{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Bike Sharing Prediction Project Lukas Tapparello\n",
"\n",
"In this notebook I will build a regression model to predict the number of bikes rented each day using data from the Bike Sharing Dataset.\n",
"\n",
"I'll start by loading the dataset and doing some basic exploration to understand what type of data im working with"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Project Objective\n",
"\n",
"The aim of this project is to predict the number of bike rentals based on various factors such as weather, calendar variables, and time. \n",
"\n",
"By accurately forecasting demand, bike sharing companies can optimize bike distribution, plan staffing, and improve customer satisfaction.\n",
"\n",
"This project explores and compares different machine learning model including Linear Regression, Decision tree, random forest, and a Neural Network to find the best performing approach.\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:20.491434Z",
"iopub.status.busy": "2026-08-31T23:05:20.491284Z",
"iopub.status.idle": "2026-08-31T23:05:21.858465Z",
"shell.execute_reply": "2026-08-31T23:05:21.857826Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
instant
\n",
"
dteday
\n",
"
season
\n",
"
yr
\n",
"
mnth
\n",
"
holiday
\n",
"
weekday
\n",
"
workingday
\n",
"
weathersit
\n",
"
temp
\n",
"
atemp
\n",
"
hum
\n",
"
windspeed
\n",
"
casual
\n",
"
registered
\n",
"
cnt
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
1
\n",
"
2011-01-01
\n",
"
1
\n",
"
0
\n",
"
1
\n",
"
0
\n",
"
6
\n",
"
0
\n",
"
2
\n",
"
0.344167
\n",
"
0.363625
\n",
"
0.805833
\n",
"
0.160446
\n",
"
331
\n",
"
654
\n",
"
985
\n",
"
\n",
"
\n",
"
1
\n",
"
2
\n",
"
2011-01-02
\n",
"
1
\n",
"
0
\n",
"
1
\n",
"
0
\n",
"
0
\n",
"
0
\n",
"
2
\n",
"
0.363478
\n",
"
0.353739
\n",
"
0.696087
\n",
"
0.248539
\n",
"
131
\n",
"
670
\n",
"
801
\n",
"
\n",
"
\n",
"
2
\n",
"
3
\n",
"
2011-01-03
\n",
"
1
\n",
"
0
\n",
"
1
\n",
"
0
\n",
"
1
\n",
"
1
\n",
"
1
\n",
"
0.196364
\n",
"
0.189405
\n",
"
0.437273
\n",
"
0.248309
\n",
"
120
\n",
"
1229
\n",
"
1349
\n",
"
\n",
"
\n",
"
3
\n",
"
4
\n",
"
2011-01-04
\n",
"
1
\n",
"
0
\n",
"
1
\n",
"
0
\n",
"
2
\n",
"
1
\n",
"
1
\n",
"
0.200000
\n",
"
0.212122
\n",
"
0.590435
\n",
"
0.160296
\n",
"
108
\n",
"
1454
\n",
"
1562
\n",
"
\n",
"
\n",
"
4
\n",
"
5
\n",
"
2011-01-05
\n",
"
1
\n",
"
0
\n",
"
1
\n",
"
0
\n",
"
3
\n",
"
1
\n",
"
1
\n",
"
0.226957
\n",
"
0.229270
\n",
"
0.436957
\n",
"
0.186900
\n",
"
82
\n",
"
1518
\n",
"
1600
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" instant dteday season yr mnth holiday weekday workingday \\\n",
"0 1 2011-01-01 1 0 1 0 6 0 \n",
"1 2 2011-01-02 1 0 1 0 0 0 \n",
"2 3 2011-01-03 1 0 1 0 1 1 \n",
"3 4 2011-01-04 1 0 1 0 2 1 \n",
"4 5 2011-01-05 1 0 1 0 3 1 \n",
"\n",
" weathersit temp atemp hum windspeed casual registered \\\n",
"0 2 0.344167 0.363625 0.805833 0.160446 331 654 \n",
"1 2 0.363478 0.353739 0.696087 0.248539 131 670 \n",
"2 1 0.196364 0.189405 0.437273 0.248309 120 1229 \n",
"3 1 0.200000 0.212122 0.590435 0.160296 108 1454 \n",
"4 1 0.226957 0.229270 0.436957 0.186900 82 1518 \n",
"\n",
" cnt \n",
"0 985 \n",
"1 801 \n",
"2 1349 \n",
"3 1562 \n",
"4 1600 "
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# First, I'm going to import the main libraries I will use in the project\n",
"\n",
"import pandas as pd \n",
"\n",
"import matplotlib.pyplot as plt \n",
"\n",
"import seaborn as sns \n",
"\n",
"# This will make plots show directly in notebook\n",
"\n",
"%matplotlib inline\n",
"\n",
"# Now I will load the dataset which contains daily data of bike rent\n",
"\n",
"df = pd.read_csv('day.csv')\n",
"\n",
"#I will checkthe first 5 rows of the dataset\n",
"\n",
"df.head()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now I’ll see how big the dataset is, what data types the columns have, and if there is any missing data."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:21.914133Z",
"iopub.status.busy": "2026-08-31T23:05:21.913760Z",
"iopub.status.idle": "2026-08-31T23:05:21.918837Z",
"shell.execute_reply": "2026-08-31T23:05:21.917979Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(731, 16)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# check how many rows and columns the dataset has\n",
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:21.920358Z",
"iopub.status.busy": "2026-08-31T23:05:21.920201Z",
"iopub.status.idle": "2026-08-31T23:05:21.925997Z",
"shell.execute_reply": "2026-08-31T23:05:21.925185Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"instant int64\n",
"dteday str\n",
"season int64\n",
"yr int64\n",
"mnth int64\n",
"holiday int64\n",
"weekday int64\n",
"workingday int64\n",
"weathersit int64\n",
"temp float64\n",
"atemp float64\n",
"hum float64\n",
"windspeed float64\n",
"casual int64\n",
"registered int64\n",
"cnt int64\n",
"dtype: object"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# now let's see the types of each column\n",
"df.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:21.927958Z",
"iopub.status.busy": "2026-08-31T23:05:21.927305Z",
"iopub.status.idle": "2026-08-31T23:05:21.933368Z",
"shell.execute_reply": "2026-08-31T23:05:21.932457Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"instant 0\n",
"dteday 0\n",
"season 0\n",
"yr 0\n",
"mnth 0\n",
"holiday 0\n",
"weekday 0\n",
"workingday 0\n",
"weathersit 0\n",
"temp 0\n",
"atemp 0\n",
"hum 0\n",
"windspeed 0\n",
"casual 0\n",
"registered 0\n",
"cnt 0\n",
"dtype: int64"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# last quick thing, checking if there's any missing values\n",
"\n",
"df.isnull().sum()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next thing I will check some basic statistics to see the distribution of values in the dataset"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:21.935178Z",
"iopub.status.busy": "2026-08-31T23:05:21.934582Z",
"iopub.status.idle": "2026-08-31T23:05:21.962926Z",
"shell.execute_reply": "2026-08-31T23:05:21.962084Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
instant
\n",
"
season
\n",
"
yr
\n",
"
mnth
\n",
"
holiday
\n",
"
weekday
\n",
"
workingday
\n",
"
weathersit
\n",
"
temp
\n",
"
atemp
\n",
"
hum
\n",
"
windspeed
\n",
"
casual
\n",
"
registered
\n",
"
cnt
\n",
"
\n",
" \n",
" \n",
"
\n",
"
count
\n",
"
731.000000
\n",
"
731.000000
\n",
"
731.000000
\n",
"
731.000000
\n",
"
731.000000
\n",
"
731.000000
\n",
"
731.000000
\n",
"
731.000000
\n",
"
731.000000
\n",
"
731.000000
\n",
"
731.000000
\n",
"
731.000000
\n",
"
731.000000
\n",
"
731.000000
\n",
"
731.000000
\n",
"
\n",
"
\n",
"
mean
\n",
"
366.000000
\n",
"
2.496580
\n",
"
0.500684
\n",
"
6.519836
\n",
"
0.028728
\n",
"
2.997264
\n",
"
0.683995
\n",
"
1.395349
\n",
"
0.495385
\n",
"
0.474354
\n",
"
0.627894
\n",
"
0.190486
\n",
"
848.176471
\n",
"
3656.172367
\n",
"
4504.348837
\n",
"
\n",
"
\n",
"
std
\n",
"
211.165812
\n",
"
1.110807
\n",
"
0.500342
\n",
"
3.451913
\n",
"
0.167155
\n",
"
2.004787
\n",
"
0.465233
\n",
"
0.544894
\n",
"
0.183051
\n",
"
0.162961
\n",
"
0.142429
\n",
"
0.077498
\n",
"
686.622488
\n",
"
1560.256377
\n",
"
1937.211452
\n",
"
\n",
"
\n",
"
min
\n",
"
1.000000
\n",
"
1.000000
\n",
"
0.000000
\n",
"
1.000000
\n",
"
0.000000
\n",
"
0.000000
\n",
"
0.000000
\n",
"
1.000000
\n",
"
0.059130
\n",
"
0.079070
\n",
"
0.000000
\n",
"
0.022392
\n",
"
2.000000
\n",
"
20.000000
\n",
"
22.000000
\n",
"
\n",
"
\n",
"
25%
\n",
"
183.500000
\n",
"
2.000000
\n",
"
0.000000
\n",
"
4.000000
\n",
"
0.000000
\n",
"
1.000000
\n",
"
0.000000
\n",
"
1.000000
\n",
"
0.337083
\n",
"
0.337842
\n",
"
0.520000
\n",
"
0.134950
\n",
"
315.500000
\n",
"
2497.000000
\n",
"
3152.000000
\n",
"
\n",
"
\n",
"
50%
\n",
"
366.000000
\n",
"
3.000000
\n",
"
1.000000
\n",
"
7.000000
\n",
"
0.000000
\n",
"
3.000000
\n",
"
1.000000
\n",
"
1.000000
\n",
"
0.498333
\n",
"
0.486733
\n",
"
0.626667
\n",
"
0.180975
\n",
"
713.000000
\n",
"
3662.000000
\n",
"
4548.000000
\n",
"
\n",
"
\n",
"
75%
\n",
"
548.500000
\n",
"
3.000000
\n",
"
1.000000
\n",
"
10.000000
\n",
"
0.000000
\n",
"
5.000000
\n",
"
1.000000
\n",
"
2.000000
\n",
"
0.655417
\n",
"
0.608602
\n",
"
0.730209
\n",
"
0.233214
\n",
"
1096.000000
\n",
"
4776.500000
\n",
"
5956.000000
\n",
"
\n",
"
\n",
"
max
\n",
"
731.000000
\n",
"
4.000000
\n",
"
1.000000
\n",
"
12.000000
\n",
"
1.000000
\n",
"
6.000000
\n",
"
1.000000
\n",
"
3.000000
\n",
"
0.861667
\n",
"
0.840896
\n",
"
0.972500
\n",
"
0.507463
\n",
"
3410.000000
\n",
"
6946.000000
\n",
"
8714.000000
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" instant season yr mnth holiday weekday \\\n",
"count 731.000000 731.000000 731.000000 731.000000 731.000000 731.000000 \n",
"mean 366.000000 2.496580 0.500684 6.519836 0.028728 2.997264 \n",
"std 211.165812 1.110807 0.500342 3.451913 0.167155 2.004787 \n",
"min 1.000000 1.000000 0.000000 1.000000 0.000000 0.000000 \n",
"25% 183.500000 2.000000 0.000000 4.000000 0.000000 1.000000 \n",
"50% 366.000000 3.000000 1.000000 7.000000 0.000000 3.000000 \n",
"75% 548.500000 3.000000 1.000000 10.000000 0.000000 5.000000 \n",
"max 731.000000 4.000000 1.000000 12.000000 1.000000 6.000000 \n",
"\n",
" workingday weathersit temp atemp hum windspeed \\\n",
"count 731.000000 731.000000 731.000000 731.000000 731.000000 731.000000 \n",
"mean 0.683995 1.395349 0.495385 0.474354 0.627894 0.190486 \n",
"std 0.465233 0.544894 0.183051 0.162961 0.142429 0.077498 \n",
"min 0.000000 1.000000 0.059130 0.079070 0.000000 0.022392 \n",
"25% 0.000000 1.000000 0.337083 0.337842 0.520000 0.134950 \n",
"50% 1.000000 1.000000 0.498333 0.486733 0.626667 0.180975 \n",
"75% 1.000000 2.000000 0.655417 0.608602 0.730209 0.233214 \n",
"max 1.000000 3.000000 0.861667 0.840896 0.972500 0.507463 \n",
"\n",
" casual registered cnt \n",
"count 731.000000 731.000000 731.000000 \n",
"mean 848.176471 3656.172367 4504.348837 \n",
"std 686.622488 1560.256377 1937.211452 \n",
"min 2.000000 20.000000 22.000000 \n",
"25% 315.500000 2497.000000 3152.000000 \n",
"50% 713.000000 3662.000000 4548.000000 \n",
"75% 1096.000000 4776.500000 5956.000000 \n",
"max 3410.000000 6946.000000 8714.000000 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# this gives me a quick summary\n",
"df.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now I will check if people rent more bikes in certain seasons.\n",
"\n",
"I will group the data by season and look at how the number of rentals change"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:21.964971Z",
"iopub.status.busy": "2026-08-31T23:05:21.964239Z",
"iopub.status.idle": "2026-08-31T23:05:22.116351Z",
"shell.execute_reply": "2026-08-31T23:05:22.115317Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plotting average number of rentals for each season\n",
"\n",
"sns.barplot(x='season', y='cnt', data=df)\n",
"\n",
"# add title labels\n",
"\n",
"plt.title('Average Bike Rentals per Season')\n",
"plt.xlabel('Season')\n",
"plt.ylabel('Total Rentals')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From this plot, I can see that the highest number of bike rentals happens during season 3 (fall), followed by season 2 (summer). \n",
"\n",
"Season 1 (spring) has the lowest average rentals. This suggests that weather and seasonal conditions affect bike usage quite a lot.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here I want to check how bike rentals change in the year\n",
"\n",
"I will group the data by month and look at the average number of rents"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:22.118025Z",
"iopub.status.busy": "2026-08-31T23:05:22.117809Z",
"iopub.status.idle": "2026-08-31T23:05:22.353574Z",
"shell.execute_reply": "2026-08-31T23:05:22.352552Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#showing how average rentals change month by month\n",
"\n",
"sns.barplot(x='mnth', y='cnt', data=df)\n",
"\n",
"plt.title('Average Bike Rentals per Month') # title\n",
"plt.xlabel('Month') # x axis is months\n",
"plt.ylabel('Total Rentals') # y axis is total bike rentals\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Rentals increase steadily from January and peak around June–September, then drop again towards December. \n",
"\n",
"This confirms that warmer months have more activity, which makes sense as people prefer biking when the weather is nicer\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Bike rentals on working days vs non-working days\n",
"\n",
"\n",
"Now I will check if people rent bikes more during the week or on weekends and holidays. \n",
"\n",
"The workingday column tells me that: \n",
"1 means it’s a working day \n",
"0 means it’s a weekend or holiday\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:22.355753Z",
"iopub.status.busy": "2026-08-31T23:05:22.355146Z",
"iopub.status.idle": "2026-08-31T23:05:22.465474Z",
"shell.execute_reply": "2026-08-31T23:05:22.464391Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# barplot to compare working vs non-working days\n",
"sns.barplot(x='workingday', y='cnt', data=df)\n",
"\n",
"plt.title('Average Bike Rentals Working Day vs Non Working Day') # adding a title\n",
"plt.xlabel('Working Day (1 = Yes, 0 = No)') # clarifying what the numbers mean\n",
"plt.ylabel('Total Rentals') # y-axis as usual\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The average number of rentals is slightly higher on working days than on nonn working days, but the difference is not very big. \n",
"\n",
"This might be because people also use bikes for leisure during weekend"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now I will look at the correlations between the variables. \n",
"\n",
"This helps me see which features are more strongly connected to the target variable \"cnt\".\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:22.467478Z",
"iopub.status.busy": "2026-08-31T23:05:22.466839Z",
"iopub.status.idle": "2026-08-31T23:05:22.886363Z",
"shell.execute_reply": "2026-08-31T23:05:22.885026Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# calculating correlation matrix but dropping the date column ( not numeric)\n",
"corr_matrix = df.drop('dteday', axis=1).corr()\n",
"\n",
"# now plotting the heatmap\n",
"plt.figure(figsize=(12, 8)) #size\n",
"sns.heatmap(corr_matrix, annot=True, fmt=\".2f\", cmap='coolwarm') #show values inside\n",
"plt.title('Correlation Matrix')\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The strongest positive correlation with the target \"cnt\" is with \"registered\" (0.95) and \"casual\" (0.67), which makes sense since both make up the total count\n",
"\n",
"Also \"temp\" and \"atemp\" have a good correlation with \"cnt\" meaning weather is a strong factor\n",
"\n",
"Features like \"weekday\" or \"holiday\" have very weak or no correlation\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Distribution of total bike rentals\n",
"\n",
"Now I want to look at how the total number of rentals is distributed\n",
"\n",
"This is useful to see if most days have similar demand or if there are many very high low values"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:22.888267Z",
"iopub.status.busy": "2026-08-31T23:05:22.887702Z",
"iopub.status.idle": "2026-08-31T23:05:23.008326Z",
"shell.execute_reply": "2026-08-31T23:05:23.007179Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
" # histogram of total rentals\n",
"plt.figure(figsize=(8, 5) )\n",
"\n",
"sns.histplot(df['cnt'], bins=30, kde=True)\n",
"\n",
"plt.title('Distribution of Total Bike Rentals (cnt)')\n",
"\n",
"plt.xlabel('Number of Rents')\n",
"\n",
"plt.ylabel(' Frequency ')\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:23.010482Z",
"iopub.status.busy": "2026-08-31T23:05:23.009819Z",
"iopub.status.idle": "2026-08-31T23:05:23.120982Z",
"shell.execute_reply": "2026-08-31T23:05:23.119873Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plotting trend of bike rentals over time\n",
"\n",
"plt.figure(figsize=(10, 4))\n",
"\n",
"plt.plot (df['cnt'].values)\n",
"plt.title('Bike Rentals Over Time')\n",
"\n",
"plt.xlabel( 'Days')\n",
"plt.ylabel('Total Rentals')\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The total number of bike rentals seems to follow a roughly normal distribution, but slightly skewed to the right.\n",
"\n",
"Most days have between 3000 and 5000 rentals, with a few days going as high as 8000\n",
"\n",
"This tells me that:\n",
"The data is fairly balanced, no extreme outliers or massive gap is seen\n",
"\n",
"Predicting \"cnt\" should be easier for models because there’s a clear center\n",
"\n",
"I dont need to apply any transformation (like log scale) since the distribution is already clean"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Relationship between temperature and bike rentals:\n",
"\n",
"Now I will create a scatter plot between temperature and total bike rentals (cnt).\n",
"\n",
"My goal here is to check if there's a clear trend for example \"do more people rent bikes when it’s warmer? \"\n",
"\n",
"Since temperature is already normalized in the dataset (between 0 and 1) we can use it directly.\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:23.123169Z",
"iopub.status.busy": "2026-08-31T23:05:23.122449Z",
"iopub.status.idle": "2026-08-31T23:05:23.239877Z",
"shell.execute_reply": "2026-08-31T23:05:23.238911Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8, 5))\n",
"sns.scatterplot(x='temp', y='cnt', data=df)\n",
"plt.title ('Bike Rentals vs Temperature')\n",
"plt.xlabel ('Normalized Temperature')\n",
"plt.ylabel ('Total Rentals')\n",
"\n",
"\n",
"plt.show()\n",
"\n",
"# scatter plot: cnt vs temp"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"This scatter plot shows a clear positive trend between temperature and the number of bike rentals\n",
"\n",
"When the temperature is low, people rent fewer bikes.\n",
"As temperature increases around 0.6 to 0.7 on the normalized scale, rentals go up\n",
"\n",
"However there’s a slight drop at the highest temperatures because extremely hot days discourage biking\n",
"\n",
"So in general warmer weather seems to increase bike usage but there's a point where it stops being helpful."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Rentals by day of the week\n",
"\n",
"Now I want to see if there's a difference in how many bikes are rented depending on the day of the week.\n",
"\n",
"The \"weekday\" column goes from 0 (Sunday) to 6 (Saturday)\n",
" \n",
"Using a boxplot will help me spot patterns and see the spread of rentals on each day.\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:23.242012Z",
"iopub.status.busy": "2026-08-31T23:05:23.241400Z",
"iopub.status.idle": "2026-08-31T23:05:23.373116Z",
"shell.execute_reply": "2026-08-31T23:05:23.372052Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# boxplot: cnt by weekday\n",
"\n",
"plt.figure(figsize=(8, 5))\n",
"sns.boxplot( x='weekday', y='cnt', data=df )\n",
"plt.title( 'Bike Rentals by Weekday' )\n",
"plt.xlabel('Weekday (0 = Sunday)')\n",
"plt.ylabel ('Total Rentals')\n",
"\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What I observe from this plot?\n",
"\n",
"The number of bike rentals is fairly consistent across all days of the week\n",
"\n",
"There is a slight increase ondays 5 and 6 (which are Friday and Saturday), suggesting higher bike usage during the weekend.\n",
"\n",
"The spread (difference between high and low usage) is quite wide every day so the number of rentals can vary a lot but the average stays prettystable.\n",
"\n",
"This tell me that weekday is not a very strong predictor but weekend behavior might still have a small effect\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What about weather and rents ?\n",
" \n",
"Now i want to understand how weather affects the number of bike rentals, this is useful to see if people tend to rent less bikes when the weather gets worse.\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:23.375517Z",
"iopub.status.busy": "2026-08-31T23:05:23.374736Z",
"iopub.status.idle": "2026-08-31T23:05:23.473238Z",
"shell.execute_reply": "2026-08-31T23:05:23.472150Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"weather_avg = df.groupby('weathersit')['cnt'].mean( ) # average rentals for each weather situation\n",
"\n",
"plt.figure(figsize=(8, 5))\n",
"plt.bar(weather_avg.index, weather_avg.values, color='skyblue')\n",
"\n",
"plt.title ('Average Bike Rentals by Weather Situation')\n",
"plt.xlabel ('Weather Situation')\n",
"plt.ylabel ('Average Rentals')\n",
"\n",
"plt.xticks(ticks=[1, 2, 3, 4 ], labels=['Clear', 'Mist Cloudy', 'Light Rain Snow', 'Heavy Rain'], rotation=10)\n",
"plt.grid(True)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The bar chart shows a clear relationship between the weather and the number of bike rentals\n",
"\n",
"The best weather condition (clear ) has the highest average rentals.\n",
"\n",
"As the weather worsens from cloudy to light rain or snow the average rentals drop a lot.\n",
"\n",
"When the weather is very bad rentals are almost zero.\n",
"\n",
"This shows how sensitive bike demand is to the weather conditions and why its an important factor for prediction."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"Here I create some new features that could help the model learn better patterns:\n",
"\n",
"-is_weekend : marks if the day is Saturday or Sunday\n",
"\n",
"-cnt_lag1: the number of rentals from the previous day so the model can see short term trends\n",
"\n",
"-temp_diff: difference between temperature and “feels like” temperature\n",
"\n",
"These engineered features will be added to the dataset and used in the prediction models\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:23.475370Z",
"iopub.status.busy": "2026-08-31T23:05:23.474748Z",
"iopub.status.idle": "2026-08-31T23:05:23.481806Z",
"shell.execute_reply": "2026-08-31T23:05:23.480924Z"
}
},
"outputs": [],
"source": [
"# Is the day a weekend?\n",
"\n",
"df['is_weekend'] = df['weekday'].apply(lambda x: 1 if x == 0 or x == 6 else 0)\n",
"\n",
"# Lag feature: bike count of the previous day\n",
"\n",
"df['cnt_lag1'] = df['cnt'].shift(1)\n",
"\n",
"# Temperature change from previous day\n",
"\n",
"df['temp_diff'] = df['temp'].diff()\n",
"\n",
"# Drop the first row since it has NaN from shift and diff\n",
"\n",
"df = df.dropna().reset_index(drop=True)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:23.483659Z",
"iopub.status.busy": "2026-08-31T23:05:23.483097Z",
"iopub.status.idle": "2026-08-31T23:05:23.487340Z",
"shell.execute_reply": "2026-08-31T23:05:23.486501Z"
}
},
"outputs": [],
"source": [
"X = df[['season', 'yr', 'mnth', 'holiday', 'weekday', 'workingday',\n",
" 'weathersit', 'temp', 'atemp', 'hum', 'windspeed',\n",
" 'is_weekend', 'cnt_lag1', 'temp_diff']]\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now I will scale the feature data using StandardScaler\n",
"\n",
"This is useful because some features like humidity and temperature are on different scales\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we will be preparing the data before scaling\n",
"\n",
"Earlier I tried to scale the feature data using \"StandardScaler\", but I got an error because the variable \"X\" was not defined\n",
"\n",
"This happened because I had not yet separated the features and the target variable.\n",
"\n",
"So now, I will:\n",
"\n",
"Remove the columns that are not useful for the predictio\n",
"\n",
"Define X as the input features\n",
"\n",
"Define y as the target variable (cnt)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:23.488720Z",
"iopub.status.busy": "2026-08-31T23:05:23.488567Z",
"iopub.status.idle": "2026-08-31T23:05:23.496700Z",
"shell.execute_reply": "2026-08-31T23:05:23.495782Z"
}
},
"outputs": [],
"source": [
"# Is the day a weekend?\n",
"\n",
"df['is_weekend'] = df['weekday'].apply(lambda x: 1 if x == 0 or x == 6 else 0)\n",
"\n",
"# Lag feature: bike count of the previous day\n",
"\n",
"df['cnt_lag1'] = df['cnt'].shift(1)\n",
"\n",
"# Temperature change from previous day\n",
"\n",
"df['temp_diff'] = df['temp'].diff()\n",
"\n",
"# Drop the first row since it has NaN from shift and diff\n",
"\n",
"df = df.dropna().reset_index(drop=True)\n",
"\n",
"# Define the input features\n",
"\n",
"X = df[['season', 'yr', 'mnth', 'holiday', 'weekday', 'workingday',\n",
" 'weathersit', 'temp', 'atemp', 'hum', 'windspeed',\n",
" 'is_weekend', 'cnt_lag1', 'temp_diff']]\n",
"\n",
"# Define the target\n",
"\n",
"y = df['cnt']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that X is defined, I will scale it using StandardScaler.\n",
"\n",
"I am doing this because many machine learning models perform better when the input features are on the same scale\n",
"\n",
"For example, temperature values are between 0 and 1, but humidity might be very different\n",
"\n",
"Scaling makes sure no variable dominates just because of its range\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:23.498229Z",
"iopub.status.busy": "2026-08-31T23:05:23.498070Z",
"iopub.status.idle": "2026-08-31T23:05:23.572291Z",
"shell.execute_reply": "2026-08-31T23:05:23.571295Z"
}
},
"outputs": [],
"source": [
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"# creating the scaler\n",
"scaler = StandardScaler()\n",
"\n",
"# applying it to X (the features)\n",
"\n",
"X_scaled = scaler.fit_transform(X) # now it works because X is defined\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Training a Linear Regression model\n",
"\n",
"Now I will train a basic Linear Regression model using the scaled feature data.\n",
"\n",
"I will first split the data into training and test sets, so I can check how well the model performs\n",
"Then I will fit the model and evaluate it using standard metrics for regression tasks.\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:23.574605Z",
"iopub.status.busy": "2026-08-31T23:05:23.573790Z",
"iopub.status.idle": "2026-08-31T23:05:23.710007Z",
"shell.execute_reply": "2026-08-31T23:05:23.709029Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Linear Regression R2: 0.87\n",
"Linear Regression RMSE: 670.61\n"
]
}
],
"source": [
"#splitting the data\n",
"\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.linear_model import LinearRegression\n",
"from sklearn.metrics import mean_squared_error, r2_score\n",
"\n",
"# split the updated feature set\n",
"\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, test_size=0.2, random_state=42)\n",
"\n",
"# create and train the mode\n",
"\n",
"lr_model = LinearRegression()\n",
"lr_model.fit(X_train, y_train)\n",
"\n",
"# make predictions\n",
"\n",
"lr_preds = lr_model.predict(X_test)\n",
"\n",
"# evaluate performance\n",
"\n",
"lr_r2 = r2_score(y_test, lr_preds)\n",
"lr_rmse = mean_squared_error(y_test, lr_preds) ** 0.5\n",
"\n",
"# print results\n",
"\n",
"print(\"Linear Regression R2:\", round(lr_r2, 3))\n",
"\n",
"print(\"Linear Regression RMSE:\", round(lr_rmse, 2))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The model gives me two metrics:\n",
"\n",
"R2 score \n",
"\n",
"This shows how well the model explains the variation in the target variable (cnt) \n",
"\n",
"A value close to 1 means the model explains most of the variation in bike rentals\n",
"A value closer to 0 means the model does not explain much and performs poorly\n",
"\n",
"\n",
"RMSE (Root Mean Squared Error) \n",
"\n",
"This tells me how far off the models predictions are from the actual values on average\n",
"\n",
"The value is in the same unit as the target (cnt) so I can interpret it as the average error in number of rented bikes\n",
"\n",
"Now I will try a different model (Decision tree) and compare the results.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"Now I will try a Decision Tree model\n",
"\n",
"Decision trees work by splitting the data into smaller and smaller groups based on the features trying to reduce prediction error at each step\n",
"\n",
"This model usually fits the training data well but it can sometimes overfit\n",
"\n",
"Later I will compare its performance with the Linear Regression model to see which one works better\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:23.711693Z",
"iopub.status.busy": "2026-08-31T23:05:23.711504Z",
"iopub.status.idle": "2026-08-31T23:05:23.746303Z",
"shell.execute_reply": "2026-08-31T23:05:23.745286Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Decision Tree R2: 0.767\n",
"Decision Tree RMSE: 898.44\n"
]
}
],
"source": [
"from sklearn.tree import DecisionTreeRegressor\n",
"\n",
"tree = DecisionTreeRegressor(random_state=42) # create and train the decision tree model\n",
"tree.fit(X_train, y_train)\n",
"\n",
"#make predictions\n",
"y_pred_tree = tree.predict(X_test)\n",
"\n",
"#evaluate the model\n",
"r2_tree = r2_score(y_test, y_pred_tree)\n",
"rmse_tree = mean_squared_error(y_test, y_pred_tree) ** 0.5\n",
"\n",
"#print results\n",
"\n",
"print(\"Decision Tree R2:\", round(r2_tree, 3))\n",
"\n",
"print(\"Decision Tree RMSE:\", round(rmse_tree, 2))\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here I used a Decision Tree Regressor to predict bike rentals\n",
"\n",
"The R*2 score tells me how well the model explains the variation in the target variable\n",
"\n",
"The RMSE shows the average error in the predicted number of rentals\n",
"\n",
"If the R2 is higher and the RMSE is lower than the values from the Linear Regression model \n",
"then the Decision Tree is performing better\n",
"\n",
"If not, it may be overfitting or not generalizing well \n",
"\n",
"In the next step, I will try a Random forest model and compare all results\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"Now I will train a Random forest model. \n",
"\n",
"This model combines the results of several decision trees and takes the average to make the final prediction\n",
"\n",
"Random Forest usually gives better performance than a single decision tree because it reduces overfitting and makes the model more stable\n"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:23.748517Z",
"iopub.status.busy": "2026-08-31T23:05:23.747842Z",
"iopub.status.idle": "2026-08-31T23:05:24.094642Z",
"shell.execute_reply": "2026-08-31T23:05:24.093622Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Random Forest R2: 0.854\n",
"Random Forest RMSE: 711.9\n"
]
}
],
"source": [
"from sklearn.ensemble import RandomForestRegressor\n",
"\n",
"\n",
"rf = RandomForestRegressor(random_state=42) #create and train the random forest model\n",
"rf.fit(X_train, y_train)\n",
"\n",
"# make predictions\n",
"\n",
"y_pred_rf = rf.predict(X_test)\n",
"\n",
"# evaluate the model\n",
"\n",
"r2_rf = r2_score(y_test, y_pred_rf)\n",
"rmse_rf = mean_squared_error(y_test, y_pred_rf) ** 0.5\n",
"\n",
"# print results\n",
"\n",
"print (\"Random Forest R2:\", round(r2_rf, 3))\n",
"\n",
"print(\"Random Forest RMSE:\", round(rmse_rf, 2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Gradient Boosting Regressor\n",
"\n",
"This model builds trees sequentially, improving each new tree based on the errors of the previous ones. \n",
"It usually performs very well for structured data like this.\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:24.096296Z",
"iopub.status.busy": "2026-08-31T23:05:24.096130Z",
"iopub.status.idle": "2026-08-31T23:05:24.246447Z",
"shell.execute_reply": "2026-08-31T23:05:24.245439Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Gradient Boosting R2: 0.868\n",
"Gradient Boosting RMSE: 678.0\n"
]
}
],
"source": [
"from sklearn.ensemble import GradientBoostingRegressor\n",
"\n",
"# Create and train the model\n",
"\n",
"gb = GradientBoostingRegressor(random_state=42)\n",
"gb.fit(X_train, y_train)\n",
"\n",
"# Make predictions\n",
"\n",
"y_pred_gb = gb.predict(X_test)\n",
"\n",
"r2_gb = r2_score(y_test, y_pred_gb)\n",
"rmse_gb = mean_squared_error(y_test, y_pred_gb) ** 0.5\n",
"\n",
"\n",
"print (\"Gradient Boosting R2:\", round(r2_gb, 3))\n",
"\n",
"print (\"Gradient Boosting RMSE:\", round(rmse_gb, 2))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# cross-validation of models\n",
"\n",
"To make our evaluation more robust, we now apply cross validation.\n",
"\n",
"This splits the training set into 5 parts, trains on 4 and tests on 1, repeating the process.\n",
"\n",
"It gives a better estimate of model generalization compared to a single train-test split."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:24.248378Z",
"iopub.status.busy": "2026-08-31T23:05:24.248204Z",
"iopub.status.idle": "2026-08-31T23:05:24.856044Z",
"shell.execute_reply": "2026-08-31T23:05:24.854541Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[1;31merror\u001b[0m: \u001b[1mexternally-managed-environment\u001b[0m\r\n",
"\r\n",
"\u001b[31m×\u001b[0m This environment is externally managed\r\n",
"\u001b[31m╰─>\u001b[0m To install Python packages system-wide, try apt install\r\n",
"\u001b[31m \u001b[0m python3-xyz, where xyz is the package you are trying to\r\n",
"\u001b[31m \u001b[0m install.\r\n",
"\u001b[31m \u001b[0m \r\n",
"\u001b[31m \u001b[0m If you wish to install a non-Debian-packaged Python package,\r\n",
"\u001b[31m \u001b[0m create a virtual environment using python3 -m venv path/to/venv.\r\n",
"\u001b[31m \u001b[0m Then use path/to/venv/bin/python and path/to/venv/bin/pip. Make\r\n",
"\u001b[31m \u001b[0m sure you have python3-full installed.\r\n",
"\u001b[31m \u001b[0m \r\n",
"\u001b[31m \u001b[0m If you wish to install a non-Debian packaged Python application,\r\n",
"\u001b[31m \u001b[0m it may be easiest to use pipx install xyz, which will manage a\r\n",
"\u001b[31m \u001b[0m virtual environment for you. Make sure you have pipx installed.\r\n",
"\u001b[31m \u001b[0m \r\n",
"\u001b[31m \u001b[0m See /usr/share/doc/python3.12/README.venv for more information.\r\n",
"\r\n",
"\u001b[1;35mnote\u001b[0m: If you believe this is a mistake, please contact your Python installation or OS distribution provider. You can override this, at the risk of breaking your Python installation or OS, by passing --break-system-packages.\r\n",
"\u001b[1;36mhint\u001b[0m: See PEP 668 for the detailed specification.\r\n"
]
}
],
"source": [
"!pip install xgboost"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:24.858083Z",
"iopub.status.busy": "2026-08-31T23:05:24.857856Z",
"iopub.status.idle": "2026-08-31T23:05:26.676984Z",
"shell.execute_reply": "2026-08-31T23:05:26.675945Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Linear Regression CV RMSE: Mean = 821.34, Std = 43.99\n",
"Decision Tree CV RMSE: Mean = 1108.39, Std = 121.36\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Random Forest CV RMSE: Mean = 764.15, Std = 58.86\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"XGBoost CV RMSE: Mean = 757.74, Std = 26.91\n"
]
}
],
"source": [
"from xgboost import XGBRegressor\n",
"\n",
"from sklearn.model_selection import cross_val_score\n",
"\n",
"# Define models\n",
"\n",
"models = {\n",
" \"Linear Regression\": LinearRegression(),\n",
" \"Decision Tree\": DecisionTreeRegressor(random_state=42),\n",
" \"Random Forest\": RandomForestRegressor(random_state=42),\n",
" \"XGBoost\": XGBRegressor(random_state=42, verbosity=0)\n",
"}\n",
"\n",
"# apply 5 fold cross validation to each model\n",
"\n",
"cv_results = {}\n",
"\n",
"for name, model in models.items():\n",
" scores = cross_val_score(model, X_train, y_train, cv=5, scoring='neg_mean_squared_error')\n",
" rmse_scores = (-scores) ** 0.5 # Convert negative MSE to RMSE\n",
" cv_results[name] = rmse_scores\n",
" \n",
" print(f\"{name} CV RMSE: Mean = {rmse_scores.mean():.2f}, Std = {rmse_scores.std():.2f}\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Cross-Validation of All Models\n",
"\n",
"Here in the code cell above I just applied 5 fold cross validation to all the models I trained (Linear Regression, Decision Tree, Random Forest, and XGBoost).\n",
"\n",
"This means the training data is split into 5 parts: each model is trained on 4 parts and validated on the remaining one, rotating 5 times.\n",
"\n",
"This gives a more reliable estimate of each model performance and reduces the risk of overfitting compared to a single train-test split.\n",
"\n",
"I used the Root Mean Squared Error (RMSE ) as the evaluation metric since it’s more interpretable in the context of regression problems like this one."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Hyperparameter Tuning for Random Forest\n",
"\n",
"Here I will use GridSearchcv to find the best hyperparameters for the Random Forest model. \n",
"\n",
"It tests multiple combinations of parameters using 5 fold cross validation and selects the one with the lowest RMSE. \n",
"\n",
"This helps to fine-tune the model for better generalization and performance."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:26.679100Z",
"iopub.status.busy": "2026-08-31T23:05:26.678476Z",
"iopub.status.idle": "2026-08-31T23:05:48.134607Z",
"shell.execute_reply": "2026-08-31T23:05:48.133450Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 5 folds for each of 12 candidates, totalling 60 fits\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"✅ Best Parameters found:\n",
"{'max_depth': 20, 'min_samples_split': 2, 'n_estimators': 200}\n",
"Best Cross-Validated RMSE: 763.65\n"
]
}
],
"source": [
"from sklearn.model_selection import GridSearchCV\n",
"\n",
"# Define the parameter grid to search\n",
"param_grid = {\n",
" 'n_estimators': [100, 200],\n",
" 'max_depth': [10, 20, None],\n",
" 'min_samples_split': [2, 5]\n",
"}\n",
"\n",
"# Create Griddsearchcv object\n",
"rf_grid = GridSearchCV(\n",
" estimator=RandomForestRegressor(random_state=42),\n",
" param_grid=param_grid,\n",
" scoring='neg_mean_squared_error',\n",
" cv=5,\n",
" n_jobs=-1, # use all cores\n",
" verbose=1\n",
")\n",
"\n",
"# Fitting grid search to the training data\n",
"rf_grid.fit(X_train, y_train)\n",
"\n",
"# show the best parameters \n",
"print(\"✅ Best Parameters found:\")\n",
"print(rf_grid.best_params_)\n",
"\n",
"best_rmse = (-rf_grid.best_score_) ** 0.5\n",
"print(f\"Best Cross-Validated RMSE: {best_rmse:.2f}\")\n"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:48.136932Z",
"iopub.status.busy": "2026-08-31T23:05:48.136226Z",
"iopub.status.idle": "2026-08-31T23:05:48.352919Z",
"shell.execute_reply": "2026-08-31T23:05:48.351876Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Evaluate the tuned Random Forest model\n",
"\n",
"from sklearn.metrics import r2_score, mean_squared_error\n",
"\n",
"y_pred_best = rf_grid.best_estimator_.predict(X_test)\n",
"r2_rf_tuned = r2_score(y_test, y_pred_best)\n",
"rmse_rf_tuned = mean_squared_error(y_test, y_pred_best) ** 0.5\n",
"\n",
"\n",
"# Store all scores, including the tuned RF model\n",
"\n",
"r2_scores = {\n",
" 'Linear Regression': lr_r2,\n",
" 'Decision Tree': r2_tree,\n",
" 'Random Forest (Default)': r2_rf,\n",
" 'Random Forest (Tuned)': r2_rf_tuned,\n",
" 'Gradient Boosting': r2_gb }\n",
"\n",
"\n",
"rmse_scores = {\n",
" 'Linear Regression': lr_rmse,\n",
" 'Decision Tree': rmse_tree,\n",
" 'Random Forest (Default)': rmse_rf,\n",
" 'Random Forest (Tuned)': rmse_rf_tuned,\n",
" 'Gradient Boosting': rmse_gb }\n",
"\n",
"\n",
"# Bar plot for R2\n",
"\n",
"plt.figure(figsize=(9, 5))\n",
"sns.barplot(x=list(r2_scores.keys()), y=list(r2_scores.values()))\n",
"\n",
"plt.title(\"R² Score Comparison\")\n",
"plt.ylabel(\"R² Score\")\n",
"plt.ylim(0, 1)\n",
"plt.xticks(rotation=15)\n",
"\n",
"\n",
"plt.show()\n",
"\n",
"# bar plot for RMSE\n",
"\n",
"plt.figure(figsize=(9, 5))\n",
"sns.barplot(x=list(rmse_scores.keys()), y=list(rmse_scores.values()))\n",
"\n",
"plt.title(\"RMSE Comparison\")\n",
"plt.ylabel(\"RMSE\")\n",
"plt.xticks(rotation=15)\n",
"\n",
"\n",
"plt.show()\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# final model performance comparison\n",
"\n",
"I just compared the performance of all the models I trained using two metrics: \n",
"\n",
"R2 Score, which shows how well the model explains the variability of the data (higher is better), and \n",
"RMSE (Root Mean Squared Error), which shows the average prediction error in the same units as the target variable (lower is better).\n",
"\n",
"As shown in the bar plots below, the tuned Random forest model performs better than the default one, confirming that hyperparameter tuning improves prediction accuracy. \n",
"\n",
"Gradient Boosting also performs very well, with slightly better RMSE but similar R2. \n",
"\n",
"Linear Regression and Decision tree models performed worse in comparison.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Now I will try a Neural Network model to see how well it can learn the pattern. \n",
" \n",
"I need to scale the target variable\"y\" because neural networks work best when both input and output are normalized\n",
"\n",
"Let’s see how it performs.\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:48.355035Z",
"iopub.status.busy": "2026-08-31T23:05:48.354400Z",
"iopub.status.idle": "2026-08-31T23:05:56.085615Z",
"shell.execute_reply": "2026-08-31T23:05:56.084613Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Neural Network R2: 0.893\n",
"Neural Network RMSE: 609.03\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.12/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:785: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (3000) reached and the optimization hasn't converged yet.\n",
" warnings.warn(\n"
]
}
],
"source": [
"# importing everything we need\n",
"from sklearn.neural_network import MLPRegressor\n",
"from sklearn.metrics import r2_score, mean_squared_error\n",
"\n",
"#creating and train the neural network model\n",
"\n",
"nn = MLPRegressor(hidden_layer_sizes=(100,100), max_iter=3000, random_state=42)\n",
"\n",
"nn.fit(X_train, y_train)\n",
"\n",
"# make predictions\n",
"y_pred_nn = nn.predict(X_test)\n",
"\n",
"#evaluate the model\n",
"r2_nn = r2_score(y_test, y_pred_nn)\n",
"rmse_nn = mean_squared_error(y_test, y_pred_nn) ** 0.5\n",
"\n",
"# print results\n",
"\n",
"print(\"Neural Network R2:\", round(r2_nn, 3))\n",
"\n",
"print(\"Neural Network RMSE:\", round(rmse_nn, 2))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Residual Analysis for Neural Network\n",
"\n",
"This residual plot shows how well the model fits the data. \n",
"\n",
"Ideally, the residuals should be randomly distributed around 0. \n",
"\n",
"If we see patterns, it might indicate bias or model limitations."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:56.087257Z",
"iopub.status.busy": "2026-08-31T23:05:56.087074Z",
"iopub.status.idle": "2026-08-31T23:05:56.183606Z",
"shell.execute_reply": "2026-08-31T23:05:56.182655Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"residuals = y_test - y_pred_nn\n",
"\n",
"plt.figure(figsize=(8, 5))\n",
"plt.scatter(y_pred_nn, residuals, alpha=0.5)\n",
"plt.axhline(y=0, color='red', linestyle='--')\n",
"plt.title('Residual Plot - Neural Network')\n",
"plt.xlabel('Predicted Values')\n",
"plt.ylabel('Residuals')\n",
"plt.grid(True)\n",
"\n",
"plt.show ( )"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:56.185797Z",
"iopub.status.busy": "2026-08-31T23:05:56.185203Z",
"iopub.status.idle": "2026-08-31T23:05:56.364195Z",
"shell.execute_reply": "2026-08-31T23:05:56.362955Z"
}
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"r2_scores[\"Neural Network\"] = round(r2_nn, 3) # I update the dictionaries with Neural Network results\n",
"\n",
"rmse_scores[\"Neural Network\"] = round(rmse_nn, 2)\n",
"\n",
"# Re-plot updated R2 scores\n",
"\n",
"plt.figure(figsize=(8, 4))\n",
"sns.barplot(x=list(r2_scores.keys()), y=list(r2_scores.values()))\n",
"\n",
"plt.title(\"R² Score Comparison\")\n",
"plt.ylabel(\"R² Score\")\n",
"plt.ylim(0, 1)\n",
"\n",
"plt.show()\n",
"\n",
"# plot updated RMSE score\n",
"\n",
"plt.figure(figsize=(8, 4))\n",
"sns.barplot(x=list(rmse_scores.keys()), y=list(rmse_scores.values()))\n",
"\n",
"plt.title(\"RMSE Comparison\")\n",
"plt.ylabel(\"RMSE\")\n",
"\n",
"plt.show()\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Error Analysis actual vs Predicted\n",
"\n",
"To better understand where the model performs well or struggles, I plotted the actual vs predicted values and the residuals (prediction errors)."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"execution": {
"iopub.execute_input": "2026-08-31T23:05:56.366418Z",
"iopub.status.busy": "2026-08-31T23:05:56.365778Z",
"iopub.status.idle": "2026-08-31T23:05:56.592122Z",
"shell.execute_reply": "2026-08-31T23:05:56.591073Z"
}
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAsAAAAIjCAYAAAAN/63DAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAoDxJREFUeJzs3Xd8U2X7x/FP2iZNd1ltKZS9BRRBEZEhU0V9VMQFCihOcPGI41FRUOQBFbfiRFRcuB5/qEhFBRmCIgiCMhRFRsss3W3Snt8fMaGlaZu0SZO23/frxYvmnJNz7txNkyt3rvu6TYZhGIiIiIiI1BMhgW6AiIiIiEhNUgAsIiIiIvWKAmARERERqVcUAIuIiIhIvaIAWERERETqFQXAIiIiIlKvKAAWERERkXpFAbCIiIiI1CsKgEVERESkXlEALFJHmUwmHnzwwUA3Iyg9+OCDmEymUttatWrFuHHjAtMgN9y1sSa8/vrrmEwm/vzzzxq/tqf+/vtvrFYrK1euDHRTfK429H8gDBw4kK5du1Z4jM1mIyUlheeff76GWiW1mQJgEQ88//zzmEwmevfuXeVz7N27lwcffJANGzb4rmG1lMlkcv0LCQkhOTmZYcOG8e233wa6aV4J5O/UZrPRuHFjzjjjjHKPMQyDlJQUTj755Bpsmf9Nnz6d3r1707dvX9e2cePGYTKZ6N69O4ZhlLmPyWRi0qRJNdlMv3J+QEpMTCQ3N7fM/latWnHuuedW6dzPP/88r7/+ejVbWPPMZjOTJ09mxowZ5OfnB7o5EuQUAIt4YMGCBbRq1Yq1a9eyY8eOKp1j7969TJs2TQHwP4YOHcqbb77J/PnzueGGG9i4cSODBg3iiy++CEh7tm7dyssvv+zVfQL5OzWbzYwaNYpVq1bx119/uT1m+fLl7N69mzFjxtRw6/znwIEDrueMO5s2beKjjz6q4VYFzv79+3nhhRd8es7aGgADjB8/noMHD/L2228HuikS5BQAi1Ri586drFq1ijlz5tCkSRMWLFgQ6CbVCR06dGDMmDFceeWVTJ06ldTUVAzD4Mknnyz3Pvn5+RQXF/ulPeHh4ZjNZr+c219Gjx6NYRi88847bve//fbbhISEcNlll9Vwy/znrbfeIiwsjPPOO6/MvoiICDp06MD06dPdjgIHQk5Ojl/Pf9JJJ/Hoo4+Sl5fn1+sEirf9Fx8fz7Bhw2ptAC81RwGwSCUWLFhAgwYNGDFiBBdffHG5AXBGRga33347rVq1Ijw8nObNm3PVVVdx8OBBvv32W0455RTAMULh/Prf+SJdXv7pwIEDGThwoOt2YWEhU6dOpWfPnsTFxREVFUW/fv345ptvvH5c6enphIWFMW3atDL7tm7dislk4tlnnwUcX7dPmzaN9u3bY7VaadSoEWeccQapqaleX7c83bp1o3HjxuzcuROAb7/9FpPJxLvvvst9991Hs2bNiIyMJDMzE4A1a9Zw1llnERcXR2RkJAMGDHCbE7pixQpOOeUUrFYrbdu25cUXX3R7fXe/g+r8Tv3RxuP17duXVq1auR3tstlsfPDBB5x55pkkJyezceNGxo0bR5s2bbBarSQlJXH11Vdz6NChSq9TXj55eX122223kZKSQnh4OO3atWPWrFllPri8++679OzZk5iYGGJjY+nWrRtPPfVUpW355JNP6N27N9HR0WX2hYSEcN9997Fx40Y+/vjjSs9VUFDAAw88QLt27QgPDyclJYU777yTgoIC1zF//vlnmd+r0/H94kxL2LJlC1dccQUNGjRwpahUp/8rMnXqVNLT0z0aBS4uLubJJ5/khBNOwGq1kpiYyPXXX8+RI0dcx7Rq1YrNmzezbNky13N64MCBZGRkEBoaytNPP+069uDBg4SEhNCoUaNSHzhuvPFGkpKSSl174cKF9OzZk4iICBo3bsyYMWPYs2dPqWPGjRtHdHQ0v//+O+eccw4xMTGMHj263MezZMkSIiMjufzyy7Hb7a7tQ4cOZcWKFRw+fLjSPpH6KyzQDRAJdgsWLOCiiy7CYrFw+eWX88ILL/DDDz+4gh+A7Oxs+vXrx6+//srVV1/NySefzMGDB/n000/ZvXs3nTt3Zvr06UydOpXrrruOfv36AXD66ad71ZbMzExeeeUVLr/8cq699lqysrJ49dVXGT58OGvXruWkk07y+FyJiYkMGDCA999/nwceeKDUvvfee4/Q0FBGjRoFON7YZ86cyYQJEzj11FPJzMzkxx9/5KeffmLo0KFePYbyHDlyhCNHjtCuXbtS2x966CEsFgt33HEHBQUFWCwWvv76a84++2x69uzJAw88QEhICPPmzWPQoEF89913nHrqqYDj6/Bhw4bRpEkTHnzwQex2Ow888ACJiYmVtqe6v9OaaKPJZOKKK67gkUceYfPmzZxwwgmufYsXL+bw4cOuACI1NZU//viD8ePHk5SUxObNm3nppZfYvHkz33//vU8m3OXm5jJgwAD27NnD9ddfT4sWLVi1ahX33HMP+/btc43up6amcvnllzN48GBmzZoFwK+//srKlSu59dZbyz2/zWbjhx9+4MYbbyz3mCuuuIKHHnqI6dOnc+GFF5b7uIqLizn//PNZsWIF1113HZ07d2bTpk088cQTbNu2jU8++aTK/TBq1Cjat2/PI4884goM/dX//fr1Y9CgQcyePZsbb7yRiIiIco+9/vrref311xk/fjy33HILO3fu5Nlnn2X9+vWsXLkSs9nMk08+yc0330x0dDT33nsv4HitiI+Pp2vXrixfvpxbbrkFcHxwM5lMHD58mC1btrief999953r7wFwXfOUU05h5syZpKen89RTT7Fy5UrWr19PfHy861i73c7w4cM544wzeOyxx4iMjHT7WBYtWsTFF1/MpZdeymuvvUZoaKhrX8+ePTEMg1WrVlU5D1rqAUNEyvXjjz8agJGammoYhmEUFxcbzZs3N2699dZSx02dOtUAjI8++qjMOYqLiw3DMIwffvjBAIx58+aVOaZly5bG2LFjy2wfMGCAMWDAANdtu91uFBQUlDrmyJEjRmJionH11VeX2g4YDzzwQIWP78UXXzQAY9OmTaW2d+nSxRg0aJDr9oknnmiMGDGiwnN5AzCuueYa48CBA8b+/fuNNWvWGIMHDzYA4/HHHzcMwzC++eYbAzDatGlj5Obmuu5bXFxstG/f3hg+fLirbw3DMHJzc43WrVsbQ4cOdW274IILDKvVavz111+ubVu2bDFCQ0ON41/+jv8dVOd36q82urN582YDMO65555S2y+77DLDarUaR48edV37eO+8844BGMuXL3dtmzdvngEYO3fudG0r77l0fJ899NBDRlRUlLFt27ZSx919991GaGiosWvXLsMwDOPWW281YmNjDbvdXunjK2nHjh0GYDzzzDNl9o0dO9aIiooyDMMw5s+fX+Z3BxgTJ0503X7zzTeNkJAQ47vvvit1nrlz5xqAsXLlSsMwDGPnzp3l/t0e3y8PPPCAARiXX355mWOr0//uOK914MABY9myZQZgzJkzx7W/ZcuWpf5mv/vuOwMwFixYUOo8ixcvLrP9hBNOKPW64zRx4kQjMTHRdXvy5MlG//79jYSEBOOFF14wDMMwDh06ZJhMJuOpp54yDMMwCgsLjYSEBKNr165GXl6e676LFi0yAGPq1KmubWPHjjUA4+677y5z7QEDBhgnnHCCYRiG8eGHHxpms9m49tprjaKiojLH7t271wCMWbNmue88EcMwlAIhUoEFCxaQmJjImWeeCThG3C699FLeffddioqKXMd9+OGHnHjiiVx44YVlzuHLUlahoaFYLBbAMYJ1+PBh7HY7vXr14qeffvL6fBdddBFhYWG89957rm2//PILW7Zs4dJLL3Vti4+PZ/PmzWzfvr36D+Ifr776Kk2aNCEhIYHevXuzcuVKJk+ezG233VbquLFjx5Ya1dqwYQPbt2/niiuu4NChQxw8eJCDBw+Sk5PD4MGDWb58OcXFxRQVFfHll19ywQUX0KJFC9f9O3fuzPDhwyttX3V+pzXVRoAuXbrQo0cP3n33Xde2nJwcPv30U84991xiY2MBSvVhfn4+Bw8e5LTTTgOo0nPHnYULF9KvXz8aNGjgeswHDx5kyJAhFBUVsXz5csDxfMrJyfE6hcaZLtCgQYMKjxs9ejTt27evMBd44cKFdO7cmU6dOpVq66BBgwCqlFbk5G6Cnj/7v3///px55pnMnj273FzghQsXEhcXx9ChQ0s93p49exIdHe3R4+3Xrx/p6els3boVcIz09u/fn379+vHdd98BjlFhwzBcI8A//vgj+/fv56abbsJqtbrONWLECDp16sRnn31W5joVjfC/8847XHrppVx//fW8+OKLhISUDWOcz4+DBw9W+pik/lIALFKOoqIi3n33Xc4880x27tzJjh072LFjB7179yY9PZ2lS5e6jv39998rrVHpK/Pnz6d79+6uXNwmTZrw2WefcfToUa/P1bhxYwYPHsz777/v2vbee+8RFhbGRRdd5No2ffp0MjIy6NChA926dWPKlCls3LixWo/jX//6F6mpqXz11VesWbOGgwcP8vjjj5d5Q2vdunWp284gfOzYsTRp0qTUv1deeYWCggKOHj3KgQMHyMvLo3379mWu3bFjx0rbV53faU210Wn06NGuyZrgyJPNzc0tlT95+PBhbr31VhITE4mIiKBJkyauvq3Kc8ed7du3s3jx4jKPeciQIYCjYgHATTfdRIcOHTj77LNp3rw5V199NYsXL/b4OuUFtU6hoaHcd999bNiwodxUhu3bt7N58+Yybe3QoUOptlbF8c9Z8H//P/jgg6SlpTF37ly3+7dv387Ro0dJSEgo85izs7M9erzOoPa7774jJyeH9evX069fP/r37+8KgL/77jtiY2M58cQTAVwVStw9nzt16lSmgklYWBjNmzd3e/2dO3cyZswYRo4cyTPPPFPuB1Hn8yMQdbSl9lAOsEg5vv76a/bt28e7775banTNacGCBQwbNswn1yrvhbqoqKhUbttbb73FuHHjuOCCC5gyZQoJCQmEhoYyc+ZMfv/99ypd+7LLLmP8+PFs2LCBk046iffff5/BgwfTuHFj1zH9+/fn999/53//+x9LlizhlVde4YknnmDu3LlMmDChStdt3ry5KzCqyPE5jc7JVI8++mi5Oc/R0dGlJjLVtJpu4+WXX86dd97J22+/zemnn87bb79NgwYNOOecc1zHXHLJJaxatYopU6Zw0kknER0dTXFxMWeddVaVK2uU/BYEHI976NCh3HnnnW6PdwaXCQkJbNiwgS+//JIvvviCL774gnnz5nHVVVcxf/78cq/XqFEjgFKTtsozevRoVy7wBRdcUGZ/cXEx3bp1Y86cOW7vn5KSAlT8t1ked3m4/uj/kvr378/AgQOZPXu22xHo4uJiEhISyp3E26RJk0qvkZycTOvWrVm+fDmtWrXCMAz69OlDkyZNuPXWW/nrr7/47rvvOP30092OzHoiPDy83Ps2bdqUpk2b8vnnn/Pjjz/Sq1cvt8c5nx8lX8NEjqcAWKQcCxYsICEhgeeee67Mvo8++oiPP/6YuXPnEhERQdu2bfnll18qPF9FoxENGjQgIyOjzPa//vqLNm3auG5/8MEHtGnTho8++qjU+Y6fxOaNCy64gOuvv96VBrFt2zbuueeeMsc1bNiQ8ePHM378eLKzs+nfvz8PPvhglQPgqmrbti0AsbGxFQbQTZo0ISIiwm3ahvMr3MquU9XfaU210Sk5OZkzzzyThQsXcv/995Oamsq4ceNc6TJHjhxh6dKlTJs2jalTp7ru52lKi7vnZ2FhIfv27Su1rW3btmRnZ3v0wcZisXDeeedx3nnnUVxczE033cSLL77I/fffX2YipFOLFi2IiIhwVQqpiHMUeNy4cfzvf/8rs79t27b8/PPPDB48uNK/TaDM4y+v9rI71e1/Tz344IMMHDjQbRWRtm3b8tVXX9G3b98KJ8pBxa9V/fr1Y/ny5bRu3ZqTTjqJmJgYTjzxROLi4li8eDE//fRTqcoyLVu2BBzPZ2d6idPWrVtd+z1htVpZtGgRgwYN4qyzzmLZsmWlJn46OZ8fnTt39vjcUv8oBULEjby8PD766CPOPfdcLr744jL/Jk2aRFZWFp9++ikAI0eO5Oeff3Zbesn5dVxUVBRQ9o0UHG9O33//PYWFha5tixYt4u+//y51nHM0uORXwGvWrGH16tVVfqzx8fEMHz6c999/n3fffReLxVJmxOz4Uk3R0dG0a9eu1Ajm0aNH+e2333z2dXp5evbsSdu2bXnsscfIzs4us//AgQOAo6+GDx/OJ598wq5du1z7f/31V7788stKr1Od32lNtbGk0aNHs3//fq6//npsNlup9Ad3zxugwprLJbVt29aVv+v00ksvlRkFveSSS1i9erXbtmdkZLhKVR3/fAoJCaF79+4AFY6Km81mevXqxY8//uhRu8eMGUO7du3clvq75JJL2LNnj9vFT/Ly8lz1Z2NjY2ncuHGZx+/NcrvV7X9PDRgwgIEDBzJr1qwyK6FdcsklFBUV8dBDD5W5n91uL/UcjoqKcvs6BY4A+M8//+S9995zpUSEhIRw+umnM2fOHGw2W6kKEL169SIhIYG5c+eW+t1+8cUX/Prrr4wYMcKrxxgXF8eXX35JQkICQ4cOdfvN17p16zCZTPTp08erc0v9ohFgETc+/fRTsrKyOP/8893uP+2001yLYlx66aVMmTKFDz74gFGjRnH11VfTs2dPDh8+zKeffsrcuXM58cQTadu2LfHx8cydO5eYmBiioqLo3bs3rVu3ZsKECXzwwQecddZZXHLJJfz++++89dZbrpFEp3PPPZePPvqICy+8kBEjRrBz507mzp1Lly5d3AZanrr00ksZM2YMzz//PMOHDy9VlggcE60GDhxIz549adiwIT/++CMffPBBqaVlP/74Y8aPH8+8efPc1jT2lZCQEF555RXOPvtsTjjhBMaPH0+zZs3Ys2cP33zzDbGxsfzf//0fANOmTWPx4sX069ePm266CbvdzjPPPMMJJ5xQaQ5zdX+nNdHGkkaOHMlNN93E//73P1JSUujfv79rX2xsLP3792f27NnYbDaaNWvGkiVLPBpJBZgwYQI33HADI0eOZOjQofz88898+eWXZb5injJlimvy3bhx4+jZsyc5OTls2rSJDz74gD///JPGjRszYcIEDh8+zKBBg2jevDl//fUXzzzzDCeddFKlo3b/+te/uPfee8nMzHRN8CtPaGgo9957L+PHjy+z78orr+T999/nhhtu4JtvvqFv374UFRXx22+/8f777/Pll1+6vmKfMGEC//3vf5kwYQK9evVi+fLlbNu2zaO+g+r3vzceeOAB16TdkgYMGMD111/PzJkz2bBhA8OGDcNsNrN9+3YWLlzIU089xcUXXww4PsC98MILPPzww7Rr146EhATX6K0zuN26dSuPPPKI6/z9+/fniy++IDw8vFSJSLPZzKxZsxg/fjwDBgzg8ssvd5VBa9WqFbfffrvXj7Fx48akpqZyxhlnMGTIEFasWEGzZs1c+1NTU+nbt68rZUbErUCVnxAJZuedd55htVqNnJycco8ZN26cYTabjYMHDxqG4Sj/M2nSJKNZs2aGxWIxmjdvbowdO9a13zAM43//+5/RpUsXIywsrExppccff9xo1qyZER4ebvTt29f48ccfy5RBKy4uNh555BGjZcuWRnh4uNGjRw9j0aJFxtixY42WLVuWah8elEFzyszMNCIiIgzAeOutt8rsf/jhh41TTz3ViI+PNyIiIoxOnToZM2bMMAoLC13HOMs3uSsXdTyOK0nljrMM2sKFC93uX79+vXHRRRcZjRo1MsLDw42WLVsal1xyibF06dJSxy1btszo2bOnYbFYjDZt2hhz5851lZAqyV0puur+Tn3dxsqMGjXKAIw777yzzL7du3cbF154oREfH2/ExcUZo0aNcpWLKvk8cVeGq6ioyLjrrruMxo0bG5GRkcbw4cONHTt2uO2zrKws45577jHatWtnWCwWo3Hjxsbpp59uPPbYY67nywcffGAMGzbMSEhIMCwWi9GiRQvj+uuvN/bt21fpY0xPTzfCwsKMN998s9T2kmXQSrLZbEbbtm3dPucKCwuNWbNmGSeccIIRHh5uNGjQwOjZs6cxbdo0V/k4w3CUMLvmmmuMuLg4IyYmxrjkkkuM/fv3l1sG7cCBA2XaUZ3+d6eiaw0YMMAA3JYufOmll4yePXsaERERRkxMjNGtWzfjzjvvNPbu3es6Ji0tzRgxYoQRExNjAGVKoiUkJBiAkZ6e7tq2YsUKAzD69evntr3vvfee0aNHDyM8PNxo2LChMXr0aGP37t2ljinvd+h8TM4yaE47duwwmjZtanTu3NnVDxkZGYbFYjFeeeUVt+cRcTIZRpCsFykiIuKBa665hm3btrkqD4g4Pfnkk8yePZvff/+90lxnqd8UAIuISK2ya9cuOnTowNKlS+nbt2+gmyNBwmaz0bZtW+6++25uuummQDdHgpwCYBERERGpV1QFQkRERETqFQXAIiIiIlKvKAAWERERkXpFAbCIiIiI1CtaCMMDxcXF7N27l5iYmAqXiBQRERGRwDAMg6ysLJKTkwkJqXiMVwGwB/bu3UtKSkqgmyEiIiIilfj7779p3rx5hccoAPZATEwM4OjQypberGtsNhtLlixxLZspDuoX99Qv7qlf3FO/uKd+cU/94p765ZjMzExSUlJccVtFFAB7wJn2EBsbWy8D4MjISGJjY+v9H1ZJ6hf31C/uqV/cU7+4p35xT/3invqlLE/SVTUJTkRERETqFQXAIiIiIlKvKAAWERERkXpFAbCIiIiI1CsKgEVERESkXlEALCIiIiL1igJgEREREalXFACLiIiISL2iAFhERERE6hUFwCIiIiJSrygAFhEREZF6RQGwiIiIiNQrCoBFREREpF5RACwiIiIi9UpYoBsgIiIiInVLdr6dPRl55BTaibaEkRwfQbQ1eMLO4GmJiIiIiNR6u4/kkrolnYxcm2tbfKSZoV0Sad4gMoAtO0YpECIiIiLiE9n59jLBL0BGro3ULelk59sD1LLSFACLiIiIiE/sycgrE/w6ZeTa2JORV8Mtck8BsIiIiIj4RE5hxSO8uZXsrykKgEVERETEJ6IsFU8vi6xkf01RACwiIiIiPtEsPoL4SLPbffGRZprFR9Rwi9xTACwiIiIiPhFtDWNol8QyQbCzCkSwlEILjlaIiIiISJ3QvEEko3qmsCcjj9xCO5GWMJqpDrCIiIiI1GXR1jA6JsUEuhnlUgqEiIiIiNQrCoBFREREpF5RACwiIiIi9YoCYBERERGpVxQAi4iIiEi9ogBYREREROoVBcAiIiIiUq8oABYRERGRekUBsIiIiIjUKwqARURERKReUQAsIiIiIvWKAmARERERqVcUAIuIiIhIvaIAWERERER8zzAC3YJyKQAWEREREd9atw769IEDBwLdErcUAIuIiIiIbzVpAr/+Cg8+GOiWuBUW6AaIiIiISB2wdy8kJzt+btECvvgCunULbJvKoRFgEREREam6oiKYNQtat4bFi49tP/10iIkJXLsqoABYRERERKpm504YOBDuvhsKC+GTTwLdIo8oABYRERER7xgGvPYadO8OK1Y4Rnpfew1eeCHQLfOIcoBFRERExHP798N118H//ue43a8fzJ/vSIGoJTQCLCIiIiKeW77cEfyazY7c32++qVXBL2gEWEREREQqYxhgMjl+vvhimDoVLroITjwxsO2qIo0Ai4iIiEj5Vq6Evn0dqQ9O06bV2uAXFACLiIiIiDuFhXDPPdC/P6xeDfffH+gW+YxSIERERESktF9+gSuvhA0bHLfHjoXZswPaJF/SCLCIiIiIOBQXw5w50KuXI/ht1Ag+/BBefx3i4gLdOp/RCLCIiIiIOMyZA1OmOH4+5xx49VVISgpsm/xAI8AiIiIi4nD99dC1K8ydC4sW1cngFxQAi4iIiNRfhw7BzJmOMmfgWNFtwwZHIOwse1YHKQVCREREpD5avBiuvhr27YPYWJg40bE9NDSw7aoBGgEWERERqU9ycuCmm+Dssx3Bb+fOcNppgW5VjVIALCIiIlJfrFkDPXrACy84bt96K6xbBz17BrZdNUwpECIiIiL1wfPPwy23QFERNG8O8+bBkCGBblVAaARYREREpD7o1cvx/xVXwMaN9Tb4BY0Ai4iIiNRNxcWOQPekkxy3Tz3VcbtLl4A2KxhoBFhERESkrtmzB846yzG57Zdfjm1X8AsoABYRERGpW95917GYRWoqhITAr78GukVBJ6ABcFFREffffz+tW7cmIiKCtm3b8tBDD2E4izEDhmEwdepUmjZtSkREBEOGDGH79u2lznP48GFGjx5NbGws8fHxXHPNNWRnZ5c6ZuPGjfTr1w+r1UpKSgqzZ8+ukccoIiIiUiOOHIHLL3f8y8iAU06B9eth1KhAtyzoBDQAnjVrFi+88ALPPvssv/76K7NmzWL27Nk888wzrmNmz57N008/zdy5c1mzZg1RUVEMHz6c/Px81zGjR49m8+bNpKamsmjRIpYvX851113n2p+ZmcmwYcNo2bIl69at49FHH+XBBx/kpZdeqtHHKyIiIuIPpqVLoVs3x+hvaCg88ACsXAkdOwa6aUEpoJPgVq1axb/+9S9GjBgBQKtWrXjnnXdYu3Yt4Bj9ffLJJ7nvvvv417/+BcAbb7xBYmIin3zyCZdddhm//vorixcv5ocffqDXP7Mbn3nmGc455xwee+wxkpOTWbBgAYWFhbz22mtYLBZOOOEENmzYwJw5c0oFyiIiIiLBIDvfzp6MPHIK7URbwkiOjyDaWn7YZlq3zpH32749vPWWY8KblCugAfDpp5/OSy+9xLZt2+jQoQM///wzK1asYM6cOQDs3LmTtLQ0hpQo0xEXF0fv3r1ZvXo1l112GatXryY+Pt4V/AIMGTKEkJAQ1qxZw4UXXsjq1avp378/FovFdczw4cOZNWsWR44coUGDBqXaVVBQQEFBget2ZmYmADabDZvN5pe+CFbOx1vfHndl1C/uqV/cU7+4p35xT/3iXrD3S06Bnb0Z+eTa7ESZw2gabyUqvGph1t6MPL7+bT9H84491rgIM4M6JZAcH3HsQJsN5xEFt9xCuNlM8XXXQVQUBGk/+ZM3z42ABsB33303mZmZdOrUidDQUIqKipgxYwajR48GIC0tDYDExMRS90tMTHTtS0tLIyEhodT+sLAwGjZsWOqY1q1blzmHc9/xAfDMmTOZNm1amfYuWbKEyMjIqj7cWi01NTXQTQhK6hf31C/uqV/cU7+4p35xr7b0y7Zq3r/hP/9c8mDDqs1sAExFRbT/8EOSV61i+ezZYLGQ+vXXjnSHZcuqeeXaKzc31+NjAxoAv//++yxYsIC3337blZZw2223kZyczNixYwPWrnvuuYfJkye7bmdmZpKSksKwYcOIjY0NWLsCwWazkZqaytChQzGbzYFuTtBQv7infnFP/eKe+sU99Yt7wdovOQV2Pl6/p9RorVNchJkLezTzaiR4e3o2S7aklbv/3Igc2kyZRMiaNQAMO3yYxUlJQdcvgeD8xt4TAQ2Ap0yZwt13381ll10GQLdu3fjrr7+YOXMmY8eOJSkpCYD09HSaNm3qul96ejon/VPUOSkpif3795c6r91u5/Dhw677JyUlkZ6eXuoY523nMSWFh4cTHh5eZrvZbK63T676/Ngron5xT/3invrFPfWLe+oX94KtX9IP5ZORXwym0DL7MvKLSc+20zE6ws093csvBsPNuTAMun32Hq1fnkVIXi7ExsJzzxFyySXwxRdB1y+B4M3jD2gViNzcXEJCSjchNDSU4uJiAFq3bk1SUhJLly517c/MzGTNmjX06dMHgD59+pCRkcG6detcx3z99dcUFxfTu3dv1zHLly8vlRuSmppKx44dy6Q/iIiIiHgqp9Be4f7cSvYfL8pSdmwy6tB+/nX/9Qx5+gFC83LhzDNh0yYYMwZMJq/OLw4BDYDPO+88ZsyYwWeffcaff/7Jxx9/zJw5c7jwwgsBMJlM3HbbbTz88MN8+umnbNq0iauuuork5GQuuOACADp37sxZZ53Ftddey9q1a1m5ciWTJk3isssuIzk5GYArrrgCi8XCNddcw+bNm3nvvfd46qmnSqU5iIiIiHjLXcBaUmQl+4/XLD6C+MjSI5kDn3+YNmuXYbdYKJj1KHz1FbRo4XVb5ZiApkA888wz3H///dx0003s37+f5ORkrr/+eqZOneo65s477yQnJ4frrruOjIwMzjjjDBYvXozVanUds2DBAiZNmsTgwYMJCQlh5MiRPP300679cXFxLFmyhIkTJ9KzZ08aN27M1KlTVQJNREREqsUZsGbkls0Bjo800yze8/QHgGhrGEO7JJK6Jd11zmXX30NM9lFMzz5D0um9KjmDeCKgAXBMTAxPPvkkTz75ZLnHmEwmpk+fzvTp08s9pmHDhrz99tsVXqt79+589913VW2qiIiISBnuAlZwBL9DuyRWWLu3PM1/XssVS7/hz4l3kFtoJ7JbU2JGflelc4l76kkRERGRamjeIJJRPVPYk5HnCFgtYTQ7buEKjxa2yM+H++6DOXMINww69usLw4bV8KOpHxQAi4iIiFRTtDWMjkkxbvftPpJb7ghx8wb/rC+wYQNceSX88ovj9rXXwj8T/sX3AjoJTkRERKQuy863lwl+ATJybaRuSSc7pwBmzXIsXfzLL5CQAJ9+Ci+9BDHuA2qpPo0Ai4iIiPjJnow8txPkwBEEGxdfDIsXOTZccIEj8G3SpOYaWE9pBFhERETETyqrE3zw/JGOkd7XXoOPPlLwW0M0AiwiIiJSBZ5MbDu+TnDEkUPE7/2LfSecDEDhhSPh4hEKfGuYAmARERERL3k0sY3SdYLbrF7K0Dn3AQZvvrQIS7OmjjrBVuX61jQFwCIiIhL0cgocqQQ/784gNsLqvoxYDalsYtuonimutkVbwxiWEknOxFvosOh9AA607kDjojx6V7FOsFSfel1ERESC2u4juaT+speGwIrtBzFMoW5HW6vLo1q9VD6xbU9G3rGSaCtW0Oyqq2DnTgyTif3XTeLoPVMZnhiv4DeA1PMiIiIStJyjrUfzbDQssd3daGt1eJrSAJVPbMsttINhwH/+4yhxZhjQsiWmN94gsX9/EqvdWqkuVYEQERGRoOXJaGt1VVqrN790wHv8xLbjRVrCwGSCQ4ccwe+4cbBxI/TvX+22im9oBFhERESClkejrdXkVUoDpSe2lVJcTBMKHBPbAObMgfPPh3PPLXWYp6kW4j/qbREREQlaHo22VpO3QXa0NYyhXRJLjRrHpO9hxJz/0CAuEuvQ1H8OjC4T/HqTaiH+owBYREREgpZztPVoTlGZffGR5mOjrdVQlSC7eYNIRvVMYc+RXKzvLqD5A3cTmpUJkZHw669wwgll7uNN9QjxL+UAi4iISNByjrbGRZhLbXeOmvoiYHQG2e5UFGRHZ2fQcdJ4Wk6+yRH89ukDP//sNviFmslnFs8oABYREZGg1rxBJBf2aAZAv/aNOadbU0b1TPFZyoAzyD4+CK4wyP78c+ja1bF8cVgYzJgBy5dDu3blXqcm8pnFMxpnFxERkaAXFe4IWbo3j8dsdj9aWx2ulIaMPHIL7URawmhW3uQ0mw0mT4b0dOjcGd56C04+udJr1EQ+s3hGPS0iIiKCYyS4ZLWHcpnN8Oab8Pbb8MgjEOFZHnK51SPwXT6zeEYpECIiIiIVsdlg6lR44olj2045xXHbw+AXqphqIX6hnhYREREpz6+/wpVXwrp1YLHAyJHQokWVT+dVqoX4jXpbRESkDtOiC1VUXAzPPQd33gn5+dCgAcydW63g18njVAvxG/0FiIiI1FFadKGK9uyB8eMh9Z8FLYYNg9deg2bNAtsu8RnlAIuIiNRBlS26kJ2vkltu5eRAz56O4DciAp59FhYvVvBbxygAFhERqYO06EIVRUU5SpydcgqsXw8TJ4LJFOhWiY8pABYREamDtOiCF1JT4aefjt3+979h5Uro2DFwbRK/UgAsIiJSB2nRBQ/k5sItt8CwYRRcejnrt+1lW1oW2TbDUetX6iw9+0VEROogLbpQiR9/hDFjYOtWAH7tcgorth7Abs32yURBVd8IbvpNiIiI1EHORRfKqwJRb4Mxu92xettDD4HdTm6jBBb/+xH+6tXPdYhzouConimufvImoFX1jeBXT5/9IiIidZ8WXTjOoUMwYgSsWQNA5vkX8dZVd1EQG1/mUOdEwY5JMV4FtJVV3ygZVEvgKAdYRESkDnMuutCjRQM6JsXU7+CrQQOIjoa4OFiwgB1Pv+w2+HXKLbR7XU5O1Tdqh3r8VyAiIiJ13r59EBPjCHxDQmD+fMcqbykpRKVlVXjXSEuYRwFtyVXdVH2jdtAIsIiIiNRNH3wAXbvCHXcc29asGaSkOH78Z6KgO86Jgt4GtKq+UTsoABYREZG65ehRuOoqGDUKDh+GH35wlDw7jnOi4PFBcMmJgt4GtJ4E1RJ4+hgiIiIidcc338DYsfD3346Uh3vugalTwWJxe3hlEwW9LSen6hu1g34LIiIiUvvl58N//gNPPOG43bYtvPEGnH56pXd1ThQsb5+3Aa2qbwQ//SZERETE7/y+MERGhiPgBbjuOnj8ccfENx+oSkBbUVAtgacAWERERPzKbwtDFBc70hwAkpLg9dcdP597btXPWQ4FtHWLJsGJiIiI33hbR9djf/wBAwbARx8d23buuX4JfqXuUQAsIiIifuPzhSEMA159FU48EVasgClTHMsbi3hBKRAiIiLiN75cGCI8I4PQiy6Czz5zbOjXz5H3G6ZwRryjZ4yIiIj4ja8WhjD93/9x5q23EnL0qKOk2cMPw+TJEBrqi2ZKPaMAWERERPzG2zq6bm3cSNjIkYQBRteumBYsgO7dfd9YqTeUAywiIiJ+48lqa5Xq3p2i669n+wUXYF+9WsGvVJtGgEVERMSvvK6jW1DgSHG4/npo3hyA4qefZssXX9AqPLwGWy51lQJgERER8TuP6+hu2gRjxsDGjfD997BkCZhMjn8+4vdFOSTo6bctIiIigVdU5FjG+N57obAQGjeGiRN9GviCHxflkFpFOcAiIiISWH/9BYMHO2r6FhY6FrP45Re44AKfXsZvi3JIraMAWERERAJnzRrHpLZlyyAqCl5+GT79FBITfX4pny/KIbWWUiBEREQkcLp3h+Rk6NrVsahF27Z+u5QvF+WQ2k0BsIiISDVpUpWXvvsOTj/dsYhFRAR89RUkJfl9UQtfLcohtZ9+0yIiItWgSVVeyM6Gf/8bXnoJZs2CO+90bG6UyJ4DuX7/AOGTRTmkTlAALCJST2nUsvoqm1Q1qmeK+tRp9Wq48kr4/XfH7UOHgJr9AOFclKO861X3d6W/qdpDvxURkXpIo5a+4cmkKo9q39ZlNhtMnw6PPALFxY6FLV5/HQYPDsgHCK8X5fCQ/qZqF1WBEBGpZ1QKynfq0qSq7Hw7W9Oy+GnXEbalZfnmebB1K/Tp41jVrbjYscDFpk2OkmcEriqDc1GOHi0a0DEpxicjv/qbql00AiwiUs9o1NJ36sqkqspGL6v81X5hoSPgbdgQ5s6FUaNK7a4rHyD0N1X71I6/TBER8Zm6EnQEg7owqaqy0cszOzXhm98OeP7Vfm4uRP6zvVs3eOcdOO00R6mz49SVDxD6m6p9lAIhIlLP1JWgIxg4J1XFR5pLbffVpKqaUNHo5f7MAn7Yedjzr/bfeYfiVq34a/G3x1IpzjnfbfALxz5AuFNbPkCA/qZqI/1GRETqmbowahlM/DWpqqZUNHqZlW/jaJ77/aW+2j98GCZOhHffJQTIfXQOy+5+DKh4tNjfVRlqiv6map/a8cwSERGfqStBRzBxTqqqjSoavSwsKiY8LISscvbnFtphyRIYPx727qU4NJQ1V9zE2suvdx1TWUWHkh8g8m1F5BbaCTGZyC0oIjvf7tXzMVBlyPQ3VfvoNyIiUg/V9lFL8Z2KRi+TYq2YyrlfWH4erabdDa+9BEBh23Z8cNtM0jt2L3NsZRPBoq1hRIWHsur3g1UuIxboMmT6m6pdlAMsIlJP+boUlNROFeUxX9CjGUWG4fZ+J63+kgb/BL9MmsTmz751G/w6VTQRrLplxIKlDJn+pmoP/WZERETquYpGLy1hIW5HVlv/+ybYsxmuuAKGDycyLQvIKfcaFU0E86SMWJtG1mrdv7amqIh/KAAWERGRcvOYncHx/nUbafDfhzjw5PMkN2viGN2cP991XHUmglW3jJjKkIm3lAIhIiIi5TMMoue9TJuhZ9Bg0Sd0eGqm26/2q1MSrrplxFSGTLylZ4SIiIi4t3cvXHMNLF7suD14MNx5Z7mHV3UimGejx+5zkT2/v8gxGgEWERGRshYudKzktngxWK3w1FOOkmfNm1d4t6pMBKvugiJ1YUESqVl6RoiIBFigapeKlOvpp+HWWx0/n3wyvPkmdOni10tWt4yYypCJN/SsEBEJoEDXLhVx69JL4ZFHYMIEmDoVLJYauWx1FxSpzQuSSM1SCoSISIAES+1SEfLzYcGCY7cTE2H7dnj44RoLfkVqkgJgEZEA8aR2qYjfrV8PPXvCmDHwwQfHtsdoJFXqLgXAIiIBotqlElBFRTBzJvTuDVu2OEZ9FfRKPaEcYBGRAFHtUgmY33+Hq66CVascty+6CF58ERo3Dmy7RGqIRoBFRALEWbvUHdUuFb95+2048URH8BsT41jN7YMPFPxKvaIAWEQkQFS7VAKiQQPIyYEBA2DTJsdIsMkU6FaJ1Ci9uoqIBJBql0p5cgrspB/K90196H37oGlTx89nn+1Y0GLwYAjROJjUT3qFFREJMNUuFXc+Xr+HjPxi1+0q1YfOzITbboOPPnKM9qakOLYPHerbxorUMvroJyIiEkRyChzVP47mVbM+9PLljlzfefMcgXBqqq+bKlJrKQAWEREJInsz8svd51F96IICuOsuGDgQ/vwTWrWCZcvg6qt92cxqyc63szUti592HWFbWpYWfZEapxQIERGRIJJrq0Z96I0b4corHf+DI+h94gmIjfVhC6tHy39LMNAIsIiISBCJNFejPvT8+Y7gt0kT+OQTePXVoAp+tfy3BAuNAIuIBLHsfDt7MvJ8UwlAaoXkeCvby9nntj60YRwrY/bww2Czwb33OlZ2CzKeLP+tCaFSE/QqKiISpPRVcf0UFe54a46LMLutAuH6AGQY8MYb8P778OmnEBoKERHw9NOBaLZHtPy3BAsFwCIiQaiyr4pH9UzRSHAdd2GPZqRn293Xhz5wAK6/Hj7+2HH7zTdh3LiAtdVTWv5bgoWeaSIiQUhfFUtUeBgdo90sh71oEUyYAOnpYDbD9OmOiW+1gHP5b3fPbS3/LTVJk+BERIKQviqWMrKzHaO+553nCH67dIE1a+Duux3pD7WAlv+WYKFnmohIENJXxZ6rNxMFr7rqWMrD5MkwYwZYrYFtUxVo+W8JBgEfAd6zZw9jxoyhUaNGRERE0K1bN3788UfXfsMwmDp1Kk2bNiUiIoIhQ4awfXvp+bGHDx9m9OjRxMbGEh8fzzXXXEN2dnapYzZu3Ei/fv2wWq2kpKQwe/bsGnl8IiJV4fyq2B19VXzM7iO5LFz3N59v2seyrQf4bNM+Fq77m91HcgPdNN+bPh3at4elS+Hxx2tl8OvkXP67R4sGdEyKUfArNS6gAfCRI0fo27cvZrOZL774gi1btvD444/ToEED1zGzZ8/m6aefZu7cuaxZs4aoqCiGDx9Ofv6xlXJGjx7N5s2bSU1NZdGiRSxfvpzrrrvOtT8zM5Nhw4bRsmVL1q1bx6OPPsqDDz7ISy+9VKOPV0TEU/qquHJ1vqbsli2OOr5OXbvCr7/CoEFen0orr4mUFtBX0FmzZpGSksK8efNc21q3bu362TAMnnzySe677z7+9a9/AfDGG2+QmJjIJ598wmWXXcavv/7K4sWL+eGHH+jVqxcAzzzzDOeccw6PPfYYycnJLFiwgMLCQl577TUsFgsnnHACGzZsYM6cOaUCZRGRYKKviitWZycKFhfT5tNPCVuwAOx26NYNTj3Vsa8Kub4qpydSVkBfRT/99FOGDx/OqFGjWLZsGc2aNeOmm27i2muvBWDnzp2kpaUxZMgQ133i4uLo3bs3q1ev5rLLLmP16tXEx8e7gl+AIUOGEBISwpo1a7jwwgtZvXo1/fv3x2KxuI4ZPnw4s2bN4siRI6VGnAEKCgooKChw3c7MzATAZrNhs7l/sa2rnI+3vj3uyqhf3FO/uFedfgkPhTaNSn7VbdSZ/q3u8yUrLx+TUVTu/uy8fGy2WpYm8PffhFx9Nd2WLQOg+KyzKEpKcixuUQU5BXZSf9nL0TwbphLbj+YUkfrLXi7s0cxVdzjY6fXFPfXLMd70QUCf9X/88QcvvPACkydP5j//+Q8//PADt9xyCxaLhbFjx5KWlgZA4nGr2SQmJrr2paWlkZCQUGp/WFgYDRs2LHVMyZHlkudMS0srEwDPnDmTadOmlWnvkiVLiIysn5+WU1NTA92EoKR+cU/94p76xb3q9EvrCvbt3riN3RurfOqaZRg0X76c7i++SGhuLvbwcDaPH8+fw4fD+vWOf1XU8J9/ZeTBsqWbq3zeQNHfkXvqF8jN9Tz3P6ABcHFxMb169eKRRx4BoEePHvzyyy/MnTuXsWPHBqxd99xzD5MnT3bdzszMJCUlhWHDhhEbRGuq1wSbzUZqaipDhw7FbHY/Iac+Ur+4p35xT/3iXnX7JafAzsfr93A0r+yoT1yEOahHN3MK7OzNyCfXZifKHEabu28hfMFbABSdcgrfjh/P6WPH0qWaz5efd2ewYvvBcvf3a9+Y7s3jq3WNmqK/I/fUL8c4v7H3REBfGZo2bUqXLl1KbevcuTMffvghAElJSQCkp6fTtGlT1zHp6emcdNJJrmP2799f6hx2u53Dhw+77p+UlER6enqpY5y3nceUFB4eTnh4eJntZrO53j656vNjr4j6xT31i3vqF/eq2i/xZjNDuyaXm98a724RiSDgLif3tIR2nBYaiumBByi+4w5ylizxyfMlJsKKYSo/bzg6wlrrnpP6O3JP/YJXjz+gVSD69u3L1q1bS23btm0bLVu2BBwT4pKSkli6dKlrf2ZmJmvWrKFPnz4A9OnTh4yMDNatW+c65uuvv6a4uJjevXu7jlm+fHmp3JDU1FQ6duxYJv1BRERqD+dEwXO6NWVgxyac060po3qmVHtyl7+qJjgrV2QfzqTB33+4tn9/1mV8PP8LsqfcA2G+G5tSOT0R9wIaAN9+++18//33PPLII+zYsYO3336bl156iYkTJwJgMpm47bbbePjhh/n000/ZtGkTV111FcnJyVxwwQWAY8T4rLPO4tprr2Xt2rWsXLmSSZMmcdlll5GcnAzAFVdcgcVi4ZprrmHz5s289957PPXUU6XSHEREpHbydU1Zf9YW3pORR/j6dYy+6QIuvPdazLn/1Kw3mfgroSV7MvKqfY2SVE5PxL2APvNPOeUUPv74Y+655x6mT59O69atefLJJxk9erTrmDvvvJOcnByuu+46MjIyOOOMM1i8eDHWEgXAFyxYwKRJkxg8eDAhISGMHDmSp59+2rU/Li6OJUuWMHHiRHr27Enjxo2ZOnWqSqCJiEgpldUWHtUzpepBo81GzOwZXPbUY4QUF5HdKIG4fbs52LaT6xB/LHGtcnoiZQX82X/uuedy7rnnlrvfZDIxffp0pk+fXu4xDRs25O23367wOt27d+e7776rcjtFRKTu81tt4W3b4MorSV67FoCtA85h6c0PUBAbX+owfy1x7RwlFxGHgAfAIiIiwSKnkhFYr0doDQNeeAHuuAPy8jDi41l264Os73t2mUOP5eQa3l1DRLymAFhEROQfUZYwmkRbMIACWzHhllBMhsGhnEKKjSqO0H75JeTlweDBmF5/nXZRDdlZTuWKaGuYFjQQqQHVDoAzMzP5+uuv6dixI507d/ZFm0RERALCHGLi591H2XX42IS3xJhw+rZrTL69yPOqCTYbmM1gMsHLL8Pw4XDDDRASQnNQTu4/svPt7MnII6fQTrQljOR62g9S87x+ll1yySX079+fSZMmkZeXR69evfjzzz8xDIN3332XkSNH+qOdIiJSR21Pzya/mIAHQNn5dpZtP0C0NQyrOYR8WzEA6VkFrN+VwbUDWlcerGVkwKRJjsD3zTcd2xIS4KabSh2mnFz39ZCdI+HVLWMnUhmvX2WWL1/OvffeC8DHH3+MYRhkZGQwf/58Hn74YQXAIiLikb3/lPxasiXNtVhDIAMg5wS4WKuZLk3jyMq3YSsqxhoWSoekGP63fi8mk8l1fJm2fv01jB0Lu3dDSAjcfTeccEKNP47awK/VNkQ84HUd4KNHj9KwoWNV8cWLFzNy5EgiIyMZMWIE27dv93kDRUSk7snOt/P1b/vLbHcGQL5aeMIbJSfAWcJCaBQdTlJcBO0To1nzxyHSM/NLHe9q65EsuP12GDzYEfy2awcrVij4rYAn1TZE/MnrADglJYXVq1eTk5PD4sWLGTZsGABHjhwpVZtXRESkPHsy8jiaF1wBUFQ5E9wMHGkQ5tCyb5nmjT9jPu1UePJJx4YbboD16+Gf1UrFPZ9X2xDxktffL9x2222MHj2a6OhoWrRowcCBAwFHakS3bt183T4REamDcgvtNI6yQB7EhIdhCbeUqrYQiADIuWzw8SOTBbZirOYQYqylV1MLsds4b9okwtP3QFISvPoqnHNOTTa51irvw4aTv+ohizh5PQJ80003sXr1al577TVWrlxJSIjjFG3atOHhhx/2eQNFRKTuMQHr/joCwNdb97Po572s3XmYpFgrIabABEDlLRscFxlGmybRWMJKv2UWh5lZesuDZI34F2zapODXC84PG+4cq4cs4j9VeoXp1asX3bt3Z+fOnbRt25awsDBGjBjh67aJiEgdlJ1vZ+3Ow2QW2CDq2Pb0rAJW7jjImZ0SAhYAuVs2uGGUheyCIjJyCun6xUIKI6LYdqbjPe/ogMGYJo8DTdjyivPDRnlVIDQBTvzN62dYbm4uN998M/Pnzwdg27ZttGnThptvvplmzZpx9913+7yRIiJSdzhKiRXRqlE0GKUnwh3Nt5HSMLC1YN2VKBveyMB+5020WPU1BZHR7OnWC3OL5j4P1rLz7ew6mA3AjvRsUhrH1Nlg0N2HjfpaD1lqntcpEPfccw8///wz3377balJb0OGDOG9997zaeNERKTucU6Aivkn0GnbJJpWjSJpnxBNl6ZxhIZ4/dbkXx9/THK/3rRY9TXFFgsHJt/FgAHdGdUzxafl2nYfyWXhur9ZsiUNgC+3pLFw3d/sPpJbyT1rL+eHjR4tGtAxqe4G+xJ8vH6mffLJJ7z33nucdtpppeohnnDCCfz+++8+bZyIiNQ9x0+AahhlcdUBhiCaAJWZCbfeCq+/7rh94omEvPUWzbt29fmlStbFNZXYrrq4Iv7h9cfsAwcOkJCQUGZ7Tk5OqYBYRETEnVoxASonB046yRH8mkyORS3WrAE/BL+gurgiNc3rALhXr1589tlnrtvOoPeVV16hj+oeiojUK9n5dramZfHTriNsS8vyaAEL5wSouIjSQbCvJkBVpU1lREXBhRdC69awfDnMnAnh4dVqV0VUF1ekZnn9KvPII49w9tlns2XLFux2O0899RRbtmxh1apVLFu2zB9tFBGRILT7SG65s/gry41t3iCSC3s0Y9nSzfRr35joCKtr5HdrWhY5hXaiLWEkezkpqjptYuNGiI6GNm0ct2fMgAcfhJiYCu/mC6qLK1KzvB4BPuOMM9iwYQN2u51u3bqxZMkSEhISWL16NT179vRHG0VEJMiUzFktyZuljKPCHUFd9+bxdEyKISOvkIXr/ubzTftYtvUAn23a59UksCq3qagIZs+GU06BK6903AawWmsk+IVakhYiUodU6SNl27Ztefnll33dFhERqSU8yVk9vpRYRSoLXj2ZBFalNu3cCWPHwnffOW43akT2oaPsKTZXOAqdnW//p5xb1Uaqj1eyLu7RnCLXdtXFFfEPr/+idu3aVeH+Fi1aVLkxIiJSO/g6Z9UXAbVXbTIMxwS3W26B7GxH6sOTT7L7wstI/XV/hSkU1UqzqICzLu6ug1lsX7eNYV2SaFGH6wCLBJLXf1WtWrWqsNpDUVFRuftERKRu8HXOqi8Cao/blJEB48fDJ584bvftC2+8QXZyC1LX/V3hKDRQ7ZHqikRbw2ifGM12oH1iNGazgl8Rf/D6L2v9+vWlbttsNtavX8+cOXOYMWOGzxomIiLBy5mz6m7Utio5q74IqD1uU2Qk/PknmM0wfTpMmQKhoexJy/KoFJkvUz9EJDC8DoBPPPHEMtt69epFcnIyjz76KBdddJFPGiYiIsGrZM6qu1QAb0dBfRFQV9SmYS2iiA41HBssFnj7bSgocNT6/Ycno9BGJW1QuTKR2sFn36107NiRH374wVenExGRIOfMWd2TkUduoZ1ISxjNqjgZzFcBtbs2pfy6nsiB42HMGJg2zXFg585l7uuLUWiVKxOpHbz+S83MzCx12zAM9u3bx4MPPkj79u191jAREQl+0dYwn33l76uA2tWmwkKYNg3jv/+F4mIKXn+DXeMm0rRpQ7fn9HQU2pepHyISGF4HwPHx8WUmwRmGQUpKCu+++67PGiYiIrVTdUqEVSegLnndhjt3kHLbdYRu2IAJ2DLkAr6ZeB+FOzKI35vjtmKDp6PQvkz9EJHA8Pov9Ztvvil1OyQkhCZNmtCuXTvCwvSHLyJSn/mrRJjH180uoMcnb9D91ccJtRVSGBdP6i3T2NbvLNexFVVs8GQU2pepHyISGF7/tQ4YMMAf7RARkVrOF4tZVPe6MQf20XfeE4TZCtl68hm8efV9dDq5I2QXlmlTeRUbPBmF9mXqh4jUPI9eiT799FOPT3j++edXuTEiIlJ7+Xp1uKpcNyuxGd/cdB+hRXa+PONf/HU4j47l3E8VG0TqL48C4AsuuMCjk5lMJi2EISJST/l6dTiPHDpEk+uupdmAkezpfgoAm88eBYAluwCAAnux27uqYoNI/RXiyUHFxcUe/VPwKyJSf/l6dbhKLV4M3brR8P8+ZugT92EqKh1gx1jNWM0hhIeVfatTxQaR+s2jAFhERKQyzjJi7ngTcGbn29malsVPu46wLS2L7PzjRo5zcmDiRDj7bNi3j+KOnfhu2pMYoaUDbEtYCL1aNSA6vPR2VWwQkSr99efk5LBs2TJ27dpFYWHpiQW33HKLTxomIiK1S1UXs8gpsJN+KJ/cQjsmYO3Ow+QUFpW5f/MGkbBmDVx5JWzf7th5yy2E/Pe/nJxvcKic68ZHWFSxQURK8foVYP369Zxzzjnk5uaSk5NDw4YNOXjwIJGRkSQkJCgAFhGpx6pSIuzj9XvIyC+mSbSFtTsPczTfRpsm0cRaHaPJzioSl4YdIrJvXygqgmbN4PXXYcgQx3UjqPC6qtggIiV5HQDffvvtnHfeecydO5e4uDi+//57zGYzY8aM4dZbb/VHG0VEpBbxtERYToEjteFong1MoRhAepZj4tofB7Lp0jQOyz/5uxm5Nv7u2oGO554LkZHw3HPQoEGVrisi4nUO8IYNG/j3v/9NSEgIoaGhFBQUkJKSwuzZs/nPf/7jjzaKiEgdtDcjv9TtAtuxag35tmKycwvo+vn7hGcdBSDXVgTvvQdvv10m+BUR8YbXAbDZbCYkxHG3hIQEdu3aBUBcXBx///23b1snIiJ1Vq6t9OS2cPOxt6QGRw5w5UM3MvTJ+znz2enAP1UkwsNrtI0iUjd5nQLRo0cPfvjhB9q3b8+AAQOYOnUqBw8e5M0336Rr167+aKOIiNRBkebSb0EmIDEmnDbffMaEtx8lOjcLuyWctM4nER8R5lEViex8O3sy8sgptBNtCSNZE95ExA2PXxWKiooIDQ3lkUceISsrC4AZM2Zw1VVXceONN9K+fXtee+01vzVURETqluR4K9tL3M5OO8C/35hByy//B8C+difw5d2PYnTq5FHZst1HcsutQNG8QaQ/HoKI1FIeB8DNmjVj3LhxXH311fTq1QtwpEAsXrzYb40TEZG6K+qf+rxxEWbMmzfzr/tvIOZgGsWhoaRNvJ30W6bQJyrCo7Jl2fn2MsEvHKsgMapnikaCRcTF4xzgiRMn8sEHH9C5c2f69evH66+/Tm5urj/bJiIi9cCFPZrRe8BJhIeaKGzTlvyvl5H81KP0aJtAx6QYjwLXPRl5ZYJfp4xcG3sy8nzdbBGpxTwOgO+//3527NjB0qVLadOmDZMmTaJp06Zce+21rFmzxp9tFBGRumjHDjAMosLDaN+5JZbULylcu46/O3QvfxW4cuQUVnxcbiX7RaR+8boKxMCBA5k/fz5paWk8/vjj/Prrr/Tp04cTTjiBOXPm+KONIiISRCpdqrgydjvMmEFY9+6kfPuta/Pu5m1Z+NthPt+0j2VbD/DZpn0sXPc3u49U/m1jlKXiUeLISvaLSP3idQDsFB0dzYQJE1ixYgX/93//R1paGlOmTPFl20REJMjsPpLLwnV/VylIBRyjvv37w333YbLbafTLL0DlObyVBdnN4iOIjzS73RcfafaogoSI1B9VDoBzc3N5/fXXGTBgAOeffz6NGjVixowZvmybiEhQqfbIZy1XrSDVMOCll+Ckk2D1aoiNxf7aa2yYNAmofg5vtDWMoV0SywTBzioQmgAnIiV5/YqwatUqXnvtNRYuXIjdbufiiy/moYceon///v5on4hIUKgvJbYqqqPrSZDqdinitDSYMAE++8xxe+BAmD8fo2lT+PxzwDc5vM0bRDKqZwp7MvLILbQTaQnzqIKEiNQ/Hr8qzJ49m3nz5rFt2zZ69erFo48+yuWXX05MjNZdF5G6rb6U2KosyD8+SC20F5OVb6OwqBhLaAhHcwvdn3jrVkega7HAzJlw220QEgK2Y9fxVQ5vtDXMfRAuIlKCx6/Yjz76KGPGjGHhwoVa8U1E6pUqj3zWIp4E+SWD1Mx8G38cyCbfVuza9tfhHJIbRDhGxIuLHUEuwIAB8NRTcOaZUM77hzOH110/K4dXRHzN4wB47969mM3uJxiIiNRldbnEljPlYfeRXMJCQ2gSbeFQTiHFxrFjnEG+M0jdn1lQJvhNjrNiDQtl9e8HOWH7BtpOuxv7hx8RdUInxwE331xhO5w5vOWNQNeFEXYRCR4ev6Io+BWR+ig7306BrYiY8DDCLaGYDKNMgFhbS2yVTHnYdzSPvw7lkhgTTt92jUnLzC/1GHML7a4g9f0f/i4T/A7tksjS9X8xYMGzdPrqHUIMgz23TsGy8D2Pc6SrksNbUc6yiEh59CohIlIOZ4C4P7OALfuOkm8rLhMg1tav549PebCEOtIV0rMKWLnjIKe2bsiB7GM5vc4gv3mDSAZ3TqRJTDgF9mLCw0KIjzCz6fPl3PrMvbTY+wcAm84exbLr7ybKyxxpb3J468vERBHxvSqXQRMRqctKBoiWsBDaNInGag5xBYiNoiy1+uv54/OaY6xmrOZjQXCJwd8yQb7VHMrB7EKy8u0cOppH8svP8O/7rqTF3j/IiGnAW3c/xVe3P4wtMtpvyxBXt26wiNRvte9VW0SkBhwfIMZazXRpGkdWvg1bUTFtE6Lp1iy+Vga/UDav2RnkO3N7C+yOFAd3QX7JCWtdv1hIz+dnAfDDif2YP+4eUjq2xlLi3P7Ika4PExNFxH88euXOzMz0+ISxsbFVboyISLBwN/HNEhZCo+hwwDEKWluDX3BfdqxkkN8hMZqEGCu2IoP9WQXkFhS58mtLTljbPPwiuq74go9PGMT3A86jTUIMlrDSXy76I0e6Lk9MFBH/8+hVKT4+HpPJ5NEJi4qKqtUgEQke9XmCka/q0gar8sqOWcJCaJsQTYtGkXzz24Ey+bXDm5hIfuV5mj/8sGvCWvrHn5P32366FBllgl9/5UjX9d+PiPiXR68Q33zzjevnP//8k7vvvptx48bRp08fAFavXs38+fOZOXOmf1opIjWuvk8wqk5d2uM/OCREB18wVlHZsQEdmrBs64Eyj73h0sU0ePJ+OHIIrFaip093pRk0igmv0RJmqhssItXh0avSgAEDXD9Pnz6dOXPmcPnll7u2nX/++XTr1o2XXnqJsWPH+r6VIlKj6svKZxWpal1atx8crCE09HuLvVde2bE9GXkczjnWfnNuNgNe/C/dvlgIQEGnLoRfdJFH5wLYmpbl828RVDdYRKrD61eI1atXM3fu3DLbe/XqxYQJE3zSKBEJLE0wcvC2Lm15HxyO5tloCOQU2ImvRk11f6SkuCs7VjK/NnnzOobPvov4fX9jmEysGzmesBkPc1KHppWey9/fIlSlbrCICFQhAE5JSeHll19m9uzZpba/8sorpKSk+KxhIhI4mmB0jDd1aSv64ACwNyOf+OiqfTXv62CyomDamV/b9YuFDH5qKiHFxWQmJLP4zlns6X4q58RGe3T+yr5FCA/1utllePP7ERFx8joAfuKJJxg5ciRffPEFvXv3BmDt2rVs376dDz/80OcNFJGapwlGVVPZB4c8W9U+OPg6JaVkMB1igkZRFsLNISTGWkmKjaBhlIWGUWb+7n4qdouV7f2G8+1N91IYFeNxfq0n3yK0aWT1uM0iIr7k9bvYOeecw7Zt23jhhRf47bffADjvvPO44YYbNAIsUkdoglHVVPbBIcJctQ8OvkxJKRlMh5ggKdbKyh0HSc8qICIUhh75ncLT+3Jq64b8SDveeHkRWYnNAO/ya/UtgogEsyq9GqekpPDII4/4ui0iEiQ0wahqKvrgAJAcX7URz+oEk8enOhQbBpl5jvY1irK4gt9Gh9O4cf4MTtj2Ex88+gZr6cu53ZM53Kaxx/m1Ja9VYCuiSbSFQzmFFBtlj9W3CCISSFV6Bfruu+948cUX+eOPP1i4cCHNmjXjzTffpHXr1pxxxhm+bqOIBIAmGHnv+A8OhfZisvJtxFurt+p8VVNS3OUN24qKadkwkrTMfAwgPTOfM9Z+ydXvziEqL5vCcCvRB9PZk2vjcE6hxyPLf+zP5pMNe0jLzMcSGkKEJZSMXBu9WjYgLTO/VBB87FsEN5GxiEgN8PpV+cMPP2T48OFERETw008/UVBQAMDRo0c1KixSxzgnGPVo0YCOSTEKfj3g/ODQr30jkuOtdEyKISnWMfL78fo97D6S6/U5nSPL7pSXklJe3nBmno2VOw7SKMoCBw9x+8v3cfO86UTlZbOt9Qk89/hCtg46D/A8TeHPQ9m8sOx31uw8zF+Hctm+P5vt6VmYQ038+NcRx7VKtFffIohIoHkdAD/88MPMnTuXl19+GXOJcj59+/blp59+8mnjRERqq017MjmYXej4l1MIOMqhpW5JJzvfu/xX58jy8UFwRcFkeXnDMVYzR/NtJK1Zzsirz+G0n77BHhLKe+dfy8x7XqSwTTvXsZ6kKWTn2/lh52F2HS4d2OfZitmbkUd8pJm2CdEM7NiEc7o1ZVTPlHqxkIqIBDevP4Jv3bqV/v37l9keFxdHRkaGL9okIvVIXVxu2dtJa570gbcpKeXlDVvCQmjTJJqIP/YTeXA/acmteHLsVPa160KbJtGupYy9qfZwNNf9tfJsxeQVFmE1h9KjRYNKzyUiUlO8fpdJSkpix44dtGrVqtT2FStW0KZNG1+1S0TqAXc5qg2jzAzo2IQCmxGQoNgXAbk3k9a8qe/rTc1bd3nDYfl52K0RxFrNxF4/gbQGVv4+5wIS/s6hQZFRKvj1ptpDuLn8LxNtRcWa8CYiQcfrV6Vrr72WW2+9lddeew2TycTevXtZvXo1d9xxB/fff78/2igidZC7HNUQE1jDQnnu699pHB1eJiDz91fnvlpswtNJa/5ccrpkRYoQu43eb79A59RPWPDcR0QkNaF1k2ii/z2JJKBza3uVJztGWcIwAYkx4aRnFZTZnxhrVdk8EQk6Xr+y3n333RQXFzN48GByc3Pp378/4eHh3HHHHdx8883+aKOI1EHu0gRKluUKDwuhUXQ44JuAsDK+DEY9raPszyWnnXnDa79YxenTbidp2y8A9Fi1mJT77ij1WKqzmlqz+Ai+Nwz6tmvs+t05tWgYyQU9mtX6lBYRqXu8flUymUzce++9TJkyhR07dpCdnU2XLl2Ijq58aUwRESd3aQIGuAIoW1FxqX3VDQgr48tgtLw6ynERpVML/LpYRHExzRe8RrMpUzDl52OPi2f/rCfoNnaM24C0qqkf0dYwBndOZOmv6ZzauiEGUGAvJi4ijFNaN6RVI703iEjw8ToAvvrqq3nqqaeIiYmhS5curu05OTncfPPNvPbaaz5toIjUTe7SBApsx4Jec2jZvFJ/rh7m62C05KS17Lx8dm/cxoU9mhEffSwdwG9LTu/ZA+PHQ2oqJoBhwwh77TWSmzVze3h1Uz+aN4hk5MkVT9BzF2CHh1bt4YmIVJfXZdDmz59PXl5eme15eXm88cYbPmmUiNR97mrbOidTWc0hxFjL1r3152QqfwSjztSC7s3jHdcIL32OhlEWmjewEhMeRuOYcJpEWwgxOfZVa8npadMgNRWsVnj2WVi8GMoJfitL/fC0ZFtFNaN3H8ll4bq/+XzTPpZtPcBnm/axcN3f7M0o+14iIlITPH5Fz8zMxDAMDMMgKysLq/XYkp5FRUV8/vnnJCQk+KWRIlL3uEsTMOHIG422hrkmwDlVKyD0gKd5u77iHHXddTiXPw5kk28rJjEmnL7tGpNvL2Jw52osFjFrFuzfD//9L3TqVOGh/sxDhooD7K9/20/DKp9ZRKTqPH51jY+Px2QyYTKZ6NChQ5n9JpOJadOm+bRxIlK3uatte3rbxizbfsDt1/H+nExVXt6uP65dMiiMtZrp0jSOrHwbtqJi9mTkcWWfVjSJCff8hF99BR99BM89ByYTNGgAn3zi0V39modMxQH20TybAmARCQiPX9G/+eYbDMNg0KBBfPjhhzRseOxly2Kx0LJlS5KTk/3SSBGpu9xVIEiItbrNJ/X3ohneLjZRVccHhZYSFS8ADucUehYA5+XB3XfD0087bvfrB5df7vbQ8vrOb3nI/6gswBYRCQSPX9kGDBgAwM6dO2nRogUmk8lvjRKR+s1dUOyrGr1Vubav+WTUdd06GDMGfvvNcfumm+D8890eWlHf+Tv1o7IAW0QkELyeBPf111/zwQcflNm+cOFC5s+f75NGiYiU5KuJWsGiWqOudjs89BCcdpoj+G3aFL74wpH+EBVV5vDK+g5gaJdEoiyhHMouYN/RPA5lFxBlCfVJ6oe7yY5OcRHut4uI+JvXAfDMmTNp3Lhxme0JCQk88sgjPmmUiEhJnkzU8qfsfDtb07L4adcRtqVlVTng3p6ezU+7jmCzF9OqUaSr4kNJlY66jhkDU6c6AuFRo2DTJjjrrHIP97TvmsSE0zEphg6JMXRMivEuB7kCztzq44Pg+Egzgzpp4rSIBIbXH+137dpF69aty2xv2bIlu3bt8kmjRERKqk7KQHXzhn2ReuEs97VkSxqGyVH8NiwUWjWO4s+DORQbpc9bYftuugmWLIFnnoErrnBMeqtAZX13NLeQVb9nlnp8WcDB7EIy8mw+WX2vvNzq8FCDDdU6s4hI1Xj9qpaQkMDGjRtp1apVqe0///wzjRo18lW7RERcqpoyUN3g1RfLI2fn292W+7IXQfrRfIafkESeraj8CXdpabB+PZx9tuN2//7w118Q41mecmV9V2QYfi2D5uQut9pmc39dERF/8zoF4vLLL+eWW27hm2++oaioiKKiIr7++mtuvfVWLrvsMn+0UUTquYrySMtLGfBF3rAvUi/2ZORxNM/9OXIKizCZTG4XjwDgww+ha1e4+GLYvv3Ydg+DX6i87yqr8uCv1fey8+1sT88GYEd6dq3L4xaR2s3rAPihhx6id+/eDB48mIiICCIiIhg2bBiDBg1SDrCI+EVFeaTlpQz4Inj1RbWGKp3j6FEYO9YR+B46BB06QFFRpddyp7K+s5orXo/YH6vvOVeGW7IlDYAvt6SxcN3f7D6S6/NriYi44/Urm8Vi4b333uOhhx7i559/JiIigm7dutGyZUt/tE9EBPC+Rq8vgldf1Mj1+hzffusIfnftgpAQuOsuePBBsFgqvVZ5Kuq77Hx7ja6AV3JkvmT2sjdpJSIi1VXlV5kOHTq4XRFORMRfPKnR65z0lpVv41B2ATFWc5lllcGz4NUXNXKbxUc4yn25GXAuc46774bZs8EwoE0beOMN6Nu30mtU5PhJgO0TSqda1OQKeOD/pZdFRDzh0Svb5MmTeeihh4iKimLy5MkVHjtnzhyfNExExFslJ701ibaQmWfj7yO5tGkSTaz1WAqAp8GrL4LDaGsYgzolsGHV5lLb3Z7DYnEEv9deC48/Xm6ur6eVLTydBFhTK+CB/5deFhHxhEevbuvXr3fN1l2/fn25x2l1OBEJlOMnvR3KKaRvu8as3HGQPw5k06VpHJawEK9HNn0RHCbHR7ABGNYliYJijp3DbIL0dEhMdBx4//0wYAAMHlzuuTwNar2tYFETK+CBb9JKRESqy6NXmm+++cbtzyIiweL4r9aLDUjLzOfU1g0xcAShzRtEVmlk01fBYfvEaMzmf0ai//jDkeubkwPff+8Y/TWbKwx+vQlqgzXVwN9LL4uIeMLrKhD+8t///heTycRtt93m2pafn8/EiRNp1KgR0dHRjBw5kvT09FL327VrFyNGjCAyMpKEhASmTJmC3V76K7Rvv/2Wk08+mfDwcNq1a8frr79eA49IRGqSu6/Wiw04kF3IwexCGkZZypQa89UKb14xDHj1VTjxRFixwlHebONGj+7qTWWLYE01qEpFDxERX/Poleaiiy7y+IQfffSR14344YcfePHFF+nevXup7bfffjufffYZCxcuJC4ujkmTJnHRRRexcuVKAIqKihgxYgRJSUmsWrWKffv2cdVVV2E2m10l2Xbu3MmIESO44YYbWLBgAUuXLmXChAk0bdqU4cOHe91WEQlO3n617osV3ry2f79jJbdPP3Xc7tcP5s8HN6truuNNUBvMqQbOtJJdB7PYvm4bw7ok0aKxmzrIIiJ+4tEIcFxcnOtfbGwsS5cu5ccff3TtX7duHUuXLiUuLs7rBmRnZzN69GhefvllGjRo4Np+9OhRXn31VebMmcOgQYPo2bMn8+bNY9WqVXz//fcALFmyhC1btvDWW29x0kkncfbZZ/PQQw/x3HPPUVhYCMDcuXNp3bo1jz/+OJ07d2bSpElcfPHFPPHEE163VUSClzeLZfhikQxvJa1dS1iPHo7g12yGWbPgm288Dn7Bu6C2KouH1KRoaxjtE6MBR2qIgl8RqUkeveLMmzfP9fNdd93FJZdcwty5cwkNdRRQLyoq4qabbiI2NtbrBkycOJERI0YwZMgQHn74Ydf2devWYbPZGDJkiGtbp06daNGiBatXr+a0005j9erVdOvWjUTnBBJg+PDh3HjjjWzevJkePXqwevXqUudwHlMy1eJ4BQUFFBQUuG5nZmYCjmU769vSnc7HW98ed2XUL+4Fsl/CQ2FQh0Z8/dv+UiuvxUWYGdShEeGhhqtduw5mczQnH3fTdo/mFLHrYJYrOPMFW0EB7T/8ENOBAxhdu2KfN8+RAlFc7PjnocToMOKtIW5XlouLMJMYHeZ6jN70R6Do78g99Yt76hf31C/HeNMHXn/kfu2111ixYoUr+AUIDQ1l8uTJnH766Tz66KMen+vdd9/lp59+4ocffiizLy0tDYvFQnx8fKntiYmJpKWluY4pGfw69zv3VXRMZmYmeXl5RESUHQWZOXMm06ZNK7N9yZIlREb66avRIJeamhroJgQl9Yt7geyXhv/8c8mDDas2s+G44yoad92+bhvbK9jvMcOAf6rjRN12Gy2++oqtl11G8Z49sGdPlU5Z5vE55cGypZvLbPa0PwJJf0fuqV/cU7+4p36B3FzPV5P0OgC22+389ttvdOzYsdT23377jWIvRjL+/vtvbr31VlJTU7Fard42w6/uueeeUvWOMzMzSUlJYdiwYVUa5a7NbDYbqampDB069NjsdVG/lKO29Mv29GzXMrzuDOuSVL0R4MJCQqZNg6Iiiv/7X1e/NH/jDcJz7O5HZTslkOxhWkJOgZ29Gfnk2exEmMNIjrcSFV71FALn+XJtdqLMYTSt5vk8VVueLzVN/eKe+sU99csxzm/sPeH1K9z48eO55ppr+P333zn11FMBWLNmDf/9738ZP368x+dZt24d+/fv5+STT3ZtKyoqYvny5Tz77LN8+eWXFBYWkpGRUWoUOD09naSkJACSkpJYu3ZtqfM6q0SUPOb4yhHp6enExsa6Hf0FCA8PJzw8vMx2s9lcb59c9fmxV0T94p63/eLpwg6+0qJxDHFRGeWW4mrROAazuYrX/+UXGDMGfv4ZTCZCJ0yAdu0AKCw28fW2Q2TkF4Pp2LdoGfnFfL3tkMfLAMebzcRH+yaHNyCTAY+jvyP31C/uqV/cU7/g1eP3+hX+scceIykpiccff5x9+/YB0LRpU6ZMmcK///1vj88zePBgNm3aVGrb+PHj6dSpE3fddRcpKSmYzWaWLl3KyJEjAdi6dSu7du2iT58+APTp04cZM2awf/9+EhISAMdXALGxsXTp0sV1zOeff17qOqmpqa5ziEhgBSIA88vyv8XF8OSTcM89UFgIjRvDSy9B587wT17a3oz8oKrN6+1iGSIidYXXr2whISHceeed3Hnnna6h5qqkBcTExNC1a9dS26KiomjUqJFr+zXXXMPkyZNp2LAhsbGx3HzzzfTp04fTTjsNgGHDhtGlSxeuvPJKZs+eTVpaGvfddx8TJ050jeDecMMNPPvss9x5551cffXVfP3117z//vt89tlnXrdZRHyrugFYdUaOq7vCW8lrx6fvpcUdEwlbvsyx89xz4eWX4Z9vopxybcFVmzdYF8sQEfG3Kn20t9vtfPvtt/z+++9cccUVAOzdu5fY2Fiio303c/qJJ54gJCSEkSNHUlBQwPDhw3n++edd+0NDQ1m0aBE33ngjffr0ISoqirFjxzJ9+nTXMa1bt+azzz7j9ttv56mnnqJ58+a88sorqgEsEgSqE4D5YuTY2xXenEHv0bxCVm4/SGGRgdWwM37cMMIO7KM4KoqQJ56ACRNck99KiqwkraKma/MG62IZIiL+5vWr7V9//cVZZ53Frl27KCgoYOjQocTExDBr1iwKCgqYO3dulRvz7bfflrpttVp57rnneO6558q9T8uWLcukOBxv4MCBrF+/vsrtEhH/qGoAFoiv7p0BtznExNqdh0nPKsBqDqFNk2hWjbuN7p+9y6qpj3PWv/oR7Sb4BUiOtwbVMsA1sVhGTed3i4h4wutXoVtvvZVevXrx888/06hRI9f2Cy+8kGuvvdanjRORuq2qAVhNf3VfMuBuHG2h6epvaRJm5pdOvfjjQDbWgefx26DzMEJDK7x2VLgfco+rwblYhr8C8mCYYCci4o7Xr7bfffcdq1atwmKxlNreqlUr9lSxrqWI1E9VDcBq+qt7Z8AdlpdLr2enceWnb3M4rjFT7n+T7Og4sgrsWKLDPbp2dXOPfckvkwH/4ckofXhoOXcWEfEzr1/diouLKSoqKrN99+7dxMRosoSIeK6qAVh1v7r39Gt553E7D2YT8dMPXPL0vTTc+xcAy08cSAZhmIoNbEXHaqB7kjbgbe6xP/krIPdklL5No+CqAS8i9YfXr3DDhg3jySef5KWXXgLAZDKRnZ3NAw88wDnnnOPzBopI3VaVAKw6X917+rW887jMzFzOXPgiQ+c/T2hxEZmNk3jqirtZ3LQr2CAsK5/WjSM9unaw8kdArgl2IhLMqlQH+KyzzqJLly7k5+dzxRVXsH37dho3bsw777zjjzaKSB3nbQBW1ZFjTyfPOY/LOZTBZXdcSeJ2xxLDqScN5uVRt3P6qe1J3n6QvUfzCA8LJTPPTvuE0IDk8QarmphgJyJSVV6/AqWkpPDzzz/z3nvv8fPPP5Odnc0111zD6NGjy11ZTUTE16oycuzp5DnXcRFRHE5pQ1zablb/ezovJfRi79E8ftlzlE5JMfTv0IQmMeHYi4vp1bKhJnaV4NkovVHzDRMRwcsA2Gaz0alTJxYtWsTo0aMZPXq0v9olIlIpb0eOPfpafvduCg7kubZ9M2kq3+XnsdMSR6cQEz1bNSA5LgKTCUxAemY+xQbk2crOjajPPBmlt9ncfxgREfE3rwJgs9lMfn6+v9oiIuJXlX0tn/jZx/Cff9O6d1+Y/DiYTBREx1IQHUtodgHb9mcD0Kx7BAezC0vdV1/plxVMFS9EREry+lVo4sSJzJo1i1deeYWwML2IiYjv+WvxhPK+lg/POspZz08neekiACIPppNQnM/+0GNpXTFWM1ZzCHFWM8cvc1FbJ7/VhGCqeCEi4uT1O8oPP/zA0qVLWbJkCd26dSMqKqrU/o8++shnjROR+sefiye4+1q+xbqVnDXnP0QdSIPQULjvPkLvvZcB2bZSx1nCQujVqgEtGkbx58GcMm3TqKaISO3h9St2fHw8I0eO9EdbRKSeq4kljp1fy+/dd5j4h+4nYZ6jpCMdOsCbb8Kpp/5znNnt1/eAvtIXEanlvH7Vnjdvnj/aISJSY0scR1vD6NDICt8scWyYOBFmz4bIyDLHubuevtIXEandPA6Ai4uLefTRR/n0008pLCxk8ODBPPDAAyp9JiI+4/fFE+x2R5qDyQSxsbBgAWRmwllnVe+8IiJSq4R4euCMGTP4z3/+Q3R0NM2aNeOpp55i4sSJ/mybSL2RnW9na1oWP+06wra0LLLz6+cqWd4snuB1n23fDmecAS+8cGzb6acr+BURqYc8HgF+4403eP7557n++usB+OqrrxgxYgSvvPIKISEex9Eichx/TvqqbTxd4tirPjMMePFF+Pe/ITcX/v4brr4arFa/PhYREQleHkeuu3bt4pxzznHdHjJkCCaTib179/qlYSL1QWWTvurbSLCzSkN8pLnU9pKVFrzqs337YMQIuPFGR/A7aBB8/72CXxGRes7jEWC73Y71uDcNs9mslXxEqqGmJn3VJpUtnuBxn334IVx/PRw6BOHhMGsW3Hwz6BsrEZF6z+MA2DAMxo0bR3h4uGtbfn4+N9xwQ6lawKoDLOI5v0/6qqUqWjzBoz774w+49FIoKoIePeCtt6BLF380VUREaiGPA+CxY8eW2TZmzBifNkakvvFm0pc4eNRnLdrAAw9QmJPHzpv+TQ4hRKdl+WxFORERqd08fidQ/V8R3/N00ldN8tcyxL7irs9CCws4/fUn+fv8UTTr1waA3ZP+7cgV3nrIdVx9nVwoIiKlBc+7mkg95G5pXgjc8rq1oSLF8X3WZMcWzpp1J43/2k73rT9iueKnGllRTkREai+9A4gEWGWTvmpKbQoamzeIZNRJyeTNmEmjxx4hxGajOCEByyMzIDSUPQeyNLlQRETKFRzvZiL1XEWTvmpKrapI8ccfRF91FdErVzpuX3ABIS+9BE2aAJpcKCIiFVMALCJALQoaN2yAfv0gOxtiYuDpp2HsWMfyxv/Q5EIREamI3gVEBKhFQWO3btC9O4SGwhtvQKtWZQ4JxsmFIiISPILkHU1EfKWqVRw8CRprokKE22ssWwoDBjhWcAsNhU8/hfh4x89uBNvkQhERCS56FxCpQ6pTxaGyoDEjr9DvFSKOb785N5thL/+XDp8thNtvhzlzHAc2alTpuYJlcqGIiAQfvROI1BG+qOJQXtAIsHDd336tEHF8+5N/+ZGzZt9FXNpuDJMJW0gYFsMoletbmWCYXCgiIsFHAbBIHeGrKg7ugsatab4vK3Z8qkOBvZiMXBuhhYX0efNper3/CibD4GhiM76cMosTR59PRy+CXxERkfIoABapI/xZxcHX53aXqtE42oJ5xzYueWwKCX/8BsDmYRfx7Y33UhgVTftgqUIhIiK1ngJgkTrCn1UcfHnu8lI1AH7PLiIubTe5cQ346taH+P2MoVW6hoiISEX0jiJSR/iz9Jcvz318qkZ41lEKYuIwAUXNUlhw1xPYOnYmt2ETn7VfRESkpJBAN0BEfMNZxSE+0lxquy9Kf3l67pwCR5rCz7sz2JaWRXZ+2bQFVzqFYdA59ROuuXIQrdYu41BOIX3bNebgqWeUCX5VukxERHxJ7ygidYg/S39Vdu7dR3JJ/WUvDYEV2w9imELdlkmLsoRhPXqYIU89QPsVSwDouvhD/jx1AGmZ+Zx/YjImk0mly0RExG/0riJSx/iz9Fd553bm9R7Ns9GwxHZ3ZdJafP8tY6+/msjDBykKDWP1Vbfw4yUTAIiNMNO8QaQCXhER8Su9y4hItTnzet0VKXOVSYs2wR13EPHiiwAcadWez+6czYF2XQClOoiISM3RO41IPeTrJY09KpO2dDn8E/xy++2Yp07nlHxDqQ4iIlLj9G4jUs9UZ7nk8nhUJu1f/4IpU+Css2DQIKKBjlW6moiISPWoCoRIPVLZcsnuqjZ4wlkmraSGf+3gwv9cQ1J+xrESZrNnw6BBVbqGiIiIrygAFqlHPFkuuSqcZdLiIsxQXMxJH7/J6JsupNWPKzj/rSeU2iAiIkFF70oi9Yg/l0tu3iCSixIMCic9SJONGwGwDx1G1BOPV/mcIiIi/qARYJF6xJ/LJfPOO8SedipNNm7EiIiA554j7MvFkJxc9XOKiIj4gUaAReoRvy2X/PLLcN11mIAj7dsT/dFHmLt2rV5jRURE/EQjwCL1iN+WS77sMujYkaKpU/nuv/+FjqrvICIiwUsjwCL1jE+WS87NhXnzyL76OvYczSen0E7Mlyto0igKY+kS/zVeRETEBxQAi9RD1Vou+ccfYcwY2LqVTb8f5PuzL3ftirdmlFoKWUREJBgpBUJEPGO3w/Tp0KcPbN1KbqME9jZJKXXI0TxHbnFOQdWrSYiIiPibRoBFpHLbtsFVV8GaNQBknn8Rb111FwWx8W4P35uRT3x0FSfUiYiI+JkCYBGp2HvvwdVXO/J+4+Lg+efZ0fcsCrYdLPcueTaNAIuISPBSCoSIVKxNGygocCxhvGkTXHEFUeGlq0iEmKBJtIVGURYA8m1FVV5WWURExN80AixSz2Xn29mTkUdOoZ1oSxjJ8RFE7/4T2rVzHHDKKbBypeP/EMdn5pL1hENMkBRrZeWOgxzKzuOSRFi14xDbDuQxtEsizRtEBu7BiYiIuKERYBEfyc63szUti592HWFbWlatGAHdfSSXhev+5vNN+1i29QBfrd5K2gWjME44AX755diBvXu7gl8oXU+4UZSFlTsOkp5VgNXsOMYcFkJGro3ULem1oh9ERKR+0QiwiA/sPpJL6pb0UiusOReXCNYR0Ox8e6k2p6xfzbDH7iH2wD6KQ0Io+HY51gpWc3PWE960J4NNe47SPiGauPAQsO13HZORa2NPRl7VS66JiIj4gUaARarp+EDSKdhHQPdk5JGRayO0sID+c2dy8V3jiD2wjyPJLXl/ztv8dfGVlZ4j2hpGuDmUpLgIGkWHYw4r+5KSWxicj19EROovjQBLreM2Z7WqS/hW0/b0bPZlFRIWGkKTaAuHcgopNo7tD+YR0JxCO012bOHsWVNo9NcOADaOuJTl192FLSKKjh4GrlGWivs+spL9IiIiNU3vTFKrBEuqwd6MPACWbEljb2Yhfx3KJTEmnL7tGpOWmV8qCA7WEdAoSxgt162g0V87yGnQmNTJM9jZe6Brv6eBa8kJcceLjzTTLF71gEVEJLgoAJZao7JUg1E9U6o8EuzNqHJ2vp2vf9vvWvLXEur42j89q4CVOw5yauuGHMgudB0fdCOgxcUQEkKz+AhWX3UD5vw8NvzrSvLijy1i7E3g6pwQl7olnaM5RaXOMbRLYsBG50VERMqjdyapNZw5q+5UJ9XA21HlPRl5HM2zuQLgGKsZqzmEfFsx6VkFlBj8Da4RUMOAV16Bl1+GZcuIjohgSLdkUm+8gzw3j92bwNU5IW7XwSy2r9vGsC5JtGgco+BXRESCkt6dpNbIqSSVoCqpBlUZVT6+HZawENo0ieaPA9nk24opsBcD7gPJgOUvp6fDhAmwaJHj9ssvwy23uALXPRl55BbaibSE0ayKbYq2htE+MZrtQPvEaMxmvbyIiEhw0juU1Br+mGxVlVFld+2ItZrp0jSOrHwbHRKjSYyNKBNIBix/+ZNP4Npr4eBBsFhgxgyYONG1O9oaFpST9ERERPxFZdCk1nBOtnKnqqkGVRlVbhYfQVxE2XZYwkJomxDNyS0a0jEppszIb42XSsvMhKuvhgsvdAS/3bvDDz/AHXdAaKjvryciIlJLKACWWqPk6mMlVWeyVVVGlaOtYQzqlFBme0Xt8GSk2eduuQXmzQOTCe66C9audQTBIiIi9ZxSIKRW8WXOKlS9hFdyfAQbgGFdkigoptJ2+CN/uVIPPwwbN8JTT0G/fr4/v4iISC2lAFhqHV/mrJYs4eUuN7eywDo53kp6tp2cQjt7M/LKndTm6/xlt5Pptv8KX3wBd97pOKh5c1i3zjECHGDBtHiJiIiI3oGk3qvOqPLH6/eQkV/sul3epDZfLBbhDCKP5hWycvtBCosMLGEhmIqK6Pt/b9LrlccxFRZC165wzjmOOwVB8Bssi5eIiIg4KQAWwftR5ZwCR8rC0TwbmI5NKMvItfH5xn3079CEXFtRqdHO6ow0O4NIc4iJtTsPk55VgNUcQg8jk5FP30fKxrUA2M8ZQVjPnt48dL/y1eIlGkEWERFf0juISBXszch3uz0z38aGv48QYQnl4D+rwZUc7azKSHPJILJxtIX0rAIwDE5dvoir35tDRH4uhdZIlt34H1pMuZmOibE+f7xV5YvFSzSCLCIivqYAWOosf44a5trKTlortBeXWQwDyo52epu/XDKILLA5znvtglkMWfEpAH91PIml9zzK0eQWNLYVlXueQKju5D9/Ln8tIiL1l945pE7y96hhpJtVzrLybeT/E6CGh4WQVWJfdZZqLhlEhpsdlQt/7tKbgas/Z+F5E/j5smtJbBjtaFcVFgPxp+pO/vPX8tciIlK/qQ6w1Dk1sehEcry1zLbCIkfwmxgTjrupZ1UtdRZlCcOcl0PCtl8w/XP+tSefya3T3+OTs64izOKoi1zVxUD8qbqLlwSkfJyIiNR5CoClzqmJRSeiwh0jlyVXhLOEhpAYE07fdo05lFNY5j5VHZ1N+W0DV910IRfeO4G8v/fQt11jEmPCOdioKVZzCDFWc7UWA/Gn6i5e4o/lr0VERPTuIXVOTY4aXtijGenZdnIL7YSFhLBjfxa7DudSbJQ+rkqjs4WFMH06kTNnQnEx2QlNiTyQTlrDJpzauiHh5hASY60kxkZUazEQf6tOmTlflI8TERE5XnC+Y4pUQ02OGkaFh9Ex+lgQ1iDKTEaerUqlzkrZsgWuvBJ++slx+8orYfYcehHukxXwalpVFy+pbvk4ERERd/TuIXVOIEcNfbJU89NPw113QX4+NGwIL74IF19MNNDRby0PXr5e/lpERETvIFLnBHrUsNpLNW/e7Ah+zzoLXnsNmjb1XeNqKV8ufy0iIqIAWGoVT2v71qpRQ8OAvDyI/Kc82+OPQ58+MHZsUCxlLCIiUtcEYTQg4p63tX29GTX0JLAueUyEr+qnHD4MN94Ihw7BkiUQEgLR0TBunI8uICIiIsdTACy1gj9XBPMksD7+GJNRRGtgb0YeLZu4r3NbqS+/hKuvhr17ITQUfvwRTj21aucSERERj6kOsNQK/qrt68miGeUdA/D1b/u9X1gjNxcmTXLk+O7dCx07wvffK/gVERGpIQqApVbwV21fTwLrio45mudl8L12LfToAc8957h9882OUme9ennbdBEREakipUBIreCv2r6eBNZGhUd4EXwXF8M118C2bZCcDK+/DkOHenZfERER8RmNAEut4Kzt6051avt6Elj7LPgOCYF582D0aNi0ScGviIhIgCgAllrBWdv3+CC4urV9PQmsKzomLqKC4Nsw4PnnHQtbOPXqBW+95VjgQkRERAJCKRBSa/ijtq+ni2a4OwZgUKcE99ffu9dR4eHLL8FicUx469Chyu0UERER31EALLWKP1YE8ySwPv6Y8BDYvm4bye5GfxcuhBtucNT4tVph1ixo186nbRYREZGqUwAsgmeBdcljbDYb248/ICPDUd5swQIAcrueyP7nXqHxqScRHaJsIxERkWAR0HflmTNncsoppxATE0NCQgIXXHABW7duLXVMfn4+EydOpFGjRkRHRzNy5EjS09NLHbNr1y5GjBhBZGQkCQkJTJkyBbu99Mz8b7/9lpNPPpnw8HDatWvH66+/7u+HJ/VJYSGccgosWEBxSAjfX3EjL896i48LYlm47m92H8kNdAtFRETkHwENgJctW8bEiRP5/vvvSU1NxWazMWzYMHJyclzH3H777fzf//0fCxcuZNmyZezdu5eLLrrItb+oqIgRI0ZQWFjIqlWrmD9/Pq+//jpTp051HbNz505GjBjBmWeeyYYNG7jtttuYMGECX375ZY0+XqnDLBYKxk8gs3lL3p/zNqvH3Uax2QKUXlSjKrLz7WxNy+KnXUfYlpZV5fOIiIiIQ0BTIBYvXlzq9uuvv05CQgLr1q2jf//+HD16lFdffZW3336bQYMGATBv3jw6d+7M999/z2mnncaSJUvYsmULX331FYmJiZx00kk89NBD3HXXXTz44INYLBbmzp1L69atefzxxwHo3LkzK1as4IknnmD48OE1/rilboj74w/YsMEx8gv8OfZ6lnQdjj0issyxzkU1vM1f9mSZZhEREfFOUOUAHz16FICG/5SIWrduHTabjSFDhriO6dSpEy1atGD16tWcdtpprF69mm7dupGYmOg6Zvjw4dx4441s3ryZHj16sHr16lLncB5z2223uW1HQUEBBQUFrtuZmZmAI+/TZnO/Ilhd5Xy89e1xV8hux5g9m/4PPQTt2mFbswYiI8kqtFFkDcdkFLm9W3ZePjab1ePL5BTYSf1lL0fzbJhKbD+aU0TqL3u5sEczosKD6k9Yz5dyqF/cU7+4p35xT/3invrlGG/6IGjePYuLi7ntttvo27cvXbt2BSAtLQ2LxUJ8fHypYxMTE0lLS3MdUzL4de537qvomMzMTPLy8oiIKD2Tf+bMmUybNq1MG5csWUJkZP0cdUtNTQ10E4JC5L599HzySRr+k6u+t0EDNixahC06GoDWFdx398Zt7N7o3fUa/vOvjDxYtnSzdyerQXq+uKd+cU/94p76xT31i3vqF8jN9Xy+TdAEwBMnTuSXX35hxYoVgW4K99xzD5MnT3bdzszMJCUlhWHDhhEbGxvAltU8m81GamoqQ4cOxWx2vxhEvWAYmF57jdA77sCUk4MRE8P6q6+m04wZDLU4cn1zCux8vH4PR/PKfgKNizB7PWL78+4MVu04SGKMle//OMT+7GPfSiREh3PpqSn0bBlcC2ro+eKe+sU99Yt76hf31C/uqV+OcX5j74mgCIAnTZrEokWLWL58Oc2bN3dtT0pKorCwkIyMjFKjwOnp6SQlJbmOWbt2banzOatElDzm+MoR6enpxMbGlhn9BQgPDyc8PLzMdrPZXG+fXPX5sZOdDZdfDosWOW4PHIj95Zf5e/Nmulksrn6JN5sZ2jW53Jzd+GjvlmuOibDSMDqClX8cJj3LRsk5q3uzbKz6I4OuzRtVayEQf6nXz5cKqF/cU7+4p35xT/3invoFrx5/QKtAGIbBpEmT+Pjjj/n6669p3br0F8g9e/bEbDazdOlS17atW7eya9cu+vTpA0CfPn3YtGkT+/fvdx2TmppKbGwsXbp0cR1T8hzOY5znEKlQZCTk5ztWdHv8cVi6FFq2dHuoc8GMc7o1ZWDHJpzTrSmjeqbQvEGk19UcmsVHEG4OIT2roMw+qzkEW5HBnow8nzxEERGR+iSgQ0cTJ07k7bff5n//+x8xMTGunN24uDgiIiKIi4vjmmuuYfLkyTRs2JDY2Fhuvvlm+vTpw2mnnQbAsGHD6NKlC1deeSWzZ88mLS2N++67j4kTJ7pGcW+44QaeffZZ7rzzTq6++mq+/vpr3n//fT777LOAPXYJcpmZEBIC0dGO/+fNcyx08U9+OkXuJ7qB+0U1qlLNIdoaRmKsFas5hHxbsWu71RxCmybRWMJCyC1USTQRERFvBXQE+IUXXuDo0aMMHDiQpk2buv699957rmOeeOIJzj33XEaOHEn//v1JSkrio48+cu0PDQ1l0aJFhIaG0qdPH8aMGcNVV13F9OnTXce0bt2azz77jNTUVE488UQef/xxXnnlFZVAE/eWL4fu3eHf/z62rXnzY8Gvl7Lz7WWCX/CsPnBibARdmsbRPiGaVo0iaZ8QTZemccRaHV/zRFqCL/1BREQk2AX03dMwjEqPsVqtPPfcczz33HPlHtOyZUs+//zzCs8zcOBA1q9f73UbAyE7386ejDxyCu1EW8JIjo8IyjzPOqegAO6/Hx57DAwDvvoKjh6FuLhqnXZPRl6Z4NepsvrAzeIjSIgNxxJW9rNqfKSZZvHe5RWLiIhIkEyCk2O08EGAbNwIY8bApk2O29dcA088ATHeLVzhTk4laQoVpTFEW8MY2iWx3OeEPhiJiIh4T++eQaSyr8pH9UxRwFMNbkfWzSaYMwfuuw8KC6FJE3jlFTj/fJ9dN6qSNIXK0hicE+v2ZOSRW2gn0hJGM30rICIiUmV6Bw0i1fmqXCpW3sj68IQQkmfPdgS/558PL78MCQk+vXaz+AjiI81uf7eepjG4m1gnIiIiVaMAOIh4+lW5coS9U2Zk3TDAZCIj18aX+81c9sJLRGQegfHjwWSq+GRVoDQGERGR4KJ33iDiyVflyhH2XsmR9YiMwwx+aiq/DTqPHf2Gk5FrY9cZQyocXXX3gSM81PPrZ+fbySkookvTWIoNg0hLGFZzqNIYREREAkTvvkGksq/KG0ZZWLRxr3KEveQcWW/9/TcMfeI+oo4cpOmvG9jZ+0yKLJYKJ6GV94FjUIdGHl27og8s+l2JiIgERkDrAEtpzq/K4yNLL+XnDJgO5xRWmiMsZUXb8hnyxP1cMPUGoo4c5GDL9nwy42WKLBag/EloFU1K/Pq3/W7vU/K+v+3L5O01u/h9fzaF9mMLWXhS/1dERET8R0NQQaaiGf8/7TpS4X21Kpgbq1bRbsyVhOz8A4B1I8ezcvztFFkcqwRWNAmtokmJR/NsNCznks5R37AQE+v+cvzOnKu3ORew0KRGERGRwFEAHITKm/Ff3XJa9c6OHdC/PyFFRdibNSf1rln81qmXa3dlqQiVTUp0p+SocUz4sfPm24r540A2XZrGuRa10AcWERGRwFDEVIv4opxWXVRuVYx27WDCBMjNJezpp+lnjaaNF7V0K/vA4U7JUeNwc+kMo3xbMVn5NhpFO0af9YFFREQkMPQOXIuonFZZpSaZFRdz0qcL2DD4LE4/s4ejKsZzz0Goo2RDNHiccpCdb8cwDGxFxWTm2YixmkstRxwXYQY3KdclR41NQGJMOOlZBa5ttiJHLnB9/sAiIiISaPUvYqrltCrYMaXSDfbvZdhj99Biw/fsWr2U1CZvMuqUllXqF2dQnZlno2XDSFbuOMjfR3JdObzOKhAbVm0uc9+So8aHcgrp264xK3ccdAXB5tCQev2BRUREJBjoHbgW0qpgDnsy8sjIKaTT1//Hmc9Ox5qThS08gu39hpORZ6/SJLPjKz+kZeZzauuGGP/sPymlAa0bRxEearDBzf1LpqkUG+XfX8GviIhI4OhdWGql7Hw7aTv3MOjBWzlx9RIA9nU6kcV3zSajWSugapPMdh/JJSzEREx4GOGWUEyGwaGcQor/iWAtYSFEW8Ow2dxXhzg+TaXYgAPZhVqsREREJIgoAJZaZ/eRXH5YtJzhk8cSeXA/9pBQ/nf+NWweexMxUcfyar2dZLb7SC6f/rzXVboMHDm8fds1Ji0zn2LDs6BaaSoiIiLBTe/IUqs4UxSyGiRTGB1LpiWSp8bezx8tO2M9nE+X8HAsYSFeTzJznjczr/TIbnpWASt3HOTU1g05kF3ocVCtNBUREZHgpQBYao+NG9nTqIUjPzfcysfT5xLTsjk5u3Mgq8BVZqxtQrTXk8yc5ctirGas5hDybcdWbkvPKsBAlRtERETqCgXAEvxsNpgxAx5+mOgp98GgKwDISEohsxDXJLMCezEdEqM5uUVDr9MNnOXLLGGOFdv+OJBdKggGVLlBRESkjtC7uQS3rVvhyivhhx8AiP5jO5xpgMkE4Jpk5pQYW7Vc25Lly2KtZro0jSMr34atqBhzaAgnpTTQBDYREZE6IqTyQ0QCwDAci1j06OEIfuPj4Z13CJ0/n/goi9u7VCdFwVm+zMkSFkKj6HCS4iJomxBN68ZRVTqviIiIBB8FwBJ89u6Fs8+GSZMgLw+GDoVNm+Cyy1xlxkoGq1D91fD8dV4REREJPnpXl+Bz+DB88w1YrTB7NkycCCGOz2rZ+XZyCoo4uUUDcgvthJpMxEVafFJmTOXLRERE6ge9s0twsNnA/M/oa9eu8PrrjvSHTp1chziXKHau0ga+H6FV+TIREZG6TykQdVR2vp2taVn8tOsI29KyyM73flW0GvPVV9ChA6xde2zb5ZeXCn6PX6LYKSPXRuqW9OB+fCIiIhJUNAJcB1U0UuptJYOcAkdg+fPuDGIjrCT7MiUgLw/uuQeeespxe/p0WLTI7aHOOr3uZOTa2JORp5FbERER8YgC4DqmspHSUT1TPA5gdx/JJfWXvTQEVmw/iGEKrXIgXca6dY7yZr/+6rh9ww3w2GNk59vZk5FHTqGdaEuYK+DOqWQJYk+WKBYREREBBcB1jq9GSp2B9NE8Gw2PO4e3gXQpdjvMmgUPPuj4OSkJXn0Vzjnnn5Hrv92OXEdVsgSxp0sUi4iIiCgHuI7x1UipJ4F0lXzwAdx3nyP4HTnSUd7snHMqHbluGGUpU6LMSUsUi4iIiDcUANcxvhop9VvKwSWXwKhR8MYbsHAhNG4MVB5wH84pVJ1eERER8QlFDXWMc0Uzd8GkNyOlPks5SEuDBx6Axx6DmBhHPd/33y9zmCcBd8ekGNXpFRERkWpT5FDHOFc0q269XGcgfTSnqMw+jwPpjz6C666DQ4fAZIK5c8s91NOAW3V6RUREpLoUANdBvljRzBVI/7IXSqT7ehRIHz0Kt94K8+c7bp94omNZ4wr4auRaREREpDIKgOsoX4yUNm8QyYU9mrFs6Wb6tW9MdIS18kB62TIYOxb++ssx6nvXXTBtGlgslbbXFyPXIiIiIpVRVCEVigp3PEW6N4/HbHZfhcHlzTcdwa9hQOvWjoluZ5zh8bV8MXItIiIiUhlFFuI7w4Y5qjqcfz488YRj0puXlOMrIiIi/qYAWKquqAg+/xzOO89xOzERfvkFEhIC2y4RERGRCqgOsFTNzp1w5pmO0d6FC49tV/ArIiIiQU4BsHjHMGDePOjeHb77DqKjweZ+AQsRERGRYKQUCPHc/v2Our7/+5/j9hlnOCa6tW4d2HaJiIiIeEEjwOIR05Il0K2bI/g1m2HWLPj2WwW/IiIiUutoBFg8U1zsGAHu2hXeesuxuIWIiIhILaQAWMqXkQFRUQAYZ50FH34I55wDVmtg2yUiIiJSDUqBkLIKC+Gee6BtW9i169j2iy5S8CsiIiK1nkaApbRffoErr4QNGwAI+fBD6NgxsG0SERER8SGNAItDcbFj9bZevRzBb6NG8MEHFN9+e6BbJiIiIuJTGgEWR5rDuHHwzTeO2+ecA6+8Ak2bqsaviIiI1DkaARZ4/nlH8BsZCS++CIsWOYJfERERkTpII8ACDz4IaWlw333Qrl2gWyMiIiLiVxoBro8WL4ZRo6CoyHHbaoXXX1fwKyIiIvWCAuD6JCcHJk6Es8+GDz5wpDuIiIiI1DNKgagv1qxxlDfbvt1x+5ZbYPz4wLZJREREJAAUANd1NhvMmAEPP+xIeWjWzJHuMGRItU+dnW9nT0YeOYV2oi1hJMdHEG3VU0pERESCm6KVuu7662HePMfPl18Ozz0HDRpU+7S7j+SSuiWdjNxjZdLiI80M7ZJI8waR1T6/iIiIiL8oB7iumzzZUdLsnXfg7bd9Evxm59vLBL8AGbk2Urekk51vr/Y1RERERPxFI8B1zZ49sGwZXHGF43bXrvDHH45KD766REZemeDXKSPXxp6MPDomxfjser6ktA0RERHRO39d8t57cOONkJnpKGl26qmO7T4MfgFyCise4c2tZH+gKG1DREREQCkQdcORI44R38suc/zcowfExfntclGWij83RVayPxCUtiEiIiJOCoBru6++gm7dHDm+oaHwwAOwahV07Oi3SzaLjyA+0ux2X3ykmWbxEX67dlV5krYhIiIi9YMC4Nrsnntg6FBH3m/79rBypWNZY7P74NRXoq1hDO2SWCYIdqYTBGNObW1N2xARERHfC75IRTyXkuL4/8Yb4dFHISqqxi7dvEEko3qmsCcjj9xCO5GWMJoF8YSy2pi2ISIiIv6hd/3axG6H3buhVSvH7RtvhJNPhtNOC0hzoq1hQVvt4XjOtA13aRDBmrYhIiIi/qEUiNpi+3bo1w8GDYKsLMc2kylgwW9tUxvTNkRERMQ/9K4f7AwDXnrJsaBFbi7ExsLGjdC3b6BbVuvUtrQNERER8Q+98wezfftgwgT4/HPH7TPPhNdfhxYtAtqs2qw2pW2IiIiIfygFIlh9+KGjvNnnn0N4OMyZ4yh5puBXREREpFo0AhyMDAPeegsOHYKTTnL8fMIJgW6ViIiISJ2gADgYmUzw4ouOFd3uvhsslkC3SERERKTOUAAcrBISYOrUQLdCREREpM5RDrCIiIiI1CsKgEVERESkXlEALBXKKbAD8PPuDLalZZGdbw9wi0RERESqRznAUq7dR3JJ/WUvDYEV2w9imEJdK6c1bxAZ6OaJiIiIVIlGgMWt7Hw7qVvSOZpnK7U9I9dG6pZ0jQSLiIhIraUAWNzak5FHRq7N7b6MXBt7MvJquEUiIiIivqEAWNzKKax4hDe3kv0iIiIiwUoBsLgVZak4PTyykv0iIiIiwUoBsLjVLD6C+Eiz233xkWaaxUfUcItEREREfEMBsLgVbQ1jaJdE4iJKB8HOKhDRVo0Ai4iISO2kKEbK1bxBJBf2aMaypZvp174x0RFWmsVHKPgVERGRWk2RjFQoKtzxFOnePB6z2X1KhIiIiEhtohQIEREREalXFACLiIiISL2iAFhERERE6hUFwCIiIiJSrygAFhEREZF6RQGwiIiIiNQrCoBFREREpF6pVwHwc889R6tWrbBarfTu3Zu1a9cGukkiIiIiUsPqTQD83nvvMXnyZB544AF++uknTjzxRIYPH87+/fsD3TQRERERqUH1ZiW4OXPmcO211zJ+/Pj/b+/eo6oq0z+Af49cjpzgnCNyEwO8kZhc5JKG5shSChUdNddEhA4OzJgOimSZOl20Wo5OrmbJTGbThDhNXmmpmSbEoFw0kjAuMhmiIprDxVRueePy/P5wsfPISUVF+LW/n7XOWp39Puz9vt+1Oz5s99kCAN5//33s2bMH69evx5IlS0xqr169iqtXryrv6+vrAQBNTU1oamp6cJPuBtrWq7Z13w5zMY+5mMdczGMu5jEX85iLeczlJx3JQCMi0olz6RauXbsGnU6HTz75BFOnTlW2R0dHo7a2Fp9++qlJ/fLly/HGG2+028+mTZug0+k6e7pERERE1EGXLl3Cc889h7q6Ouj1+lvWquIK8A8//ICWlhY4OzubbHd2dsZ3333Xrn7p0qVYuHCh8r6+vh5ubm546qmnbhvoL01TUxPS09Px5JNPwsrKqqun020wF/OYi3nMxTzmYh5zMY+5mMdcftL2N/Z3QhUNcEdptVpotdp2262srFR7cql57bfCXMxjLuYxF/OYi3nMxTzmYh5zQYfWr4ovwTk4OMDCwgLV1dUm26urq+Hi4tJFsyIiIiKirqCKK8DW1tYIDAxERkaGcg9wa2srMjIyMG/evNv+fNtt0h25tP5L0dTUhEuXLqG+vl71v1neiLmYx1zMYy7mMRfzmIt5zMU85vKTtj7tTr7epooGGAAWLlyI6OhoBAUFYfjw4VizZg1+/PFH5akQt9LQ0AAAcHNz6+xpEhEREdE9aGhogMFguGWNahrgiIgInDt3Dq+//jqqqqowbNgwpKamtvtinDmurq44c+YM7OzsoNFoHsBsu4+2LwCeOXNGdV8AvBXmYh5zMY+5mMdczGMu5jEX85jLT0QEDQ0NcHV1vW2tKh6DRnevvr4eBoPhjh4poibMxTzmYh5zMY+5mMdczGMu5jGXu6OKL8EREREREbVhA0xEREREqsIGmG5Jq9Vi2bJlZp+LrGbMxTzmYh5zMY+5mMdczGMu5jGXu8N7gImIiIhIVXgFmIiIiIhUhQ0wEREREakKG2AiIiIiUhU2wERERESkKmyAVSA7OxuTJ0+Gq6srNBoNdu7caTIuInj99dfRp08f2NjYIDQ0FGVlZSY1Fy5cQFRUFPR6PYxGI2JjY9HY2GhSU1xcjNGjR6Nnz55wc3PD22+/3dlLuycrV67EY489Bjs7Ozg5OWHq1KkoLS01qbly5Qri4uLQu3dv2NraYvr06aiurjapOX36NMLDw6HT6eDk5IRFixahubnZpCYzMxMBAQHQarUYNGgQNmzY0NnLu2vr1q2Dr68v9Ho99Ho9goODsXfvXmVcjZncbNWqVdBoNEhISFC2qTWX5cuXQ6PRmLy8vLyUcbXmAgBnz57FjBkz0Lt3b9jY2MDHxwf5+fnKuBo/e/v169fufNFoNIiLiwOg3vOlpaUFr732Gvr37w8bGxsMHDgQb731Fm58ToEaz5dOJfSL9/nnn8srr7wi27dvFwCyY8cOk/FVq1aJwWCQnTt3SlFRkfz617+W/v37y+XLl5Wa8ePHi5+fn3z11VeSk5MjgwYNksjISGW8rq5OnJ2dJSoqSkpKSmTz5s1iY2Mj//jHPx7UMjssLCxMkpOTpaSkRAoLC2XixIni7u4ujY2NSs2cOXPEzc1NMjIyJD8/Xx5//HEZOXKkMt7c3Cze3t4SGhoqBQUF8vnnn4uDg4MsXbpUqTl58qTodDpZuHChfPvtt/L3v/9dLCwsJDU19YGu907t2rVL9uzZI8eOHZPS0lL505/+JFZWVlJSUiIi6szkRnl5edKvXz/x9fWVBQsWKNvVmsuyZctk6NChUllZqbzOnTunjKs1lwsXLoiHh4fMmjVLDh06JCdPnpS0tDQ5fvy4UqPGz96amhqTcyU9PV0AyP79+0VEvefLihUrpHfv3rJ7924pLy+XlJQUsbW1lcTERKVGjedLZ2IDrDI3N8Ctra3i4uIiq1evVrbV1taKVquVzZs3i4jIt99+KwDk66+/Vmr27t0rGo1Gzp49KyIi7733nvTq1UuuXr2q1CxevFgGDx7cySu6f2pqagSAZGVlicj1HKysrCQlJUWpOXr0qACQ3NxcEbn+y0WPHj2kqqpKqVm3bp3o9Xoli5dfflmGDh1qcqyIiAgJCwvr7CXdN7169ZIPP/xQ9Zk0NDSIp6enpKeny5gxY5QGWM25LFu2TPz8/MyOqTmXxYsXyxNPPPGz4/zsvW7BggUycOBAaW1tVfX5Eh4eLjExMSbbnn76aYmKihIRni+dgbdAqFx5eTmqqqoQGhqqbDMYDBgxYgRyc3MBALm5uTAajQgKClJqQkND0aNHDxw6dEip+dWvfgVra2ulJiwsDKWlpbh48eIDWs29qaurAwDY29sDAA4fPoympiaTbLy8vODu7m6SjY+PD5ydnZWasLAw1NfX47///a9Sc+M+2mra9tGdtbS0YMuWLfjxxx8RHBys+kzi4uIQHh7ebu5qz6WsrAyurq4YMGAAoqKicPr0aQDqzmXXrl0ICgrCb37zGzg5OcHf3x///Oc/lXF+9gLXrl3Dxx9/jJiYGGg0GlWfLyNHjkRGRgaOHTsGACgqKsKBAwcwYcIEADxfOgMbYJWrqqoCAJMPk7b3bWNVVVVwcnIyGbe0tIS9vb1Jjbl93HiM7qy1tRUJCQkYNWoUvL29AVyft7W1NYxGo0ntzdncbt0/V1NfX4/Lly93xnLu2ZEjR2BrawutVos5c+Zgx44dePTRR1WdyZYtW/DNN99g5cqV7cbUnMuIESOwYcMGpKamYt26dSgvL8fo0aPR0NCg6lxOnjyJdevWwdPTE2lpaZg7dy7i4+Pxr3/9CwA/ewFg586dqK2txaxZswCo+/+jJUuW4Nlnn4WXlxesrKzg7++PhIQEREVFAeD50hksu3oCRN1BXFwcSkpKcODAga6eSrcwePBgFBYWoq6uDp988gmio6ORlZXV1dPqMmfOnMGCBQuQnp6Onj17dvV0upW2K1QA4OvrixEjRsDDwwPbtm2DjY1NF86sa7W2tiIoKAh//vOfAQD+/v4oKSnB+++/j+jo6C6eXfeQlJSECRMmwNXVtaun0uW2bduGjRs3YtOmTRg6dCgKCwuRkJAAV1dXni+dhFeAVc7FxQUA2n3Ltrq6WhlzcXFBTU2NyXhzczMuXLhgUmNuHzceo7uaN28edu/ejf379+Phhx9Wtru4uODatWuora01qb85m9ut++dq9Hp9t20QrK2tMWjQIAQGBmLlypXw8/NDYmKiajM5fPgwampqEBAQAEtLS1haWiIrKwt/+9vfYGlpCWdnZ1XmYo7RaMQjjzyC48ePq/Z8AYA+ffrg0UcfNdk2ZMgQ5fYQtX/2VlRU4D//+Q9+//vfK9vUfL4sWrRIuQrs4+ODmTNn4oUXXlD+xknt50tnYAOscv3794eLiwsyMjKUbfX19Th06BCCg4MBAMHBwaitrcXhw4eVmn379qG1tRUjRoxQarKzs9HU1KTUpKenY/DgwejVq9cDWk3HiAjmzZuHHTt2YN++fejfv7/JeGBgIKysrEyyKS0txenTp02yOXLkiMmHTnp6OvR6vfKHX3BwsMk+2mra9vH/QWtrK65evaraTMaNG4cjR46gsLBQeQUFBSEqKkr5bzXmYk5jYyNOnDiBPn36qPZ8AYBRo0a1e6zisWPH4OHhAUDdn70AkJycDCcnJ4SHhyvb1Hy+XLp0CT16mLZkFhYWaG1tBcDzpVN09bfwqPM1NDRIQUGBFBQUCAD561//KgUFBVJRUSEi1x+tYjQa5dNPP5Xi4mKZMmWK2Uer+Pv7y6FDh+TAgQPi6elp8miV2tpacXZ2lpkzZ0pJSYls2bJFdDpdt360yty5c8VgMEhmZqbJY3kuXbqk1MyZM0fc3d1l3759kp+fL8HBwRIcHKyMtz2S56mnnpLCwkJJTU0VR0dHs4/kWbRokRw9elTWrl3brR/Js2TJEsnKypLy8nIpLi6WJUuWiEajkS+++EJE1JmJOTc+BUJEvbm8+OKLkpmZKeXl5XLw4EEJDQ0VBwcHqampERH15pKXlyeWlpayYsUKKSsrk40bN4pOp5OPP/5YqVHrZ29LS4u4u7vL4sWL242p9XyJjo6Wvn37Ko9B2759uzg4OMjLL7+s1Kj1fOksbIBVYP/+/QKg3Ss6OlpErj9e5bXXXhNnZ2fRarUybtw4KS0tNdnH+fPnJTIyUmxtbUWv18vvfvc7aWhoMKkpKiqSJ554QrRarfTt21dWrVr1oJZ4V8xlAkCSk5OVmsuXL8sf//hH6dWrl+h0Opk2bZpUVlaa7OfUqVMyYcIEsbGxEQcHB3nxxRelqanJpGb//v0ybNgwsba2lgEDBpgco7uJiYkRDw8Psba2FkdHRxk3bpzS/IqoMxNzbm6A1ZpLRESE9OnTR6ytraVv374SERFh8qxbteYiIvLZZ5+Jt7e3aLVa8fLykg8++MBkXK2fvWlpaQKg3VpF1Hu+1NfXy4IFC8Td3V169uwpAwYMkFdeecXkcWVqPV86i0bkhn9mhIiIiIjoF473ABMRERGRqrABJiIiIiJVYQNMRERERKrCBpiIiIiIVIUNMBERERGpChtgIiIiIlIVNsBEREREpCpsgImIiIhIVdgAExGpgEajwc6dOzv1GCEhIUhISOjUYxAR3Q9sgImI7qPc3FxYWFggPDy8wz/br18/rFmz5v5P6jYmT56M8ePHmx3LycmBRqNBcXHxA54VEVHnYQNMRHQfJSUlYf78+cjOzsb//ve/rp7OHYmNjUV6ejq+//77dmPJyckICgqCr69vF8yMiKhzsAEmIrpPGhsbsXXrVsydOxfh4eHYsGFDu5rPPvsMjz32GHr27AkHBwdMmzYNwPXbByoqKvDCCy9Ao9FAo9EAAJYvX45hw4aZ7GPNmjXo16+f8v7rr7/Gk08+CQcHBxgMBowZMwbffPPNHc970qRJcHR0bDffxsZGpKSkIDY2FufPn0dkZCT69u0LnU4HHx8fbN68+Zb7NXfbhdFoNDnOmTNn8Mwzz8BoNMLe3h5TpkzBqVOnlPHMzEwMHz4cDz30EIxGI0aNGoWKioo7XhsRkTlsgImI7pNt27bBy8sLgwcPxowZM7B+/XqIiDK+Z88eTJs2DRMnTkRBQQEyMjIwfPhwAMD27dvx8MMP480330RlZSUqKyvv+LgNDQ2Ijo7GgQMH8NVXX8HT0xMTJ05EQ0PDHf28paUlfvvb32LDhg0m801JSUFLSwsiIyNx5coVBAYGYs+ePSgpKcHs2bMxc+ZM5OXl3fE8b9bU1ISwsDDY2dkhJycHBw8ehK2tLcaPH49r166hubkZU6dOxZgxY1BcXIzc3FzMnj1b+eWAiOhuWXb1BIiIfimSkpIwY8YMAMD48eNRV1eHrKwshISEAABWrFiBZ599Fm+88YbyM35+fgAAe3t7WFhYwM7ODi4uLh067tixY03ef/DBBzAajcjKysKkSZPuaB8xMTFYvXq1yXyTk5Mxffp0GAwGGAwGvPTSS0r9/PnzkZaWhm3btilNfEdt3boVra2t+PDDD5WmNjk5GUajEZmZmQgKCkJdXR0mTZqEgQMHAgCGDBlyV8ciIroRrwATEd0HpaWlyMvLQ2RkJIDrV1UjIiKQlJSk1BQWFmLcuHH3/djV1dX4wx/+AE9PTxgMBuj1ejQ2NuL06dN3vA8vLy+MHDkS69evBwAcP34cOTk5iI2NBQC0tLTgrbfego+PD+zt7WFra4u0tLQOHeNmRUVFOH78OOzs7GBrawtbW1vY29vjypUrOHHiBOzt7TFr1iyEhYVh8uTJSExM7NCVcSKin8MrwERE90FSUhKam5vh6uqqbBMRaLVavPvuuzAYDLCxsenwfnv06GFyWwJw/daBG0VHR+P8+fNITEyEh4cHtFotgoODce3atQ4dKzY2FvPnz8fatWuRnJyMgQMHYsyYMQCA1atXIzExEWvWrIGPjw8eeughJCQk3PIYGo3mlnNvbGxEYGAgNm7c2O5nHR0dAVy/IhwfH4/U1FRs3boVr776KtLT0/H44493aG1ERDfiFWAionvU3NyMjz76CO+88w4KCwuVV1FREVxdXZUvi/n6+iIjI+Nn92NtbY2WlhaTbY6OjqiqqjJpJAsLC01qDh48iPj4eEycOBFDhw6FVqvFDz/80OF1PPPMM+jRowc2bdqEjz76CDExMcqtCQcPHsSUKVMwY8YM+Pn5YcCAATh27Ngt9+fo6GhyxbasrAyXLl1S3gcEBKCsrAxOTk4YNGiQyctgMCh1/v7+WLp0Kb788kt4e3tj06ZNHV4bEdGN2AATEd2j3bt34+LFi4iNjYW3t7fJa/r06cptEMuWLcPmzZuxbNkyHD16FEeOHMFf/vIXZT/9+vVDdnY2zp49qzSwISEhOHfuHN5++22cOHECa9euxd69e02O7+npiX//+984evQoDh06hKioqLu62mxra4uIiAgsXboUlZWVmDVrlskx0tPT8eWXX+Lo0aN4/vnnUV1dfcv9jR07Fu+++y4KCgqQn5+POXPmwMrKShmPioqCg4MDpkyZgpycHJSXlyMzMxPx8fH4/vvvUV5ejqVLlyI3NxcVFRX44osvUFZWxvuAieiesQEmIrpHSUlJCA0NNblq2Wb69OnIz89HcXExQkJCkJKSgl27dmHYsGEYO3asyVMU3nzzTZw6dQoDBw5UbgEYMmQI3nvvPaxduxZ+fn7Iy8sz+TJa2/EvXryIgIAAzJw5E/Hx8XBycrqrtcTGxuLixYsICwszuZ3j1VdfRUBAAMLCwhASEgIXFxdMnTr1lvt655134ObmhtGjR+O5557DSy+9BJ1Op4zrdDpkZ2fD3d0dTz/9NIYMGYLY2FhcuXIFer0eOp0O3333HaZPn45HHnkEs2fPRlxcHJ5//vm7WhsRURuN3HyDFhERERHRLxivABMRERGRqrABJiIiIiJVYQNMRERERKrCBpiIiIiIVIUNMBERERGpChtgIiIiIlIVNsBEREREpCpsgImIiIhIVdgAExEREZGqsAEmIiIiIlVhA0xEREREqvJ/UolLXlUtDbsAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Predict with the best model on the test set\n",
"\n",
"\n",
"y_pred_best = nn.predict(X_test) # the Neural Network was actually the best model overall\n",
"\n",
"# plot Actual vs Predicted\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"sns.scatterplot(x=y_test, y=y_pred_best, alpha=0.5)\n",
"plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--') # Diagonal line\n",
"plt.xlabel(\"Actual Values\")\n",
"plt.ylabel(\"Predicted Values\")\n",
"plt.title(\"Actual vs. Predicted Values (Neural Network)\")\n",
"\n",
"plt.grid(True)\n",
"\n",
"plt.show()\n",
"\n",
"#plot Residuals\n",
"\n",
"residuals = y_test - y_pred_best\n",
"\n",
"plt.figure(figsize=(8, 5))\n",
"sns.histplot(residuals, bins=30, kde=True)\n",
"plt.title(\"Distribution of Residuals\")\n",
"plt.xlabel(\"Prediction Error\")\n",
"plt.ylabel(\"Frequency\")\n",
"\n",
"plt.grid(True)\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Final conclusion!\n",
"\n",
"Here I just completed the entire machine learning pipeline, starting from exploring the data and building new features all the way to training and evaluating multiple regression model. \n",
"\n",
"Throughout the project I tested different algorithms including linear regression, decision tree, random forest (both default and tuned), Gradient boosting, and a Neural Network, and compared their performance using metrics like R2 and RMSE.\n",
"\n",
"The best overall performance was achieved by the Neural Network, which had the highest R2 and the lowest RMSE among all the models tested. Among the tree based models, the tuned Random Forest was the strongest, benefiting from hyperparameter optimization using GridSearchcv, which shows how useful model tuning can be.\n",
"\n",
"The error analysis confirmed that the model does quite a good job across most demand levels, although predictions can still be off for very high or very low rental days.\n",
"The residuals were roughly normally distributed, which is a good sign of a stable model.\n",
"\n",
"\n",
"## Key learnings:\n",
"\n",
"Feature engineering (like extracting time variables) adds real value.\n",
"Cross-validation is essential for fair model comparison.\n",
"Hyperparameter tuning can boost accuracy significantly.\n",
"Visualizing prediction errors helps diagnose model behavior.\n",
"\n",
"## Final thoughts:\n",
"\n",
"With more time, I would try ensembling models or incorporating more complex features (like lag features or holiday flags). \n",
"\n",
"Overall, this project gave me hands on experience applying regression techniques seen during classes on a real world dataset, it also helped me while studying for the exam to understand better certain concepts. \n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "base",
"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": "3.12.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}