRNOnTycqKoo1a9bwyiuvcP/99/Of//yHqVOncssttzB58mTmzJnDtGnTePfddxk7dmxpVxdnU+JTMnOdLhJSDxcTFRpE7HkmhhKfcv+b6yko9vHUxL6ljXWdYiL44w/78PMruvLyZ2m8sjqNJd8c5Mf94/j5Fd1o3fT7I4G3vvyOmMgQLusWU+U4jDF1r/6eS2kg+vTpw9KlS5k+fTorV66kaVOn756JEyeWPq9evRqA1atX85OfOB3F3nzzzaxateqcPivAI8RGhtK9dSSto0LJLfKSejiHtCO5ZOYUcjyviOz8YnIKvOQVeSksLsHnO/tlxc8t38Xq3Zn8fmwvEmMjTpsfExnCL8Z0Y+UvRzFlWALvfr2fkU8uY9YH28kp9HIou4Bl2zMY17/xdw1sTGPXqI4QzrYnX1O6du3KunXrWLx4Mb/61a+48sorAU5pwD5TY3ZVG7kDPB5io0KJjgjmiNufTXZBcYVlAz3O/Q7R4cGnXcVR5PUx68MdXJvUhh8POHtjcNOwIH79Pz255ZJ4nliynac+TuX1NXvp0y6KEp9y44D2Z13eGFP/2S7dedq/fz9hYWHcdNNN/OIXv+Crr74C4K233ip9vuSSSwAYMmQIb775JgCvvfYaw4YNAyAyMpITJ06c82cHeDy0igot7Yaga6tIEmMj6NQynI7R4bRvHkZokIcDWflsP3SCo7lFnLwR0evzcTS3iDZNQ5n5wz5+J6f2LcJ4emJfFt43hISWYSzbnsHFCS3O2uhsjGkYLqg7lWvCkiVLePDBB/F4PAQFBfHss88ybtw4brvtNhYvXozP5+ONN94gMTGxtLvrI0eOlDYqd+jQgU8//ZQ777yTkJAQFixYQOfOnas1xpyCYg5mF5JX5CUkMIDWUSFk5RezY/t2WsQl0K9D8yqtV1X5bFcmHaPDiGtuw34aU19Va9cVInIV8DecAXJeVNXHys0PAV4B+gOZwHhVTROReJyR0La7RT9X1XvcZYKBvwMjAR/wa1V952xx1MeEUJH4+HjWrl1Ly5b1p/sGp+sML4eyCijwOqPBFWR8x6C+SXUcmTGmplVb1xUiEgA8gzPMZTrwpYikqOo3ZYrdARxT1UQRmQA8Dox35+1S1eQKVv1r4LCqdhURD1C792hfYJyuM5zuOo7lFVPk9XE024ZiNMZ8z59G5UFAqqruBhCRN4HrgLIJ4Trgd+7rBcDfpfKT0rcD3QFU1Qcc8T/s+i0tLa2uQzgjESkdXOZY4xnC2RhTDfxpVG4H7C3zPt2dfqq18QAABz9JREFUVmEZVfUCWcDJHs4SRORrEVkuIsMBRKSZO+//ROQrEZkvItbRvTHG1CF/EkJFe/rlGx7OVOYA0EFV+wI/B14XkSicI5M44FNV7QesBp6s8MNF7hKRtSKyNiMjo8IAG1LDeH1hdWaMKc+fhJAOlL3IPA4of7KhtIyIBAJNgaOqWqiqmQCqug7YBXTFaXjOAxa6y88H+lX04ao6W1UHqOqAmJjT74QNDQ0lMzPTfuDOgaqSmZlJaKj1O2SM+Z4/bQhfAl1EJAHYB0wAflKuTAowGWdPfxzwsaqqiMTgJIYSEekEdAF2u/P+jXOF0cfAaE5tk/BbXFwc6enpnOnowVQsNDSUuDjrmdQY871KE4KqekVkKrAE57LTOaq6RUQeAdaqagrwEjBPRFKBozhJA2AE8IiIeIES4B5VPerOm+4u81cgA7itKhsQFBREQkJCVRY1xhhTRoO/Mc0YY8zZ+XsfgnVdYYwxBrCEYIwxxtWgThmJSAawp5Y/tiUN46a5hhBnQ4gRGkacFmP1aQhxnm+MHVW10gFLGlRCqAsistafc291rSHE2RBihIYRp8VYfRpCnLUVo50yMsYYA1hCMMYY47KEULnZdR2AnxpCnA0hRmgYcVqM1achxFkrMVobgjHGGMCOEIwxxrgu+IQgIt1EZH2ZR7aI3O/O+38isl1EtojIE2WW+ZWIpLrzxtRVjCKSLCKfu9PWisggt7yIyFNujBtFpMKOA2sgzgfcutosIm+ISKiIJIjIFyKyU0TeckfKQ0RC3Pep7vz42ojxLHG+5v49N4vIHBEJcsvWm7osM+9pEckp876+1aWIyKMiskNEtorINLdsvalLERktTtf760VklYgkumXrpC5F5GdufFvK/P60EJEP3e/OhyLS3J1ec/WoqvZwHzh9NR0EOgKXAUuBEHderPvcE9gAhAAJOD24BtRRjB8AV7vTrwE+KfP6vzjdkg8GvqiFuNoB3wJN3PdvA7e6zxPcac8B97qv7wOec19PAN6qpfo7U5zXuPUlwBtl4qw3dem+HgDMA3LKlK9vdXkbzpC6Hnf6ye9OvalLYAfQo0z9za2rugR6A5uBMJz+5ZbidAT6BPCQW+Yh4PGarscL/gihnNE4Q37uAe4FHlPVQgBVPeyWuQ54U52uvb8FUnFGlauLGBWIcqc35ftuya8DXlHH50AzEWlTC7EFAk3E6QI9DGc8jFE4o+gBvAxcXybGl93XC4DRIpWOsldTce5X1cVufSmwBqeb95Nx1oe63C/OcLZ/An5Zrmy9qkuc784j6oyEWP67Uy/qkrN/d2q7LnvgjDefp84AY8uBG8rFUv67UyP1aAnhVBNw9g7BGbdhuHvYuFxEBrrT/RlBrrZivB/4k4jsxRlg6Ffu9FqPUVX3uTF8h5MIsoB1wHH3n7x8HGcbZa9W41TVD07Od08V3Qy8Xz5OV53UpRvjVCBFVQ+UW6S+1WVnYLw4pzH/KyJdysfpqsu6nAIsFpF0nL/3Y+VjrMW63AyMEJFoEQnDOQJoD7Q6+bd2n2PLx+iqtnq0hOByz22PxRmsB5y9iuY4h2QPAm+7ewr+jCBXWzHeCzygqu2BB3C6IYc6iNE9v3kdzmm0tkA4cPVZ4qiTeqwoThG5qUyRfwArVHXlyUUqWE2t16WI3AL8GHi6okUqmFaXdRkCFKhzZ+0LwJy6ivMsMT4AXKOqccA/gVl1FaOqbgUeBz7E2RHZAHjPskiNxWgJ4XtXA1+p6iH3fTrwL/ewbA3gw+lPxJ8R5GorxsnAv9zX8/n+1FVdxHg58K2qZqhqsRvXEJzD2ZPjbpSNo8JR9mo4xrPFiYj8LxCDM9zrSfWlLn8PJAKpIpIGhIkz/sgpMdaTukwH3nHLLASSysfpqqu6HApcpKpfuGXecuM+JcbarEtVfUlV+6nqCPfzdgKHTp4Kcp9PnnqrsXq0hPC9iXx/KgbgXZzz34hIVyAYp3OpFGCCezVCAk7jz5o6inE/cKn7ehTOPxFujLe4VyMMxjlMLn+aobp9BwwWkTD3SOrkKHjLcEbRAyeBvVcmxsnu69JR9mo4xjPFuVVEpgBjgIknz32XibM+1OUsVW2tqvGqGg/kqWpimRjrTV1S5ruD8/+5o0yc9aEuvwGaut9rgCvcuE/GWOt1KSKx7nMH4Ic43/OysZT/7tRMPVZX63RDfuA0NGUCTctMCwZexTm/9xUwqsy8X+NcXbQd9yqfOopxGM55+g3AF0B/d7oAz7gxbgIG1FKMvwe2uXU2D+fUQSechJmKcxRz8qqtUPd9qju/Uy3+vSuK0+vW13r38dv6Vpfl5pe9yqi+1WUzYJFbX6tx9sbrVV3iNNpucr87n5yss7qqS2AlTqLaAIx2p0UDH+Hs6H0EtKjperQ7lY0xxgB2ysgYY4zLEoIxxhjAEoIxxhiXJQRjjDGAJQRjjDEuSwjGGGMASwjGGGNclhCMMcYA8P8BvoZ0TejOQTgAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#tail T\n", + "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).prices.apply(np.max).plot()\n", + "rdf.tail(T).spot_price.plot()\n", + "plt.legend(['min', 'median','mean','wt mean','max', 'spot'])" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "bond_amts = [rdf.iloc[k].action['amt'] for k in range(time_periods_per_run) if rdf.iloc[k].action['mech']=='bond']\n", + "burn_amts = [rdf.iloc[k].action['amt'] for k in range(time_periods_per_run) if rdf.iloc[k].action['mech']=='burn']" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([66., 4., 2., 4., 2., 1., 1., 0., 1., 1.]),\n", + " array([ 0. , 150.0450635 , 300.09012699, 450.13519049,\n", + " 600.18025398, 750.22531748, 900.27038098, 1050.31544447,\n", + " 1200.36050797, 1350.40557147, 1500.45063496]),\n", + " )" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -969,24 +1088,24 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 30, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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+cmnaslUeo8pj7PmbN2EWffzrj1+xBK2UcpWPHvsU8FHn3CNm1gjsMrOfO+eeyUPdIiUpEArT7PelvUlGMm+VTnlJfuT8TXLOHXTOPRJ7PAbsBlbnWq9IKRvVIl5SQHntIpjZOuBcYGc+6xUpNVqdUQopb8FuZg3A94A/cc6Npti/3cx6zax3cHAwX28rUpRGtDqjFFBegt3MqomG+u3OubtTlXHO7XDO9Tjnejo7O/PxtiJFKRJxGoqRgso52M3MgH8FdjvnPp17k0RK2/HJKSJOFxhJ4eSjx34J8F7gMjN7LPbnLXmoV6QkxZfhVbBLoeQ83dE59yCgGzOKxMSXCdCVo1IomjgrkmfxpXjVY5dCUbCL5NmIgl0KTMEukmfxoZhmLbsrBaJgF8mzgHrsUmBa3VEkQ0fGxnn24Fjacs8cGKXKY9T7qpagVSJzKdhFMvSR7zzG/+wdyqhsV2sd0Us8RJaegl0kQ4cC41y8sZ2PvuH0tGW7Wv1py4gsFgW7SIYCoSm2rvdz/tq2QjdFZEE6eSqSAeccgdCkLjqSkqBgF8lAKDxNeNpppouUBAW7SAY0hVFKiYJdJAPxYG+p8xW4JSLpKdhFMqAVG6WUKNhFMqChGCklCnaRDCjYpZQo2EUyoGCXUqJgF8nAaCiMGTTW6po+KX4KdpEMBEJhmmqr8Xi0/osUv7wEu5m9ycz2mNleM/tYPuoUKSaBUFjDMFIycv690syqgC8CVwIDwG/M7IfOuWdyrVtkqU1NRzgxMT1n+9CJSQW7lIx8DBhuBfY6514EMLM7gGsABbuUnGv/5SEe6x9Jue+1p3cucWtEspOPYF8N9Cc9HwAunF3IzLYD2wG6u7vz8LYi+ffc4TG2bWjnyrOWz9n36k0dBWiRyKnLR7CnOpvk5mxwbgewA6Cnp2fOfpFCC09HCE5Os21jO+979fpCN0cka/k4eToArEl63gUcyEO9IktKc9WlXOQj2H8DbDKz9WbmA94F/DAP9YosKQW7lIuch2Kcc1Nm9kHgp0AV8DXn3NM5t0xkiSWC3a9gl9KWl8vonHM/An6Uj7pECkU9dikXuvJUJGZUwS5lQsEuEqMeu5QLBbtIzIhupiFlQsEuEhMIhfH7qqiu0n8LKW36BovEaKEvKRcKdpEYBbuUCwW7SEwgFKZJwS5lQMEuEjOqHruUCd3nS4re0wcCfPiOx5icitBcV823b9pKi9+X2D98YpIP3P4It123ma5WPwDBySmu/+pOho5PJsp5Pcanfutstm1o533f+A0vDJ6Y8T4HRkKcvbp5aT6UyCJSj12K3v/uHWLvkeOsbffz5P4AT+0fnbF/175jPPTiEA+9MJTYtufQGI/2jdDd5uf8ta2cv7aV/mNBHnhukKPHJ/nFnkHaG3yJfeevbeVtW1bx7q1rZr+9SMlRj12KXt9wkKZaL7e+czMX//399A0H5+wH6E/aHt/2yavPYtPyRgAeHxihfziY2Pehyzbx+jOWLcVHEFlS6rFL0esbDtLd7md5Uy2+Ks+cYI8HevL2+Lb40AxAd5ufvuFgYt+aNj8i5UjBLkWvbzjI2rZ6qjxGV2sdfcMzx8b3DUWf70sK9n1DQZY11lDnq0ps627zs28oyL6hIGbQ1Vq3NB9AZIkp2KWoTUccA8eCid51d7s/46GYte0ze+TdbX7Gxqd4cv8IK5pqqa2uQqQcKdilqB0aHSc87eiOB3ubn76hkwEeiTj6j4XwVXk4enySExNTQDTkZw+1xOt4cO9RDcNIWdPJUylK4ekIj/aN8NT+AECi993d5md0fIr7dh+mrrqKQCjM5FSEiza08fCLw/zXkwdZ2VzLwdHxRJDHdcfqGA9H5uwTKScKdilKd+0a4Ja7nwTADDZ2NgAkZrjc9M3eGeXfunkVD784zM13PZHYtmlZ44wy3W1+fF4Pk1MRNi1rWMzmixRUTsFuZrcBVwOTwAvAjc65kXw0TCrb84ePU1vt4Zs3bqW13seK5loAXrupgx984BLGw9OJsn6fl7NXN3F+dytj49Gld31eD5u7WmbU6fd5+emfvJah4xNz9omUk1x77D8Hbond9/RW4Bbgz3NvllS6+EyYCze0z9huZmxZkzqUz1rVlLbe9R31rO+oz0sbRYpVTidPnXM/c85NxZ4+DHTl3iSR1Cc/RSQz+ZwV8z7gx/PtNLPtZtZrZr2Dg4N5fFspN8656EVJCnaRrKQdijGze4EVKXZ93Dn3g1iZjwNTwO3z1eOc2wHsAOjp6XFZtVYqwuDxCULh6Tnz0EUkM2mD3Tl3xUL7zewG4CrgcuecAltyFr/QSD12kezkOivmTURPll7qnAumKy/l565dA/xyz5G81nkoMA5oLReRbOU6K+YLQA3wczMDeNg59/6cWyUl40u/3Mvh0QmWNdXktd5LTmvXUIxIlnIKdufcaflqiJSmQGiKq7es5O/esbnQTRGRGK0VI1lzzjGq+4SKFB0Fu2RtPBxhcjqi+4SKFBkFu2QtEIpevt9S50tTUkSWkoJdshYPdvXYRYqLgl2ypmAXKU4Kdsmagl2kOCnYJWsjwUlAwS5SbBTskjX12EWKk4JdsjYaCmMGjbW6EZdIMVGwS9YCoTCNNV48Hit0U0QkiYJdshYIhWn2axhGpNgo2CVrgVBY4+siRUiDo5LWA88N8tyhsTnb9w4e15rpIkVIwS5pffDfH2FsfCrlvivPTHVzLREpJAW7LCg8HWFsfIoPvv403v+6jXP21/uqCtAqEVmIgl0WFJ+r3tlYQ0ONvi4ipUAnT2VBughJpPTkJdjN7M/MzJlZRz7qk+KhYBcpPTkHu5mtAa4E+nJvjhSbeLDrLkkipSMfPfbPADcDLg91SZEZVY9dpOTkFOxm9jZgv3Pu8QzKbjezXjPrHRwczOVtZQlpKEak9KSd5mBm9wKpJit/HPgL4A2ZvJFzbgewA6Cnp0e9+xIxElSwi5SatMHunLsi1XYzOwdYDzxuZgBdwCNmttU5dyivrZSCCYTC+H1V+LyaQCVSKrKemOycexJYFn9uZi8DPc65o3lolxQJrQcjUnrUDZMFKdhFSk/eLiV0zq3LV11SPAKhsKY6ipQY9dhlQaPqsYuUnJJa/OOloyc4PDoOwOqWOta0+ZmYmuaJgQAdDTV0tdbxeP8ILX4f6zvqeax/hIYaL5uWNfD4wAgTUxEAGmq8vHJVEwBPHxjl+MTJlQtrvB62dLXg8Rj7R0KsaKqlqojuEBSejvDEwAjh6cwmFvl9VZyzuplnDo7Ou0LjQo4en+Ds1c2n/DoRKZySCvavPfgS3354HwDt9T52feJKvvE/L/N3P36WGq+Hv3jLmXzyh08D8Km3n81ffv8pAP7uHedwy91PzqjrRx96DQ7HVf/04Jz32fHe87lgXRuvv+2X3HbdZq551epF/mSZu7N3gL/4f0+mL5jk1neew59/79Rek2xFU23WrxWRpVdSwX7jJet48zkr+MGjB/hObz+TUxEOBqI9+ImpCM8eGk2UffpAIPH4iYERAP75+vMYPjHJX37/KQ6NhnCxTu+n3n42GzrrGRuf4g+/vYtDo+McGZtgcjrCwLHQ0n3ADBwKRNvz739wIaT5RWLgWIib73qCx/qjn/+v3vZKNi1vOKX3M4xXrWnJqq0iUhglFewbOhvY0NnA3iPHoTd6Yi9+yTtA33Bwwcevf8UyDsaCMRAKJ4L9ktM6WN9Rz2RsqCYQDCeuuEyuvxgEQmEaa71cfFr69dbinzX++bdtbOf05Y2L2j4RKbySCva4+Mm8QOhkAMPCwe7zeqit9px8bTCcWNwmvs3n9VBXXTWj3kARBntLhjeQjn+u+LHQSVCRylCSs2JmB3v8Lj4HRsbnfdxcV42ZJb126uTKhbUnf761+KuLPtgzDei66ip8VR4OjESHqxTsIpWhpIN9NBbAa2I3VJ6OOLrb61M+jr/GW+WhocabCO/GGi/eKs+Mussl2M2MprpqpiOOGq+H2mrdxk6kEpR0sMcDuDsW7ABrWusSj5c11iTWOEkOw+Twnn3xTVMZBTtAc5039rd66yKVoiyCvav1ZLB3NNZQF+uZNtdVJ8omB1s8vFNdfNOctC/+HsUkEJo6xWCf+/lFpLyVZLDHe9mHR8eZmIrQ3uBL3Gh5dpinCrbmOm9iGCdVsI8WaY/dOcfoKV7ir2AXqTwlGezVVR7qfVUzZnvMF+apg72akdAkI8HUwT4SCjMSnARgbHyK6UhxLB8fCk8zOR2hpc6X8WsU7CKVpySDHaJB1Z9DsAcW6LEHJ6cZOjGZ2FYsc9mzuZuRgl2k8pRssDfVVc/bY286lWD3zw12IPFDA4pnOCaXYNcKjSKVo2SDvbmummNJt21L1UtvWiDYx8MRJqYiKXvsAMeCYZY11gBFFOxZ3KauST12kYpT0sGe/Hi+4ZdUwTZ7hsx89canURZNsGsoRkQyUJJLCkCKYPenGWP3pw7z2YHXNCvYe/cdY3BsgtDk9IxyZsy54CcScYmlgVOprfYQuz9sRsbD04n1bACOHp9M2eaFKNhFKk/OwW5mfwx8EJgC/ss5d3POrcpAW8PJmSFNddW01/swiy4J0B7b197goyP2uK3+ZPn2+pqT9fhnzjBpTyq3cVl0JcSP3vk4H73z8Tlt+NvfOpvrL1ybeP6urzzMr18anrfN153fxW3Xbcno833roZf5Pz94OuW+lvrMQ7q9IfpZk4+XiJS3nILdzF4PXANsds5NmNmydK/Jl9+/eB3t9T7WttdT5TF+54I1nL6ikcbaat5+7mqWN9WyvKmWN75yBV+6/jw2dp5crnbr+jb+5ppXJh4nW9vu5x+u3czY+BTX9XSxuqWOQ7GbeyT7p/ue59mDYzO27T44ygXrWrn8zOVzyt+1a4BnD43N2T6f3QfHaKzx8oHLTpuxfXVLHU21mQf7ed0tfOF3z+U1GawGKSLlIdce+x8Bf++cmwBwzh3JvUmZWdlcx/bXbkw8b/H7eP0roj9XGmq8XHlWNFxrq6t48zkrZ7zW5/Xw3m3rUtZrZvx2z5rE87efm/omG3f8um/G2Pt0xDE2PsXFGzt4/6Ub55R/9uAoj/SNZPbhiE6xXNZUk7KuU2FmXLV5VU51iEhpyfXk6enAa8xsp5k9YGYXzFfQzLabWa+Z9Q4ODub4toUXnzIZN5rmxObs8umMhCY1Li4iWUnbYzeze4EVKXZ9PPb6VuAi4ALgu2a2wTk351JN59wOYAdAT09PcVzKmYOm2BWqcelmrDTXVTM6HiYScXgyuIdqIBSms6EmbTkRkdnSBrtz7or59pnZHwF3x4L812YWATqA0u+Sp9FcVz3jtnnpgr2prhrnoksUzL4oKpVAKMxpnad2GzsREch9KOb7wGUAZnY64AOO5tqoUjB7aCX+eL67GyWvSJmJQDBMi18zWUTk1OV68vRrwNfM7ClgErgh1TBMOYoHu3MOM8toKAYyC/ZIxDE2MaVlAEQkKzkFu3NuEnhPntpSUppjdyY6MTmduCNTfPt85SGzYB8bn8I5XVQkItkp2SUFCi0+5DJ73fb5etnxYZVMgn0kdOpXmIqIxCnYs5TogQdPBvtC9xU9lR57NmvCiIjEKdiz1DQrqAMpbtqRTMEuIktFwZ6l2UEdCIXnnRED0QXAfFWeUwr2heoTEZmPgj1L8WBPvun1Qj1sM0vcRDsd9dhFJBcK9izFQzd+ojNdsEdf4yUQmlywTLyu5PcQETkVJbsee6E11Hip8hj/8sCL3Nk7wMtDJzhjZeOCr2muq+aXewa58tMPLFhu6MQkvgVOxIqILETBniUz4yNXbOKZg6MAnL68ccaqkKm879Xr+dGTB9PWvQk4e3VzPpopIhXICnGhaE9Pj+vt7V3y9xURKWVmtss515OunMbYRUTKjIJdRKTMKNhFRMqMgl1EpMwo2EVEyoyCXUSkzCjYRUTKjIJdRKTMFOQCJTMbBPZl8dIOKuSeqhnS8ZhJx2MmHY+ZyuF4rHXOdaYrVJBgz5aZ9WZy1VWl0PGYScdjJh2PmSrpeGgoRkSkzCjYRUTKTKkF+45CN6DI6HjMpOMxk47HTBVzPEpqjF1ERNIrtR67iIikoWAXESkzJRPsZvbG221rAAADhklEQVQmM9tjZnvN7GOFbs9iM7M1ZvYLM9ttZk+b2Ydj29vM7Odm9nzs79bYdjOzz8eOzxNmdl5hP8HiMLMqM3vUzO6JPV9vZjtjx+M7ZuaLba+JPd8b27+ukO1eDGbWYmZ3mdmzse/Jtkr+fpjZR2L/V54ys/8ws9pK/X6URLCbWRXwReDNwFnAu83srMK2atFNAR91zp0JXAR8IPaZPwbc55zbBNwXew7RY7Mp9mc78KWlb/KS+DCwO+n5rcBnYsfjGHBTbPtNwDHn3GnAZ2Llys3ngJ84584AthA9LhX5/TCz1cCHgB7n3NlAFfAuKvX74Zwr+j/ANuCnSc9vAW4pdLuW+Bj8ALgS2AOsjG1bCeyJPf4y8O6k8oly5fIH6CIaVpcB9wBG9EpC7+zvCfBTYFvssTdWzgr9GfJ4LJqAl2Z/pkr9fgCrgX6gLfbvfQ/wxkr9fpREj52T/2hxA7FtFSH2a+K5wE5guXPuIEDs72WxYpVwjD4L3AxEYs/bgRHn3FTsefJnThyP2P5ArHy52AAMAl+PDU191czqqdDvh3NuP/CPQB9wkOi/9y4q9PtRKsFuKbZVxDxNM2sAvgf8iXNudKGiKbaVzTEys6uAI865XcmbUxR1GewrB17gPOBLzrlzgROcHHZJpayPR+xcwjXAemAVUE90+Gm2ivh+lEqwDwBrkp53AQcK1JYlY2bVREP9dufc3bHNh81sZWz/SuBIbHu5H6NLgLeZ2cvAHUSHYz4LtJiZN1Ym+TMnjkdsfzMwvJQNXmQDwIBzbmfs+V1Eg75Svx9XAC855wadc2HgbuBiKvT7USrB/htgU+wMt4/oSZEfFrhNi8rMDPhXYLdz7tNJu34I3BB7fAPRsff49t+LzX64CAjEfyUvB865W5xzXc65dUT//e93zl0P/AK4NlZs9vGIH6drY+XLpkfmnDsE9JvZK2KbLgeeoUK/H0SHYC4yM3/s/078eFTk96Pgg/yncHLkLcBzwAvAxwvdniX4vK8m+qvhE8BjsT9vIToOeB/wfOzvtlh5Izpz6AXgSaKzAwr+ORbp2LwOuCf2eAPwa2AvcCdQE9teG3u+N7Z/Q6HbvQjH4VVAb+w78n2gtZK/H8BfAc8CTwHfBmoq9fuhJQVERMpMqQzFiIhIhhTsIiJlRsEuIlJmFOwiImVGwS4iUmYU7CIiZUbBLiJSZv4/Kf7pKo99y6QAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -999,7 +1118,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -1016,7 +1135,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -1025,24 +1144,24 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 33, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1055,7 +1174,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -1064,24 +1183,24 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 35, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1094,24 +1213,24 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 36, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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IpBEF/SgZm5PFTRdMBtBQSxEZVQr6UTR/ciHjx2Tz+w372dPUluhyRCRNKOhHUUaGccU5pTy3uZ6P/2QNzrlElyQiaUBBP8ru+9CFfOGacnY3tbGnSb16EYk/Bf0oK8jN4gOLpwJQWXsowdWISDpQ0CfAORMKKC3IoUonUInIKFDQJ4CZsSQYoLKmUX16EYk7BX2ChIMBDhxpZ1ejRt+ISHwp6BOk7/o3uqqliMSbgj5BysvyKRuXq/lkRSTuFPQJYmaEggGqatWnF5H4iirozazIzB41sy1mttnMwmZWYmarzGybd1scq2L9JhwMUN/aQe0hXdFSROIn2iP6HwDPOOfmAQuBzcCdwGrn3BxgtXdfBtA3n6zaNyISTyMOejMrBK4CfgrgnOt0zjUDNwMrvdVWArdEW6RfzQqMZWJhri5yJiJxFc0RfRBoAH5mZq+b2U/MLB+Y6JzbD+DdTohBnb5kZoSDAapqm9SnF5G4iSbos4CLgAedc4uBYwyjTWNmt5tZtZlVNzQ0RFFGagsFAxw62kFNw9FElyIiPhVN0NcBdc65Nd79R4kE/0Ezmwzg3dYP9GTn3EPOuQrnXEVZWVkUZaQ29elFJN5GHPTOuQPAHjOb6y1aCrwNPAWs8JatAJ6MqkKfm1Eylinj83hxawM7Dx3jSHtXoksSEZ/JivL5fwP80sxygFrgM0T+8fiNmd0G7AY+HOU2fM3MCJeX8tj6OlZvqae0IJequ64lK1OnOIhIbEQV9M65N4CKAR5aGs3rppu7bpzHlXNKeWtvCz95eQdv7z/ChdOKEl2WiPiEDhuTQGlBLrcsnsrtVwcB9etFJLYU9Elkwrg8ysvydaEzEYkpBX2SCZcHeG1HE909vYkuRUR8QkGfZMLBUo519rBxb0uiSxERn1DQJ5klwRJA16kXkdhR0CeZ0oJczp1YoPlkRSRmFPRJKBQMUL2ziS716UUkBhT0SSgcDNDW2cOGuuZElyIiPqCgT0JLvPlk1b4RkVhQ0Cehkvwc5k0axyvbD3G8s+ekoZbtXT0jbul09fTS0d0TqzJFJEUo6JNUKBjg1ZpGzvvWM4TueZ62zm7+tOkA533rGS76x1U0Hu0Y1us1tHZw0bdXMe+bz/Dc2wfjVLUMx6s1h7j4H1dRf6Q90aWIzynok9TnrynnGzeexydDMzl0tIN1uw7z7KaDOAet7d28MszLJLyy/RCtHd04B396+0Ccqpbh+OPGAzQe6+Qv2w4luhTxOQV9kppYmMdnrwpy5w3zyMowqmobqaptZNn8iRTkZg17+sGq2kYK87K47rwJ6v0nib7foc6ZkHiL9jLFEmf5uVlcOG08j1TXUd/awe1XBenpdVTVNJ40/aCZnTYdoZkB4JyjsraRJcEA4WCA5zbXU3e4jWnFY4dUw5mmOex7/eE8ZyjO9rrxNlpTOh462sm2+qNkGJozWOJOQZ8CwuUBfvRCDRDp3Xd29/L8lnpm3/UHAApys7j/rxfxpV+tp6M78kVtblYGj33+MkoLcll2/0u0tnfzqfCs/hmtrv6XF/nRxy7i+vMnDbr9v36oirU7Tv9fwCdCM/g/t1xw2vJ7/rCZH/+5dkTvtbQgl+f/7moK87JH9Pxofebnr/Hi1tGb2vLmRVN54vW97GlqY3rJ0P7hFRkuBX0K+PRlsxmTnUnAO2t2UmEenT29dPX0cryzhx//uZa7n9pEZ08vdyydA8C/Pr+N1ZvrmVyUR2t7N1+4ppwPV0xjXG4W//SB8/mXZ7fy7KYDgwZ9/ZF21u5o4rrzJnD+1PH9y1/c2sAfNh7g28vPJyPj3SNw5xxPb9jPgimFLJs/cVjvs6G1g1+u2c3a2iauG+ZzY6GlrYuX3mng6nPLWDwj/vMBBPJzuGR2CU+8vpeq2kYFvcSNgj4FlI3L5UvXzum/P35sNl98zzlAJFh/+8Ze9jYfZ/7kQv522bkArN58kMraQ0wZP4bSghz+/r1z+1siH18yk1drGqn02j9na5X09Y/vWDrnpMlQphWP5e8eeZN36luZN6mwf/mepuPsbT7O/7g6yKfCs4b1Ptu7enhkXR2VtY0JCfo1OxpxDr5wTXn/uQzx5pwjkJ9DZW0jH66YPirblPSjL2NTnJkR9kKpry0DkbNr1+9u5qV3GlgSDJwW5uFggANH2tnV2HbW16+qbWJcbhYLpow/aXnIu/ha1Smjf/r6zeERBGVediYXzyhOWM+6qraJ3KwMFo3C0XwfMyMUDLCmtmnUvh+Q9KMjeh8IBQP89o19hE4I11AwwE9e3kFjd+dJy098HOC67710UuvlVF09vVw7dwKZp6wzrXgs00vG8O2n3+Y7f9zSv7y7p5fSghzOmVAw4vdy/3PvcO4//PGk5eNys/jd31zBlKIxw37Nzu5ebvzhX9jddPZ/1Lp6egkHA+RmZQ57G9EIBUv4/cb9zP2HZ8jPzeSpL12hNo7ElILeB25ZPJXOnl7eM7esf9nVc8v4+/fOpbO7l5sXTTntOeVl+Xz75gXsax78ZJ2Bng9wzwcu5OXtp48Bv3R28YhHznxsyQy6e3vp6nn36La9q4efv7qTF7c28LElM4b9mhv3NrO9/ijvXziFqYP8Q3HTBZOH/frRunnxVA4d7eRIexc/e2Unz2+pZ8Vls0a9DvEvS4b/LlZUVLjq6upElyFJyjlH6J7VXDo7wL9+dPGwn//A89v47p/eYf03l1GSnxOHCmPn8nuf54Kp4/n3T16c6FIkBZjZOudcxWDrqUcvSa+vj11V2ziiPnZVbRPzJo1L+pCHSOtqzY5GensTfwAm/qHWjaSEcDDAk2/sI3TPah793GVn7WEf6+hm+QMvU98auR7Q0Y5uVgxzBFCihMsDPLa+jq0HWzlvcuHgT0gBb+5p5raVr/Wf41GQm8Ujnwv3n7B38Eg7H/y3VznS3hWX7X8iNJOvXz8vLq+dKhT0khJuunAyNQ1H+Y+/7GD15oN8+vLZZ1x37Y4mahqOsXzhFAIFOWSaDXuoZ6L0j2aqbfRN0P/xrQM0t3XxidBMunp6+eWa3Ty/pb7/d/Li1nr2Nh/n1kumMyYntl+EV9Y08ui6Or52wvDidKSgl5QwLi+bb9w0n2c2HaCytvGsQV9Z20hOZgb3/bcLYx4c8dY3mqmyppHPnOU9ppLK2kYWTS/i7uULcM7x4tYGKmsa+4O+sqaR0oIc7vngBTEP44fX7uauxzdS03BsxCPB/EA9ekkpodkB1uxoOmsPu8oLllQL+T7h4ODvMVW0tnfx1t6W/uG8ZsaSYEn/+3POUVXbNOC5HrEQ6p/EJ72vJ6Qjekkp4fIAj6yr49LvPHfGYGho7ei/FEQqCgUD/Ka6js0HjvSfqHb4WCcf+XElzccH72NnGHzjpvksXzjwsNjRsn73YT7/i3X09LrTTuZ7fP1eLv3Oc4Bx6GjHiE6wG4pZgbFMKszjn36/mR+s3nba4++ZW8Y/f2hhXLadTBT0klLeu2ASt11xhLbOM8+UlZ1p3HpJ6l5OoO8otLKmsT/o/7ytgW3euQAFuWf/a7vq7YM8vr4u4UH/9Jv7OdzWxeevKefS2SX9y2+4YDKb97dyvCvyO8zLzuD9F8anVjPj7uXzeemd08/32Lz/CE+8vpe7ly9gbI6/o9Df7058Jz83i2++b36iy4irKUVjmBkYS1VtE//9yiDw7qUo7v/IQrIyz95xzTD47et76e7pHXTdeKqqbeTiGcWnjXgpyM3iW+8fvd/h9edP5vrzTz8R7qV3Gljxn2tZt+swV84pG+CZ/qEevUgSCnvj6Xu8Pn1VbSOXzi4ZUnCHywMc6+xh496WeJd5Rs1tnWw+cOSklk2yqZhZTFaGUTnM2dpSkY7oRZJQuDzAf722h6v++QXMoO7wcT4+xMs/9LV+bltZTX7u0L6Q/uDiaXzVu/LpqX61ZjcPvrQdgIXTivirBZP47rNbcZz5y+LO7l6cI6mDPj83i4XTi/jZKzv53YZ9o7LNnMwMHvjYRaM+dDaqoDeznUAr0AN0O+cqzKwE+DUwC9gJfMQ5dzi6MkXSy3XnTeQToRm0dUT62FfOyWD5Ga45dKrSglzuvGEe7xxoHdL6G/a28IuqXXzlujkDfsH98Nrd9PbCxMJcnt6wn+31R2nr7OGqOaVnfd1AQQ6Lp4/elUBH4qvXncvj6+tGbXtPvrmP32/Yn1pB73mPc+7EbzruBFY75+41szu9+1+PwXZE0kZ+btaAs3cN1eeuLh/yur95bQ9fe2wD2+qPcu7EcSc91nK8i037Wrhj6RyunTeB5Q+8wpYDrXz6slncvXzBiOtLFlfMKeWKQf7BiqWaQ8cSMtQzHj36m4GV3s8rgVvisA0RiZG+9spAveq1O5rodZHvDBZMGc84b8TPQJe+lsGFgwHerGumrbN7VLcb7RG9A/5kZg74sXPuIWCic24/gHNuv5lNiLZIEYmfacVjmFo0hu+teodfVO066bHDbZ39k7FkZhiXzi7h+a31LDlhuKQMXShYwr+/VMP13/8LuVmR4+w7ls7h/XEeChtt0F/unNvnhfkqM9sy6DM8ZnY7cDvAjBnDv8a4iMSGmfG16+fy7KYDAz5+yayS/slYvvCecsLlAYpT4EqgyShcHuBjS2bQ3NbZv2z8mOy4bzdm16M3s7uBo8BngWu8o/nJwIvOublne66uRy8iMnxxvx69meWb2bi+n4G/At4CngJWeKutAJ4c6TZERCR60bRuJgJPeMOxsoBfOeeeMbPXgN+Y2W3AbuDD0ZcpIiIjNeKgd87VAqddDcg51wgsjaYoERGJHV0CQUTE5xT0IiI+p6AXEfE5Bb2IiM8p6EVEfC5mJ0xFVYRZA7Br0BVPVwqcPnVM+tL+OJn2x8m0P07mh/0x0zk36KwpSRH0I2Vm1UM5KyxdaH+cTPvjZNofJ0un/aHWjYiIzynoRUR8LtWD/qFEF5BktD9Opv1xMu2Pk6XN/kjpHr2IiAwu1Y/oRURkECkb9GZ2vZltNbPt3ty0vmZm083sBTPbbGabzOzL3vISM1tlZtu822JvuZnZD739s8HMLkrsO4gPM8s0s9fN7Gnv/mwzW+Ptj1+bWY63PNe7v917fFYi644HMysys0fNbIv3OQmn8+fDzL7q/V15y8weNrO8dP18pGTQm1km8CPgBmA+8FEzm5/YquKuG/ifzrnzgBDwRe89903GPgdY7d2HyL6Z4/25HXhw9EseFV8GNp9w/z7gfm9/HAZu85bfBhx2zp0D3O+t5zc/AJ5xzs0jcmXZzaTp58PMpgJ3ABXOufOBTOBW0vXz4ZxLuT9AGHj2hPt3AXcluq5R3gdPAsuArcBkb9lkYKv384+Bj56wfv96fvkDTCMSXtcCTwNG5ASYrFM/J8CzQNj7OctbzxL9HmK4LwqBHae+p3T9fABTgT1Aiff7fhp4b7p+PlLyiJ53f4l96rxlacH7b+ViYA2nTMYO9E3Gng776PvA14Be734AaHbOdXv3T3zP/fvDe7zFW98vgkAD8DOvlfUTb+a3tPx8OOf2At8lMvnRfiK/73Wk6ecjVYPeBliWFsOHzKwAeAz4inPuyNlWHWCZb/aRmb0PqHfOrTtx8QCruiE85gdZwEXAg865xcAx3m3TDMTX+8P7LuJmYDYwBcgn0q46VVp8PlI16OuA6SfcnwbsS1Ato8bMsomE/C+dc497iw96k7Dj3dZ7y/2+jy4HlpvZTuC/iLRvvg8UmVnfzGknvuf+/eE9Ph5oGs2C46wOqHPOrfHuP0ok+NP183EdsMM51+Cc6wIeBy4jTT8fqRr0rwFzvG/Qc4h8yfJUgmuKK4tMzvtTYLNz7nsnPHSmydifAj7lja4IAS19/4X3A+fcXc65ac65WUR+/8875z4OvAB8yFvt1P3Rt58+5K3vmyM259wBYI+ZzfUWLQXeJk0/H0RaNiEzG+v93enbH2n5+Uj4lwRRfNlyI/AOUAN8I9H1jML7vYLIfyU3AG94f24k0kdcDWzzbku89Y3IyKQaYCOR0QcJfx9x2jfXAE97PweBtcB24BEg11ue593f7j0eTHTdcdgPi4Bq7zPyW6A4nT8fwP8GtgBvAf8PyE3Xz4fOjBUR8blUbd2IiMhwob0JAAAALUlEQVQQKehFRHxOQS8i4nMKehERn1PQi4j4nIJeRMTnFPQiIj6noBcR8bn/D2aQ+wPP290EAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1124,7 +1243,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -1133,7 +1252,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -1142,24 +1261,24 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 39, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1170,6 +1289,59 @@ "rdf.gini.plot()" ] }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([3040526.00591377, 292346.41324499, 1834911.75066471,\n", + " 191306.33867813, 2676437.18439034, 606503.89825269,\n", + " 1913536.35613044, 202520.81288736, 1757170.10210485,\n", + " 942629.03361786, 2146360.00963785, 1164235.6179812 ,\n", + " 525138.6253403 , 405352.79043558, 3688078.31557373,\n", + " 358923.57068847, 837417.24115256, 6982141.0341338 ,\n", + " 2815214.29691066, 268158.49992348, 3070289.7371441 ,\n", + " 4588261.10103541, 38629.38518291, 1989622.13358692,\n", + " 133316.07055125, 1624043.9233252 , 6104295.96660485,\n", + " 123352.79808506, 1863959.91612605, 476647.34132436,\n", + " 1954128.81816917, 1493642.7972997 , 1764743.65166815,\n", + " 4801389.36574534, 329201.81578263, 220463.52809205,\n", + " 873172.3654704 , 294140.49567193, 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220489.8690786 , 1111687.17879573, 3248947.35446268,\n", + " 2449464.12575332, 447118.16351515, 528590.24121039,\n", + " 0. , 323157.92672094, 3451359.98493326,\n", + " 213378.23296341, 2170611.87686151, 446870.50346133,\n", + " 1824823.61414407])" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rdf.tokens.sum()" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/bonding_curve_eq.py b/bonding_curve_eq.py index 4fac3ba..9750618 100644 --- a/bonding_curve_eq.py +++ b/bonding_curve_eq.py @@ -49,7 +49,7 @@ def withdraw(deltaS, R,S, V0, kappa=default_kappa): def withdraw_with_tax(deltaS, R,S, V0, exit_tax = default_exit_tax, kappa=default_kappa): deltaR = R-((S-deltaS)**kappa)/V0 - print(deltaR) + #print(deltaR) quantity_taxed = exit_tax*deltaR quantity_recieved = (1-exit_tax)*deltaR