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emallson/BDK.ipynb

Last active Dec 23, 2019
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BDK Sim Plots for Mandl
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Blood DK EHRPS Simulation Results\n",
"\n",
"Mandl did a massive combinatorial sim a couple (few?) weeks ago to check out how well DKs scale (in theory) with different stats. The main point of contention is the idea that BDKs have some inherent \"exponential\" scaling that is going to make them godly in 8.3.\n",
"\n",
"This notebook has plots with the results."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"from plotnine import *"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv('no_swing.csv')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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>crit</th>\n",
" <th>haste</th>\n",
" <th>mastery</th>\n",
" <th>versatility</th>\n",
" <th>DTPS</th>\n",
" <th>RP</th>\n",
" <th>HPS</th>\n",
" <th>DPS</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>126587.0</td>\n",
" <td>1486.6</td>\n",
" <td>21901.1</td>\n",
" <td>16727.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>250</td>\n",
" <td>124518.0</td>\n",
" <td>1486.5</td>\n",
" <td>21707.3</td>\n",
" <td>17189.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>500</td>\n",
" <td>122787.0</td>\n",
" <td>1486.2</td>\n",
" <td>21569.7</td>\n",
" <td>17684.9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>750</td>\n",
" <td>120792.0</td>\n",
" <td>1486.0</td>\n",
" <td>21340.0</td>\n",
" <td>18134.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1000</td>\n",
" <td>118599.0</td>\n",
" <td>1486.9</td>\n",
" <td>21143.0</td>\n",
" <td>18628.9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28556</th>\n",
" <td>3000</td>\n",
" <td>3000</td>\n",
" <td>3000</td>\n",
" <td>2000</td>\n",
" <td>67877.1</td>\n",
" <td>2361.1</td>\n",
" <td>29115.3</td>\n",
" <td>46044.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28557</th>\n",
" <td>3000</td>\n",
" <td>3000</td>\n",
" <td>3000</td>\n",
" <td>2250</td>\n",
" <td>66776.1</td>\n",
" <td>2360.8</td>\n",
" <td>29075.6</td>\n",
" <td>47206.9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28558</th>\n",
" <td>3000</td>\n",
" <td>3000</td>\n",
" <td>3000</td>\n",
" <td>2500</td>\n",
" <td>65160.0</td>\n",
" <td>2360.7</td>\n",
" <td>28792.3</td>\n",
" <td>48282.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28559</th>\n",
" <td>3000</td>\n",
" <td>3000</td>\n",
" <td>3000</td>\n",
" <td>2750</td>\n",
" <td>64235.2</td>\n",
" <td>2361.5</td>\n",
" <td>28576.8</td>\n",
" <td>49371.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28560</th>\n",
" <td>3000</td>\n",
" <td>3000</td>\n",
" <td>3000</td>\n",
" <td>3000</td>\n",
" <td>62982.3</td>\n",
" <td>2360.8</td>\n",
" <td>28488.6</td>\n",
" <td>50339.2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>28561 rows × 8 columns</p>\n",
"</div>"
],
"text/plain": [
" crit haste mastery versatility DTPS RP HPS DPS\n",
"0 0 0 0 0 126587.0 1486.6 21901.1 16727.0\n",
"1 0 0 0 250 124518.0 1486.5 21707.3 17189.8\n",
"2 0 0 0 500 122787.0 1486.2 21569.7 17684.9\n",
"3 0 0 0 750 120792.0 1486.0 21340.0 18134.2\n",
"4 0 0 0 1000 118599.0 1486.9 21143.0 18628.9\n",
"... ... ... ... ... ... ... ... ...\n",
"28556 3000 3000 3000 2000 67877.1 2361.1 29115.3 46044.7\n",
"28557 3000 3000 3000 2250 66776.1 2360.8 29075.6 47206.9\n",
"28558 3000 3000 3000 2500 65160.0 2360.7 28792.3 48282.7\n",
"28559 3000 3000 3000 2750 64235.2 2361.5 28576.8 49371.1\n",
"28560 3000 3000 3000 3000 62982.3 2360.8 28488.6 50339.2\n",
"\n",
"[28561 rows x 8 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The sims were done in increments of 250 secondary stats (i.e. 5 gem slots, or a few hundred ilvls on rings). Most players right now have ~4500 secondaries without Azerite buffs, with some traits increasing that by several thousand (but, obviously, you can't pick which stats those traits give you)."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"df['total_stat'] = df[['crit', 'haste', 'mastery', 'versatility']].sum(axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"df['ch_total'] = df[['crit', 'haste']].sum(axis=1)\n",
"df['cm_total'] = df[['crit', 'mastery']].sum(axis=1)\n",
"df['cv_total'] = df[['crit', 'versatility']].sum(axis=1)\n",
"df['hm_total'] = df[['haste', 'mastery']].sum(axis=1)\n",
"df['hv_total'] = df[['haste', 'versatility']].sum(axis=1)\n",
"df['mv_total'] = df[['mastery', 'versatility']].sum(axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def balance_labeller(points, max=3000):\n",
" return ['{:d}\\n{:d}'.format(int(3000 - p), int(p)) for p in points]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"df['EHRPS'] = df['DTPS'] - df['HPS']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Going to start off by visualizing the shift in EHRPS (External Healing Required per Second, or gap between Damage Taken and Self-Healing done per Second) as you shift a fixed total of stats from all-in on one to all-in on another."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def plot_2d(x, y, data=df):\n",
" keyx = ''.join(xi[0] for xi in x)\n",
" keyy = ''.join(yi[0] for yi in y)\n",
" subset = data[(data['{}_total'.format(keyx)] == 3000) & (data['{}_total'.format(keyy)] == 3000)]\n",
" #print(subset)\n",
" return ggplot(subset, aes(xmin=x[0], xmax=x[0]+'+250', ymin=y[0], ymax=y[0]+'+250', fill='EHRPS')) + geom_rect() + theme_538() + xlab('{1} (top) v. {0} (bottom)'.format(*x)) + ylab('{1} (top) v. {0} (bottom)'.format(*y)) + scale_x_continuous(labels=balance_labeller) + scale_y_continuous(labels=balance_labeller) + scale_fill_continuous(name='inferno_r')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (8750545951706)>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot_2d(('crit', 'haste'), ('mastery', 'versatility'))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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O1EtqtVqtdO2YmBhoNBosW7YMX3/9NYYOHYq9e/fijjvuwIMPPiidM3DgQEyaNAkWi2fco+BMsqsfXLhwAY899hg++ugj6HQ69O3bFzqdDnv37sXjjz8Og8HgijiJiIiI2h2NRoOuXbvi999/b/LYXr16AQAuX74MoLoqVceOHW0eq1DITgE9nuyR2jVr1iAoKAj/9V//Jb2LAICioiIsWrQIq1evxuLFi50aJBEREZGnMpvrV9xQKpVNHmMPi8WCgoICREZGNnnspUuXAEBKZKOiovDJJ5+gc+fOSEhIaPOfpstOak+dOoWnnnrKKqEFAH9/f0ydOhVvvvmm04IjIiIi8mTl5eWYMGFCvf2vvfYaYmNjAQD79u3Dvn377O7TYrHAbDajqKgI27ZtQ3FxMSZPnlzvOFEUYTabYbFYcP78eaxbtw5arRb9+/cHAMyePRsvv/wyVqxYAQBScpucnIzOnTs78nQ9muykVqFQNPhuw2w2t8nhbCIiIiJbvL298eqrr9bbHxYWJj2+9dZbcffdd9c75sUXX7TZ54wZM6y+fvTRR3HDDTfUO+7rr7+2SqhDQ0OxcOFCaUS2e/fuePvtt3H8+HF8++23+P7777F3714cOHAAr732WpurZCU7qe3Xrx/ee+89REVFoUuXLtL+S5cuYePGjbjxxhudGiARERGRpxIEQZrL2hB/f3+bx9St+V/jpZdegq+vLwoKCrBhwwZkZGQgOjq63hSEmJgYpKamQqFQoFOnTjarGajVasTHxyM+Ph5A9YJaixcvxqZNm7Bw4UJ7n2arIDupTU1Nxfz58/Hwww8jMjISAQEBKCwsxC+//IJOnTpZ3WFHRERERPJERkZCr9ejd+/e6NWrFx555BG8++679e5Z0mq1TSbUdQ0YMACRkZFt8sZ+2XMFgoODsXLlSsyaNQtBQUGoqKhAUFAQ7r//frz11ltWBX+JiIiIyHFBQUFITk5GTk4O/vOf/8g698qVK/X2VVRUoKCgoE3eNOZQnVpfX19MnDgREydOdHY8RERERK2GKIr48ccf6+0PCAiwmqbZHMnJydi7dy+2bduG+fPn233e448/joSEBNx8883o0KED/vjjD+zbtw9FRUVISkpySmyexKGkFgAuXryIM2fO4MqVK+jYsSN69eqFkJAQZ8ZGRERE5NEqKirwzDPP1Ns/atQozJ071ynX8PPzw/jx47F161ZcvHjR7nxr+vTpyM7OxurVq1FYWAh/f39ERkbi5ZdfRr9+/ZwSmycRjEajKOeE8vJyrFy5EllZWbBYLFAqlVLVg2HDhuGxxx6DRqNxVbytmslkQmT4EHeHAQCIUN3k7hAkN6ic807WGXr4uTuCah28HKtn6AqRuhJ3hyDp6lfo7hAAAMEd/3R3CJKOnQvcHYLEJ6j+R53uoA7yjJ8TAFBGeM6/h5YunjHwdPWGY+4Ogdoo2SO1q1atwr///W/Mnj0bQ4cOhU6nQ0lJCY4ePYo1a9ZApVIhLS3NFbESEREREdkk+0axL774ArNmzcLo0aOh0+kAADqdDqNHj8bMmTPxxRdfOD1IIiIiIqLGyE5qVSpVgxOfu3bt2mDNNSIiIiIiV5Gdgd5555349NNPcfPNN0MQBKu2Tz75BMOHD3dacERERESexmQy4b77UhCg10MfoEdAgB5qtdql16yoqIDxihHGwkKo1WqsWvW2S6/XGtmV1O7Zs0d6HBAQgMOHD2P27NlISEiAXq9HYWEhvvzyS1RUVEjrHBMRERG1RZWVlThw4PM6e2Xdd98srDZlm11J7b/+9S+b+3fu3Flv37p161i/loiIiNowAQKUTRwjwjmJrlDnT0Ct8nZCv22PXUntrl27XB0HERERUashCHJvS3IkwRVs75V97fbBrqRWqWzq3QgRERFR+9H0SG3DxHqjuMK1/9tOYutfm0mtLXa9Krm5ubI7NpvNuHz5suzziIiIiDyeoHB4EwQFICghCKprmxKCoJTXD9Vj16vy5JNP4pVXXsFXX30Fs7nxlY7y8/OxdetWPPjgg6xZS0RERG2SAIWMrTppVQiqa5saSkEtfS0IyupjZPRJ9dk1/WDVqlXYvHkzXn31VahUKkRFRaF79+7Q66tLWJSWluLy5cv4+eefkZeXh+7duyM1NRVDhnjGkrBEREREziQITU8/sH86Qc3/aqYmNP/a7ZFdSW3Hjh0xe/ZspKSk4MiRIzhx4gSys7Px559/orKyEjqdDmFhYUhISMAtt9yC3r17uzruVssiVro7BI9jsrRcGZSmFJk8492vv9q+X4QtwSx6xmsCAFUWz/hFLgie8zNrKvecu6A1omf83Cq0jX+i2JJEXx93hyCx+Pi5O4Q2o6KiouE5tULz/h7UO1us//vm4m+/N+sabZWsxRd8fX1x11134a677nJVPEREREQeTam4NgfWzpHYZqmf5UKt9pw3s56Ea9oSERERyaBWq6FS2E4sRRsjq04h1PwhIKQLF1+whUktERERkUwNTT+oO/vAnjmytvuv/6ipa7d3TGqJiIiIZFIIjqVQ15Pcusmu/bVqFUxqbWJSS0RERCSH4PiqXgKq09lmzcZlnVqbmNQSERERyaRwJIWqNS8WuDZq68DsBI7U2sakloiIiEgmhZxasQ2U+apdnxaAzfJdzb52O+JQUmswGLB582acPXsWBQUFeP3119GzZ0+8//77iImJwYABA5wdJxEREZFHMJstjS6AYO+iCzZOtNLQTWZXSysc67+Nkz0p48SJE5gzZw7y8vIwZMgQmEwmqXyFQqHAvn37nB4kERERkacwVVRCISilTSmorLbabc3ZGuqzuLDM3S+BR5I9Uvvuu+9i6NCheOaZZ2A2m7Ft2zaprUePHvjss8+cGiARERGRJ/Hx1UANTb39jpbvkkMAEBIa5PLrtEayk9rz589j5syZNtt0Oh2KioqaHRQRERGRJ1OKjc9rdVqCe60boda8XBVvibJJ9qui1Wrx559/2my7ePEiOnbs2OygiIiIiDyVAPkVCOQmucL1Ugk22ljSyxbZSW1iYiI++OADREdHo3PnzgCq3z0UFhZix44dGDx4sNODJCIiIvIkzS2rVZPkNrZymKuu3VbJTmpTUlJw5swZPPbYY+jRowcAYMWKFbh48SJCQkIwffp0pwdJRERE5DkEKB1OLOsuvyB/moLj127bZCe1Op0O//3f/42DBw/i+PHj8Pb2hk6nw6hRozBy5Eio1WpZ/e3fvx9HjhyBwWDAgAED8Pjjj0ttBoMBa9asgcFgQGBgIGbOnInY2FipPTs7G5s3b4bRaERUVBRSU1MRGBgotW/btg2HDh1CVVUVEhISkJKSIjs+IiIiorrsGi0VAeuxWNujsfWWzm1i0JbTD2xzaKaxWq3G6NGjMXr06GYHEBAQgKSkJPzwww8oLi6W9ldVVWHZsmUYPnw4Fi5ciJycHKSnp2Pp0qXQ6/XIy8tDRkYG0tLS0KdPH2zZsgUrVqzA4sWLAQCZmZk4duwYXnjhBfj4+GD58uXYvn07pk2b1uyYiYiIqH1TiE2nUI7WqxWbWITBnmu3R7JT/eTkZJw5c8Zm288//4zk5GRZ/cXHx2PgwIHw8/Oz2n/69GmYTCaMGzcOarUaiYmJCAsLQ3Z2NgDg2LFj6NevH+Li4uDl5YVJkybBYDAgNzcXAJCVlYUxY8YgODgYfn5+SE5ORlZWltynS0RERGSl7GoFlDb/U1ltCigd2ur2U/cqv+ca3f0SeCTZqb7ZbG7wHYTZbG52QDVyc3MRHh4OheJ63h0RESElrbm5uYiMjJTafHx8EBwcjNzcXISFhSE3NxcRERFSe7du3VBcXIzCwkLo9XqnxUlERETti5d3daJZMxLbEvVpa9P5+bTo9VoLu5Jao9GIK1euSF9fvHgRXl5eVseYTCbs378fQUHOKQhcUVEBX19fq31arRYFBQUAgPLycmi1Wqt2X19flJeXS+21z695XF5ezqSWiIiIHKZUVo+fNsTZKW7dSQx6vc7JV2gb7EpqP/74Y2zatAmCIEAQBCxbtqzeMaIoQhAEzJ492ymBeXt74+rVq1b7rl69Co2megUPjUbTZHtZ2fVl5Goe17QTEREROUIAoJQxg1OUOZYrWD2uPy9X6eBc3bbOrqR2xIgRiImJAQAsWrQIDz30EMLDw607UqkQFhaGgIAApwQWFhaGffv2wWKxSFMQLly4gMTERKn9/Pnz0vHl5eXIz89HWFiYVXvv3r0BVK+E5ufnx1FaIiIiajaFrMSy9rENJbhCvSMb7o1JrS12JbVdunRBly5dAAAvvvgi+vTpAx8f58znMJvN0iaKIkwmExQKBaKjo6FWq7Fv3z6MHj0a33zzDQwGA+bOnQsAGDJkCJ5//nl8//336N27N3bs2IHw8HApqb311lvx0Ucf4cYbb4Svry927dqFYcOGOSVmIiIiat8UDpfVsk5qHUlQHb922yb7RrG+ffuiqqrKal9WVhYMBoNUjUCO3bt3Y+fOndLX2dnZGDp0KB5++GE89dRTWL16NXbu3ImgoCCkpaVJI62hoaFITU3F2rVrUVhYiJ49e2LOnDlSP7fffjsKCgrw/PPPw2w2Iz4+HpMmTZL7dImIiIjqkTdSe13dGrOO3GTm6LXbOsFoNMp6NV966SUEBARIiyRs3rwZGzZsgK+vL8rKyjB//nzccsstLgm2pdSMHDtbZWUloiKHOL1fR3RXJ7g7BElvRWd3hyDp6uMZ737DtM7/+XNUpK7U3SFIQnRF7g4BABAalO/uECRa/xJ3hyDxD7vs7hAAAJrIP9wdwnXhgU0f00LMncObPqgFFIXvdVnfdW9id5XyqyZMjVrY6DGC9Kf9CWjtBLex5Cw4rAP+lb3A7n7bC9kjtWfOnMEjjzwCoPrmsL1792LSpEmYNWsWMjIysG3btlaf1JaWllotBOFMFVVXmj6oBVz1cs3zc0ShuaO7Q5CEK7zdHQIAwCx6zrvwJmqAtyiN2uTuEAAAJlPL/MNpjw6aCneH4Hk8470pAEAwecbPLABA4RlLq/7+++8u6zs0NNRlfddWWVnZ6I1ijv8Gtz6zoV+/JX9cbaClfZOd1BYXF0tTAP7zn/+gqKgId911FwAgMTERBw4ccG6EbqDVal1SJaGystLpfRIREbUmzir96U4Ws/UUgJa6catmJNdc4Tmf5nkS2UltQEAADAYDYmNj8dVXXyEoKAghISEAqmvLCoK8b2xlZSXWr1+PH374ASUlJejUqROSkpIwZEj1x/QGgwFr1qyBwWBAYGAgZs6cidjYWOn87OxsbN68GUajEVFRUUhNTUVg4PWPe7Zt24ZDhw6hqqoKCQkJSElJgVqtbjQmpVIJpdIz3tESERG1JS01RcCVvDVqeCnqj9S6/pOt6hwrKMw5labaGtkf0txyyy1Yt24dXn/9dWzfvh0jRoyQ2n755Rd07dpVVn9msxkdOnTAc889h4yMDNx///149913cfbsWVRVVWHZsmW4+eab8c4772DixIlIT09HYWEhACAvLw8ZGRmYNWsW/vd//xfh4eFYsWKF1HdmZiaOHTuGF154AW+88QYuXryI7du3y33KRERERFYUNjalYL0prDaxztdNb3X7k/p16zP3XLJfl1mzZmH8+PEoLS1FUlISpkyZIrWdOXMGQ4cOldWfRqPBpEmTEBwcDEEQ0KdPH/Tq1Qtnz57F6dOnYTKZMG7cOKjVaiQmJiIsLAzZ2dkAgGPHjkkVF7y8vDBp0iQYDAZpKd2srCyMGTMGwcHB8PPzQ3JyMrKysuQ+ZSIiIiKJAEApCE1uKqtN0UCyWz+JrTmnsb6pPtlJrUqlwl//+lcsXrwYM2fOtPoof9GiRc0um1VeXo5z584hLCwMubm5CA8PlxZfAICIiAgpac3NzUVERITU5uPjg+Dg4Abbu3XrhuLiYmmkl4iIiMgRckddq5PWxpPfmq+b6qehnDY0NNRq69SpE6ZNmya1nzp1CnfeeSdCQkIwaNAgHD582Or83bt3o3///ggJCUFSUhIuXLhg1f7SSy+hZ8+eiIiIwJw5c1BRcf1GVaPRiFmzZiEsLAx9+/bF22+/7bwX204eNYJtsViQkZGBHjWxVZoAACAASURBVD16IC4uDhUVFfD19bU6RqvVory8HEB1AqzVaq3afX19rdprn1/zuKadiIiIyBEKQZC92RrBVTrQj6KBrDYvL0/aLly4gODgYEycOBFA9T1M06ZNw5gxY/Drr79i/vz5mDFjhlSN4qeffsKjjz6KZcuW4ZdffkFsbCzuv/9+qe/33nsPW7duxcGDB3H8+HGcPXsWr7zyitQ+b948VFRU4NSpU9i+fTuWLVuG/fv3u/A7UJ/sG8UA4PDhw/jkk0/w22+/wWSjXMmHH34ou09RFLFu3ToYjUbMmzcPgiDA29sbV69al624evWqVJlAo9E02V5WVia11Tx2RWUDIiIiaj8Uds4AsLdebU1lA3vuNbNnRPLAgQPSVFEAOHr0KMrKyvDkk09CoVDg7rvvxqpVq7Br1y6kpqZiy5YtuOOOO6R7pRYsWICoqCicPn0a0dHR2LhxIx577DF0794dADB//nykpqZi8eLFKC0txa5du5CZmQl/f3/ExsYiJSUFGzZswMiRI+2I1jlkj9RmZmbizTffRNeuXXHlyhUkJiYiPj4eAODn54dx48bJDkIURaxfvx4XLlzAs88+KyWdNVMQLBaLdOyFCxekpXDDwsJw/vx5qa28vBz5+fkNtp8/fx5+fn5SSTIiIiIiRyghNLrJnVJQbypCI30Llqbj27hxI+6++274+PgAqJ56EBMTYzWlMy4uDqdPn5baa68K6+fnh8jISKn99OnTVu1xcXEoKChAfn4+fv75Z1gsFsTExNjsu6XIHqndsWMHpk6diilTpmD//v0YN24coqKiUFpain/84x/w8/OTHcT69evx888/47nnnpNefACIjo6GWq3Gvn37MHr0aHzzzTcwGAyYO3cuAGDIkCF4/vnn8f3336N3797YsWMHwsPDpaT21ltvxUcffYQbb7wRvr6+2LVrF4YNGyY7PiIiIqIapqsmPHMgpcH2N0e91/yLCMCTn8202VR4qfGVBP/44w98+umn+Pjjj6V9paWl9Qb19Ho9DAZDo+0lJdXXKikpsWqveVxSUoLS0lL4+/s3eG5LkZ3U/vbbb4iNjYVSqYRCoZA+0tdqtZg8eTLWrFmDCRMm2N1fQUEBDh48CLVajbS0NGl/UlISkpKS8NRTT2H16tXYuXMngoKCkJaWJr2QoaGhSE1Nxdq1a1FYWIiePXtizpw5Uh+33347CgoK8Pzzz8NsNiM+Pr7ZN7IRERFR+6b2UQPGhttdXeleqWx8KsOWLVvQo0cPDBw4UNqn1WpRVGS91HhRURF0Op1d7Tqdzqq95rFOp4NWq623Emvtc1uK7KTW19dXWhmrU6dOMBgMVsPRdV+QpgQGBuL9999vsD08PByLFy9usH3QoEEYNGiQzTZBEDB58mRMnjxZVkxEREREDWlqoSmVwr65sc0IoNHmjRs34r777rPaFxMTg/T0dFgsFmkKwsmTJ6XBvpiYGJw8eVI6vqSkBOfOnUN0dDSA6k/PT548icTEROncwMBABAcHQ6vVQhAEaf5tTXvN45YiO6mNiorC+fPnMWDAAMTHx2PTpk3VHalU2LJlC3r16uX0IImIiIg8yTtjGp5iUPcmMkcT3Iau0SE0AP0z+9lsO378OH788UdMnTrVav/QoUOh0WiQnp6ORx99FJ988glOnTolDSxOmTIFI0aMQGZmJhITE7FkyRLExsZKien06dOxfPlyjBw5Enq9Hq+99pqUOGu1WkyYMAEvvvgiVq1aBYPBgPfeew8rV6508Jk7RnZSO3nyZFy+fBkAMGPGDFy+fBnvvPMORFFEjx498Pjjjzs9SCIiIiJPIaB5NVEbSnLtXVKhsWtv3LgRo0aNQnBwsNV+tVqNTZs2Ye7cuXjttdcQERGB999/H0FBQQCAPn36YOXKlUhLS0N+fj4GDhyIdevWSefPnDkTBoMBI0aMQFVVFZKSkrBgwQKpfenSpUhLS0Pfvn2h0+nwxBNPtGjlAwAQjEZjs0fIy8vLUVlZ6dBNYu2JyWRCly5R7g4DABDuO8TdIUgiLd3cHYLkBn9vd4cAAAjW2HFrawvpqWvZif6N6dGxwN0hAAD8fK82fVAL6Rx20d0hSDSBjUwybEGann+4OwSJEOTf9EEtpKpbb3eHAAAoj/y46YM8nOmqCf/s/5LD59ckXo6uCxYQGoC/f/6Uw9dvqxyqU1uXRqNh7VciIiJqN+ytU1ubrVMcGVl05NrtgUNJ7YkTJ/DFF1+goKBAummsthdffLHZgRERERF5qianHwhWf9hNrPfAgWu3U7KT2p07d2Lt2rUIDAxEWFgYVCqnDPYSERERtQpVFZUNjpY6bRD1Wke2ctuSy/IqTbUXsjPSvXv3YuzYsXjkkUeaLGlBRERE1NYICgFKB0dim0sEoFQx/7JFdlJbXFyMIUOGMKElIiKidkmpVkGtsD0/QLTa7YxcSbTqSgCgD27ZRQ1aC9nTMuLj41t8LV8iIiIiT6IQbG9KRe1NhEJo3ib1JVRvCqHJtRfaLbtGas+dOyc9Hj16NN566y1UVlbipptuglarrXd8ZGSk8yIkIiIi8jB2L4VrYyEGW2O8QgOPm3XtdsaupHbu3LlW0w1EUcSWLVuwdetWq+NEUYQgCNizZ49zoyQiIiLyIILgWJl/Ac2vU+votds6u5JalugiIiIiqiYA0o1ijp4POL58bnOu3ZbZldT279/f1XEQERERtRpyFkCw91B7k1zOqbWNRWaJiIiIZDBbzFA0MgXAiTUPbF+/rMIJV2h7mNS2MFE0uTsEAEAVPOcvhNqD1kYprr9Anlt00XjOfKlKi+fckmCq8oxfWSpVlbtDkFSZ1O4OwfN4yN9jABA1Pu4OQWLx8pxYWjuLyQJFnbSzevTUdUOotUuFmYxXXXad1swz/oUgIiIiaiXUPmp41RmPEWv93yVq5cu6LnrXXacVY1JLREREJFNj0w8AZ6a31T0JtbJaped8wOlRmNQSERERydRUUltXnckKDhxxvV3utdsLJrVEREREMsmpflCXCLFesVo53bH6gW1OTWofeeQRiKKIVatWObNbIiIiIo/SnNFSUQTQjOVum5NQt2VOTWoDAgJgsVic2SURERGRRxGAetUP7DqvJhmtu3SuzK4cuXZ74NSk9tVXX3Vmd0REREQeyZ6RWrtHYmUmuZxTa5vspPbq1avw9fV1RSxEREREHq+qvOLaFICmb/9ySN0kt05z2eUrzrpSmyI7qZ0xYwbi4+MxbNgwxMfHQ61m4W8iIiJqPwS1EkrBLOWe9cdNXTXptfpKaq3GRf23brKT2lmzZuHIkSN49dVX4ePjg8GDB+O2227DjTfeCIWChdOIiIiobVMqlVApGp4CINZLc5uT5NbUqb1Oo2dSa4vspHb8+PEYP3488vPzkZWVhSNHjuDgwYPQ6/UYOnQobrvtNkRHR7siViIiIiKPoLRzXmvNSmP2T1QQrVptHWnvtdsbh28UCw4Oxj333IN77rkHeXl5OHz4MD799FN8/PHH2LNnjzNjJCIiIvIojt6sZb2crgBH5uWypJdtza5+YDQa8c033+Dbb7/FlStXeBMZERERtXnNqlNb65Ej+SmrH9jmUFJbUlKCY8eOISsrCydPnoRKpUJCQgIWLFiAgQMHOjtGIiIiIo/iaGJZt8yX3Bq11X0wqbVFdlK7ePFiHD9+HKIo4qabbsITTzyBxMRE+Pj4uCI+IiIiIo8iwP6ktsmR2FoH2JuqcvEF22QnteXl5Xj44Ydxyy23wM/PzxUxEREREXksc1VVozdrOWvKa0NXMBcVO+kKbYvspHbJkiWuiIOIiIiodbBYoBAs0pctdd+WdHuZydRCV2xdnLpMLhEREVFbp/TyglphqbffdYswWNeq9e7cwUn9ti1MaomIiIhksmdOreOLMDRe5ovVD2zjEmBEREREMikEsclNWWdTwFJrE2tt1/YJ1Vu98+psTVU/2L17NwYPHoyuXbvihhtukNYPiIuLQ5cuXRAaGorQ0FAkJiZanXf06FEMHjwYISEhGD58OE6ePGnVnpGRgejoaISGhmLGjBkwGo1Sm8lkwpNPPomIiAj06NEDixcvhuhIaYdmYFJLREREJIdgX1JbL8lVVG/VX1ugUJivbZbqtgaSWFtbQw4fPowFCxbgzTffRG5uLj7//HP069dPat+wYQPy8vKQl5eHf//739L+P//8E9OnT8fcuXPx66+/YtKkSbj33ntRUVEBAPj888+xZMkSbNq0CT/++COUSiWefPJJ6fzXX38dJ06cQE5ODg4fPoy9e/di7dq1LnjxG8akloiIiEgm+UltrZFYxbWtkdHYRrdGSnotWbIE8+bNQ2JiIhQKBYKCgtC9e/cmn8/evXvRo0cP3HvvvfD29sZjjz0GURSRmZkJAPjggw9w3333oX///vDz88OiRYuwd+9eFBYWAgA2btyIefPmISgoCOHh4ZgzZw42bNjgjJfabg4ltUVFRfj666/x2Wef4aOPPsLhw4fxn//8p8WHmYmIiIjcoXaSas9WM0rb0Ca3P1vMZjNycnJw5coVDBgwAH379sWjjz4qJZ4AMHv2bPTs2RN/+ctfrEZqT506hbi4OOlrQRAQGxuL06dP22zv2bMnvLy8cPbsWRiNRly8eNGqPS4uTjq3pdh9o1hpaSkOHjyIgwcP4ty5c/USWEEQoNFoMHjwYNx1112IiYlxerBEREREnsBvxcIG20rmviS77kG9lcYA6P7nHzaPFY1FNvfn5+ejsrIS27dvx549e6DVapGamornnnsOb7/9NjIyMtC/f38A1SOvkydPxhdffIGIiAiUlpYiICDAqj+9Xo+SkhIA1XmgXq+32V5zTO12vV6P8vJyVFVVQaVqmboEdl1ly5Yt2LFjB3Q6HYYOHYrp06cjMjIS/v7+UKvVKCkpQX5+Ps6ePYucnBwsXLgQMTExePjhhxEREeHq50BERETUYsxl5Y22KxsYSXUW0Wy7/5rVXVNTUxEaGgoAePrpp3HfffcBAAYPHiwd+7e//Q3bt2/HgQMH8MADD0Cr1aKoyDpZLioqgk6nA4BG22uOqX18UVERNBpNiyW0gJ1J7cmTJ7FgwQKrica16fV66PV69OrVC2PHjkVJSQn27t2LkydPMqmtQ630jNpyPvB3dwgSVd23p27kq3R3BNVUCs+ZyqNVV7o7BImvd4W7QwAAKFVmd4cg8elge8TGHby7XHF3CAAAIcDL3SFIqjqHuzsEidm/s7tDaDMU3urG2xVmuHJJBkFpu++AgACEhYVBsPPfVYVCIX3yHhMTg3fffVdqE0URP/zwAx544AGp/eTJk5gyZQoA4JdffkFFRQV69eoFvV6PkJAQnDx5El27dgVQnTtGR0c7+hQdYldS++KLL8rqVKfT4d5773UoICIiIiJPplAoYH7mnw22K5UArKZpOpbgVj1dfY26OaoqKBAYOMDmOTNmzMC//vUvjBo1Cr6+vnjzzTcxZswYGAwGGAwGDBw4EACwadMmfPvtt1ixYgUAYPz48Vi0aBE2b96MiRMnYvXq1QCA22+/HQAwffp0/O1vf8M999yDnj174qWXXsL48eOlKQfTp0/H0qVLMWDAAJSXl+Ott97Cww8/7NDzdhQXXyAiIiKSSWFjRbGGWN+G1FiCa71yWEOHNnbtp59+Gn/88QcGDRoElUqFUaNG4ZVXXsFvv/2GefPm4dy5c1Cr1ejbty8+/PBDREZGAgA6duwoVTBIS0tDdHQ0PvjgA3h7ewMAhg8fjr///e+YOnUqiouLMXz4cLz11lvSdefPn48//vgDN998M5RKJVJSUqRR3pYiGI1G2Z9znj9/Hlu2bMGZM2fw559/omPHjujTpw8mT56Mbt26uSLONsFkMiGs643uDgMAEKFJcHcIkl5iqLtDkHTXesb7vG66KneHIOnpV+LuECTdO/7u7hAAAAF6z/nIP6hbnrtDkPhGXnJ3CAAARbBn/D0GgKpo29P23KEysLu7QwAAmP3edncIzWYpL8e5+1IcPr9esSjB6o8mqYKC0O2dt5o+sJ2R/Tf/q6++wssvv4zAwEAkJiYiICAARqMR//73v5GWloaFCxciPj7eFbESEREReQQ5I7V11SS1jt5S0pxrt2Wyk9q1a9diwIABWLhwIRSK62VuH3jgAbz44otYu3Ytk1oiIiJq0xpb1cta3RKodVrrddN0ptvUMrntlezFFy5fvoyxY8daJbRA9aTpcePG4fLly04LjoiIiMgTKRQWu7b6iyzYXjpXarenXxeXDGutZI/Udu/evcHE9fLly5xTS0RERG2aucpUa6S2zqhpMyt51TvdxkiuaPyjeRdpo2QntbNnz8brr78Ob29vJCYmQqvVorS0FP/v//0/7Ny5E88++6wr4iQiIiLyCAIEKBQN3dDr5Pq09VYaExusU9veyU5qFyxYgKqqKqSnpyM9PR1KpRJmc3UhcqVSiYULry8bJwgCtmzZ4rxoiYiIiNxMqVZDqbI9r1WsP0nWaQSIgCBAERjQ9MHtkOykNjk52e6VKoiIiIjaInsqEIjS/2qzJ4e6flL9lEvknNoGyE5qa9YPJiIiImqv7KlAIEj/qybW+n+tI1CvQoITrt0eOVyhWhRF5OXlobi4GH5+fggNDeUILhEREbULggO1YqUUtpl1agUFk1pbHEpq9+3bh02bNqGoqAiiKEIQBOj1etx7770YO3ass2MkIiIi8iBi8xZAsD1Aa//pXHzBJtlJ7aeffop33nkHw4YNw7Bhw6QVxbKysvDOO+9AqVTirrvuckWsRERERB6h8SkAjS+4cL2hzlliI412X7v9kp3U7tq1C+PHj8dDDz1ktX/QoEHQ6/XYuXMnk1oiIiJqsywWS6OjpQ5PK6j1uLEqCkJVmWMXaONkJ7WXL19GQkKCzbb4+Hh88sknzQ6KiIiIyFOJlaZr0w9cWL6rwcRYAEqvuOy6rZnspLZjx444ffo0+vfvX6/txx9/RMeOHZ0SGBEREZEnUnproFSbrXc6VLpLjloX6NDZyX23DbKT2pEjR+LDDz9EVVUVbrnlFmlO7RdffIHt27fj3nvvdUWcRERERB6jyZu1mp3k1pRIsNGk5JxaW2QntVOnTkVJSQm2b9+OrVu3SvsVCgXGjx+PKVOmODVAIiIiIk8jt/pB/SmydbNV6yS20RSY1Q9skp3UCoKABx98EFOmTMFPP/2EkpIS+Pn5oXfv3vD393dFjERERESeQ5BfK9b6JjBAVhJbF+vU2iQ7qT148CDi4+Ph7++P+Ph4q7bi4mJkZ2fjjjvucFqARERERJ7GsVqxYnX2Wm9mgcypCSzpZZNC7gnp6em4ePGizbbLly8jPT292UEREREReTJBabFjM1ttCpUFCqUFSlX1pri21T3Onr6pPtkjtY3VTSspKYGPj0+zAiIiIiLydPaM1Npbr7be7NpGci0AnFPbALuS2q+//ho5OTnS17t27UJAQIDVMSaTCd999x0iIyOdGyERERGRBxGqyq/NqXXNNIAmk+Ei25+Yt3d2JbV5eXnIzs4GUH2j2A8//AC1Wm3dkUqFbt26YebMmc6PkoiIiMhTCCoIysrrQ6wur1FbQ6y+lrfWhcs+tF52JbUTJkzAhAkTAAB/+9vfsHDhQvTo0cOlgbVVpqrf3R0CAKAcJe4OQVJkMbk7BMlVs+wZOS5hFl31C1E+peA5H3NdrfB2dwgAAL3Fc74/lkrP+JkFAEupZ3x/5JZaciWhqtLdIUgEU6m7Q2g7lEooVLbTyurCBnXbmvM7o36VBNHPn0mtDbJ/G65Zs8YVcRARERG1Hg3crFUvfRXr/NlIgisCEOqWRrB1uAe9cfMkdlU/+Prrr2V3XFhYiJ9//ln2eURERESeTlBY7NtqKhaoqjcozdWbwlJdb1Zhqd5qKh9cO046z2a/HKe1xa6R2pUrV0Kn02HkyJEYMmQIAgMDbR5nNptx8uRJZGVl4ciRI0hNTUVUVJRTAyYiIiJyKwEOL4Ag1MyLlXY4MDWBSa1NdiW1GRkZ2LdvH3bv3o3Vq1cjMDAQ3bt3h16vh1qtRmlpKS5duoRff/0VZrMZCQkJeO211zjvloiIiNok+xdfsE5Aa+ewTS+d2wBOP7DJrqRWrVYjOTkZycnJ+O6773DixAmcPXsWZ8+eRWVlJXQ6HcLCwjBy5EgkJibWK/dFRERE1JY0lNRazYuVDm6gD1snW30p2D7Vg27g9SSybxTr168f+vXr54pYiIiIiDyf2SwltdVJ7HUC4LSKXkJDizCY/nTOBdoYz6kFQ0RERNQqVF5bqlask8S6uNzftem4gug5ZTk9CZNaIiIiIjmUGgheNkZRm1re1gkEABa/UJdfpzWyq6QXEREREdWiFOtvquubqKq1X+HgprRUbyrrvqFsPHnevXs3Bg8ejK5du+KGG27Anj17AACnTp3CnXfeiZCQEAwaNAiHDx+ud17//v0REhKCpKQkXLhwwar9pZdeQs+ePREREYE5c+agoqJCajMajZg1axbCwsLQt29fvP322056oe3HpJaIiIhIJkEpNroplCIE1bVNLQLqWgmpUgSUqLNZJ66CWoSgQvVWt/9GSnodPnwYCxYswJtvvonc3Fx8/vnn6NevHyorKzFt2jSMGTMGv/76K+bPn48ZM2bg99+rVzr96aef8Oijj2LZsmX45ZdfEBsbi/vvv1/q97333sPWrVtx8OBBHD9+HGfPnsUrr7witc+bNw8VFRU4deoUtm/fjmXLlmH//v2uefEbwKSWiIiISA4B1RmUjE1QAIKyOkmFEoCiTqKqutZ+bWuyzwYsWbIE8+bNQ2JiIhQKBYKCgtC9e3ccPXoUZWVlePLJJ+Ht7Y27774b0dHR2LVrFwBgy5YtuOOOOzBixAj4+PhgwYIF+P7773H69GkAwMaNG/HYY4+he/fu6NixI+bPn4+NGzcCAEpLS7Fr1y4sWrQI/v7+iI2NRUpKCjZs2ODEF71pspPajz/+GFevXnVFLEREREStg8NTCmqN3jZnioINZrMZOTk5uHLlCgYMGIC+ffvi0UcfRWFhIU6dOoWYmBgoFNdTv7i4OClpPXXqFOLi4qQ2Pz8/REZGSu2nT5+2ao+Li0NBQQHy8/Px888/w2KxICYmxmbfLUX2jWJr1qzBmjVrMGTIEIwaNcrqCRIRERG1B98lZDXYdmPOMEhFZ2sKIjRVGEGs8ycEnBhg+xpq0+/oZmN/fn4+KisrsX37duzZswdarRapqal47rnnpEWzatPr9TAYDACqR1tttZeUVFdaKCkpsWqveVxSUoLS0lL4+/s3eG5LkT1Su379etx///0wGAxYsGABUlNTsWXLFhQUFLgiPiIiIqLWRSlWDxvWTDWwZzpBzXHSOY3cDNZAguzj4wMASE1NRWhoKAICAvD000/j//7v/6DValFUVGR1fFFREXQ6HQA02a7T6azaax7rdDpotVoUFxc3eG5LkT1Sq9PpMG7cOIwbNw7nzp3D/v37sXv3bmzcuBE33XQTRo4ciUGDBkGlsq/ryspKrF+/Hj/88ANKSkrQqVMnJCUlYciQIQAAg8GANWvWwGAwIDAwEDNnzkRsbKx0fnZ2NjZv3gyj0YioqCikpqYiMDBQat+2bRsOHTqEqqoqJCQkICUlBWq1Wu7TJiIiIqpWVdpos9BEdYJmE6ts7g4ICEBYWBgEoX7WGxMTg/T0dFgsFmkKwsmTJzFp0iSp/eTJk9LxJSUlOHfuHKKjowEA0dHROHnyJBITE6VzAwMDERwcDK1WC0EQcPr0aen4kydPSo9bSrPq1EZGRuKhhx7CpEmTsHTpUuTk5CAnJwf+/v4YO3Ys7rnnHnh7ezfah9lsRocOHfDcc88hKCgIZ86cwRtvvIGgoCBERkZi2bJlGD58OBYuXIicnBykp6dj6dKl0Ov1yMvLQ0ZGBtLS0tCnTx9s2bIFK1aswOLFiwEAmZmZOHbsGF544QX4+Phg+fLl2L59O6ZNm9acp01ERETtmcIH/U/fCFxLHkWxztK4Kufch9//9DDpce2Vyyzegbga853Nc2bMmIF//etfGDVqFHx9ffHmm29izJgxGDp0KDQaDdLT0/Hoo4/ik08+walTp/D+++8DAKZMmYIRI0YgMzMTiYmJWLJkCWJjY6XEdPr06Vi+fDlGjhwJvV6P1157Dffddx+A6lHeCRMm4MUXX8SqVatgMBjw3nvvYeXKlU55Hezl8KsuiiK+/vprvPLKK3jwwQeRm5uLu+++G0uXLsWYMWOwd+9evPHGG032o9FoMGnSJAQHB0MQBPTp0we9evXC2bNncfr0aZhMJowbNw5qtRqJiYkICwtDdnY2AODYsWPo168f4uLi4OXlhUmTJsFgMCA3NxcAkJWVhTFjxiA4OBh+fn5ITk5GVlbDc2CIiIiImqRQAGoVoFICKiUEtbL665rt2n4oHd/E2l+rVBBUtfr3avhj/aeffhqJiYkYNGgQbrrpJnTq1AmvvPIK1Go1Nm3ahI8++gjdunXDK6+8gvfffx9BQUEAgD59+mDlypVIS0tDZGQkvvvuO6xbt07qd+bMmZg0aRJGjBiBG2+8ET179sSCBQuk9qVLl0KtVqNv376YOHEinnjiCYwcOdJ13wMbZI/UXrx4Efv378ehQ4fw559/on///njmmWeQmJgIpVIJAOjbty969eqF119/XXZA5eXlOHfuHO666y7k5uYiPDzc6k69iIgIKWnNzc1FZGSk1Obj44Pg4GDk5uYiLCwMubm5iIiIkNq7deuG4uJiFBYW1psMTURERGQ3hYxxwZqVxuydlSAIdZbfrXvthu86U6lUeP31123mYLGxsTh48GCD5yYnJyM5ObmBkAT84x//wD/+8Q+b7QEBAVi/fn2DfbcE2UntQw89hE6dOuHOO+/EqFGjEBwcbPO4lSXu0AAAIABJREFUsLAw9O7dW1bfFosFGRkZ6NGjB+Li4vDLL7/A19fX6hitVivdlFZeXg6tVmvV7uvri/Lycqm99vk1j8vLy5nUEhERkWMEVI+gOkAEIIiidYIrVUhoqkTCNQ5eu62TndQuWrQIAwcOtBo9tSU0NBRLliyxu19RFLFu3ToYjUbMmzcPgiDA29u7Xk3cq1evQqPRAKieutBUe1lZmdRW87imnYiIiMgRouD4vFlRgPUk2Ra8dlsm+1U5duwY8vPzbbbl5+dj+fLlsoMQRRHr16/HhQsX8Oyzz0pJZ80UAovFIh174cIFhIWFSe3nz5+X2srLy5Gfn99g+/nz5+Hn58dRWiIiImoepcL+TaWEULOpVdWb17U/r+2X1Z+cqQ/tiOxX5dChQygsLLTZVlRUhEOHDskOYv369fj5558xb948qcYaUF0+Qq1WY9++faisrMSXX34Jg8GAhIQEAMCQIUPw3Xff4fvvv4fJZMKOHTsQHh4uJbW33norPv30U+Tn56OkpAS7du3CsGHDbMZAREREZLembu6qdZNXTZuoVEJUKKy3mvNUKunYpjcmtbbInn4giqLN+mcAkJeXBz8/P1n9FRQU4ODBg1Cr1UhLS5P2JyUlISkpCU899RRWr16NnTt3IigoCGlpadJIa2hoKFJTU7F27VoUFhaiZ8+emDNnjtTH7bffjoKCAjz//PMwm82Ij4+X6rEREREROcRcaXO0tPrmLgfnFDRErH93mVD1h3Ov0UYIRqOxyXvxPv74Y3z88ccAqj/+79y5c736syaTCfn5+bjlllvw7LPPuibaVs5kMiE4uKu7wwAAhOluc3cIkm7myKYPaiFRdW5MdJfe/mZ3hyCJ1tv+ZMYdOvm27JKLDQkJ9JwVFAPDLrk7BIlv6O/uDgEAoOppafqgFmLu2dfdIUgqO3rGvz9Vndx7h7xTmArhe7zmk1/rJNbJKW09oihCFFQoS8hx8ZVaH7tGajt27IioqCgA1fNSw8LC6s1LValUCA8Pb/GaZK5gNpthNjs/qaisrHR6n0RERK2JyWRyWd9eXl4u69uK0gvwqn/TuQjUGll19qpi19JlQYCoDnFy322DXUltYmKitCwaAEybNg1dunRxWVDuVlpaWm8NY2cRPOSORYXj6244na/gOcsWqz3kZVEKLl5iUQaTxXNKx3ipbC8N2dJUHhIHAAgqzxnVF7w95I27wnN+p4gqz4nForVdgrOl/f6760b0Q0NDXda3FQEQlbZTKLHeFyIA0e4R3Ovn1zqjzpQGkSW9bJI9p/aJJ55wagD79+/HkSNHYDAYMGDAADz++ONSm8FgwJo1a2AwGBAYGIiZM2ciNjZWas/OzsbmzZthNBoRFRWF1NRUBAYGSu3btm3DoUOHUFVVhYSEBKSkpECtbvoXjFardUnZL47UEhFRe1ezglWrJzOxtBrFrTVPtnZlL/Fa8trQvUuOXru9sCupXbVqFSZOnIjg4GCsWrWqyeMffvhhuwMICAhAUlISfvjhB6vR0aqqKixbtgzDhw/HwoULkZOTg/T0dCxduhR6vR55eXnIyMhAWloa+vTpgy1btmDFihVYvHgxACAzMxPHjh3DCy+8AB8fHyxfvhzbt2/HtGnTmoxJqVRKq6MRERGR87TYFAEXExXNyBOkEdxrX9YdiW3qfA/51NfT2JXUZmdnY+TIkQgODsaXX37Z5DsIOUltfHw8gOob0GontadPn4bJZMK4ceOgUCiQmJiIzz77TIrl2LFj6NevH+Li4oD/3969RzV15XsA/56EQEhAHgJWSVABH0h9i6OoqNOHOFq0FyttbX3Uorf3ah1nrVrb6/IxOtqZqlPtdFQUClq19IHWquPU6hJUVCpWHb3Wx6AYfGGqRF4hkOT+weVIeEjCwyTw/azFMtn7nJPfOdmSHzv77A0gNjYW//3f/y0ukZuRkYGxY8eKK55NnDgRGzZssCqpJSIiInqieoYfPNnjcbEAGj/+tlGv3fpZdVUSExPFx0lJSS0WTHV5eXlQq9UWK5cFBQUhLy9PrO/a9fFd8+7u7ggICBCT2ry8PAQFBYn1nTt3RmFhIXQ6HRdfICIioiYQ6h1TW3O7yn+sGFFrMXWX+YkLjnFMbd0cNtUvKyuDosb0SkqlElpt5VQ6er0eSqXSol6hUECv14v11feveqzX65nUEhERUeOZTEC14QePE9D6b+6ylVCjF9cyyXWcaesciVVJbWZmpk0HjYyMbFQw1bm5uaGkpMSirKSkRLyBSy6XN1hfWloq1lU9bokbwIiIiKgtMcAkdbFIZGuOi212ZrOY3prRMjM0OTurktpVq1ZZfUBBELBnz55GB1RFpVJh3759MJlM4hCEmzdvilOLqVQq5Obmitvr9Xrk5+eLS+RW1Xfv3h1A5fy6np6e7KUlIiKippHKAVdljem7Wmp+2hq9tIIAs+D3hK3bLpvH1Da3qoUOjEYjzGYzDAYDJBIJwsLCIJPJsG/fPkRHR+PMmTPQaDR49913AVT2Bi9ZsgQXLlxA9+7dkZaWBrVaLSa1I0aMwN69e9G3b18oFArs3r0bUVFRTwqFiIiIyAoCIG1gitA6pu9q3EsJtZffdaC5mB2JVUlt1QwCLeG7777Drl27xOdZWVkYPnw4Zs+ejT/84Q/YsmULdu3aBX9/f8ybN0/saQ0MDER8fDySkpKg0+kQEhKCuXPniscZNWoUtFotlixZAqPRiIiICMTGxrbYeRAREVHbYbYlsay2CENVQc3BCpU1Aqy5ucym125DhIKCggb/hCgsLIRSqYREIrFqpS1PT89mCa61MRgM6NBBZe8wAABq5Uh7hyDqYQq1dwiizkrH+EUR6uk4K1Z18Si2dwiizt6/2jsEAEAHP629QxD5qO7ZOwSRIsgxYpEGOcb/YwCo6Bbe8EZPiaGjY8Rikn9s7xCazlwGl0eNX4zKbDYDZtP/98BWm3PWynG5ZsEXxnZ/avTrt1ZW9dROmTIFH3/8MXr06IHXX3+9wXlqm2NMLREREZGjMktsm0DKYoYEc+Uzs1BZ86Tpu+o8luCwk1fZlVVXZd68eejYsaP4uMHl24iIiIhaswaGAFgksXWNi62mcvouc62VxurFpLZOVl2V5557Tnz8/PPPt1gwRERERI5PgPmJN4o1cZqvBmZSMMNxhtg4EpsXD545cyZycnLqrLtx4wZmzpzZ5KCIiIiIHJaxHJC4wCz+yCp/pK7//yOr/LHYxoafqv2lro+PLXl8PEiK7H0FHJLN/df5+fkoLy+vs66srExc8YuIiIioVRIkMEvlqBpaUKn556etk9kMsKe2TlYltQaDAWVlZZV366Fyda6asyAYDAacPHkSvr6+zR8lERERkaOQukAqKGoU/v+QA4uhA82V6ArVhuMKMJvbwdhMR25NrEpqv/nmG3z55ZcAKlcMW7x4cb3bvvbaa80TGREREZGDEuq5UUyoMY+B2Ww5P62VR398nLqG5ZpdAJOVh2pDrEpqhwwZgg4dOsBsNmPdunWIi4sTZ0MQD+TiArVajeDg4BYJlIiIiMhRCBJX67arWSAmueYaWzW86MLjY8iY1NbBqqQ2ODhYTFYFQUBERATatWvXooEREREROSrBqmm16uiZtWpChIY24pRedbH5qlSf3ouIiIioLbK2p7baHqgcG/s4YW30+FszbxSrS6NS/QsXLuDAgQO4detWnTMh/O1vf2tyYERERESOSah3TG31bcRH9S26UOO5uYH5acXtTExq62LzPLXZ2dn48MMP8ejRI1y7dg1+fn5o164d8vLyoNfrERoa2hJxEhERETkIMwSJrI4fVwgSV0ikbpBIXcWfuret/fN4HzdIpG7i8WpvZ+/zd0w299Tu2LEDEyZMwPTp0zFx4kS88cYbCA0NRX5+PhYvXoy+ffu2RJxEREREDkKKstLhMJtdUJlK2dxH2EhGQOBkXvWxOanVaDR48803IZFIIAgC9Ho9ACAgIACvvfYadu7cidGjRzd7oERERESOQQKj8Rl7B0E12PynhaurK8xmMwRBgI+PD+7evSvWKRQK3L9/v1kDJCIiIiJqiM09tV27dkVeXh769++Pvn37IjU1Fe3atYNUKsW2bdvQpUuXFgiz9RAEub1DAACUo8zeIYiMT2tpQSu4Pq1vkBrgJnGcayKTcDLEmlxkFfYOQSQIjtNWBBfHaCtmD6W9QxCZXN3tHcJjCgfpWXSMZkKtkM0f4TExMeJdfFOnToVCocDy5cuxdOlSFBYW4p133mn2IImIiIiInsTmntqIiAjxsZ+fHz755BPcvn0bBoMBKpUKMhmnmSAiIiKip6vJS1IIgoDAwECUl5czoSUiIiIiu7B5+MHhw4fx/fffi89v3LiB+Ph4xMbGYuHChSgoKGjWAImIiIiIGmJzUpuWlmaxMsamTZsgk8kQHx+Phw8fYuvWrc0aIBERERFRQ2wefnDv3j0EBQUBAHQ6HS5evIglS5Zg4MCB8PLyQlJSUrMHSURERET0JDb31EokEpSXlwMA/vWvf8HFxQV9+vQBAPj6+qKwsLB5IyQiIiIiakCj5qndv38//Pz8sGfPHvTp00e8Qez+/fvw8vJq9iCJiIiIiJ7E5p7aqVOn4sKFC5g7dy5yc3MxZcoUse7EiRPo3r17swZIRERERNQQm3tqe/Xqhc8//xy3b9/GM888Aw8PD7HuhRdeQKdOnZo1QCIiIiKihtjUU2swGDBnzhz88ssvCA0NtUhogcqFGQIDA5s1QCIiIiKihtiU1Lq6uuLBgweQSGwetUBERERE1GJszk6HDh2Ko0ePtkQsRERERESN0qgxtSkpKVi2bBkGDRoEb29vi8UYACAyMrLZAiQiIiIiaojNSe0nn3wCADh9+jROnz5dq14QBOzZs6fpkRERERERWcnmpDYxMbEl4iAiIiIiajSbk9qAgICWiIOIiIiIqNFsTmqrZGdn48qVK9BqtYiLi0NAQAAuXLiAjh07on379s0ZIxERERHRE9mc1Op0OqxYsQKXL1+Gn58ftFotxo4di4CAABw8eBByuRzvvPNOS8RKRERERFQnm6f0SkhIgE6nw2effYbNmzfDbDaLdf369cO5c+eaNUAiIiIioobYnNSePn0aU6dOhVqtrlVX1XNLRERERPQ02ZzUGo1GuLm51VlXVFQEF5dGD9MlIiIiImoUm5Pa7t274+DBg3XWZWRkICwsrMlBERERERHZwuak9s0338RPP/2E999/H/v27YMgCDh58iRWrVqFrKwsTJkypSXiJCIiIiKql81JbVhYGFauXAlBEJCYmAiz2YyvvvoKDx8+xIoVKxAaGtoScRIRERER1atRA2DDwsLw0UcfoaysDEVFRVAqlZDL5c0dWytlsncAAABXKOwdgkghkdo7BIdjMje8zdPiIjHaOwSRm6zc3iEAACRSx7kmMo9Se4cgEtwd4/ebWeFh7xBEJrnjxCJI3e0dQiXHaCbUCtncU3vgwAEUFRUBANzc3NC+fXsmtERERERkVzb31G7cuBGbNm1C//79MXLkSAwZMqTe2RCIiIiIiJ4Gm5PaL774AseOHUNGRgbWrFkDNzc3DB48GCNHjsTAgQMhlfKrZCIiIiJ6umxOaj08PBAdHY3o6Gg8fPgQGRkZOHr0KJYvXw4PDw8MGzYMc+bMaYlYiYiIiIjqZPOY2up8fHwwYcIErF69GsuWLYOrqyt++OGH5oqNiIiIiMgqTVr+S6vVIiMjAxkZGcjJyYGHhwfGjBnTXLEREREREVnF5qRWp9Ph2LFjSE9Pxy+//AI3NzcMGTIEb7zxBvr3788xtURERET01Nmc1E6dOhVSqRSDBg3CggULMHjwYLi6urZEbEREREREVrE5qX333XcxdOhQKBSOM3k/EREREbVtNie1zz33XEvEQURERETUaE2a/YCIiIiIyBEwqSUiIiIip8ekloiIiIicHpNaIiIiInJ6TGqJiIiIyOkxqSUiIiIip8ekloiIiIicHpNaIiIiInJ6TGqJiIiIyOkxqSUiIiIip8ekloiIiIicHpNaIiIiInJ6TGqJiIiIyOkxqSUiIiIip+di7wDaHLPJ3hEAAAwosXcIIqPZbO8QRBLB3hFUkkkc6JrYO4BqBMExrouLa4W9QxBJ3MrtHYJIUEjtHQIAwOTmbu8QRCZlgL1DECkUQfYOAQBQpLN3BNRaOdLnFRERERFRozCpJSIiIiKnx6SWiIiIiJwek1oiIiIicnpMaomIiIjI6TGpJSIiIiKnx6SWiIiIiJwek1oiIiIicnpMaomIiIjI6TGpJSIiIiKnx6SWiIiIiJwek1oiIiIicnpMaomIiIjI6TGpJSIiIiKn52LvAAAgMTER586dQ2lpKTw8PDB69GjExMQAADQaDRITE6HRaODn54epU6ciPDxc3DcrKwupqakoKChAaGgo4uPj4efnJ9Z/8803OHz4MCoqKjB48GBMmzYNMpnsqZ8jEREREbUch+ipjY6OxurVq7F582YsWrQIx48fx6lTp1BRUYG1a9diwIAB2LhxI15++WWsW7cOOp0OAHDr1i0kJCRg+vTp2LBhA9RqNT799FPxuEeOHEFmZiaWLl2KNWvW4M6dO/j222/tdZpERERE1EIcIqkNDAyEq6ur+FwQBNy7dw+XLl2CwWDA+PHjIZPJMGTIEKhUKmRlZQEAMjMz0adPH/Tu3Ruurq6IjY2FRqNBXl4eACAjIwNjx45FQEAAPD09MXHiRGRkZNjlHImIiIio5TjE8AMASE1NxQ8//ACDwQA/Pz9ERkbip59+glqthkTyOPcOCgoSk9a8vDx07dpVrHN3d0dAQADy8vKgUqmQl5eHoKAgsb5z584oLCyETqeDl5fX0zs5IiIiImpRDpPUxsXFYfLkybh+/Tqys7OhVCpRVlYGhUJhsZ1SqYRWqwUA6PV6KJVKi3qFQgG9Xi/WV9+/6rFer2dSS0RERNSKOMTwgyqCICA4OBgymQxpaWlwc3NDSUmJxTYlJSWQy+UAALlc3mB9aWmpWFf1uKqeiIiIiFoHh0pqqxiNRuTn54tDCEwmk1h38+ZNqFQqAIBKpUJubq5Yp9frxf3qqs/NzYWnpyd7aYmIiIhaGbsntcXFxTh27BhKS0thMplw5coVHDp0COHh4QgLC4NMJsO+fftQXl6OU6dOQaPRYPDgwQCAyMhInD9/HhcuXIDBYEBaWhrUarWY1I4YMQIHDhxAfn4+ioqKsHv3bkRFRdnzdImIiIioBTjEmNqMjAxs27YNJpMJPj4++N3vfocXXngBgiDgD3/4A7Zs2YJdu3bB398f8+bNE3taAwMDER8fj6SkJOh0OoSEhGDu3LnicUeNGgWtVoslS5bAaDQiIiICsbGx9jpNIiIiImohQkFBgdneQbQVBoMBz3ToYu8wAAAdlIPsHYKon/lZe4cgCvF0iL/z0N3TYO8QRF09H9k7BJHKV2vvEAAAHVV37B2CyCv4lr1DEMm6lja80VNgDO1u7xBEZV0H2zsEkaLDSHuHAAAo0o23dwjUSjnGJ7iDMRqNMBqNzX7c8vLyZj8mERGRMzEYWu6P9upz3lPbw57aOjx69AiFhYX2DoOIiIhsEBgYaO8QyI5afU9tcXExkpKScP78ecjlcowbNw7R0dFP3EepVLbItF/l5eUoKCiAt7c3ZDJZsx+fWge2E7IW2wpZi22F2oJWn9Ru3boVFRUVWL9+PbRaLVatWoWOHTuib9++9e4jlUohlUpbLCaZTMavSKhBbCdkLbYVshbbCrVmdp/SqyXp9XpkZWVh0qRJcHd3h1qtxujRo5Genm7v0IiIiIioGbXqpPbu3bswm81Qq9ViWVBQEG7dcpy7hYmIiIio6Vp1UltWVgZ3d3eLMoVCYbF0LhERERE5v1ad1Lq5udVKYEtLS2slukRERETk3Fp1UvvMM89AEATk5eWJZbm5uZzyg4iIiKiVadVJrVwuR0REBL7++muUlpZCo9EgPT0dI0c6xqoqRERERNQ8Wv2UXtOmTUNiYiLmzp0LuVyO8ePHP3E6LyIiIiJyPq0+qVUqlXj33XftHQYRERERtaBWPfyAiIiIiNoGJrVERERE5PSY1BIRERGR02NSS0REREROj0ktERERETk9JrVERERE5PSEgoICs72DICIiIiJqCvbUEhEREZHTY1JLRERERE6PSS0REREROT0mtURERETk9JjUEhEREZHTY1JLRERERE6PSS0REREROT0XewfgrBITE3Hu3DmUlpbCw8MDo0ePRkxMDABAo9EgMTERGo0Gfn5+mDp1KsLDw8V9s7KykJqaioKCAoSGhiI+Ph5+fn5i/TfffIPDhw+joqICgwcPxrRp0yCTyZ76OVLTlZeXIyUlBRcvXkRRURHat2+PmJgYREZGAmBboccOHjyIo0ePQqPRYODAgZgzZ45Yx3ZCTVFcXIykpCScP38ecrkc48aNQ3R0tL3DImp27KltpOjoaKxevRqbN2/GokWLcPz4cZw6dQoVFRVYu3YtBgwYgI0bN+Lll1/GunXroNPpAAC3bt1CQkICpk+fjg0bNkCtVuPTTz8Vj3vkyBFkZmZi6dKlWLNmDe7cuYNvv/3WXqdJTWQ0GuHj44MPPvgACQkJmDFjBpKTk3H16lW2FbLg7e2NmJgYjBo1yqKc7YSaauvWraioqMD69euxYMEC7NmzB+fOnbN3WETNjkltIwUGBsLV1VV8LggC7t27h0uXLsFgMGD8+PGQyWQYMmQIVCoVsrKyAACZmZno06cPevfuDVdXV8TGxkKj0SAvLw8AkJGRgbFjxyIgIACenp6YOHEiMjIy7HKO1HRyuRyxsbEICAiAIAjo0aMHunXrhqtXr7KtkIWIiAgMGjQInp6eFuVsJ9QUer0eWVlZmDRpEtzd3aFWqzF69Gikp6fbOzSiZsektglSU1Mxc+ZM/P73v0dZWRkiIyORl5cHtVoNieTxpQ0KChI/YPLy8hAUFCTWubu7IyAgoN76zp07o7CwUOyVIeem1+tx/fp1qFQqthWyCtsJNcXdu3dhNpuhVqvFsqCgINy6dcuOURG1DI6pbYK4uDhMnjwZ169fR3Z2NpRKJcrKyqBQKCy2UyqV0Gq1ACqTGqVSaVGvUCig1+vF+ur7Vz3W6/Xw8vJqydOhFmYymZCQkIDg4GD07t0bOTk5bCvUIP5OoaYoKyuDu7u7RZlCoUBpaamdIiJqOeypbSJBEBAcHAyZTIa0tDS4ubmhpKTEYpuSkhLI5XIAlV9HN1Rf/ZdN1eOqenJOZrMZn3/+OQoKCjBnzhwIgsC2QlZhO6GmcHNzq5XAlpaW1kp0iVoDJrXNxGg0Ij8/X/xa2WQyiXU3b96ESqUCAKhUKuTm5op1er1e3K+u+tzcXHh6erJHxYmZzWakpKTg5s2beO+998Rkgm2FrMF2Qk3xzDPPQBAEcTgKUNkGAgMD7RgVUctgUtsIxcXFOHbsGEpLS2EymXDlyhUcOnQI4eHhCAsLg0wmw759+1BeXo5Tp05Bo9Fg8ODBAIDIyEicP38eFy5cgMFgQFpaGtRqtfgBNGLECBw4cAD5+fkoKirC7t27ERUVZc/TpSZKSUnBtWvXsGDBAoveEbYVqs5oNMJgMMBoNMJsNsNgMKCiooLthJpELpcjIiICX3/9NUpLS6HRaJCeno6RI0faOzSiZicUFBSY7R2EsykuLsa6deuQm5sLk8kEHx8fREVFYdy4cRAEARqNBlu2bIFGo4G/v3+tOSVPnTqF1NRU6HQ6hISEYNasWeKckmazWZxT0mg0IiIiAtOnT+eckk5Kq9Vi/vz5kMlkFjf6xMTEICYmhm2FRGlpadi1a5dF2fDhwzF79my2E2qS4uJiJCYmivPUjh8/nvPUUqvEpJaIiIiInB6HHxARERGR02NSS0REREROj/PUPgVcd7vtOnjwII4ePQqNRoOBAwdizpw5Yp1Go0FiYiI0Gg38/PxqjZPMyspCamoqCgoKEBoaivj4eHGcJABxnGRFRQUGDx6MadOmcZykkyovL0dKSgouXryIoqIitG/fHjExMYiMjATAtkKWEhMTce7cOZSWlsLDwwOjR49GTEwMALYVatvYU/sUcN3ttsvb2xsxMTEYNWqURXlFRQXWrl2LAQMGYOPGjXj55Zexbt06cZWnW7duISEhAdOnT8eGDRugVqvx6aefivsfOXIEmZmZWLp0KdasWYM7d+7g22+/fZqnRs3IaDTCx8cHH3zwARISEjBjxgwkJyfj6tWrbCtUS3R0NFavXo3Nmzdj0aJFOH78OE6dOsW2Qm0ek9oWxnW327aIiAgMGjQInp6eFuWXLl2CwWDA+PHjIZPJMGTIEKhUKmRlZQEAMjMz0adPH/Tu3Ruurq6IjY2FRqMR55rMyMjA2LFjERAQAE9PT0ycOBEZGRlP/fyoecjlcsTGxiIgIACCIKBHjx7o1q0brl69yrZCtQQGBsLV1VV8LggC7t27x7ZCbR6T2hbGdbepLnl5eVCr1RbTfAUFBYkfLnl5eQgKChLr3N3dERAQUG99586dUVhYKPbIkHPT6/W4fv26uPAC2wrVlJqaipkzZ+L3v/89ysrKEBkZybZCbR7H1LYwrrtNdSkrK4NCobAoUyqV0Gq1ACqTGqVSaVGvUCig1+vF+ur7Vz3W6/VcKcrJmUwmJCQkIDg4GL1790ZOTg7bCtUSFxeHyZMn4/r168jOzoZSqeTvFWrz2FPbwrjuNtXFzc0NJSUlFmUlJSXiErpyubzB+urtqupxVT05J7PZjM8//xwFBQWYM2cOBEFgW6F6CYKA4OBgyGQypKWlsa1Qm8ektoVx3W2qS9XXyiaTSSy7efOmuLSpSqVCbm6uWKfX65Gfn19vfW5uLjw9Pdmb4sTMZjNSUlJw8+ZNvPfee2IiwbZCDTEajeLaqQ5sAAASF0lEQVR7zrZCbRmT2hbGdbfbNqPRCIPBAKPRCLPZDIPBgIqKCoSFhUEmk2Hfvn0oLy/HqVOnoNFoMHjwYABAZGQkzp8/jwsXLsBgMCAtLQ1qtVr88BkxYgQOHDiA/Px8FBUVYffu3YiKirLnqVITpaSk4Nq1a1iwYIHFNzlsK1RdcXExjh07htLSUphMJly5cgWHDh1CeHg42wq1eVwm9yngutttV1paGnbt2mVRNnz4cMyePRsajQZbtmyBRqOBv79/rfkkT506hdTUVOh0OoSEhGDWrFnifJJms1mcT9JoNCIiIgLTp0/nfJJOSqvVYv78+ZDJZBY3+cTExCAmJoZthUTFxcVYt24dcnNzYTKZ4OPjg6ioKIwbNw6CILCtUJvGpJaIiIiInB6HHxARERGR02NSS0REREROj0ktERERETk9JrVERERE5PSY1BIRERGR02NSS0REREROj0ktERERETk9JrVERERE5PSY1BIRERGR02NSS+RgcnJysH37duj1enuHYmH+/PnYu3ev+PzHH3/EkSNHWvQ1169fj/Xr17foazSns2fPYvz48cjJyQEAmEwmbN++Hb/88ovVxzh58iRmzJiBioqKOo/ZFIWFhdi+fTs0Go1V5S3NaDQiPj4eGRkZT/V1iah1YlJL5GBycnKwc+dOlJWV2TsUUWZmJvLz8/HCCy+IZT/++CPS09Nb9HUnTZqEw4cP49atWy36Os2le/fuWL16NTp16gQAMJvN2LlzJy5fvmzV/mazGdu2bcPEiRPh4uLS7PEVFhZi586dyMvLs6q8pUmlUsTGxmL79u0wGo1P9bWJqPVhUkvUypWXl8NkMjXpGHv27EFUVBTc3NyaKSrrdOrUCb169cK+ffue6uvaymQyoby8HAqFAj179oRcLm/Ucc6ePYtbt27ht7/9bTNH6LhGjhwJrVaL7Oxse4dCRE5OKCgoMNs7CCJH8te//hVXr17FrFmzsGXLFty+fRvdu3fH/PnzoVAo8NlnnyE7OxteXl6YOnUqoqKixH1/+uknfPfdd7h+/ToMBgPUajWmTJmCgQMHitsUFRUhKSkJp0+fRmFhIby8vBAWFob3338fP/74Iz755BOLeAICApCUlAQA0Gq1SE5OxpkzZ6DX69GtWzfEx8cjNDRU3P6tt95CREQE/P39sW/fPmi1WqxatQoLFy7E8uXL0b9/f3Fbo9GIGTNmYNSoUXjrrbfqvB53795FfHw8Vq1ahWeffRYAsHDhQly4cMFiu9deew1TpkwBAPzjH//A7t27ce/ePfj6+uLFF1/E5MmTIZFU/h1ddZ6rV6/G1q1bcfnyZXh5eeHVV1/Fiy++aHHc/fv344svvsC2bdsglUqf+J79/e9/tyjPysrCH//4R2zcuBEqlarOfetiMBiwc+dOZGRk4Ndff4W3tzf69++PefPmAQBWr16N3NxcvPnmm9i6dSs0Gg0WLlwId3d3LFq0COvXr0fnzp0xYcKEWsf+85//jPDw8Dpfd/Xq1dDpdFi+fLlYdvbsWSxatAjLli3DP/7xD/z8889QKpWIiYnBpEmTLPY/f/48UlJScP36dcjlcgwZMgRvvfUWPDw8cPv2bcyaNavOeN5///1a5cnJyfDz84NOp0NSUhJ++ukn6PV6hIaGYtq0aRbnsGDBArRr1w7Dhg3Djh078ODBA/Tv3x/z589HYWEhPvvsM1y6dAkdOnTAO++8I7ajKitXroQgCPjggw+e8K4QET1Z83+/RdQKFBQUYMuWLZg8eTJcXFywadMmrF69Gm5ubggPD8eYMWPwz3/+E2vWrEHPnj0REBAAoDIBHDx4MF5++WVIJBKcPn0aS5cuxZ/+9Cf06dMHALBlyxZkZ2dj+vTpCAgIwIMHD8ReqoiICMTFxSE1NRXLli2DUqmETCYDUJkML1iwAHK5HLNnz4ZCocDevXvx4YcfIiEhAd7e3mL8mZmZ6NSpE2bNmgWJRIJu3bqhR48eOHjwoEVSe+bMGTx48MBiWEFN586dg1QqRY8ePcSy//qv/8KaNWvg5uYmJsN+fn4AgO+//x6bNm3CSy+9hIiICFy6dAk7duxAcXExZs6caXHsv/zlL4iOjkZsbCyOHj2K9evXo3379hZ/BPTs2ROPHj1CTk4OunXrVmeMUVFROHToEG7cuIEuXbqI5enp6QgJCbEpoTWbzVixYgUuXryIuLg4dO/eHTqdDidPnrTYTqvVYvPmzXj11Vfh5+eHDh064O7du2K9VCrFX/7yFyxYsAATJkzAiBEjAABBQUH1vvbZs2cxbty4OuvWr1+PUaNGYezYsThz5gySk5Ph6emJMWPGAAAuX76MxYsXo2/fvvjggw/w66+/IiUlBRqNBn/+85/h7++PhQsX4qOPPsL06dPFxDIkJKTOci8vLxiNRixZsgT379/H9OnT4eXlhT179mDRokVYs2YNgoODxfiuXr2KgoICvP322ygsLMSmTZvw6aef4s6dO3j++ecxceJEfPXVV1i5ciWSkpIserN79uyJr776CmazGYIgWP1eERFVx6SWqA6FhYVYtWoVOnfuDAD49ddfsWnTJkyaNAmvvfYaAKBbt27IzMzEiRMnxB65l156STyGyWRCnz59cPPmTfzzn/8Uk9orV65g5MiReO6558RtR44cCaAykejYsSMAIDQ0FF5eXuI23333HYqLi7F27Voxge3Xrx9mzZqFtLQ0i55Wo9GIZcuWWSQOY8aMwcaNG1FUVAQPDw8AwMGDBxEWFga1Wl3vtbh69So6deokJtdAZWLm7u4Od3d39OzZ0+J1d+7ciaioKMyePRsAMGDAAFRUVGDXrl145ZVX0K5dO3H73/72t5g8eTIAYODAgbh79y527NhhkdR27twZEokEly9frjep7devH7y8vJCRkSEmtXq9HllZWeL7Za3s7GycOXMGCxcuxPDhw8XyqveoSmFhIZYvX27RS149qQUg/iEQEBBgcZ3qcv/+fRQUFFgk5dX1798fM2bMAFB5rQoKCvDll1/ixRdfhCAISE1NRfv27bF48WKxR7t9+/ZYtmwZzpw5g0GDBolJaGBgoEU89ZVnZmbi2rVrWLFiBfr16weg8v18++238fXXX1v08JaUlGDJkiXw9PQEUDk2fM+ePZg7d66YePv4+ODdd9/Fv/71L0RERFi8flFREW7dumXTHyBERNVxTC1RHXx9fcWEFqj8sAcgfrADgIeHB7y9vaHVasUyrVaLtWvXYurUqZgwYQImTJiAn3/+2eJGp5CQEBw6dAhpaWm4ceOG1TGdOXMGvXv3hqenJ4xGI4xGIyQSCZ599llcvXrVYttnn3221rjOqKgoSKVSccYCnU6HrKysJ/bSAsCDBw8skusnycvLw6NHjyySQQAYMWIEKioqcOXKFYvyoUOHWjyPjIzEv//9b4ubhqRSKTw8PPDw4cN6X1cqlWL48OE4evSoWFb1dXn14SHWOHfuHBQKRa1zqMnb29sioW2qBw8eAEC917rmtRo2bBju378v7nfx4kUMGTLEYohGREQE3N3d8b//+7+NiunixYvw9PS0aPcymQxDhw7FxYsXLbYNCQkRE1qg7v8zVTfQ3b9/32Lfqj90qs6FiKgx2FNLVAelUmnxvOpO9LrKDQYDgMqe2eXLl6O4uBhvvPEGOnbsCLlcji+++MLiQ/w///M/sX37duzatQtJSUnw9/fHK6+8gt/97ndPjOnRo0e4fPlyneM0q3p3q/j4+NTaRi6XY+TIkTh48CDGjx+PI0eOQCaTiV+L16e8vNyil/ZJioqKAMBiKET1eAoLCy3KayZw3t7eqKiowKNHjyzOwcXFpcHZIKKiorBv3z5cvnwZPXr0QHp6OsLDw8VhEdYqLCyEr69vg9vVPMemKi8vB4B6r3XN16t6/vDhQ/j6+qK4uLjO993b27vWdbdWUVFRnUm2t7e3+F5Xqer9r1LX/5mqc6s615rlVf+XiIgag0ktUTO5c+cO/v3vf2PRokUYMmSIWF7zg1qpVGLWrFmYNWsWbty4gT179uDvf/87goKCat1AU52npyc6deqEN954o1adtUnnmDFjcODAAeTk5ODgwYMYPnw43N3dn7iPh4cH8vPzrTp+VU9dQUGBRXlVL2v1njygsre4etJZUFAAFxcXiyEKAFBcXFyrrKZevXrB398fGRkZUKlUyM7ORnx8vFVx1zwHa3oMm3vsZ1VSWFxcXGd9zWta9dzHxweCIMDDw6PWNlXb1bzutsSk0+nqPGbNJLYpqhLkxsZJRARw+AFRs6nqSaw+v2h+fj4uXbpU7z5dunTB22+/DQDiHKFV+9fszerXrx9u3rwJtVqNbt26WfzUNw6zpm7duiE4OBgJCQm4ceNGg0MPAEClUuHevXu1ymUyWa2EPTAwEF5eXjh+/LhF+bFjx+Di4oLu3btblJ84ccLieWZmJkJCQiy+QtfpdCgrKxO/zq6PIAgYMWIEjh07huPHj8NkMmHYsGENnl9N/fr1Q0lJSa1zaAypVAqJRGJVD+QzzzwDqVRaa1xulZrX6vjx4/D39xd7lXv16oUTJ05YDN04ffo0SktL0atXLwCP21bNeOorDw8PR2FhIc6dOyeWlZeX4+TJk/XO4NAY+fn5EAShwfeYiOhJ2FNL1EzUajX8/PyQnJwMk8mE0tJS7NixA+3bt7fY7r333sPQoUPFG6AOHz4MFxcXMUmoumlr7969GDp0KNzc3NClSxdMnDgRR44cwcKFCxETEwN/f3/odDpcuXIFvr6+mDhxolVxjhkzBhs2bIBKpRKTnScJCwvDzp07odVqLXpVVSoVDh8+jFOnTsHX1xe+vr5o3749Xn31VWzatAleXl4YNGgQLl++jG+++QYTJkyo1dt6+PBhuLq6IiQkBEePHsWFCxewZMkSi22qxgtbE+vIkSORlpaGL774Av3796/11fnatWtx9OhR7Nq1q95jDBgwAAMGDMBf//pX3L59G926dUNhYSFOnDiBBQsWNBhDTSqVCidPnkRYWBjc3NygUqnq7B2Xy+UIDg7GtWvX6jzO2bNnkZycjD59+uDMmTNIT0/HnDlzxB7juLg4vP/++1i+fDnGjRuHhw8fIjk5GWFhYRgwYACAyhvHFAoFjhw5An9/f8hkMnTt2rXe8t/85jcIDQ3Fxx9/jGnTpsHLywvff/89dDodXnnlFZuvRX2uXr2Kzp07N2vvLxG1PUxqiZqJTCbDhx9+iA0bNuCjjz6Cn58f4uLicP78eYsbucLCwnD48GHcu3cPgiCgS5cuWLx4sZjMhoSE4PXXX8cPP/yAtLQ0+Pn5ISkpCe3atcOaNWuwbds2JCcn49GjR/D29kaPHj1q3UT0JEOHDsWGDRvw/PPPW7V979690a5dO5w+fRrR0dFieWxsLO7cuYO1a9eiuLhYnKf2pZdeglQqxe7du7F//374+Pjg9ddfF2c5qO69995DSkoKvvzyS3h5eWHOnDkWd8UDlbMRhIeH1zletKaq6bvy8vLEmQKqM5lMDa5cJQgC/ud//gc7duzA/v378fDhQ/j4+IiJoa3eeecdbNmyBUuWLEFZWdkT56kdNmwY9u/fX2fd3LlzsXfvXnz//fdQKBSYOnWqxfvRo0cP/PGPf0RKSgpWrlwJd3d3/OY3v8HMmTPF+YGlUinmzZuHbdu24cMPP0RFRYU4H2195cuWLUNiYiISExNRVlaG0NBQrFixwmI6r6bKzs62+YY+IqKauPgCURvzww8/4LPPPkNycrJViSJQObduTk4OVq5c2SwxVC2+sH379ifOrFC1OMS0adMspkBrrR4+fIgZM2Zg1apVCAsLs3c4T0VOTg7mz5+PzZs3i/M9ExE1BsfUErUR9+7dw88//4zU1FSMGDHC6oQWAP7jP/4Dly9fRk5OTgtGWNuRI0cgl8sxatSop/q69uLj44Po6Gh899139g7lqdm1axeef/55JrRE1GQcfkDURuzYsQPp6eno2bNnrZW9GuLr64v58+fj0aNHLRRd3SQSCebNm1fv8ritUVxcHA4cOICKigqLmw5bI6PRCJVKZfVQGCKiJ+HwAyIiIiJyehx+QEREREROj0ktERERETk9JrVERERE5PSY1BIRERGR02NSS0REREROj0ktERERETk9JrVERERE5PSY1BIRERGR0/s/6zTwuwhWES0AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (8750545851582)>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot_2d(('crit', 'mastery'), ('haste', 'versatility'))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (8750545799137)>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot_2d(('haste', 'mastery'), ('crit', 'versatility'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Based on this, a hierarchy appears. Crit is the most valuable secondary for EHRPS reduction according to the sim data. Versatility is worth less than Crit, but more than Mastery / Haste.\n",
"\n",
"Crit's value (AFAIK) is entirely in the increase in Parry rate. As an aside: the most valuable part of Agility for Brewmaster is not, in fact, the increase in Stagger rate (that is basically worthless) but the small increase in *Dodge* rate. This is a result of the [heavily skewed damage profile in BFA Raids](https://www.peakofserenity.com/2019/07/20/elusive-brawling-a-zen-meditation/)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next up, lets look at the impact of total stats on the amount of damage you take. To start off, I'm going to draw several sample curves so that people get a reference for what \"linear,\" \"polynomial,\" and \"exponential,\" actually mean. So that the plot remains a *little* more reasonable, I'm going to scale things down."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"sample_df = df['total_stat'].copy().to_frame() / 1000\n",
"sample_df['Linear'] = -sample_df['total_stat']\n",
"sample_df['Quadratic'] = -sample_df['total_stat'].pow(2)\n",
"sample_df['Cubic'] = -sample_df['total_stat'].pow(3)\n",
"sample_df['Exponential'] = -np.exp2(sample_df['total_stat'])"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"mdf = sample_df.melt(id_vars=('total_stat',))\n",
"mdf['variable'] = mdf['variable'].astype(pd.CategoricalDtype(['Linear', 'Quadratic', 'Cubic', 'Exponential'], ordered=True))"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (8750534526535)>"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ggplot(mdf, aes('total_stat', 'value', color='variable')) + geom_line() + theme_538() + ylab('\"EHRPS\"')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Exponential scaling is *nuts.* If anything scales exponentially, it is going to break in big ways. Small changes in total stats become *big* impacts. Let me redraw that without the Exponential data."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (8750534526619)>"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ggplot(mdf[mdf['variable'] != 'Exponential'], aes('total_stat', 'value', color='variable')) + geom_line() + theme_538() + ylab('\"EHRPS\"')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As a reference point: stats in WoW have *historically* scaled exponentially with item level (with some rescaling done to keep it from being *too* insane). One of the major changes in BFA was to move Secondary stats from exponential to *linear* scaling."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, lets look at what we actually see from the sims."
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"def point_plot(stat):\n",
" return ggplot(df, aes('total_stat', 'EHRPS', fill=stat)) + geom_point(stroke=0, alpha=0.3) + theme_538() + stat_smooth() + scale_fill_continuous('inferno_r')"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/emallson/miniconda3/envs/jaina/lib/python3.7/site-packages/numpy/core/fromnumeric.py:2389: FutureWarning: Method .ptp is deprecated and will be removed in a future version. Use numpy.ptp instead.\n",
" return ptp(axis=axis, out=out, **kwargs)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (-9223363286320427797)>"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"point_plot('crit')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see two things. First, the line that we fit is a pretty good estimate. That means the scaling is roughly *linear* in total # of stats *regardless* of how you allocate those stats. Second, points with *more crit* tend to have *lower EHRPS.* As we're about to see, that doesn't happen with any other stat---highlighting the impact of the melee-dominated damage profile."
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/emallson/miniconda3/envs/jaina/lib/python3.7/site-packages/numpy/core/fromnumeric.py:2389: FutureWarning: Method .ptp is deprecated and will be removed in a future version. Use numpy.ptp instead.\n",
" return ptp(axis=axis, out=out, **kwargs)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (8750533856569)>"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"point_plot('mastery')"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/emallson/miniconda3/envs/jaina/lib/python3.7/site-packages/numpy/core/fromnumeric.py:2389: FutureWarning: Method .ptp is deprecated and will be removed in a future version. Use numpy.ptp instead.\n",
" return ptp(axis=axis, out=out, **kwargs)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (-9223363286320384624)>"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"point_plot('haste')"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/emallson/miniconda3/envs/jaina/lib/python3.7/site-packages/numpy/core/fromnumeric.py:2389: FutureWarning: Method .ptp is deprecated and will be removed in a future version. Use numpy.ptp instead.\n",
" return ptp(axis=axis, out=out, **kwargs)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (-9223363286320022286)>"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"point_plot('versatility')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Mastery is particularly bad: Mastery-heavy builds have *higher* EHRPS than other builds. The right end of each plot will always look very similar, because the data caps out at 3000 points in each secondary (or about 2-3x as strong as any Mythic Eternal Palace-geared character)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"One thing to keep in mind: this is *only* EHRPS, which is not the only relevant metric for Blood DKs. You also have to worry about getting spiked down before you can get healed up---something that EHRPS will not tell you about. However, this *does* pretty strongly indicate that we won't be seeing Legion-level BDK shenanigans where Death Knights can survive with little more than a couple of hots and maybe a Beacon."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**tl;dr** - The \"exponential scaling\" thing is a myth. Mandl has a more detailed breakdown on how the sims were done and what to expect in 8.3 coming in the near (?) future."
]
}
],
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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