1487 lines
1.3 MiB
1487 lines
1.3 MiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Group 7 - Noah L. Schrick"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Imports\n",
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"import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"from sklearn.model_selection import train_test_split\n",
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"from sklearn.linear_model import LinearRegression\n",
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"from dmba import regressionSummary\n",
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"from sklearn.ensemble import RandomForestRegressor\n",
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"from sklearn.datasets import make_regression\n",
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"from sklearn.datasets import make_hastie_10_2\n",
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"from sklearn.ensemble import GradientBoostingRegressor\n",
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"from sklearn.metrics import mean_squared_error\n",
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"from sklearn.preprocessing import PolynomialFeatures\n",
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"from sklearn.preprocessing import StandardScaler\n",
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"from sklearn.svm import SVR\n",
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"from sklearn.model_selection import GridSearchCV\n",
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"from sklearn.metrics import classification_report,confusion_matrix\n",
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"from sklearn import preprocessing\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Import data\n",
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"timing_df = pd.read_csv('timing.csv')"
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Exploratory Analysis"
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Parallel Coordinates Plot"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/tmp/ipykernel_2245604/3065867443.py:3: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame.\n",
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"Try using .loc[row_indexer,col_indexer] = value instead\n",
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"\n",
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"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" overall_df['load'] = overall_df['load'].replace(395,0)\n",
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"/tmp/ipykernel_2245604/3065867443.py:4: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame.\n",
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"Try using .loc[row_indexer,col_indexer] = value instead\n",
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"\n",
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"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" overall_df['load'] = overall_df['load'].replace(296,25)\n",
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"/tmp/ipykernel_2245604/3065867443.py:5: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame.\n",
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"Try using .loc[row_indexer,col_indexer] = value instead\n",
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"\n",
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"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" overall_df['load'] = overall_df['load'].replace(197,50)\n",
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"/tmp/ipykernel_2245604/3065867443.py:6: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame.\n",
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"Try using .loc[row_indexer,col_indexer] = value instead\n",
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"\n",
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"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" overall_df['load'] = overall_df['load'].replace(79,75)\n",
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"/tmp/ipykernel_2245604/3065867443.py:7: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame.\n",
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"Try using .loc[row_indexer,col_indexer] = value instead\n",
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"\n",
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"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" overall_df['load'] = overall_df['load'].replace(1,100)\n"
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]
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}
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],
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"source": [
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"import plotly.express as px\n",
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"overall_df = timing_df[['nodes', 'exploit', 'appl', 'load', 'runtime']]\n",
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"overall_df['load'] = overall_df['load'].replace(395,0)\n",
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"overall_df['load'] = overall_df['load'].replace(296,25)\n",
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"overall_df['load'] = overall_df['load'].replace(197,50)\n",
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"overall_df['load'] = overall_df['load'].replace(79,75)\n",
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"overall_df['load'] = overall_df['load'].replace(1,100)\n",
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"\n",
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"# , [296,25], [197,50], [79,75], [1,100]\n",
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"fig = px.parallel_coordinates(overall_df, color=\"runtime\", labels={\"runtime\": \"runtime\",\n",
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" \"nodes\": \"nodes\", \"exploit\": \"exploit\",\n",
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" \"appl\": \"appl\", \"load\": \"load\", },\n",
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" color_continuous_scale=px.colors.diverging.Tealrose,\n",
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" color_continuous_midpoint=2)\n",
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"#fig.show()"
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## VIF"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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" feature VIF\n",
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"0 nodes 3.963066\n",
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"1 exploit 1.105725\n",
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"2 appl 2.467626\n",
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"3 load 5.344994\n"
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]
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}
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],
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"source": [
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"from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
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"predictors = ['nodes', 'exploit', 'appl', 'load']\n",
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"X = timing_df[predictors]\n",
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"\n",
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"# VIF dataframe\n",
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"vif_data = pd.DataFrame()\n",
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"vif_data[\"feature\"] = X.columns\n",
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" \n",
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"# calculating VIF for each feature\n",
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"vif_data[\"VIF\"] = [variance_inflation_factor(X.values, i)\n",
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" for i in range(len(X.columns))]\n",
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" \n",
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"print(vif_data)\n"
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Plot raw features with outcome"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
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]
|
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
|
{
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"data": {
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for feat in ['nodes', 'exploit', 'appl', 'load']:\n",
|
|
" plt.figure()\n",
|
|
" plt.plot(timing_df[feat], timing_df['runtime'])\n",
|
|
" plt.title(feat)\n",
|
|
" plt.ylabel('runtime')"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Show avg timing data for each var step (EX: Avg time for 12 nodes, 11...1, Avg time for 6 exploits...49152)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_2245604/3831858898.py:5: SettingWithCopyWarning:\n",
|
|
"\n",
|
|
"\n",
|
|
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
|
|
"Try using .loc[row_indexer,col_indexer] = value instead\n",
|
|
"\n",
|
|
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
|
|
"\n",
|
|
"/tmp/ipykernel_2245604/3831858898.py:6: SettingWithCopyWarning:\n",
|
|
"\n",
|
|
"\n",
|
|
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
|
|
"Try using .loc[row_indexer,col_indexer] = value instead\n",
|
|
"\n",
|
|
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
|
|
"\n",
|
|
"/tmp/ipykernel_2245604/3831858898.py:7: SettingWithCopyWarning:\n",
|
|
"\n",
|
|
"\n",
|
|
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
|
|
"Try using .loc[row_indexer,col_indexer] = value instead\n",
|
|
"\n",
|
|
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
|
|
"\n",
|
|
"/tmp/ipykernel_2245604/3831858898.py:8: SettingWithCopyWarning:\n",
|
|
"\n",
|
|
"\n",
|
|
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
|
|
"Try using .loc[row_indexer,col_indexer] = value instead\n",
|
|
"\n",
|
|
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
|
|
"\n",
|
|
"/tmp/ipykernel_2245604/3831858898.py:9: SettingWithCopyWarning:\n",
|
|
"\n",
|
|
"\n",
|
|
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
|
|
"Try using .loc[row_indexer,col_indexer] = value instead\n",
|
|
"\n",
|
|
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Axes: title={'center': 'Database Load vs Runtime'}, xlabel='Database Load (%)', ylabel='Runtime (ms)'>"
|
|
]
|
|
},
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"node_pivot = timing_df.pivot_table(index=[\"nodes\"], values=[\"runtime\"], aggfunc='mean')\n",
|
|
"exploit_pivot = timing_df.pivot_table(index=[\"exploit\"], values=[\"runtime\"], aggfunc='mean')\n",
|
|
"appl_pivot = timing_df.pivot_table(index=[\"appl\"], values=[\"runtime\"], aggfunc='mean')\n",
|
|
"\n",
|
|
"overall_df['load'] = overall_df['load'].replace(395,0)\n",
|
|
"overall_df['load'] = overall_df['load'].replace(296,25)\n",
|
|
"overall_df['load'] = overall_df['load'].replace(197,50)\n",
|
|
"overall_df['load'] = overall_df['load'].replace(79,75)\n",
|
|
"overall_df['load'] = overall_df['load'].replace(1,100)\n",
|
|
"load_pivot = overall_df.pivot_table(index=[\"load\"], values=[\"runtime\"], aggfunc='mean')\n",
|
|
"\n",
|
|
"node_pivot.plot(kind='bar', title='Number of Nodes vs Runtime', ylabel='Runtime (ms)', xlabel=\"Nodes\")\n",
|
|
"exploit_pivot.plot(kind='bar', title='Number of Exploits vs Runtime', ylabel='Runtime (ms)', xlabel=\"Number of Exploits\")\n",
|
|
"appl_pivot.plot(kind='bar', title='Applicability of Exploits vs Runtime', ylabel='Runtime (ms)', xlabel=\"Applicability of Exploits (%)\")\n",
|
|
"load_pivot.plot(kind='bar', title='Database Load vs Runtime', ylabel='Runtime (ms)', xlabel=\"Database Load (%)\")\n"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Correlation and Matrix Plot"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Axes: >"
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1100x700 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"timing_corr = timing_df.corr().round(3)\n",
|
|
"# print(timing_corr)\n",
|
|
"fig, ax = plt.subplots()\n",
|
|
"fig.set_size_inches(11, 7)\n",
|
|
"sns.heatmap(timing_corr, annot=True, fmt=\".1f\", cmap=\"RdBu\", center=0, ax=ax)"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Speedup and Efficiency"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Add speedup and efficiency columns\n",
|
|
"timing_df['speedup'] = np.nan\n",
|
|
"timing_df['efficiency'] = np.nan\n",
|
|
"for idx, row in timing_df.iterrows():\n",
|
|
" nodes,exploits,appl,load = row['nodes'], row['exploit'], row['appl'], row['load']\n",
|
|
" timing_df.at[idx,'speedup'] = timing_df['runtime'][timing_df['nodes'] == 1][timing_df['exploit']==exploits][timing_df['appl']==appl][timing_df['load']==load].values[0]/timing_df['runtime'][timing_df['nodes'] == nodes][timing_df['exploit']==exploits][timing_df['appl']==appl][timing_df['load']==load].values[0]\n",
|
|
" timing_df.at[idx,'efficiency'] = timing_df['runtime'][timing_df['nodes'] == 1][timing_df['exploit']==exploits][timing_df['appl']==appl][timing_df['load']==load].values[0]/(timing_df['runtime'][timing_df['nodes'] == nodes][timing_df['exploit']==exploits][timing_df['appl']==appl][timing_df['load']==load].values[0]*nodes)"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Min, Max, Mean: Nodes"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Axes: title={'center': 'Minimum, Maximum, and Mean Speedups of MPI Tasking\\n for Increasing Problem Sizes'}, xlabel='Number of Nodes', ylabel=\"Speedup (Amdahl's)\">"
|
|
]
|
|
},
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"res_spd_df = pd.DataFrame(timing_df.pivot_table(index=[\"nodes\"], values=[\"speedup\"], aggfunc=['max', 'min', 'mean']).to_records())\n",
|
|
"res_spd_df = res_spd_df.set_axis(['Nodes', 'Max', 'Min', 'Mean'], axis=1)\n",
|
|
"res_spd_df.plot(kind='bar', x='Nodes', title='Minimum, Maximum, and Mean Speedups of MPI Tasking\\n for Increasing Problem Sizes', ylabel=\"Speedup (Amdahl's)\", xlabel=\"Number of Nodes\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Axes: title={'center': 'Minimum, Maximum, and Mean Efficiencies of MPI Tasking\\n for Increasing Problem Sizes'}, xlabel='Number of Nodes', ylabel='Efficiency'>"
|
|
]
|
|
},
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"res_eff_df = pd.DataFrame(timing_df.pivot_table(index=[\"nodes\"], values=[\"efficiency\"], aggfunc=['max', 'min', 'mean']).to_records())\n",
|
|
"res_eff_df = res_eff_df.set_axis(['Nodes', 'Max', 'Min', 'Mean'], axis=1)\n",
|
|
"res_eff_df.plot(kind='bar', x='Nodes', title='Minimum, Maximum, and Mean Efficiencies of MPI Tasking\\n for Increasing Problem Sizes', ylabel=\"Efficiency\", xlabel=\"Number of Nodes\")"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Exploits, Appl, Nodes"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
|
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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},
|
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{
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"data": {
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"image/png": 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zjGvXrlGxYsUCx5CQkACAh4eHdd38+fOZMmUKx44dy5EkBAYG5qvM6OhoxowZw08//ZTj8wG5PweQv/fz77//5qOPPmLHjh0kJSXlKtNkMtGmTRuefPJJxowZw+eff07btm3p3r07ffr0sY6CtOXzXBC3u58gK7nfsGEDiYmJuLm5kZyczCeffMLcuXO5ePEiqqrmOKdby8z+4r+VrU0jy5cvx2g04uzsTKVKlQgKCsrxui3v++3uBVvK+O/9n53oVK5cOc/12Z+L7H+HsvsM/ZfRaMxz/a1svQ/ye++XBpLclHB9+vRh8ODBXLlyhc6dO992BI3FYqFcuXIsWrQoz9ezf73ExsbSpk0bjEYjH3/8MUFBQRgMBsLDw3n77bdzdf7TarV5lnfrP3D54efnR69evXjyySepW7cuS5cuZd68eXfsi/PfpMpisaAoCr/99luecWX/us8+h88++yxX+/mt26ampuY7/tsNQf1vJ+yClFEY7DlC4m73QPb1fuONN277q/Feh7QfOnQIrVZr/cd74cKF9O/fn+7du/Pmm29Srlw5tFotn3zyibWPxt2EhYXxzz//8Oabb9KwYUPc3d2xWCx06tQpX51g//t+njp1iocffphatWoxdepUKleujE6nY926dXz++efWMhVFYdmyZezcuZM1a9awYcMGBg4cyJQpU9i5c6c1jvx8novCq6++yty5cxkxYgTNmjXDZDKhKAq9evW6587CeWndurV1tNR/2fq+5/U5sLWM293/+f1cLFiwAF9f31zb5acfoq33QWkdGZUXSW5KuB49ejBkyBB27tzJkiVLbrtdUFAQmzdvpkWLFne8wbdu3crNmzdZsWIFrVu3tq6Pioqya9y34+zsTIMGDYiMjLQ2KWWLjIzM8cvj5MmTWCwWa8fGoKAgVFUlMDCQGjVq3PYY2b/0jEYj7du3v+12Pj4+uLi4WH9h3er48eM5/s6urfhvc9p/a0xudbfzsUV2B+3jx49TtWpV6/q0tDSioqLueJ53c69JV3Y8zs7O9xTH7Zw7d45t27bRrFkza83NsmXLqFq1KitWrMgRf/ZIs2y3O7eYmBh+//13xowZw4cffmhdn9e9cOtrd3o/16xZQ2pqKqtXr87xa/92zQ8PPvggDz74IOPHj2fx4sU888wz/PTTTzz//PP5/jwX1K33038dO3aMsmXL4ubmBmRd6379+jFlyhTrNikpKbk+C/7+/vn6LN2L/L7vhV1GfmT/O1SuXLm7fi5ud58W9n1QkkmfmxLO3d2dWbNmMXr0aLp27Xrb7cLCwsjMzGTs2LG5XsvIyLD+Q5T9a+PWmpe0tDRmzpxp17gjIyM5d+5crvWxsbHs2LEDLy+vXL86sodDZvvqq68ArKOynnjiCbRaLWPGjMlVc6SqqnUIb2hoKEFBQUyePNnanHGr69evA1nXomPHjqxatSpHrEePHmXDhg059jEajZQtW5bt27fnWH+n63a387FF+/bt0el0fPnllznO/bvvviMuLo4uXbrYXGa27C+xgj57qFy5crRt25avv/6ay5cv53o9+3oXRHR0NL179yYzM5P33nvPuj6v+3jXrl3s2LEjx/7ZI3n+e2557Q9Zo9Vu527vZ15lxsXFMXfu3Bz7xcTE5Dpudg1jdm1ifj/PBeXn50fDhg2ZP39+jrIOHTrExo0bczxPSKvV5or3q6++ylVr+eijj7Jz507+/fdf67rr16/fttahIPL7vhd2GfnRsWNHjEYjEyZMyLNv1a2fi9t9Bgv7PijJpOamFLhT35Fsbdq0YciQIXzyySdERETQoUMHnJ2diYyM5Oeff+aLL76gZ8+eNG/eHC8vL/r168ewYcNQFIUFCxbY3Mx0N/v376dPnz507tyZVq1a4e3tzcWLF5k/fz6XLl1i2rRpuap1o6KiePzxx+nUqRM7duxg4cKF9OnTh+DgYCDrV8y4ceMYNWoUZ86coXv37nh4eBAVFcXKlSt54YUXeOONN9BoNHz77bd07tyZunXrMmDAACpWrMjFixf5448/MBqNrFmzBsh6/sn69etp1aoVL7/8MhkZGXz11VfUrVs3V7+i559/nk8//ZTnn3+exo0bs337dk6cOHHba3C387GFj48Po0aNYsyYMXTq1InHH3+c48ePM3PmTJo0aZLr4Xe2CA0NBWDYsGF07NgRrVZLr169bCpjxowZtGzZkvr16zN48GCqVq3K1atX2bFjBxcuXGD//v13LePEiRMsXLgQVVUxm83s37+fn3/+mYSEBKZOnUqnTp2s2z722GOsWLGCHj160KVLF6Kiopg9ezZ16tTJkdC6uLhQp04dlixZQo0aNfD29qZevXrUq1eP1q1bM2nSJNLT06lYsSIbN268Yw3m3d7PDh06oNPp6Nq1K0OGDCEhIYFvvvmGcuXK5Uj6sp+63KNHD4KCgoiPj+ebb77BaDRak4r8fp7vZurUqbke3qjRaHj33Xf57LPP6Ny5M82aNWPQoEHWoeAmkynHs5Uee+wxFixYgMlkok6dOuzYsYPNmzfneFYVwFtvvcWCBQvo1KkTw4cPtw4F9/f3z1cfvfzI7/te2GXkh9FoZNasWTz33HM0atSIXr164ePjw7lz5/j1119p0aIF06dPB27/GbTXfVAqFe3gLHGvbh0Kfif/HQqebc6cOWpoaKjq4uKienh4qPXr11ffeust9dKlS9Zt/v77b/XBBx9UXVxc1AoVKqhvvfWWumHDBhVQ//jjD+t2bdq0UevWrZvrGP369VP9/f3vGN/Vq1fVTz/9VG3Tpo3q5+enOjk5qV5eXupDDz2kLlu2LMe22UNAjxw5ovbs2VP18PBQvby81FdeeUVNTk7OVfby5cvVli1bqm5ubqqbm5taq1YtdejQoerx48dzbLdv3z71iSeeUMuUKaPq9XrV399fDQsLU3///fcc223btk0NDQ1VdTqdWrVqVXX27NnWmG6VlJSkDho0SDWZTKqHh4caFhamXrt27bZDwfN7Pv91p2G806dPV2vVqqU6Ozur5cuXV1966SU1JiYmxza3e99uJyMjQ3311VdVHx8fVVEU63lnD4X97LPPcu3z33NWVVU9deqU2rdvX9XX11d1dnZWK1asqD722GO53u+8ANZFo9Gonp6eakhIiDp8+HD18OHDuba3WCzqhAkTVH9/f1Wv16shISHq2rVr87w3//nnH+v7e2vcFy5cUHv06KF6enqqJpNJfeqpp9RLly7d0/u5evVqtUGDBqrBYFADAgLUiRMnqt9//32OodDh4eFq79691SpVqqh6vV4tV66c+thjj6l79uzJdZ75+TznJTvmvBatVmvdbvPmzWqLFi1UFxcX1Wg0ql27dlWPHDmSo6yYmBh1wIABatmyZVV3d3e1Y8eO6rFjx1R/f3+1X79+ObY9cOCA2qZNG9VgMKgVK1ZUx44dq3733Xc2DQW/0/D1/L7vd7p377WMP/74QwXUn3/+Ocf62/3b/ccff6gdO3ZUTSaTajAY1KCgILV///453u/bfQaz5ec+uN13QmmlqKqdf5ILYWfZD6e7fv36bTsSliSl7XyEEKK4kT43QgghhChVJLkRQgghRKkiyY0QQgghShXpcyOEEEKIUkVqboQQQghRqkhyI4QQQohSRZIbIYrQmTNnUBSFyZMnOzoUhwoICOCxxx5zdBj59tlnn1G1alW0Wu1t5yMTJdPWrVtRFIWtW7c6OhRhR5LciCJ39OhRFEXBYDCU2seDr1u3LsdTXB1BURQURckx50+2efPmoSgKe/bscUBkJcvGjRt56623aNGiBXPnzmXChAl33Wfr1q088cQT+Pr6otPpKFeuHF27dmXFihVFEHHRmDlzJvPmzbN7uW3btkVRlDynk5EfByK/JLkRRW7hwoXWCTGXLVvm4GgKx7p16xgzZoyjwwCyah2SkpIcHUaJtWXLFjQaDd999x19+/bNMa9SXj766CPatWvHoUOHGDJkCLNnz+bNN98kISGBJ598ksWLFxdR5IWrsJKbbGvXrmXv3r2FVr4o3SS5EUVKVVUWL15Mnz59ePTRR+06aZ7FYiElJcVu5ZUGDRs25OrVq8yePdvRoRS5jIwM0tLS7rmca9eu4eLigk6nu+u2y5Yt4+OPP6Znz54cPnyYMWPGMHDgQN58803++OMP1q9fj9FovOeYSrsqVarg5eVVbH4giJJHkhtRpP7++2/OnDlDr1696NWrF9u3b+fChQu5trNYLHzxxRfUr18fg8GAj48PnTp1ytGMoigKr7zyCosWLaJu3bro9XrWr18PwL59++jcuTNGoxF3d3cefvhhdu7cmeMY6enpjBkzhurVq2MwGChTpgwtW7Zk06ZN1m2uXLnCgAEDqFSpEnq9Hj8/P7p168aZM2due479+/e3zhCd3TSkKEqu7ebMmUNQUBB6vZ4mTZqwe/fuXNscO3aMnj174u3tjcFgoHHjxqxevfrOF/kWLVq04KGHHmLSpEkkJyffcdu2bdvStm3bPM8nICDA+vetTQMzZsygatWquLq60qFDB86fP4+qqowdO5ZKlSrh4uJCt27diI6OzvOYGzdupGHDhhgMBurUqZNns01sbCwjRoygcuXK6PV6qlWrxsSJE7FYLHnGNG3aNOt1PXLkyG3PNyMjg7Fjx1q3DQgI4N1337XOvA1Z79/cuXNJTEy0vo93qq344IMP8Pb25vvvv8fZ2TnX6x07dszR1+jatWsMGjSI8uXLYzAYCA4OZv78+Tn2scf1zu7jdLfrPXr06Dzv1exmzOz7PiAggMOHD7Nt2zbrdbn13snPe3YnHh4evPbaa6xZs4bw8PC7bn/69GmeeuopvL29cXV15cEHH+TXX3/Ntd2FCxfo3r07bm5ulCtXjtdeey3H+32rXbt20alTJ0wmE66urrRp04a///47xzbx8fGMGDGCgIAA9Ho95cqV45FHHslXzKKQOXBeK3EfevHFF9WgoCBVVbMmmnR3d1cnTZqUa7v+/furgNq5c2d12rRp6uTJk9Vu3bqpX331lXUbQK1du7bq4+OjjhkzRp0xY4a6b98+9dChQ6qbm5vq5+enjh07Vv3000/VwMBAVa/Xqzt37rTu/+6776qKoqiDBw9Wv/nmG3XKlClq79691U8//dS6TfPmzVWTyaS+//776rfffqtOmDBBbdeunbpt27bbnuM///yjPvLIIyqgLliwwLqo6v8m2wsJCVGrVaumTpw4UZ00aZJatmxZtVKlSmpaWpq1nEOHDqkmk0mtU6eOOnHiRHX69Olq69atVUVR1BUrVtz1WgPq0KFD1e3bt6uAOmXKFOtreU3i16ZNG7VNmza5yrndhIENGzZU69Spo06dOlV9//33VZ1Opz744IPqu+++qzZv3lz98ssv1WHDhqmKoqgDBgzIUaa/v79ao0YN1dPTU33nnXfUqVOnqvXr11c1Go26ceNG63aJiYlqgwYN1DJlyqjvvvuuOnv2bLVv376qoijq8OHDc8VUp04dtWrVquqnn36qfv755+rZs2dve3369eunAmrPnj3VGTNmqH379lUBtXv37tZtFixYoLZq1UrV6/XW9/HUqVN5lnfixAkVUAcOHHjbY94qKSlJrV27turs7Ky+9tpr6pdffqm2atVKBdRp06Y55HrnNSGsqv7vfsme3HLlypVqpUqV1Fq1almvS3Y5+X3Pbid7Yte4uDjVy8tL7dq1a65rcetklVeuXFHLly+venh4qO+99546depUNTg4WNVoNDk+J0lJSWqNGjVUg8GgvvXWW+q0adPU0NBQtUGDBrkmBf79999VnU6nNmvWTJ0yZYr6+eefqw0aNFB1Op26a9cu63Z9+vRRdTqdOnLkSPXbb79VJ06cqHbt2lVduHDhXc9TFC5JbkSRSUtLU8uUKaO+99571nV9+vRRg4ODc2y3ZcsWFVCHDRuWqwyLxWL9f/5/huj/zgrdvXt3VafT5fgSunTpkurh4aG2bt3aui44OPiOs+TGxMTcdubguxk6dGieXxLZ/ziXKVNGjY6Otq7/5ZdfVEBds2aNdd3DDz+s1q9fX01JSbGus1gsavPmzdXq1avfNYbs5EZVVbVdu3aqr6+vmpSUpKqqfZIbHx8fNTY21rp+1KhRKqAGBwer6enp1vW9e/dWdTpdjvPw9/dXAXX58uXWdXFxcaqfn58aEhJiXTd27FjVzc1NPXHiRI6Y3nnnHVWr1arnzp3LEZPRaFSvXbt212sTERGhAurzzz+fY/0bb7yhAuqWLVtynL+bm9tdy8x+Dz///PO7bquqqjpt2jQVyPFFmJaWpjZr1kx1d3dXzWZzjnMriuud3+RGVVW1bt26ed4v+X3PbufWWevHjBmjAurevXtzXItbP5MjRoxQAfXPP/+0rouPj1cDAwPVgIAANTMzU1XV/13vpUuXWrdLTExUq1WrliO5sVgsavXq1dWOHTvm+PcmKSlJDQwMVB955BHrOpPJZP2MieJFmqVEkfntt9+4efMmvXv3tq7r3bs3+/fv5/Dhw9Z1y5cvR1EUPvroo1xl/LfKvE2bNtSpU8f6d2ZmJhs3bqR79+5UrVrVut7Pz48+ffrw119/YTabAfD09OTw4cNERkbmGW92P4utW7cSExNTsJO+jaeffhovLy/r361atQKyqtcBoqOj2bJlC2FhYcTHx3Pjxg1u3LjBzZs36dixI5GRkVy8eDHfxxs9ejRXrlyxa9+bp556CpPJZP37gQceAODZZ5/Fyckpx/q0tLRc8VaoUIEePXpY/zYajfTt25d9+/Zx5coVAH7++WdatWqFl5eX9RrcuHGD9u3bk5mZyfbt23OU+eSTT+Lj43PX2NetWwfAyJEjc6x//fXXAfJs0rib7PvKw8MjX9uvW7cOX1/fHJ8HZ2dnhg0bRkJCAtu2bcuxfVFcb3uw9T27k+HDh9+17826deto2rQpLVu2tK5zd3fnhRde4MyZM9amyXXr1uHn50fPnj2t27m6uvLCCy/kKC8iIoLIyEj69OnDzZs3rfEnJiby8MMPs337dmvzmqenJ7t27eLSpUv5PidRNCS5EUVm4cKFBAYGotfrOXnyJCdPniQoKAhXV9ccHYtPnTpFhQoV8Pb2vmuZgYGBOf6+fv06SUlJ1KxZM9e2tWvXxmKxcP78eQA+/vhjYmNjqVGjBvXr1+fNN9/kwIED1u31ej0TJ07kt99+o3z58rRu3ZpJkybZ5YugSpUqOf7OTnSyk6iTJ0+iqioffPABPj4+OZbspO/atWv5Pl7r1q1p165dvvreFPQcsr94K1eunOf6/yaI1apVy5Ws1qhRA8DatyMyMpL169fnugbt27cHcl+D/94Pt3P27Fk0Gg3VqlXLsd7X1xdPT0/Onj2br3Juld1ROD4+Pt8xVK9eHY0m5z/DtWvXtr5+q6K43vZg63t2JyaTiREjRrB69Wr27duX5zZnz5697ec9+/Xs/+Z1Df67b/aPnX79+uU6h2+//ZbU1FTi4uIAmDRpEocOHaJy5co0bdqU0aNHW3+gCMdyuvsmQtw7s9nMmjVrSElJoXr16rleX7x4MePHj8+zM+OduLi4FDim1q1bc+rUKX755Rc2btzIt99+y+eff87s2bN5/vnnARgxYgRdu3Zl1apVbNiwgQ8++IBPPvmELVu2EBISUuBja7XaPNer/z/VW/YvwzfeeIOOHTvmue1/v5jv5qOPPqJt27Z8/fXXeHp65npdURTr8W+VmZmZZ3m3O4e7nZstLBYLjzzyCG+99Vaer2d/OWez9X6w9X67k1q1agFw8OBBu5V5q6K43re7Hre7B/Ji63t2N8OHD+fzzz9nzJgxTJs2zaZ9CyL7s/fZZ5/d9oGN7u7uAISFhdGqVStWrlzJxo0b+eyzz5g4cSIrVqygc+fOhR6ruD1JbkSRWLFiBSkpKcyaNYuyZcvmeO348eO8//77/P3337Rs2ZKgoCA2bNhAdHR0vmpvbuXj44OrqyvHjx/P9dqxY8fQaDQ5ful6e3szYMAABgwYQEJCAq1bt2b06NHW5AYgKCiI119/nddff53IyEgaNmzIlClTWLhw4W3juNcvzewmNWdnZ+sv3nvVpk0b2rZty8SJE/nwww9zve7l5ZXnr86C1GLkR3bt1K3X6sSJEwDW0VlBQUEkJCTY7Rpk8/f3x2KxEBkZaf2FD3D16lViY2Px9/e3ucwaNWpQs2ZNfvnlF7744gvrF+CdYjhw4AAWiyVH7c2xY8esr9tTfq53dg1ibGxsjgQ4r3vgdve4vd+z7Nqb0aNH069fv1yv+/v73/bznv169n8PHTqU6xr8d9+goCAgqyYuP+fg5+fHyy+/zMsvv8y1a9do1KgR48ePl+TGwaRZShSJhQsXUrVqVV588UV69uyZY3njjTdwd3e3Nk09+eSTqKqaZzv73X6NarVaOnTowC+//JKjqv3q1assXryYli1bWpsPbt68mWNfd3d3qlWrZh0ampSUlOu5OUFBQXh4eNx2+Gg2Nzc3gAI/gblcuXLWWpbLly/nev369esFKje7782cOXNyvRYUFMSxY8dylL1///5cw1/t5dKlS6xcudL6t9ls5ocffqBhw4bWhzyGhYWxY8cONmzYkGv/2NhYMjIyCnTs7Afx/bcmYOrUqQB06dKlQOWOGTOGmzdv8vzzz+cZ28aNG1m7dq01hitXrrBkyRLr6xkZGXz11Ve4u7vTpk2bAsVwO/m53tlf7Lf2i0lMTMw1PB2y7vG87u/CeM9GjBiBp6cnH3/8ca7XHn30Uf7991927NiRI+Y5c+YQEBBg7ZP36KOPcunSpRwPDk1KSsr1WQgNDSUoKIjJkyeTkJCQ63jZn4/MzExr81S2cuXKUaFChbv++yAKn9TciEJ36dIl/vjjD4YNG5bn63q9no4dO/Lzzz/z5Zdf0q5dO5577jm+/PJLIiMj6dSpExaLhT///JN27drxyiuv3PF448aNY9OmTbRs2ZKXX34ZJycnvv76a1JTU5k0aZJ1uzp16tC2bVtCQ0Px9vZmz549LFu2zFr+iRMnePjhhwkLC6NOnTo4OTmxcuVKrl69Sq9eve4YQ2hoKADDhg2jY8eOaLXau+7zXzNmzKBly5bUr1+fwYMHU7VqVa5evcqOHTu4cOEC+/fvt6k8yKq9adOmTa7OqgADBw5k6tSpdOzYkUGDBnHt2jVmz55N3bp1rZ1l7alGjRoMGjSI3bt3U758eb7//nuuXr3K3Llzrdu8+eabrF69mscee4z+/fsTGhpKYmIiBw8eZNmyZZw5cyZXTWB+BAcH069fP+bMmUNsbCxt2rTh33//Zf78+XTv3p127doV6JyefvppDh48yPjx49m3bx+9e/fG39+fmzdvsn79en7//XfrE4pfeOEFvv76a/r378/evXsJCAhg2bJl/P3330ybNi3fHZPzKz/Xu0OHDlSpUoVBgwbx5ptvotVq+f777/Hx8eHcuXM5ygsNDWXWrFmMGzeOatWqUa5cOR566KFCec9MJhPDhw/P8wfPO++8w48//kjnzp0ZNmwY3t7ezJ8/n6ioKJYvX26tFRs8eDDTp0+nb9++7N27Fz8/PxYsWICrq2uO8jQaDd9++y2dO3embt26DBgwgIoVK3Lx4kX++OMPjEYja9asIT4+nkqVKtGzZ0+Cg4Nxd3dn8+bN7N69O88pT0QRc9QwLXH/mDJligqov//++223mTdvngqov/zyi6qqqpqRkaF+9tlnaq1atVSdTqf6+PionTt3tg4JVdWcQ53/Kzw8XO3YsaPq7u6uurq6qu3atVP/+eefHNuMGzdObdq0qerp6am6uLiotWrVUsePH2991syNGzfUoUOHqrVq1VLd3NxUk8mkPvDAAzmGkt5ORkaG+uqrr6o+Pj6qoijW4bV5DWW99Xw++uijHOtOnTql9u3bV/X19VWdnZ3VihUrqo899pi6bNmyu8Zwu+vzxx9/qECuoeCqqqoLFy5Uq1atqup0OrVhw4bqhg0bbjsU/L/nkF3uzz//nGN9XsPO/f391S5duqgbNmxQGzRooOr1erVWrVq59lXVrGG9o0aNUqtVq6bqdDq1bNmyavPmzdXJkydb36s7XdfbSU9PV8eMGaMGBgaqzs7OauXKldVRo0blGEKtqvkfCn6r33//Xe3WrZtarlw51cnJSfXx8VG7du1qvb+zXb16VR0wYIBatmxZVafTqfXr11fnzp2bY5uivt579+5VH3jgAVWn06lVqlRRp06dmudQ8CtXrqhdunRRPTw8VCDHsPD8vGe3c+tQ8FvFxMSoJpMpz2tx6tQptWfPnqqnp6dqMBjUpk2bqmvXrs1VxtmzZ9XHH39cdXV1VcuWLasOHz5cXb9+fa7n3Kiqqu7bt0994okn1DJlyqh6vV719/dXw8LCrP+Opaamqm+++aYaHBysenh4qG5ubmpwcLA6c+bMO56fKBqKqhag15kQQogSIyAggHr16lmbxIQo7aTPjRBCCCFKFUluhBBCCFGqSHIjhBBCiFJF+twIIYQQolSRmhshhBBClCqS3AghhBCiVLnvHuJnsVi4dOkSHh4edp1XRgghhBCFR1VV4uPjqVChQq4JZ//rvktuLl26lGsWXSGEEEKUDOfPn6dSpUp33Oa+S26yH2l+/vx56xxDQgghhCjezGYzlStXztfUJPddcpPdFGU0GiW5EUIIIUqY/HQpkQ7FQgghhChVJLkRQgghRKkiyY0QQgghSpX7rs+NEEIIURxZLBbS0tIcHYZD6XS6uw7zzg9JboQQQggHS0tLIyoqCovF4uhQHEqj0RAYGIhOp7unciS5EUIIIRxIVVUuX76MVqulcuXKdqm5KImyH7J7+fJlqlSpck8P2pXkRgghhHCgjIwMkpKSqFChAq6uro4Ox6F8fHy4dOkSGRkZODs7F7ic+zM9FEIIIYqJzMxMgHtuiikNsq9B9jUpKEluhBBCiGJA5ju03zWQ5EYIIYQQpYokN0IIIYSwGj16NA0bNnR0GPdEkhshhBBClCqS3NhRZko0KZf/dXQYQgghxH1Nkhs7Sbm0k/PfBXFtXW/UzHRHhyOEEOI+0LZtW4YNG8Zbb72Ft7c3vr6+jB492vr6uXPn6NatG+7u7hiNRsLCwrh69WqOMj799FPKly+Ph4cHgwYNIiUlJddxvv32W2rXro3BYKBWrVrMnDnT+lpaWhqvvPIKfn5+GAwG/P39+eSTTwrtnPNDkhs70ZVriMbZncz48yScWOLocIQQQtwn5s+fj5ubG7t27WLSpEl8/PHHbNq0CYvFQrdu3YiOjmbbtm1s2rSJ06dP8/TTT1v3Xbp0KaNHj2bChAns2bMHPz+/HIkLwKJFi/jwww8ZP348R48eZcKECXzwwQfMnz8fgC+//JLVq1ezdOlSjh8/zqJFiwgICCjKS5CLoqqq6tAIipjZbMZkMhEXF4fRaLRr2bH/TiTmnw9wLlOXis+Gy7A+IYQQd5WSkkJUVBSBgYEYDAab9m3bti2ZmZn8+eef1nVNmzbloYce4uGHH6Zz585ERUVRuXJlAI4cOULdunX5999/adKkCc2bNyckJIQZM2ZY93/wwQdJSUkhIiICgGrVqjF27Fh69+5t3WbcuHGsW7eOf/75h2HDhnH48GE2b958z997d7oWtnx/S82NHXk0eAHF2Z30m4dJPrPB0eEIIYS4DzRo0CDH335+fly7do2jR49SuXJla2IDUKdOHTw9PTl69CgAR48e5YEHHsixf7Nmzaz/n5iYyKlTpxg0aBDu7u7WZdy4cZw6dQqA/v37ExERQc2aNRk2bBgbN24srFPNN5l+wY60Bi886g/GHP45cXsm4xrYydEhCSGEKOX+O02Boih2m4AzISEBgG+++SZXEqTVagFo1KgRUVFR/Pbbb2zevJmwsDDat2/PsmXL7BJDQUjNjZ2ZQl4FjRMpF7fLyCkhhBAOU7t2bc6fP8/58+et644cOUJsbCx16tSxbrNr164c++3cudP6/+XLl6dChQqcPn2aatWq5VgCAwOt2xmNRp5++mm++eYblixZwvLly4mOji7kM7w9qbmxMyePSrjX7E3C0QXE7Z2C4THpXCyEEKLotW/fnvr16/PMM88wbdo0MjIyePnll2nTpg2NGzcGYPjw4fTv35/GjRvTokULFi1axOHDh6lataq1nDFjxjBs2DBMJhOdOnUiNTWVPXv2EBMTw8iRI5k6dSp+fn6EhISg0Wj4+eef8fX1xdPT00FnLjU3hcLUeCQASSdXkR5zwsHRCCGEuB8pisIvv/yCl5cXrVu3pn379lStWpUlS/73o/vpp5/mgw8+4K233iI0NJSzZ8/y0ksv5Sjn+eef59tvv2Xu3LnUr1+fNm3aMG/ePGvNjYeHB5MmTaJx48Y0adKEM2fOsG7dOjQax6UYMlqqkFz5pTvJUevwqPc8ZdvPvPsOQggh7kv3MlqqtJHRUsWcZ+M3AEg4uoCMxCsOjkYIIYS4f0hyU0j0FVqg93sQNTMVc8R0R4cjhBBC3DckuSkkiqJgCn0dgPj9X2NJi3dwREIIIcT9QZKbQuQa1BVnrxpY0uKIP/Sdo8MRQggh7guS3BQiRdFYa2/iwr9EzUxzcERCCCFE6SfJTSFzr9UHrasvmQkXSDj+k6PDEUIIIUo9SW4KmeKkxxjyKgBxe6eiqvZ5JLYQQggh8ibJTREwNngBRedB+s0jJJ9Z7+hwhBBCiFJNkpsioNGbMNYfDEDsnskOjkYIIYQo3SS5KSLGkFdB40zqxb9IubTz7jsIIYQQokAkuSkiTu4Vca/9DABxe6c4OBohhBDi3m3fvp2uXbtSoUIFFEVh1apVjg4JkOSmSJlCXwMg6dRq0qKPOzgaIYQQ4t4kJiYSHBzMjBkzHB1KDg5NbgqS8aWmpvLee+/h7++PXq8nICCA77//vvCDtQOdd21cqz4GqMSFf+7ocIQQQoh70rlzZ8aNG0ePHj0cHUoOTo48eHbGN3DgQJ544ol87RMWFsbVq1f57rvvqFatGpcvX8ZiKTnDq02N3yDp9FoSji7Eq9lHOLn5OTokIYQQxYiqqiSlZTrk2K46LYqiOOTY9uTQ5KZz58507tw539uvX7+ebdu2cfr0aby9vQEICAgopOgKh6FCc/QVmpN66R/M+77Cu+UER4ckhBCiGElKy8Tjvd8ccuz48Z1x0zs0NbCLEtXnZvXq1TRu3JhJkyZRsWJFatSowRtvvEFycvJt90lNTcVsNudYHC17SgbzgTlYUh0fjxBCCFGalKj07PTp0/z1118YDAZWrlzJjRs3ePnll7l58yZz587Nc59PPvmEMWPGFHGkd+ZatQvO3rVIjz5G/KFvMYWOdHRIQgghiglXnZb48flv1bD3sUuDEpXcWCwWFEVh0aJFmEwmAKZOnUrPnj2ZOXMmLi4uufYZNWoUI0f+L3kwm81Urly5yGLOS/aEmjc2DSYu/EuMwUNRnPQOjUkIIUTxoChKqWgacqQS1Szl5+dHxYoVrYkNQO3atVFVlQsXLuS5j16vx2g05liKA/eavdC6VSAz8ZJMqCmEEKJESkhIICIigoiICACioqKIiIjg3LlzDo2rRCU3LVq04NKlSyQkJFjXnThxAo1GQ6VKlRwYme1yTqg5RSbUFEIIUeLs2bOHkJAQQkJCABg5ciQhISF8+OGHDo3LocnN3TK+UaNG0bdvX+v2ffr0oUyZMgwYMIAjR46wfft23nzzTQYOHJhnk1RxZ6w/GEVnJD36GMlR6xwdjhBCCGGTtm3boqpqrmXevHkOjcuhyc3dMr7Lly/nqNpyd3dn06ZNxMbG0rhxY5555hm6du3Kl19+6ZD475VGb8TY4AVAJtQUQggh7EVRVVV1dBBFyWw2YzKZiIuLKxb9bzISL3P+++qQmYZf2FYMFZo7OiQhhBBFKCUlhaioKAIDAzEYDI4Ox6HudC1s+f4uUX1uSiMnNz/caz8LQNwemVBTCCGEuFeS3BQDpkavAQpJp9eQFn3U0eEIIYQQJZokN8WAzrsmrkFdAYjbKxNqCiGEEPdCkptiwtT4TQASji4iI+GSg6MRQgghSi5JbooJg98D6Cu2BEs65n0lc/SXEEIIURxIclOMeGZPqHnwGyypcQ6ORgghhCiZJLkpRlwCO+PsXRs1LR7zwW8cHY4QQghRIklyU4woigZT4/+vvdn3FWpGqoMjEkIIIUoeSW6KGfeavdC6VyQz8TIJxxY7OhwhhBAiT5988glNmjTBw8ODcuXK0b17d44fP+7osABJboodRavDFDIMkAk1hRBCFF/btm1j6NCh7Ny5k02bNpGenk6HDh1ITEx0dGg4OToAkZtH/eeJ3TWB9JgTJJ1ag1u1bo4OSQghhMhh/fr1Of6eN28e5cqVY+/evbRu3dpBUWWR5KYY0ug88AgeQtzuScTtmYxr0OMoiuLosIQQQhQBVVVRM5IccmzFybXA3zdxcVmjfL29ve0ZUoFIclNMGRu+gjn8C1Kv7CL10j8YKrZwdEhCCCGKgJqRxNkZXg45tv/QGBRnN5v3s1gsjBgxghYtWlCvXr1CiMw20uemmHJy88W99nMAxO75zMHRCCGEELc3dOhQDh06xE8//eToUACpuSnWTKEjiD/0HclR60i7eRhdmbqODkkIIUQhU5xc8R8a47Bj2+qVV15h7dq1bN++nUqVKhVCVLaT5KYYc/aqgWu1biSdXEXc3s/x6fCto0MSQghRyBRFKVDTUFFTVZVXX32VlStXsnXrVgIDAx0dkpU0SxVzptA3AEg49iMZ8RccHI0QQgiRZejQoSxcuJDFixfj4eHBlStXuHLlCsnJyY4OTZKb4s7g1xRDxdZgSSdu31eODkcIIYQAYNasWcTFxdG2bVv8/Pysy5IlSxwdmjRLlQSmxq+TcnE78Qe/wbPpKLQGT0eHJIQQ4j6nqqqjQ7gtqbkpAVwCOuFcpi5qegLxB+c4OhwhhBCiWJPkpgRQFCXHhJqWjBQHRySEEEIUX5LclBDuNZ5G61GZzKSrJBxd5OhwhBBCiGJLkpsSQtE6YwoZDoA5fCqqJdPBEQkhhBDFkyQ3JYhHvYFo9F6kx0SSdHq1o8MRQgghiiVJbkoQjc4dj+AhAMTtnlyse6oLIYQQjiLJTQljCh6KotWTenU3KRf/cnQ4QgghRLEjyU0Jo3Urj3udfgDE7Zns4GiEEEKI4keSmxLIFDoCUEg+8xtpNw46OhwhhBCiWJHkpgRy9qyGa/UeAMTt/dzB0QghhLgfzZo1iwYNGmA0GjEajTRr1ozffvvN0WEBktyUWJ7ZE2oe/4kM8zkHRyOEEOJ+U6lSJT799FP27t3Lnj17eOihh+jWrRuHDx92dGiS3JRUet/GGCq1BUuGTKgphBCiyHXt2pVHH32U6tWrU6NGDcaPH4+7uzs7d+50dGiS3JRk2VMyxB/6lsyUGAdHI4QQ4n6VmZnJTz/9RGJiIs2aNXN0ODIreEnm4t8BXdn6pN04SPyB2Xg2HeXokIQQQtwjVVVJykhzyLFdnXQoipLv7Q8ePEizZs1ISUnB3d2dlStXUqdOnUKMMH8kuSnBsifUvL6+P3ERMzA2GoHGycXRYQkhhLgHSRlpGBe+55Bjm58dj5uzPt/b16xZk4iICOLi4li2bBn9+vVj27ZtDk9wpFmqhHOr/hRajypYkq6RcGSho8MRQghxH9HpdFSrVo3Q0FA++eQTgoOD+eKLLxwdltTclHSK1hlToxFEbxtJXPjneNQbiKLROjosIYQQBeTqpMP87HiHHfteWCwWUlNT7RRNwUlyUwp41BtA7K5xZMSeJOnUKtyqP+nokIQQQhSQoig2NQ05yqhRo+jcuTNVqlQhPj6exYsXs3XrVjZs2ODo0KRZqjTQOLthDH4RgNg9U2RCTSGEEIXu2rVr9O3bl5o1a/Lwww+ze/duNmzYwCOPPOLo0KTmprQwBg8lbs9U0q7uIeXCdlwqt3F0SEIIIUqx7777ztEh3JbU3JQSWlcf3Ov2B2RCTSGEEPc3SW5KEVPoCFA0JJ/dQNr1A44ORwghhHAISW5KEWdTVWtn4ti9Ux0cjRBCCOEYktyUMqbQrCkZEo8vId181sHRCCGEEEVPkptSRl++EYbKD4GaiTn8S0eHI4QQQhQ5SW5Kof9NqPkdmck3HRyNEEIIUbQkuSmFXKq0R+cTjJqRhPnAbEeHI4QQQhQpSW5KIUVRrH1vzBEzsGQkOzgiIYQQoug4NLnZvn07Xbt2pUKFCiiKwqpVq/K9799//42TkxMNGzYstPhKMrcaPXEyBmBJvkHC4R8cHY4QQghRZBya3CQmJhIcHMyMGTNs2i82Npa+ffvy8MMPF1JkJZ+iccLUaAQAceGfo1oyHBuQEEIIUUQcmtx07tyZcePG0aNHD5v2e/HFF+nTpw/NmjUrpMhKB/e6/dAYypARd5rEkysdHY4QQohS7NNPP0VRFEaMGOHoUEpen5u5c+dy+vRpPvroI0eHUuxlTaj5EgBxMqGmEEKIQrJ7926+/vprGjRo4OhQgBKW3ERGRvLOO++wcOFCnJzyN+dnamoqZrM5x3I/MTZ8GcXJhbRr4aSc/8PR4QghhChlEhISeOaZZ/jmm2/w8vJydDhACUpuMjMz6dOnD2PGjKFGjRr53u+TTz7BZDJZl8qVKxdilMWP1qUsHnUHAFm1N0IIIYQ9DR06lC5dutC+fXtHh2KVv+qPYiA+Pp49e/awb98+XnnlFQAsFguqquLk5MTGjRt56KGHcu03atQoRo4caf3bbDbfdwmOsdFwzAe+JvncJlKvRaAv19DRIQkhhLgNVVVR05IccmxF54qiKPne/qeffiI8PJzdu3cXYlS2KzHJjdFo5ODBgznWzZw5ky1btrBs2TICAwPz3E+v16PX64sixGLL2RSIW42eJB5fQtzeqZTrLEPDhRCiuFLTkjj2grtDjl1rTgKK3i1f254/f57hw4ezadMmDAZDIUdmG4cmNwkJCZw8edL6d1RUFBEREXh7e1OlShVGjRrFxYsX+eGHH9BoNNSrVy/H/uXKlcNgMORaL3IzhY4k8fgSEk/8THrzj3E2BTg6JCGEECXY3r17uXbtGo0aNbKuy8zMZPv27UyfPp3U1FS0Wq1DYnNocrNnzx7atWtn/Tu7+ahfv37MmzePy5cvc+7cOUeFV6roy4VgqNKelHObMe/7gjJtP3d0SEIIIfKg6FypNSfBYcfOr4cffjhXi8qAAQOoVasWb7/9tsMSGwBFvc/GB5vNZkwmE3FxcRiNRkeHU6SSz23hyopOKE4uVB50Cq1LWUeHJIQQ972UlBSioqIIDAwsds07tmrbti0NGzZk2rRpBdr/TtfClu/vEjNaStw7Q+V26MqFoGYkY94/y9HhCCGEEIVCkpv7SM4JNWdiSXdMb3whhBCl09atWwtca2NPktzcZ9yqP4GTqSqWlJskHJnv6HCEEEIIu5Pkxo72XUtl+4VkR4dxRzkm1NwrE2oKIYQofSS5sZMDN9L4dHcc3x6K50pi8U4Y3Ov0ReNSlgzzGRIjlzs6HCGEEMKuJLmxk3plnKlbxpnUTJgRYcZSjAehaZxdMQa/DMiEmkIIIUofSW7sRKMovNTAiIuTwonYDFafKt6ddY3BL6E4uZJ2PYKUc787OhwhhBDCbiS5sSMfVy3962Q9MnvpiUTOmNMdHNHtaV3K4FFvIACxe2VCTSGEEKWHJDd21qaSgcbldWSqWc1T6ZnFt8nHGDIMFC0p534n9do+R4cjhBBC2IUkN3amKAov1Ddi1Cmci8/k58hER4d0W86mANxqhgEQt2eyg6MRQggh7EOSm0Jg0msYXD/r0dCrTyVxLDrNwRHdnik0az6vxMjlpMeddnA0QgghxL2T5KaQNPXV06aSARWYuT+elAyLo0PKk94nGBf/DqBaiAv/wtHhCCGEEPdMkptC1L+OO2UMGq4mZbLwaPFtnjI1fgOAhMPzyEy67uBohBBClASjR49GUZQcS61atRwdFiDJTaFyddbwUnBW89Smc8nsu5bq4IjyZqjUBl350P+fUHOmo8MRQghRQtStW5fLly9bl7/++svRIQGS3BS6+mV1dA5wAeDrA/EkpBW/5ilFUfDMnlBz/yws6cW3lkkIIUTx4eTkhK+vr3UpW7aso0MCJLkpEr1ruVPBTUtMqoXvD8c7Opw8uVbrgZMpCEtKNPGH5zk6HCGEuG+pqkpmWqZDFlufWB8ZGUmFChWoWrUqzzzzDOfOnSukq2IbJ0cHcD/QaxWGNjTywT8x/H0plcblU2heweDosHJQNFpMoa9xc8srmPdOw1j/BRSts6PDEkKI+44l3ULER1sdcuyGY9qi1Wnzte0DDzzAvHnzqFmzJpcvX2bMmDG0atWKQ4cO4eHhUbiB3oXU3BSRap7O9KjmCsB3h+KJTsl0cES5udd5Do1rOTLiz5IYuczR4QghhCjGOnfuzFNPPUWDBg3o2LEj69atIzY2lqVLlzo6NKm5KUpPVHMj/GoaUeYMvj4QzztNTCiK4uiwrDROLpgaDiXmn4+I2zMFt5q9ilV8QghxP9A4a2g4pq3Djl1Qnp6e1KhRg5MnT9oxooKRmpsi5KTJap5y1kDE9TR+P5/i6JBy8WgwBMXZjbQbB0g+u8nR4QghxH1HURS0Oq1Dlnv5QZuQkMCpU6fw8/Oz49UoGEluilhlDyd61cyaXPOHIwlcScxwcEQ5aQ3eeNQbBECcTKgphBDiNt544w22bdvGmTNn+Oeff+jRowdarZbevXs7OjRJbhzh0UAX6ng7k5qpMnN/PBYbe6cXNlPIMNA4kXL+D1Kv7nV0OEIIIYqhCxcu0Lt3b2rWrElYWBhlypRh586d+Pj4ODo0SW4cQaMovBRsxKBVOB6TztrTSY4OKQcnYxXcaz4NyISaQggh8vbTTz9x6dIlUlNTuXDhAj/99BNBQUGODguQ5MZhyrlq6V83q3lqyYlEzpmLV/OUdULNkytJj3V85zAhhBAivyS5caC2lQw0KqcjwwLT95vJsBSf5ild2fq4BHSSCTWFEEKUOJLcOJCiKAyp74GHs8JZcwbLThSvaQ/+N6HmfDKTrjk4GiGEECJ/JLlxME+DlsH1s57kuOpUEidi0h0c0f8YKrZCX74JamYK5ogZjg5HCCGEyBdJboqBB/wMtKqoRwVmRJhJySgezVOKomBqnD2h5mwsaQkOjkgIIYS4O0luiokBdT3wNmi4kpTJ4mPFJ4lwDeqGk2c1LKkxxB/63tHhCCGEEHclyY2dWCwqn28/xYTfIwu0v5uzhpcaGAHYcDaZ/ddT7RlegWVNqJk1cipu3xeomcWn2UwIIYTIiyQ3drLl5A1eX32ED9cfY8eZ6AKV0cBHR0d/FwBmH4gnId1izxALzL32s2hdy5MZf57EE46fEE0IIYS4E0lu7KR9DR+eaVQRiwrPLt6HOaVgNRzP1HbHz01LdIqFuYfi7RxlwWicDBgbvgJA7N4pqMXsicpCCCHErSS5saPpPerj7+VCVHQSw1cdKlAZeq3Cy8FGFOCvS6nsuFw8Jtf0aPACirM76TcOkXxmg6PDEUIIIW5Lkhs7Mrk480PvEDQKzN9zgaURlwpUTg0vZ7pXcwXgu4PxxKRk2jPMAtEavPCo/zwgE2oKIYTIcvHiRZ599lnKlCmDi4sL9evXZ8+ePY4OS5Ibe2tVtQzvPFQdgBeXH+B8bHKByulZ3Y0AoxPx6SpzDsYXi6Yg64SaF7aRemW3o8MRQgjhQDExMbRo0QJnZ2d+++03jhw5wpQpU/Dy8nJ0aJLcFIaPOtSgSWVPYpPT6f/jPiwFmFbBSaMwtKERJw2EX0vjj/OOb55y8qiEe82sqexjZUJNIYS4r02cOJHKlSszd+5cmjZtSmBgIB06dCgWk2dKclMInLUaFvYJwdVZyx+nbjJl26kClVPFw4leNbIm15x/JIFrSY5vnjI1zhoWnnRyFekxBRv2LoQQ4vZUVSUzPdUhiy2tBKtXr6Zx48Y89dRTlCtXjpCQEL755ptCvDL55+ToAEqr6j7uTOtelxd+PsD764/xcPWyNKrkaXM5Xaq6sOdaKsei05mx38xHD3qiURT7B5xPujJ1cQl8lOSodcSFT6PswzItgxBC2JMlI43wWS855NiNXpqF1lmfr21Pnz7NrFmzGDlyJO+++y67d+9m2LBh6HQ6+vXrV8iR3pnU3BSiQU2r0L2eL+mZKs8u3kdSWobNZWiUrNFTeq3Cseh0fo0qWB8ee/LMnlDzyA9kJF5xcDRCCCEcwWKx0KhRIyZMmEBISAgvvPACgwcPZvbs2Y4OTWpuCpOiKMx5qgG7zsVw7FoCb649yown6ttcTnlXLf3quDPnYDw/HU8g2EdHFQ/HvXX6Ci3Q+z5A6pVdmCNm4N1irMNiEUKI0kbjpKPRS7Mcduz88vPzo06dOjnW1a5dm+XLl9s7LJtJzU0hK+umZ16vEABm/XOGtUeuFqichyobCPHRkWHJmlwzowCdlO0la0LNrNqb+ANfY0krHg8bFEKI0kBRFLTOeocsig3dHlq0aMHx48dzrDtx4gT+/v72viQ2k+SmCDxSw4fhrQIBGLQkgqvxts8bpSgKQxp44O6scMacwYrIRHuHaRPXoK44e1XHkhpL/KHvHBqLEEKIovfaa6+xc+dOJkyYwMmTJ1m8eDFz5sxh6NChjg5Nkpui8smjtanv58H1xDQGLYko0HNrvAxanq/vAcDKU0lExjhuEktF0WAKfR2AuPAvUTPTHBaLEEKIotekSRNWrlzJjz/+SL169Rg7dizTpk3jmWeecXRoktwUFYOzlkV9GqF30rDu2DVm/nOmQOU08zPQooIeiwoz9ptJzXRc85RbrT5oXX3JTLhAwvElDotDCCGEYzz22GMcPHiQlJQUjh49yuDBgx0dEiDJTZGq52fk0y61AXhzzRGOXClYX5WB9Tzw0mu4nJjJ4mMJ9gzRJhonA8aQV4GsKRlUtXjMYi6EEOL+JslNEXu1RSAda/qQkmHh2cXhpGbY/mA+d2cNLwZnNU+tP5PMgRuOaxLyqD8YRedB+s0jJJ9Z77A4hBBCiGyS3BQxjUbh+6cbUtZNR8QlM+//dvzuO+WhoY+eR6q4ADB7v5nEdMfUmmgNnhjrZ1VDxu2RCTWFEEI4niQ3DuBnNPDNU8EATN1+ii2RNwpUzrO13SnvquVmioW5hx3XPGUMeRU0zqRc/JOUy7scFocQQggBDk5utm/fTteuXalQoQKKorBq1ao7br9ixQoeeeQRfHx8MBqNNGvWjA0bNhRNsHbWrZ4vgx+sgqpCv5/2EZ1ke9OSwUlhaLARBfjzYgq7Ljtmck0n94q41+oDQJxMqCmEEMLBHJrcJCYmEhwczIwZ+ZufaPv27TzyyCOsW7eOvXv30q5dO7p27cq+ffsKOdLCMbVrXWr4uHExLoUXlx0o0PDwmt7OdAtyBeCbQ/HEpjqmeco6oeap1aRFF6ypTQghhLAHhyY3nTt3Zty4cfTo0SNf20+bNo233nqLJk2aUL16dSZMmED16tVZs2ZNIUdaONz0Tizs0wgnjcKyA5eZv+dCgcrpWd2NKh5OxKepzDlgLlCSdK903rVxrfoYoGIOn1bkxxdCCCGyleg+NxaLhfj4eLy9vR0dSoE1ruzJmI41ARi26iCnbtj+5GFnrcIrDY1oFdh7LY2tFxzTPGWdkuHoAjISLzskBiGEEKLAyU1MTAyTJ09m0KBBDBo0iMmTJxMdHW3P2O5q8uTJJCQkEBYWdtttUlNTMZvNOZbi5q121Whd1ZuE1Eye+3EfGZm2Ny35G514uqYbAPOPJHAtyfYh5vfKUKE5er9mkJmGed/0Ij++EEIIAQVMbrZv305gYCBffvklMTExxMTE8NVXXxEYGMj27dvtHWOeFi9ezJgxY1i6dCnlypW77XaffPIJJpPJulSuXLlI4rOFVqMwv1cIJoMTO8/GMG5zZIHK6VrVlRpeziRnqMzab8bigOap/02oOQdLavFLJIUQQpR+BUpuhg4dSlhYGFFRUaxYsYIVK1Zw+vRpevXqVSQTZv300088//zzLF26lPbt299x21GjRhEXF2ddzp8/X+jxFYS/tyszn2wAwLjNJ/jnjO21YBpFYWiwB3qtwpHodH47k2zvMO/KtWoXnL1qYkmLI/7Qt0V+fCGEEEUjICAARVFyLSV24syTJ0/y+uuvo9Vqreu0Wi0jR47k5MmTdgsuLz/++CMDBgzgxx9/pEuXLnfdXq/XYzQacyzFVe+QijzTqCIWFZ5bvA9ziu0TY/q6OfFcbXcAfjyWwIX4DHuHeUeKosHUWCbUFEKI0m737t1cvnzZumzatAmAp556ysGRFTC5adSoEUePHs21/ujRowQHB+e7nISEBCIiIoiIiAAgKiqKiIgIzp07B2TVuvTt29e6/eLFi+nbty9TpkzhgQce4MqVK1y5coW4uLiCnEaxNL1Hffy9XIiKTmL4qkMFKqN9FQMNfXSkW7Im18ywFG3zlHvN3mjdKpCZeImEYz8V6bGFEEIUDR8fH3x9fa3L2rVrCQoKok2bNo4OrWDJzbBhwxg+fDiTJ0/mr7/+4q+//mLy5Mm89tprvPbaaxw4cMC63MmePXsICQkhJCQEgJEjRxISEsKHH34IwOXLl62JDsCcOXPIyMhg6NCh+Pn5WZfhw4cX5DSKJZOLMwv6hKBRYP6eCyyNuGRzGYqiMKSBB27OCqfjMlh50vYRWPdCcdLfMqHmZJlQUwghbKCqKmqGxTFLAftqpqWlsXDhQgYOHIiiKHa+IrZT1AKciUZz55xIURRUVUVRFDIzi37Uzp2YzWZMJhNxcXHFuonq/d+OMeH3SDxdnNn/ehsqe7rYXMbfl1L4cp8ZjQJjm3tRzdO5ECLNmyU1jnPfBaGmmSn/+Ir/fwaOEEKI/0pJSSEqKorAwEAMBgNqhoXMtY55nIb2MT8UJ9vrPZYuXUqfPn04d+4cFSpUKPDx/3stbmXL97dTQQ4eFRVVkN2EDT7qUINNJ66z+3ws/X7cx6YhzdBqbMuGW1QwsPtKKjsupzIjwszEVt7otEWTUWv0Joz1BxO3dwqxe6ZIciOEEKXYd999R+fOne8psbGnAiU3/v7+9o5D/IezVsPCPiE0+nw7W0/dZMq2U7zVrprN5Qyq58Gx6HQuJWby4/EE+tXxKIRo82YMeZW4iK9IvfQ3KZd2YKjQrMiOLYQQJZZWQfuYn8OObauzZ8+yefNmVqxYUQgBFUyBkpsffvjhjq/f2glYFFx1H3c+71aXF34+wAfrj9G+elkaVfK0qQwPnYYhDTz4dHcc66KSCS2np15ZXeEE/B9O7hVwr/UMCYfnErdnMobHlxfJcYUQoiRTFAWcHN9vJb/mzp1LuXLl8jWCuagUqM+Nl5dXjr/T09NJSkpCp9Ph6upa5E8qtkVJ6XOTTVVVes7fw8pDV6hVzp09I1rhqrM9J/3moJnN51Io66Lhs1beuDoXzcwbadHHuPhDMKBSse8BdN61iuS4QghRUtypn0lxZ7FYCAwMpHfv3nz66af3XJ69+twU6Bsu+6nE2UtCQgLHjx+nZcuW/PjjjwUpUtyGoijMeSoYP6OeY9cSeGPNkQKV81xtd8q7ariRbGHekQQ7R3l7Ou9auAZ1BSBu79QiO64QQojCt3nzZs6dO8fAgQMdHUoOdvv5Xr16dT799NNSNSy7uCjjpmNer6zh8rN3nGXtkas2l2Fw0vBysBEF2HYhhd1XUu0c5e2ZQrOmZEg4uoiMBNuHtgshhCieOnTogKqq1KhRw9Gh5GDXtgknJycuXZIvr8LwSA0fRrSuCsCgJRFcjbc9OanlraNrVVcA5hw0E5daNM+fMVR4EH2FFmBJx7zvqyI5phBCiPtXgToUr169Osffqqpy+fJlpk+fTosWLewSmMhtQuda/B55nYOX4xm0JII1g5ra/LCksBpu7Lueyvn4TL45aOb1UFORPHDJs/EbXF39N+aD3+DZ9B00elOhH1MIIcT9qUDJTffu3XP8rSgKPj4+PPTQQ0yZMsUecYk8GJy1LOrTiCZf/Mm6Y9eY+c8ZhrYItKkMZ63CK8FG3v07ht1X09h+MYU2lWx/QKCtXAI74+xdm/Too1kJzv/PHi6EEELYW4GapSwWS44lMzOTK1eusHjxYvz8HDQ2/z5Rz8/IxC61AXhzzRGOXIm3uYwAkzNP1XADYO7hBG4kF/5TpBVFgyk0a0JN876vUDOKrs+PEEKI+0vRjAcWdvVqy0A61vQhJcPCM4vDSc2wPTl5vKorNTydSM5QmbXfjKWA84nYwr1WL7TuFclMvEzCcRlVJ4QQonDku1lq5MiR+S506lQZ8luYFEXh+6cbEjxlG/svmXn/t+N81rWOTWVoNQovNzTy9p/RHLqZzoYzyXQOdC2kiLMoWh2mkGFE//k2cXsm416nL4oi+bUQQgj7yndys2/fvhx/h4eHk5GRQc2aNQE4ceIEWq2W0NBQ+0Yo8uRnNPBtWDDd5+5myrZTdKrlw8PVfWwrw82JZ2q58/3hBBYdS6CBj46K7gXqhpVvHvUGEbtrAukxJ0g6vRa3oMcL9XhCCCHuP/n+2fzHH39Yl65du9KmTRsuXLhAeHg44eHhnD9/nnbt2hWrxy+Xdo/X9WXwg1UA6P9TBNFJaTaX0cHfhQZlnUm3wIwIM5mWwm2e0uiNeAQPASBuj3Q+F0IIYX8FahOYMmUKn3zySY5pGLy8vBg3bpyMlipiU7vWpYaPGxfjUhjy8wFsnU1DURRebGDEzUnhVFwGq04lFVKk/2Ns+ApodaRe3kHKxb8L/XhCCCHuLwVKbsxmM9evX8+1/vr168TH2z56RxScm96JRc80wkmjsPzgZebtPm9zGWVctAyslzVb+PLIRE7Hpds7zByc3HzxqP0cAHF7JxfqsYQQQtx/CpTc9OjRgwEDBrBixQouXLjAhQsXWL58OYMGDeKJJ56wd4ziLkIreTKmY1bfp+G/HOLUjUSby2hRQc+DfnoyVZgeYSYts3Cbp0yhrwEKSad/Je1mwebLEkII4TiZmZl88MEHBAYG4uLiQlBQEGPHjrW5BaEwFCi5mT17Np07d6ZPnz74+/vj7+9Pnz596NSpEzNnzrR3jCIf3mpXjdZVvUlIzeTZxeGkZ9o2tYKiKAyq54FJr+FiQiY/HS/cyTWdvWrgWq0bIBNqCiFESTRx4kRmzZrF9OnTOXr0KBMnTmTSpEl89ZXjp9kpUHLj6urKzJkzuXnzJvv27WPfvn1ER0czc+ZM3Nzc7B2jyAetRuGH3iGYDE7sOhfLuM2RNpdh1GkYUj+reWpdVDKHb9reQdkW1gk1j/1IRvyFQj2WEEII+/rnn3/o1q0bXbp0ISAggJ49e9KhQwf+/fdfR4d2bw/xu3z5MpcvX6Z69eq4ubkVi6qo+1kVL1dmPtkAgPGbT/DPmWibywgtr+ehygZUYNZ+M0nphTe5psGvKYaKrbIm1IyYXmjHEUKIkkRVVdLT0x2y2PI93rx5c37//XdOnDgBwP79+/nrr7/o3LlzYV2afCvQQ01u3rxJWFgYf/zxB4qiEBkZSdWqVRk0aBBeXl4yYsqBeodU5LejV1kYfpHnFu9j38jWGA3ONpXRt447B2+kcT3Zwg9HEngx2FhI0YKp8RukXPwT88FvMDV5B63Bs9COJYQQJUFGRgZz5sxxyLFfeOEFnJ3z953xzjvvYDabqVWrFlqtlszMTMaPH88zzzxTyFHeXYFqbl577TWcnZ05d+4crq7/e6rt008/zfr16+0WnCiYr3rUx9/LhajoJIatPGTz/i5OGl4ONqIAf1xIYe/VwpsHyiWgE85l6qKmxRN/0DEfZiGEELZbunQpixYtYvHixYSHhzN//nwmT57M/PnzHR0ailqAtiRfX182bNhAcHAwHh4e7N+/n6pVq3L69GkaNGhAQkLhdka9F2azGZPJRFxcHEZj4dVIONpfUTdpO/MfLCr89GwoYQ0r2FzGwqMJrDmdhEmnMLl1GYz6wpkqIf7IAm5sHITW1ZdKA0+gcTIUynGEEKI4SklJISoqisDAQAwGA6qqkpGR4ZBYnJycUBQlX9tWrlyZd955h6FDh1rXjRs3joULF3Ls2LECHf+/1+JWtnx/F+jbKjExMUeNTbbo6Gj0en1BihR21jKwDKMerg7Ai8sPcD422eYywmq4UcldS1yayjeH4gutT5V7zV5oPSqTmXSFhKOLCuUYQghRUiiKgrOzs0OW/CY2AElJSWg0OdMIrVaLxVJ4fTXzq0DJTatWrfjhhx+sfyuKgsViYdKkSbRr185uwYl78+EjNWha2ZPY5HT6/bjP5qkVdFqFoQ2NaBX490oqf10snOYpReuMKWQYAObwqagW22c5F0IIUbS6du3K+PHj+fXXXzlz5gwrV65k6tSp9OjRw9GhFSy5mTRpEnPmzKFz586kpaXx1ltvUa9ePbZv387EiRPtHaMoIGethgV9QnDTadl66iZTtp2yuYyqJmeerJ41vP/7w/HcSC6cxMOj3kA0ek/SYyJJOr2mUI4hhBDCfr766it69uzJyy+/TO3atXnjjTcYMmQIY8eOdXRoBUtu6tWrx4kTJ2jRogXdunUjMTGRJ554gn379hEUFGTvGMU9qO7jzrRu9QD4YP0xwi/E2lxG9yBXqnk6kZShMvuAGUshNE9pdB54BL8IQNyeyfJYASGEKOY8PDyYNm0aZ8+eJTk5mVOnTjFu3Dh0Op2jQytYh+KS7H7pUHwrVVXpOX8PKw9doaaPG3tfa42rzranAFxKyODtP6NJs8DAuu50DMjd5+peZSZe5fz31VAzU/Ht+TsulVrZ/RhCCFHc3KkT7f3GoR2KAf7880+effZZmjdvzsWLFwFYsGABf/31V0GLFIVEURTmPBWMn1HP8euJvLHG9rmcKrg78UxtdyBrFNWlBPv35Ne6lce9Tl8A4vbKs5KEEEIUTIGSm+XLl9OxY0dcXFwIDw8nNTWro2lcXBwTJkywa4DCPsq46ZjXKwSA2TvOsvbIVZvL6ODvQv2yzqRZYMZ+s80dlPMje0LN5Kh1pN2w/Rk9QgghRIGSm3HjxjF79my++eabHE8ybNGiBeHh4XYLTtjXIzV8GNG6KgCDlkRwNd620U8aReHFBkZcnRROxmbwy6kku8fo7FkN1+pZPe1lQk0hhBAFUaDk5vjx47Ru3TrXepPJRGxs7L3GJArRhM61qO/nwfXENAYtibC5425ZFy0D6mY1Ty2LTCQqLt3uMXpmT6h5/Ccy4s/bvXwhhBClW4GSG19fX06ePJlr/V9//UXVqlXvOShReAzOWhb1aYTeScO6Y9eY+c8Zm8toVdFAU189mSpMjzCTlmnf5im9b2MMldqCJYO4fV/ZtWwhhBClX4GSm8GDBzN8+HB27dqFoihcunSJRYsW8cYbb/DSSy/ZO0ZhZ/X8jEzsUhuAN9cc4ciVeJv2VxSFwfU8MOkULiRksvREot1jNDV+HYD4g9+SmRJj9/KFEEKUXgVKbt555x369OnDww8/TEJCAq1bt+b5559nyJAhvPrqq/aOURSCV1sG0qmmDykZFp5ZHE5qhm0P5zPqNbzQIGso3trTSRyNTrNrfC7+HdCVrY+ankD8ga/tWrYQQojSrUDJjaIovPfee0RHR3Po0CF27tzJ9evXi8VTCUX+KIrC9083pKybjv2XzLz3m+2TnDUur6ddJQMqMDPCTHKG/eYTURTFWnsTFzEdS0aK3coWQghRut3TNM86nQ4PDw/8/Pxwd3e3V0yiiPgaDXwbFgzA1G2n+T3yus1l9K3jjo+LhmvJFhYcse9s8G7Vn0LrUQVL0jUSjiywa9lCCCFKrwIlNxkZGXzwwQeYTCYCAgIICAjAZDLx/vvvk55u/9EzovA8XteXFx70B6D/TxHcTLStecnVWcNLwVnNU7+fTyH8qv0m11S0zpgaDQcgLvxzmVBTCCGKmfj4eEaMGIG/vz8uLi40b96c3bt3OzqsgiU3r776KnPmzGHSpEns27ePffv2MWnSJL777juGDRtm7xhFIZvStQ41fNy4GJfCi8sO2Dw8vG4ZHV0CXQCYfTAec5r9mqc86g5Ao/ciI/YkSad+sVu5Qggh7t3zzz/Ppk2bWLBgAQcPHqRDhw60b9/eOnOBoxQouVm8eDHz5s1jyJAhNGjQgAYNGjBkyBC+++47Fi9ebO8YRSFz0zux6JlGOGkUlh+8zLzdtj9bpldNdyq6a4lLtfDdoXi7TXyp0bljbJg1Ai9WJtQUQohiIzk5meXLlzNp0iRat25NtWrVGD16NNWqVWPWrFkOja1AyY1erycgICDX+sDAwGIxG6iwXWglTz7uVBOA4b8c4uQN24Z367QKrzQ0olVg5+VU/rlkv+YpY/DLKFoDaVf3kHJhu93KFUKI4khVVVRLsmMWG35AZmRkkJmZmWuCSxcXF4fPM2nb1ND/75VXXmHs2LHMnTsXvV4PQGpqKuPHj+eVV16xa4Ci6LzZthrrj11j++lonlsczvahLXDW5j//rWpy5onqbvx8IpHvDsVTu4wz3gbtPceldS2He91+xB/4mri9U3Cp3OaeyxRCiGJLTSH6QiuHHNq70p+guORrWw8PD5o1a8bYsWOpXbs25cuX58cff2THjh1Uq1atkCO9swLV3Ozbt4+1a9dSqVIl2rdvT/v27alUqRJr1qxh//79PPHEE9ZFlBxajcIPvUMwGZzYdS6WcZsjbS6je5ArQSYnEjNUZu23X/OUqdEIUDQkn1lP2vUDdilTCCHEvVmwYAGqqlKxYkX0ej1ffvklvXv3RqO5p8HY96xANTeenp48+eSTOdZVrlzZLgEJx6ri5cqsJxvQZ1E44zefoGNNH5oHeOd7fyeNwtCGRt7+M5oDN9LYdC6ZDv6u9xyXs2cQbtWeIDFyGbF7p1Ku07x7LlMIIYolxZBVg+KgY9siKCiIbdu2kZiYiNlsxs/Pj6efftrhUzEVKLmZOXMmFosFNzc3AM6cOcOqVauoXbs2HTt2tGuAouj1CqnIuqNXWRh+kWcXhRPxehuMBue77/j/Kro70aeWO/OPJLDwaAL1y+rwcyvQrZaDqfEbJEYuI/H4EtKbj8HZ6H/PZQohRHGjKEq+m4aKCzc3N9zc3IiJiWHDhg1MmjTJofEUqN6oW7duLFiQ9VC12NhYHnzwQaZMmUL37t0d3kNa2MdXPerj7+XCmZhkhq08ZPP+nQJcqFvGmdTMrKcXZ1ruvXlKX74RhsoPgZqJOfzLey5PCCHEvdmwYQPr168nKiqKTZs20a5dO2rVqsWAAQMcGleBkpvw8HBatcrq7LRs2TLKly/P2bNn+eGHH/jyS/nSKQ1MLs4s6BOCRoEf9l5gSYRtzyzQKAovBxtxcVI4EZvB6tNJ9okre0LNQ9+RmXzTLmUKIYQomLi4OIYOHUqtWrXo27cvLVu2ZMOGDTg757+2vzAUKLlJSkrCw8MDgI0bN/LEE0+g0Wh48MEHOXv2rF0DFI7TMrAMox6uDsBLyw9yPjbZpv3LumgZUDdrWo6fTyRyxnzvT692qdIenU8wakYSZplQUwghHCosLIxTp06RmprK5cuXmT59OiaTydFhFSy5qVatGqtWreL8+fNs2LCBDh06AHDt2jWMRmO+y9m+fTtdu3alQoUKKIrCqlWr7rrP1q1badSoEXq9nmrVqjFv3ryCnILIpw8fqUHTyp7EJqfT78d9Njcvta5ooEl5HZkqzIgwk555b81TiqJgCs2qvTFHzMCSYVvCJYQQovQrUHLz4Ycf8sYbbxAQEMADDzxAs2bNgKxanJCQkHyXk5iYSHBwMDNmzMjX9lFRUXTp0oV27doRERHBiBEjeP7559mwYUNBTkPkg7NWw4I+IbjptGw9dZMp207ZtL+iKAyub8SoUzgXn8nPkbY9HDAvbjV64uThjyX5OgmHf7jn8oQQQpQuilrAB5FcuXKFy5cvExwcbB3P/u+//2I0GqlVq5btgSgKK1eupHv37rfd5u233+bXX3/l0KH/dXDt1asXsbGxrF+/Pl/HMZvNmEwm4uLibKpluhtVVUlKK70TO87fc55XVh7CWauwZUgzGla0rdpx77U0ZhxIQAHebuxBDc97a49NOjiLhL9eR2MMpEzvAyiae39YoBBCOEJqagqXL5wjICAw19N+SzKN8v8jv2yQkpJCVFQUgYG5r4Ut398FHp/r6+uLr69vjnVNmzYtaHH5smPHDtq3b59jXceOHRkxYsRt90lNTSU19X9TAZjN5kKJLSktE4/3fiuUsouT9EyVVjP/KdC+TWpVJcDPh/f/vM7G3QfJzCz4BJsuii/bfT3wNkfx9ITR/JbcvMBlCSGEI/l7ODHrkXIkX40HJ/tNXeNoIRVNaG3LbezGsY8QtNGVK1coX758jnXly5fHbDaTnJx334tPPvkEk8lkXeRhg46zL/IsSSmpuLsYCA6qck9lJasGFiR2BmCIxypAJtQUQgiR5d6frFbMjRo1ipEjR1r/NpvNhZLguOq0/Pt0PG4e1akSmP9+RyXNlpM36DZ3NwBLnm3Eo7XL32WPnI5Gp/NZeDxBFcvzVZcgGpQt+ESrluQm3Fi4hvqc4uZLrugqtS1wWUII4SjWZqnyHqWuWcpRSlRy4+vry9WrV3Osu3r1KkajEReXvJ/mqNfrrZN7FqZLF8Kp4DWDzEwth8MH06hJb5ycStTlzZeudX15rXVVPt9+mldWHmJ/1TL4GvP/YWzs50TngAx+O5PM/KNJTG5twF1XwApEvS9pdQdg3j+T1APT8Apqf/d9hBCimNGqTmgUBa0maxH3rkQ1SzVr1ozff/89x7pNmzZZR2s5ko+PN4piwtUliQDf6fyzfQyxsbGODqtQTHi0Fg38jFxPTGPgkgibJ8fsU8udCm5aYlItfHc4/p5iMTYanjWh5tmNpF6LuKeyhBBClA4OTW4SEhKIiIggIiICyBrqHRERwblz54CsJqW+fftat3/xxRc5ffo0b731FseOHWPmzJksXbqU1157zRHh56AzBFI+cCkZahO02kzqVvuNEweHERl51NGh2Z3eScuiZxqhd9Kw/vh1Zvx9xqb9ddqsyTU1CvxzKZW/L6UUOBZnUyBu1XsCELd3aoHLEUIIUXo4NLnZs2cPISEh1mfjjBw5kpCQED788EMALl++bE10AAIDA/n111/ZtGkTwcHBTJkyhW+//bbYTNap0bhTrsoMtC4DUVUI8j9CZuLr/Ln9FzIyMhwdnl3V9fVg0mN1AHhr7REOX7GtBqaapzM9qmXNFv7doXiiUwo+jD57SobEEz+THnemwOUIIYQoHRya3LRt2xZVVXMt2U8dnjdvHlu3bs21z759+0hNTeXUqVP079+/yOO+E0XR4OnzMu5lp5BpMeDjfY2A8lPYtP5LYmJiHB2eXb3SIoBONX1IybDwzKJwUjNsS1CeqOZGoNGJxHSVrw/E29y8lU1fLgRDlfZZE2ru+6JAZQghhLDd3WYaUFWVDz/8ED8/P1xcXGjfvj2RkZGFHleJ6nNTkhjc2lCm4iIsVMbVJYnQuj/x7z8fc/z4cUeHZjeKovD90w0p66bjwGUz7/12zKb9nTQKrzQ04qyBiOtp/H6+4M1TntYJNb8nM/lGgcsRQgiRf3ebaWDSpEl8+eWXzJ49m127duHm5kbHjh1JSSn4v/f5IclNIdI6+1O20kI0utZotRYa1/+T2Gtj2LJlA+np9z6JZHHgazTwbVgwAFO3nWbzies27V/Jw4neNbMm1/zhSAJXEgvWfGeo/BA6n4aoGcmY988uUBlCCCFs07lzZ8aNG0ePHj1yvaaqKtOmTeP999+nW7duNGjQgB9++IFLly7lay7JeyHJTSFTNG54lp+CwfgyqqpQzf8EFb2nsfqXudy8edPR4dnF43V9eeFBfwD6/xTBzcQ0m/bvHOhCHW9nUjNVZu6Px1KA5ilFUTA1fgMA8/6ZWNKTbC5DCCGKA1VVSclwzFLQ7gF5iYqK4sqVKzlmFjCZTDzwwAPs2LHDbsfJS+l7EEsxpCgKbp4DcdbXwnx9FGW9r/NAgwX8sfkydeo/Re3atW2ef6O4mdK1DltP3eDE9UReXHaApX1D831OGkXhpWAjb/0ZzfGYdNacTqJbkJvNMbhVf4KYvwPJMEeRcGQ+xuCXbC5DCCEcLTUT+m2wrRbcXuZ39MFgp8zgypUrAHnOLJD9WmGRmpsipHNpjpffIhRtIC6GZFo/8CvnTs9i8+ZNpKXZVttR3LjpnVj0TCOcNArLD15m3u7zNu1fzlVLvzpZzVNLTyRy1mx785SiccIUOgKAuL3TUC2la4SaEEKI/JGamyKmda6El998Em5+TFryZpo02MHpczdYvuwyj3ToQtmyZR0dYoGFVvLk4041eXfdMYatOkSrqmWoVjb/NTBtKxnYfSWVvdfSmB5hZkILL5xtnHXNvU4/YnaOJcMcRWLkctxrPm3raQghhEPptVk1KI46tr1kT6599epV/Pz8rOuvXr1Kw4YN7XegPEjNjQMoGlfcy36Cq+erqGioWiWS0Lo/8uva+Rw6dMiubZ5F7c221Whd1ZvEtEyeWxxOug0zfyuKwgsNjHjoFM7FZ7AsMtHm42ucXTEGvwxA3J4pJfpaCiHuT4qiYHByzGLPLhKBgYH4+vrmmFnAbDaza9euQp9ZQJIbB1EUBRdjP4w+X4JipIzXDdq3WMmRg0vYuHFjiW2m0moUfugdgsngxK5zsYzbbNvzDDz1GgbX8wDgl1NJnIixfVSZMfglFCdX0q5HkHJ+i837CyGEyJ87zTSgKAojRoxg3LhxrF69moMHD9K3b18qVKhA9+7dCzUuSW4cTOfyIJ5+C9A6V8egT6Fds/UoGatZunQJ1687pkPZvari5cqsJxsAMH7zCf6OirZp/wf8DLSqaEAFZkSYScmwrfZF61IGj3oDAYjdM8WmfYUQQuTf3WYaeOutt3j11Vd54YUXaNKkCQkJCaxfv77QZz9X1Pus3t5sNmMymYiLi8NoNDo6HCvVkkJC9FjSkjYAEHU+iPBDLXmwWRvq169fIkdT9V0czsLwiwR4uRDxehuMBud875uYbuHN7dHcTLHQwd+FQf9fm5Nf6XFnuDCvNqiZVOizC325EFvDF0KIIpGSkkJUVBSBgYGF/qVf3N3pWtjy/S01N8WEojHgXmYcrp4jAA2BlU/Rrtla9u75jQ0bNpCamuroEG32VY/6BHi5cCYmmWErD9m0r5uzhhcbZN28G88mE3HdtvN3NgXgVuMpIKvvjRBCiPuHJDfFSFY/nGcxlpuBovHE2/MmHVqtIT72L5YuXcrVq1cdHaJNTC7OLOjTCI0CP+y9wJKIizbt38BHR0d/FwBm748nIT3/nZPhlgk1I5eRHhdl075CCCFKLkluiiFnQxNMvgvQOtfCoE+hbbMN+JbZwYoVy9m/f3+JGgHUItCbUQ9XB+Cl5Qc5F2Pbk4Ofqe2On5uWmFQL3x+ybeZxvU8wLv4dQLUQFz7Npn2FEEKUXJLcFFNaJz9M5b9F5/ooGkWlUb1/aRq8lR07trJu3bpCn3TMnj58pAZNK3sSm5xOvx8jyLTkPznTaxWGBhtRgL8vpbLjsm3nnV17k3B4HplJJbODthBCCNtIclOMZfXDGYOr1xuAloBKp2nf4leuXz3IkiVLCv3x1fbirNWw8JlGuOm0bDt9k8lbT9m0f3UvZ3pUcwXgu4PxxKRk5ntfQ6W26MqH/v+EmrNsOq4QQoiSSZKbYk5RFFw8emEsNxNF44WXKZqObdbiZjjBypUrCQ8PLxHNVNXKujGtWz0APtxwjL0XYm3a/8nqbgQYnYhPV5lzMD7f56woCp6hWbU3WRNq2v5gQCGEECWLJDclhLMhNKsfjq4OOucU2j64keoB+9mx4x9+/fVXkpOTHR3iXQ1sWpkn6vuSnqny7KJwktLyP/eTk0ZhaEMjThoIv5bGlvP5b55yrdYDJ1NVLCnRxB+eV4DIhRBClCSS3JQgWidfTOW/Qe/WFUVRCam7h+ah27lw4SRLlizh0qVLjg7xjhRF4euewVQwGjh+PZHX1xyxaf8qHk70qpE1ueYPRxK4mpS/5ilFo8XU6DUAzDKhphBClHqS3JQwiqLHzftD3LzeBrRUqXCaTm3Wo6iXWbVqFXv27CnWzVRl3HTM69UQgK93nGXNYdv6DXWp6kItb2dSMlVm7jdjyee5utfti8bFh4z4sySe+NnWsIUQQpQgktyUQIqiYPB4CmO5r1E0ZfBwu0GntusoX/YCu3btYs2aNSQl2Tbkuii1r+HDa62rAjBo6X6umPPfxKRRFF4ONmLQKhyLTufX0/lrjtM4uWBsOBSQCTWFEKK0k+SmBHM2NMTkuwAnXX2ctMm0eWATdWsc4vz5cyxZsoQLFy44OsTbmvBoLRr4GbmRmMbAJRE2JRvlXbX0rZPVPPXTiQTOxeevmckY/CKKsxtpNw6QfG5zgeIWQgjxP9u3b6dr165UqFABRVFYtWpVjtdXrFhBhw4dKFOmDIqiWCfYLGyS3JRwWqdyGMt/jd6tB4qiUr/mbto2+5u01DhWr17Nv//+i8Vi25N9i4LeScuiZxphcNKw/vh1Zvx9xqb9H6psoFE5HRmWrMk1M/Lx7BytwRuPeoMAiNszuSBhCyGEuEViYiLBwcHMmDHjtq+3bNmSiRMnFmlcktyUAoqiw73Me7h5vws44Vs2ksce3oSbayy7d+9m9erVJCYWvyHQdX09mPhYHQDeXHuEw1fy/wRiRVF4ob4H7s4KZ8wZLI/M3/mZQoaBoiXl/B+kXt1boLiFEEJk6dy5M+PGjaNHjx55vv7cc8/x4Ycf0r59+yKNS5KbUsTg/gTG8nNQtGUx6K/yaLv1VPK7xMWLF1myZAnnz593dIi5vNIigE41fUjNsPDMonBSM/L/gD4vg5bn62fNFr7yZBInYtLvuo+TsQpuNZ8GZEJNIUTxpKoqiakZDllKS39EJ0cHIOzLWd8AT9+FxF9/i4y0A7RsvJGT55qzZ391Vq9eTWhoKE2bNkWjKR55raIofP90QxpM2caBy2be++0Yk7vWzff+zfwM7K6Qyt+XUpm538zEVt7otcod9/Fs/DqJxxaTeHIF6bGncPYMutfTEEIIu0lKy8Tjvd8ccuz48Z1x05f81KB4fMMJu9Joy2b1w3HvCahUq/I3nR/ag5NTGnv37mXVqlUkJCQ4OkwrX6OB78KCAZi67TSbT9g2B9TAeh546TVcTsxk0dG7n5eubH1cAjrJhJpCCFFKlfz0TORJUZxx934HJ10tEqMnYnI7RI+O0fz+d0suX77MkiVLaN++Pf7+/o4OFYCudX154UF/5uw8S/+fItj/ehvKuOnyta+7s4aXgj2Y8G8cG84m09hXT4Oyd97XFPo6yWfWk3B4Pl4PfoDWtZw9TkMIIe6Zq05L/PjODjt2aSA1N6Wcwb07xvLfoNGWQ6u5RIdWa6lVPZaUlBTWrl3LP//8Q2Zm/vu5FKYpXetQ08eNS+YUXlx2wKa232AfPR38XQCYvd9MYvqdR4gZKrVGX74JamYK5v0z7yluIYSwJ0VRcNM7OWRRlDs365cUktzcB5z19bKeh6MPAZJoWGslD7W6CKjs27ePVatWER+f/5FKhcVN78TCZxrhpFFYfvAyc3fb1gH6mVru+LpquZliYe7hOzdPKYqCqfH/T6gZMQtLWvFpphNCiJIiISGBiIgI6/NroqKiiIiI4Ny5cwBER0cTERHBkSNZ0+0cP36ciIgIrlyx7en0tpLk5j6h0ZbBWG4WBveskULlPDfyZJcDuLqqXLlyhSVLlhAVFeXgKCG0kicfd6oJwPBVhzh5I/9D2A1OWZNrKsCfF1PYdfnOTz52DeqGk2c1LKkxxB+eey9hCyHEfWnPnj2EhIQQEhICwMiRIwkJCeHDDz8EYPXq1YSEhNClSxcAevXqRUhICLNnzy7UuBS1tIz7yiez2YzJZCIuLg6j0ejocBwiJWEtidETgDTQVGRnRCfOnM1qxgkODqZZs2ZotY5rd820qLSfvYNtp2/yQBVPtg9tgbM2/3n4j8cSWHUqCQ9nhcmtvfE03P5czAe/5ebvL6P1qELl/kdRtM72OAUhhMi3lJQUoqKiCAwMxGAwODoch7rTtbDl+1tqbu5DBvfHMPl+h0ZbHiwXeTD4R1o+mPXa/v37WbFiBWaz2WHxaTUK83s3xGRwYte5WMZuOmHT/k/VcMPf6ER8usqcg/F37LvjXvtZNK7lyIw/R+KJpfcauhBCiGJAkpv7lJOuNibfhTjpQ0FNopLPXLp3iUOvd+batWssWbKEU6dOOSy+Kl6uzHqyAQATfo/k76jofO/rpFEYGmzESQN7r6Wx9cLtm6c0TgZMDV8BIHavTKgphBClgSQ39zGN1gtjuRkYPPoAYNCs4IlHI6hYwURaWhrr169n+/btDhtN1SukIs+FVsKiwnOLw4lLvvsTiLP5G50Iq+EGwPwjCVxLuv05eDQYguLsTvqNQySf3XjPcQshhHAsSW7uc4rihJvXSNzLjAVFj5rxL22aLuOBJuUBOHjwIMuXLyc2NtYh8X3Vox4BXi6ciUlm2KpDNu3btaorNb2cSc5QmbXfjOU2tTJagxce9Z8HZEJNIYQoDSS5EQDo3TpjKv8dGq0flswLBPp9QbcuXhgMBq5fv87SpUuJjIws8riMBmcW9GmERoEFey/w076L+d5Xoyi8HOyBXqtwJDqd36KSb7utKeRV0DiRcmEbqVd22yN0IYQQDiLJjbBy0tXC5LsAZ0NTUJNx0Uzlya6x+PmVJz09nY0bN7J161YyMjKKNK4Wgd68+3B1AF5afoBzMUn53tfXzYnnarsD8OPxBC7E5x27k0dl3Gv2ArL63gghhCi5JLkROWi0nnj4fInB4zkAMlN+5OEWf9A4NOvZM4cPH2bZsmXExMQUaVwfPFKDppU9iUvJoN+PEWRa8t/xt30VAw19dKRbYHqEmYzb7GsKHYmiNaB18UFV7/yEYyGEEMWXJDcil6x+OMNxLzMBFAMZqbuoUfkrunWth4uLCzdv3mTp0qUcP368yGJy1mpY+Ewj3HRatp2+yeSt+R/JpSgKQxp44OasEGXOYMXJvB8MqCtbj8qDz1H2oa9QFPloCCFESSX/govb0rt1wFR+LhqnilgyL+KivEvP7mWoWLEiGRkZbN68mS1btpCenv9RTPeiWlk3vuheD4AP1h9j74XYfO/rbdDyfD0PAFaeTOJkbN4xaw2e9xqmEEIIB5PkRtyRk646pvI/4GxoBmoq6Qljad86isaNsx61ffToUZYtW0Z0dP6fQ3MvBjSpzBP1fcmwqDy7KJyktPz3/2lewUDzCnosKsyIMJOWKc+0EUKI0kiSG3FXGq0JD59puBgHAJCasIhaAQvo9ng7XFxciI6O5ueff+bo0aOFHouiKHzdM5gKRgPHryfy+pojNu0/qK4HXnoNlxIzWXxMJssUQoh7sX37drp27UqFChVQFIVVq1ZZX0tPT+ftt9+mfv36uLm5UaFCBfr27culS5cKPS5JbkS+KIoWV8+huJf9FBQXMlJ346Z5m7CeIVSqVImMjAy2bNnC5s2bSUtLK9RYyrjpmNerIQBf7zjL6sP5n13WXadhSIOs5qnfziRz6EbhxiqEEKVZYmIiwcHBzJgxI9drSUlJhIeH88EHHxAeHs6KFSs4fvw4jz/+eKHHJRNnCptlpJ0i/sYbWDLOg6LH1XMUh4/78u+//6KqKl5eXnTs2JEyZcoUahyvrz7M59tPU9ZNx4HX2+BrzP+Ec98cNLP5XAplDBomt/bG1VnyfCGEY5SWiTMVRWHlypV07979ttvs3r2bpk2bcvbsWapUqZLrdZk4UziMky4Ik+8POBtagJpKUsxoagdto9vjXXBzcyMmJoaff/6ZI0eOFOpcTRMerUUDPyM3EtMYuCTCpmM9V9ud8q4abqZYmHdEmqeEEMWHqqpY0hMdshR2fUdcXByKouDp6Vmox3Eq1NJFqaXReODh8znJcXNINn9LSvyPuOuPE/bUaH7fspdz587xxx9/cOHCBdq2bYtOp7N7DHonLYueaUSTadtZf/w60/8+w6stA/O1r8FJw8vBRkbviGXbhRSalNfTxFdv9xiFEMJWakYSZ2d4OeTY/kNjUJzdCqXslJQU3n77bXr37l3oLSdScyMKTFE0uHq+iEfZySiKGxmp4aTGDqbTI4E0a9YMRVGIjIxk6dKlXL9+vVBiqOvrwcTH6gDw1tojHL4Sn+99a3nreDzIFYA5B83EpcqD+4QQojCkp6cTFhaGqqrMmjWr0I8nNTfinulc22J0nkf89TewZJzFfO0F6tQYhZ9fDzZu3EhcXBzLly+nZcuW1K1bF0VR7Hr8V1oE8NvRq6w/fp1nFoWza3hL9E7afO37VHU39l1L5Vx8JnMOmnkj1GT3+IQQwhaKkyv+Q4v2KfC3HtveshObs2fPsmXLliLp71osam5mzJhBQEAABoOBBx54gH///feO20+bNo2aNWvi4uJC5cqVee2110hJSSmiaEVenJwDMfnOx9mlNZBGYvQYPPQ/EBb2BAEBAWRmZrJt2zY2bNhAamqqXY+tKArfP90wq2PxZTPvrjuW732dtQpDGxrRKrDnahrbL8p9JIRwLEVR0Di7OWSx94+77MQmMjKSzZs3F/pAk2wOT26WLFnCyJEj+eijjwgPDyc4OJiOHTty7dq1PLdfvHgx77zzDh999BFHjx7lu+++Y8mSJbz77rtFHLn4L43GHY+yk3ExDQEgNeFn0syv0aljU1q0aIFGo+HUqVMsXbr0tu9vQfkaDXwXFgzA59tPs/lE/pvBAozOPFUjq4157uEEridl2jU2IYQorRISEoiIiCAiIgKAqKgoIiIiOHfuHOnp6fTs2ZM9e/awaNEiMjMzuXLlCleuXCn0R4Y4fCj4Aw88QJMmTZg+fToAFouFypUr8+qrr/LOO+/k2v6VV17h6NGj/P7779Z1r7/+Ort27eKvv/666/FkKHjRSEv+k4Qb76OqiShaHzzKTuJmjA8bN24kPj4ejUZD8+bNadCggV1/Kby0/ABf7zhLBaOB/a+3oYxb/joyZ1pURu+I4URsBnXLOPP+A55opHlKCFEESvJQ8K1bt9KuXbtc6/v168fo0aMJDMx7kMcff/xB27Ztc60vFUPB09LS2Lt3L+3bt7eu02g0tG/fnh07duS5T/Pmzdm7d6+16er06dOsW7eORx99NM/tU1NTMZvNORZR+HQurTD5/oDWKRA18zrmqy/g6b6TsLAwAgMDsVgs/PXXX/z22292bVKc0rUONX3cuGROYciy/fke1qjVKLzc0Iibk0L9svYf2SWEEKVR27ZtUVU11zJv3jwCAgLyfE1V1TwTG3tyaHJz48YNMjMzKV++fI715cuX58qVvJ8626dPHz7++GNatmyJs7MzQUFBtG3b9rbNUp988gkmk8m6VK5c2e7nIfKmdfbH5DsPnUs7IJ3E6HFkJE2lU6eHadWqFRqNhqioKJYuXXrb99tWrjonFj7TCCeNwoqDV5i7+3y+9/Vzc2L6Q2XoUc1Nam2EEKIEc3ifG1tt3bqVCRMmMHPmTOvjnH/99VfGjh2b5/ajRo0iLi7Oupw/n/8vO3HvFI0b7mUn4mJ6GVBITVhB/LWXqFfHjyeffBKj0Uh8fDwrV65k3759dnmAVGglT8Z2qgXA8FWHiLye/4f0yZOKhRCi5HPov+Rly5ZFq9Vy9erVHOuvXr2Kr69vnvt88MEHPPfcczz//PPUr1+fHj16MGHCBD755BMsltzPKdHr9RiNxhyLKFqKosHVNBAPn2koigcZaQeIvfIsXqZLhIWFERQUhMVi4Z9//mHdunV2aaZ6o20QbaqWITEtk+cW7yM9U55hI4QQ9wuHJjc6nY7Q0NAcnYMtFgu///47zZo1y3OfpKQkNJqcYWu1Wc80uc+mySpxdC4tsvrhOAehWm5ivvoiatoaOnToQJs2bdBqtZw5c4YlS5Zw+fLlezqWVqMwv3dDTAYn/j0fy9hNJ+x0FkIIIYo7h9fBjxw5km+++Yb58+dz9OhRXnrpJRITExkwYAAAffv2ZdSoUdbtu3btyqxZs/jpp5+Iiopi06ZNfPDBB3Tt2tWa5IjiS+tcGVP5uehc2wMZJMZ8SlLMeOrWrc6TTz6JyWQiISGBlStXsnfv3ntKWKt4uTK7ZwMAJvweyV9RN+10FkIIIYozhz+h+Omnn+b69et8+OGHXLlyhYYNG7J+/XprJ+Nz587lqKl5//33URSF999/n4sXL+Lj40PXrl0ZP368o05B2EjRuOJe5hNSdLVJip1BauIvZKafxLvsJMLCwti6dSuRkZHs3LmTS5cu0b59e1xcXAp0rKcbVmTd0Wss2HuBvov3sW9kG0wuznY+IyGEuHfS+mC/a+Dw59wUNXnOTfGSlryThJvvolrMKBpvPMp+ipM+hKNHj7J9+3YyMzNxc3PjkUceoWLFigU6hjklnYZTtnEmJpnnQisxv3eInc9CCCEKLj09nZMnT1KhQgVMJpOjw3GouLg4Ll26RLVq1XB2zvlD1Jbvb0luhMNlZlwg/vqbZKZHAlpcvUZicA8jOjqaDRs2EBMTg6IoNPm/9u48uqr63vv4e+99pswjGYCEQUFEUSFgilqHK1ZRFOqEFhWtj1ZFBemj0trq6tOruC6tC1u9pXpb21VHtCoOqOWColAEQcFSRguKBRIgIXNypv17/jjxQGQQJMlJDp/XWlnJ2ee39/nur4vk455+I0ZQVla2zzVXh2Lx5mrO+u/FuAaenTCMq4Z+u6AkItLejDHxJ/r27NnzW/2OSwau67Jt2za8Xi+lpaX7POBV4eYgFG66JuM201D9n4Sa3gHAnzaGtJxpRKIO77//PuvWxeaL6t27N6NGjSItLe2wP+P+t9fxn/+7kayAh1U/PovSnPafIE5E5NsIhUJs3rx5v3f9Hk1s26Zfv374fPs+TFXh5iAUbrouYwwt9c/QVPMbwMXxHU9G/gwcTxHr1q1j4cKFRCIRUlJSOO+88w77gYzhqMuZjy9m6ZYazuqfx//eMhLH1sP6RKRrcF23w+dc6up8Pt8Bj1wp3ByEwk3XF25ZRv2un2DcWiw7m4z8h/EGhsdPU1VXVwMwfPhwRowYcViHcD/b1cjQRxbSGIry0IWDmPYfAzpqN0REpB11m7mlRPbHGziVrKKncbzHYdwa6nZMornuWXJycrj88ssZPHgwAMuXL2fOnDk0NjYe8raPzU/j0XEnAnD/2+tZ8e+ajtgFERFJIIUb6ZIcTzFZhX/AlzoaiNJU8wgNVffjcaKcc845nHfeeXi9XrZt28YLL7zAli1bDnnbN4wo4bIhxURcwzXPfExjMNJxOyIiIp1O4Ua6LMsOkJ73/0jN+b+AQ6jpLWorf0g0so2BAwdy5ZVXkpeXR3NzM6+//jpLliw5pIvxLMti1uUn0TMzwPqdjfz49TUdvzMiItJpFG6kS7Msi5SMq8gseBzLziEa3kBtxbWEWpaSnZ3N5Zdfzoknxk4zffzxx7z66qvU19d/43bz0nz86apTAHjiwy947Z/tMyu5iIgknsKNdAvewHCyiv6C4xuMcWup33EHzXV/wXEczjrrLL73ve/h9XrZvn07L7zwAp9//vk3bnPUwB5MPas/AP9n9ioq6o58wk4REUk8hRvpNhxPEVmFT+JPuxhwaap5tPXpxs0MGDCA8ePH06NHD4LBIG+++SaLFy8mGo0edJsPjh7EyT0z2dUY4ocvrNTjz0VEkoDCjXQrluUnLfd+0nLuJXYdzjxqK28gGvk3WVlZXHbZZQwZMgSAlStX8sorr1BXV3fA7fk9Dk//YBgBj83b63fy2OLPO2dHRESkwyjcSLdjWRaBjCvILJiFZecSDX9GbcV1hJqX4DgOZ555JqNHj8bv91NZWcns2bPZtGnTAbd3QlEG/zUmdnv5PW+sYfX2A4chERHp+hRupNvyBoaSVfQ0Ht+JGLeO+p130lz7J4wx9O/fnyuvvJKCggKCwSBvvfUWH3zwwQFPU006vS+jBxUQjLhc8+wnhKNH9yPQRUS6M4Ub6dYcTwGZhU/gTxsHGJpqH6Nh1zSM20RmZiaXXnopp5xyCgCffvopL7/8MrW1tftsx7Is/nDlyQzIT2PafxyL19E/DRGR7krTL0jSaGl4mcbq/wIiON7+ZOT/CsdbCsDmzZuZP38+wWAQn8/HOeecw7HHHrvPNiJRF4+CjYhIl6PpF+SoFEi/lMzC32PZeUTDm1qvw1kEQL9+/Rg/fjxFRUWEQiHeeeed+ESce1OwERHp/vSbXJKK138y2cXP4PGdhDEN1O+8i6ba/8EYl4yMDMaNG8ewYcMAWL16NX/961+pqalJbNEiItKuFG4k6dhOPpmFv8effjlgaK6dRf2ue3DdBhzHYeTIkYwZM4ZAIMCuXbuYPXs2GzZsSHTZIiLSThRuJClZlpf03Gmk5f4M8BJufo+6iuuJhj8HoE+fPowfP57i4mLC4TDz5s3j3Xff3ec0lYiIdD8KN5LUAunjyCx8EtspIBr5nNqKiYSaFgKQnp7OuHHjGD58OABr1qzhpZdeYvfu3YksWUREjpDCjSQ9r/9Esor+gsc/FGMaqd/1Y5pqfo8xLrZtU15eziWXXEJKSgpVVVW8/vrr3zhtg4iIdF0KN3JUsJ08Mgt+RyB9PADNdU9Sv/PHuG4DACUlJYwfP57evXtz5pln4jhOIssVEZEjoOfcyFGnpeENGqsfAkLYnlIyevwKjzc2O7gxBsuyElugiIjsQ8+5ETmIQPoYsgr/B9spxI1sobbieoJNCwAUbEREkoDCjRyVPP7BrdfhlIFpomHXPTTV/DfG6FobEZHuTuFGjlq2k0tmweMEMn4AQHPdH6nfeReuq1nBRUS6M4UbOapZloe0nKmk5/0SLD/hlr9TV3EjxoQTXZqIiHxLCjcigD9tNFmFf8B2iglkXIlleRNdkoiIfEueRBcg0lV4fIPILn4erNRElyIiIkdA4UZkL5adlugSRETkCOm0lIiIiCQVhRsRERFJKgo3IiIiklQUbkRERCSpKNyIiIhIUlG4ERERkaSicCMiIiJJReFGREREkorCjYiIiCQVhRsRERFJKgo37cgEo4kuQURE5KinuaXaiYkaon+rBL+Nle/Hyvdh5fmx0tRiERGRzqS/vO2lPgyugaYoZksTZktTbHmKEws6+X6sfD+kOliWldhaRUREkpjCTTuxsn04FxZjqkOYXUHMriDUhKE5ivmyGfNlc2xgwI4HHSvfB2kehR0REZF2pHDTjiyvjVUYgMIAACbi7hV2QrA7BC0u5t/NmH+3hh3/18JOusKOiIjIkVC46UCWx8YqCEDBXmFndwizKxZ42B2CoIvZ2ozZulfYydvrNFaGwo6IiMjhULjpRJbHxuoRgB6tYSdqMNUhqIqdxjLVrWFnWwtmW0tsJd/Xwk6mwo6IiMjBdIlbwR9//HH69u1LIBCgvLycZcuWHXR8TU0NkyZNori4GL/fz8CBA5k7d24nVdt+LMfC7uHHHpSJc0YPnIt64nw3H/v4DKwefnAsCLmY7S24/6gl+u4OonO3E/2wCvezBkxNCGNMondDRESkS0n4kZsXXniBqVOnMmvWLMrLy5k5cybnn38+69evp6CgYJ/xoVCI8847j4KCAl566SV69erFF198QXZ2ducX384sx4I8P1aeH44D4xqo2XMay1SHIGwwFS2YitYjOx6r7ZGdLC+WrSM7IiJy9LJMgv/Xv7y8nBEjRvDYY48B4LouJSUl3HHHHUybNm2f8bNmzWLGjBmsW7cOr9d72J9XV1dHVlYWtbW1ZGZmHnH9ncm4BmrD8buxTFUIIl/7z+exsHL3CjvZCjsiItL9Hc7f74SGm1AoRGpqKi+99BLjxo2LL584cSI1NTXMmTNnn3UuvPBCcnNzSU1NZc6cOfTo0YMf/OAH3HvvvTiO842f2Z3DzdcZ10BdGLMzFnRMVRDCX/vP6ewddnyQ41PYERGRbudw/n4n9LTUrl27iEajFBYWtlleWFjIunXr9rvOpk2bWLBgARMmTGDu3Ll89tln3HbbbYTDYR544IF9xgeDQYLBYPx1XV1d++5EAlm2Bdk+rGwfDCB2/U1tOHYaq/UiZcImFn52tvbAsbByfPEHC5Lji50OExERSRIJv+bmcLmuS0FBAU888QSO41BWVsbWrVuZMWPGfsPN9OnT+cUvfpGASjufZe0Vdo5Nj4WdukjrKazWZ+2E3D0PGaQ+dkl5zp7TWFauwo6IiHRvCQ03+fn5OI5DZWVlm+WVlZUUFRXtd53i4mK8Xm+bU1DHH388FRUVhEIhfD5fm/E/+clPmDp1avx1XV0dJSUl7bgXXZdlWbELjLO8cExr2KmPxK/XMbuCEHShKhR7vX6vsJPXOj9Wrg/L0yVuqhMRETkkCQ03Pp+PsrIy5s+fH7/mxnVd5s+fz+23377fdU4//XSeffZZXNfFtmN/dDds2EBxcfE+wQbA7/fj9/s7bB+6E8uyINOLlemF/q2nsRoi8aBjdgWhZa+wswGwaA07vj1HdrwKOyIi0nUl/LTU1KlTmThxIsOHD+fUU09l5syZNDY2csMNNwBw3XXX0atXL6ZPnw7ArbfeymOPPcbkyZO544472LhxIw899BB33nlnInejW7IsCzK8WBle6JsWCzuN0bZ3YzVHoToUm0ZiY0Ms7GR7W4/s+GOhR2FHRES6kISHm/Hjx7Nz507uv/9+KioqOOWUU3j77bfjFxlv2bIlfoQGoKSkhHfeeYe77rqLk046iV69ejF58mTuvffeRO0CAOG6KtY8eQuWx4fl8WF7/FheP7Y3EPvypWB7U7D8qTj+1Ng4y8aybbAcLNvCshyw7fjy2OvY8ti4r5bbe712vvY69j57Lbes/b1nxdfd85kOpFhYfVKwvwo7TdH43FimKghNUdgdxuwOYz5riO18POy0ns7yKeyIiEjiJPw5N52to24Fr9+0mnVvPNJu20s8az+BycbnZJPuKyXNV0qqpzd+J7vNWsYYgqaaZlNJM5W0sBNjR9oEMfYb0GJhiwMEsq+/983hzm4NhfuGxgOHydh6jjeALz0nMW0XEZH96ja3gicTJ5CHVXsqYAAXLNP6swHLBQwG07rcbV3+9TFRMGEsIkAEQxTLigKR1nWiYIFlA3brreCWFTu6Y9uw12ssK3YKCQuMizEG40Zbf3YxrgvGPcgetY4nionuWdpMI82NW9nJEgC8Tgbp/n6kB/qS7u9HwJtPwMojQB45DI6tE6qgIfg5DS2f0xD8FxG3sd363hEyS0/guHE/TnQZIiLyLSnctBN/Xg/6nH8xbjCKG4oSDcW+7/tzBLclTDQYwQ1HccMGzP5vvf6mG7LNAX7ed2AYCGJZYWw7iuW42B6wvBa238HxeXACXuyUAE5qACc1Jfblc7C8Vmyc0zresbA8YHmsPeHMjWJcl6hxaQruxq53sBs8OI1enKCXFF8RKb4iemR8B4CIN0gk0EQ40EjI14Brh+Jhy7jRNuHLuLEw1ubnvcbEXn8V2KJtxrXdRhRcgzHR/az31fux1443cOj/4UVEpMtRuGknjt9Dj1N7HfZ6xhhM1OAGW4PPgUJRS4hIfQORxkaiTc1EW1qItoRwgxGiIRcTMbgRC+M6GOPBGB9YrdNTWF7AiwGiLrGDQGGgeX8VBVu/ag6lemwv2F4b2+/B8Xux/V4cvwfbF8bxhfF4HfweL37Lg8+18UQtPGE/nrCfQH3s1I8J2Jhsb+yanYIAToZXM5+LiMi3pnCTYJZlYXksbI+NJ+3w58o6mGg4SqS+lkhNFeHaaiJ1NUTq6og0NBBpbCLa3Ey0uYVoMBQ/4uRGwEQdjB0AK4CxUsAKgJWCsQJgp4D11a31Fm6Y2NGnpjCxxHRwjschLSOF9MxU0jNSCaT6sVpcrIogVMQeLNjUEqKxoZmmliDN4RDGBtvnYPscnNbvts/B8TvYXge79bvjd/Y/zrdnjKaeEBFJfgo3SczxOji5ufhzcw9rPRMJE22sJtpQFf8eaagi2rAt9nN9NZH6WqJ7haRIcxCMtzUQtYah1oAUD0at3xsaU2iojAUnx5NOalYBaVm5pGdlkpLqxx/w4Q/4+KrqYEuIxvomGmqaaairJxz65hB1IJbX3jf4fO11SlE6BacdHQ96FBFJRgo3sg/L48WTVYgnq/CbB7cyxmCCja0h6EBfXxJtrG4zxm2qIbw9dhJsNxa2N4+U/NNIyf8OqXnDCWQdtyfs9MgGINRcTdPuz2ms3UpT427CUYPlZICThrFTwfJjjC92ei7q4Eb2HK0xYZdI2IXGAwekzIF5CjciIt2Ywo20C8uysALp+ALpkN/nkNcz0QjRxt37BqHGapoa3qWh9jWcSBYeqxf+wAB8qQPwpeTiS8klu+cwAMLN22ne9SHNuxbQtOPvhBs2t/0MAHxgx44c2YF8rNQC7JQeWIF8LH8Oli8by5sJTgaB3Ej7NUZERDqdwo0klOV48GT2wJPZ45DGm4iLqQri7mjE7GyBevCmFOMt+T6ZJd8HwHUbCIX+RUv9apqrlxGsWkW0oZpo024stxYaKzGN/yR6gM/wnDAKOL99dlBERDqdwo10K5bHxipMwS5MAVrDzu7wnrmxdoewSScQOJlA4GSye0wAv42V54M8LyYtSNTsJtp4oFNn1fhLTkrwXoqIyJFQuJFuzfLYWD380CN2B5eJGti9ZyJQUx2CoIvZ1gLbWgBwfBl48vJic2P19cVmTtet5yIiSUPhRpKK5ViQH5vUE1rDTk0oNjfWV2En5GK2t2C2x8IOXmvP3Fj5foUdEZFuTuFGkprlWJDnx8rzw3EZGHc/YSdsMBUtmIrWsJPlxXNOQWILFxGRb03hRo4qlm1Brh8r1w8DW8NO7Z5rdkxVCCu7fR+mKCIinUvhRo5qlm1Bjg8rxwcDMjDGQPigM3WJiEgXp3AjshfLssCn621ERLozO9EFiIiIiLQnhRsRERFJKgo3IiIiklQUbkRERCSpKNyIiIhIUlG4ERERkaSicCMiIiJJReFGREREkorCjYiIiCQVhRsRERFJKgo3IiIiklQUbkRERCSpKNyIiIhIUjnqZgU3xgBQV1eX4EpERETkUH31d/urv+MHc9SFm/r6egBKSkoSXImIiIgcrvr6erKysg46xjKHEoGSiOu6bNu2jYyMDCzLatdt19XVUVJSwpdffklmZma7blv2UJ87h/rcOdTnzqNed46O6rMxhvr6enr27IltH/yqmqPuyI1t2/Tu3btDPyMzM1P/cDqB+tw51OfOoT53HvW6c3REn7/piM1XdEGxiIiIJBWFGxEREUkqCjftyO/388ADD+D3+xNdSlJTnzuH+tw51OfOo153jq7Q56PugmIRERFJbjpyIyIiIklF4UZERESSisKNiIiIJBWFm3by+OOP07dvXwKBAOXl5SxbtizRJXVr06dPZ8SIEWRkZFBQUMC4ceNYv359mzEtLS1MmjSJvLw80tPTueyyy6isrExQxcnh4YcfxrIspkyZEl+mPrefrVu3cs0115CXl0dKSgpDhgxh+fLl8feNMdx///0UFxeTkpLCqFGj2LhxYwIr7n6i0Sg///nP6devHykpKRxzzDH88pe/bPPIfvX58L3//vtcfPHF9OzZE8uyePXVV9u8fyg9ra6uZsKECWRmZpKdnc2NN95IQ0NDxxRs5Ig9//zzxufzmT/+8Y/mn//8p7nppptMdna2qaysTHRp3db5559vnnrqKbN69WqzcuVKc+GFF5rS0lLT0NAQH3PLLbeYkpISM3/+fLN8+XLzne98x5x22mkJrLp7W7Zsmenbt6856aSTzOTJk+PL1ef2UV1dbfr06WOuv/56s3TpUrNp0ybzzjvvmM8++yw+5uGHHzZZWVnm1VdfNatWrTKXXHKJ6devn2lubk5g5d3Lgw8+aPLy8swbb7xhNm/ebF588UWTnp5uHn300fgY9fnwzZ0719x3333m5ZdfNoB55ZVX2rx/KD294IILzMknn2w+/PBD88EHH5hjjz3WXH311R1Sr8JNOzj11FPNpEmT4q+j0ajp2bOnmT59egKrSi47duwwgFm4cKExxpiamhrj9XrNiy++GB+zdu1aA5glS5Ykqsxuq76+3gwYMMDMmzfPnHXWWfFwoz63n3vvvdecccYZB3zfdV1TVFRkZsyYEV9WU1Nj/H6/ee655zqjxKRw0UUXmR/+8Idtll166aVmwoQJxhj1uT18PdwcSk/XrFljAPPRRx/Fx7z11lvGsiyzdevWdq9Rp6WOUCgUYsWKFYwaNSq+zLZtRo0axZIlSxJYWXKpra0FIDc3F4AVK1YQDofb9H3QoEGUlpaq79/CpEmTuOiii9r0E9Tn9vTaa68xfPhwrrjiCgoKChg6dChPPvlk/P3NmzdTUVHRptdZWVmUl5er14fhtNNOY/78+WzYsAGAVatWsWjRIkaPHg2ozx3hUHq6ZMkSsrOzGT58eHzMqFGjsG2bpUuXtntNR93cUu1t165dRKNRCgsL2ywvLCxk3bp1Caoqubiuy5QpUzj99NM58cQTAaioqMDn85Gdnd1mbGFhIRUVFQmosvt6/vnn+fjjj/noo4/2eU99bj+bNm3id7/7HVOnTuWnP/0pH330EXfeeSc+n4+JEyfG+7m/3yXq9aGbNm0adXV1DBo0CMdxiEajPPjgg0yYMAFAfe4Ah9LTiooKCgoK2rzv8XjIzc3tkL4r3EiXN2nSJFavXs2iRYsSXUrS+fLLL5k8eTLz5s0jEAgkupyk5rouw4cP56GHHgJg6NChrF69mlmzZjFx4sQEV5c8Zs+ezTPPPMOzzz7LCSecwMqVK5kyZQo9e/ZUn48iOi11hPLz83EcZ5+7RyorKykqKkpQVcnj9ttv54033uDdd99tM5t7UVERoVCImpqaNuPV98OzYsUKduzYwbBhw/B4PHg8HhYuXMhvfvMbPB4PhYWF6nM7KS4uZvDgwW2WHX/88WzZsgUg3k/9Ljkyd999N9OmTeOqq65iyJAhXHvttdx1111Mnz4dUJ87wqH0tKioiB07drR5PxKJUF1d3SF9V7g5Qj6fj7KyMubPnx9f5rou8+fPZ+TIkQmsrHszxnD77bfzyiuvsGDBAvr169fm/bKyMrxeb5u+r1+/ni1btqjvh+Hcc8/lH//4BytXrox/DR8+nAkTJsR/Vp/bx+mnn77P4ww2bNhAnz59AOjXrx9FRUVtel1XV8fSpUvV68PQ1NSEbbf90+Y4Dq7rAupzRziUno4cOZKamhpWrFgRH7NgwQJc16W8vLz9i2r3S5SPQs8//7zx+/3mT3/6k1mzZo25+eabTXZ2tqmoqEh0ad3WrbfearKyssx7771ntm/fHv9qamqKj7nllltMaWmpWbBggVm+fLkZOXKkGTlyZAKrTg573y1ljPrcXpYtW2Y8Ho958MEHzcaNG80zzzxjUlNTzdNPPx0f8/DDD5vs7GwzZ84c8+mnn5qxY8fqFuXDNHHiRNOrV6/4reAvv/yyyc/PN/fcc098jPp8+Orr680nn3xiPvnkEwOYRx55xHzyySfmiy++MMYcWk8vuOACM3ToULN06VKzaNEiM2DAAN0K3tX99re/NaWlpcbn85lTTz3VfPjhh4kuqVsD9vv11FNPxcc0Nzeb2267zeTk5JjU1FTz/e9/32zfvj1xRSeJr4cb9bn9vP766+bEE080fr/fDBo0yDzxxBNt3ndd1/z85z83hYWFxu/3m3PPPdesX78+QdV2T3V1dWby5MmmtLTUBAIB079/f3PfffeZYDAYH6M+H7533313v7+TJ06caIw5tJ5WVVWZq6++2qSnp5vMzExzww03mPr6+g6pV7OCi4iISFLRNTciIiKSVBRuREREJKko3IiIiEhSUbgRERGRpKJwIyIiIklF4UZERESSisKNiIiIJBWFGxEREUkqCjci0mWdffbZTJkypdt/hoh0LoUbERERSSoKNyIiIpJUFG5EpFvYvXs31113HTk5OaSmpjJ69Gg2btwYf7+qqoqrr76aXr16kZqaypAhQ3juuefabKOxsZHrrruO9PR0iouL+fWvf93ZuyEinUDhRkS6heuvv57ly5fz2muvsWTJEowxXHjhhYTDYQBaWlooKyvjzTffZPXq1dx8881ce+21LFu2LL6Nu+++m4ULFzJnzhz+9re/8d577/Hxxx8napdEpINoVnAR6bLOPvtsTjnlFCZNmsTAgQNZvHgxp512GhA7UlNSUsKf//xnrrjiiv2uP2bMGAYNGsSvfvUrGhoayMvL4+mnn46Pr66upnfv3tx8883MnDmzs3ZLRDqYJ9EFiIh8k7Vr1+LxeCgvL48vy8vL47jjjmPt2rUARKNRHnroIWbPns3WrVsJhUIEg0FSU1MB+Ne//kUoFGqzjdzcXI477rjO3RkR6XAKNyKSFGbMmMGjjz7KzJkzGTJkCGlpaUyZMoVQKJTo0kSkk+maGxHp8o4//ngikQhLly6NL6uqqmL9+vUMHjwYgMWLFzN27FiuueYaTj75ZPr378+GDRvi44855hi8Xm+bbezevbvNGBFJDgo3ItLlDRgwgLFjx3LTTTexaNEiVq1axTXXXEOvXr0YO3ZsfMy8efP4+9//ztq1a/nRj35EZWVlfBvp6enceOON3H333SxYsIDVq1dz/fXXY9v6NSiSbPSvWkS6haeeeoqysjLGjBnDyJEjMcYwd+5cvF4vAD/72c8YNmwY559/PmeffTZFRUWMGzeuzTZmzJjBd7/7XS6++GJGjRrFGWecQVlZWQL2RkQ6ku6WEhERkaSiIzciIiKSVBRuREREJKko3IiIiEhSUbgRERGRpKJwIyIiIklF4UZERESSisKNiIiIJBWFGxEREUkqCjciIiKSVBRuREREJKko3IiIiEhSUbgRERGRpPL/AdKvj0H1HTK5AAAAAElFTkSuQmCC",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
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"# x axis: exploits\n",
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"# y axis: speedup and eff\n",
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"# At each xtick: compartments 0-100 for appl. Min, mean, max for each?\n",
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"tmp_pv = pd.DataFrame(timing_df.pivot_table(index=[\"exploit\", \"nodes\"], values=[\"speedup\"], aggfunc='mean').to_records())\n",
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"ax = sns.lineplot(x=\"exploit\", y=\"speedup\", hue=\"nodes\", palette=\"colorblind\", data=tmp_pv).set(title='Mean Speedup for the Exploit Parameter\\n Across the Number of Compute Nodes')\n",
|
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"plt.show()\n",
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"\n",
|
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"tmp_pv = pd.DataFrame(timing_df.pivot_table(index=[\"appl\", \"nodes\"], values=[\"speedup\"], aggfunc='mean').to_records())\n",
|
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"ax = sns.lineplot(x=\"appl\", y=\"speedup\", hue=\"nodes\", palette=\"colorblind\", data=tmp_pv).set(title='Mean Speedup for the Applicable Exploit Parameter\\n Across the Number of Compute Nodes')\n",
|
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"plt.show()\n",
|
|
"\n",
|
|
"tmp_pv = pd.DataFrame(timing_df.pivot_table(index=[\"load\", \"nodes\"], values=[\"speedup\"], aggfunc='mean').to_records())\n",
|
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"tmp_pv['load'] = tmp_pv['load'].replace(395,0)\n",
|
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"tmp_pv['load'] = tmp_pv['load'].replace(296,25)\n",
|
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"tmp_pv['load'] = tmp_pv['load'].replace(197,50)\n",
|
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"tmp_pv['load'] = tmp_pv['load'].replace(79,75)\n",
|
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"tmp_pv['load'] = tmp_pv['load'].replace(1,100)\n",
|
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"ax = sns.lineplot(x=\"load\", y=\"speedup\", hue=\"nodes\", palette=\"colorblind\", data=tmp_pv).set(title='Mean Speedup for the Database Load Parameter\\n Across the Number of Compute Nodes')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
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"data": {
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
|
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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},
|
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
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"# HARDCODING/LIMITING AX FOR PRELIM RES ONLY\n",
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"\n",
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"# x axis: exploits\n",
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"# y axis: speedup and eff\n",
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"# At each xtick: compartments 0-100 for appl. Min, mean, max for each?\n",
|
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"new_tmp_df = timing_df.drop(timing_df[timing_df.exploit > 3000].index)\n",
|
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"new_tmp_pv = pd.DataFrame(new_tmp_df.pivot_table(index=[\"exploit\", \"nodes\"], values=[\"speedup\"], aggfunc='mean').to_records())\n",
|
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"\n",
|
|
"ax = sns.lineplot(x=\"exploit\", y=\"speedup\", hue=\"nodes\", palette=\"colorblind\", data=new_tmp_pv).set(title='Mean Speedup for the Exploit Parameter\\n Across the Number of Compute Nodes')\n",
|
|
"plt.show()\n",
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"\n",
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"\n",
|
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"\n",
|
|
"new_tmp_pv = pd.DataFrame(new_tmp_df.pivot_table(index=[\"exploit\", \"nodes\"], values=[\"speedup\"], aggfunc='mean').to_records())\n",
|
|
"ax = sns.lineplot(x=\"exploit\", y=\"speedup\", hue=\"nodes\", palette=\"colorblind\", data=new_tmp_pv).set(title='Mean Speedup for the Exploit Parameter\\n Across the Number of Compute Nodes')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"new_tmp_pv = pd.DataFrame(timing_df.pivot_table(index=[\"appl\", \"nodes\"], values=[\"speedup\"], aggfunc='mean').to_records())\n",
|
|
"ax = sns.lineplot(x=\"appl\", y=\"speedup\", hue=\"nodes\", palette=\"colorblind\", data=new_tmp_pv).set(title='Mean Speedup for the Applicable Exploit Parameter\\n Across the Number of Compute Nodes')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"tmp_pv = pd.DataFrame(timing_df.pivot_table(index=[\"load\", \"nodes\"], values=[\"speedup\"], aggfunc='mean').to_records())\n",
|
|
"tmp_pv['load'] = tmp_pv['load'].replace(395,0)\n",
|
|
"tmp_pv['load'] = tmp_pv['load'].replace(296,25)\n",
|
|
"tmp_pv['load'] = tmp_pv['load'].replace(197,50)\n",
|
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"tmp_pv['load'] = tmp_pv['load'].replace(79,75)\n",
|
|
"tmp_pv['load'] = tmp_pv['load'].replace(1,100)\n",
|
|
"ax = sns.lineplot(x=\"load\", y=\"speedup\", hue=\"nodes\", palette=\"colorblind\", data=tmp_pv).set(title='Mean Speedup for the Database Load Parameter\\n Across the Number of Compute Nodes')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
|
{
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"data": {
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"# x axis: exploits\n",
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"# y axis: speedup and eff\n",
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"# At each xtick: compartments 0-100 for appl. Min, mean, max for each?\n",
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"tmp_pv = pd.DataFrame(timing_df.pivot_table(index=[\"exploit\", \"nodes\"], values=[\"efficiency\"], aggfunc='mean').to_records())\n",
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"ax = sns.lineplot(x=\"exploit\", y=\"efficiency\", hue=\"nodes\", palette=\"colorblind\", data=tmp_pv).set(title='Mean Efficiency for the Exploit Parameter\\n Across the Number of Compute Nodes')\n",
|
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"plt.show()\n",
|
|
"\n",
|
|
"tmp_pv = pd.DataFrame(timing_df.pivot_table(index=[\"appl\", \"nodes\"], values=[\"efficiency\"], aggfunc='mean').to_records())\n",
|
|
"ax = sns.lineplot(x=\"appl\", y=\"efficiency\", hue=\"nodes\", palette=\"colorblind\", data=tmp_pv).set(title='Mean Efficiency for the Applicable Exploit Parameter\\n Across the Number of Compute Nodes')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"tmp_pv = pd.DataFrame(timing_df.pivot_table(index=[\"load\", \"nodes\"], values=[\"efficiency\"], aggfunc='mean').to_records())\n",
|
|
"tmp_pv['load'] = tmp_pv['load'].replace(395,0)\n",
|
|
"tmp_pv['load'] = tmp_pv['load'].replace(296,25)\n",
|
|
"tmp_pv['load'] = tmp_pv['load'].replace(197,50)\n",
|
|
"tmp_pv['load'] = tmp_pv['load'].replace(79,75)\n",
|
|
"tmp_pv['load'] = tmp_pv['load'].replace(1,100)\n",
|
|
"ax = sns.lineplot(x=\"load\", y=\"efficiency\", hue=\"nodes\", palette=\"colorblind\", data=tmp_pv).set(title='Mean Efficiency for the Database Load Parameter\\n Across the Number of Compute Nodes')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# HARDCODING/LIMITING AX FOR PRELIM RES ONLY\n",
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"\n",
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"# x axis: exploits\n",
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"# y axis: speedup and eff\n",
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"# At each xtick: compartments 0-100 for appl. Min, mean, max for each?\n",
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"\n",
|
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"new_tmp_df = timing_df.drop(timing_df[timing_df.exploit > 3000].index)\n",
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"\n",
|
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"new_tmp_pv = pd.DataFrame(new_tmp_df.pivot_table(index=[\"exploit\", \"nodes\"], values=[\"efficiency\"], aggfunc='mean').to_records())\n",
|
|
"ax = sns.lineplot(x=\"exploit\", y=\"efficiency\", hue=\"nodes\", palette=\"colorblind\", data=new_tmp_pv).set(title='Mean Efficiency for the Exploit Parameter\\n Across the Number of Compute Nodes')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"new_tmp_pv = pd.DataFrame(new_tmp_df.pivot_table(index=[\"appl\", \"nodes\"], values=[\"efficiency\"], aggfunc='mean').to_records())\n",
|
|
"ax = sns.lineplot(x=\"appl\", y=\"efficiency\", hue=\"nodes\", palette=\"colorblind\", data=new_tmp_pv).set(title='Mean Efficiency for the Applicable Exploit Parameter\\n Across the Number of Compute Nodes')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"tmp_pv = pd.DataFrame(timing_df.pivot_table(index=[\"load\", \"nodes\"], values=[\"efficiency\"], aggfunc='mean').to_records())\n",
|
|
"tmp_pv['load'] = tmp_pv['load'].replace(395,0)\n",
|
|
"tmp_pv['load'] = tmp_pv['load'].replace(296,25)\n",
|
|
"tmp_pv['load'] = tmp_pv['load'].replace(197,50)\n",
|
|
"tmp_pv['load'] = tmp_pv['load'].replace(79,75)\n",
|
|
"tmp_pv['load'] = tmp_pv['load'].replace(1,100)\n",
|
|
"ax = sns.lineplot(x=\"load\", y=\"efficiency\", hue=\"nodes\", palette=\"colorblind\", data=tmp_pv).set(title='Mean Efficiency for the Database Load Parameter\\n Across the Number of Compute Nodes')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Linear Regression"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Indiv Vars\n",
|
|
"### Linear Regression - Overall Runtime\n",
|
|
"#### Nodes"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"intercept 0.00014215703009013694\n",
|
|
" Predictor coefficient\n",
|
|
"0 nodes -0.255466\n",
|
|
"\n",
|
|
"Regression statistics\n",
|
|
"\n",
|
|
" Mean Error (ME) : 0.0000\n",
|
|
" Root Mean Squared Error (RMSE) : 0.9457\n",
|
|
" Mean Absolute Error (MAE) : 0.4004\n",
|
|
" Mean Percentage Error (MPE) : -153.9195\n",
|
|
"Mean Absolute Percentage Error (MAPE) : 469.3563\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"predictors = ['nodes']\n",
|
|
"overall_outcome = 'runtime'\n",
|
|
"norm_df = (timing_df-timing_df.mean())/timing_df.std()\n",
|
|
"# partition data\n",
|
|
"X = norm_df[predictors]\n",
|
|
"overall_y = norm_df[overall_outcome]\n",
|
|
"train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n",
|
|
"runtime_lm = LinearRegression()\n",
|
|
"runtime_lm.fit(train_X, train_y)\n",
|
|
"# print coefficients\n",
|
|
"print('intercept ', runtime_lm.intercept_)\n",
|
|
"print(pd.DataFrame({'Predictor': X.columns, 'coefficient': runtime_lm.coef_}))\n",
|
|
"# print performance measures\n",
|
|
"regressionSummary(train_y, runtime_lm.predict(train_X))"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Exploit"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"intercept -0.006679327812999215\n",
|
|
" Predictor coefficient\n",
|
|
"0 exploit 0.876264\n",
|
|
"\n",
|
|
"Regression statistics\n",
|
|
"\n",
|
|
" Mean Error (ME) : 0.0000\n",
|
|
" Root Mean Squared Error (RMSE) : 0.4366\n",
|
|
" Mean Absolute Error (MAE) : 0.1452\n",
|
|
" Mean Percentage Error (MPE) : -56.0992\n",
|
|
"Mean Absolute Percentage Error (MAPE) : 193.5384\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"predictors = ['exploit']\n",
|
|
"overall_outcome = 'runtime'\n",
|
|
"\n",
|
|
"# partition data\n",
|
|
"X = norm_df[predictors]\n",
|
|
"overall_y = norm_df[overall_outcome]\n",
|
|
"train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n",
|
|
"runtime_lm = LinearRegression()\n",
|
|
"runtime_lm.fit(train_X, train_y)\n",
|
|
"# print coefficients\n",
|
|
"print('intercept ', runtime_lm.intercept_)\n",
|
|
"print(pd.DataFrame({'Predictor': X.columns, 'coefficient': runtime_lm.coef_}))\n",
|
|
"# print performance measures\n",
|
|
"regressionSummary(train_y, runtime_lm.predict(train_X))"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Appl"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"intercept 0.00013241619854788668\n",
|
|
" Predictor coefficient\n",
|
|
"0 appl 0.123285\n",
|
|
"\n",
|
|
"Regression statistics\n",
|
|
"\n",
|
|
" Mean Error (ME) : 0.0000\n",
|
|
" Root Mean Squared Error (RMSE) : 0.9715\n",
|
|
" Mean Absolute Error (MAE) : 0.3759\n",
|
|
" Mean Percentage Error (MPE) : 93.5442\n",
|
|
"Mean Absolute Percentage Error (MAPE) : 116.5608\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"predictors = ['appl']\n",
|
|
"overall_outcome = 'runtime'\n",
|
|
"\n",
|
|
"# partition data\n",
|
|
"X = norm_df[predictors]\n",
|
|
"overall_y = norm_df[overall_outcome]\n",
|
|
"train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n",
|
|
"runtime_lm = LinearRegression()\n",
|
|
"runtime_lm.fit(train_X, train_y)\n",
|
|
"# print coefficients\n",
|
|
"print('intercept ', runtime_lm.intercept_)\n",
|
|
"print(pd.DataFrame({'Predictor': X.columns, 'coefficient': runtime_lm.coef_}))\n",
|
|
"# print performance measures\n",
|
|
"regressionSummary(train_y, runtime_lm.predict(train_X))"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Load"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"intercept -0.007075826820466129\n",
|
|
" Predictor coefficient\n",
|
|
"0 load -0.183009\n",
|
|
"\n",
|
|
"Regression statistics\n",
|
|
"\n",
|
|
" Mean Error (ME) : 0.0000\n",
|
|
" Root Mean Squared Error (RMSE) : 0.9620\n",
|
|
" Mean Absolute Error (MAE) : 0.3813\n",
|
|
" Mean Percentage Error (MPE) : 233.9860\n",
|
|
"Mean Absolute Percentage Error (MAPE) : 370.4181\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"predictors = ['load']\n",
|
|
"overall_outcome = 'runtime'\n",
|
|
"\n",
|
|
"# partition data\n",
|
|
"X = norm_df[predictors]\n",
|
|
"overall_y = norm_df[overall_outcome]\n",
|
|
"train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n",
|
|
"runtime_lm = LinearRegression()\n",
|
|
"runtime_lm.fit(train_X, train_y)\n",
|
|
"# print coefficients\n",
|
|
"print('intercept ', runtime_lm.intercept_)\n",
|
|
"print(pd.DataFrame({'Predictor': X.columns, 'coefficient': runtime_lm.coef_}))\n",
|
|
"# print performance measures\n",
|
|
"regressionSummary(train_y, runtime_lm.predict(train_X))"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## All Vars"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Linear Regression - Overall Runtime"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"intercept -0.001661686455377755\n",
|
|
" Predictor coefficient\n",
|
|
"0 nodes -0.024622\n",
|
|
"1 exploit 0.877093\n",
|
|
"2 appl 0.128728\n",
|
|
"3 load 0.031007\n",
|
|
"\n",
|
|
"Regression statistics\n",
|
|
"\n",
|
|
" Mean Error (ME) : 0.0000\n",
|
|
" Root Mean Squared Error (RMSE) : 0.4165\n",
|
|
" Mean Absolute Error (MAE) : 0.1847\n",
|
|
" Mean Percentage Error (MPE) : -112.7836\n",
|
|
"Mean Absolute Percentage Error (MAPE) : 284.0935\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"predictors = ['nodes', 'exploit', 'appl', 'load']\n",
|
|
"overall_outcome = 'runtime'\n",
|
|
"\n",
|
|
"# partition data\n",
|
|
"X = norm_df[predictors]\n",
|
|
"overall_y = norm_df[overall_outcome]\n",
|
|
"train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n",
|
|
"runtime_lm = LinearRegression()\n",
|
|
"runtime_lm.fit(train_X, train_y)\n",
|
|
"# print coefficients\n",
|
|
"print('intercept ', runtime_lm.intercept_)\n",
|
|
"print(pd.DataFrame({'Predictor': X.columns, 'coefficient': runtime_lm.coef_}))\n",
|
|
"# print performance measures\n",
|
|
"regressionSummary(train_y, runtime_lm.predict(train_X))"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Nonlinear Regression"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Random Forest"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Nodes"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/noah/.local/lib/python3.10/site-packages/sklearn/base.py:420: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
|
|
" warnings.warn(\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Random Forest\n",
|
|
"#predictors = ['nodes', 'exploit', 'appl', 'load']\n",
|
|
"predictors = ['nodes']\n",
|
|
"overall_outcome = 'runtime'\n",
|
|
"\n",
|
|
"# partition data\n",
|
|
"X = timing_df[predictors]\n",
|
|
"overall_y = timing_df[overall_outcome]\n",
|
|
"train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n",
|
|
"\n",
|
|
"regressor = RandomForestRegressor(n_estimators = 10, random_state = 0)\n",
|
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"regressor.fit(train_X, train_y)\n",
|
|
"\n",
|
|
"X_grid = np.arange(0, 12, 1)\n",
|
|
"X_grid = X_grid.reshape((len(X_grid),1))\n",
|
|
"plt.scatter(X, overall_y, color = 'red')\n",
|
|
"plt.plot(X_grid, regressor.predict(X_grid), color = 'blue')\n",
|
|
"plt.title('Random Forest Regression')\n",
|
|
"plt.xlabel('Nodes')\n",
|
|
"plt.ylabel('Runtime (ms)')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Exploit"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/noah/.local/lib/python3.10/site-packages/sklearn/base.py:420: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
|
|
" warnings.warn(\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Random Forest\n",
|
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"#predictors = ['nodes', 'exploit', 'appl', 'load']\n",
|
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"predictors = ['exploit']\n",
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"overall_outcome = 'runtime'\n",
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"\n",
|
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"# partition data\n",
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"X = timing_df[predictors]\n",
|
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"overall_y = timing_df[overall_outcome]\n",
|
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"train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n",
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"\n",
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"regressor = RandomForestRegressor(n_estimators = 10, random_state = 0)\n",
|
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"regressor.fit(train_X, train_y)\n",
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"\n",
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"X_grid = np.arange(0, 49152, 10)\n",
|
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"X_grid = X_grid.reshape((len(X_grid),1))\n",
|
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"plt.scatter(X, overall_y, color = 'red')\n",
|
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"plt.plot(X_grid, regressor.predict(X_grid), color = 'blue')\n",
|
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"plt.title('Random Forest Regression')\n",
|
|
"plt.xlabel('Exploits')\n",
|
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"plt.ylabel('Runtime (ms)')\n",
|
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"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Applicable"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/noah/.local/lib/python3.10/site-packages/sklearn/base.py:420: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
|
|
" warnings.warn(\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Random Forest\n",
|
|
"#predictors = ['nodes', 'exploit', 'appl', 'load']\n",
|
|
"predictors = ['appl']\n",
|
|
"overall_outcome = 'runtime'\n",
|
|
"\n",
|
|
"# partition data\n",
|
|
"X = timing_df[predictors]\n",
|
|
"overall_y = timing_df[overall_outcome]\n",
|
|
"train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n",
|
|
"\n",
|
|
"regressor = RandomForestRegressor(n_estimators = 10, random_state = 0)\n",
|
|
"regressor.fit(train_X, train_y)\n",
|
|
"\n",
|
|
"X_grid = np.arange(0, 100, 10)\n",
|
|
"X_grid = X_grid.reshape((len(X_grid),1))\n",
|
|
"plt.scatter(X, overall_y, color = 'red')\n",
|
|
"plt.plot(X_grid, regressor.predict(X_grid), color = 'blue')\n",
|
|
"plt.title('Random Forest Regression')\n",
|
|
"plt.xlabel('Applicability of Exploits')\n",
|
|
"plt.ylabel('Runtime (ms)')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Load"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/noah/.local/lib/python3.10/site-packages/sklearn/base.py:420: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n",
|
|
" warnings.warn(\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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vvjC8X1RUhAULFlj8+c888wx0Oh2mTp1q8l5hYaFh+27dumVSZ/pRaPo60defnpOTE8LDw43KlNS+fXsEBATg008/NSqzceNGnDx5Er169bJ4W4hszWGuqJTl4sWLWLx4MS5evIh69eoBAN566y1s2rQJixcvxvTp0/HXX3/hwoULWLlyJb755hvodDqMGTMGAwYMsHhIJ6nTuHHj8PTTT2PJkiUYNmwYevfujaSkJDz11FPo1asXUlNT8emnn6JVq1bIycmx6jNmzJiBXr164ZFHHkFCQgJu3ryJ+fPn4/777zdaZ58+fdClSxdMmjQJ58+fR5s2bbBlyxasW7cOo0ePtmrora3NmjULMTExiIyMxEsvvWQYnuzt7Y3333+/3N8PDQ3FtGnTMHHiRJw/fx79+vWDp6cnUlNTsWbNGrzyyit46623sGPHDowcORJPP/00mjVrhsLCQnz77bfQarXo37+/YX0RERHYtm0b5s6di3r16qFx48aGzsMVMWrUKCQmJmLmzJlYsWIFxo0bh/Xr16N3796Ij49HREQEcnNzcezYMaxatQrnz5+Hn58f+vXrhw4dOuDNN9/E2bNn0aJFC6xfv97wJceSKz6PPfYYXn31VcyYMQMpKSl4/PHHUbNmTZw5cwYrV67EvHnzMGDAACxduhQLFy7EU089hdDQUGRnZ+OLL76Al5eXIUnUf8Hq2rUrgoODceHCBcyfPx9t27Y19HUqqWbNmvjoo48wZMgQPPbYYxg4cKBheHKjRo0wZsyYCtcnkc3INdzIngCINWvWGH7WD7Fzd3c3etWoUUM888wzQgghhg4dKgCIU6dOGX7v8OHDAoD4888/q3oTyMb0w25LG9ap0+lEaGioCA0NFYWFhaKoqEhMnz5dNGzYULi4uIh27dqJH3/8UcTFxRkNJdYPdZ01a5bJOgGIyZMnGy1bvXq1aNmypXBxcRGtWrUSSUlJJusUQojs7GwxZswYUa9ePVGzZk3RtGlTMWvWLFFUVGTyGSNGjDBaZi4m/XDU8ob6llVPxW3btk106tRJuLm5CS8vL9GnTx9x4sQJozL64cnXr18vdR2rV68WjzzyiOF4bNGihRgxYoThGPzrr79EQkKCCA0NFa6urqJOnTqiS5cuYtu2bUbr+fPPP8Wjjz4q3NzcBIAyhyqX1WZCCBEfHy+0Wq1hGHh2draYOHGiaNKkiXB2dhZ+fn7i4YcfFrNnzxYFBQWG37t+/boYNGiQ8PT0FN7e3iI+Pl7s3btXABArVqwwlIuLixPu7u5m4/v8889FRESEcHNzE56eniIsLEyMHz9e/P3330IIIX777TcxcOBA0aBBA+Hi4iICAgJE7969xaFDhwzrWLVqlXj88cdFQECAcHZ2Fg0aNBCvvvqqSE9PN5QpOTxZ7/vvvxft2rUTLi4uok6dOmLw4MHi0qVLRmXMbYO+vYlsTSOEDL3r7Eyj0WDNmjWGZ398//33GDx4MP744w+TTmAeHh6oW7cuJk+ejOnTpxsN+cvLy0OtWrWwZcsWdO/evSo3gYhUbu3atXjqqaewZ88edOrUSe5wiFSrWtz6adeuHXQ6Ha5du2aY46KkTp06obCwEOfOnTNcXj99+jQA+TswEpGy5eXlGXWC1el0mD9/Pry8vPDAAw/IGBmR+jlMopKTk2PUyz41NRUpKSmoU6cOmjVrhsGDB+PFF1/EnDlz0K5dO1y/fh3bt29HeHg4evXqhejoaDzwwANISEhAYmIiioqKMGLECHTv3t3qYYhEVD28/vrryMvLQ2RkJPLz85GUlIRffvkF06dPt2gUDxGZ5zC3fpKTk9GlSxeT5XFxcViyZAnu3buHadOm4ZtvvsHly5fh5+eHhx56CFOmTDE81v3vv//G66+/ji1btsDd3R0xMTGYM2eO0QycREQlLV++HHPmzMHZs2dx9+5dNGnSBK+99hpGjhwpd2hEqucwiQoRERE5nmozjwoRERGpDxMVIiIiUixVd6YtKirC33//DU9PT5tMo01ERET2J4RAdnY26tWrZ/Lsq5JUnaj8/fffJk+JJSIiInVIS0sr9wGjqk5U9A9tS0tLg5eXl8zREBERkSWysrIQEhJi9PBVc1SdqOhv93h5eTFRISIiUhlLum2wMy0REREpFhMVIiIiUiwmKkRERKRYTFSIiIhIsZioEBERkWIxUSEiIiLFYqJCREREisVEhYiIiBSLiQoREREplqpnprUrnQ7YvRtITweCgoCoKECrlTsqx8I6JiKicjBRKU1SEjBqFHDp0j/LgoOBefOA2Fj54nIkrGMqC5NYIvofjRBCyB2EtbKysuDt7Y3MzEzbPesnKQkYMAAoWS365xGsWsUTaWWxjqksTGIdA5NN9bNjG1bk/M1EpTidDmjUyPgPZHEajfQHMzWVB5y1WMdUFiaxjoHJpvrZuQ0rcv5mZ9ridu82fwIFpD+eaWlSObIO65jM0emkP4ylfXfSLxs9WipHyqVPNkse55cvS8uTkuSJiyynsDZkolJcerpty5Ep1jGZwyRW/Zhsqp8C25CJSnFBQbYtR6ZYx2QOk1j1Y7KpfgpsQyYqxUVFSffg9PfDS9JogJAQqRxZh3VM5jCJVT8mm+qnwDZkolKcVit1FAJMT6T6nxMT2cmzMljHZA6TWPVjsql+CmxDJiolxcZKIwvq1zdeHhzMEQe2wjqm0jCJVT8mm+qnwDbk8GRzOAeA/bGOqTSlDYsMCZGSFCaxyqcfMQIYd8jkEHP1qII25DwqRKRuTGLVjcmm+tm5DZmoEBGRvJhsqp9CZqbls36IiMj2tFqgc2e5o6DKUEgbKqYz7cyZM6HRaDB69Gi5QyEiIiKFUESicvDgQXz22WcIDw+XOxQiIiJSENkTlZycHAwePBhffPEFateuLXc4REREpCCyJyojRoxAr169EB0dLXcoREREpDCydqZdsWIFfvvtNxw8eNCi8vn5+cjPzzf8nJWVZa/QiIiISAFku6KSlpaGUaNGYdmyZXB1dbXod2bMmAFvb2/DKyQkxM5REhERkZxkm0dl7dq1eOqpp6AtNiZbp9NBo9HAyckJ+fn5Ru8BpV9RCQkJ4TwqREREKqKKeVS6deuGY8eOGS0bMmQIWrRogbffftskSQEAFxcXuLi4VFWIREREJDPZEhVPT0+0bt3aaJm7uzt8fX1NlhMREVH1JPuoHyIiIiJzFDWFfnJystwhEBERkYLwigoREREpFhMVIiIiUiwmKkRERKRYTFSIiIhIsZioEBERkWIxUSEiIiLFYqJCREREisVEhYiIiBSLiQoREREpFhMVIiIiUiwmKkRERKRYTFSIiIhIsZioEBERkWIxUSEiIiLFYqJCREREisVEhYiIiBSLiQoREREpFhMVIiIiUiwmKkRERKRYTFSIiIhIsZioEBERkWIxUSEiIiLFYqJCREREisVEhYiIiBSLiQoREREpFhMVIiIiUiwmKkRERKRYTFSIiIhIsZioEBERkWIxUSEiIiLFYqJCREREisVEhYiIiBSLiQoREREpFhMVIiIiUiwmKkRERKRYTFSIiIhIsZioEBERkWIxUSEiIiLFYqJCREREisVEhYiIiBSLiQoREREpVg25A1AsnQ7YvRtITweCgoCoKECrlTsqouqBxx+R/BRyHDJRKU1SEjBqFHDp0j/LgoOBefOA2Fj54nI0CjkISGF4/BHJT0HHoUYIIar0E20oKysL3t7eyMzMhJeXl21WmpQEDBgAlKwWjUb6d9Uq/rG0BQUdBKQgPP4cB7+IqFcVHIcVOX8zUSlOpwMaNTI+eRan0Ugn09RUHnCVwZMRlYbHn+PgFxH1qqLjsCLnb3amLW73bvONA0gn1rQ0qRxZR6eT/oCVlh/rl40eLZWj6oXHn2PQfxEp2ZaXL0vLk5LkiYsso8DjkIlKcenpti1HphR4EJBC8PhTP34RUT8FHodMVIoLCrJtOTKlwIOAFILHn/rxi4j6KfA4ZKJSXFSUdO9N31eiJI0GCAmRypF1FHgQkELw+FM/fhFRPwUeh0xUitNqpc5egGkj6X9OTGRHvspQ4EFACsHjT/34RUT9FHgcMlEpKTZWGnVSv77x8uBgjkaxBQUeBKQgPP7UjV9EHIPCjkMOTzaHcwDYV2nDF0NCpCSFJyPi8ade+lE/gHGnWk4/oD52PA45jwqpA09GRI6JX0SoHExUiIhIXvwiQmWoyPmbz/ohIiLb02qBzp3ljoIcADvTEhERkWIxUSEiIiLFYqJCREREisVEhYiIiBSLiQoREREpFhMVIiIiUiwmKkRERKRYTFSIiIhIsZioEBERkWIxUSEiIiLFYqJCREREisVEhYiIiBSLiQoREREpFhMVIiIiUiwmKkRERKRYsiYqixYtQnh4OLy8vODl5YXIyEhs3LhRzpCIiIhIQWRNVIKDgzFz5kwcPnwYhw4dQteuXdG3b1/88ccfcoZFRERECqERQgi5gyiuTp06mDVrFl566aVyy2ZlZcHb2xuZmZnw8vKqguiIiIiosipy/q5RRTGVS6fTYeXKlcjNzUVkZGSpZfLz85Gfn2/4OSsrq6rCIyIiIhnI3pn22LFj8PDwgIuLC4YNG4Y1a9agVatWpZadMWMGvL29Da+QkJAqjpaIiIiqkuy3fgoKCnDx4kVkZmZi1apV+PLLL7Fr165Sk5XSrqiEhITw1g8REZGKVOTWj+yJSknR0dEIDQ3FZ599Vm5Z9lEhIiJSn4qcv2W/9VNSUVGR0VUTIiIiqr5k7Uw7ceJExMTEoEGDBsjOzsby5cuRnJyMzZs3yxkWERERKYSsicq1a9fw4osvIj09Hd7e3ggPD8fmzZvRvXt3OcMiIiIihZA1Ufnqq6/k/HgiIiJSOMX1USEiIiLSY6JCREREisVEhYiIiBSLiQoREREpFhMVIiIiUiwmKkRERKRYTFSIiIhIsZioEBERkWIxUSEiIiLFYqJCREREisVEhYiIiBSLiQoREREpFhMVIiIiUiwmKkRERKRYTFSIiIhIsZioEBERkWIxUSEiIiLFYqJCREREisVEhYiIiBSLiQoREREpFhMVIiIiUiwmKkRERKRYNaz5pdTUVOzevRsXLlzAnTt34O/vj3bt2iEyMhKurq62jpGIqhudDti9G0hPB4KCgKgoQKuVOyoikkGFEpVly5Zh3rx5OHToEAIDA1GvXj24ubnh5s2bOHfuHFxdXTF48GC8/fbbaNiwob1iJiJHlpQEjBoFXLr0z7LgYGDePCA2Vr64iEgWFt/6adeuHT755BPEx8fjwoULSE9Px+HDh7Fnzx6cOHECWVlZWLduHYqKitC+fXusXLnSnnETkSNKSgIGDDBOUgDg8mVpeVKSPHERkWw0QghhScHNmzejR48eFq00IyMD58+fR0RERKWCK09WVha8vb2RmZkJLy8vu34WEdmZTgc0amSapOhpNNKVldRU3gYiqgp2vAVbkfO3xVdULE1SAMDX19fuSQoROZjdu80nKQAgBJCWJpUjIvtKSpK+OHTpAgwaJP3bqJEsVzWtGvXz22+/4dixY4af161bh379+uGdd95BQUGBzYIjomokPd225YjIOgq7BWtVovLqq6/i9OnTAIC//voLzz33HGrVqoWVK1di/PjxNg1QNjodkJwMfPed9K9OJ3dEjod1TMUFBdm2HMmLx7c66XRSZ/bSeoXol40eXaXtaVWicvr0abRt2xYAsHLlSjz66KNYvnw5lixZgtWrV9syPnko6JKXw2IdU0lRUVIfFI2m9Pc1GiAkRCpHysbjW70UeAvWqkRFCIGioiIAwLZt2/DEE08AAEJCQnDjxg3bRScHhV3yckisYyqNVisNQQZMkxX9z4mJ7EirdDy+1U2Bt2CtSlTat2+PadOm4dtvv8WuXbvQq1cvANJEcIGBgTYNsEop8JKXw2EdU1liY4FVq4D69Y2XBwdLyzmPirLx+FY/Bd6CtSpRSUxMxG+//YaRI0di0qRJaNKkCQBg1apVePjhh20aYJVS4CUvh8M6pvLExgLnzwM7dwLLl0v/pqYySVEDHt/qp8BbsFZNoR8eHm406kdv1qxZ0Kr5sqwCL3k5HNYxWUKrBTp3ljsKqige3+qnvwU7YICUlBS/OibTLdhKP5QwJycHWVlZyMrKQkFBAfLy8mwRlzwUeMnL4bCOiRwXj2/HoLBbsBbPTFtcamoqRo4cieTkZNy9e9ewXAgBjUYDXRXdf7T5zLT6mTEvXy79Hitnxqw81jGR4+Lx7VgUMjOtVbd+nn/+eQgh8PXXXyMwMBAac/ey1EaBl7wcDuuYyHHx+HYsCrkFa9UVFQ8PDxw+fBjNmze3R0wWs9uzfkp7emtIiHSAsUOfbbCOiRwXj28qR0XO31YlKl26dMGkSZMQHR1tdZC2YNeHEtrxkhf9D+uYyHHx+KYy2D1ROXfuHIYNG4bnn38erVu3Rs2aNY3eDw8Pr+gqrcKnJxMREamP3fuoXL9+HefOncOQIUMMyzQaTZV3piUiIiLHZlWikpCQgHbt2uG7775zrM60REREpChWJSoXLlzA+vXrDTPSEhEREdmDVRO+de3aFUePHrV1LERERERGrLqi0qdPH4wZMwbHjh1DWFiYSWfaJ5980ibBERERUfVm1agfJyfzF2JUPTMtERER2Z3dR/0UFRVZFRgRERFRRVT6oYRERERE9mJxorJixQqLV5qWloa9e/daFRARERGRnsWJyqJFi9CyZUt8/PHHOHnypMn7mZmZ2LBhAwYNGoQHHngAGRkZNg2UiIiIqh+L+6js2rUL69evx/z58zFx4kS4u7sjMDAQrq6uuHXrFq5cuQI/Pz/Ex8fj+PHjCAwMtGfcREREVA1YNernxo0b2LNnDy5cuIC8vDz4+fmhXbt2aNeuXZkjgmyNo36IiIjUx+6jfvz8/NCvXz9rfpWIiIjIYhz1Q0RERIrFRIWIiIgUi4kKERERKRYTFSIiIlKsSiUqBQUFOHXqFAoLC20VDxEREZGBVYnKnTt38NJLL6FWrVq4//77cfHiRQDA66+/jpkzZ9o0QCIiIqq+rEpUJk6ciKNHjyI5ORmurq6G5dHR0fj+++9tFhwRERFVb1bNo7J27Vp8//33eOihh6DRaAzL77//fpw7d85mwREREVH1ZlWicv36dQQEBJgsz83NNUpciIiomtLpgN27gfR0ICgIiIoCtFq5oyIVsurWT/v27fHTTz8ZftYnJ19++SUiIyNtExkREalTUhLQqBHQpQswaJD0b6NG0nKiCrLqisr06dMRExODEydOoLCwEPPmzcOJEyfwyy+/YNeuXbaOUR78NmB/rGMyh/uGeiUlAQMGACUfI3f5srR81SogNlae2KhiFHIcWnVF5ZFHHkFKSgoKCwsRFhaGLVu2ICAgAPv27UNERIStY6x6/DZgf6xjMof7hnrpdMCoUaZJCvDPstGjpXKkbAo6Dq16erJS2OXpyea+Dej73vDbQOWxjskc7hvqlpwsndDKs3Mn0LmzvaMha1XBcViR83elEpVr167h2rVrKCoqMloeHh5u7SorxOaJik4nZYyXLpX+vkYDBAcDqam8DG0t1jGZw31D/b77Tvr2XZ7ly4GBA+0fD1VcFR2HFTl/W3Xr5/Dhw2jdujWCgoIQHh6Otm3bGl7t2rWzKmhF2L3bfOMAUnaZliaVI+uwjskc7hvqFxRk23JU9RR4HFrVmTYhIQHNmjXDV199hcDAQMcZkpyebttyZIp1TOZw31C/qCjp2/bly6X3U9F/G4+KqvrYyDIKPA6tSlT++usvrF69Gk2aNLF1PPLitwH7Yx2TOdw31E+rBebNk/o3aDTGyYr+C21iIm/dKZkCj0Orbv1069YNR48erfSHz5gxAw8++CA8PT0REBCAfv364dSpU5Ver9X03wbMXSHSaICQEH4bqAzWMZnDfcMxxMZKnS3r1zdeHhzMztBqoMDj0KrOtDdu3EBcXBw6dOiA1q1bo2bNmkbvP/nkkxatp2fPnnjuuefw4IMPorCwEO+88w6OHz+OEydOwN3dvdzft+uoH6D0bwM80CqPdUzmcN9wHAqZg4OsUAXHYYXO38IK69evF97e3kKj0Zi8nJycrFmlEEKIa9euCQBi165dFpXPzMwUAERmZqbVn1mq1auFCA4WQmoi6RUSIi0n22AdkzncN4jkZ+fjsCLnb6uuqDRq1Ai9e/fGu+++i8DAQKuyqdKcPXsWTZs2xbFjx9C6dWuT9/Pz85Gfn2/4OSsrCyEhIba9oqLHbwP2xzomc7hvEMnPjseh3edR8fT0REpKCkJDQ60OsqSioiI8+eSTuH37Nvbs2VNqmffffx9TpkwxWW6XRIWIiIjswu7zqMTGxmLnzp1WBWfOiBEjcPz4caxYscJsmYkTJyIzM9PwSktLs2kMREREpCxWDU9u1qwZJk6ciD179iAsLMykM+0bb7xRofWNHDkSP/74I37++WcEBwebLefi4gIXFxdrQiYiIiIVsurWT+PGjc2vUKPBX3/9ZdF6hBB4/fXXsWbNGiQnJ6Np06YVisMuo36IiIjIripy/rbqikpqaqpVgZU0YsQILF++HOvWrYOnpyeuXLkCAPD29oabm5tNPoOIiIjUS9anJ5uben/x4sWIj48v9/d5RYWIiEh97HJFZezYsZg6dSrc3d0xduzYMsvOnTvXonXKmCMRERGRClicqBw5cgT37t0z/J+IiIjI3mS99VNZvPVDRESkPnafRyUhIQHZ2dkmy3Nzc5GQkGDNKomIiIhMWJWoLF26FHl5eSbL8/Ly8M0331Q6KCIiIiKggsOTs7KyIISAEALZ2dlwdXU1vKfT6bBhwwYEBATYPEgiIiKqniqUqPj4+ECj0UCj0aBZs2Ym72s0mlKfxUNERERkjQolKjt37oQQAl27dsXq1atRp04dw3vOzs5o2LAh6tWrZ/MgiYiIqHqqUKLy2GOPAZBmpg0JCYGTk1VdXIiIiIgsYtUU+g0bNsTt27fx66+/4tq1aygqKjJ6/8UXX7RJcERERFS9WZWo/PDDDxg8eDBycnLg5eVlNBW+RqNhokJEREQ2YdW9mzfffBMJCQnIycnB7du3cevWLcPr5s2bto6RiIiIqimrEpXLly/jjTfeQK1atWwdDxEREZGBVYlKjx49cOjQIVvHQkRERGTEqj4qvXr1wrhx43DixAmEhYWhZs2aRu8/+eSTNglOVjodsHs3kJ4OBAUBUVGAVit3VI6FdUzkuHh8q59C2tCqhxKWNSxZo9FAp9NVKihL2e2hhElJwKhRwKVL/ywLDgbmzQNiY233OdUZ65jKUlAALFwInDsHhIYCw4cDzs5yR0WW4vGtfnZuw4qcv/n05JKSkoD+/c2/v3o1D7TKYh1TWcaPB+bOlb7N6Wm1wNixwMcfyxcXWYbHt/pVQRsyUbGWTgcEBgIZGebL+PoCV6/yEqa1WMdUlvHjgVmzzL8/bhyTFSXj8a1+VdSGdk9UPvjggzLff++99yq6SqvYPFHZvh2Iji6/3LZtQLdulf+86oh1TOYUFAC1ahlfSSlJqwXu3OFtIKXi8a1+VdSGFTl/W9WZds2aNUY/37t3D6mpqahRowZCQ0OrLFGxueRky8vxILMO65jMWbiw7CQFkN5fuBAYPbpKQqIK4vGtfgpsQ6sSlSNHjpgsy8rKQnx8PJ566qlKB0VE1dC5c7YtR0QOwWZPFfTy8sKUKVPw7rvv2mqVVa9zZ9uWI1OsYzInNNS25ajq8fhWPwW2oU070+7Zswd9+vTBrVu3bLXKMrEzrQqxjskc9lFRPx7f6qfAzrRW3fr55JNPjH4WQiA9PR3ffvstYmJirFmlMmi1wOeflz0s6/PPeYBVBuuYzHF2loYglzXqZ+xYJilKxuNb/RTYhlZdUWncuLHRz05OTvD390fXrl0xceJEeHp62izAsth1wrc33gAuX/5nGScrsi3WMZnDeVTUj8e3+tm5DWWdRyUvLw9ubm62XKVZdktUAMVMHezQWMdkDmemVT8e3+pnxzaUJVHJz8/HggUL8PHHH+PKlSu2WGW57JqoEBERkV1U5PxdoVE/+fn5mDhxItq3b4+HH34Ya9euBQB8/fXXaNy4Mf79739jzJgxVgdOREREVFyFOtO+9957+OyzzxAdHY1ffvkFTz/9NIYMGYL9+/dj7ty5ePrpp6HlpT0iIiKykQolKitXrsQ333yDJ598EsePH0d4eDgKCwtx9OhRaDQae8VIRERE1VSFbv1cunQJERERAIDWrVvDxcUFY8aMYZJCREREdlGhREWn08G5WM/7GjVqwMPDw+ZBEREREQEVvPUjhEB8fDxcXFwAAHfv3sWwYcPg7u5uVC4pKcl2ERIREVG1VaFEJS4uzujn559/3qbBEBERERVXoURl8eLF9oqDiIiIyITNnp5MREREZGtMVIiIiEixmKgQERGRYjFRISIiIsViokJERESKxUSFiIiIFIuJChERESkWExUiIiJSLCYqREREpFhMVIiIiEixmKgQERGRYjFRISIiIsViokJERESKxUSFiIiIFKuG3AEolk4H7N4NpKcDQUFAVBSg1codlWNhHZM53DfUj22ofgppQyYqpUlKAkaNAi5d+mdZcDAwbx4QGytfXI6EdUzmcN9QP7ah+imoDTVCCFGln2hDWVlZ8Pb2RmZmJry8vGyz0qQkYMAAoGS1aDTSv6tW8UCrLNYxmcN9Q/3YhupXBW1YkfM3E5XidDqgUSPjDLI4jUbKKFNTeQnTWqxjMof7hvqxDdWvitqwIudvdqYtbvdu840DSNllWppUjqzDOiZzuG+oH9tQ/RTYhkxUiktPt205MsU6JnO4b6gf21D9FNiGTFSKCwqybTkyxTomc7hvqB/bUP0U2Ibso1Kc/t7c5cumnYgA3l+1BdYxmcN9Q/3YhupXRW3IPirW0mqloVfAP72b9fQ/JybyAKsM1jGZw31D/diG6qfANmSiUlJsrDT0qn594+XBwRxWZyusYzKH+4b6sQ3VT2FtyFs/5ihkRj6Hxjomc7hvqB/bUP3s2IacR4WIiIgUi31UiIiIyCEwUSEiIiLFYqJCREREisVEhYiIiBSLiQoREREpVg25A1AsDq2zP9YxmcN9Q/3YhuqnkDZkolKapCRg1CjjJ0gGB0uz9XGyIttgHZM53DfUj22ofgpqQ86jUlJSEjBggOkzDvRTB3NmxcpjHZM53DfUj22oflXQhpzwzVr6hzEVzyCL4wO1Ko91TOZw31A/tqH6VVEbqmbCt59//hl9+vRBvXr1oNFosHbtWjnDke7FmWscQMou09KkcmQd1jGZw31D/diG6qfANpQ1UcnNzUWbNm2wYMECOcP4R3q6bcuRKdYxmcN9Q/3YhuqnwDaUtTNtTEwMYmJi5AzBWFCQbcuRKdYxmcN9Q/3YhuqnwDZU1Twq+fn5yMrKMnrZVFSUdO9N32GoJI0GCAmRypF1WMdkDvcN9WMbqp8C21BVicqMGTPg7e1teIWEhNj2A7RaaegVYNpI+p8TE9kJrDJYx2QO9w31YxuqnwLbUFWJysSJE5GZmWl4paWl2f5DYmOloVf16xsvDw7msDpbYR2TOdw31I9tqH4Ka0PFDE/WaDRYs2YN+vXrZ/Hv2GUeFT2FzMjn0FjHZA73DfVjG6qfHduwIudvzkxrjlYLdO4sdxSOjXVM5nDfUD+2ofoppA1lTVRycnJw9uxZw8+pqalISUlBnTp10KBBAxkjIyIiIiWQNVE5dOgQunTpYvh57NixAIC4uDgsWbJEpqiIiIhIKWRNVDp37gyFdJEhOfAeNpnDfYOI/od9VMwpKAAWLgTOnQNCQ4HhwwFnZ7mjchwKejInKQz3DcfAZFP9lNKGQsUyMzMFAJGZmWnbFY8bJ4RWK4T0VAPppdVKy6nyVq8WQqMxrl9AWqbRSO9T9cR9wzGsXi1EcLBxGwYHs/3UxM5tWJHzt2KGJ1vDLsOTx48HZs0y//64ccDHH9vms6qj8p7MCUizHvLpqtUP9w3HkJQE9O9v/v3Vq3llTOmqoA0rcv5molJcQQFQq5b0B9McrRa4c4e3gayVnAwU60Bt1s6dihgWR1WI+4b66XRAYCCQkWG+jK8vcPUqk02lqqI2rMj5W1Uz09rdwoVlJymA9P7ChVUTjyOydDZhe8w6TMp2+bJty1HVS04u+wQHSO8nJ1dFNGQNBbYhE5XizpyxbTkydeCAbcuR47hyxbblqOrt2GHbclT1FNiGTFSKM/e0SGvLkSlL7zSq944kWevmTduWo6p38aJty1HVU2AbMlEprmNH25YjU02b2rYcOQ4nC/8cWVqOqp6lM4pz5nHlUmAb8ogvLiTEtuXI1PDh5XfA0mqlclS9WNpBlh1platrV9uWo6qnwDZkolJcVJQ0sVRZQkKkcmQdZ2fgf49KMGvsWI6qqo46d5ZGE5TF15eJipKxDdVPgW3IRKU4rVaa/dJcHxSNBkhM5LC6yvr4Y2k+mpL1qNVynprqTKsFPv+87DKff87jT8nYhuqnwDZkolJSbCywapXplZWQEGk5JyqyjY8/luaj+fe/gZEjpX/v3GGSUt3FxkqTSdWvb7w8OJgThakF21D9FNaGnPDNHKU844CoOuLxp35sQ/WzYxtyZloiIiJSLM5MS0RERA6BiQoREREpFhMVIiIiUiwmKkRERKRYNeQOQLHYY93+WMdkDvcNIvkp5DhkolKapCRg1Cjg0qV/lgUHS5PBcQ4A22AdkzncNxyDQk5yZCUFHYccnlxSUhIwYIDp03v1s9Vy0rfKYx2TOdw3HIOCTnJkhSo4DjmPirV0OqBRI+ODqziNRjrYUlP5zcBarGMyh/uGY2CyqW5VdBxyHhVr7d5tvnEA6cBLS5PKkXVYx2QO9w310+mkKymlff/VLxs9WipHyqTA45CJSnHp6bYtR6ZYx2QO9w31U+BJjipIgcchE5XigoJsW45MsY7JHO4b6qfAkxxVkAKPQyYqxUVFSffe9PdSS9JopKcoR0VVbVyOhHVM5nDfUD8FnuSoghR4HDJRKU6rlXqlA6aNpP85MZEd+SqDdUzmcN9QPwWe5KiCFHgcMlEpKTZW6pVev77x8uBg9la3FdYxmcN9Q90UeJIjKyjsOOTwZHM4WZH9sY7JHO4b6lbaPCohIVKSwmRTPex4HHIeFSIikheTTSpDRc7fnEKfiIhsT6sFOneWOwpyAExUiIiIyJRCrooxUSEiIiJjCnpeE0f9EBER0T/0z2sqOcvw5cvS8qSkKg2HnWnNUcglL4fGOiZzuG8QyUOBDyXkrZ/SKOiSl8NiHZM53DccQ0EBsHAhcO4cEBoKDB8OODvLHRWVpyLPa6qiztK89VNSUhLQv79pQ126JC2v4kteDol1TOZw33AM48cDtWoBY8YA//mP9G+tWtJyUjYFPq+JiUpxOh3wyitll3nlFT6ivDJYx2QO9w3HMH48MGuWaTvpdNJyJivKpsDnNTFRKS45GcjIKLtMRoZUjqzDOiZzuG+oX0EBMHdu2WXmzpXKkTJ17GjbcjbARKU4S/8A8g+l9VjHZA73DfVbuLD8K146nVSOlCkx0bblbICdaaupn38GZs8Grl+v4g9OGwrgifLLLa4PbLN7NFWqTRvpy2StWnJHQmQn587ZthxVvU8+sbzcxIn2jeV/mKgU17kzMG2aZeVU6vffpX1rwwa5Imjwv1c5Lv/v5UD27weuXAFWr+ZI21JVg+PP4YWG2rYcVb28PNuWswHOo1KcTgcEBpZ9n9zXF7h6VXVnmvPngffeA/77X2l0mVYLDB0K9Oxp+jR2uyrSAS/GAdlZ5st4egHfLAWc1FXHZbl+HRgxAsjPB0aOlL6MVGm9q4EDH3/VRkGBdMmwrNs/Wi1w5w6HKivVww8D+/aVXy4yEvjlF6s/hvOoWEurBT7/XBoGac7nn6vqj+T168CHHwKLFv3Tf+3pp6Uvrs2ayRGRFlgSW3YdL1kN9FNPHVvKywt49llptGbDhsBbb8kdkcI44PFX7Tg7A2PHSqN7zBk7lkmKkm3cCPj4WFauqggVy8zMFABEZmambVe8erUQ9esLIV18kF7BwdJylcjOFuKDD4Tw9PxnE7p2FeLgQbkj+x8HqGNrzJnzz+auWCF3NApVTfcNhzJunBBarXEbarXSclK2wkLTtiv50mqlcpVQkfM3b/2Yo9IpvAsKgC++AKZOla6QA0C7dsDMmUD37gq73aDSOq4MIYDRo6VbP87OwNatwKOPyh2VAlXDfcPhcGZadUpOBrp0Kb/czp2V6i/GWz+VtHcv8MknWgCd/1m4SK5oKubw4X861IeGSrd4nnkGcFLiQHStttp1jNRopJE/aWnAmjVA377Sbd6WLeWOTGGq4b7hcJydpayc1EWBM9MyUSlFWhrwf/8ndxTWCwiQOs4OHcovMEqk1QLLlgFdu0ojgWJipL5rVTjRIxFR6Tw9bVvOBnjrpxSnTwObN9tsdVXKy0vqi+jhIXckVJ7r16UO9mfPAg88AOzaxXYjIpl16mTZaJ6HH5ZuP1iJt34qqVkzoFko75HbXTXvh+DvL3Wcj4wEfvtNGhG0bh1Qg0dltd83HALbUJ3S0mxbzgaU2HNBfklJQKNGUoeiQYOkfxs14pNbbYl1DABo0gT48UfAzU2ahG/4cKnDbbXGfUP92Ibq1cCCCTkrUs4GeOunpKQkYMAA07OFfrjMqlVAbKxtPqu6MlfHgFTP1bCO162TNrmoSOoAPWmS3BHJhPuG+vFvqLplZlo2j8rt24C3t9UfU5HzNxOV4nQ6Keu/dKn09zUaIDgYSE3lJUxrlVfHABASUi3reMECadZaAPjmG+CFF+SNp8px31A//g1Vv5wcyzrKZmdXqlMd+6hYa/fusv9ICiHdl9u9m0MnrVVeHQPVto5HjAAuXJAm9UxIAObPlzuiKpadC1xaXXaZNACtc6XHLKiAVguMGSNNEVAt8G+o+g0YYHm5TZvsG8v/MFEpToHjxx3OZQufNGhpOQczc6b0d3zFCuDgQbmjqWpeADqUX+xPuwdiU3FxQKtWQOvWckdSBfg3VP2Sk21bzgaYqBQXEGDbcmTq+nXblnMwTk7SHCvDh0u3iquVdeuAL78ov9zLQ6WZ8lTgk0+k2Yefew749VfpeX0OjX9D1S8/37blbICJSnFFRbYtR6Z8fW1bzgE5OUkjOaudW1nAlz+VX+7RZ4He9g/HFjp0AMLDgT/+AN58U3o4qEPj31CyAw5PLu7nn21bjkxlZNi2HDkOB9w3AgKAb7+V/v/pp8DqcrrgqB7/hpIdMFGhquXvb9ty5DgcdN/o3h0YP176/8svAxcvyhsPUZlq1rRtORtgolKcpb3Q2VvdevXr27YcOQ4H3jemTZNuA92+DQweDBQWyh2RnfBvqPpZ2uu7CnuHcx6V4goKAFfXsqcG1WiAu3f5tD9rFRRI07CWdY/ayQnIy2MdVzcOvm+cOwe0aydNPzF5MvD++3JHZAf8G6p++on5LFGJ9KEi529eUSlu9+7yK14IqRxZZ/fu8jvSFRWxjqsjB983QkOlfioAMHWq9BBKh8O/oWQHTFSK27HDtuXIFOuYzKkG+8agQUB8vJRvPf+8qvoFW2bbNtuWIwITFWOW9nJjbzjrXbhg23LkOKrJvjF/vvSE9kuXpM616r35XooDB2xbjghMVIzVrWvbcmTK0l6EDtvbkMyqJvuGh4c087CzM7B27T+3gxzCH3/YthwRmKgYO3XKtuXI1I0bti1HjsMB51Exp1074KOPpP+PGQMcOyZvPDaTm2vbckTgzLTG7tyxbTkyxTomc1xdbVtO4UaNkqbX37BBmmL/4EEHmGK/mlwVK0kIaVTX3r3S6+xZuSOyjrs78IPcQZSCiUpxPInan6V/iVX/F5sqzNJhkRUZPqlgGg2wZIk0xf6JE8DYsQ5wG8jJwov0lpZTqIIC4MiRfxKTvXuBq1fljqrybDHLhz0wUSnO29u25ciUj49ty5HjqIbfxv39gf/+V5q99rPPgEceAbp2lTuqSsjzAeBjQTkAf9s3FFvS6aTbc3v3Anv2SA+YvHvXuIyzMxARAXTqBLRpA9RQ4dm1Zk0AA+SOwpQKq9KOLL1R7DA3lGWQkmLbcuQ4fv/dtuVUols34O23gZkzgRdekDuayqpA9qG+CYaN+PoCDz8sJSadOgHt2zvMXUnFUUSismDBAsyaNQtXrlxBmzZtMH/+fHTo0KHqA2FHMPurRh0mqYKq8fH3wQfA0aNSnxVVK7xnedkaVfesGFto3PifpOSRR4DmzR3mLqTiyZ6ofP/99xg7diw+/fRTdOzYEYmJiejRowdOnTqFgICAqg2mGv+hrDKsYzKnGu8bNWtKnWpVT1OBafHvOdIEMmRPsvdomjt3LoYOHYohQ4agVatW+PTTT1GrVi18/fXXVR/MPQu/DVhajkyxjskc7htEVApZE5WCggIcPnwY0dHRhmVOTk6Ijo7Gvn37TMrn5+cjKyvL6EVERESOS9ZE5caNG9DpdAgMDDRaHhgYiCtXrpiUnzFjBry9vQ2vkJCQqgqViIiIZCD7rZ+KmDhxIjIzMw2vtLQ0uUMiIiIiO5I1UfHz84NWq8XVEjPlXL16FXVLeZ6Oi4sLvLy8jF42tXGjbcuRqS1bbFuOHAePPyIqhayJirOzMyIiIrB9+3bDsqKiImzfvh2RkZFVH1DPnrYtR6a6d7dtOXIcPP7Uz9JHQTvUI6MdjALbUPbhyWPHjkVcXBzat2+PDh06IDExEbm5uRgyZIg8AQlR9uB4HmCVxzomc7hvqB/bUP0U1oay91F59tlnMXv2bLz33nto27YtUlJSsGnTJpMOtlVKCNPLyxs38gCzJSFMb+9s2cI6Jh5/jsBcW7EN1UNBbagRQr17TlZWFry9vZGZmWn7/ipERERkFxU5f8t+RYWIiIjIHCYqREREpFhMVIiIiEixmKgQERGRYjFRISIiIsViokJERESKxUSFiIiIFIuJChERESkWExUiIiJSLNmf9VMZ+kl1s7KyZI6EiIiILKU/b1syOb6qE5Xs7GwAQEhIiMyREBERUUVlZ2fD29u7zDKqftZPUVER/v77b3h6ekJT1pMerZCVlYWQkBCkpaU57HOEuI2OgdvoGLiNjoHbaBkhBLKzs1GvXj04OZXdC0XVV1ScnJwQHBxs18/w8vJy2J1Nj9voGLiNjoHb6Bi4jeUr70qKHjvTEhERkWIxUSEiIiLFYqJihouLCyZPngwXFxe5Q7EbbqNj4DY6Bm6jY+A22p6qO9MSERGRY+MVFSIiIlIsJipERESkWExUiIiISLGYqBAREZFiMVEpxYIFC9CoUSO4urqiY8eO+PXXX+UOyWrvv/8+NBqN0atFixaG9+/evYsRI0bA19cXHh4e6N+/P65evSpjxOX7+eef0adPH9SrVw8ajQZr1641el8Igffeew9BQUFwc3NDdHQ0zpw5Y1Tm5s2bGDx4MLy8vODj44OXXnoJOTk5VbgVZStvG+Pj403atWfPnkZllL6NM2bMwIMPPghPT08EBASgX79+OHXqlFEZS/bPixcvolevXqhVqxYCAgIwbtw4FBYWVuWmmGXJNnbu3NmkLYcNG2ZURsnbuGjRIoSHhxsm/4qMjMTGjRsN76u9DYHyt1HtbViamTNnQqPRYPTo0YZlsrWlICMrVqwQzs7O4uuvvxZ//PGHGDp0qPDx8RFXr16VOzSrTJ48Wdx///0iPT3d8Lp+/brh/WHDhomQkBCxfft2cejQIfHQQw+Jhx9+WMaIy7dhwwYxadIkkZSUJACINWvWGL0/c+ZM4e3tLdauXSuOHj0qnnzySdG4cWORl5dnKNOzZ0/Rpk0bsX//frF7927RpEkTMXDgwCreEvPK28a4uDjRs2dPo3a9efOmURmlb2OPHj3E4sWLxfHjx0VKSop44oknRIMGDUROTo6hTHn7Z2FhoWjdurWIjo4WR44cERs2bBB+fn5i4sSJcmySCUu28bHHHhNDhw41asvMzEzD+0rfxvXr14uffvpJnD59Wpw6dUq88847ombNmuL48eNCCPW3oRDlb6Pa27CkX3/9VTRq1EiEh4eLUaNGGZbL1ZZMVEro0KGDGDFihOFnnU4n6tWrJ2bMmCFjVNabPHmyaNOmTanv3b59W9SsWVOsXLnSsOzkyZMCgNi3b18VRVg5JU/iRUVFom7dumLWrFmGZbdv3xYuLi7iu+++E0IIceLECQFAHDx40FBm48aNQqPRiMuXL1dZ7JYyl6j07dvX7O+obRuFEOLatWsCgNi1a5cQwrL9c8OGDcLJyUlcuXLFUGbRokXCy8tL5OfnV+0GWKDkNgohneSKnwxKUts2CiFE7dq1xZdffumQbain30YhHKsNs7OzRdOmTcXWrVuNtkvOtuStn2IKCgpw+PBhREdHG5Y5OTkhOjoa+/btkzGyyjlz5gzq1auH++67D4MHD8bFixcBAIcPH8a9e/eMtrdFixZo0KCBarc3NTUVV65cMdomb29vdOzY0bBN+/btg4+PD9q3b28oEx0dDScnJxw4cKDKY7ZWcnIyAgIC0Lx5c7z22mvIyMgwvKfGbczMzAQA1KlTB4Bl++e+ffsQFhaGwMBAQ5kePXogKysLf/zxRxVGb5mS26i3bNky+Pn5oXXr1pg4cSLu3LljeE9N26jT6bBixQrk5uYiMjLSIduw5DbqOUobjhgxAr169TJqM0De41HVDyW0tRs3bkCn0xlVMgAEBgbizz//lCmqyunYsSOWLFmC5s2bIz09HVOmTEFUVBSOHz+OK1euwNnZGT4+Pka/ExgYiCtXrsgTcCXp4y6tDfXvXblyBQEBAUbv16hRA3Xq1FHNdvfs2ROxsbFo3Lgxzp07h3feeQcxMTHYt28ftFqt6raxqKgIo0ePRqdOndC6dWsAsGj/vHLlSqltrX9PSUrbRgAYNGgQGjZsiHr16uH333/H22+/jVOnTiEpKQmAOrbx2LFjiIyMxN27d+Hh4YE1a9agVatWSElJcZg2NLeNgGO0IQCsWLECv/32Gw4ePGjynpzHIxMVBxcTE2P4f3h4ODp27IiGDRvi//7v/+Dm5iZjZFQZzz33nOH/YWFhCA8PR2hoKJKTk9GtWzcZI7POiBEjcPz4cezZs0fuUOzG3Da+8sorhv+HhYUhKCgI3bp1w7lz5xAaGlrVYVqlefPmSElJQWZmJlatWoW4uDjs2rVL7rBsytw2tmrVyiHaMC0tDaNGjcLWrVvh6uoqdzhGeOunGD8/P2i1WpNezFevXkXdunVlisq2fHx80KxZM5w9exZ169ZFQUEBbt++bVRGzdurj7usNqxbty6uXbtm9H5hYSFu3ryp2u2+77774Ofnh7NnzwJQ1zaOHDkSP/74I3bu3Ing4GDDckv2z7p165ba1vr3lMLcNpamY8eOAGDUlkrfRmdnZzRp0gQRERGYMWMG2rRpg3nz5jlUG5rbxtKosQ0PHz6Ma9eu4YEHHkCNGjVQo0YN7Nq1C5988glq1KiBwMBA2dqSiUoxzs7OiIiIwPbt2w3LioqKsH37dqN7kWqWk5ODc+fOISgoCBEREahZs6bR9p46dQoXL15U7fY2btwYdevWNdqmrKwsHDhwwLBNkZGRuH37Ng4fPmwos2PHDhQVFRn+wKjNpUuXkJGRgaCgIADq2EYhBEaOHIk1a9Zgx44daNy4sdH7luyfkZGROHbsmFFStnXrVnh5eRkuy8upvG0sTUpKCgAYtaWSt7E0RUVFyM/Pd4g2NEe/jaVRYxt269YNx44dQ0pKiuHVvn17DB482PB/2drS6m64DmrFihXCxcVFLFmyRJw4cUK88sorwsfHx6gXs5q8+eabIjk5WaSmpoq9e/eK6Oho4efnJ65duyaEkIabNWjQQOzYsUMcOnRIREZGisjISJmjLlt2drY4cuSIOHLkiAAg5s6dK44cOSIuXLgghJCGJ/v4+Ih169aJ33//XfTt27fU4cnt2rUTBw4cEHv27BFNmzZV1NDdsrYxOztbvPXWW2Lfvn0iNTVVbNu2TTzwwAOiadOm4u7du4Z1KH0bX3vtNeHt7S2Sk5ONhnXeuXPHUKa8/VM/HPLxxx8XKSkpYtOmTcLf318xwz7L28azZ8+KDz74QBw6dEikpqaKdevWifvuu088+uijhnUofRsnTJggdu3aJVJTU8Xvv/8uJkyYIDQajdiyZYsQQv1tKETZ2+gIbWhOydFMcrUlE5VSzJ8/XzRo0EA4OzuLDh06iP3798sdktWeffZZERQUJJydnUX9+vXFs88+K86ePWt4Py8vTwwfPlzUrl1b1KpVSzz11FMiPT1dxojLt3PnTgHA5BUXFyeEkIYov/vuuyIwMFC4uLiIbt26iVOnThmtIyMjQwwcOFB4eHgILy8vMWTIEJGdnS3D1pSurG28c+eOePzxx4W/v7+oWbOmaNiwoRg6dKhJMq30bSxt+wCIxYsXG8pYsn+eP39exMTECDc3N+Hn5yfefPNNce/evSremtKVt40XL14Ujz76qKhTp45wcXERTZo0EePGjTOag0MIZW9jQkKCaNiwoXB2dhb+/v6iW7duhiRFCPW3oRBlb6MjtKE5JRMVudpSI4QQ1l+PISIiIrIf9lEhIiIixWKiQkRERIrFRIWIiIgUi4kKERERKRYTFSIiIlIsJipERESkWExUiIiISLGYqBCRzSUnJ0Oj0Zg8F6Q6On/+PDQajWFadSKqGCYqRA4mPj4eGo0GGo0GNWvWRGBgILp3746vv/4aRUVFFVrXkiVLTB7rrmbx8fHo16+f3GEQUQUwUSFyQD179kR6ejrOnz+PjRs3okuXLhg1ahR69+6NwsJCucMjIrIYExUiB+Ti4oK6deuifv36eOCBB/DOO+9g3bp12LhxI5YsWWIoN3fuXISFhcHd3R0hISEYPnw4cnJyAEi3b4YMGYLMzEzDFZr3338fAPDtt9+iffv28PT0RN26dTFo0CCjJ6bq7d27F+Hh4XB1dcVDDz2E48ePG97LyMjAwIEDUb9+fdSqVQthYWH47rvvjH5/1apVCAsLg5ubG3x9fREdHY3c3FzD+19++SVatmwJV1dXtGjRAgsXLqxUve3atQsdOnSAi4sLgoKCMGHCBKPEbtOmTXjkkUfg4+MDX19f9O7dG+fOnTNax6+//op27drB1dUV7du3x5EjRyoVE1F1x0SFqJro2rUr2rRpg6SkJMMyJycnfPLJJ/jjjz+wdOlS7NixA+PHjwcAPPzww0hMTISXlxfS09ORnp6Ot956CwBw7949TJ06FUePHsXatWtx/vx5xMfHm3zmuHHjMGfOHBw8eBD+/v7o06cP7t27BwC4e/cuIiIi8NNPP+H48eN45ZVX8MILL+DXX38FAKSnp2PgwIFISEjAyZMnkZycjNjYWOgfT7Zs2TK89957+PDDD3Hy5ElMnz4d7777LpYuXWpV/Vy+fBlPPPEEHnzwQRw9ehSLFi3CV199hWnTphnK5ObmYuzYsTh06BC2b98OJycnPPXUU4Zbajk5OejduzdatWqFw4cP4/333zfUGRFZqVKPNCQixYmLixN9+/Yt9b1nn31WtGzZ0uzvrly5Uvj6+hp+Xrx4sfD29i73Mw8ePCgAGJ7OrH/684oVKwxlMjIyhJubm/j+++/NrqdXr17izTffFEIIcfjwYQFAnD9/vtSyoaGhYvny5UbLpk6davTY+ZLKqpt33nlHNG/eXBQVFRmWLViwQHh4eAidTlfq71y/fl0AEMeOHRNCCPHZZ58JX19fkZeXZyizaNEiAUAcOXLEbFxEZB6vqBBVI0IIaDQaw8/btm1Dt27dUL9+fXh6euKFF15ARkYG7ty5U+Z6Dh8+jD59+qBBgwbw9PTEY489BgC4ePGiUbnIyEjD/+vUqYPmzZvj5MmTAACdToepU6ciLCwMderUgYeHBzZv3mxYR5s2bdCtWzeEhYXh6aefxhdffIFbt24BkK5snDt3Di+99BI8PDwMr2nTppncirHUyZMnERkZaVQ/nTp1Qk5ODi5dugQAOHPmDAYOHIj77rsPXl5eaNSokdF2nzx50nCrq7Q6IKKKY6JCVI2cPHkSjRs3BiANm+3duzfCw8OxevVqHD58GAsWLAAAFBQUmF1Hbm4uevToAS8vLyxbtgwHDx7EmjVryv29kmbNmoV58+bh7bffxs6dO5GSkoIePXoY1qHVarF161Zs3LgRrVq1wvz589G8eXOkpqYa+tF88cUXSElJMbyOHz+O/fv3W1U3lujTpw9u3ryJL774AgcOHMCBAwcAVGy7iahimKgQVRM7duzAsWPH0L9/fwDSVZGioiLMmTMHDz30EJo1a4a///7b6HecnZ2h0+mMlv3555/IyMjAzJkzERUVhRYtWpTakRaAUdJw69YtnD59Gi1btgQgdbTt27cvnn/+ebRp0wb33XcfTp8+bfT7Go0GnTp1wpQpU3DkyBE4OztjzZo1CAwMRL169fDXX3+hSZMmRi99IlZRLVu2xL59+wx9YPQxenp6Ijg4GBkZGTh16hT+9a9/oVu3bmjZsqXhCk/xdfz++++4e/duqXVARBVXQ+4AiMj28vPzceXKFeh0Oly9ehWbNm3CjBkz0Lt3b7z44osAgCZNmuDevXuYP38++vTpg7179+LTTz81Wk+jRo2Qk5OD7du3o02bNqhVqxYaNGgAZ2dnzJ8/H8OGDcPx48cxderUUuP44IMP4Ovri8DAQEyaNAl+fn6GeUyaNm2KVatW4ZdffkHt2rUxd+5cXL16Fa1atQIAHDhwANu3b8fjjz+OgIAAHDhwANevXzckOlOmTMEbb7wBb29v9OzZE/n5+Th06BBu3bqFsWPHmq2bzMxMk8nXfH19MXz4cCQmJuL111/HyJEjcerUKUyePBljx46Fk5MTateuDV9fX3z++ecICgrCxYsXMWHCBKP1DBo0CJMmTcLQoUMxceJEnD9/HrNnz7a43YioFHJ3kiEi24qLixMABABRo0YN4e/vL6Kjo8XXX39t0il07ty5IigoSLi5uYkePXqIb775RgAQt27dMpQZNmyY8PX1FQDE5MmThRBCLF++XDRq1Ei4uLiIyMhIsX79eqMOo/rOtD/88IO4//77hbOzs+jQoYM4evSoYb0ZGRmib9++wsPDQwQEBIh//etf4sUXXzR0dj1x4oTo0aOH8Pf3Fy4uLqJZs2Zi/vz5RvEvW7ZMtG3bVjg7O4vatWuLRx99VCQlJVlUN8VfL730khBCiOTkZPHggw8KZ2dnUbduXfH222+Le/fuGX5/69atomXLlsLFxUWEh4eL5ORkAUCsWbPGUGbfvn2iTZs2wtnZWbRt21asXr2anWmJKkEjRLHrnEREREQKwj4qREREpFhMVIiIiEixmKgQERGRYjFRISIiIsViokJERESKxUSFiIiIFIuJChERESkWExUiIiJSLCYqREREpFhMVIiIiEixmKgQERGRYjFRISIiIsX6f/rCA7xumdxoAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Random Forest\n",
|
|
"#predictors = ['nodes', 'exploit', 'appl', 'load']\n",
|
|
"predictors = ['load']\n",
|
|
"overall_outcome = 'runtime'\n",
|
|
"\n",
|
|
"# partition data\n",
|
|
"X = timing_df[predictors]\n",
|
|
"overall_y = timing_df[overall_outcome]\n",
|
|
"train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n",
|
|
"\n",
|
|
"regressor = RandomForestRegressor(n_estimators = 10, random_state = 0)\n",
|
|
"regressor.fit(train_X, train_y)\n",
|
|
"\n",
|
|
"X_grid = np.arange(0, 400, 10)\n",
|
|
"X_grid = X_grid.reshape((len(X_grid),1))\n",
|
|
"plt.scatter(X, overall_y, color = 'red')\n",
|
|
"plt.plot(X_grid, regressor.predict(X_grid), color = 'blue')\n",
|
|
"plt.title('Random Forest Regression')\n",
|
|
"plt.xlabel('Database Load')\n",
|
|
"plt.ylabel('Runtime (ms)')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Gradient Boosting Classifier"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"The mean squared error (MSE) on test set: 0.0015\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"text/plain": [
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"<Figure size 600x600 with 1 Axes>"
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|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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}
|
|
],
|
|
"source": [
|
|
"predictors = ['nodes', 'exploit', 'appl', 'load']\n",
|
|
"overall_outcome = 'runtime'\n",
|
|
"\n",
|
|
"# partition data\n",
|
|
"X = norm_df[predictors]\n",
|
|
"overall_y = norm_df[overall_outcome]\n",
|
|
"train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n",
|
|
"\n",
|
|
"params = {\n",
|
|
" \"n_estimators\": 500,\n",
|
|
" \"max_depth\": 4,\n",
|
|
" \"min_samples_split\": 5,\n",
|
|
" \"learning_rate\": 0.01,\n",
|
|
" \"loss\": \"squared_error\",\n",
|
|
"}\n",
|
|
"\n",
|
|
"reg = GradientBoostingRegressor(**params)\n",
|
|
"reg.fit(train_X, train_y)\n",
|
|
"\n",
|
|
"mse = mean_squared_error(valid_y, reg.predict(valid_X))\n",
|
|
"print(\"The mean squared error (MSE) on test set: {:.4f}\".format(mse))\n",
|
|
"\n",
|
|
"\n",
|
|
"test_score = np.zeros((params[\"n_estimators\"],), dtype=np.float64)\n",
|
|
"for i, y_pred in enumerate(reg.staged_predict(valid_X)):\n",
|
|
" test_score[i] = mean_squared_error(valid_y, y_pred)\n",
|
|
"\n",
|
|
"fig = plt.figure(figsize=(6, 6))\n",
|
|
"plt.subplot(1, 1, 1)\n",
|
|
"plt.title(\"Deviance\")\n",
|
|
"plt.plot(\n",
|
|
" np.arange(params[\"n_estimators\"]) + 1,\n",
|
|
" reg.train_score_,\n",
|
|
" \"b-\",\n",
|
|
" label=\"Training Set Deviance\",\n",
|
|
")\n",
|
|
"plt.plot(\n",
|
|
" np.arange(params[\"n_estimators\"]) + 1, test_score, \"r-\", label=\"Test Set Deviance\"\n",
|
|
")\n",
|
|
"plt.legend(loc=\"upper right\")\n",
|
|
"plt.xlabel(\"Boosting Iterations\")\n",
|
|
"plt.ylabel(\"Deviance\")\n",
|
|
"fig.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Polynomial Regression"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[0.4164710671463188,\n",
|
|
" 0.07930387291011727,\n",
|
|
" 0.0619084776082051,\n",
|
|
" 0.04527833425246636,\n",
|
|
" 0.025332322803174837,\n",
|
|
" 0.017016832713336875,\n",
|
|
" 0.01394877632224057,\n",
|
|
" 0.011642367315970145,\n",
|
|
" 0.009392082109822862,\n",
|
|
" 0.013672316013846894,\n",
|
|
" 0.002975508472526138,\n",
|
|
" 0.0024905756438819873,\n",
|
|
" 0.0011070193226399348,\n",
|
|
" 0.0008166167439355699,\n",
|
|
" 0.0020619852120506332,\n",
|
|
" 0.0028208332725586636,\n",
|
|
" 0.008309883223282157,\n",
|
|
" 0.012637098728651722,\n",
|
|
" 0.024207391534791955,\n",
|
|
" 0.03725217618658084]"
|
|
]
|
|
},
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"predictors = ['nodes', 'exploit', 'appl', 'load']\n",
|
|
"overall_outcome = 'runtime'\n",
|
|
"\n",
|
|
"# partition data\n",
|
|
"X = norm_df[predictors]\n",
|
|
"overall_y = norm_df[overall_outcome]\n",
|
|
"train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n",
|
|
"\n",
|
|
"plt_mean_squared_error = []\n",
|
|
"deg_range = range(1,21)\n",
|
|
"for degree in deg_range:\n",
|
|
" poly = PolynomialFeatures(degree = degree)\n",
|
|
" X_poly = poly.fit_transform(train_X)\n",
|
|
" poly.fit(X_poly, train_y)\n",
|
|
"\n",
|
|
" regression_model = LinearRegression()\n",
|
|
" regression_model.fit(X_poly, train_y)\n",
|
|
" y_pred = regression_model.predict(X_poly)\n",
|
|
" plt_mean_squared_error.append(mean_squared_error(train_y, y_pred, squared=False))\n",
|
|
"\n",
|
|
"\n",
|
|
"plt.scatter(deg_range,plt_mean_squared_error, color=\"green\")\n",
|
|
"plt.plot(deg_range,plt_mean_squared_error, color=\"red\")\n",
|
|
"plt.xlabel('Polynomial Degree')\n",
|
|
"plt.ylabel('MSE')\n",
|
|
"plt.title('Polynomial Regression MSE vs Polynomial Degree')\n",
|
|
"plt_mean_squared_error"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## SVR"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0.00631239915042021"
|
|
]
|
|
},
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# SVR\n",
|
|
"predictors = ['nodes', 'exploit', 'appl', 'load']\n",
|
|
"overall_outcome = 'runtime'\n",
|
|
"\n",
|
|
"# partition data\n",
|
|
"X = norm_df[predictors]\n",
|
|
"overall_y = norm_df[overall_outcome]\n",
|
|
"train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n",
|
|
"\n",
|
|
"param_grid = {'C': [0.1,1, 10, 100, 1000], 'gamma': [1,0.1,0.01,0.001,0.0001], 'kernel': ['rbf']}\n",
|
|
"grid = GridSearchCV(SVR(),param_grid,refit=True,verbose=0)\n",
|
|
"grid.fit(train_X,train_y)\n",
|
|
"\n",
|
|
"grid_predictions = grid.predict(valid_X)\n",
|
|
"\n",
|
|
"mean_squared_error(valid_y, grid_predictions, squared=True)"
|
|
]
|
|
}
|
|
],
|
|
"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": "3.11.5"
|
|
},
|
|
"orig_nbformat": 4
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|