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@karalekas
Last active October 16, 2019 20:38
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Data analysis notebook from my talk at APS March Meeting 2019.
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# APS March Meeting 2019 Talk: Data Analysis\n",
"\n",
"Karalekas et al., **F27.00003** : *Compiler tools for hybrid quantum-classical algorithms*\n",
"\n",
"This notebook contains the data analysis and plotting from my talk \"[Compiler tools for hybrid-quantum-classical algorithms](https://meetings.aps.org/Meeting/MAR19/Session/F27.3)\" at the international physics conference, **APS March Meeting**, in Boston. It requires `matplotlib`, `numpy`, `pandas`, and `seaborn` to run. Additionally, it depends on CSV files that contain the timing data from our quantum computing platforms, which should be included in a tarball `timing-data.tgz` that is in the same GitHub Gist as this notebook (it will need to be unzipped before this will run). If all those requirements are satisfied, you should be able to select \"Cell > Run All\" and reproduce the analysis and plotting! For the data collection component, check out [APS2019DataCollection.ipynb](https://gist.github.com/karalekas/be5538f94a6a968bdc5867c38fd43bfa), which is also available as a GitHub Gist."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"sns.set_style('ticks')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load the Data\n",
"\n",
"Loads the CSV files into Pandas DataFrames that have two columns: `trials` and `time`."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"df_forest_web_api = pd.read_csv('timing-data/forest_web_api.csv')\n",
"df_qcs_standard_compilation = pd.read_csv('timing-data/qcs_standard_compilation.csv')\n",
"df_qcs_parametric_compilation = pd.read_csv('timing-data/qcs_parametric_compilation.csv')\n",
"df_qcs_active_qubit_reset = pd.read_csv('timing-data/qcs_active_qubit_reset.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Define Generic Plotting Functions\n",
"\n",
"These functions are used for plotting the timing data below."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def get_medians_dict(df: pd.DataFrame) -> dict:\n",
" medians_dict = {}\n",
" for trials in df.trials.unique():\n",
" medians_dict[trials] = np.median(df[df.trials == trials].time)\n",
" return medians_dict"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def add_data(df: pd.DataFrame, alpha: float, color: str, label: str, marker: str, medians: bool):\n",
" data_label = '' if medians else f' ({len(df)//1000}k samples)'\n",
" if medians:\n",
" medians_dict = get_medians_dict(df)\n",
" x, y = (list(medians_dict.keys()), list(medians_dict.values()))\n",
" else:\n",
" x, y = (df.trials, df.time)\n",
" plt.scatter(x, y, marker=marker, color=color, alpha=alpha, label=f'{label}{data_label}')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def add_formatting():\n",
" plt.ylim(0.01, 10)\n",
" plt.gca().set_xscale('log')\n",
" plt.xticks(fontsize=16)\n",
" plt.gca().set_yscale('log')\n",
" plt.yticks(fontsize=16)\n",
" plt.legend(loc='upper left', fontsize=12)\n",
" plt.title(\"Forest Web API vs. Quantum Cloud Services - Total Runtime\", size=20)\n",
" plt.xlabel(\"Number of Shots\", size=18)\n",
" plt.ylabel(\"Runtime [sec]\", size=18)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Define Specific Plotting Functions\n",
"\n",
"These functions add different portions of the data to the plot."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def add_forest_web_api(df: pd.DataFrame, medians: bool):\n",
" alpha = 1 if medians else 0.005\n",
" add_data(df, alpha=alpha, color='#47717d', marker='o', label='Forest Web API', medians=medians)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def add_qcs_standard_compilation(df: pd.DataFrame, medians: bool):\n",
" alpha = 1 if medians else 0.05\n",
" add_data(df, alpha=alpha, color='#66acb4', marker='^', label='QCS: Standard Compilation', medians=medians)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def add_qcs_parametric_compilation(df: pd.DataFrame, medians: bool):\n",
" alpha = 1 if medians else 0.05\n",
" add_data(df, alpha=alpha, color='#00507b', marker='s', label='QCS: Parametric Compilation', medians=medians)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def add_qcs_active_qubit_reset(df: pd.DataFrame, medians: bool):\n",
" alpha = 1 if medians else 0.05\n",
" add_data(df, alpha=alpha, color='#f8ba2b', marker='D', label='QCS: Parametric Compilation + Active Qubit Reset', medians=medians)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot the Data\n",
"\n",
"We can see below how the three features—colocation of classical and quantum resources, parametric compilation, and active qubit reset—incrementally improve the runtimes of [Quantum Cloud Services](https://www.rigetti.com/qcs) (QCS) when compared to the Forest Web API."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Forest Web API (data)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 6))\n",
"\n",
"add_forest_web_api(df_forest_web_api, medians=False)\n",
"\n",
"add_formatting()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Forest Web API (medians)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 6))\n",
"\n",
"add_forest_web_api(df_forest_web_api, medians=True)\n",
"\n",
"add_formatting()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### QCS Standard Compilation (data)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 6))\n",
"\n",
"add_forest_web_api(df_forest_web_api, medians=True)\n",
"add_qcs_standard_compilation(df_qcs_standard_compilation, medians=False)\n",
"\n",
"add_formatting()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### QCS Standard Compilation (medians)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 6))\n",
"\n",
"add_forest_web_api(df_forest_web_api, medians=True)\n",
"add_qcs_standard_compilation(df_qcs_standard_compilation, medians=True)\n",
"\n",
"add_formatting()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### QCS Parametric Compilation (data)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 6))\n",
"\n",
"add_forest_web_api(df_forest_web_api, medians=True)\n",
"add_qcs_standard_compilation(df_qcs_standard_compilation, medians=True)\n",
"add_qcs_parametric_compilation(df_qcs_parametric_compilation, medians=False)\n",
"\n",
"add_formatting()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### QCS Parametric Compilation (medians)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 6))\n",
"\n",
"add_forest_web_api(df_forest_web_api, medians=True)\n",
"add_qcs_standard_compilation(df_qcs_standard_compilation, medians=True)\n",
"add_qcs_parametric_compilation(df_qcs_parametric_compilation, medians=True)\n",
"\n",
"add_formatting()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### QCS Parametric Compilation + Active Qubit Reset (data)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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RnSglvRpKYW2BUrz/BNXoCiEigdbmcHFplFVj2m2Uxc4uF2n3oVyLapKFO4/ZwWiPGvZOHxv/a2AsSqns6+L0JuafnRSUArsb+EJmEb8+K6SUcUKItajQiY9JKc8IIR5BdXC+lrdiVy9EWdmnCjXPYJP5tzUrd4tssCt+JbNMdQt7ulw3mGajeFwIUUwI8QIqFvlTKCu6vfOYfkKiK8t0jLnNtVtODvg53W/7vU//HSbmUIbL5jZ9RyQv1EK9c64UULsrTfr6IyfYz3FVJ+wmF5OxzdHE901f4Vooq+CrqO/mJWC7EKKGVLHy7S5sz2Xy/dvMazjzm6lQO+f5qxBiD+AjhChhfgsvohTT8TKdP70T9nLvSX/ArB/3Azi5KpbLRM5EoJIQwktKeUEon+o3gbNCxdLfhFL2C0N4X/v9zBDiUUp5QwhxEGVkqYQamc2A+YwXCCHuM92O7N9xbW4ZaG5nYrE9rKMbyrDU1vz9jpRy7W1c15nM6hWrEMIq0028zyF5qjvMjl0FVJz5UeZotzNlzG0t1CiYJhu0wq65XexW4phMjtstWyXS7U+/CIzdYvc0tyaKusL+kX+I8rV8F2WZfR7lQiCB96WUOzI5Pzvsk6camG4D1UhnOUVZ2/1QViy7RdY5nGNuy2Lngos09k6QRxbXAdWxsPvFX3dROYKKiR2UzjUD8rjwSA5ZjPKfb4dqsN5GWeocw/lSymhT0R2GikbT0/yLE0JMQ01wykw5yQx7Y/J0dgnNIe9KKIvX2WySuzrfDeU6MIBbz/4iqgN2BtWBSx9CLv0zAOV6hIu0+UFmC/u4kiMn/Gpun8oyFWD6qZ6SmS/G8gAQ7+q4VBNwk8hYf+QEe2fClSHhiot92WIq1dHm31QhxLMoS+FTKGX2K269A1ktoJb+289sUazFqFHK1iif8Zy4w9jLnV3n0y7ni+ZfZpRB1U0dUAaELtzq5E8WQuwDesgswnaaLjbpRxR3SClzHUM9E/LaDqVBCNEX1bbYRxGuoDo+J1CjKrfzbaYJ62j63G8GvhJCNJdS7ruNa9spiHolr3WH/f2qSO7aQU0m/GMUdtNfbBNqtvj27NJrcoy9McxsVTp743E5k+N27K4LX0kpsx1eNRW4+cB80x+xOcpi8QZqMt1j0kXM2xyw35SlHrcavPTvi105fxE1RJpCWstOrsriRCkyKhcPm9vsFAx7PuG4Vvybombyv0HBx/l1ZitKeXVW2C+hJpk6kFL+iIpmUxR1X1uhFIORKCXa1YqsWbET1Xi/LIR4wHmo2awLbE7WphaoUY9IJ4u+vZFzNYRegrSLiwxB+RpHoCZ4HTLdORBCbEMp7PlJZrLlRanNK9+ilMxGQohiUspEV4nMSWf7AUMIUTGTIf9Y4HEhhEd6P31zFOs+btUf2T0XZ+wRPTzTJyT7DrA9/zkod77arnyXpZT/M63TX6K+L7j1/b+UDwrpcpR7SjshxGpUp+DHbFzU7PlnGF0yO5dFzZEAe7rRUsqx2Qlium1NAaaYbgwtUN9zc+AbIcSTWXTKBpKxjUhfb94Ot90OCSG6ouYWRaFGX360P3MhxFcohT3fkGqO1SDUBN5wIURNu1ulSWH4zm8H+/u1SUp5L4YFLnT8IxR2oZYRnkfehlU1WSClvC6EOAVUEUKUS1fhADQ2tz9ldylUj72ucBE+TQjRH9XIzjZ39UFZ7RZJFSLxa+BrIcQXKD/EOihlMVeWWanCWX2PGtZOQjUqkenSHBdCnEe9T48B+9K5A+W4LFJK5wbkOTJaeBuYZfgxM5lNtyQ/lIIa4MKC7hxOswd3UGE37+dy4AMhxIuoMs6SaSNqdAVqSSn7mbLvREXk2IiayNuIXCrsUk0WnI+yeo9E+RvbaQtME0LMQFkvg839zhNjk8zt/c7XFWpJ71Kk7UC1R02i9pNpw+BZuGXhz6t1y9X761I2VPSGO4KUMkEIsQI1Wa4fMCmTpF1R1s9tWfjnHkS5hzVEWRydSV9/ZFZ2yFj+A+bWm4yKYb1MZElPPKpT7od6V1xhf0Z2K+5hpzzS5CuEeBA1GhMlpczKSg44Rhg2o9zimqMmiE7N5jS7pTv9nBBQ39JOoSbA2iMSubwXQohxKKXrY1Q91x0VFWiTlPIManLy50KIb1HPqSK3Rl7Sl+MRV/vzEXvo24amXA7MDvoLKGXdbsxw9V3ZR0TeMsvnzDPmNl9Hv6SUs4QQfigf/E9IG4igoL7z3I5W5pXfUfe8phDCXaaLaCRUyNkKwOeuOsOajPxTJp32RIUyyo8hJ01GFqLiDE8zJ1wCjigxfVCTNNe7PlVhWuiWo2akD3Q+Zg4dTkUp4ldR1pR+wHihohc4Y5/AYq9w7ZVETlY7tbMTqIqySqdXxu1EoJT6GqRb3TSXZXFmmFAxa+1pO6BcfTbafegz4S3U/V/tSlk3WYlqfF8WQtwxxc5kMaqh+9TptzMNgL5Cxct25nFzm1f/xpEo/8v/CCE+dJpIfBK1su0klH9lHdS9c/Yjtfvltkl3zeFkbLQTUcaP9BNWx3Armoo7ecPV+5tBNrNsH+Yxj7zyIepbHGd2utIghGiNCiOYzK3Jlq5YaG4nmh0i+/kPcasj8JW5/RPVMX3eVH7taeuhon448w1KYegvVPx2e9qq5HwS62em/BOEi4W1hFqo7EOU28Aqc/dq1Lc2zDlfk6mouqtSDvMH9b2URI3e2HCaVO4KKeUJlJW4lVCRT+yyWlGjQRZUB+okypffx1QancvVFdWxaGF2rhNRc4bGCRWRxZ6uKKoTkYjrkb07xXZUSNWOZh0LODrNk1CdriVOo2quviv7KFGa1YWFEO9za15CXr/jrOiJGq16y/xm7Lj6zouQ9beUE/LSJuYa01C1CDVKHGw+CwCEELVRIwsfkP3ou8bkH2Fhl1L2BYcfnSb/mYyyAHUAagghdqAqPT9U4/B2Dme/D0K5Q0w1J0TtRSk8/qhKppvpQ5okhBiF8i0/KoRYg7KEvYSy4H4lpSOyiL3n3k4IEQcsklJmZ+3fiaqYBWqypiu2c8sNJcLF8ZyWxZlSwEEhxDqUFcUPpaB8kI28djkyjXxhTrxaibJ4ducOKndSyn1ChQKrCfxiRulwZhJqqH+5+Sx/QSk0/igrjcOyaSr1NVBx5g+TBWaZm6DchMYDPYQQW1AdpSRUA23v8P0shLjPHPYH1cG8ALQ3O4WHUZbaZ1HW3n85ZbUYZaXcY1qdU1D+vbVR7kAPoRaecml9zAb7+7tQCLFVSjnLzC8YpRBWRk1GbolS6s65vEoBIKX83VRiN6Bc0/6DcpVJRik4DVEjTe9IKQ9kcZ0dQohQ1IToI0KI9ah643VUPTJemiEdpZTJQoiFKKU3SqiJkF6oTusPOEWIMkf/eqFiutvTuqGsmBfI6FPtSjbpNDq1xfTX3oOqb55EuW65o0a2/jLPuSKE6InqZBwUQoSjImW8jHpP9pJ2knp2rEO559UEIqRTxJss6Il6FpvNb+oMykJfE7XAUrSZrgdqFCBMqDCqP6FGhdqgJm5/YJbpvFAx+/ui6tyNKEvta6jJmaOdJpHfcaSUSUKIzqjvdptQk91/Q70P9VAW+BFOp9i/qwFCiIooV5/FqHJvFkIsQ3XC7P79zt9xfsv+qzma8RHwiRAi0ryXX6IMBGOEmitxDnW/70O1C3nNL0kI8RdQx3ym30gp00coyi/GoEYPhgHNzNHrB1Hfqztq7oNLdzpNRv4pFnZNAWJ+cM1RCyzch1oxsimq8myQ0xnwpjvN86gh2AqoxqGReZ0XpFMIKSnlTNQErFMoP8oPULPTB+JkPTOHNkegGpcPcD1MnJ5oMvdft2NX0hNwHY0hx2VxwgelGL6LUviWoeI4n85MUNOXtDGqMv82s3QmC8xtZ3Hnl1Ffkm7rQEr5C6pRXIl6PgNR92oRqvzOjZM/agJTjZxkKlUowxdRrhunAV+Um8zzKEXIDzUXYggghbkAjPlO2xe98Ua901fNa51Ol00oSoG8iorEE4CyAr+Nik8NSrHLC+NQ1tKWpgz2RamaoDqWrVFK11GUgpzZpLsCQaqwfs+inslNlDL8PiqSyedATSnlshxcpx+q4/kbKjxpO9TKoG2llCPSJR+M6oC5oUbwaqO+mfSTw5FSrkb5Wh9CPZfWqA7gyFyU8WvU5POZKFe2rqh3tD7qG60ppQxPd85S1PuzE/XsP0C5NgSjrNY5Vm7Nd9G+gFi2bjTmOQdRxouVqI5CX1T92B91/+zpjqE6V1+glPl+KPekhag1IZwjwAwEeqNGD7qg3vVrqA5Ztj7wBY2UMgLl+hKOKvP7qOc1GhWH33mkdDPqu/+Xma6KlHI5qlxnUfWFPUxuD26tjFpQvthTUd/wY6h48fa2qxmqQ+WLeu8OoOrG2+0cvYdqM3pScGXCvOcNUWUqhfoOXsF0dcypbqBRWAzjTrkz3X2ECscXIvWkU41G44QQoiFKkekvpcyLJVyj0Wg0mgLjH+ESo9FoNFkhpfyeWzG/NRqNRqMpVNwzCrtQS7ovkVKWTLc/EGUZewTlpzZQSpnBRUGj0Wg0Go1Go7kXuSdcYsxwcJsBNymlh9P+zig/tLEoP88+KH/TmlLK9KtwaTQajUaj0Wg09xyF2sJuhozqh5p4dQOnMERmiKBgYK6UMtjctw0VA3sArpdg12g0Go1Go9Fo7ikKtcKOCmE0DLXoSVngP07HnkLNqF5n32GG/NoAvJqbTMwQXD0BSpQoUbdSpdyEyNVoNBqNRqPRaHLPTz/99JeUslx26Qq7wh4FVJJSXhNq+Wdnqpjbn9Pt/xV4UghhdVokIUuklHOBuQD+/v5GWFhYNmdoNBqNRqPRaDS3hxAiR4sDFmqFPZvlau2LXqRfhTIWFZ/3fm7F0tZoNBqNRqPRaO5J7uWFk+zL3GY2azb9KpIajUaj0Wg0Gs09x72ssNtX9CuZbn9JIFVKGXeH5dFoNBqNRqPRaPKdQu0Skw0nze0TpPVjfwI4kduLCSF8AJ+KFSvmg2gajUaj0Wg0Gk3+cK8r7GcBP2ArgBDCHWgNbMjtxaSU64H1/v7+ga6O22w2/vrrL65du0Zqao7msmo0Go3mH0CxYsV45JFHcHd3v9uiaDSavyn3rMIupTSEEBOBWUKIq8Au4APgQWBafud37tw5LBYLjz/+OO7u7lgsluxP0mg0Gs3fGsMwuHz5MufOnUOHBNZoNAXFvezDjpTyU1SM9k7AKqAU0FJK+Wt+53Xjxg0qVKjAfffdp5V1jUaj0QBgsVgoW7YsiYmJd1sUjUbzN+aesbBLKccAY1zs/xj4+E7I4OZ2T/dvNBqNRlMAaCOORqMpaLQGqtFoNBqNRqPRFGK0wm4ihPARQsyNjU2/DtO9gRACHx8ffH19HX/Dhw8v8HwPHz7MqFGjMuzfuHEjvr6+afYFBATQqFEjDONW6PyePXuyZMmSLPPo1KkTmzdvzrFMX331FUIIDh48mGb/0KFDadSoEb6+vvj5+dGmTRvee+89Ll++DMDMmTMZO3ZsjvPRaDQajUajuRNohd1ESrleStmzZMn0Yd3vHRYtWsTatWsdf+PHjy/wPH/++WcuXLiQYb+3tze//PIL165dA+DKlStcvHiRsmXLcuTIEQCSk5OJiori5ZdfzleZli1bho+PD4sWLcpwrEuXLqxdu5bw8HC++eYbHnvsMYKDg/M1f41Go9FoNJr85J7xYb+X2XHgEAs3bufS1RjKlfakS6vmNK1b847lv3//fiZPnkxCQgLu7u7079+fxo0bExYWxqpVq0hISMDDw4OvvvqKlStXsnTpUmw2G6VKlWLkyJE8+eST7N+/n4kTJ2KzqQVke/XqRY0aNQgNDSU2NpZhw4YxYcIER56enp5Uq1aN/fv307x5cyIjI/H29qZs2bLs2LGDGjVqcPjwYSpUqECFChUAmD17Nlu3bsVms1GhQgVGjx6Nl5cXANu2bWPu3LkkJibi4+PDe++957Kse/fuJSYmhqCgIFq0aMEff/xB+fLlM703DRo0YMqUKfl1qzUajUaj0WjyHa2wFzA7Dhxixop13ExOBuDi1RhmrFgHkO9Ke+fOndNMjJ0/fz5ubm707duX2bNnU7Nt8bH8AAAgAElEQVRmTU6ePEnHjh1ZtWoVoCzkO3bswMPDg3379hEeHs6SJUsoXrw433//PX369GHjxo3MnDmTrl270rp1a44fP87y5ctp2bIlffv2ZcuWLWmUdTuNGzdm7969NG/enJ07d+Ln50fZsmUZNWoU/fv3Z8+ePbz00ksAhIeHc+LECVauXEmRIkVYvnw5I0aMYN68eYCK0rNixQoSExN56623ePbZZx3nOrN06VJ8fHzw8vLihRdeYPHixQQFBbm8X4mJiYSHh/P888/f9r3XaDQajUajKSi0wl7ALNy43aGs27mZnMzCjdvzXWFftGgRZcqUSbPv22+/pWLFitSsqfKqXLkyderUYd++fVgsFoQQeHh4ABAZGcmZM2cICAhwnB8TE8O1a9d47bXXGDt2LDt27ODFF19k4MCB2crTuHFjhg8fTlJSksPKX7RoUf766y/++usv9u7dS9++fQHYuXMnR44c4Y033gDUQlUJCQmOa7355psUKVIEDw8PWrZsye7duzMo7JcuXWL79u2sXr0aAD8/P8aMGUPv3r0pUaIEAAsXLmTdOtVhSk1N5bnnnstRWTQajUaj0WjuFlphL2AuXY3J1f78xu7C4oxhGKSkpODu7u5QZO1pfX19HRZpm83GxYsX8fT0JCAggCZNmrBr1y6+++47Zs2a5VB8M6Nq1apcvnyZ7du3U61aNYoXLw5Ao0aN2LVrF7/++iu1a9d25NWjRw/at28PQFJSEjExt+6R1WpNI3+RIhlf3ZUrVwI43GVsNhtxcXGsWbOGDh06AMqHvXv37tncNY1Go9FoNJrCg550alJQUWLKlfbM1f78pmbNmpw6dYrDhw8DcPLkSaKioqhfv36GtN7e3mzYsIGLFy8Cyr2kc+fOgIrwcuzYMfz9/Rk3bhzXr18nJiYGq9VKSkqKy7wtFgve3t7MmTMnzcTSl19+mfnz51O/fn2H4t2wYUNWrVpFXFwcADNmzGDw4MGOc8LDwzEMg5iYGDZt2kTjxo3T5JWamsqKFSsIDg5mx44d7Nixg8jISHr16sWXX36ZJjKNRqPRaDQazb2EtrCbSCnXA+v9/f0D8/O6XVo1T+PDDlDU3Z0urZrnZzaZUqZMGWbMmMG4ceNITEzEYrEwYcIEKlWqxI8//pgmbaNGjQgMDKRbt25YLBY8PDyYNWsWFouFQYMG8dFHHzF9+nTc3Nz44IMPeOSRR7DZbEyfPp3evXvzySefZMi/cePGhIeH06RJE8e+hg0bEhQURNeuXR373nrrLS5cuEC7du2wWCyUL1+eiRMnOo6XLFkSf39/EhMT6dixYwa/8507d2Kz2fDx8Umzv0uXLnz55Zd8++23t3UfNRqNRqPRaO4WFm15TIu/v78RFhaWYf+xY8d45pln8nTNux0lRqPRaDQFy+20ERqN5p+LEOKAlLJedum0hf0O0LRuTa2gazQajUaj0WjyhPZh12g0Go1Go9FoCjFaYddoNBqNRqPRaAoxWmHXaDQajUaj0WgKMdqH3UQI4QP4VKxY8W6LotFoNBqNRqPRONAWdhMp5XopZc+SJUvebVE0Go1Go9FoNBoHWmHXaDQajUaj0WgKMVph12g0Go1Go9FoCjHah/1vQkpKCvPnz2f9+vUA2Gw26tevT9++fSldurQjXXR0NJ988gl//fUXqampPPzwwwwaNIgqVaoAcPDgQT7++GOuXbuGYRj861//YsiQIVSuXDlbGcLCwli8eDEpKSmkpqZSq1Ythg4dSsmSJTl79iyTJ09m5syZ+Vbm2rVrs379eh555JE8X6NXr160bNkSf3//DMcuXLjAtGnT+Omnn7BYLBQtWpRevXrRvHnBr1I7fPhwWrduTcWKFfHx8cmwKm16Vq5cSVJSEh06dGDp0qXExsbSs2fPApdTo9FoNBpNwaMV9r8JQUFB2Gw2Fi9ejKenJ8nJySxcuJCAgABWr16Nh4cHUVFRBAUFMWvWLKpVqwbAunXr6NSpE5s2bcLDw4NevXoxf/58qlatCsDatWsJDAwkIiICq9Waaf6HDx/mk08+YfXq1ZQqVYrU1FSCg4MZM2YMH3/8Mb///junTp26I/ciP7hy5QoBAQH069ePCRMmYLFYOH78OF27dqV48eJ4e3sXaP7jx48H4Ny5czlKf+DAAUen6t///neByaXRaDQajebOoxX2O0RMQiKTv93D4Jcb4FmsWL5e+/Dhw0RFRbFt2zaKFy8OgLu7O4GBgURHR7N06VICAwMJDQ3l/fffdyjrAK+//jpFixYlNTWVhIQEYmNjiY+PT3Pcw8OD1NRUrFYrgYGBBAQE0KxZszQyXLp0CcMwSExMBMBqtdKvXz9OnjxJamoqI0aM4MKFC3Tv3p0vvviCOXPmsH37dm7evElCQgJDhgyhRYsWzJw5k/Pnz3Pp0iXOnz9PmTJlmDZtGl5eXuzfv59x48ZhsVioXr06NpsNUKMJH330EYcOHeLGjRsYhkFISAh169Zl6NChXLt2jbNnz/Lyyy/zzjvvMHToUC5evMjDDz/M5cuXXd7Tr7/+mjp16uDn5+fY9/TTTzNz5kzsE5P379/P5MmTSUhIwN3dnf79+9O4cWPCwsLYunUriYmJnD9/nvLly9OhQwcWL17M6dOn6dq1K926dSMsLIwNGzZgs9m4cOECXl5eTJw4ES8vLzp16kSHDh3SPKu//vqLUaNGcfnyZS5dukSFChWYPn060dHR7Nixg127dlGsWDGuXLnC1atXGTVqFCdPnmTs2LFcu3YNi8VCt27d8PPzY+/evUybNo1HH32UkydPkpSUxKhRo3jhhRdu51XUaDQajUZTAGiF/Q7xzbGTXL4Rz4ZjP9O+drXsT8gF0dHRVKtWzaGsO+Pt7c2uXbsAOHr0KKNHj86QpmXLlo7/g4KC6NGjBw8++CB16tTh+eefp3Xr1tx3330AzJs3z6UMjRs3ZuPGjTRt2hQhBLVr16Zx48a89NJLWCwWQkJCGDduHF988QXnz59n9+7dLF68mGLFirFhwwZCQ0Np0aIFoBTh8PBwPDw8ePfdd1m+fDnvvvsu/fr1Y+rUqTRo0IBvvvmGFStWAHDo0CEuXrzI8uXLcXNzY+7cucybN4+6desCkJiYyIYNGwDo3bs3NWvWpH///pw5cyaNQu7M0aNHadSoUYb99erVA+Dq1av07duX2bNnU7NmTU6ePEnHjh1ZtWqVowzr16/Hy8sLHx8fNmzYwKJFizhx4gTt2rWjS5cujmcXFhZGpUqVmDp1KuPHjyc0NNSlTBs2bKBWrVr07NkTwzDo2bMna9eupVu3bkRERFC5cmU6dOjgcDtKSUnhvffeY/DgwbzyyitcuHCBt956i8ceewxQHb3Ro0fzzDPPMH/+fGbNmqUVdo1Go9FoCiF60ukdICYhkT1nzmEAu8+cJca0Qt8p7JZoNzc3x/+Z0bVrV3bt2sWIESMoV64c8+bNw8/Pj9jY2CzPc3d35+OPP2bnzp107dqV5ORkhgwZwoABAzKkrVChApMmTWL9+vVMnTqVZcuWcePGDcfx+vXr4+HhAcCzzz5LTEwMJ06coEiRIjRo0ACANm3acP/99wPKl71///4sW7aMSZMmsXnz5jTXsyvuALt373b4qz/22GM8//zzLstjsVgwDCPT8h4+fJiKFStSs2ZNACpXrkydOnXYt28fANWrV6d8+fK4ubnxyCOP0LBhQ9zc3Hj00UcdowqgOlSVKlUCoF27dnz33XeZ5tm5c2fq1KnDggULGDNmDCdPnkwzGpKe06dPc/PmTV555RUAvLy8eOWVVxx5PPzwwzzzzDPArfus0Wg0Go2m8KEVdhMhhI8QYm52imle+ObYSWwo5c9mGGw49nO+Xr9OnTocOXLEoQQmJSVx9epVAH744Qdq1aoFQK1atTh06FCG84ODg9m9ezcHDhzg888/x8PDgyZNmjB48GA2bNiAm5ubw0qfGatWrSIiIgIvLy9ef/11xo0bx5o1a9i8eTNXrlxJk/ann34iICCAuLg4vL296dGjR5rjxZxchuyKsysFukgRNUAUGRlJr169AGjWrFkGH+4SJUpkuF76a6SnVq1aHDx4MMP+ZcuWsWDBApcdH8MwSElJAXCMSGSXj/O8AJvNluU8gSlTpjBjxgxKly7N22+/jbe3d5adiuxkdHWfNRqNRqPRFD60wm5SUAsn2a3rqTalDKXajHy3steoUYPnn3+eoUOHEhMTw9mzZ+nQoQN9+vRBSkmHDh0AeO+995g1axZHjx51nBsWFsaWLVuoUqUKZcqUYfbs2ezfv99x/NKlSyQkJDiiyGSGm5sbU6dO5c8//3TsO336NBUqVMDT0xOr1UpycjIAUVFRVKtWja5du1K/fn0iIiJITU3N8vpVqlTBMAy+/fZbACIiIhwW4V27dtGkSRPat29P9erV2b59e6bXa9SoEcuXLwfg999/Z+/evS7Tvf322+zbt49169Y5FNmjR48SGhpKlSpVqFmzJqdOneLw4cMAnDx5kqioKOrXr59lOdLzww8/cOHCBUB1Bpo0aZJp2u+//57OnTvj5+dH2bJl2b17t6OcVqvVoYjbqVSpEu7u7mzduhVQUW+2bNnCiy++mCsZNRqNRqPR3F20D3sB42xdt2O3suenL/vkyZOZP38+HTt2xDAMkpOTsVqt3H///URERNC2bVvq1atHSEgI48ePJz4+nuTkZCpWrMiXX37Jgw8+yIMPPsgnn3zCtGnT+PPPPylatCglS5Zk7NixPPHEEwCZTjr19/cnISGBwMBAkpKSsFgsPP7443z++edYrVYqV66M1WrlzTffZM6cOWzdupVWrVrh7u5OgwYNiImJIS4uLtPyubu788knnzBmzBj++9//8swzz1C2bFkAAgICGDRoED4+PlitVurVq8fWrVtdWphHjx7NsGHDeO211/jXv/7F008/7TK/UqVK8dVXXzFlyhQ+++wz3NzcKF68OOPHj3dEiJkxYwbjxo0jMTERi8XChAkTqFSpUrYhGJ3x8vIiKCiIS5cu8dRTTzF27NhM0/bu3ZvJkyfz6aefYrVaqVOnDr/99hug5hCMGzcuwz379NNPCQkJYebMmaSmptK7d29eeOGFTDsqGo1Go9FoCh8WPQyeFn9/fyMsLCzD/mPHjjn8fXPDkA3buZZ4M8P+UsWKMql1wcfzvn79OkePHtVW1UKIfXTjs88+u9uiaDSa2ySvbYRGo/lnI4Q4IKWsl106bWEvYO6EUp4VDzzwgFbWNRqNRqPRaO5htMKu0dwl/P39Xa6wqtFoNBqNRuOMnnSq0Wg0Go1Go9EUYrTCrtFoNBqNRqPRFGK0S4xGo9FoNBqN5h/HjgOHWLhxO5euxlCutCddWjWnad2ad1ssl2iFXaPRaDQajUbzj2LHgUPMWLGOm+YaMRevxjBjxTqAQqm0a5cYk4Jc6VSj0Wg0Go1GU3hYuHG7Q1m3czM5mYUbt98libJGK+wmBbXS6Z0iJSWFuXPn4uPjg4+PD61btyY4OJirV6+mSRcdHU337t3x9fWlTZs29OzZkxMnTjiOHzx4kE6dOuHj40ObNm3o0aMHJ0+ezDb/sLAw6tati6+vL35+fvj6+hIQEJCrRYTuBIcPH2bUqFEujx05coS+ffvm6nqpqaksWLAAf39/fH19adWqFVOmTCEpKSk/xM2SiIgIQkJCAOjUqRObN2/OMv3Zs2fp06cPoFY9DQgIKHAZNRqNRqMpjFy6GpOr/Xcb7RLzNyEoKAibzcbixYvx9PQkOTmZhQsXEhAQwOrVq/Hw8CAqKoqgoCBmzZpFtWpqldV169bRqVMnNm3ahIeHB7169WL+/PlUrVoVgLVr1xIYGEhERARWqzVLGerVq5dmEaAdO3bQp08fIiMjKVKkcLxqP//8MxcuXHB5rHr16oSGhubqemPGjCEmJoZFixZRsmRJ4uPjGTRoEMOHD2fKlCn5IXKmNGvWLMOKs1nx+++/c+rUKUCtsLps2bKCEk2j0Wg0mkJNudKeXHShnJcr7XkXpMmewqFF/Y15oP1YYhMyWltLFr+P61+7tvTmlsOHDxMVFcW2bdsoXrw4oJalDwwMJDo6mqVLlxIYGEhoaCjvv/++Q1kHeP311ylatCipqakkJCQQGxtLfHx8muMeHh6kpqZitVoJDAwkICAgR4pigwYNuHTpEtevXycmJoaxY8cSHx/PxYsXefrpp5k+fTpFixalWrVqNGvWjOPHjzN16lSklCxfvpzk5GRiYmIIDAykffv2hIWFsXXrVhITEzl//jzly5enQ4cOLF68mNOnT9O1a1e6desGwMqVK1m6dCk2m41SpUoxcuRISpQoQWhoKLGxsQwbNgw/Pz/Gjx9PiRIliI+PJygoiEmTJvHNN99w48YNQkJCiI6Oxmq10rx5cwYMGIDFYnGU7+zZs6xfv57vv/8eDw8PAEqUKEFwcLBjZCE2Npbg4GCOHz+OxWKhUaNGDBw4kCJFilC9enW6dOlCZGQkcXFxBAUFsXnzZk6cOMFDDz3EnDlzKFGiBM8++yydO3dm7969xMfHM3DgQF555ZVMV0qdM2cO27dv5+bNmyQkJDBkyBCaNm3KiBEjuHDhAt27dyc4OBgfHx9+/PFHkpOTmThxInv27MFqtVKjRg2GDRuGh4cHTZs2pW3btuzZs4c//viD1157jcGDB+fxTdVoNBqNpnDQpVXzND7sAEXd3enS6u4ueJkZ2iWmgHGlrGe1Py9ER0dTrVo1h7LujLe3N9HR0QAcPXqUOnXqZEjTsmVLypUrh6enJ0FBQfTo0YNmzZoRFBTE6tWrefHFF7nvvvsAmDdvXo6UdcMwWL58OVWqVKFMmTKsWLECPz8/li9fztatWzl37hyRkZEAJCcn06RJE7Zs2cITTzzBypUrmTt3LuHh4UybNi2NpXr//v1MmDCBLVu2cPnyZTZs2MCiRYuYN28e06dPx2azsW/fPsLDw1myZAnh4eH06NGDPn36UL58efr27Uu9evWYMGECACdPnuTjjz9m3bp1jjIChIaGcvPmTTZu3Eh4eDjR0dHs27cvTRn/97//8dRTTzmUdTvlypXjlVdeASAkJIRSpUqxfv16Vq9ejZSS+fPnA5CUlES5cuVYv349//73vxkxYgTDhw9n48aNxMXFERERASi3G09PT8LCwpg+fToffvghV65ccXnfz58/z+7du1m8eDHr169nwIABhIaGYrVaCQkJoWLFinzxxRdpzpk9ezYXL15k7dq1rF27FpvNxuTJkx3H4+Pj+frrr1m2bBmLFy/m7Nmz2T5/jUaj0WgKM03r1qRfu9d5qLQnFuCh0p70a/d6oZxwCtrC/o/AZrMB4Obm5vg/M7p27cpbb71FVFQUUVFRzJs3j3nz5rFq1Sqy8+/fv38/vr6+WCwWkpKSeOKJJxwuJkFBQezatYt58+Zx+vRpLl68mMaSX69ePQDuv/9+5syZw7fffsvp06c5fvx4mnTVq1enfPnyADzyyCM0bNgQNzc3Hn30UYdFOTIykjNnzqTx0Y6JieHatWsZZC5fvjwVKlTIsH/37t0MGzYMq9WK1Wpl8eLFGdLk5H7+3//9H0uXLsVisXDfffcREBDAokWL6NmzJ6A6SwAVK1akSpUqeHl5OcoWE3NrqK5jx44APP3001SpUoWoqCiX+VWoUIFJkyaxfv16zpw5w6FDh7hx40a2Mg4YMAB3d3dA+cP37t3bcdzeQfPy8qJs2bLExMTw6KOPZnlNjUaj0WgKO03r1iy0Cnp6tIX9b0CdOnU4cuQICQkJgLLc2ieb/vDDD9SqVQuAWrVqcejQoQznBwcHs3v3bg4cOMDnn3+Oh4cHTZo0YfDgwWzYsAE3Nzd27dqVrRz16tVj7dq1hIeHs3HjRmbNmkWlSpUAGDhwICtWrKBChQp06dKFqlWrYhiG49wSJUoA8Oeff+Ln58f58+epW7cu/fv3T5OHsxUccOkbb7PZ8PX1dViM16xZw+rVq/H0zOiXZs83PUWKFEnj/vLHH39kmMBbo0YNfv31V+Li4tLsv3DhAj179iQxMTGDQm+z2UhJSXH8tivJ6f9Pj/P8AZvNlul8gp9++omAgADi4uLw9vamR48emV7T+Xrpfyc7DxEWLer432KxpHluGo1Go9FoCh6tsP8NqFGjBs8//zxDhw4lJiaGs2fP0qFDB/r06YOUkg4dOgDw3nvvMWvWLI4ePeo41+4HbXddmT17Nvv373ccv3TpEgkJCVSpUuW2ZPz+++/p3bs3rVq1wmKxcOjQIVJTUzOkO3r0KGXKlOH999+nUaNG7Ny5E8Bl2szw9vZmw4YNXLx4EYClS5fSuXNnQCm+zgpzZjRo0IA1a9Zgs9lISkqib9++GazaXl5e+Pj48OGHHzqU9ri4OMaMGUOpUqUoVqwYDRs2ZMmSJRiGQVJSEitWrODFF1/McVnshIeHA0ohP3XqFM8995zLdFFRUVSrVo2uXbtSv359IiIiHPfOarWmUcTtNGrUiGXLlpGcnIzNZmPJkiV4e3vnWkaNRqPRaDQFg3aJ+ZswefJk5s+fT8eOHTEMg+TkZKxWK/fffz8RERG0bduWevXqERISwvjx44mPjyc5OZmKFSvy5Zdf8uCDD/Lggw/yySefMG3aNP7880+KFi1KyZIlGTt2LE888QRAriadOjNgwAB69+6Np6cnxYsX57nnnuO3337LkM7b25tVq1bx6quvUrx4cWrUqEGZMmU4c+ZMjvNq1KgRgYGBdOvWDYvFgoeHB7NmzcJisVC7dm2mT59O7969eeeddzK9xgcffMD48ePx9fUlNTWVVq1aOfzSnRk9ejSffvopAQEBWK1WkpKSaN68uSN84ogRIwgJCcHHx4fk5GQaNWrEu+++m+Oy2ImOjmbFihXYbDamTZvmcrQAoE2bNmzdupVWrVrh7u5OgwYNiImJIS4ujsqVK2O1WnnzzTeZNm2a45z33nuPSZMm4efnR0pKCjVq1GDkyJG5llGj0Wg0Gk3BYNHD22nx9/c3wsLCMuw/duwYzzzzTK6vdyeixGTF9evXOXr0aJ6suprCgRCCPXv2UKZMmbstikajyYS8thEajeb22HHgEAs3bufS1RjKlfakS6vm94xfOoAQ4oCUsl526bSFvYC5E0p5VjzwwANaWddoNBqNRvO3Y8eBQ2lCM168GsOMFesA7imlPSdoH3aNppAjpdTWdY1Go9Fo0rFw4/Y0cdQBbiYns3Dj9rskUcGhFXaNRqPRaDQazT3HJRcrlWa1/15GK+wajUaj0Wg0mnuOcqVdB2DIbP+9jFbYTYQQPkKIubGxsXdbFI1Go9FoNBpNNnRp1Zyi6dYwKeruTpdWze+SRAWHVthNpJTrpZQ9s1vNU6PRaDQajUZz92latyb92r3OQ6U9sQAPlfakX7vX/3YTTkFHidFoNBqNRqPR3KM0rVvzb6mgp0db2O8ghmHLPpFGo9FoNBqNRuOEVtjvEIYtGSP5OoYt49Lw+UFKSgpz587Fx8cHHx8fWrduTXBwMFevXk2TLjo6mu7du+Pr60ubNm3o2bMnJ06ccBw/ePAgnTp1wsfHhzZt2tCjRw9OnjyZbf5hYWHUrVsXX19f/Pz88PX1JSAggB9//DHfy3o7HD58mFGjXMfGP3LkCH379s3V9VJTU1mwYAH+/v74+vrSqlUrpkyZQlJSxsWy8puIiAhCQkIA6NSpE5s3b84y/dmzZx0rsF64cIGAgIAClzEzpJQIIZg7d26O0hek7AkJCXz88ce0atXK8f1MmzaNhISEbM/du3cvbdq0cXlsxowZhIeHAzBr1iy2b3cdZkwIgY+Pj+PbadmyJW+88QZHjhzJe6GyICtZAKZOncp3333n+G0YBkOHDuWLL75w7EtNTSUkJIRXX32VFi1asHTp0jTluXLlSoHIfjuEhYXRq1evPJ8/aNAgfvnll3yUSKPRaHKOdom5Axi2ZIyUOLBY1baIBxY39+xPzAVBQUHYbDYWL16Mp6cnycnJLFy4kICAAFavXo2HhwdRUVEEBQUxa9YsqlWrBsC6devo1KkTmzZtwsPDg169ejF//nyqVq0KwNq1awkMDCQiIgKr1ZqlDPXq1eOzzz5z/N6xYwd9+vQhMjKSIkUKx6v2888/c+HCBZfHqlevTmhoaK6uN2bMGGJiYli0aBElS5YkPj6eQYMGMXz4cKZMmZIfImdKs2bNaNasWY7T//7775w6dQoALy8vli1bVlCiZcvSpUvx8fFhyZIldOvWLdv3o6BkT0lJoVu3blStWpWwsDCKFSvmUOC7devGV199led3t1+/fo7/9+7dy1NPPZVp2kWLFqWJtf/FF18QEhLC8uXL85R3VmQly8GDB/n5558ZNGgQAL/88gvBwcEcOnSIypUrO9ItW7aMM2fO8M0333Djxg3efvttqlatSo0aNfJd3sJCv379+M9//sPy5cuxWCx3WxyNRvMPo3BoUX9jbinr7lgsFgzc8l1pP3z4MFFRUWzbto3ixYsD4O7uTmBgINHR0SxdupTAwEBCQ0N5//33Hco6wOuvv07RokVJTU0lISGB2NhY4uPj0xz38PAgNTUVq9VKYGAgAQEBOVIUGzRowKVLl7h+/ToxMTGMHTuW+Ph4Ll68yNNPP8306dMpWrQo1apVo1mzZhw/fpypU6cipWT58uUkJycTExNDYGAg7du3JywsjK1bt5KYmMj58+cpX748HTp0YPHixZw+fZquXbvSrVs3AFauXMnSpUux2WyUKlWKkSNHUqJECUJDQ4mNjWXYsGH4+fkxfvx4SpQoQXx8PEFBQUyaNMmhhISEhBAdHY3VaqV58+YMGDAgTUN99uxZ1q9fz/fff4+HhwcAJUqUIDg42DGyEBsbS3BwMMePH8disdCoUSMGDhxIkSJFqF69Ol26dPy5KU4AACAASURBVCEyMpK4uDiCgoLYvHkzJ06c4KGHHmLOnDmUKFGCZ599ls6dO7N3717i4+MZOHAgr7zyCmFhYWzZsiVNJwlgzpw5bN++nZs3b5KQkMCQIUNo2rQpI0aM4MKFC3Tv3p3g4GB8fHz48ccfSU5OZuLEiezZswer1UqNGjUYNmwYHh4eNG3alLZt27Jnzx7++OMPXnvtNQYPHpzpMx86dCj169fH398/0zRxcXGsW7eOlStXcvz4cTZv3uywUqekpDBlyhQiIyOxWq3Url2b0aNHu5T9wIEDNGnShFmzZlG9enUABgwYwHPPPUf79u2ZPXs2W7duxWazUaFCBUaPHo2Xl1caWbZt20ZCQgIffvghbm5qwLF48eIMHz4cPz8/tm7dSqtWrRBCsGfPHodSbf8NEB8fT9++fTlz5gwPPPAAY8eOpVKlSgwdOpTKlStTrFgxjh49yuTJk7FarbRo0SLL7yYlJYU//vgDT89bYckyK8vWrVuZPXs2FosFq9XK4MGDee6554iNjWX8+PGcOHGC5ORkGjRowODBg1m+fHmWssycOZOOHTs6fi9ZsgR/f38efvjhNOm2b99Ou3btKFKkCJ6enrRu3Zp169alUdgvXbpE165dCQgISHNNgP379zNx4kRsNuUm2KtXL1q2bMmpU6cyrSdu93txJrP7U6RIEUJDQ9m2bRvu7u6ULl2aCRMm8NBDD/Hoo49SsmRJIiIiaN787xeBQqPRFHIMw9B/Tn9t27Y1XPG///3P5f6ssKUmGak3rxipSbGGLTnO8ZeaFGuk3rxi2FKTcn1NVyxYsMDo1auXy2NfffWV8e677xqGYRi1atUyTp48meW15s+fb9SoUcNo2rSpMWjQIGPlypVGfHx8tjKsXr3a6Nmzp+O3zWYzFixYYLRp08YwDMOYOHGiER4ebhiGYSQlJRlt2rQxNm/ebBiGYVSpUsVYs2aNYRiGERcXZ7Rr1864cuWKYRiG8eOPPxq1atVy5FG3bl3j999/N1JTU41WrVoZffr0MVJTU41jx44Z1atXN1JTU429e/ca7du3d8j93XffGa+99loGOX/44Qfj6aefNs6dO+f43bp1a8MwDOOjjz4yBgwYYKSkpBg3b940OnToYPzwww9pyrx582bjjTfeyPK+DB482Bg3bpxhs9mMmzdvGt26dTM+++wzR7kXLVpkGIZhfPbZZ0bt2rWNP//800hNTTXatm1rrFu3zpFu9uzZhmEYxrFjx4y6desaly9fTlOWjh07Gps2bTLOnTtndOrUyUhISDAMwzC++eYbxzNwLt/Zs2cd93XGjBnGBx98YCQlJRmpqanG0KFDjZEjRxqGYRhNmjQxJk6caBiGYfz5559G9erVjd9++y3T8g4ZMsRYvXp1lvdkyZIlhv07mzdvnvHmm286ji1atMjo0KGDkZCQYKSmphr9+vUz1qxZk6XswcHBhmEYxrVr14z69esb169fN9asWWP079/fSE5ONgzDMJYtW2b06NEjgyzjxo0zxo4d61LOiRMnGuPGjTMMQz2Dy5cvO47Zf9vfoQP/z96dx0dV3f8ff81kYwsI4oJgVNQc9esKLgXcsFoFRQSXqtUW+1WrYm3FpWpdcan293Vr3Yq2WuvSqrVV0NriinVpQSsVSz+CC6DsggECITNz7++POxOyJ0NmMncm7+fjkccw956585nJJXnnzLnnvPde3fOkXs9PfvIT/6GHHvJ9f9P3pzmVlZX+cccd548ZM8YfMWKEf8QRR/g33nijv3LlSt/3/VZfyze/+U3/X//6l+/7wXn+y1/+0vd937/iiiv8Rx991Pd934/H4/6ll17qT5kypdVaqqqq/H322cffuHFjk331X4vv+/7RRx9d97y+7/tPPfWUP3HixLrX85///McfPXq0/9xzzzX7mr/73e/606ZN830/OKevv/563/fb/jmRqf8vLb0/ixcv9ocMGVL3Hvz617/2p0+fXlf3Y4895l9++eXNvqbN+R0hIlJZWTnLb0c+VQ97lvi+hx+vhkhRk49Pg572omB/SW8ikexeSpDqxYpGo3X/bslZZ53FySefzMyZM5k5cyYPPvggDz74IM888wxtTXk5a9Ysxo4dSyQSoba2lsGDB9cNMbnssst46623ePDBB/n8889Zvnx5g578/fffH4CePXvywAMP8MYbb/D555/z3//+t0G7vfbaiwEDBgAwaNAgDj74YKLRKNtvv31dj/Lrr7/OggULGoxzrqqq4uuvv25S84ABAxg4cGCT7W+//TZXXnklRUVFFBUV8dhjjzVp0573c8aMGTz55JNEIhFKS0s59dRT+e1vf8u5554LwNFHHw1ARUUFlZWVdT3AgwYNoqpq00ptqR7K3XbbjcrKSmbOnNns8w0cOJDbbruNqVOnsmDBAmbPnk11dXWbNV588cWUJOeyPfPMM5k4cWLd/tSnKdtssw1bbrklVVVVbL/99g2OcfLJJ1NbW8uSJUt49913+e1vf8uQIUO47rrrmjzfk08+ySmnnAIEn+DccccdvP/++wwZMoS3336bsWPH0q1bNwDuuusuIBjG0ZwTTzyRk046iSuuuIJp06YxcuRIysvLee211/jwww858cQTgeD/QHvGpDfW1vcXgt72IUOGADBu3Diuv/560l3PITUk5j//+Q/nnHMO++23H1tuuSVAq6/l2GOP5cILL+Swww5jxIgRnHPOOQC8/vrrfPjhhzzzzDMA1NTUtFnDggUL2GqrrSgtLW2zre/7TbalPqEAOOecc9h2220ZM2ZMs48fNWoUkydP5tVXX2X48OFMmjQJaPvnRKb+v7T0/myzzTbstttujBs3jkMPPZRDDz2UYcOG1T1u++2357nnnmvz/RERyTQF9iyJRKJQ3BM/vg6faIPQ7vs++Akixb0yEtaHDBnCgw8+yIYNG+jevTu1tbVUV1fTt29f3n33Xfbdd18A9t13X2bPnk1lZWWDx99www0cddRRlJWV8a9//Yuzzz6bkSNHMnLkSCZNmsSYMWN46623OOaYY1qto/EY9vomTZpEIpFg1KhRHH744SxZsqTBL/0ePXoAsHTpUr797W9zyimnMHToUI455hhee+21unaNw0Rz44s9z2Ps2LFcdtlldfeXL1/eYIhB4+dtrLi4uMH3bMmSJXTr1o2+ffvWbdt777359NNPWbduXd2QGAguirzmmmv4xS9+0STweZ5HPB6vu19Sb8GHkpKWh0jVv37A87wWryf46KOPuOCCC5gwYQIjRozggAMO4IYbbmjxuKnjNb4fi226OLqsrKzu35FIpNmw9vTTTwNtD4mZNWsW8+bN46GHHuLhhx8GgtedCviNv58rV65sNTQPHDiQPfbYg9dff51nn32Wq666qu41nH322Zx++ukA1NbWNgh0KUOGDOFXv/oVnucRjUZZt24dkUiEnj178o9//IMJEyY0eUzjC4rrB1UI3qPNHfe+xx57cOWVV3L11Vezzz77MGjQoFZfy8UXX8xJJ53E3//+d5599lmmTJnCs88+i+d53H333ey8884ArFmzps1x19FolEQi0a46BwwYwIoVK+ruL1u2jG233bbu/uTJk3nggQd4+OGH64ap1XfqqacycuRI3nrrLd58803uuecenn/+ea655ppWf05k6v9LS+9PNBrlscce48MPP+Sdd97hlltu4aCDDuLqq6+ue1zj77eIwKvvzeaRF19mxeoqturbhwmjj+wSUy12Jv3kyaJItIRIcS/wY3W/dIKwHgvCeobGsO+9994cdNBBXHHFFVRVVbFo0SK+853v8MMf/hAz4zvf+Q4A559/Pvfccw9z5sype2xqHHRlZSX9+vXj/vvvZ9asWXX7V6xYwYYNG5qE/HT9/e9/Z+LEiYwePZpIJMLs2bObDQdz5syhX79+XHDBBRxyyCF1Yb29QQJgxIgRvPDCCyxfvhwIenS/973vAcEv8vqBuSXDhg3jT3/6E57nUVtby0UXXdSkl26bbbZhzJgxXHXVVaxbtw4Ixmdff/31bLHFFnTr1o2DDz6Yxx9/HN/3qa2t5amnnmL48OHtfi0pqdlGPvroIz777DMOOOCAZtvNnDmTPffck7POOosDDzyQV155pe69KyoqahDEUw455BB+//vfE4vF8DyPxx9/nBEjRqRdY3s8+eSTjB07ljfeeINXX32VV199lQceeIDp06ezePFihg0bxrRp06itrcXzPK6//npeeOGFFmsHOOWUU3jwwQepqalh6NChABx88ME888wzdd+Xu+++u9mx99/61rfo2bMnt9xyCzU1NcydO5fx48dz3nnnUVRUxOjRowHo169f3awt06dPb3AMM2Pu3LkA/OEPf2Do0KF115KktPe8AzjuuOPYd999ueWWW1p9LfF4nCOOOIL169dz2mmncd111/HJJ58Qj8c5+OCDeeSRR+rOu/PPP7/uU6KWatl+++1ZtWoVGzdubLPGb37zm/zxj38kHo+zZs0aXnjhhQbjuvfdd19uvfVW7r///gazUKWceuqpde/1jTfeWHedS3t/TrSlrf8vLb0///3vfznuuOPYeeed+cEPfsCECRMws7rHLVq0iMGDB6ddj0ghe/W92dz91PMsX12FDyxfXcXdTz3Pq+/NznVpBUU97FkWiZZAca9kT3vRpp71DM8S8/Of/5zf/OY3nHHGGfi+TywWo6ioiJ49e/LKK68wbtw49t9/f2666SZuvvlm1q9fTywWo6KigkcffZT+/fvTv39/7r33Xu68806WLl1KWVkZ5eXlTJ48ue6XVDoXndZ38cUXM3HiRPr06UP37t054IADWLhwYZN2I0aM4JlnnuGYY46he/fu7L333vTr148FCxa0+7kOOeQQzjnnHL7//e8TiUTo1asX99xzD5FIhP3224+77rqLiRMn8t3vfrfFY1x44YXcfPPNjB07lkQiwejRo5tcuAZw3XXXcd9993HqqadSVFREbW0tRx55ZN0UhFdffTU33XQTY8aMIRaLccghh3Deeee1+7WkvP/++zz11FN4nsedd97Z7KcFEIS91IWSJSUlDBs2jKqqKtatW8euu+5KUVERJ510EnfeeWfdY84//3xuu+02TjjhBOLxOHvvvTfXXHNN2jUC3HrrrS3uW7VqFX/729/44x//2GD7sGHD2Hffffnd737HpZdeypdffsn48ePxfZ8DDzyQM888k+rq6mZrBzjiiCO44YYb6oaDQDBEZ9myZZxyyilEIhEGDBjQbG3FxcX8+te/5r777mPcuHF1PbE9evRgxYoVvPnmm4wcOZKrr76ayZMn07t3b4YPH85WW21Vd4zBgwdzzz33sGjRIrbccstmn2fkyJHcdtttxGIxxo0b1+b7eM0113D88cfz5ptvtvhaiouLueqqq7j00kvrPhG65ZZbKC0t5ac//Sk333xz3Xk3fPhwzj777FZr6d27N0OHDuXdd9/lsMMOa7W+0047jYULFzJ27FhisRjf/va3OfDAAxu0GTx4MBdccAGXXXYZTz/9dINPxy699FJuueUW7rrrLqLRKBdeeCGDBg1q98+JtrT1/6Wl96ekpIRRo0Zx4okn0qNHD7p161bXuw7w5ptvNrmAVqSre+TFl9nYqENlYyzGIy++rF72DIo09/F2VzZ+/Hj/2WefbbJ97ty57L777pt93GC2mGoixT0zHtZbs2bNGubMmbNZvboSDo1nKJHOsWLFChYsWFB3fUVX8P777/PAAw+0e378MMrW/5eFCxdy6aWXtjitY0d/R4jkq1GTrqW5JBkB/nLH5M4uJ+84594zszZ/0WhITCeJREuIlPTu1LAO1PUIikh6ttpqqy4V1iEY07/TTjsxY8aMXJcSOnfddRc33XST5mAXaWSrvs1/4tvSdtk8GhLTibI9G4wUpvpjaEWy7corr8x1CR2Srf8vd9xxR1aOK5LvJow+krufer7BsJiykhImjNZ6BZmkwC4iIiIimyU1Tl2zxGSXAnsaNKWXiIg0pmvBpKs7Yug+CuhZpvTZTj179uTLL7+ktrZWP5xFRAQIwvpXX31Vt9iXiEg2qIe9nQYNGsTKlStZsGBBu+dTFhGRwtetWzcGDRqU6zJEpIApsCc558YAYyoqKprdH41G2Xrrrdl66607tzARERER6dI0JCbJzKaa2bnl5eW5LkVEREREpI4Cu4iIiIhIiCmwi4iIiIiEmAK7iIiIiEiIKbCLiIiIiISYAruIiIiISIhpWkcRERGRDHr1vdk88uLLrFhdxVZ9+zBh9JFaCVQ6RIFdREREJENefW82dz/1PBtjMQCWr67i7qeeB1Bol82mITEiIiIiGfLIiy/XhfWUjbEYj7z4co4qkkKgwC4iIiKSIStWV6W1XaQ9NCRGREREQikfx4Jv1bcPy5sJ51v17ZODaqRQqIddREREQic1Fnz56ip8No0Ff/W92bkurVUTRh9JWUlJg21lJSVMGH1kjiqSQqDALiIiIqGTr2PBjxi6Dz865Xi27tuHCLB13z786JTjQ//JgISbhsSIiIhI6OTzWPAjhu6jgC4ZpR52ERERCZ2WxnxrLLh0RQrsIiIiEjoaCy6yiYbEiIiISOikhpTk2ywxItmgwC4iIlLg8nF6RNBYcJEUDYkREREpYPk6PaJIZ6jaUMNPX3qNqpqaXJfSKgV2ERGRApav0yOKdIZpc+fxVfV6Xpg7P9eltEqBXUREpIDl8/SIItlUtaGGdxZ8gQ+8vWBRqHvZFdhFREQKmKZHFGnetLnz8PAB8Hw/1L3sBX/RqXPuZOB6oBR41MxuzG1FIiKFI18vZuxKJow+krufer7BsBhNjyhdXap3PeEFgT3h+by9YBHH7r4Lfbp1y3F1TRV0D7tzblvgDuAIYA/gCOfc0bmtSkSkMOhixvxwxNB9+NEpx7N13z5EgK379uFHpxyvP6ykS6vfu54S5l72Qu9hPwp43cyWATjnfgd8G/hrTqsSESkArV3MqDAYLpoeUaShfy9ZVte7npLwfGYvXsrp++2Zo6paVuiBfSDwZb37i4FBOapFRKSg6GJGEclX9z/+Nms31DbZXt69lNuODd9wsUIP7M0N+fE6vQoRkTbk41jwrfr2YXkz4VwXM4pI2DUX1lvbnmsFPYYd+AIYUO/+gOQ2kS7j1fdm890bb2fUpGv57o23a3xxCOXrWPAJo4+krKSkwTZdzCginS1fFj/qiEIP7C8DI51zA5xzJcAZwAs5rkmk0+RrEOxq8nVhG13MKCJhkC+LH3VEXgyJcc4dDzxuZuWNtp8DXE4wLv0DYJKZvZPab2aLnXOXANMJpnV8zsz+1HmVi+SWLgrMD/k8FlwXM4pILjVe/Cis0zJ2VOh72J1zw4HHgEij7d8DHkjuOxH4Gvirc26n+u3M7Gkz29PMKs3ssk4qWyQU8jkIdiVa2EZEZPPk0+JHHRHawO6cK3POXQ68BsQb7YsANwBTzOwGM3sROB5YCVzc6cV2kMYYS7YoCOYHjQUXEUlfS4sftWcse3n30rS251qLQ2KccxWZeAIzW7iZDx0FXAlcBmwJXFJv3y7ADsDz9Z4n5px7ATgm3Sdyzp0LnAuw3XbbbWa5myc1xjg1bCE1xhjQx8zSYVrhMD+k/q/n2ywxIiK51NriR23Npb7miWuzWVrGtTaG/XNo9C6kz2/jOVozE9jJzL52zl3faF9l8rbx5x6fAjs754rMLNHeJzKzKcAUgPHjx3f0NadFY4wlmxQE84fGgouIpCffFj/qiLbC9J+Bf2/msfcBxm7mYzGzL1vZ3Tt5u7bR9rUEw3x6Ams297k7k8YYS7YpCIqISCEK4wJH2dJWYP+jmT2xOQd2zp1BBwJ7G1IXoLbUG543iyNp4RERERGR9PU+fXKLq5Xm25CXtrR20en5wD/aOoBzrqXQ/y5wweYU1Q6phFveaHs5kDCzdVl63ozTxWYiIiIi6cu31Uo7osUedjP7VeNtzrkxwE+Bk8wstWLofc65ocAlZvZ6vcfPp+kY80yZl7wd3Og5BgMfb84Bk69tTEVFRq61bTeNMRYRERGR1rT7glDn3FjgWeAToP6M9H8HhgPTnXNHmtkbmS2xWfOARcAJwN+S9ZUAx7KZK5ma2VRg6vjx48/JVJHtpTHGIiIiItKSdOZh/ynwJrBXsvccADN7FNiXYAjMjZktr3lm5gO3Auc55252zo0GngP6A3d2Rg0iIiIiIp0hncC+O/CEmW1svMPM4sATBDPDdAozu49gjvYzgWeALYCjzezTzqpBRERERCTb0pkjfS2wUyv7twOahPlMMLPrgeub2X47cHs2nlNEREREwqu8e2mLs8QUmnQC+1+AHzrnnjOzd+vvcM7tB/yQeiuP5ptcXXQqIiIiIukrtKkbW5NOYL8a+BbwlnPuPYILP31gZ+AAYAlwZcYr7CS5vOhURERERKQl7R7DbmZLgL2B/wN6ECyKdCLQD/glMKSN1UlFREREpABVbajhpy+9RlVNTa5LKUjp9LBjZquBnyS/RERERESYNnceX1Wv54W58zl9vz1zXU7BSSuwAzjn+gNHARXAH4BqoL+Zzc1wbSIiIiISclUbanhnwRf4wNsLFnHs7rvQp1u3Nh8n7ZfOtI445y4BFgKPA7cQrCw6HJjjnLvXORfJfIkiIiIiElbT5s7DwwfA831emJuthe67rnYHdufc6cD/A/4EnAykwvn7yW3nEcwUIyIiIiJdQKp3PeEFgT3h+by9YJHGsmdYOj3slwLTzew7wOupjWa2yMxOAl4E8naGFefcGOfclLVr1+a6FBEREZG8UL93PUW97JmX7kqnz7WyfyrBEJm8ZGZTzezc8vLyXJciIiIikhf+vWRZXe96SsLzmb14aY4qKkzprnS6RSv7dwDWdawcEREREckXtx17ZK5L6BLS6WF/CbjAObd14x3Oub2BicD0TBUmIiIiIiLpBfYrCS40/QiYQrDK6Q+cc88CM4EY0HXWiBURERER6QTprHT6JbA/8AJwBEF4Pxn4FsHY9oPM7NNsFCkiIiIi0lWlu9LpEmBCcr71/kARsMLMEtkoTkRERESkq9uclU57mNl6YIVzbkvgPOdcHHjazFZlvMJO4pwbA4ypqKjIdSkiIiIieaH36ZNZu6G2yfby7qWseUIjpTMlnYWTtnDOvQS8lrzfG3gP+AVwP/Chc07TOoqIiIh0Ec2F9da2y+ZJ56LTmwjGrr+UvP99oAK4HBgJeMk2IiIiIiKSIekMiTke+KWZXZe8Pw5Ybma3Azjn7gUmZbg+EREREZEuLZ0e9q2BOQDOuT7AMOBv9favBHpmrjQREREREUknsH8JpMaon0AwQ8y0evuHAwszVJeIiIiIiJDekJipwI+TveunAquAqc657YArgO8CN2a+RBEREREJo/LupS3OEiOZk05gv5xgyMv/Al8A55vZBufcXsBE4DHg1syXKCIiIiJhpKkbO0e7A7uZ1QLnJL/q+wAYlFxUSUREREREMqjFMezOubedc0e1dQAzq20urDvnvuWce7ujBXYW59wY59yUtWvX5roUEREREZE6rV10+g2gfweOvRVwUAce36m0cJKIiIiIhFFbQ2Lucs7dvJnH1hSPIiIiIiId1FpgnwH4nVWIiIiIiIg01WJgN7PDO7EOERERERFpRjoLJ4mIiIiISCdTYBcRERHJsKoNNfz0pdeoqqnJdSlSABTYRURERDJs2tx5fFW9nhfmzs91KVIAFNhFREREMqhqQw3vLPgCH3h7wSL1skuHKbCLiIiIZNC0ufPwkhPteb6vXnbpsLbmYW+Wc24AUAH8F9gAxM3My2Rhnc05NwYYU1FRketSREREJE+letcTXhDYE57P2wsWcezuu9CnW7ccVyf5Kq0edufcCOfce8AXwNvAUOBwYKFz7pTMl9d5tNKpiIiIdFT93vUU9bJLR7U7sDvnDgBeBsqBu+rtWgXEgCecc6MyW56IiIhI/vj3kmV1vespCc9n9uKlOapICkE6Q2JuAj4j6FXvCVwMYGaznHP7AG8BVwF/yXSRIiIiIvngtmOPzHUJUoDSGRIzDHjYzDZAw896zGwNMAXYM4O1iYiIiIh0eenOErOxlX3dNuN4IiIiIiLSinQC9j+A05vb4ZzrCZwNzMxEUSIiIiIiEkhnDPu1wOvOuTeA5wiGxRzknNsTuAjYATgv8yWKiIiIiHRd7e5hN7N3gOOAQcD/ARHgZoIZY7oDp5rZa9koUkRERESkq0pr4SQzm+6c2wUYAgwGioDPgVlmFs98eSIiIiIiXVvaK52amQ+8l/wSERERyZqqDTX8/I13uPzwYVopVLqsdgd251wZcDnwLWAAzQ+n8c1s5wzVJiIiIl3ctLnz+Kp6PS/Mnc/p+2n2aOma0ulhvwv4AfAFwTCYRDYKEhEREYGgd/2dBV/gA28vWMSxu++iXnbpktIJ7OOBJ8zsjGwVIyIiIpIybe48vORajZ7vq5dduqx05mEvAWZkq5Bcc86Ncc5NWbt2ba5LERER6fJSvesJLwjsCc/n7QWLqKqpyXFlIp0vncD+NDAuW4XkmplNNbNzy8vLc12KiIhIl1e/dz0l1csukkm+7+W6hDalMyTmEuBF59xbwJ+B5dDofxJgZo9mqDYRERHpov69ZFld73pKwvOZvXiphsVIxvheDD9eDcU9iURLcl1Oi9IJ7AcD+wE9gWEttPEBBXYRERHpkNuOPTLXJUiBC8L6OogUBbfFvUIb2tMJ7P8HVBNM7fgxoIWSRERERCTvbArrJUQiEXyioQ7t6QT2nYHLzez+bBUjIiIi2aEFiEQCjcM6kAztJaEN7ekEdgP6ZKsQERERyR4tQNQ5ep8+mbUbaptsL+9eyponrs1BRVKf73vBmPVIUV1YTwlCe1Gwv6Q3kUg6c7NkVzqVXAv82Dk3iPSMzgAAIABJREFUyjkXnlcgIiIirWq8AJGmRsye5sJ6a9ulc0UiUSLFPcFP4PsNL2r2fR/8BJHinqEK65BeD/s5wEZgGlDjnPuKpuPYfTPbOVPFiYiISMdpASKRTSLREijuhR9fh09yDLvvgx8jEsLhMJBeYO9FcLHpx1mqRURERDKspQWIjt19F41lly6rYWgvSvashzOsQxqB3cxGZrMQERERybzWFiBSL7sUCt/30h7GkgrtXmwt0ZLy0IZ1SG8Mu4iIiOSZ1hYgEikEvhfDj63B92K5LiVrWuxhd859CvzYzJ6vd78tGsMuIiISIlqAqHOVdy9tcZYYybyOLH6UemwkWhza6RxTWhsSs4BgoaSUhdDoMzURERERqaOpGztPRxY/qv9Yz4sRjYZ3DnZoJbA3HrNuZodnvRoREck7WpBHRDpbRxY/ahDWY2tILHwDKg4jWtI7tKG93WPYnXO/cc4d1Mr+kc65FzNTlohI11O1oYafvvRa3s2RXX9BHhGRbGtr8aNgeEw1vu+1+lgvtobEJ4/AoptJfPIIXmxNq4/NpXQuOp0ADG5l/8jkl2yGfP1FLflB51d+yMfgqwV5RKSzdWTxo9RjExtXkZj/MCx9Itix9AkS8x8msXFVfi2c5JzbCfgIKKu3+THn3GOtHG9mpgrrarRktGSTzq/waxx882WObC3IIyK50JHFj7z4erzPfg/Lnmy4Y9mTeJEiPHc+RaV9svwK0tPinw9m9hkwEXgU+F1y89+T9xt/PQz8HDglm8UWKvVQSTbp/MoPzQXfsGtpQR6dYyLSGSLREiLFvcCP4fuJdoX1RKKW+McPwtIW+p+XPkb84wdJJJrO9JNLrS6cZGYPE4RxnHM7ADeZ2SudUVhnc86NAcZUVFR0+nOrh0qySedX+OXrSpRakEdEcm1TT3t1u1Yqja/+FJY80vpBlzxCfNvjKOq/W+YK7aB2D9Axs5GFGtYBzGyqmZ1bXl7eqc+rHirJJp1f+aG14BtmWpBHRMIgEi0hUtK7fTO7/Ouk9h20ve06Sas97I055/YATgO2BYqaaeKb2f9morCuQj1Ukk06v/JDa8E3zN8nLcgjInln6J/hvRPa1y5E2h3YnXMnAb+n9V55H1BgT0O+/qKW/KDzKz8o+IqIbD7fi1FbvZTSntu22cte1m8XNu56I8y7puVGu95IWb9dMlxlx6TTw34tweqnpwEfmFm4RuPnKf2ilmzS+SUiIoXM92LUrpoD/zqT2v1+R2m/PdsO7TuOYyM0H9p3vZGyHcdlpdaOSGeSyUrgTjP7p8K6iIiIiORS/bAOBKF91Rx8L9bmY8t2HAe73thwY0jDOqQX2L8AumerEBERERGR9mgS1lM2N7SHOKxDeoH9XuBC59xW2SpGRERERKQ1vu9Ru7qZsJ7yrzOpXT0H3/faPFbZjuNg6J9DHdYhvTHsJQQXlX7inHsTWAE0fic0S4yIiIiIZE1t7Tp4v4WwnvL+mdQe+jZlZb3bPF7YLjBtTjqB/dZ6/x7VQhvNEiMiIiIi2TNjePvbHTUnu7V0knYHdjNLZ/iMiIiIiIhkgEK4iIiIiOSNsnb2mre3XT5IZ+Gk37SnnZl9f/PLERERERFpXdlRc9g4veUFAAsprEN6Y9gntLF/efJLREREpEN6nz6ZtRuaLvtS3r2UNU9cm4OKJGxaCu2FFtahg2PYnXNRYFvgVOBK4DuZK01ERES6qubCemvbpWtqHNoLMaxDB8ewm5lnZovN7A7gKeCOzJQlIiIiIvmkPfOeZ0MqpBdqWIfMXnT6PjAsg8cTERERkTzgezESG1e1a4XRbCjksA6ZDezHAmszeDwRERERCTnfi5GoWU5i/ZckapbnLLQXskzMElMG7APsDtydiaJEREREJPw2hfUlsHEViWRYL+q2NZFoSY6rKxyZmCXGA5YSjF+/pqMFiYiIiJR3L21xlhgJhwZhff0S+GoObLknieR+hfbM0UqnIiIiEjqFMHWj73tEIoUZn3zfI1GzgsT6xbB+KSx9FaqmQ+wo2PYIEvhAhKLu2xbse9CZMvoOOufOyOTxRERERPKR78XwY2sKdjx3ENhXQvVCWPJKENYhuF3yClQvJFGzMmczxxSaVnvYnXPFwAnAN4AI8C/gSTNLNGq3A/Ar4CjgseyUKiIiIhJ+vhfDj6+DSFFwW9yrMIeGxNbBkjdg7asNt695GXwPug3ITV0FqMXA7pzbGvgrsDdBWAfwgZ845w41s9XJdj8CbgJ6An/PbrmbzzlXAvwFuNXMXs51PSIiIlJ4NoX1EiKRCD7RggztnheHFa83Despa1+FFdvibTmEaDSdSyalOa0NibmFYPaXBwh62PcCfgLsCPzCOVfqnPsTwcWmtcC5ZnZodsvdPM65PYEZwPBc1yIiIiKFqXFYB4LbSAl+fF1BDY9JrF0MS55ovdGSJ4J20mGt/clzJPCsmU2st+0j59x64DaCkD4WeA74gZktz16ZHXYu8DNgUq4LERERkcLj+x5+vBoiRXVhPSXoaS8K9pf0LoyLMGcd3/52Bb6oUWdo7YzZBmhu6MhLBMNfvgtcZGbjQh7WMbOLzOz5XNchIiIihSkSiRIp7gl+At/3G+zzfR/8BJHinoUR1qXTtdbDXgasaWZ7VfL2XjO7J/MlbR7n3MnAnY02V5nZ/+SiHhEREelaItESKO4VDH8hOYbd98GPESmwMexlR81h4/Q929VOOq4jVwH8JWNVZICZPQ08nes6REREpOtqGNqLkj3rhRXWU9oK7QrrmdORz2UK58oJERERkQyJREuIFPcC3yvYsJ7SUihXWM+stnrYt3TOVTTa1i95u3Uz+zCzhR0pyDl3PPC4mZU32n4OcDkwCPgAmGRm73TkuURERESyIRItKZwLTNvQuKddYT3z2grsdyW/mvN4M9v8dhyzRc654QQLL0Uabf8ewfSSk4GZwA+Bvzrn9jGzz9p7fDM7fHNrExEREUlHVwjrKanQrrCeHa2F6992VhHOuTLgR8CNQDVQWm9fBLgBmGJmNyS3TQcMuBi4qLPqFBEREZHmKaxnT4uB3czO6sQ6RgFXApcBWwKX1Nu3C7ADUDcto5nFnHMvAMdk4smdc+cSzNXOdtttl4lDioiIiIhkRFg+q5kJ7GRmvyAYVlNfZfJ2fqPtnwI7O+eKOvrkZjbFzPY3s/379u3b0cOJiIiIiGRMR6Z1zBgz+7KV3b2Tt2sbbV9L8AdHT5qfL15ERKTL6336ZNZuqG2yvbx7KWueuDYHFYlIusLSw96a1AWojXveU7zOKkRERCTf1A/rkXq/SpsL8SISTvkQ2FMrq5Y32l4OJMxsXSfXIyIikndKoh5blMUoiaqfSyTfhGJITBvmJW8H03Ac+2Dg40w9iXNuDDCmoqLJ1PIiIiJ5rSTqUV4SI+5HKC+JsTZWQszLhz47EYH86GGfBywCTkhtcM6VAMcCr2TqScxsqpmdW17euCNfREQkf6XCeq0XwfMj1HpBaFdPu0j+CH0Pu5n5zrlbgXucc6uBt4ALgf7AnTktTkREJMR8L1YX1jddEhah1oPykhi+FwtW5BSRUMuHHnbM7D6COdrPBJ4BtgCONrNPc1qYiIgA4PvqrQ0b3/fw49V0Kyuj0QLiQIRuZWX48Wp977LI8+K5LkEKRMT3W5p8pWsaP368/+yzz+a6DBGRvOF7Mfx4NZHinuqtDZnge7MOIiVEIptCu+/74MeIFPfS9yxLvPh6EhuWUdR9G6LFPXJdjoSUc+49M9u/rXahHxLTWXTRqYhI+jYFwqLgVgEwVCLREijuhR9fh08Q2hXWs8+Lryex/ku8RA2sj0OPgQrt0iF5MSSmM+iiUxGR9DTsvS2CSEkQDL1YrkuTeiLREiLFvcCP4fsJhfUsqwvrsWqY+1e8WHVwP74+16VJHlNgFxEJkXwZT9zcUItIJKLQHlKbQrunsJ5FDcL6BzdD9SPwwc0K7dJhCuwiIiHhezH82JrQh93UxYxEihqMi4ZUaC/SxYwhFImWECnprbCeJZ4XJ7F+MV5sTRDWvbnJHXOToX1NsF8XospmUGAXEQmBTT3W0dD3UEciUSLFPcFP0HjigmB8dCK4ADWiXzFho+9J9kQiUXyA92/ZFNZTvLnw/i346Hsgm0dnjUgXod7O8MrHseANx0UHoV0XM0pX5vse/gc3AdZCC8P/4Cb9LJbNosCe5Jwb45ybsnbt2lyXIpJx+TLUoivK57HguphRZJPYf/8MG2e13mjjrKCdSJoU2JM0S4wUqnwaatHVFMJYcF3MKJL05fWZbSdSjwJ7iOhCFMm0fBxq0ZUUylhwXcwoIpJd4f4t0IV48fV4mvJJMiifh1p0JYUyFjzsf1SIZN3BMzLbTqQe/YQNAS++Hq9mGUSL8GqWKbRLhxXCUIuuRGPBRfJfWfd+MPTJ1hsNfTJoJ5ImBfYc2xTWuxONlkK0u0K7dFihDLXoSjQWXKRl+dK5UNZvr5ZD+9Ang/0im0G/rXOoYVgPvhXRaFShXTKiUIZadCUaCy7SlO/FqF2/NG+G8TUb2hXWpYMU2HPE8+J4NSsgWlIX1lOC0F6CV7NCF6JKh2ioRf7Rpx4im/hejNo182Dpq9SumZefoV1hXTKgONcFhIVzbgwwpqKiolOeLxothm5bBT3pFDcI7Z7ngRcj2m2boJ1IB0SiJVDcCz9erbAuInljU1h/Axb9BmLfpxYo7b1rXvwcK+u3FxsPnqEx65IR6spJysU87NHiHkS7bQPehiCkkwrrG4KwXtyj02qRwqahFiKSTxqG9XuBDcHt0jfyq6ddYV0yRN23ORYt7gHdtkn2tJds6llXWJcM01ALEfG8eOg/ufV9j9o182Hp67DovoY7F90L+NQSobSP08816TJ0pofApp72hMK6iIhkhRdfT6J6UegnNIjHa2DFW03Desqi+2DFW0E7kS5CgT0kosU9iPYYqLAuIiIZ58XXk1j/Bd7GVcFtiEO758Xh87tab/T5XZqUQboUBfYQCfvHlCIikn/qwvr6ZbD6A7z1y8Id2mfcntl2IgVAgV1ERKRANQjrVXNg9UKomhPy0P7HDLcTyX/q0hURkQ7zfU8XAIaM58VJrF+Mt34JVP0HVn4E6/8BsYOC/XhAFHrtqE94RUJO/0OTOnsedhGRQuF7MbzYWqIl5Zo6NEQikShebC2s+hesngfr3wh2rH8dVvqQ2IhX0pvikP2hFTnsXfw3vtGudiJdhQJ7kplNBaaOHz/+nFzXIiKSD3qfPpmajTX0K9tIWbHHxniUVRvL6FbWjTVPXJvr8rq8eLwG1s6Drz+G9TMa7lz/BkR86LEd8d6OkpLwTHhQWtqL2mEv4r8zusU2kWEvUlraqxOrEsmtcP1ZLSJZ4/terkuQApMK66VFCRKeT2lRgn5lG6nZqOn2wiAaLYZ1n0H1jOYbVM+AdZ+FcjhMaa8KIsNebHZfZNiLlPbSp+HStSiwh4jmlJVs8b0YfmxN3qwOKOHne7G6sF4c9dm+ZzXF0U2hXeda7sXXLoYlU1tvtGRq0C6EmgvtCuvSVSmwh0S8ZiWJr2YRr1mZ61KkwPheDD++joQXx4+vU5AKuXz4JMT3Pbzar+lWHIT1ncvXsGv5KnYuX0Nx1KdbcQKv9uu8eC0Fbc0XwNdtNPo62S6c6od2hXXpyhTYQyBes5LE1x+CX0vi6w8V2iVj6sJ6bD3eyvdIxNYrtIeY78WoXb80b74/3Yvj7FxexW69V3Ho1gvYrfcqdi6vonuxFrQJBbsys+1ypLRXBZHD3lVYly4tfAPXuphNYT0Cfi1EyoL7W+xFcbf+uS5P8liDsL5sBnz2Ct5Oq2CbQykCKO6lGT1CxPdi1K6ZByvfp7b/EEp77xra708kEoVoKQN7rON/+nzFUYMWUdk3zoDyBRR94eEDREs1zWPOrc5wu9zRBabS1Smw51CDsJ5YC2s/h/IdoahcoV06xPc9/Hg1idg6vGV/h09+D3wCn6zAA9jmYIqIQElvhaoQ2PKM69i2dCXf3O5L9iqfz4drd+GVxQNZWtufrx67IdflNeF5ceLVC9it93qOGvQF+/SNEwX26RsHviDudydevYBI8R6hvKBRRCTf6CdpjsTjNSS+/gj8OCRqYNUHsOwt2GYE9NsXiroF+/sfRHFxt1yXK3kmEomS8OJ4S9+AT58CPk3u+QQ+eRLPTxAZeEzo5l/uinwvVhfWx20/n137wC5V8wF4ZXGwP2w97b7vwdfzuf3IjZBoOHznyC1jHOk2wtfz8XvvlqMKBSB6+D/xXj+wXe1EJNz02zpHiopKodvWsGEJrHgPlr0IfBHcrngv2N5t66CdSJoSiVoSy2Y0Cuspn8KnT5FYNoNEojYX5UmS73vUrpnPUQODsO76BD+UXR8Yt32wvXbN/NBdvBmP18CXz0Pik+YbJD6BL5/XzFc5VlLSg+iI6a22iY6YHqo52EWkeQrsORSJlgbBfOULwNrk1rXB/Q1Lgv0imyFeuw4+/T1Nw3rKp/Dp74N2kjPxeA0sf5Pxg4KwXp/rA+MHzYflb4Yv+K6aDxtmtd5mw6ygneRUSY8BLYb26IjplPQY0MkVicjmUGBPcs6Ncc5NWbt2bduNM8Dz4vgr/wmLXwQ2NNq7ARa/iL/yn3ieZluQzVC1EOL/ab1N/D9BO8kZL1ELC6YyuLz5/YPLgQVTg3ZhssIy206yqrnQrrAukl8U2JPMbKqZnVte3sJvzgyLb1wDn/wO+KqFFl/BJ78L2omk64vZmW0n2bHkfeAzoi38JA62f5ZsFyLLbs5sO8m6+qFdYV0k/+ii01xZ9m+grd7NhUG7nY7ojIqkkKxeAsBXLf09CGy55aZ2kiPz2zn/9fwrYad/ZLcWKXglPQYQO/yfGrMukocU2HNl/i1AOwLV/FsU2GUzPJZGuyuyWYi0qhpI/l9vRzuRjlJYF8lPGhKTM0sz3E5EpJPs/URm24mISKsU2EVEcmX/5zPbrpOUbbM37HhJ6412vCRoJyIiHabAniu7P5TZdiL1RA57N6PtJDvK+g6Gyp+13qjyZ0G7kCnb9ayWQ/uOlwT7RUQkIxTYc6Rs0Ddg4NnEW5i1MR4HBp4dtBNJU2lpLyLDXmR1VfP7V1dBZNiLlJb26tzCpImyHca0HNorfxbsD6lmQ7vCuohIximw51DZHj/m9jk7NQnt8TjcPmcnyvb4cW4Kk4JQ2quCU94b1SS0r66CU94bRWmvitwUJk00G9pDHtZTGoR2hXURkazQLDE59vDCAwC4ZM/PKC7eFNYfXngAd+e4Nsl/H035f9Su+yH+O6PrtvU/7kU++oHCetiU7TCGjQAfX5k3YT2lbNez2Nh7qMasi4hkiQJ7jq154loANv7nLvjyIRh4Nnef8WOFdcmY0l4V1A57Ef+d0cEwGPWsh1bZDmPY2Pt/QjlmvS0K6yIi2aPAHhJle/yYjb2/oTHrkhWlvSqoPexdjVnPA/kY1kVEJLs0hj1EFNYlmxTWRURE8pN62JOcc2OAMRUVGi4gIiIiIuGhHvYkM5tqZueWl5fnuhQRERERkToK7CIiIiIiIabALiIiIiISYgrsIiIiIiIhpsAuIiIiIhJiCuwiIiIiIiGmwC4iIiIiEmIK7CIiIiIiIabALiIiIiISYgrsIiIiIiIhpsAuIiIiIhJiCuwiIiIiIiGmwC4iIiIiEmIK7CIiIiIiIabALiIiIiISYgrsIiIiIiIhpsAuIiIiIhJiCuwiIiIiIiGmwC4iIiIiEmLFuS4gLJxzY4AxFRUVuS5FRERERKSOetiTzGyqmZ1bXl6e61JEREREROoosIuIiIiIhJgCu4iIiIhIiCmwi4iIiIiEmAK7iIiIiEiIKbCLiIiIiISYAruIiIiISIgpsIuIiIiIhJgCu4iIiIhIiCmwi4iIiIiEmAK7iIiIiEiIKbCLiIiIiISYAruIiIiISIgpsIuIiIiIhJgCu4iIiIhIiCmwi4iIiIiEmAK7iIiIiEiIKbCLiIiIiISYAruIiIiISIgpsIuIiIiIhJgCu4iIiIhIiCmwi4iIiIiEWHGuC8gm59wk4H8BH5gF/MDMNua2KhERERGR9ivYHnbn3EHAWcCBwF5AEXBRTosSEREREUlTwQZ2YDVwoZlVm5kPzAYqclyTiIiIiEhaCnZIjJl9DHwM4JzblqB3/fs5LUpEREREJE15H9idcycDdzbaXGVm/5PcvyPwF+DXZvZyJ5cnIiIiItIheR/Yzexp4Onm9jnn9gOmAbea2S87tTARERERkQzI+8DeEufcNsBfgfPM7Nlc1yMiIiIisjlCE9idc8cDj5tZeaPt5wCXA4OAD4BJZvZOOw45CegFXOucuza57SUzuyKDZYuIiIiIZFUoArtzbjjwGBBptP17wAPAZGAm8EPgr865fczss9aOaWY/AX6SnYpFRERERDpHTgO7c64M+BFwI1ANlNbbFwFuAKaY2Q3JbdMBAy4mg3OqO+fOBc5N3l3nnLNWmvcBqrK0vz+wspXHhlVbrzmsz7W5x0r3cem01/nVlM6vzLXX+dWUzq/Mtdf51ZTOr8y1L9Tza4d2tfJ9P2dflZWVJ1RWVq6urKy8qLKy8obKysp19fbtWllZ6VdWVo5q9JhfVlZWfpzDmqdka39lZeWsXH4/svWehPW5NvdY6T4unfY6v7L7Pe/M59L5lR9fOr8y117nV3a/5535XDq/wveV64WTZgI7mdkvAL/Rvsrk7fxG2z8FdnbOFWW7uBZMzfL+fNSZrymTz7W5x0r3cem01/nVlM6vzLXX+dWUzq/Mtdf51ZTOr8y179LnV8T3G+fk3HDOXQ9cama9kvdPA54ABpjZ0nrtzgYeBPqY2Zpc1JotzrlZZrZ/ruuQwqTzS7JJ55dkk84vyaZ8OL9y3cPemtQFqC39ReF1ViGdaEquC5CCpvNLsknnl2STzi/JptCfX2EO7KkLA8obbS8HEma2rpPryTozC/0JI/lL55dkk84vySadX5JN+XB+hTmwz0veDm60fTDwcSfXIiIiIiKSE2EP7IuAE1IbnHMlwLHAK7kqSkRERESkM4Vi4aTmmJnvnLsVuMc5txp4C7iQYK7MO3NaXA44504GrieYq/5RM7sxtxVJIUr+UfwX4FYzeznX9UhhcM5NAv6X4JqkWcAPzGxjbquSQuGcuww4K3l3GvATMwvHjBpSMJxztwPbmNkZuXj+MPewY2b3AZcBZwLPAFsAR5vZpzktrJM557YF7gCOAPYAjnDOHZ3bqqTQOOf2BGYAw3NdixQO59xBBGHqQGAvoIgMLnwnXZtz7gDge8AQgvPrYGBUTouSgpPMXN/NZQ2h6WE3s+sJepAbb78duL2z6wmZo4DXzWwZgHPud8C3gb/mtCopNOcCPwMm5boQKSirgQvNrBrAOTeb9q7sJ9IGM5vpnNvPzGLOuf4Eq1l+neu6pHA457YGJgM3Azmb+jHUPexSZyDwZb37i4FBOapFCpSZXWRmz+e6DiksZvaxmb0BdZ8WXgQ8l9uqpJAkw/qFBAsrLgbey3FJUiCccxHgN8Cl5PgPQQX2/NDc96kQ56EXkQLlnNsReA34ta6PkEwzs3uAfsByQNd4SaZcDHxgZm/muhAF9vzwBTCg3v0ByW0iIqHnnNuPYOKA+8zshlzXI4XDObezc+5AADOLE6yQvnduq5ICciow1jn3AcGwmNHOuQdyUUhoxrBLq14GbnLODQBWAmcA9+S2JBGRtjnntiG43uY8M3s21/VIwRkI/Mo5NxSoAU4huHhepMPM7MDUv51zE4Ajzey8XNSiwN6JnHPHA4+bWXmj7ecAlxOMS/8AmGRm76T2m9li59wlwHSCaR2fM7M/dV7lki829xwTaUsHzq1JQC/gWufctcltL5nZFZ1QtuSJDvx+nOGce4hgutAE8Abwf51WuOSFQvjdGPF9TVXaGZxzw4GXgKiZ9aq3/XsEFzRMBmYCPwRGAPuY2We5qFXyk84xyRadW5JNOr8kmwrl/FIPe5Y558qAHxFcBFNN0EOe2hcBbgCmpMZ1OuemA0ZwoYPmKpY26RyTbNG5Jdmk80uyqdDOL110mn2jgCsJFoD6ZaN9uxDMR1w3lZ6ZxYAXgGM6q0DJezrHJFt0bkk26fySbCqo80uBPftmAjuZ2S8IluWurzJ5O7/R9k+BnZ1zRdkuTgqCzjHJFp1bkk06vySbCur80pCYLDOzL1vZ3Tt5u7bR9rUEf0z1BNZkoy4pHDrHJFt0bkk26fySbCq080s97LkVSd62dOWvFkeSjtI5Jtmic0uySeeXZFPenV8K7LlVlbwtb7S9HEiY2bpOrkcKj84xyRadW5JNOr8km/Lu/FJgz615ydvBjbYPBj7u5FqkMOkck2zRuSXZpPNLsinvzi8F9tyaBywCTkhtcM6VAMcCr+SqKCkoOsckW3RuSTbp/JJsyrvzSxed5pCZ+c65W4F7nHOrgbeAC4H+wJ05LU4Kgs4xyRadW5JNOr8km/Lx/FIPe46Z2X0Ec4SeCTwDbAEcbWaf5rQwKRg6xyRbdG5JNun8kmzKt/Mr4vstXSArIiIiIiK5ph52EREREZEQU2AXEREREQkxBXYRERERkRBTYBcRERERCTEFdhERERGREFNgFxEREREJMQV2EREREZEQ00qnIiId4Jx7BPgeMDG5EEfj/TsCnwE3mNn1nViXD/zWzCZ01nOmyzlXBtwPnJTc9B0zm9pC2z7AFcA4YAdgI/AR8CjwkJkl6rX9HPjczA7PYK1bA9VmVp2pY4qItJd62EVEMuNm59w2uS4iz5wDnAX8GZgEzGqukXOuN/A2cAHwF+DHwGRgHfAA8AfnXCRbRTrnRgEGbJWt5xARaY162EVEMmML4E7g9FwXkkf2Tt5ONLO1rbS7ENgDGGpm79fbfodz7l6CIH8MQZjPhoPIt2zDAAAHJUlEQVQIvr8iIjmhHnYRkcx4HjjNOffNXBeSR0oB2gjrAMOBrxqF9ZS7krfDMlmYiEiYqIddRCQzLgKOBO5zzu1tZhtbatjSGOvG25P3pwEfAJcD2wNzgInAQuAXwChgDfBb4Goz8xod86pk+77Au8BPzGxmozbHAVcB+xKMDX8VuNLMPq7XxgduAvYBjgbmA/uYWbyF1zgW+AmwX/KYM5L1/bve8eof+41WxpyvBbZ0zp1kZs/U32Fm85xzZWZW20wN30m+rl2ABcAdZvZAozaHANcB30hu+idwvZnNSO5/hOAaBYDPnHNvmNnhyfH3twHHAwOB5QR/tF1tZqtbeB0iIptFPewiIhlgZgsIxlVXElwcmSknJI/7EHADsBvwR+BlwAMuIQjxVwJnNnrsScn9DySPsTvwunPuf1INnHMTCIJmNcEfBXcQ9Fb/wzlX2eh4FwNlBH+cPNRKWJ9IMC69hCAw30EwrORt59wByWZnAm/W+/fNrbwHvwF84Gnn3D+cc1c5577hnCsCaC6sAwcQ/EHzNMH4+I3A/c65E+rVeTzwOlAB3Jj8qgBeSe4D+BXwp3qvP1XnPQRj8H9PMCTnGeBc4A+tvA4Rkc2iHnYRkcy5gyB8XuGce9zM5mfgmNsR9GR/COCc6wdcBrxlZqcmtz0OrAK+RdDTntINGFbvsc8AcwnC+4nJiznvBv5gZqelHuScexD4D0EP8rh6x4sBJ5jZhpaKdc5tCfycoKf6kFSYds49SjCry73AgWb2mHPuyGSbx1p7A8xsunPubILhLwcmvwBWO+eeJugRX9LoYd2Tx34/+fzTCGbrGQ/82TlXnKzlS2B/M1uTbPcrgj+A7nPO/cXM3nHO/Tv5PvzZzD5PHv87wG/M7Kp6r30dcIxzrpeZrWvtNYmIpEM97CIiGWJmMeB8gl7oezN02E9SgTspNUwl1etLcqrB5cCARo99qf5jk39AvAgcneydPgroTRBg+6e+gDjBsJijk8E25Z+thfWkbwI9gNvr93wng+7vgAOcc43rbJOZ/YZgSNBZBL3ZqwiG+ZwLzHHO7d7oIR/XH/Oe/ARkBbBtctMQYBBwTyqsJ9t9TdB7PhDYv5WSvgC+7Zyb4JzbIvnYa8zsAIV1Eck0BXYRkQwyszeBR4BvOedOzcAhlzW6nxqGsrzR9gRNf6b/t5njfQL0JJiicOfktt8ThNn6XycS9FLXn8qw8XM2Z6fkrTWzb27ydod2HKcJM6sys0fM7ORkXYcCfwP6EXy6UV9ztW4geaFrBuo8n+D9fhhY4Zyb4Zy7ODlfvIhIRimwi4hk3uXAVwQhsncajytqZluz48QJxnS3pbk2qfnKE/We71yC3vbmvupfQJmgba3Nh576ndPcmPNmOee2c87d6pw7rP52M/OSfxyNJhjCcnCjh3q0rkN1mtkrBOPdTyMYt74bwff7Q+ec5msXkYxSYBcRyTAzW0kwQ8oAmr+YMkEwbKZOcuhJ/wyXsmMz2yqBKmAl8Hly2woze7n+F8EfCj7BxZrpSB1zt2b2ueTtF2kcr4jgvZzQ3M7kCqf/BdancUxoX52Lmnugc67MOXcQsIWZ/d7MziAYanMZwbCdTHyyIiJSR4FdRCQ7fgO8BRzXzL6lgHPOda+37XiCi0QzaZRzbmDqjnNuT4IpGZ83Mx+YDtQAlznnSuq1Gwg8B9yabJeO1DEnOedSw09wzg0CziAYB9+eoTUA/P/27t41qiAKw/ijIAh+NP4DWp1COwtBLDSdvSjYKSIYRCy0MXaiNqISwUIsBUVE1CpgJZoN4kdlc8RKwRSJrQiCa3FmcYmm2GUjt3h+zRYzzJ3Lwu6Ze+e+NzO/UGkyRyNiamV7RGyn7gQ8HXGe74BFYLo9fDsYbyuV+rLY+sCfOwuD/8xtwAKVzDOY5y/gzYr+kjQRpsRI0hrIzH5EnALe8/dv7X3gFjAXEfeonPCTVFb4JP0AXkbELLAZOEttcbnY5rjcctqvAwttLhuo3PaNwLlRD5iZ34bGnG8JNluoIng9FQk5quPAK+B5RDymMt2/A7uoK+/LwMyI8/wZEWeo7SxvI+JuazpBJfMcGsq0X2qf51tyzLN2XtMRsQnoUUX8aeqZg4djnKMkrcor7JK0RlpCy81/NN2mXtazgyrc91OxgR8mPIU71OJghsqG7wF7M/Pz0BxvAIepLTBXWr+PwFRmvhjnoG3MI9SWmqvUQqEH7MnM12OM9wnYCVyjtrBcppJcDlIZ87szc2n1EVYd9xEVhfmV+j4uUNGPBzLzyVDXB1Tu/TEq6hJqgXWJegvrLLW4mQf2tS1RkjQx6/r9Ue92SpIkSfpfvMIuSZIkdZgFuyRJktRhFuySJElSh1mwS5IkSR1mwS5JkiR1mAW7JEmS1GEW7JIkSVKHWbBLkiRJHWbBLkmSJHWYBbskSZLUYb8BLGVOEtQBEscAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 6))\n",
"\n",
"add_forest_web_api(df_forest_web_api, medians=True)\n",
"add_qcs_standard_compilation(df_qcs_standard_compilation, medians=True)\n",
"add_qcs_parametric_compilation(df_qcs_parametric_compilation, medians=True)\n",
"add_qcs_active_qubit_reset(df_qcs_active_qubit_reset, medians=False)\n",
"\n",
"add_formatting()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### QCS Parametric Compilation + Active Qubit Reset (medians)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 6))\n",
"\n",
"add_forest_web_api(df_forest_web_api, medians=True)\n",
"add_qcs_standard_compilation(df_qcs_standard_compilation, medians=True)\n",
"add_qcs_parametric_compilation(df_qcs_parametric_compilation, medians=True)\n",
"add_qcs_active_qubit_reset(df_qcs_active_qubit_reset, medians=True)\n",
"\n",
"add_formatting()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### QCS Active Qubit Reset - Shot Rate for 10,000 Trials"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"51487.70135860475"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"medians_aqr = get_medians_dict(df_qcs_active_qubit_reset)\n",
"shot_rate_10000 = 10000 / medians_aqr[10000]\n",
"shot_rate_10000"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 6))\n",
"\n",
"add_forest_web_api(df_forest_web_api, medians=True)\n",
"add_qcs_standard_compilation(df_qcs_standard_compilation, medians=True)\n",
"add_qcs_parametric_compilation(df_qcs_parametric_compilation, medians=True)\n",
"add_qcs_active_qubit_reset(df_qcs_active_qubit_reset, medians=True)\n",
"\n",
"plt.plot([10000], medians_aqr[10000], marker='*', markersize=20, color='#980000')\n",
"\n",
"add_formatting()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Asymptotic Behavior of Shot Rates on QCS (backup slide)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"df_qcs_standard_compilation_hs = pd.read_csv('timing-data/qcs_standard_compilation_hs.csv')\n",
"df_qcs_parametric_compilation_hs = pd.read_csv('timing-data/qcs_parametric_compilation_hs.csv')\n",
"df_qcs_active_qubit_reset_hs = pd.read_csv('timing-data/qcs_active_qubit_reset_hs.csv')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"df_qcs_standard_compilation_all = pd.concat([df_qcs_standard_compilation, df_qcs_standard_compilation_hs])\n",
"df_qcs_parametric_compilation_all = pd.concat([df_qcs_parametric_compilation, df_qcs_parametric_compilation_hs])\n",
"df_qcs_active_qubit_reset_all = pd.concat([df_qcs_active_qubit_reset, df_qcs_active_qubit_reset_hs])"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"def get_shot_list(df: pd.DataFrame) -> np.ndarray:\n",
" medians_dict = get_medians_dict(df)\n",
" return np.fromiter(medians_dict.keys(), dtype=int)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"def get_shot_rate(df: pd.DataFrame) -> np.ndarray:\n",
" medians_dict = get_medians_dict(df)\n",
" return np.fromiter(medians_dict.keys(), dtype=int) / np.fromiter(medians_dict.values(), dtype=float)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"def add_shot_rate_data(df: pd.DataFrame, color: str, label: str, marker: str):\n",
" plt.scatter(get_shot_list(df), get_shot_rate(df), color=color, label=label, marker=marker)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"def add_shot_rate_formatting():\n",
" plt.gca().set_xscale('log')\n",
" plt.xticks(fontsize=16)\n",
" plt.gca().set_yscale('log')\n",
" plt.yticks(fontsize=16)\n",
" plt.legend(fontsize=12)\n",
" plt.title(\"Quantum Cloud Services - Shot Rate\", size=20)\n",
" plt.xlabel(\"Number of Shots\", size=18)\n",
" plt.ylabel(\"Shot Rate [1/sec]\", size=18)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 6))\n",
"\n",
"add_shot_rate_data(df_qcs_standard_compilation_all, color='#66acb4', label='QCS: Standard Compilation', marker='^')\n",
"add_shot_rate_data(df_qcs_parametric_compilation_all, color='#00507b', label='QCS: Parametric Compilation', marker='s')\n",
"add_shot_rate_data(df_qcs_active_qubit_reset_all, color='#f8ba2b', label='QCS: Parametric Compilation + Active Qubit Reset', marker='D')\n",
"plt.axhline(10000, linestyle='--', color='#989fa8', label='10 kHz Shot Rate')\n",
"plt.axhline(63000, linestyle='--', color='#980000', label='63 kHz Shot Rate')\n",
"\n",
"add_shot_rate_formatting()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Extract Median Speedup Multipliers\n",
"\n",
"Finally, we reproduce the multiplier ranges seen in the talk."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"def extract_median_multipliers(df_slower: pd.DataFrame, df_faster: pd.DataFrame) -> np.ndarray:\n",
" medians_array_slower = np.fromiter(get_medians_dict(df_slower).values(), dtype=float)\n",
" medians_array_faster = np.fromiter(get_medians_dict(df_faster).values(), dtype=float)\n",
" return medians_array_slower / medians_array_faster"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3-5x for Colocation of QPU/CPU"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"array([4.7758793 , 5.2066521 , 5.26858074, 5.51281067, 5.15749874,\n",
" 4.8743508 , 3.94757658, 3.19897347, 2.97865188, 3.14606601])"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"extract_median_multipliers(df_forest_web_api, df_qcs_standard_compilation)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5-6x for Parametric Compilation (low numbers of shots)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([5.62231599, 5.50113802, 5.03545613, 4.5400522 , 2.82967696,\n",
" 2.14742533, 1.65354711, 1.29002026, 1.18783688, 1.15212594])"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"extract_median_multipliers(df_qcs_standard_compilation, df_qcs_parametric_compilation)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5-6x for Parametric Compilation + Active Qubit Reset (independent of number of shots)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([5.45188311, 5.39694141, 5.45518226, 5.45970246, 5.67994623,\n",
" 5.85018832, 6.01813093, 6.29225847, 6.45165661, 6.49289824])"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"extract_median_multipliers(df_qcs_standard_compilation, df_qcs_active_qubit_reset)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 19-30x Overall Improvement of QCS vs. Forest Web API"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([26.03753565, 28.09999636, 28.74106821, 30.09830595, 29.29431551,\n",
" 28.51587013, 23.75703273, 20.12876788, 19.21723909, 20.42708647])"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"extract_median_multipliers(df_forest_web_api, df_qcs_active_qubit_reset)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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