{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "29082b22-cfa5-4d24-bab1-7e3980ff085c",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas_datareader as pdr\n",
"import datetime as dt\n",
"import statsmodels.formula.api as smf\n",
"import statsmodels.api as sm\n",
"\n",
"from statsmodels.tsa.filters.hp_filter import hpfilter\n",
"from statsmodels.graphics.tsaplots import plot_acf"
]
},
{
"cell_type": "markdown",
"id": "2dd9a4c0-cb3c-46da-970c-02ba56eeb5f4",
"metadata": {},
"source": [
"# Techniques For Handling Time Series Data "
]
},
{
"cell_type": "markdown",
"id": "f535ef29-831f-40c0-8fbc-e4ccb62fa5f6",
"metadata": {},
"source": [
"This section aims to introduce the most fundamental skills of wrangling time series data in Python, specifically with Pandas."
]
},
{
"cell_type": "markdown",
"id": "5cfd3d6f-7f91-4369-974f-68f2c0b2f9ed",
"metadata": {},
"source": [
"## Why Taking Logs?"
]
},
{
"cell_type": "markdown",
"id": "1b3d9abc-6b8b-4694-8dac-b8ff93d3dd50",
"metadata": {},
"source": [
"If the time series that exhibit any traces of growth or decline, i.e. nonstationary, a useful transformation is to take natural logarithm of it. Suppose if $y_t$ is an observation of the time series in period $t$, the growth rate from period $t-1$ is\n",
"$$\n",
"g_t = \\frac{y_t}{y_{t-1}}-1\n",
"$$\n",
"where $g_t$ is the growth rate. Rearrange and take natural log\n",
"$$\n",
"\\ln{(1+g_t)}=\\ln{\\bigg(\\frac{y_t}{y_{t-1}}\\bigg)}=\\ln{y_t}-\\ln{y_{t-1}}\n",
"$$\n",
"So the question is what is $\\ln{(1+g_t)}$?"
]
},
{
"cell_type": "markdown",
"id": "6defc978-4419-4dcd-8a38-d97e138eff60",
"metadata": {},
"source": [
"In calculus class, we have learned **Taylor Expansion**, which is the ultimate weapon for approximate any functions. \n",
"$$\n",
"\\ln (1+x)=x-\\frac{1}{2} x^{2}+\\frac{1}{3} x^{3}-\\frac{1}{4} x^{4}+\\ldots=\\sum_{k=1}^\\infty(-1)^{k+1}\\frac{x^k}{k}\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "a2db1256-a815-4ea9-b12d-cefbb8515b1a",
"metadata": {},
"source": [
"Because the growth rate is usually small, we can use the linear term exclusively in Taylor expansion\n",
"$$\n",
"\\ln{(1+x)}\\approx x\n",
"$$\n",
"which means log difference approximates the growth rate\n",
"$$\n",
"\\ln{y_t}-\\ln{y_{t-1}} \\approx g_t\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "11f4c8ba-3c5a-460e-b555-0e24ded735d7",
"metadata": {},
"source": [
"Let's take a look at real GDP per capita from US."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "f8aea0c3-1328-43b0-b723-7e99b65a1e95",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=2, ncols=1, figsize=(12, 12))\n",
"ax[0].plot(df[\"Gr_rate\"])\n",
"ax[0].grid()\n",
"ax[0].set_title(\"US GDP per Capita Growth Rate By Division Approach\")\n",
"ax[1].plot(df[\"Gr_rate\"] - df[\"Gr_rate_log_approx\"])\n",
"ax[1].grid()\n",
"ax[1].set_title(\"Difference Between Division And Natural Log Approach\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "4377c32a-04a6-4dbd-938a-c8285782ff89",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.07702629698691243"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"max(df[\"Gr_rate\"])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "1124f7cf-9f3d-4b90-b2a6-47b5b08ef417",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.07420381476280546"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"max(df[\"Gr_rate_log_approx\"])"
]
},
{
"cell_type": "markdown",
"id": "572649fa-4293-4860-a494-41feb7c6a7b7",
"metadata": {},
"source": [
"As you can see from log difference growth rate will consistently underestimate the growth rate, however the differences are negligible, mostly difference are under $5$ basis points, especially post 1980s period, the log difference grow rate approximate real growth rate considerably well. The only exception is the rebound during Covid pandemic, more than $40$ basis points ($0.04\\%$)."
]
},
{
"cell_type": "markdown",
"id": "6426290d-ac4a-425c-92ab-b7bce64873aa",
"metadata": {},
"source": [
"## How Reliable Is The Natural Log Transformation?"
]
},
{
"cell_type": "markdown",
"id": "a4852c87-6460-4c7f-b980-c4fe85d09c90",
"metadata": {},
"source": [
"We create a series from $0$ to $.8$ with step of $.01$, which means the growth rate ranging from $0\\%$ to $80\n",
"\\%$ with step of $1\\%$. The first plot is the comparison of division and natural log approach, as they increase the discrepancy grow bigger too, the second plot is the difference of two approaches, if the growth rate is less than $20\\%$, the error of natural log approach is acceptable."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "17f36a87-a13e-4db3-ad17-ee8d5d05075d",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = np.arange(0, 0.8, 0.01)\n",
"log_g = np.log(1 + g)\n",
"\n",
"fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16, 8))\n",
"ax[0].plot(g, g, label=\"Division Approach\")\n",
"ax[0].plot(g, log_g, label=\"Natural Log Approach\")\n",
"ax[0].set_xlabel(\"Real Growth Rate\")\n",
"ax[0].set_ylabel(\"Approximated Growth Rate\")\n",
"ax[0].grid()\n",
"ax[0].legend()\n",
"\n",
"ax[1].plot(g, g - log_g, ls=\"--\", lw=3, label=\"Difference Between Two Approaches\")\n",
"ax[1].grid()\n",
"ax[1].legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "4cff2e11-2e7d-4d6b-a7aa-9f1ab3ba83db",
"metadata": {},
"source": [
"## How To Calculate YoY growth rate? "
]
},
{
"cell_type": "markdown",
"id": "3f50e2e6-06f7-4e27-835d-b25f822eecb8",
"metadata": {},
"source": [
"What we have seen above is **Quarter on Quarter** (QoQ) growth rate, another common way of measuring growth is **Year over Year**. \n",
"\n",
"If you still using quarterly data, it's simply \n",
"$$\n",
"g_{YoY, 2021}=\\frac{y_{3Q2021}}{y_{3Q2020}}-1\n",
"$$\n",
"where $y_{3Q2021}$ is the observation on the $3$rd quarter of $2021$, similarly $y_{3Q2020}$ is from the $3$rd quarter of $2020$."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "7b19058c-ac91-46d0-b099-be9014b71ff8",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 6))\n",
"ax.plot(df[\"Gr_rate_log_approx_YoY\"])\n",
"ax.grid()\n",
"ax.set_title(\"US GDP per Capita YoY Growth Rate By Division Approach\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "4f0fba7f-a26c-45a1-8733-29ccfe4759ea",
"metadata": {},
"source": [
"## How to Resample Time Series? "
]
},
{
"cell_type": "markdown",
"id": "cdba84e2-3dec-45c8-90e9-d0666c33ac61",
"metadata": {},
"source": [
"By **resampling**, we can **upsample** the series, i.e. convert to higher frequency series, or we can **downsample** the series, i.e. convert to lower frequency series.\n",
"\n",
"For example, you have one series of lower frequency, say annually, but the rest of series are quarterly, in order to incorporate this annual series into the whole dataset, we have to upsample it to quarterly data."
]
},
{
"cell_type": "markdown",
"id": "2b64128d-6ca1-4b4a-bdc4-ca88eb17f7b6",
"metadata": {},
"source": [
"Now we import nominal annual GDP per capita."
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "d75a2d7c-1a75-4143-bdec-a718685fe010",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(15, 8))\n",
"ax.plot(df[\"USDCNY\"], label=\"USDCNY Daily Close\")\n",
"ax.plot(df_M[\"USDCNY\"], label=\"USDCNY Monthly Average\")\n",
"ax.grid()\n",
"ax.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "5c031694-047a-4137-bdc2-1268b5546ccc",
"metadata": {},
"source": [
"Here's the full list of frequency supported by Pandas."
]
},
{
"cell_type": "markdown",
"id": "ae23663e-0e17-471b-aa48-31a1f0abec57",
"metadata": {},
"source": [
"```\n",
"B business day frequency\n",
"C custom business day frequency (experimental)\n",
"D calendar day frequency\n",
"W weekly frequency\n",
"M month end frequency\n",
"SM semi-month end frequency (15th and end of month)\n",
"BM business month end frequency\n",
"CBM custom business month end frequency\n",
"MS month start frequency\n",
"SMS semi-month start frequency (1st and 15th)\n",
"BMS business month start frequency\n",
"CBMS custom business month start frequency\n",
"Q quarter end frequency\n",
"BQ business quarter endfrequency\n",
"QS quarter start frequency\n",
"BQS business quarter start frequency\n",
"A year end frequency\n",
"BA, BY business year end frequency\n",
"AS, YS year start frequency\n",
"BAS, BYS business year start frequency\n",
"BH business hour frequency\n",
"H hourly frequency\n",
"T, min minutely frequency\n",
"S secondly frequency\n",
"L, ms milliseconds\n",
"U, us microseconds\n",
"N nanoseconds\n",
"```"
]
},
{
"cell_type": "markdown",
"id": "9192eb6e-672e-45ba-b4b8-32bd3be19037",
"metadata": {},
"source": [
"## Detrend "
]
},
{
"cell_type": "markdown",
"id": "8f5b40bd-a4b2-4f86-94ba-c3329216cbfb",
"metadata": {},
"source": [
"The most common tool of detrending in applied macroeconomics is **Hodrick-Prescott filter**, we assume a time series $y_t$ can be decomposed into\n",
"$$\n",
"y_t = \\tau_t+c_t\n",
"$$\n",
"where $\\tau$ is trend and $c$ is cyclical components.\n",
"\n",
"Trend component minimize objective function over $\\tau$'s\n",
"$$\n",
"\\min _{\\tau}\\left(\\sum_{t=1}^{T}\\left(y_{t}-\\tau_{t}\\right)^{2}+\\lambda \\sum_{t=2}^{T-1}\\left[\\left(\\tau_{t+1}-\\tau_{t}\\right)-\\left(\\tau_{t}-\\tau_{t-1}\\right)\\right]^{2}\\right)\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "b054b379-1a5f-4cc9-9400-0db58b1c8e41",
"metadata": {},
"source": [
"Academically, $\\lambda$ is suggested to take three distinct values: \n",
"\\begin{align}\n",
"&\\text{Annual}: 6.25 \\\\\n",
"&\\text{Quarter}: 1600\\\\\n",
"&\\text{Month}: 129600\n",
"\\end{align}\n",
"\n",
"However, you can always break these rules, especially in high frequency data."
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "8f7b2b33-a849-4992-801c-21ef644786b4",
"metadata": {},
"outputs": [],
"source": [
"USDCNY_cycle, USDCNY_trend = hpfilter(np.log(df[\"USDCNY\"]), lamb=10000000)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "9a409d91-f4d0-4910-837d-61f61fd17dbe",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=2, ncols=1, figsize=(15, 8))\n",
"ax[0].plot(np.log(df[\"USDCNY\"]), label=\"Log USDCNY Daily Close\")\n",
"ax[0].plot(np.log(df_M[\"USDCNY\"]), label=\"Log USDCNY Monthly Average\")\n",
"ax[0].plot(USDCNY_trend, color=\"red\", label=\"HP-filtered Trend\")\n",
"ax[0].grid()\n",
"ax[0].legend()\n",
"\n",
"ax[1].plot(USDCNY_cycle, label=\"HP-filtered Cycle\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "f0c95791-f845-4ae4-aa20-f09043ae4d68",
"metadata": {},
"source": [
"# Dynamic Econometric Models "
]
},
{
"cell_type": "markdown",
"id": "7ca210ad-9367-4c13-ad24-a15f5d31f196",
"metadata": {},
"source": [
"After discussions of autocorrelation, we are officially entering the realm of time series econometrics. For starter, we will discuss dynamic econometric models: **distributed-lag model** and **autogressive model**. \n",
"\n",
"In economics and finance, dependent variables and explanatory (independent) variables are rarely instantaneous, i.e. $Y$ responds to $X$'s with a lapse of time."
]
},
{
"cell_type": "markdown",
"id": "44bd55de-8785-4c4f-8dae-03eba33ddfd1",
"metadata": {},
"source": [
"## Distributed-Lag Model (DLM) "
]
},
{
"cell_type": "markdown",
"id": "327de2d9-4916-4c8a-be09-926b01ff99b4",
"metadata": {},
"source": [
"Here is a DLM with one explanatory variable $X$\n",
"$$\n",
"Y_{t}=\\alpha+\\beta_{0} X_{t}+\\beta_{1} X_{t-1}+\\beta_{2} X_{t-2}+\\cdots+u_{t}\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "a5c34546-e60d-4319-92fb-9d683c074fdd",
"metadata": {},
"source": [
"### Ad Hoc Estimation Of DLM "
]
},
{
"cell_type": "markdown",
"id": "b2488b37-64ed-47cb-917b-361578f90566",
"metadata": {},
"source": [
"If you are estimating variables which have no clear economic relationship or no well-founded theoretical support, go with ad hoc estimation method. \n",
"\n",
"So you start regressing $X_t$ onto $Y_t$, then adding $X_{t-i}$ where $i \\geq 1$ in each round of regression, until $t$-statistic starting to be insignificant or signs of coefficients start to be unstable.\n",
"\n",
"\\begin{align}\n",
"\\hat{Y}_t &= a + b_0X_t\\\\\n",
"\\hat{Y}_t &= a + b_0X_t+b_1X_{t-1}\\\\\n",
"\\hat{Y}_t &= a + b_0X_t+b_1X_{t-1}+b_2X_{t-2}\\\\\n",
"\\hat{Y}_t &= a + b_0X_t+b_1X_{t-1}+b_1X_{t-1}+b_3X_{t-3}\\\\\n",
"\\end{align}"
]
},
{
"cell_type": "markdown",
"id": "30aa7ae5-a423-468e-8e15-6bafab8e8413",
"metadata": {},
"source": [
"But be aware that ad hoc method is bring significant problem of multicollinearity. "
]
},
{
"cell_type": "markdown",
"id": "80172a69-5df8-4795-ac7e-a7efae9ca2ff",
"metadata": {},
"source": [
"### Koyck Approach To DLM "
]
},
{
"cell_type": "markdown",
"id": "c6f32bbf-9838-4d20-8606-7ec07abf57d5",
"metadata": {},
"source": [
"Koyck approach assumes that all $\\beta$'s are of the same sign, furthermore\n",
"$$\n",
"\\beta_{k}=\\beta_{0} \\lambda^{k} \\quad k=0,1, \\ldots\n",
"$$\n",
"where $\\lambda$ is the _rate of decay_, $0<\\lambda<1$."
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "b2d7ebb0-70f3-47f4-8336-8c312d62e2d7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lamda = np.linspace(0.3, 0.9, 6)\n",
"beta_0 = 1\n",
"k = np.linspace(0, 4)\n",
"fig, ax = plt.subplots(figsize=(12, 8))\n",
"for i in lamda:\n",
" beta_k = beta_0 * i**k\n",
" ax.plot(k, beta_k, label=\"$\\lambda$ = %.2f\" % i)\n",
"ax.legend()\n",
"ax.axhline(y=0.5, zorder=-10, color=\"k\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "87239b58-34d5-40c7-9461-38aaf179824e",
"metadata": {},
"source": [
"There are three perks of Koyck approach:\n",
"\n",
"1. By assuming nonnegative values for $λ$, $\\beta$'s sign are stable; \n",
"2. by assuming $λ < 1$, lesser weight is given to the distant $β$'s than the current ones; \n",
"3. The sum of the $β$'s, which gives the long-run multiplier, is finite, i.e.\n",
"$$\n",
"\\sum_{k=0}^{\\infty} \\beta_{k}=\\beta_{0}\\left(\\frac{1}{1-\\lambda}\\right)\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "4b656729-12ca-4f0b-a5a8-9329d7f71429",
"metadata": {},
"source": [
"Naturally, the infinite distributed lag model can be rewritten as\n",
"$$\n",
"Y_{t}=\\alpha+\\beta_{0} X_{t}+\\beta_{0} \\lambda X_{t-1}+\\beta_{0} \\lambda^{2} X_{t-2}+\\cdots+u_{t}\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "5903df82-32dc-4b54-b990-cb1979a32d29",
"metadata": {},
"source": [
"Lag both sides one period\n",
"$$\n",
"Y_{t-1}=\\alpha+\\beta_{0} X_{t-1}+\\beta_{0} \\lambda X_{t-2}+\\beta_{0} \\lambda^{2} X_{t-3}+\\cdots+u_{t-1}\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "dc566416-ac65-4b30-a0cd-2fcdfa731d0f",
"metadata": {},
"source": [
"Multiply by $\\lambda$\n",
"$$\n",
"\\lambda Y_{t-1}=\\lambda \\alpha+\\lambda \\beta_{0} X_{t-1}+\\beta_{0} \\lambda^{2} X_{t-2}+\\beta_{0} \\lambda^{3} X_{t-3}+\\cdots+\\lambda u_{t-1}\n",
"$$\n",
"Join with original equation\n",
"$$\n",
"Y_{t}-\\lambda Y_{t-1}=\\alpha(1-\\lambda)+\\beta_{0} X_{t}+\\left(u_{t}-\\lambda u_{t-1}\\right)\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "282daf07-3720-4f64-94e3-e35f0e20f76e",
"metadata": {},
"source": [
"Rearrange, we obtain\n",
"$$\n",
"Y_{t}=\\alpha(1-\\lambda)+\\beta_{0} X_{t}+\\lambda Y_{t-1}+v_{t}\n",
"$$\n",
"where $v_t = (u_t − λu_{t−1})$."
]
},
{
"cell_type": "markdown",
"id": "0986ff64-7344-4298-93bc-e98cc85d57d8",
"metadata": {},
"source": [
"This is called **Koyck transformation** which simplifies original infinite DLM into an $AR(1)$."
]
},
{
"cell_type": "markdown",
"id": "5ad950a0-dd02-41eb-91c0-b5f276d92dc8",
"metadata": {},
"source": [
"### An Example Of Consumption And Income "
]
},
{
"cell_type": "markdown",
"id": "7d93f9f2-14ff-40e9-b4fb-383aa2cb0e67",
"metadata": {},
"source": [
"We import macro data from FRED, $PCE$ is _real personal consumption expenditure_ and $DI$ is _real disposable income per capita_. "
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "acd5d166-a77d-4fa7-b97d-48d185f365b0",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
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" \n",
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"
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PCE
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DI
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DATE
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2007-01-01
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11181.0
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39803.0
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2007-02-01
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11178.2
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39906.0
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2007-03-01
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11190.7
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40007.0
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2007-04-01
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11201.5
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40037.0
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2007-05-01
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11218.0
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40029.0
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"text/plain": [
" PCE DI\n",
"DATE \n",
"2007-01-01 11181.0 39803.0\n",
"2007-02-01 11178.2 39906.0\n",
"2007-03-01 11190.7 40007.0\n",
"2007-04-01 11201.5 40037.0\n",
"2007-05-01 11218.0 40029.0"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"start = dt.datetime(2002, 1, 1)\n",
"end = dt.datetime(2021, 10, 1)\n",
"df_exp = pdr.data.DataReader([\"PCEC96\", \"A229RX0\"], \"fred\", start, end)\n",
"df_exp.columns = [\"PCE\", \"DI\"]\n",
"df_exp = df_exp.dropna()\n",
"df_exp.head()"
]
},
{
"cell_type": "markdown",
"id": "f8f3a808-2568-4286-ae22-8232a0bf58cf",
"metadata": {},
"source": [
"Define a function for lagging, which is handy in $R$-style formula."
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "b0626a76-2ae0-4af2-9b76-5bd62f17ffed",
"metadata": {},
"outputs": [],
"source": [
"def lag(x, n):\n",
" if n == 0:\n",
" return x\n",
" if isinstance(x, pd.Series):\n",
" return x.shift(n)\n",
" else:\n",
" x = pd.Series(x)\n",
" return x.shift(n)\n",
" x = x.copy()\n",
" x[n:] = x[0:-n]\n",
" x[:n] = np.nan\n",
" return x"
]
},
{
"cell_type": "markdown",
"id": "ec67aafe-8d0f-4b77-9726-e34cc55fcd01",
"metadata": {},
"source": [
"The model is \n",
"$$\n",
"PCE_t = \\alpha(1-\\lambda) + \\beta_0 DI_t + \\lambda PCE_{t-1}+ v_t\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "a80f6f54-7ee6-42f6-9046-1281ca36e796",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: PCE R-squared: 0.978\n",
"Model: OLS Adj. R-squared: 0.977\n",
"Method: Least Squares F-statistic: 3798.\n",
"Date: Sun, 09 Jun 2024 Prob (F-statistic): 2.88e-144\n",
"Time: 18:56:51 Log-Likelihood: -1155.7\n",
"No. Observations: 177 AIC: 2317.\n",
"Df Residuals: 174 BIC: 2327.\n",
"Df Model: 2 \n",
"Covariance Type: nonrobust \n",
"===============================================================================\n",
" coef std err t P>|t| [0.025 0.975]\n",
"-------------------------------------------------------------------------------\n",
"Intercept -113.0613 150.246 -0.753 0.453 -409.601 183.479\n",
"lag(DI, 0) 0.0210 0.007 3.064 0.003 0.007 0.034\n",
"lag(PCE, 1) 0.9375 0.023 40.254 0.000 0.892 0.983\n",
"==============================================================================\n",
"Omnibus: 251.264 Durbin-Watson: 1.682\n",
"Prob(Omnibus): 0.000 Jarque-Bera (JB): 28583.420\n",
"Skew: -5.846 Prob(JB): 0.00\n",
"Kurtosis: 64.148 Cond. No. 5.42e+05\n",
"==============================================================================\n",
"\n",
"Notes:\n",
"[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
"[2] The condition number is large, 5.42e+05. This might indicate that there are\n",
"strong multicollinearity or other numerical problems.\n"
]
}
],
"source": [
"DLM = smf.ols(formula=\"PCE ~ 1 + lag(DI, 0) + lag(PCE, 1)\", data=df_exp)\n",
"DLM_results = DLM.fit()\n",
"print(DLM_results.summary())"
]
},
{
"cell_type": "markdown",
"id": "430e6477-1f52-47c9-8704-6cc0d39a8b8f",
"metadata": {},
"source": [
"The estimated results:"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "29cb038c-f3f5-494b-841d-9fcdbdd453a2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"beta_0 = 0.020979751201760436\n",
"lambda = 0.9375150192010723\n",
"alpha = -1809.415914863202\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_190154/3362829195.py:1: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
" beta_0 = DLM_results.params[1]\n",
"/tmp/ipykernel_190154/3362829195.py:2: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
" lamda = DLM_results.params[2]\n",
"/tmp/ipykernel_190154/3362829195.py:3: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
" alpha = DLM_results.params[0] / (1 - DLM_results.params[2])\n"
]
}
],
"source": [
"beta_0 = DLM_results.params[1]\n",
"lamda = DLM_results.params[2]\n",
"alpha = DLM_results.params[0] / (1 - DLM_results.params[2])\n",
"\n",
"print(\"beta_0 = {}\".format(beta_0))\n",
"print(\"lambda = {}\".format(lamda))\n",
"print(\"alpha = {}\".format(alpha))"
]
},
{
"cell_type": "markdown",
"id": "a7a117e7-fd08-4787-b5f8-edc7903f23f9",
"metadata": {},
"source": [
"Any $\\beta_k$ is given by $\\beta_{k}=\\beta_{0} \\lambda^{k}$"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "85ddc4bd-5b19-4062-85d5-01553b51b212",
"metadata": {},
"outputs": [],
"source": [
"def beta_k(lamda, k, beta_0):\n",
" return beta_0 * lamda**k"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "97ec02a6-74e7-476c-aad2-d24f5a4aa691",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.019668831850752154"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"beta_k(lamda, 1, beta_0)"
]
},
{
"cell_type": "markdown",
"id": "06566bb3-490f-4787-9f7f-5907fdaa09df",
"metadata": {},
"source": [
"The long run multiplier given by $\\sum_{k=0}^{\\infty} \\beta_{k}=\\beta_{0}\\left(\\frac{1}{1-\\lambda}\\right)$"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "89c45542-b298-4fa5-b011-0276b94f3048",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.3357567039873438"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"beta_0 * (1 / (1 - lamda))"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "be6588e3-536f-450d-915b-fc1722bfc66b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"16.00384583965753"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"1 / (1 - lamda)"
]
},
{
"cell_type": "markdown",
"id": "01731826-39a8-4fee-9d57-db7f0e450c75",
"metadata": {},
"source": [
"Median lag, the lags that it takes to decay the first half. From our example, that $PCE$ adjusts to $DI$ with substantial lag, around $9$ month to have half impact."
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "7e883b63-197e-490f-a46d-d57453749542",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"10.742720324376041"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"-np.log(2) / np.log(lamda)"
]
},
{
"cell_type": "markdown",
"id": "46bcb7fa-6d4d-42f5-88b2-c6cc797e5542",
"metadata": {},
"source": [
"Mean lag"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "f22cfdd1-fa26-45ea-987b-72e7d9971767",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"15.003845839657528"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lamda / (1 - lamda)"
]
},
{
"cell_type": "markdown",
"id": "5c1e6a4f-8f11-410f-933b-87fd0b363cb5",
"metadata": {},
"source": [
"# Stochastic Processes "
]
},
{
"cell_type": "markdown",
"id": "96fcc7f3-d644-4145-81aa-3c259f5e318c",
"metadata": {},
"source": [
"Unstrictly speaking, **stochastic processes** is a subject of mathematics that studies a family of random variables which are indexed by time. Since time series data is a series of **realization** of a stochastic process, before investigating further, we will introduce some basic concepts of stochastic processes.\n",
"\n",
"For instance, we denote $GDP$ as $Y_t$ which is a stochastic process, therefore $Y_1$ and $Y_2$ are two different random variables, if $Y_1 = 12345$, then it is a realization of $t_1$. You can think of stochastic process as population and realization as sample as in cross-sectional data."
]
},
{
"cell_type": "markdown",
"id": "55f6509d-09b3-4f99-a69d-a3daf3cfbd85",
"metadata": {},
"source": [
"## Stationary Stochastic Processes "
]
},
{
"cell_type": "markdown",
"id": "a6e1e639-5058-49e2-a1bd-4d5274c8d5a1",
"metadata": {},
"source": [
"A stochastic process is said to be **stationary** if its mean and variance are constant over time and the value of the covariance between the two time periods depends only on the distance $k$ between the two time periods and not the actual time at which the covariance is computed. Mathematically, a **weak stationary process** should satisfy three conditions:"
]
},
{
"cell_type": "markdown",
"id": "06514592-7ef5-4847-ae0e-27ad992e0cd5",
"metadata": {},
"source": [
"\\begin{align}\n",
"Mean:& \\quad E\\left(Y_{t}\\right)=\\mu\\\\\n",
"Variance:&\\quad E\\left(Y_{t}-\\mu\\right)^{2}=\\sigma^{2}\\\\\n",
"Covariance:&\\quad E\\left[\\left(Y_{t}-\\mu\\right)\\left(Y_{t+k}-\\mu\\right)\\right] = \\gamma_{k}\n",
"\\end{align}"
]
},
{
"cell_type": "markdown",
"id": "9c60efe6-f449-4929-9b64-27aaee832cb2",
"metadata": {},
"source": [
"Most of time weak stationary process will suffice, rarely we require a process to be **strong stationary** which means all moments are **time-invariant**. A common feature of _time-invariant_ time series is **mean reversion**."
]
},
{
"cell_type": "markdown",
"id": "e3477356-6d6a-432e-b7e1-90422c7cbdfb",
"metadata": {},
"source": [
"Why do we care about _stationarity_? \n",
"\n",
"If a time series is nonstationary, we can only study the behavior in a particular episode and the outcomes can't be generalized to other episodes. Therefore forecasting nonstationary time series would absolutely be of little value."
]
},
{
"cell_type": "markdown",
"id": "2b1d6da9-c41b-44bd-880f-80ea7ff5a43e",
"metadata": {},
"source": [
"## Nonstationary Stochastic Processes "
]
},
{
"cell_type": "markdown",
"id": "ba361f4a-968a-41d0-8046-80f9abab8540",
"metadata": {},
"source": [
"The most common type of nonstationary process is **random walk**, and two subtypes are demonstrated below: **with**/**without drift**."
]
},
{
"cell_type": "markdown",
"id": "6dee0cc7-b1ad-4e31-9c8b-f87a9b7c4335",
"metadata": {},
"source": [
"### Random Walk With Drift "
]
},
{
"cell_type": "markdown",
"id": "30da4ee4-ec9e-4323-8fbf-91135e6d30d8",
"metadata": {},
"source": [
"A random walk without drift can be modeled with a $AR(1)$ where $\\rho=1$ and constant term is $0$\n",
"$$\n",
"Y_t = Y_{t-1}+u_t\n",
"$$\n",
"The mean and variance can be shown\n",
"\\begin{align}\n",
"E\\left(Y_{t}\\right)&=E\\left(Y_{0}+\\sum u_{t}\\right)=Y_{0}\\\\\n",
"\\operatorname{Var}\\left(Y_{t}\\right)&=t \\sigma^{2}\n",
"\\end{align}\n",
"There are lots of financial time series resemble random walk process, for example, we will generate a random walk with the same length of $EURUSD$, let's see if you can visually differentiate them"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "55115639-687b-4287-bc11-c2fc8e2324a4",
"metadata": {},
"outputs": [],
"source": [
"start = dt.datetime(2000, 1, 1)\n",
"end = dt.datetime(2021, 10, 1)\n",
"df_eurusd = pdr.data.DataReader([\"DEXUSEU\"], \"fred\", start, end)\n",
"df_eurusd.columns = [\"EURUSD\"]\n",
"df_eurusd = df_eurusd.dropna()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "0c083c8c-221b-490e-8613-af18eb8a628d",
"metadata": {},
"outputs": [],
"source": [
"def rw_wdr(init_val, length):\n",
" rw_array = []\n",
" rw_array.append(init_val)\n",
"\n",
" last = init_val\n",
" for i in range(length):\n",
" current = last + np.random.randn() / 100\n",
" rw_array.append(current)\n",
" last = current\n",
" return rw_array"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "7bae758d-9703-4b2a-b615-060e78a750af",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(16, 8))\n",
"ax.plot(\n",
" df_rw.diff().dropna(),\n",
" color=\"#2c90b8\",\n",
" label=\"Random Walk Without Drift First Order Diff\",\n",
" lw=0.2,\n",
")\n",
"ax.grid()\n",
"ax.legend(fontsize=16)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "9b51fe00-57eb-4df4-8f67-e7aa8be4a85e",
"metadata": {},
"source": [
"Note that if we rewrite the model\n",
"$$\n",
"\\Delta Y_{t}=\\left(Y_{t}-Y_{t-1}\\right)=u_{t}\n",
"$$\n",
"it becomes stationary, hence it is **difference stationary process** (DSP)."
]
},
{
"cell_type": "markdown",
"id": "d9b47d37-e5bc-4749-9426-0768f7a63283",
"metadata": {},
"source": [
"### Random Walk With Drift "
]
},
{
"cell_type": "markdown",
"id": "b5f0a520-1016-4472-b096-92ec5d261d73",
"metadata": {},
"source": [
"Random walk with drift can be modeled by\n",
"$$\n",
"Y_{t}=\\delta+Y_{t-1}+u_{t}\n",
"$$\n",
"And mean and variance are\n",
"\\begin{aligned}\n",
"E\\left(Y_{t}\\right) &=Y_{0}+t \\cdot \\delta \\\\\n",
"\\operatorname{Var}\\left(Y_{t}\\right) &=t \\sigma^{2}\n",
"\\end{aligned}"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "312ac1fe-d4fe-4ec8-b610-519c08276d10",
"metadata": {},
"outputs": [],
"source": [
"def rw_dr(dr_param, init_val, length):\n",
" rw_array = []\n",
" rw_array.append(init_val)\n",
"\n",
" last = init_val\n",
" for i in range(length):\n",
" current = dr_param + last + 50 * np.random.randn()\n",
" rw_array.append(current)\n",
" last = current\n",
" return rw_array"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "f804d9f2-6707-4459-becd-613ebd5a5654",
"metadata": {},
"outputs": [],
"source": [
"rw = rw_dr(5, 1, len(df.index) - 1)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "f7928fb9-7f93-4b08-87f0-ccb54194eb25",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_rw = pd.DataFrame(rw, index=df.index, columns=[\"Simulated Asset Price\"])\n",
"fig, ax = plt.subplots(nrows=2, ncols=1, figsize=(16, 14))\n",
"ax[0].plot(df_rw, color=\"#2c90b8\", label=\"Random Walk With Drift\")\n",
"ax[1].plot(\n",
" df_rw.diff().dropna(),\n",
" color=\"#2c90b8\",\n",
" label=\"Random Walk With Drift First Order Diff\",\n",
" lw=0.2,\n",
")\n",
"ax[0].grid()\n",
"ax[0].legend(fontsize=16)\n",
"ax[1].legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "1ad07379-52e0-4914-a4b6-fb53be66a3d6",
"metadata": {},
"source": [
"As long as $\\rho=1$, we call it **unit root problem**, thus the terms nonstationarity, random walk, unit root, and stochastic trend can be treated synonymously."
]
},
{
"cell_type": "markdown",
"id": "0afa60c8-39b1-4dd9-9a64-89df4d229ff1",
"metadata": {},
"source": [
"If we rewrite the model\n",
"$$\n",
"\\left(Y_{t}-Y_{t-1}\\right)=\\Delta Y_{t}=\\beta_{1}+u_{t}\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "c25fff8f-ac72-411e-97e5-90a34313e86c",
"metadata": {},
"source": [
"which is also a DSP, however if $\\beta\\neq 0$, the first difference exhibits a positive or negative trend, which is called **stochastic trend**."
]
},
{
"cell_type": "markdown",
"id": "833e2474-66aa-4041-9479-c836805e6cda",
"metadata": {},
"source": [
"### Trend Stationary Process "
]
},
{
"cell_type": "markdown",
"id": "db1d45ad-ef5f-4628-b036-c793f612e1c2",
"metadata": {},
"source": [
"Consider the model\n",
"$$\n",
"Y_{t}=\\beta_{1}+\\beta_{2} t+u_{t}\n",
"$$\n",
"If we subtract $E(Y_t)$ from $Y_t$, resulting series will be stationary, hence it is **trend stationary process** (TSP). Deterministic trend with $AR(1)$ component\n",
"$$\n",
"Y_{t}=\\beta_{1}+\\beta_{2} t+\\beta_{3} Y_{t-1}+u_{t}\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "c10057f8-3a84-4a2f-96d4-ff71a4fb99ec",
"metadata": {},
"source": [
"## Integrated Stochastic Processes "
]
},
{
"cell_type": "markdown",
"id": "80ad5b74-3299-4839-9135-7b44ba57f8e7",
"metadata": {},
"source": [
"Any time series, after a first order difference, becomes stationary, we call it **integrated of order 1** denoted $Y_t\\sim I(1)$. If a time series has to be differenced twice to be stationary, we call such time series **integrated of order 2** denoted $Y_t\\sim I(2)$. \n",
"\n",
"Most of economic and financial time series are $I(1)$. \n",
"\n",
"### Properties of Integrated Series "
]
},
{
"cell_type": "markdown",
"id": "4709f988-79b5-4596-b61f-f8f14601c0cc",
"metadata": {},
"source": [
"1. If $X_{t} \\sim I(0)$ and $Y_{t} \\sim I(1)$, then $Z_{t}=\\left(X_{t}+Y_{t}\\right)=I(1)$\n",
"2. If $X_{t} \\sim I(d)$, then $Z_{t}=\\left(a+b X_{t}\\right)=I(d)$, where $a$ and $b$ are constants. Thus, if $X_{t} \\sim I(0)$, then $Z_{t}=$ $\\left(a+b X_{t}\\right) \\sim I(0)$\n",
"3. If $X_{t} \\sim I\\left(d_{1}\\right)$ and $Y_{t} \\sim I\\left(d_{2}\\right)$, then $Z_{t}=\\left(a X_{t}+b Y_{t}\\right) \\sim I\\left(d_{2}\\right)$, where $d_{1} Spurious Regression "
]
},
{
"cell_type": "markdown",
"id": "c257afb4-cd2e-4a91-acb4-f2c5c6be11ae",
"metadata": {},
"source": [
"The best way to understand **spurious regression** is to generate two random walk series then regression one onto the other. Let's simulate two assets' price $Y_t$ and $X_t$"
]
},
{
"cell_type": "markdown",
"id": "c24cd7be-2f0e-468a-8789-3917485e30b1",
"metadata": {},
"source": [
"\\begin{aligned}\n",
"Y_{t} &= \\alpha_1+\\alpha_2 Y_{t-1}+u_{t} \\\\\n",
"X_{t} &=\\beta_1+\\beta_2 X_{t-1}+v_{t}\n",
"\\end{aligned}"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "600e7f8b-53a8-483e-b4f5-db7483e9d565",
"metadata": {},
"outputs": [
{
"data": {
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EA/Szli9kFqJTE/1oYuPh9L8euooPJ3Sxes1311UO8TcE/h5y+/N4MXCvCYmkWsPVXWXx4sUoLy9HZGTlsH6dTgeFQoEvvvgCo0ePxuXLl7F+/XrEx8dj2LBhmDZtGj755BP06NEDKSkp2LBhA7Zs2YIHH3wQcXFx+P3331FYWIiIiAjs2LHD7J7+/v633W53d3e4u/PRJCIiIiKqz7RaHf44dh3/XaXPhXXfV/uQ+qHlla46NfHFyev5aBfug/T8UrPA/WxGAc5mVC7HFhUg7tAM8pILPeVv/pWMwW1DsebYdTzWvzn8PGTVavezvxy1eizXaF67aS9789f+wcp/xaJPTKBQdi2nGNOWH8Pxq7lCmWHIvVJmf+DO5HQNVHl5OX766Sd8+umnSExMFP47fvw4IiMjsWLFCgBASEgIpkyZgl9++QULFizAt99+K1zD19cXDz30EL777jv89ttvWL16NbKzs9GjRw+kp6fD3d0drVq1Ev0XHBwMAJDL5VzCjYiIiIioEfv10FUhaLelXKNFYUXv9Yy41qLg2JpCk6DZNDh/YcUxfBp/DrP+EGedv12fxp/FjrOZ6D93KzaeTDc7/uA34jXdNyVniIJ2AFC468PwjhE+dt+X3ZoN1Lp165CTk4OpU6eaJYabMGECFi9ejLS0NPTs2RMdO3ZEWVkZ1q1bh/bt2wMA5s+fj4iICHTv3h1SqRSrVq1CeHg4/P39ERcXh9jYWIwbNw7z5s1DmzZtkJaWhn/++Qfjx49Hr1690Lx5c6SkpCAxMRFRUVHw8fER5sMTEREREVHDd+yK+RJpOp3OLI/V1B8PIzWrGAAQ7K1AhJ8SN/JK4aNwR4GVueMDWgXj401nhf32kb64ZLTme2JFsLw+Kd3iPa3RVbGK17EruXh8ySGbdXKKVAjwkgOwnOXeMFf/2Ttb4A27WsUe9wZr8eLFiIuLs5jNfcKECTh8+DDc3d0xa9YsdOnSBYMGDYKbmxt+/fVXAICPjw/mzZuHXr16oXfv3khNTcX69eshlUohkUiwfv16DBo0CE888QTatGmDiRMn4vLlywgLCxPuMWrUKAwZMgQhISFCDz8RERERETUOpuueA+Y95YB+XrpBkLcC3z3WC3e2CcGKZ/ohrn2YWf0OEb7o1tRfVPZSXGur7fhi2wWL5eUmGeivZhcjZtZ6Yf/5wS2F7aHtQq1e39Rrf5wQku1l5JfafZ4t7HFvoP7++2+rx/r06SO8SZo9e7bFOk8//TSefvppq9fw8fHBwoULsXDhQovHFQoFfv/992q0uJKlufNERERERFS/ZFvIzp5brIaP0vqc8yBvOWKCvfDjk30AAM8NboEtpzNEdRZN7gkAGN0pHBsqhqu3CvXB3Ps6Y9YfSWbX/DT+HF4YJg7sMwtKMeJ/uzC8fRg+fqArAGD2XydFdaYNaYWvduiTbw9oFYxtZzIttrl5kKcwYgDQD4/flJyBVc/GYum+VKG8Vag33hjb3upnt4U97kRERERERORwtwr1vc4/PtkHYb76abOm652n54l7pH0U4r7lQK/K6bYdInzx/vhOaBakT0w3a3R7jOoYjn/+PRCA5WHpBqZD4NcmpiG3WI1VR67hx4rg2nQZOMNcdACQAPCykgX+0we7WSx/YJF4vvuWmXdicFv7e+6NMXCnWrFs2TJ4e3tb/K9jx46ubh4RERERETmYIRAO8pLD30M/5zvlVhHGfbkXP+zRL+X25NLK+eLrXhhoNhc90FMubH/6YFdM6lu5ZHSzIE8serQnOkbqpweP7hRutS1Xs0tE+zKjdd7fWpuMs+kForLvHxOvBe/uJkGRynLy7UAvucVyYwNaBVVZxxYOladacc8996Bv374Wj8lk1VuegYiIiIiI6jatVoccQ+DuLRcSsr2w4hgAffK4JwfG4NSNfOGcUB/zZNY+SncoZVKUqrVoHmR7Se5QXyWeGNAcS/ammh27VVSGZkGe0Ol0SM0qxufbzouO3ywoQ4pRcrtuzfxFx22tPx/gKcPGGXfghz0pWHn4msU6Cyd2t9n2qjBwp1rh4+MDHx/7lzsgIiIiIqL660Z+Kcq1OrhJJQj0kuO0UYBu0OPdeNG+r4X11qVSCQ78Xxw0Wh08rAxVNxbp5yFstw3zQUpWEVTlWuRVLDG39ngaXvw10ey85345IspgH+ytf4mw8l+xuFVYhk5N/PBwn6ZYcfCq6LyWIV7wVcrg7ynHvPu7WgzcB7UJQZD37a2wxcDdTlUtC0Cuw98NEREREVHdcqUiWVt0oCcU7pYDbtPkdUqZ5Xqma7Tb0jmqclWtAa2CEeqrwO7zt5BTrL/Xop2XLJ5nHLRPHRgjbPeJCRS23xvXGSHeCizcdgH394zC3Ps6Q4LK5d2s+d+DXe1uvzWc414FwzDu4uLiKmqSqxh+NxxyT0RERERUN5Sq9fPBPRVV95IDQKSf0iH37RsTiHu6RqJduA9eGNoK/hVz5GeuPA4AyKpImGfLq6PaWSx3k0owc0RbHH9rBOZN6AKZm1Q0Dx4A3hvXSbT/wtBWt93bDrDHvUpubm7w9/dHZqY+9b+np6dZwgRyDZ1Oh+LiYmRmZsLf3x9ubvb9USAiIiIiIucyBO4eFb3oCx/ujn9XzG+3ZMt/7nTIfSUSCRY+XDmf3NOoF39TcjoyCyoDdz8PGZ4aGINP488JZYFecsjdbfdv2xoBMLlfNJr4e+CJiqR7D/VuWu3PYAkDdzuEh+uzExqCd6pb/P39hd8RERERERG5XklF4G4Y/n53lwjsPncTEX5KLNmbKhqa7iV3g6fcOaGpu1tlp+u/fj4iOvb7s7FoHuyF+VvOwTD7VlFF0G4PlaZyWbpgB/S2Awzc7SKRSBAREYHQ0FCo1eqqT6BaI5PJ2NNORERERFTHGOavGwJ3iUSCjx/Qz/VeffS6KHC3tsyaI8jcrAfircP0ybPlblKUVawBH9vy9pZtA4A2YZVJua3N268uBu7V4ObmxiCRiIiIiIioChdvFgKwvMSbn4cM13NLzMqdITrI02L5qXdGCttuRsnl3hjb4bbvGRPshdXP9bf42WuKyemIiIiIiIjIofJL9D3qrUO9zY6Vlot72H2UzutPntQ32qysV3SAaGj+ZxVrrL88si0CveQOuW/P6AA0DbT80qAm2ONOREREREREDlWk0gfungrzkPPSzSJhu0/zQLx9b0entcNSormZI9qI9od3CMP+WcMQ4sAeckdj4E5EREREREQOVVwxb92riqRzy5/ua7akmjM90DMK/VsGm5WHO2g5OmfhUHkiIiIiIiJymMOp2TiYkg3A8jD4jpG+AIC2YT61ErT7GrUhKsBxw9drEwN3IiIiIiIicpj7FyUI21EBHmbHv3m0J54cEIPvp/SqlfbMu7+rsO3txPn0zlQ/W01ERERERER1zqw/Toj2LfVwRwV4Yvbdt5+93V6jOoUL272bB9TafR2JgTsRERERERHV2IXMQqjKtdh48gZWHLwqOmYpOZwrbH5pEK7lFKNLlL+rm1IjDNyJiIiIiIioRrRaHeLm73R1M6rUJswHbcJ8XN2MGqsbrz+IiIiIiIio3nlhxTFXN6FRYOBORERERERENfJP0g2rx1Y83a8WW9Kwcag8ERERERERVVupWmP12Mm3R8JbwXDTUfiTJCIiIiIiomrLLVablSllUtzXI4pBu4PVeKj8rl27cPfddyMyMhISiQRr1qwRHdfpdJg9ezYiIiLg4eGBuLg4nD9/XlQnOzsbkyZNgq+vL/z9/TF16lQUFhaK6pw4cQJ33HEHlEolmjZtinnz5pm1ZdWqVWjXrh2USiU6d+6M9evX1/RjERERERERkR0KSsWB+/09o3Dq7VH4YHxnF7Wo4apx4F5UVISuXbviyy+/tHh83rx5WLhwIRYtWoQDBw7Ay8sLI0eORGlpqVBn0qRJSE5ORnx8PNatW4ddu3bhmWeeEY7n5+djxIgRiI6OxpEjR/Dxxx9jzpw5+Pbbb4U6+/btw8MPP4ypU6fi2LFjGDduHMaNG4eTJ0/W9KMRERERERFRFZ788ZCw/dzglph7X2dIpRIXtqjhqvH4hdGjR2P06NEWj+l0OixYsABvvPEG7r33XgDATz/9hLCwMKxZswYTJ07E6dOnsXHjRhw6dAi9evUCAHz++ecYM2YMPvnkE0RGRmLZsmVQqVT44YcfIJfL0bFjRyQmJmL+/PlCgP/ZZ59h1KhRePnllwEA7777LuLj4/HFF19g0aJFNf14REREREREZMPV7BJh+9VR7VzYkobPKRMPUlJSkJ6ejri4OKHMz88Pffv2RUJCAiZOnIiEhAT4+/sLQTsAxMXFQSqV4sCBAxg/fjwSEhIwaNAgyOVyoc7IkSPx0UcfIScnBwEBAUhISMDMmTNF9x85cqTZ0H1jZWVlKCsrE/bz8/MBAGq1Gmq1+TwNatwMzwSfDbKEzwfZwueDbOHzQbbw+SBb6uLzUZfaUl9U52fmlMA9PT0dABAWFiYqDwsLE46lp6cjNDRU3Bh3dwQGBorqxMTEmF3DcCwgIADp6ek272PJ3Llz8fbbb5uVb9++HZ6envZ8RGqE4uPjXd0EqsP4fJAtfD7IFj4fZAufD7LF9c9HZTjJPGPVV1xcbHfdRpnqb9asWaJe+vz8fDRt2hRDhgxBUFCQC1tGdZFarUZ8fDyGDx8OmUzm6uZQHcPng2zh80G28PkgW/h8kC114fnQaHVAQuWLgzFjxrikHfVZVlaW3XWdEriHh4cDADIyMhARESGUZ2RkoFu3bkKdzMxM0Xnl5eXIzs4Wzg8PD0dGRoaojmG/qjqG45YoFAooFAqzcplMxj+MZBWfD7KFzwfZwueDbOHzQbbw+SBbXPl8FJeIh3nzOa2+6vzMapxV3paYmBiEh4dj69atQll+fj4OHDiA2NhYAEBsbCxyc3Nx5MgRoc62bdug1WrRt29foc6uXbtEY//j4+PRtm1bBAQECHWM72OoY7gPEREREREROdb1nMrEdO+P7+TCljQONQ7cCwsLkZiYiMTERAD6hHSJiYm4cuUKJBIJZsyYgffeew9r165FUlISHnvsMURGRmLcuHEAgPbt22PUqFF4+umncfDgQezduxfTp0/HxIkTERkZCQB45JFHIJfLMXXqVCQnJ+O3337DZ599Jhrm/uKLL2Ljxo349NNPcebMGcyZMweHDx/G9OnTa/5TISIiIiIiIqveWqtffrt5kCcm9Y12cWsavhoPlT98+DCGDBki7BuC6SlTpmDp0qV45ZVXUFRUhGeeeQa5ubkYOHAgNm7cCKVSKZyzbNkyTJ8+HcOGDYNUKsWECROwcOFC4bifnx82b96MadOmoWfPnggODsbs2bNFa733798fy5cvxxtvvIH/+7//Q+vWrbFmzRp06sS3PkRERERERI6m0epwKDUHAJCaZX+CNaq5GgfugwcPhk6ns3pcIpHgnXfewTvvvGO1TmBgIJYvX27zPl26dMHu3btt1nnggQfwwAMP2G4wERERERER3bacYpWw3SyQq3LVBqfMcSciIiIiIqKGKT2vVNj+8pEeLmxJ48HAnYiIiIiIiOyWmlUEAOgZHYDOUX4ubk3jwMCdiIiIiIiI7JZTrF/1K9hb7uKWNB4M3ImIiIiIiMhu+RVruPsquXZ7bWHgTkRERERERHa7XDFUPsCLPe61hYE7ERERERER2UVVrsXKw9cAAJ2acH57bWHgTkRERERERHa5kl0kbMukEhe2pHFh4E5ERERERER2OZiSI2x3bxbgwpY0LgzciYiIiIiIyC7v/XNK2A73U7qwJY0LA3ciIiIiIiKyy6DWIQAAb4W7i1vSuDBwJyIiIiIiomp5ZVRbVzehUWHgTkRERERERHYpLCsHAPgo2eNemxi4ExERERERNVI7z91E4tVcu+sXlKoBAD4KmZNaRJYwcCciIiIiImqEDqdmY8oPB/Hk0kN2n1NQyh53V2DgTkRERERE1MjodDq8tTYZAJBdpEKpWmPXeflC4M4e99rEwJ2IiIiIiKiR2XshC8lp+cJ+fonarvOEofLsca9VDNyJiIiIiIgamePXckX73+y6hD+OXrN5jqpci7JyLQDAlz3utYqvSYiIiIiIiBoZiUS8v3hPCgBgVKdweMoth4lZRWXCtpfCzWltI3PscSciIiIiImpk1OU6i+VXs0usnrNw6wVh292NoWRtYo87ERERERFRI5NTrLK7XKPV4esdF7Di4BVnN4us4GsSIiIiIiKiRqRco0VmQanFY5aS1G1KTscnm885u1lkA3vciYiIiIiIGpGpPx7GznM3LR4zLPdm7GBKtmj/8f7NndEssoE97kRERERERE5SVq7BtjMZyLUyNL225RSpREH7wFbBouOXbhaanbN0X6po31POxHS1jT3uRERERERETqDV6tB/7jZkFalwV5cIfPFID1c3CbkmQ+FfHtkWH07ojPVJN/DB+jO4mlOC41dzodHpUKbWws/DfNk3b67hXuv4EyciIiIiInKC1UevIatI39O+7sQNfPGIixsEIPFqjmg/0EuOqABPhPkqAQB/H0/D38fTbF4jwFPutPaRZQzciYiIiIiInOBwak7VlWrRjF+PYU2iOCgP9NIH4YbA3R4Bnua98ORcnONORERERETkBGqNVrRfVq5xUUsAnU5nFrQDlfPVqwrcR3QIE7bZ4177GLgTERERERE5gcokcL+aXezQ61/NKcae87fsqltYZp4tfli7UEgkEgBAmK/C5vkxwV7CdoAXA/faxsCdiIiIiIjICeRu4nDrww1nHHr9ofP3YPLiAzh6peoh+XkmSem2zByE76f0EvY95bZnURsH6+F+9g+rJ8dg4E5EREREROQEOSZLwG05nYn58eccfp/EK7lV1ikqEw/Tj/T3EHrbLdn72lDRflz7UIT5KtA3JhC+Ss5xr21MTkdEREREROQE13JKAABPDojBD3tTAAALt57HjGGtIZVaD5rtkV1WuW3PuurFqsqh8osm96iyh72JvwdSPxyLM+n5yMwvQ6tQH+x6ZQhkUvb9ugJ/6kRERERERA5Wqtbg0q0iAEDv5gGiY9kmPfE1kVVaGfhrdVXXL1bpe9zbhHljVKcIi3V2vzIEAPCvO1sIZe3CfTGoTQgAQOHudtsvHKhm2ONORERERETkYIVl5dBURNQdI/1Ex24WlCHY23YyuKqUGeW9KyhVW68I4EZeCeZt1M+v97DR09400BOpH469rXaRc7DHnYiIiIiIyMFKKnq4PWRuUMrEYVdmQZmlU6rl2K3Knu/0/FLRsazCMlEyunu/2Ivj1/IAAF52DKunuoeBOxERERERkYMVVcwp91K4wc9TnMwtwyTQronDtypDuSV7U3Hyuj4wL1aVo+d7W9D17c04eT0PWq1O9KLAnvnwVPcwcCciIiIiInIwQxZ3T7k7FO5uOPR6HOLahwEAMvJuP3A3NW/TWQBAWm6JUHbX53vw3e5Lonq2hspT3cXAnYiIiIiIyMEMWdwNPdwhPgp0iPQFANy4jR73hItZeOaXo5BAnJEus+Ka5SaZ6uaarB3vKWOPe33EwJ2IiIiIiMjBDD3uXorKHu5wXyUAYPmBK7hZw3nuD3+3H9vP3oIO4uzugV5yAMD2Mzdtnh9QUY/qFwbuREREREREDmba4w5UBtcA8NrqE8J20rU8DP1kB176LREv/ZaIx344iFK1xuyar/+ZZFb2cJ+mAACFuz6023wq3Wa7YlsGVeNTUF3BwJ2IiIiIiMjBilSGOe6VgXuAUZK6rWcyhe0XVhzFpVtF+PPYdfx57Dp2nbuJ7UbHAUCn02HZgStm9xneQT9v3pCArmezALM6BuO7N8Gg1sE1+DTkagzciYiIiIiIHKy4zJBVvnKovKVh6jqdDqlZxWblV3PEZSUWeuAf6tUEoT764ffJafnQanX4fk8KAKBVqLeobkywF/73UDdIJBKz61Ddx8CdiIiIiIjIwQw97l5GWdz9TZaFKyvXmCWTM8gvKRftG6/LbhDuq0Soj0LYX330mrDdNtxHVNfXQ3xvql8YuBMRERERETmYocfdU1E5VN7fQ9zj3vaNjViw5ZzF8/NLxYG6aeDewV+LR/s1Q5B3ZeC+9niaMNf9pbjWeGpgjNG9GbjXZwzciYiIiIiIHMxSj7vcXYrvH+slqvfl9osWz883CdTzisX7z7TTws9DBjepBOO7NwEAuEslKCvXAgACvRToHOUn1FfKGPrVZ/ztEREREREROVhRmXlWeQCIq0gmV5U1iWlIyy0R9nOMAvfkt+JgPFX9nm6RAIDtZyuXgvNVuqN9hK+wn5Zb87XjyfUYuBMRERERETmYYTk44+R0VfFRiutOW35U2J7910kA+iXl5O7iMK5pgIf4Ogp3uLtJ0Sascp57iNFceKp/GLgTERERERE5WFFZxVB5C4H7/T2jLJ6z59Wh+OSBrsL+sSu5wrZhubfsIpXZeU0DPUX7BWWVie3mP9gVvZsH4IPxne1vPNU5DNyJiIiIiIgcTOhxNxkqDwCvj2lvcc65n4cMLUO8zMpLjZaCW/pEb7PjCnc3HHx9mMV23NcjCque7Y9wP6Xdbae6h4E7ERERERGRgxmS03nKzXvcA7zkSJozUlQ2+64OAABvox56D5k+6M8p1veySyXAnW1CLN4v1EeJ6CBPi8eo/mPgTkRERERE5GCG5eC8FOY97gAgcxOHYpH++h5x4/nrwT5yqMq1uP/rBACAVgdIjLPSmfj84e5QyqR4ZVTb22o71T32Z0ogIiIiIiIiuxSUGrLK2xdyBXrpk8dFBVT2msvdpNiUnI7rRtnlbekS5Y+Tc0bC3Y39sw0Nf6NEREREREQOdDW7GAVl5ZBK7M/mHuglAwC4SSX44/n+AICyci2OXM6p1r0ZtDdM/K0SERERERE50NXsYgBA82Av+HnIrNZrYZSILsBTLmwr3fXD68vKtbhScS0AuKdrpKObSvUEA3ciIiIiIiIHupFXCgCI9POwWe++7k2EbX/jwL0i43ypWoOswjKh/PkhLR3ZTKpHGLgTERERERE50I08/Zz0qpZgK1ZVLvPmJq1MOqeoyCZfUFqOnGI1AOCXqX3RLtzX0U2leoKBOxERERERkQOdvlEAQDwU3hLjwN2Y0iizvGGovK0h99TwMXAnIiIiIiJyIMO66038bQ+Vn9K/OQBgbJcIUbmhx91YVIDta1HDxuXgiIiIiIiIHKhEre9JV1oIwI3FBHshac4IeCvEYZnC3bx/NcBLblZGjQcDdyIiIiIiIgcqVWsBAB5VBO4A4KM0HwIv45JuZIJPBBERERERkQOV2tnjbq++MYEOuQ7VX+xxJyIiIiIicqBiVTmAymXdamLVs7H4ZudFRAV4YkZca0c1jeopBu5EREREREQOUqrWILNAv/Z6VcnpbOndPBC9m7OnnfQ4VJ6IiIiIiMhBktPyoNPpt4O8Fa5tDDUYDNyJiIiIiIgc5OFvD7i6CdQAMXAnIiIiIiJyEJVG6+omUAPEwJ2IiIiIiMjB+nB+OjkQA3ciIiIiIiIHuHizUNh+bkhLF7aEGhoG7kRERERERA6QkV8qbMe2CHJhS6ihYeBORERERETkAAWl+vXbuzfzh1Lm5uLWUEPCwJ2IiIiIiMgBDIG7j1Lm4pZQQ8PAnYiIiIiIyAEKStUAAB+lu4tbQg0NA3ciIiIiIiIHMPS4+zJwJwdj4E5EREREROQAlT3uHCpPjsXAnYiIiIiIyAEKyzQAAC85e9zJsRi4ExEREREROUCJSj9U3lPOjPLkWE4N3DUaDd58803ExMTAw8MDLVu2xLvvvgudTifU0el0mD17NiIiIuDh4YG4uDicP39edJ3s7GxMmjQJvr6+8Pf3x9SpU1FYWCiqc+LECdxxxx1QKpVo2rQp5s2b58yPRkREREREJFKi1ve4Kxm4k4M5NXD/6KOP8PXXX+OLL77A6dOn8dFHH2HevHn4/PPPhTrz5s3DwoULsWjRIhw4cABeXl4YOXIkSktLhTqTJk1CcnIy4uPjsW7dOuzatQvPPPOMcDw/Px8jRoxAdHQ0jhw5go8//hhz5szBt99+68yPR0REREREJChW6QN3T67hTg7m1MkX+/btw7333ouxY8cCAJo3b44VK1bg4MGDAPS97QsWLMAbb7yBe++9FwDw008/ISwsDGvWrMHEiRNx+vRpbNy4EYcOHUKvXr0AAJ9//jnGjBmDTz75BJGRkVi2bBlUKhV++OEHyOVydOzYEYmJiZg/f74owDcoKytDWVmZsJ+fnw8AUKvVUKvVzvyRUD1keCb4bJAlfD7IFj4fZAufD7KFz0fdptPpkF9aDj8PcRK6lFtFAAC5m3N/d3w+Gobq/P6cGrj3798f3377Lc6dO4c2bdrg+PHj2LNnD+bPnw8ASElJQXp6OuLi4oRz/Pz80LdvXyQkJGDixIlISEiAv7+/ELQDQFxcHKRSKQ4cOIDx48cjISEBgwYNglwuF+qMHDkSH330EXJychAQECBq19y5c/H222+btXf79u3w9PR09I+BGoj4+HhXN4HqMD4fZAufD7KFzwfZwuejbvojVYqdN6R4oWM5Wvnqy9KKgGs5+vAqOfEotJd1Nq7gGHw+6rfi4mK76zo1cH/ttdeQn5+Pdu3awc3NDRqNBu+//z4mTZoEAEhPTwcAhIWFic4LCwsTjqWnpyM0NFTcaHd3BAYGiurExMSYXcNwzDRwnzVrFmbOnCns5+fno2nTphgyZAiCgoJu92NTA6NWqxEfH4/hw4dDJuPSHiTG54Ns4fNBtvD5IFv4fNRtL765GQDww3kFjr0xFBKJBG/8lQzgOgDgjgF90ad5oNPuz+ejYcjKyrK7rlMD95UrV2LZsmVYvny5MHx9xowZiIyMxJQpU5x5a5sUCgUUCoVZuUwm44NPVvH5IFv4fJAtfD7IFj4fZAufj7qtSKXBmhMZeLBXU/x2+LpQLpG41crvjc9H/Vad351Tk9O9/PLLeO211zBx4kR07twZjz76KF566SXMnTsXABAeHg4AyMjIEJ2XkZEhHAsPD0dmZqboeHl5ObKzs0V1LF3D+B5ERERERESOtiD+nFmZp4LruJNjOTVwLy4uhlQqvoWbmxu0Wi0AICYmBuHh4di6datwPD8/HwcOHEBsbCwAIDY2Frm5uThy5IhQZ9u2bdBqtejbt69QZ9euXaLJ/fHx8Wjbtq3ZMHkiIiIiIqKaKq5Yq90gLa8UPyWkCvvDO4Sha5RfLbeKGjqnBu5333033n//ffzzzz9ITU3Fn3/+ifnz52P8+PEAAIlEghkzZuC9997D2rVrkZSUhMceewyRkZEYN24cAKB9+/YYNWoUnn76aRw8eBB79+7F9OnTMXHiRERGRgIAHnnkEcjlckydOhXJycn47bff8Nlnn4nmsRMREREREVXl5PU83PvlXvR8Nx7z48+hsEwcqM/fbN7DPvuvZGF73oQukEgkTm8nNS5OHcPx+eef480338Tzzz+PzMxMREZG4l//+hdmz54t1HnllVdQVFSEZ555Brm5uRg4cCA2btwIpVIp1Fm2bBmmT5+OYcOGQSqVYsKECVi4cKFw3M/PD5s3b8a0adPQs2dPBAcHY/bs2RaXgiMiIiIiIjJ1JasY8acz8O66U0LZwq3n4SaR4MW41kLZb4eu2ryOp4JruJPjOTVw9/HxwYIFC7BgwQKrdSQSCd555x288847VusEBgZi+fLlNu/VpUsX7N69u6ZNJSIiIiKiRuzBbxKQnl9qVr4xOV0UuEullb3pvaIDcPhyjqi+3M2pg5qpkeJTRUREREREjZ6loB0ATOPwIG+5sL3q2Vi4ScXD4jlMnpyBgTsRERERETVIyw5cxlM/HkapWlPja+QWq0X7Wq0OAPD1pB6QSCTQVOwTORMDdyIiIiIiqteu55bgy+0XcLOgTFT++p8nseV0Bn5OuFzta74yqi0A4EZeKco1+lWxNFodUrOKAQAxIV632Woi+zFwJyIiIiKieu3zrefx8aaz+PeKYwAAtUaLvxKvC8cvZxfZPN+013zqwBg8O6glZG76HvUbefph9NOXHxXq+ChlZtcJ9lbU+DMQ2cLAnYiIiIiI6rVfKzK9J1zKAgA8v+woXvw1UTieW6zGz/sv47lfjkBVrjU7f+xCcZLrqAAPSKUSqDX6gP4/K48DADacTBfqeCv0eb4n9IgSytZOH+CAT0NkzqlZ5YmIiIiIiJzJ0vz1+FMZov2C0nK8ueYkAGDDGxuQ+uFY4ZhGq8OZ9AJRfV+T3vSDqdlm9zAE7u+N64TRncIxoFUwPORcCo6cgz3uRERERERUL83dcBrt3twoKkvPM88OfyW7WLT/9t/JUFfMWy8rNw/8B7cNAQCM7hQulJn21BuyyXvI3RDXIYxBOzkVA3ciIiIiInIaZ2VdLyorxzc7L5mVP/L9frOylFviOe5L9qZi6o+HcexKDkpU4sD98BtxCKqYq/7VpB5C+RqjOfNEtY2BOxEREREROcXPCanoMmcTDlsYan67Ptp4xmL5pZu2E9EZ7Dp3E+O/2ocSk6H2xgnmJBIJmgV6AgBe+f1EDVtKdPsYuBMRERERkVO8+VcyilQavLra8UHv+qQbDrnOmM8qE9N9NrGb2XF/T/Ps8Z8+0NUh9yayFwN3IiIiIiJyqnInDJe/VagS7T8zqEWNrpNfWg4AaBHihXu7NTE7HmKyxNvOlwdjQs8os3pEzsTAnYiIiIiIHE5rFKxbShjnaJP6Nquyzp1tQhDpp7R4zNK67ADQIzpAtB8V4Fn9xhHdJgbuRERERETkcMVGc8fLyrU4mOLYee5N/D1E+8EmPeMA8O64TuhpFHh/NKEL/nje8lrr5Rrz9d0BoFMTP9G+IZs8UW1i4E5ERERERHYpKFVjzbHrKCwrr7KuabZ2R81JB/SJ5a7nlgj77cJ94GmyHNt/hrfBo/2iIXerDHl8PdzhpbC8bFu5xvJwfg9ZZf32Eb6302yiGnN3dQOIiIiIiKh+mPVHEtad0Afgp94ZCU+59XDCNHBPup7nsHY89sNBYfvIG3Hw9ZBBIpHg/p5R+P3INQDAlAHNAQABXpVD4D1kbtBZmW6v1lruce8VHYAxncNxMbMIv/2rn2M+AFE1MXAnIiIiIiKb1p1Iw94LWULQDgCLd6fghWGtrZ5zLbdYtH/kcg4uZxUhOsjrttpi+kIg0EsOiUQ/fP2TB7qiS5QfWgR7w7diznqXKH+sT0oHoF/eTWI00t1T7obiiuv5e1ie4y6VSvDVpJ631Wai28Wh8kREREREZNXNgjJMX34MKw5eEZVvOZNp87xHvjtgVnbnxztuqy1puSVoP3ujsP9AzyghaDd4LLY5BrYOFvYn94vGfT2a4Kcn+5hdr1ilwdz7OqNtmA8WPNT9ttpG5EzscSciIiIiIqsyCyxnhD9+NRc6nc4scAZgcw58iUoDD7nleeYAcCY9H9OXH8NLcW0wtkuE6NjCredF++O7my/fZspb4Y75D3azeKxLlB8e7tMMD/epOiM9kSsxcCciIiIiIqvWJqZZPVak0sBbYR5SPPfLEWE70EuO7KLKNdfzS9U2A/dRC3YDAKYtP4rtZ6NQVq7FwondIJFIcDlLPPze08K97XHg/4bhh70pmNw3ukbnE9U2DpUnIiIiIiKrvtl1yeqx+FPpuJpdbFa++/wtYXv2XR2w+aVBwn5BadUZ6Q1+P3INfx9PQ06xGgCgkInDl46RNcvyHuarxKzR7dE0kGuyU/3AwJ2IiIiIiCy6eLPQ5vGXfjuOO+Ztt1nn3m6RaBPmI6y7vvroNWi1VlK7W1FUVo4LmYXYcfamqFzmxnCGGgcOlSciIiIiIjM6nQ7DPt1pV12tVgepVAKNVgc3aeWcd4kEwhx4w5D6r3dcREywFx7s1dTidSwxfTnwzaM9MbRdqF1tI2oI+IqKiIiIiIgEe87fwrmMArPebVuyilTYe+EWOr61Ed/vrhxaf1/3KGHbOGHdjrOWM9LbO4x+ZMdw9rZTo8IedyIiIiIiAgAkXs3F5MXmy7gBgNxNCpVGi5dHtsXHm86Kjr219iSUMjeUqrV475/TQvmro9sK29dzS4Tt9UnpKFVroJSJk9TlFKtAROYYuBMREREREXQ6Hd7+O9nisTXTBqBbU39hX+4mxfvrKwP09UnpFs/z85AJ292a+iPxaq6w/9X2C5g5oq2ofm6JPgldpJ8SaXmWl6Hb8d/Btj4GUYPE8SVERERERIQjl3Nw7EquWfm6FwaKgnYAeHpQC7uuqXCv7FF/dVQ70bHdF27h7+NpGPrpDpy+kQ8AyK3ocff3lOO9cZ3wcJ+m+Pzh7vAyWj6uSYCHXfcmakgYuBMREREREa5YWNbtgZ5R6NTEz2L9ryb1sHm9F4e1Fu23DvMW7R+7kosXVhzDpZtFeP3PJABAbsWybwFeMkzuF42593XB3V0jEeFfGaxzbjs1RnzqiYiIiIgIKw5eMSsL9lFYrT+mcwQm92tm9XjLUHGgHuytwIqn+1msq9bos8kLPe4ectHxPjGBAAC5O8MXapw4x52IiIiIqJE7lZaPQ6k5ZuVane311l8f0wHNg7xECekMRnQIMyvr1yLQ4nWSruehVK0R5rj7ecpEx18d1Q7+HjKM697EZnuIGiq+siIiIiIiauQy8isTwXVv5i9sj+oYbvM8D7kbnrqjhSgJHQA0C/Q0yxgP6Nd03/HfwZjQI8rsWOc5m7Dy0FUAgL/J9fw8ZHhlVDu0CfOp8rMQNUQM3ImIiIiIGrESlQYv/35C2I8O9BS27Q2U8yp6yg0Gtw2xWrd5sBfu6hJhVq7W6IRM8im3iuy6L1FjwaHyREREREQNTF6xGquOXMU9XSMR6qu0Wq9co0X72RtFZa+P7YDWYT5QuEvhpbAvXAj3VSK9otd+aLtQswzypnw9bF+3SKWx675EjQV73ImIiIiIGpj/rErEe/+cxr9/PWa1TkZ+KVq9vsGsPMRHgWlDWuGpO+xb8g0Afnmqr7D9vwe7VRnwh9l4mQAAr49pb/e9iRoD9rgTERERETUwW05nAgD2X8q2eLysXIO+H2x12P1ahXrjpbg20EFnlljOkqgATyye0gt+HjLcvyjB7HjbcM5lJzLGwJ2IiIiIqJ4rK9dg2rJj6NciEE8OiKmy/szfjlssX27Uc15dL8a1rrqSkWHt9Vnnz78/GrvP38STSw8DAIK95bZOI2qUGLgTEREREdVzO87exJbTGdhyOsNsabZiVTk85eKv/f8k3TC7xv+NaYfYlkFObaclMjcphrYLQ6SfEml5pXjCjhcPRI0NA3ciIiIionrOXSqxemzV4WsI9JJDIgEGtgrGhK/3mdUZ370JnhnU0plNrNLKZ2OxPukGpvRv7tJ2ENVFDNyJiIiIiOqxxKu5yMgvs3r8rbXJVV7jiQHNHdiimokK8HT5ywOiuoqBOxERERFRPbX/UhYmfrv/tq/jbeeyb0TkGvwXSkRERERUT605dr3G58YEe6FXdAAKSssRE+zlwFYRkaMxcCciIiIiqqdK1Zoan5tfosbHD3R1YGuIyFmkrm4AERERERHVjJvU8td5ubsU/xrUQtgf1THcrM5/RrR1WruIyLEYuBMRERER1VPeCjeL5Q/3bipaVz3UV4HPH+4u7HeM9MUjfZs5vX1E5BgM3ImIiIiI6im1Vifa95C5YdHkHnh1dDt4yt0xrlsk3KQSPDWwBe7uGinU6xjpW9tNJaLbwDnuRERERET1ULlGi+UHrojKVj0bi05N/IT9+Q92w/vjO8OrImv8ZxO7YdmBK/gvh8kT1SsM3ImIiIiI6qEtpzOF7Zfi2uDOtiGioB0ApFKJELQDwL3dmuDebk1qrY1E5BgcKk9EREREVA+pNFphe2DrIHRr6u+6xhCRUzFwJyIiIiKqh5TulV/lI/w8XNgSInI2Bu5ERERERPVQuVFiukh/Bu5EDRkDdyIiIiKieijlVhEA4I7WwS5uCRE5GwN3IiIiIqJ66ONNZwEAu8/fcnFLiMjZGLgTERERERER1WEM3ImIiIiI6pnCsnJhu09MoAtbQkS1gYE7EREREVE9k3QtT9he+kRvF7aEiGoDA3ciIiIiIgv2XbyFk9fzqq7oApkFpQCA2BZB8JS7u7g1RORs/FdORERERGQiPa8Uj3x3AABw6YMxkEolLm6RWH6pfqi8n4fMxS0hotrAHnciIiIiIhNpeSXC9gfrT+NGXgnyStTILVbh/X9OYe6G09DpdDau4Fz5JWoAgI+S/XBEjQH/pRMRERERGfl40xl8uf2isP/9nhT8sDcFWpM4fXCbUMS2DKrl1uldz9W/WAjzVbrk/kRUu9jjTkRERERkxDhoNzAN2gHg4e/2Q2vpQC24dLMQANAixMsl9yei2sXAnYiIiIioQqlaU6366fmlTmqJdRqtDvsvZQMAWoR41/r9iaj2MXAnIiIiIqqQVM0s8jcLypzUEuuOXM4RttnjTtQ4MHAnIiIiIqpQWJGt3e76ZdWr7wh5FYnpAMBXyazyRI0BA3ciIiIiogrZRapq1S9WVW9ovSMUVbwsGNDKNYnxiKj2MXAnIiIiIqpgGri/N64THunbzGr9YlXt97gbevm95FwgiqixYOBORERERFQhu1gcuDcP8oK3wnqA/O2uS9BodUi4mFXtxHY1daNijflgH0Wt3I+IXI+BOxERERFRhfMZBQCAXtEB+O+INhjQKghXsoqt1k9Oy8d/Vx3Hw9/tx+I9KbXSxpRbRQCAFsFMTEfUWDBwJyIiIiKqsOV0JgBgSLtQTB/aGhKJBFqdeK32P5/vj/8b065y/9h1AMBvh64CAK7lFGPKDwex+/xNp7Tx0s2KwJ0Z5YkaDQbuREREREQm2oX7CNtKmZuwvf2/g9G9WQDu6xFldo7CXf/VevZfydh57iYeXXzQKW27XDECICaYa7gTNRYM3ImIiIio0bqeW4LtZzKh0+mw81xlD3m7CF9hOyrAQ9iOqRieHugph5tUIrrW+cxCXMgsQFpuidPaW67RoqRiLn2AJ5eCI2osmIqSiIiIiBqtAR9uAwCseLoftp7OEMqV7pX9W88PaYUbeaW4u2uEUCaVSiAO2/We/eUovORuFo44Rmm5trKNMufdh4jqFgbuRERERNQoGWeB/3FfKjYmpwv7xkGxt8Id/3uom9n55VqdWdmFzEL0ig5wbEONlBitG69w5+BZosaC/9qJiIiIqFFKzSoSto2DdsC+3mx3qaU+d4iS2ZWV3/4ScTqdDm+uOYl//XwYBaVqAICHzA0SieX7E1HDw8CdiIiIiBqlvGK11WOm89ctmT60lcXyo1dyhe2cIuv3sNe1nBL8vP8yNiVnYO/FLACAUsav8USNCYfKExEREVGjotPp8MTSQ9hx1vJybSlzx9h1HTc7erxvFZYh3E9ZrfaZyi5SCdunb+QDAPw95bd1TSKqX5z+qu769euYPHkygoKC4OHhgc6dO+Pw4cPCcZ1Oh9mzZyMiIgIeHh6Ii4vD+fPnRdfIzs7GpEmT4OvrC39/f0ydOhWFhYWiOidOnMAdd9wBpVKJpk2bYt68ec7+aERERERUD13LKbEatL91dwe7h6CP6hReZZ3sIhWyi1Q2e/erkl9aee7liuH9QV4M3IkaE6cG7jk5ORgwYABkMhk2bNiAU6dO4dNPP0VAQGXCjnnz5mHhwoVYtGgRDhw4AC8vL4wcORKlpaVCnUmTJiE5ORnx8fFYt24ddu3ahWeeeUY4np+fjxEjRiA6OhpHjhzBxx9/jDlz5uDbb7915scjIiIionroQEq2aN94VPwTA2Lsvk7rMB+se2EgPn2gKz6b2M1inXUn0tDj3XgM+Ggbjl3Jwau/n0BmQanFusbKyrW4VqTv5LqRV1n/YqY+cA9k4E7UqDh1qPxHH32Epk2bYsmSJUJZTEzlH0OdTocFCxbgjTfewL333gsA+OmnnxAWFoY1a9Zg4sSJOH36NDZu3IhDhw6hV69eAIDPP/8cY8aMwSeffILIyEgsW7YMKpUKP/zwA+RyOTp27IjExETMnz9fFOATEREREe04mynaf/bOlgjxUSDCz8PKGdZ1auKHTk38sObYdYvHVx6+BgAoLCvH+K/2AQCK1Rp8/nB3q9fUanXo9PYWAO4IaJGG1OzKdeHT8/VBfJA3A3eixsSpgfvatWsxcuRIPPDAA9i5cyeaNGmC559/Hk8//TQAICUlBenp6YiLixPO8fPzQ9++fZGQkICJEyciISEB/v7+QtAOAHFxcZBKpThw4ADGjx+PhIQEDBo0CHJ55R+wkSNH4qOPPkJOTo6ohx8AysrKUFZWJuzn5+vnCqnVaqjVt59AhBoWwzPBZ4Ms4fNBtvD5IFv4fLjOyet5ov0ZQ1sIw+Nr+vto4md/IJ1w8ZbN+/z39yRh+//WJOOhXk3M6vh7uPPZacT496NhqM7vz6mB+6VLl/D1119j5syZ+L//+z8cOnQI//73vyGXyzFlyhSkp+uX3QgLCxOdFxYWJhxLT09HaGiouNHu7ggMDBTVMe7JN75menq6WeA+d+5cvP3222bt3b59Ozw9PW/jE1NDFh8f7+omUB3G54Ns4fNBtvD5qF2FaiA1S/8V2MNNhwkxWmzYsMEh1368jQR70iW4kC+Fn1yHPJXlufItPUqxfv16i8d0OuCv4+Kv6OdSrsJ0hmv65QtYv16cF4oaH/79qN+Ki4vtruvUwF2r1aJXr1744IMPAADdu3fHyZMnsWjRIkyZMsWZt7Zp1qxZmDlzprCfn5+Ppk2bYsiQIQgKCnJZu6huUqvViI+Px/DhwyGTyVzdHKpj+HyQLXw+yBY+H66x6sg14PApAMCyp/uhcxM/h117DABVuRY5xSpk5JdhwjcHLNbr0DoGY0a3NSvfce4mfjt0DYA4cd6VUiUAlahsYK9uGNM1wkEtp/qGfz8ahqysLLvrOjVwj4iIQIcOHURl7du3x+rVqwEA4eH6TJwZGRmIiKj8w5ORkYFu3boJdTIzxfOQysvLkZ2dLZwfHh6OjIwMUR3DvqGOMYVCAYVCYVYuk8n44JNVfD7IFj4fZAufD7KFz0ftOpiaK2y7ubk7/GcvkwFeHgpEBfngr2kDcO+Xe83qlGl0Fu87689TuFVYZlaeVaQyKwv18+BzQ/z7Uc9V53fn1KzyAwYMwNmzZ0Vl586dQ3R0NAB9orrw8HBs3bpVOJ6fn48DBw4gNjYWABAbG4vc3FwcOXJEqLNt2zZotVr07dtXqLNr1y7RHIH4+Hi0bdvWbJg8ERERETVO65NuYE1imrDfLsLHqffrGOlrsXz5gStIvVVkVm4paDf2xIDmwnaQl3knFBE1XE4N3F966SXs378fH3zwAS5cuIDly5fj22+/xbRp0wAAEokEM2bMwHvvvYe1a9ciKSkJjz32GCIjIzFu3DgA+h76UaNG4emnn8bBgwexd+9eTJ8+HRMnTkRkZCQA4JFHHoFcLsfUqVORnJyM3377DZ999ploODwRERERNW7PLzsqbMe/NAgKdzen3s/dzfpX7ZELdon2dTqdWZ27m2mE7T4xgQjzVQr7zCpP1Lg4NXDv3bs3/vzzT6xYsQKdOnXCu+++iwULFmDSpElCnVdeeQUvvPACnnnmGfTu3RuFhYXYuHEjlMrKP0zLli1Du3btMGzYMIwZMwYDBw4UrdHu5+eHzZs3IyUlBT179sR//vMfzJ49m0vBEREREZFFfh61M7x45vA2wrbMrTJZXVm5VlSvsKzc7Nz+YZXB/IgOYWgXXjlCIMCTgTtRY+LUOe4AcNddd+Guu+6yelwikeCdd97BO++8Y7VOYGAgli9fbvM+Xbp0we7du2vcTiIiIiJqmLacysCSfSmiMm+l078GAwD+Paw1nh/cEolXc3EluxgzVx4XHb+Woy97vH9zUflro9pAmXsKwd5y3CpUYUznCIT6KDCsXSiCvRWQuzu1/42I6pja+YtFREREROQiT/102KzMQ+bcYfLG3N2k6NU8EJkF5nPYZ648joMp2TiYki2U9Y0JxJP9o7FhwymseqYvIHVDpL8HAGDx471rrd1EVHcwcCciIiKiRmXny4MhkVheY92ZAr3Ew9szC0pFATsAdG/mj9/+FSskXY4KYPZ4InLyHHciIiIiorqka5QfooO8XHLvXtEBGNQmRNhPyy1F2zBxZvsgL85dJyJzDNyJiIiIqNEwz91ee9zdpPjpyT7o0cwfAHDsSg7OZhSI6oT4KC2cSUSNHQN3IiIiImqwVCbZ22srm7wtEX76+epv/33K7FiID9dnJyJzDNyJiIiIqMHKLVGJ9kd1CndRSyr5e1p/ecCh8kRkCQN3IiIiImqwcovVov2HezdzUUsqecqtZ7T3qaVl6oiofmHgTkREREQN1q3CyiXYRncKh1Ra+9nkTZkuRRfhp5/X7il3w5jOEa5oEhHVcXylR0REREQN1j8nbgAABrcNwdeTe7q4NXoHU8VLwN3VJQKvj+3gotYQUX3AHnciIiIiapC0Wh2WHbgCwLyX25W6NvUX7Qd5MyEdEdnGwJ2IiIiIGqS8ksr57f+6s6ULWyL276GtRftdovxc1BIiqi8YuBMRERFRg3Tkcg4A/RJw3Ux6uV3JSyGerdqneaCLWkJE9QUDdyIiIiJqkAyJ6ZoHebq4JebeGNseAOAulcDdjV/Jicg2JqcjIiIiogapVK0BAEQF1L3A/ckBMfD3lKNndICrm0JE9QADdyIiIiJqkErLtQAAhazu9WhLpRLc3zPK1c0gonqi7v0VIyIiIiJyAEOPe13KKE9EVBMM3ImIiIioQSpV63vclQzciaieY+BORERERA1Sfql+OTjTLO5ERPUNA3ciIiIiapAy8/VZ5UN9FC5uCRHR7WHgTkREREQNjlqjxZHL2QCAZoF1L6s8EVF1MHAnIiIiogbn9I185BSrIXeTonfzQFc3h4jotjBwJyIiIqIGRavVYeHWCwCAjk184SFncjoiqt8YuBMRERFRg/LroavYcjoDAOCrlLm4NUREt4+BOxERERE1GIlXc/F/fyYJ+yUqjQtbQ0TkGAzciYiIiKjB+GD9adH+rcIyF7WEiMhxGLgTERERUYOhcBd/ve3XMshFLSEichwG7kRERETUYBgH7vd0jcSro9q5sDVERI7h7uoGEBERERE5Sm6xGgDw5l0dMHVgjItbQ0TkGOxxJyIiIqIGI7dEH7i3j/BxcUuIiByHgTsRERERNQg6nQ4XbxYCAIK8FC5uDRGR4zBwJyIiIqIG4VBqDnQ6/XZ0kKdrG0NE5EAM3ImIiIioQbiWUwwAaBniBaXMzcWtISJyHAbuRERERFTvlKo12HgyHfml+jnt+y7ewsyVxwEA3ZoGuLJpREQOx8CdiIiIiOqdjzaewbO/HMFTPx4GAPx++JpwrFMTX1c1i4jIKbgcHBERERHVOysOXgEAHEzJRvPX/hEdk7mxb4qIGhb+VSMiIiKiBmVM5whXN4GIyKEYuBMRERFRvXLyeh5K1VqLx3a+PBiBXvJabhERkXMxcCciIiKieqNYVY67Pt9j9Xh0kFcttoaIqHYwcCciIiKieiPxaq5o31vhjmaBXLOdiBo2JqcjIiIionpDKpGI9r+a1AMtQrzw4KIETOoX7aJWERE5FwN3IiIiIqo3ftl/WbQfFeCBqABP7Js1zEUtIiJyPg6VJyIiIqJ6YcGWc1h34oawH+QlR5MADxe2iIiodrDHnYiIiIjqvFK1Bgu2nBf2H+rVFC8MawWFu5sLW0VEVDvY405EREREdV5+qVq0H9chDFEBTEpHRI0DA3ciIiIiqvOOpOaI9kN9FC5qCRFR7WPgTkRERER13sHUbNF+q1BvF7WEiKj2MXAnIiIiojqtsKwc65NuiMq8FEzVRESNBwN3IiIiIqrTFu24iIz8Mlc3g4jIZRi4ExEREVGdtvPcTVc3gYjIpRi4ExEREVGd1q2pv2g/3FfpmoYQEbkIA3ciIiIiqtPOZRSI9n+e2sdFLSEicg1m9SAiIiKiOivhYhYOpOgzyj/cpynm3tfFxS0iIqp97HEnIiIiojrLOJt8yxAuAUdEjRMDdyIiIiKqswK95MK2RqtzYUuIiFyHgTsRERER1Vll5Vphe2KfZi5sCRGR6zBwJyIiIqI6q1StAQBMH9IKfh4yF7eGiMg1GLgTERERUZ1lCNyVMn5tJaLGi38BiYiIiKhOKlFp8OuhqwAAX/a2E1EjxsCdiIiIiOqkTzafFbY5TJ6IGjOu405EREREdcqCLefw1faLUGkqE9MZZ5cnImpsGLgTERERUZ2yYMt5s7IuTfxrvyFERHUEh8oTERERUZ2hMlr+zSC2RRD8PDlUnogaLwbuRERERFRnnLqRb1b209Q+LmgJEVHdwcCdiIiIiOqM6zklZmUyN35lJaLGjXPciYiIiKjOuJZTDABoEeyFfi2D8N8RbV3cIiIi12PgTkRERER1xpn0AgDA3V0j8dLwNi5uDRFR3cBxR0RERERUI/GnMvCvnw8jLdd8eHtNHb+aCwDo3szfYdckIqrvGLgTERERkV3KNVrsu3ALxapyAMDTPx3GpuQM9P9wG7afyXTIPdLzSwEAzYO8HHI9IqKGgIE7EREREdnlm12X8Mj3B/CflcfNjj237IjFc8rKNZi2/Ch+O3QFAKDT6ZCWWwKdTmexbrFKAwAI8JQ7sOVERPUbA3ciIiIissvHm84CADacTDc7Zmn99dxiFe77ah/+OXEDr65OAgCsOnwN/T/chu92X7JQXw0AkEoAHyVTMRERGTBwJyIiIqJq02rFPeYmu7iQWYhu78QjOU28Lvsrq08AAD5Yf8bsmjnFKgD63napVOLA1hIR1W8M3ImIiIio2krLNTaPLz9wxfwctficglK1aD+nSL/v7ym7zdYRETUsDNyJiIiIqEpZhWWi/cKycrM6hqR1AHD6Rr7Z8QEfbhPt/338hmj/4e/2AwAyC8T3IiJq7Bi4ExEREVGVTt8oEO1nFeqHtStlUngr9PPRD6RkAwC2nMpAwqUss2tkFalMrlkZ3P+4L1XYLig1fylARNSY1Vrg/uGHH0IikWDGjBlCWWlpKaZNm4agoCB4e3tjwoQJyMjIEJ135coVjB07Fp6enggNDcXLL7+M8nLxH/MdO3agR48eUCgUaNWqFZYuXVoLn4iIiIio8fhl/2XR/py1yQAAna6y9/2JJYcAAE/9dNiua65P0ve4Zxep8FbF9QBgfPcmt91eIqKGpFYC90OHDuGbb75Bly5dROUvvfQS/v77b6xatQo7d+5EWloa7rvvPuG4RqPB2LFjoVKpsG/fPvz4449YunQpZs+eLdRJSUnB2LFjMWTIECQmJmLGjBl46qmnsGnTptr4aERERESNwsZkcSZ5Q+96mUk2+Rt5JaL9/wxvY3att+7uAABQafTnXs0uFh2fe1/n22ssEVED4/TAvbCwEJMmTcJ3332HgIAAoTwvLw+LFy/G/PnzMXToUPTs2RNLlizBvn37sH+/fn7T5s2bcerUKfzyyy/o1q0bRo8ejXfffRdffvklVCr9UKtFixYhJiYGn376Kdq3b4/p06fj/vvvx//+9z9nfzQiIiKiBu9gSjbmbz5rs85/R+iD80AvubCkm8ELw1oj0KtyTfapA2MwqE0IAMCQN379SfFcd6XM7TZbTUTUsDh9gcxp06Zh7NixiIuLw3vvvSeUHzlyBGq1GnFxcUJZu3bt0KxZMyQkJKBfv35ISEhA586dERYWJtQZOXIknnvuOSQnJ6N79+5ISEgQXcNQx3hIvqmysjKUlVUmPcnP18+vUqvVUKvV1k6jRsrwTPDZIEv4fJAtfD7IlvryfDz4TUKVdXo28wMA+CrdUVgiTiynVqsR/+IA9PxgOwBgQMsAKKT6teMKy8qhUqnwzc7KNd3fuqtdnf+Z1Ib68nyQa/D5aBiq8/tzauD+66+/4ujRozh06JDZsfT0dMjlcvj7+4vKw8LCkJ6eLtQxDtoNxw3HbNXJz89HSUkJPDw8zO49d+5cvP3222bl27dvh6enp/0fkBqV+Ph4VzeB6jA+H2QLnw+yxZHPh0YHuDlo+fNN1yRwlwCAuPdbKtFBq6u8SVMvHQ4dSADgjryCIuzckyCc83RbDdavXw8A+KAXkFEC5J89iL2nAcAdWh3wy58bYPyVNDDrJNavP+mYD9EA8O8H2cLno34rLi6uulIFpwXuV69exYsvvoj4+HgolUpn3aZGZs2ahZkzZwr7+fn5aNq0KYYMGYKgoCAXtozqIrVajfj4eAwfPhwyGdeVJTE+H2QLnw+yxdHPxz9J6Zj1x0nMf6AzRnQIq/oEG/ZcyML6hCMWj0X6e+Jajn4ee69of3z3aA9cyynB/KQEuMkV6NazI3DqGNqH++CVybEWr6HV6vDqQX3AIY3qDBw7DQAY2zkcY8Z0sXhOY8O/H2QLn4+GISvLfPUNa5wWuB85cgSZmZno0aOHUKbRaLBr1y588cUX2LRpE1QqFXJzc0W97hkZGQgPDwcAhIeH4+DBg6LrGrLOG9cxzUSfkZEBX19fi73tAKBQKKBQKMzKZTIZH3yyis8H2cLng2zh80G2OOr5mLHyBABg2orjSP1wLACgVK2Bm1QCmVv10hq9vNp6j3eHCF8hcJ82tDUCvD2QXaIBANwqVOGpn48BADzkbnZ9rjl/nxa2Xx/bgf9WTPDvB9nC56N+q87vzmnJ6YYNG4akpCQkJiYK//Xq1QuTJk0StmUyGbZu3Sqcc/bsWVy5cgWxsfq3s7GxsUhKSkJmZqZQJz4+Hr6+vujQoYNQx/gahjqGaxARERE1NnnFauQWq9DuzY0Y8b9dAIByjRarDl9FWm6JzXOLVeUoLLM+71LmXvn1sWmAfoqhh4Vkcn4e1QsmRncKR6S/5U4XIqLGzmk97j4+PujUqZOozMvLC0FBQUL51KlTMXPmTAQGBsLX1xcvvPACYmNj0a9fPwDAiBEj0KFDBzz66KOYN28e0tPT8cYbb2DatGlCj/mzzz6LL774Aq+88gqefPJJbNu2DStXrsQ///zjrI9GREREVKd1fWezsJ1yqwhl5Rp8t+sSPtl8Dh0ifLH+xTssnrf7/E1M+eEgtDpx+Tv3dsTsv/TrrLcM9hLKW4botyP8zKdFZhaUmZXZ4u/JXkMiImtqZR13a/73v//hrrvuwoQJEzBo0CCEh4fjjz/+EI67ublh3bp1cHNzQ2xsLCZPnozHHnsM77zzjlAnJiYG//zzD+Lj49G1a1d8+umn+P777zFy5EhXfCQiIiKiWme6DrqpwtJy/H7kGgDg1I183Cq0HFQ/utg8aAcAf8/K5dyeubMlnr2zJVY/FwuJRJ+kTiKR4Mgb4lV+JveLttkmw1rulu5BRERiTl8OztiOHTtE+0qlEl9++SW+/PJLq+dER0cL2UitGTx4MI4dO+aIJhIRERHVO3kltpcUKigth4e88mtfr/e2CPPgDVJuFVk9v1+LQACAVAJ4K9zx2uh2ZnWCvBWY0CMKq4/qXxDEtbedIO+JATHYcjoDey/okzMFeTFwJyKyxqU97kRERER0+6oK3AvLyuElF89Dv5pdjLELd+PbXRcBAIdTs62eH+qjxP5Zw3DszRE27zO0Xaiw7a2oun/o2JVcYbt5kJf1ikREjRwDdyIiIqJ6Lr+KwP2rHRdw+HKOqOyOeduRnJaPD9afQVZhGV7+/YTFc2fEtQYAhPsp4VfFPPT+LYMQ6qNA61BvKGVVf82cObyNsN0kgInpiIisqdWh8kRERETkeIVl5QCAwW1DMHVgDB5dLF5Od31Sus3ze763xWL59v8ORkyw/T3hAV5ybPvvYMjdpML8d1ueHBCDgynZkLlL0TbMx+77EBE1NgzciYiIiOo5Q+DupXDHHa1DIJXAYpI5AOgbE4gDKdaHxRvzr+aSboB9Q+QNpFIJvn2sV7XvQUTU2HCoPBEREVE9V1QRuHtXJKDrGOlnte5HE7rYfV3fGgTuRETkeAzciYiIiOq5wjINAH2POwB8NakH4tqHItJkffWXR7ZF82AvdI2yHtive2GgsO0mrXq4OxEROR8DdyIiIqJ6rrBMn5zOW6HPHN800BPfT+mNu7pGiupN6BEFAPh+Sm/8MrWv2XUuvD8anZr4YfVzsdj6nzud3GoiIrIX57gTERER1XNFFT3u3krxV7te0QH4tmL72TtbIryiBz7ER4EQH4Wo7pt3dYC7m75Pp2d0oHMbTERE1cIedyIiIqJ6zrCOu49SPCe9fYSvsN0rOsDsvK8n9QAA3N01Eo/2i3ZiC4mI6Hawx52IiIionrtVWAYACPEW96IHG+17Wcj2PrpzBFI/HOvcxhER0W1jjzsRERFRPXezQB+4B5sMf/eQu6FjpC+CvRXo1tTfBS0jIiJHYI87ERERNTiZBaUI8VZAImn4WdF1Ol1lj7tJ4A4Afz4/ABqtDh5yt9puGhEROQh73ImIiKhBWXs8DX3e34qPNp51dVNqRV6JGmqNDgAQ7C03Oy53lzJoJyKq5xi4ExERUYOy5th1AMCinRcdcr2cIpVDruMsey9kCdsKdwboREQNEQN3IiIialByix0XaP926Aq6vxuPCV/vc9g1He1Mer6rm0BERE7GwJ2IiIgalKNXcoVtrVZ3W9d6dXUSAODI5Zzbuo4zuUn18/hHdAhzcUuIiMhZGLgTEVG9kZ5Xisz8Ulc3g+qw/FK1aL+grNxh177dlwDOsO1MBhZsOQ8AaB7s5eLWEBGRszBwJyIilztyOQfxpzIwduFu7Ltwy2KdW4Vl6Dd3K/p8sBVqjbaWW0j1RalKI9rPL1FbqVl9hSrHvQRwlCeXHha2veRcLIiIqKFi4E5ERC515HI2Jny9D0//dBjJafl45PsDFust2ZsibF/OKqqt5lE9U1YufqmTW1z9wD0jvxSrj1yDqlyLga2ChfKC0roVuKtMPqsnM8cTETVYfDVLREQudSW72K562UaZvbMKVWgV6qwWUX1Wqhb3uOfUIFHdQ98kIDWrGP9ZdVxUnpFfij3nb2Jsl0h4K1z/FSqzQDxtpBEsWU9E1Gixx52IiFyqqEwcaClllv+vSWM0v7jQgfOWqWEx7XE/mZZX7WukZll+mTT5+wN4dXUSpi49VKO2OVqx0bSAIW1D8GDvpi5sDRERORMDdyIicqnMgjLRfqlaizwL85KNe9wZuJM1pj3uV+0c0QEAOp0Oc9YmWz1uCJQPpGSb9Xa7gqE9Tfw9sOSJPvBVylzcIiIichYG7kRE5FJbT2eYlc1df9qs7FZhZeBe1+YaU91h2uN+I8/+APuX/ZexdF+qXXV/2ne5Os1yiuKKF1ic205E1PAxcCciIpfJKVIhI7/MrPzXQ1dF+zqdDhcyC4V99riTNaY97ul2BO6bk9Mx4MNtePMv673tpr7YfqHabXM0Q4+7Zx2Yb09ERM7FwJ2IiFwi6Voeer4Xj1uF+sB9Qo8oq3XLyrWiYL2IgTuZUGu02H3+pjClwt9TP2w8Pb/qwP2Zn4/gem6JxWPRQZ51IhGdJcUVLyk8ZexxJyJq6Bi4ExGRS+w6fxNG+ebw6ui2ouM6nf5gVmEZ2r25UXTseo7lIIsaHp1Oh/mbz+KPo9ds1psffw6PLj6Il38/AQCIDvICoF8OzrQX3lhVL4Hm3tcZx98aUWU7y8o1wjNbG45fzcW/VxwDAHgpGLgTETV0DNyJiMglSlTiYMpb4Y7/DG8j7MfMWo+swjL8lZhmdu4fx67jbHqB09tIt2/+5rN4cFGCxYSD9nj6pyNYuO0CZq48jh/2pFgNtL/ecVG0H+KtgEdFT7St4fKbktOtHvNVuqN70wC4Sc3XWXOXSkQvl/q8vxXTKwLpqqTllmDO2mSkZhXZVd+SB75JELY95HVzRAARETkOA3ciInKJmybZ5D1kbnhyYIyobO3xNLOs8wYfWEhgZ6pco8Wm5HTkFFV/LW9yjIXbLuBgajYW7bxYdWUTGq0OW4ySF76z7hQWbDln17kecjeE+ykB2B4un3rLPHie0CMKSXNGIHH2CHhYSfxWrtUhp1j/MiL+VAbyStT458QNvLfuFM6k5+OR7/bjyOVsi+e+9kcSlu5LxWNLjtj1WSxRGSXhC/RkNnkiooaOgTsREbnEzUJxQC6RSOClcEewt0Ioe/vvUygrr+yZbx7kKWxbC+iNfb8nBf/6+QimrzjqgBbT7bhlx+/LVLaFFy6rj16361xfpTsKSvWB9b9+th4gX7Uw7eK5wS3ho5RBatTTvv7fd2D+g12RMncMmgXqn8MzN/Kh0+kgMeqQ/35PCkYt2I19F7Mw4esEi8vR7b+YBaB6Ge9taR3m45DrEBFR3cXAnYiIXMIwdDrYW4HPJnYTym+ZBPRZRsvANQ2sDNxvFpTi2Z+P4K9E64HcD3tSAAB7L2Q5osl0G4pU1U8oWGzhnA4Rvnad6+shQ1z7MAD6Z83aPPc/j5k/P5Z62TtE+uK+HlGQSCRoHeoNAHjk+wMY/9U+vLo6yWo7ZvyWaFamccBceHejlwotQ7xv+3pERFS3MXAnIqJa9dWOC7jvq704cjkHALBwYjfc262J1fopRkOZu0T5Cdu3ClXYmJyOF39NtHqu8XrvnBPvWmpN9YPVYpV5sL3nwi2cvpFvVu5hklndS+6Gl0dWJjzMrFh2cH3SDcz49ZhZjgVjVWVpD/SSC9uJV3Nt1j1yOUe0lCGgnwJgkFbFNPe8YjUOpWbj3yuOIelaHgD9v4lyo2sEe8utnU5ERA0EA3ciIqo1Op0O8zaexdEruUKZr4d4fu64bpGi/aTr+mBldKdwTOnf3OJ1LSUs0+l0KDHqZR25YBcSLrLnvTYZB6g16WS2FLgDwMebzmLjyXQcvZJTcW2daEoFAPRtEYQgo2kX//39OADg+WVHsSYxDT8mpAIA2lvowbc2r91AYpKrzjiQt+TxJQdF+8bJ7jZes/5VLK9Eja7vbMYDixKw9nga7v5iD06l5WPIJzuq1V4iIqr/GLgTEVGtSU4z7yn1UYozYs+9rwtGdwo3q3d310iE+ijx45N9zI6NXbgbfx67hrf+OikMic6yMD/a3sRm5BjGCdRqIre48ndo/ExsO5OJZ385gvu+2gdAnyhOa/JiwDSYPpgiThSXUZGwztISbgp321+PikxeKJTZWG4OAK4ZzaO/WVAmeqGRlGOesd7AtM0AMGbhbtF+uK8STfw9bN6fiIjqPwbuRERUa+JPZZiV+SrFPe4ecjd8+UgPs+G/bSoScPWNCTS7RmpWMV767Th+TLiMQ6n6YKfXe1vM6jkqGRjZx3heuUpT/SDeME1ibOcI3GsyEsOgXKMVLTU3a3Q7TB/SyuK87+S0PGHbMEfcMCqjezN/4ZjEtEvdhNTkuCGQv6+79SkfBiev54n2tToJdp2/JeyXa7TCywR7VkPY9NKgKttLRET1HwN3IiKqNSE+CrMyb6X5GtRSqQQKd/Hw31YVCcGUVcw/zitRo9xKkGjp/uQ8V4wyqu86dxO/7L+M8V/txR9Hr9l1/sWb+sC9RYgXRnQwH4UB6IPm+fGVIyn+dWdL/NdobvsTA5oL2x9uOCNse1asfV5Upg+6ezYLsKtNACB3s/z1aXTnCGH74P8Ns1gnLU/f+97D6EXB1J+O4usdF/HvFcfQ6vUNeO4X/SoIpisvmHpvXCf4eXApOCKixsD82xIREZGTmM5FjwrwgMxKENQzOgDXc/VBzrvjOlXrHmesJKKL5JDiWmW6QsAba04CAI5dycV9PaKqPP/STX1StxYhXpBKJXh9THu8v/60qM6ZG/lYdfiq1WsYr0qw26hnu0StwfmMAqGNU/o3R4S/h8URHaZmxLXGagsvHzpG+mL/rGHwUbrDS+GOYe1CsfVMJgDg863nUazW4Osd+vXsW4V6i3I9fLSx8qXCxuR0bDuTgY83nbXahgUPdcM4O3r4iYioYWCPOxER1ZpcoyHNgO1lrGbf3QHDO4Th0we64tF+0aJj/p7WexkLyzRQG/W4v31PR2Hb2pJg5BzGWf1NaUwnpVtg6HEO99W/cDHNhwAAD32732bG+sFtQyyWl6g0eH7ZUWE/yFuOqQNj0KmJn8X6xpoGeuLSB2Pw7aM9ReVB3nKE+ynhpdC38/spvYRjn8afE4J2ACgr1yLh1Tut3uPJpYdttoFBOxFR48LAnYiIas2VrGLRfpCNbNzB3gp891gvTOhp3jM7c3gbq+cVlZWLlvoK9JJj0eQeAIC03BJrp5ETFFjI9m/Q4934Ks83/B69FPrpEaYrEJh6z8LIjJEdLQ+xL1ZpcN5omTbT5eSqIpVKhHXiAcDPQ2Y2vcPW3PPHYqOrnPZh0CXKD23CKl9yff5w92q1lYiI6j8G7kREVGuumQTONV3GytocY0AfuOeXVvbsh/go0KKiZ984uzc5X0Gp2uqxvBI13lt3yub5huXgPCueE0s97sbGW+iFthaQl6o16NO8clh8TRK8SaUSnHx7JN66uwN+eLy3xTrPD25psbxndCCUVWSvN/jz+QF46o4WAPRLyd3d1XKiPiIiarg4x52IiGrNDZPA3bOGgXuZjWXGCsvKRVnG+8YEIrNAP+Q6r0QNnU7HLNy15HyGvkf7jtbBovnlBt/vSUFUgAceHxBj8XxDj7tHRSI505Xb3KQS0ZB7S8+TVGr5d51VVIaDFSsQfPJA1yo+iXXeCnc8YaX9ANA7JhAwGiJvzN3GCyiDJY/3hptUggd6RsHfQ2Zx3XkiImr42ONORES14mx6gRBA94kJhEQCPNqveY2uNax9KLzkbrjfwjD63GI18kv0Q7THdYuERCIRLTl38Wah2TmNxdXsYqw8dPW211evyrmMAry77hT+PHYdgH4992fvtNzzPOdvy73uZeUaYQk574rAvZtRJnYAOPR6nGjf2guZefd3MSvbf6lyjXRbUzZul6V14quz7rqvh/6zSyQSjOgYjqaBng5rGxER1R/scSciIqdbfeQa/rPqOABAKZNi+VN9UaTS1Hgpq6gATxx5czgU7lLc1SUCi/ekYHSnCPzfn0k4cT0XMcFeACBcXymrfE+95XQmIvw8hARijcncDaexPikdSdfzqpWpv7r+veKYKLN/bMsgzIhrg+EdQtE8yAs939siql9QqoaPUvwsGLLBu0slQvDqa1LH3hEbxssASiWAaV68Xs3tXwquuvq3DDYrG9TGvMzgz+f7Y/xX+4R9089MRESNE3vciYioRpLT8rBo50VRIjhrDEE7ADQN8IS7m/S2159WytwgkUgwuG0ofp7aF2M7R0AqAa5ml+CL7RcAVCYzk0gkGNAqCIB+Le9nfraesft6bgn+F38OmQWlt9W+umh9UjoA4K/E6069j+lyfM9VzPPuGR2IIG+F6EUKAOH3ZSzpeh4AIMxXabEnvV24jyi5W7C3wqyOgY/RSxrjIF447sTgWClzw4k5I0Rl/x7WWtie3EqDJ/tHY8XT/bDq2Vh0bxaAIUaZ8A0voYiIqHFrfN0NRETkEGMX7gGgD5gsDVm35nYDdqvX9ZShTZiPKGg0vpe/Z+Vw6L0XsrDz3E3c2cZ8qbDvdl3C0n2pWJN4HTtfHuKUtrrCHqM55iqN84bKrzuRZlZmmm397+kDMfx/u4T9WwUq01OQka9/cdIhUjyn+6cn+2DH2Zt4bXQ7UbmVqewAxNnog7wUyMivXF/+gWo8uzXlq5Th8f7NodZo8d64TqIXEb1DdBgzui1ksso2hvsphW175sETEVHDx/83ICKi27LvonnSMWMrDl4R7VeVGfx2RAeJ5/9G+FXOJd54Ml10bMoPBy1eY1Oyvt7lrGKUOzHArW2TFx8Qtm0l97NHYVk5tFodFu28iOav/YMXVhwDoJ/PPX35sSrPbx3mg9QPxwr7lnrBDWvAB3qK558PahOC2Xd3gNwkI3tvowzxpvyNAvfH+zc3u15tmHNPR7w/vrNdiRFnxLVBmzBvvHV3h1poGRER1QcM3InIbtdzS7D2eFqDCmaoZoyfgT+OWh92rdHqMOuPJFGZp9x5gbsh2DNobbT2tcZ0YrMVrcN8hG1D1vGGxkK+NLtl5peiz/tb8PjSQ/hwwxkAwN/H01BUVi7qyTaIbRFk9VovDG0FQL+EnynD79K7ihc9y5/qi3u6Rlpcw93AeLRFP5P2VLU2vCuE+Sqx+aU7bWarJyKixoWBOxHZ7bXVJ/DvFccszkelxiW3RLw+t6XM2YDldbxNe0odqUQtnm9v3AM/c3gb0THTedYGxp8lv8T6OuSOptZosf1sps21zx2ppi/g1iReR7FKg13nborK56xNxoVM84z9LUKsz9E2vMTZcS5TVJ5brMLainn43lUkEezfKhgLH+6OABuZ4eXuUqx+Lha/PxuLZkGe6BLlJxzzdeIIECIiIkdh4E5URyRczMKLvx7DrULzHqu6wrAO89/H0+zuvaSG6dLNItG+taHXhRZ6UuVOnLM7a3R7q/d66g5x72W4rxKWFBsl2zuVlu/A1tn2+bYLeGLJITy/7KhTrt861Fu0fy6jZsviSa0M9V515BoOWRihEOpj+ecMAMHe+mDbzeSakxcfQFqefo67o6ZW9IwORK+K4fSP9osWyutijzsREZEpBu5EdcTD3+3HX4lp6PXeFovDRl3t54RUYfvizSK0en09vt110XUNIpe6WSB+wWStZ7rYQsZ5ze2M065Cn5hADO8QJuwbzyf2lLtj9ytDsPSJ3gDMh9UbGP/7q2lwWxM/Vfwb233eds6A6jp5PQ9z1iabvWwbs3C3Wd1bhWXILTZPFGesqMz6KgLHr+WalQ1ua30Oeacm+p7vQpNrnrxe+cLEGTkRgrwre+eDvaxnoyciIqorGLgT1UFvrU12dRPMvPmXuE06HfDB+jM4k157PZJUd2SbBHf5FcO7tUbBoapci7yKgD4qoDJJXB8bScQcIczXeiDWNNBTmMOeVaSyOHLEeLh9Wl6J4xtohUbjnBcad32+B0v3peLSrSKb9U5cy0Wv97ZgzGe7UVZuPTi/WWh9mbxMoznuce3DsGhyT3Rt6m+1vmEYfGGZ9ekBQU4IrAONrmlYI56IiKgu4/9bEdVBvx+5hk8e6OrqZgi0NobF/308De3CfaHT6ezKlkwNQ06RaeBejjfXnMTP+y9jbOcIPNK3GZ5YcgjNg/VzzFuGeOOrST1wMCW7WkvH1cQjfaKx5lgaxnQOt3jcuAd39ZFraBnqDYkE6NEsAIC4R9meNeodpdwF00+0Wh2kFeuobajIup+WV4r7v07AqmdjReukG1iax25w6ob+Rd6ro9rh2TtbVPk3wc9TP0y9VK1FbrEK/p5ylJrkKbijTbD9H8hOXaP88Hj/5ogK8ODfLSIiqhcYuBO5yPz4c7ieU4JPHuhS5784rjpy1eqxQ6k5OHYlB5O/P4CH+zTDG3dx+aLGINskcM8rUePn/ZcBAP8k3cCm5HSUa3XCUPMQHwW6RPmjS5S/09vWIdIXx98aATcrC3t7G2W1P5CSjVdWnwAAHHo9DiE+ChSrKofKO3O9c1Nyd6nQ2++oF2EXb5oH2Xe2CcHOisRyt4rKsHRvKuTuUqTlVo4uSLqeh9VHr2FS32jRuXnFauy/VHWmfYW71K72+yplaBPmjXMZhdh/KQtl5Vq8+GuiybXMXx7cLolEgjn3dHT4dYmIiJyFQ+WJXECr1WHh1vNYffQakmsx+VVNfb7Nehb5Q6nZ+GzreRSpNPh+T0ottopcKcdkqHxmvnj4tGnv8dXsYqe3yZi1oB0ApFIJPryvMwBg9dFrQvmYhbuh1epEQ+XL1LUXuEf6V04nmPrjYdELhOr4ef9ljP9qL7KLVHhgUYLZ8SWP94aiIrP/ykNX8dWOi1iw5TyumPyOTHMA/HH0GkYs2Gnxep2a+IrKxnaJsLu9HSL0556+UWAWtE8b0tLu6xARETVkDNyJXKDI6Au5tbmk13JqN9CxxTQbtTGdzjzDODVsao0WfyWmicqqSuLWNtzH5vHa1jM6wKzsZkEZSss1ojXOq9vjXqrWYO6G0zhyufrrv5cY/V3YdiYTS/amVvsaAPDmmpM4diUXn24+azYyAtC/uIgJ1i/R9snmc0K56b9j44z8qnItZq48LlqnvUczf+x9bSiGtAvF8qf7CeX+njKEWcnYb4mbVH+fz7aeNzv2UK9mdl+HiIioIWPgTuQC+UY9WU//dASPfLffrM7Aj7bXZpNsMmQG/2xiN9xV0ZNmnGzMuKdOZWVZMGoYjlzORuvXNwj7QRVrZy+uYrTFf0e2dWq7qssQuJoyXb6uTF29Oe4/J1zGNzsvYcLX5j3dVUnNEr+s+3jTWUxdeki0rnx1XM6y/vIvxMc84VueycoAn2w+K2yXmPwcmvh74I/nB6BJxSgBX2Xlkmoh3tVLJpeaZf3Fn6fC8cPkiYiI6iMG7kQuYDysOLtIhX0Xs1zYGtsuZBbgQIq+9zAm2AtfPNIDyW+PxPb/DrZY/6sd1ofVU/1nGpBGB3lWeU7XKD9RYFcXuLtJoZSZ/19g6i1xsGtPj7tx8sbrRvPELQXcSdfycP/X+3DYZL3zfRcsLwG39Uwm1h5Ps3isKnusXBMA/OxYu7xYpUHi1VwAMEsY98oox72I6RTpa/WYl5ypeIiIiAAG7kQuYTqXtK7KK1Ejbv4uYb9jpH7NZS+FO2Rulv98bEhKr5W2Ue2zFIhGB4l7rj+1sBqC1MZ8c1fyVpgHryev5wGAENSrNTqrqyqoNVqM+3IvRizYhZWHrqL5a/9g6b5U4XimyVr3AHD3F3tw+HIO7jeZe/6xUe+2qRd/Taxxr7tB3xjxEnytbEx/MaxzDwAPf6sfDWQauNvKIVDd7Pj/sTIao3fzAHjI2eNOREQEMHAnqnXJaXlmCZisMR26WttME4qZfll/ZlALs3MKSl3bZnK83GIVsgrLkFts/rs1DgA7RPhiQs8oJM0ZgZYhlQG9Wx1dNcHbwjBsQ7LIcKM52tZ63U+l5SPxai4uZBYKmemN5Zv8+/0pIdXidbKLVDh2JddmW9//57TN4wblVtr6xIDmAIDBbUMAAHd1ibR6jTtahwjbJWoNdDqd2RJwtnrCLQ3Dt8VXKRMt0ff84Jb4a9oALHmiT7WuQ0RE1JAxcCeqZfd8sdfqsRbBXnhtdDth/4UVx2qjSVb9nHBZ2B7fvYnZcdNeOEC/BjQ1HOUaLcYu3IM+H2zFDaPf7Z1tQrDtP3ci1ChIu1Wo72H2Ucqw9T+DhfK62mtqaeTL7vP6ZdKMk6tZyyx/LqPA5vUNa5obzP4r2WI9Qy+/Ld/vSamy133xnhS0Mso/YBDXPgwjO4ZjzbQB+PKRHgCAYG+5xWt4yt3gJpVgiVGv+5/HrmP68sq/RQ/2isKgNiFm5y59ojf6xgRi3oQuVX4eUz6KysBdrdGia1N/eCs4TJ6IiMiAgTuRkxWrykVf8DU2hpGufWEgnr2zcvmjXRVrLbtCiUqD3w5Xrt/+1t3m67N3tbAmdx0dFU01lFeixvXcEmi0OmxK1k+DCPVR4Mcn+6BFiDd8jOaumw4Nn3N3B4T5KvDW3XVzvWzjdcYf6BkFoPIzBBslWNt0ynz6x7oTaXj5d/NedmOGkTVanX7ue+/m5pnsAeCxHw5aLO/RzF+0b0ict/1sJlYfuWZW/911pyxe5627O0AikaBbU394VQTD1nIOrH6uPwBgYKtgoezHfami5HTz7u9qcaj84Lah+O1fsWhuJfGfvXadsz43n4iIqLHi62wiJ3v2l6PYde4mfnumH/q2CBIdm/9gV3yw/gxuFZZh0eQeFnuYdDqdKMCoDWuPp2HGr+Lefn9P8x66cd2bQK3RokuUP5LT8vDy7ydQzemtVMcZr+VtWK7L1yixma9H5TM7/0Hx/PbHB8RgSv/mtf782qtpgIeQyT3QpAda5lbZ5ld+P4EHezWFVqvD5exiNA/yxGurk+y6x32L9uNyphvy9++2q/6YzuHo0zwQXZv6o0uUP5795QjiT2UAAPZeuIWRHcPxxJJDAIDuzfzRIsT6XHUDXwuJ6KRSCYK95bhVqELfmEAcSMlGj2b+aF+xprpxDovWYT44fk0/KsCeZIQ1YTxSZ0Zca6fcg4iIqD5jjzuRE51Jzxd6zZcduGJ2fGi7UMS/NAjLn+qLER3CLV7DdBmm2vCqSQD+rzvN57ID+jnvE/s0Q4dIX4zqVNn+mqxhTXWTceBu0NwoIV3nJn4I9VGgib8HxnSOMKtbV4N2AJg5Qp8UrU/zQLMs68EWljSb83cyhnyyA8sPXoHWyrD11iZJ35Ku5yNfbf/PoEuUPx4fEIPuzQLgJpXgzbGVI12e/eUoyoyWW7xotO66rWH0PlaGnG/772Dse20oFk3uiddGt8PXk3uKjhsyx2cVVo6k8JA5Z9rDlNhoYbubyUgDIiIiYo87kVUFpWpcyCxEp4iqe7SsmfDVPmHbuGfSwNCL3d9oWCoARPophR6o7CIVPGt5SSRfD3fRCwNrLxWMGQ+ZTsstRc9oG5Wp3rhVaJ4Z3XjOuo9Shl2vDAEAKJ0U1DnL3V0iEOmnRNtwH/x9/IboWLsI8yXKfqrI+TB3/RmzKS+hPgoMbB2M+Q92w5K9KXj7b8vD1o2dvJ4nSuT2QM8oIYmcQTOTHm7jhJXrk27g9T+TkFlQhnn3W59Xbi2rv69SJgyZN56iY2BIQJeeX/kMyN2d875/1pj2+LHi5+vvYXn+PRERUWPGHnciK+7+fA/Gf7UPxyrWMa6JIlVl8JteEYi7V3yJfqRvM6vnbX95sLBtKZO3s7UIFr+sMM74bIshY7WlpHVUP6XnmycbPG+SlE0pc6t3QTugHw3Qq3kgfJQysx73cd0iEWM0V1tl1NNdWFYu6vleNLknDr4eh/kPdgMAYR55Ve76fA8OGa3n/tGELlC42/45ZhWqhO3Eq7nCnPxXqphvXxOeFS9obuRVrk1/T1fr2ehvh1Lmhi0zB2HjjDvqbDJDIiIiV2LgTmRBqVojzH19fOmRap+/89xNDPxom6jsWk4JNiTdENY4fmFoK6vnK9zd0C7cB4C+x92Z5m44jcd+OAh1xTJSOp3OLNu2vdmdFRW9cTeYWb7B2HPBPFFYx0g/F7TEuYxfTo3tEgF3Nyn+qEjUBgDbzmRaPdd0+bOq/r34Gt3rYIo+cB/fvYnVnnHj+fbf774kbKfcqhwqb3gh2DLEC8ue6ovnB5v3oFeX4XMYvzyc0r/5bV/XmlahPmgXbj7SgYiIiBi4E1mUbhR4Fquq33s85YeDuJZTIirLLCjDc8uOCvtVfbkP9NIPF80pdm7g/s3OS9h17iZ2ntXPxU9Oy8f1XHHb7Z3XuilZn0Rrfvw5xzaSXOa0yZJmAPB/Y9pZqFm/BRglX/Sq6PEN8JJDKdP/3+Szv1h/gdfKJEGcp40e43HdItGpSeWLD8P67cbr3pva99owYXvt8TSLdQwvBH2UMgxoFYxpQ1phVMdwfDaxm9XrVsXTwt8o46R1REREVHs4x53Igs+3XRC224V5A8i97Wsaz00FKuePWhNQEbg7u8fdwDDk9my6fhh0/5ZBkLtLIZVI4O9peekoaviumoy+uK9HEwRZSNxW33VqUtnTO7FP5TQWfw850tXWR5B8PakH/Ez+fZhmcQ9V6vDxxF4I9PZApya+eHRx5fJvSRVruHexsLSigXGPfoS/ElezS6zWNYx68VK4Y9GjPa3Ws4eXyQuIx2KZuIKIiMhVGLgTWbD6aOUayUV29rhfyCzAB+vPoGe0eK1mN6kEGq3OLJmVtWGxBoGehh53x89xT71VhC+3X8BTd1Rmi0+5VQgAyCjQBykRfh741GR5r6p8NrGbsHY11X+qci3UGvFz+0T/GBe1xrkkEgmOzx6Ba7nFoqkA1rLHGwxuG2pW1s0kCG/nr0P/lkGQyfQBfVm5+d8U0+H2pp4aGIPv96QgM988WaAxhQNzDZjO1e/fMthKTSIiInI2Bu5EVTDtKbfm+WVHcS6j0GwubMJrQ9Hng63Vvq9hzu2mk+mYObxNtc+3ZfxXe5FTrMaqI5UvKArL9Mt+FVX8r70J6Yzd2SZE2FZrtBxWW88VqyqXgts0YxACPGUI9VW6sEXO5ecpg5+neP5+udY8cJdK9MvgDW0XZjGRmlQqQfsIX2GawfAmWtHx9hG+OJSaIyozTI2xxjBs3TgpniXeCgcG7iajggx/I4iIiKj28Vs1kQnTjOj5peVIK7ZS2YghmZ0pSz1pc+/rXOX1DMtfnzXJ4H07jl3JwZQfDlrsxb9VqMK8jWfw5faLAFCjzM4+Spkwdz85zXxuNNUvhtEmcncp2ob7NOig3ZoSCyNukt8ehb+mD8SLca2tnvdSXGt0a+qPP5/tB1+TmPw/w9ua1TeeY2+JrXnzxkIcOI3B0+QlQGzLIIddm4iIiKqHgTuRiYJS816lJWer/tKssLC+8b+HtYZEIh4S/8fz/fFwH+tLwRn0a+HYL8larQ7jv9qHneduWjwefyoDX+24KOzXJPB2k0rQPkKfDd90bjTVP8UVPaymc50bE9N53WG+Crteao3oGI410waI5s4bmM6J91G4V7k+ur2Bew+TqTq3wziBZtcoPzTx93DYtYmIiKh6GLgTmcgvreyNHtEhDABge5arnun6y0PbheKlih65lf+KFcqbBnja1Y7wit7NAAclhjtRkQTLXiM7htXoPoZe2ZsFtufiUt1n6HH3rCKRYkP23OCWWPhwd2yZOQiP9ovGmmkDHHLdB3pGCdsBVQyTB8ynrkT66f+d9W4egL+nDwSgX2LSkeusG7+MHN05wmHXJSIiouprvN/GiKzIr5jT3sTfA/+6syU2n8qAhWmuZm4VigPVpgEeQm97r+gADGkbAoW7G4K9q/6SDkDogVNVMafVXsXVmJ/qo3THQ72a1ug+PhW9dBtO3sCTAxtmIrPGQuhxd+C86frG31MuBMPvjuvksOsOaBUs5JiwJ3DvapLw7uMHuqKgtBz9WwXBVylD6odjHdY2A4lEAqVMilK1Fj2aOa4nn4iIiKqPgTsR9PNYDcNfDUPlfZTuwvrl6ipi5y2nMszKbhVWLuMmlUqw5Ik+1WqToQe/qmRU9qpOdvqh7ULhXsPEcobPfSg1B1qtrsrs+VR3scfdeYyHvgfaMapGaZItvkezgBrloaiunS8PwcWbhejdnIE7ERGRK3GoPDV6Qz7ZgfazN2LloasAKgN3X6VM+HKtqiJ2fu2PJLOyu29zyKphmGq5VofEq7lIy7W+drM9jKcAGLM0B/d2Qu28ksoXFoUqZqGuzwoqnhlvBQN3R4sJ9hK2A72qTijnYRK410bQDgBhvkr0bxlslquDiIiIapdTA/e5c+eid+/e8PHxQWhoKMaNG4ezZ8+K6pSWlmLatGkICgqCt7c3JkyYgIwMce/llStXMHbsWHh6eiI0NBQvv/wyysvFAcGOHTvQo0cPKBQKtGrVCkuXLnXmR6MGIrdYhZRbRQCAV1afAAAUllUEK0p3YV5pmUa8NJapQC/zHrNRncJvq23GPWzjvtyL/h9uEwKpmsi3sqxd5yb+ZmX3dmtS4/v8d0Rlxuw8J6xBT7Unu0j/Eqaqpcqo+lqEeAvbVa0VD5j3uBMREVHj4tTAfefOnZg2bRr279+P+Ph4qNVqjBgxAkVFRUKdl156CX///TdWrVqFnTt3Ii0tDffdd59wXKPRYOzYsVCpVNi3bx9+/PFHLF26FLNnzxbqpKSkYOzYsRgyZAgSExMxY8YMPPXUU9i0aZMzPx41AOn5paL9nCKVMKTcR+mOQC85Ar1k0EGClFvWs6R7VAwlHtXx9oJ18TXNv6h/se0C9l/KQrmm+sPnDT3uE3s3RcuQyt6+LJO5+X8+3x+D24agpvq2CEJwxZJUhnuqNVrM/usk4i1MKaC664c9KQAAfwclSKRKbkZTSIrsyD+hlHGAHBERUWPm1PGPGzduFO0vXboUoaGhOHLkCAYNGoS8vDwsXrwYy5cvx9ChQwEAS5YsQfv27bF//37069cPmzdvxqlTp7BlyxaEhYWhW7duePfdd/Hqq69izpw5kMvlWLRoEWJiYvDpp58CANq3b489e/bgf//7H0aOHGnWrrKyMpSVVQYr+fn6Za/UajXUavYQNia7z2WK9i9m5uPDDWcAANmFZSgvL0ewlxzZRWrczC+x+nzkFOmfp8djm+L+HhGI9PdwyrP0za5L+GbXJbhJJXh9dFs82q/qZeUMcit6T4O8ZNjwQn+0mR0PAJjUJwqbKwLqMB8FOkV4m41oqS5DkHHlViFaB3vglwNX8VPCZfyUcBnn3x1xW9euawy/54b4tyMtT/9i63BqdoP8fLXB1vPhpXBDUZkGsS0CqvXzjQny5O+jgWjIfz/o9vH5IFv4fDQM1fn9SXQ6O8boOciFCxfQunVrJCUloVOnTti2bRuGDRuGnJwc+Pv7C/Wio6MxY8YMvPTSS5g9ezbWrl2LxMRE4XhKSgpatGiBo0ePonv37hg0aBB69OiBBQsWCHWWLFmCGTNmIC/PfAmsOXPm4O233zYrX758OTw97VuqixqG785IcTKnsierc4AWSUb7n8WW48tTUpzLk2JyKw16h1j+5zLroBuKNRLM6lqOcAc+QknZEnxvYw35z2LtD7CXnJUiMVuKcdEaDInUobgcyFUBkZ7Aiwn6d3gxPjrM6KS57XbPTXRDekllj2KXQC1OZEur3WZyHZ0OmLFf/1w09dLhv11u/7kgsaxS4Hy+BL2DdbAnF+SxWxIkZkvwaCstqlj2nYiIiOqB4uJiPPLII8jLy4Ovr3neKWO1lnFIq9VixowZGDBgADp10i+pk56eDrlcLgraASAsLAzp6elCnbCwMLPjhmO26uTn56OkpAQeHh6iY7NmzcLMmTOF/fz8fDRt2hRDhgxBUFDQ7X9Yqjd+uHoAyKl8uWMctLcK8cKYMQOwKT8R5/IycbzYH2+NiRWdr9PpsPzQNRRrTgMA7hk1TBgm7ggt0gvw/dkEq8eHjxwFmR3f+NUaLV5M2AIA6N2tM8b0ihIdD2qfje92p+LNse0QHXT7bx5eTNgs2jcE7QBQFtEN47s7bq1pV1Or1YiPj8fw4cMhkzWcIeWlag2wfysA4LNH+6FzEz8Xt6h+cuTzMcZBbaK6o6H+/SDH4PNBtvD5aBiysrLsrltrgfu0adNw8uRJ7Nmzp7ZuaZVCoYBCYR5cyWQyPviNTFbF8HGpBGZrtS+Y2B0ymQy5Jfoe4qS0AhSXA34elc/I/ktZmPP3aWE/2NfTrkDaXs2CfGweV+uk8LTjmb2WV5lXwt3dzew5H9gmDAPbhJme5hSv/HESD/aJrpV71aaG9vcjp0Tfwy6VAN2jg5hV/DY1tOeDHIvPB9nC54Ns4fNRv1Xnd1crg+2mT5+OdevWYfv27YiKquzpCw8Ph0qlQm5urqh+RkYGwsPDhTqmWeYN+1XV8fX1NettJzKWVbHm+KzR7UXl3Zv5o1NFD6NxxuecIhXyitW4kFkAAMgsECd2c2TQDgC+HrbfrZWo7Bu+bJz8yvQFhTNUFeNpa6MRdFvyKlYh8PWQMWgnIiIicjGnBu46nQ7Tp0/Hn3/+iW3btiEmJkZ0vGfPnpDJZNi6datQdvbsWVy5cgWxsfohybGxsUhKSkJmZmUSsfj4ePj6+qJDhw5CHeNrGOoYrkFkSV6JGiVqfeDbzGR4eKBn5fJXPsrKN2G3CsvQ9Z3NiJu/C6/8fhyz/zrp1DZWFTDZWqLOWK7Rsmztwm334jvC2mkDMaRtCOY/2NXi8SKu717nGRIW5nJJPyIiIiKXc2rgPm3aNPzyyy9Yvnw5fHx8kJ6ejvT0dJSUlAAA/Pz8MHXqVMycORPbt2/HkSNH8MQTTyA2Nhb9+vUDAIwYMQIdOnTAo48+iuPHj2PTpk144403MG3aNGG4+7PPPotLly7hlVdewZkzZ/DVV19h5cqVeOmll5z58aieu5qtX94t2FuBYG/xOtVeisqe7ldHtRG2719UOd985eFrLgtqmvjrR5KY9vhbc+J6rrDdvVmAM5ok0jnKD0ue6INx3ZpY7H0vtGP5K3Kt/BIG7ERERER1hVMD96+//hp5eXkYPHgwIiIihP9+++03oc7//vc/3HXXXZgwYQIGDRqE8PBw/PHHH8JxNzc3rFu3Dm5uboiNjcXkyZPx2GOP4Z133hHqxMTE4J9//kF8fDy6du2KTz/9FN9//73FpeCIDG5VrF8e6qOAp9z6kPToQE9EeVU9tNtHUWspIxDio39p9VdiWpV15208g3kbzwIARndy3Drz9pBKJfCQmWfFLyxl4F6XlZVrcPhyDgDgsdiGl4+AiIiIqL5xaqRhz0pzSqUSX375Jb788kurdaKjo7F+/Xqb1xk8eDCOHTtW7TZS43UuQz9PPcBLBi+TwL1PTKBoP8ZHh2tFtoetf/NoT8c2sMJvz/TDu/+cwrhuTbD9bCbevqcT3l13CgBQrtFWef5XOy4K2/6echs1nUNjNJ89yEuOrCIVbhWq0Lp2cuFRDXzwz2kcqQjc/T2Y8IaIiIjI1Wqvi5Cojvlg/RkA+sBSKRcPPukQKV5HsYmn7ZdQd7YJQf9WwY5tYIW+LYKw7oU7AABP3dECgL7nfOe5m8gpVtk81zQJXKm69tfiNg7cDVn8F249j9iWXHqxrvox4bKw7VmLI0mIiIiIyLJaySpPVNcYB7QZ+WXw9xD3RJsOe1eaj/YWmXd/F4e1zR4BXvr2XsspsVmvwGQuuae8ig/iBJYy7ReUcf50feHFwJ2IiIjI5Ri4U6NUWl7Z8+ylcIPcXYpnBrUQyowzyQOA0kbs0jXKD2G+Soe30ZaAiiHvZ9ILcDmryGo90wRjD/dp5tR2WRIT7CVsvxSnT/T3/+2dd3gUVRfG39303iu99xp6R6oggiIqYgERBbEgWLGB9VOxoagogmBBRAGlCIQivUPovYUEkkBCek/m++Pu7NyZna3Z3WyS83senpm5c2fmLpmdnXPPOe9pFhVorLvF3Motwn9n09D+nY1Yd/xGhc9HqOPv5fzJHoIgCIIgCEIOGe5EjSSHE0e7t0NtAEDvJlKoe4C30uMueegf6FRHv/78gCb4aUIXRw3TKDFB0kTBvksZRvtlKQx3T3fnf+VnDmsBAHi4W129qN6O8zcxfO4O/Gujwb3vUjo6vbcJ4xcdQGZ+Cd5Y5diyfNWd4tJy/HHwGp5begR/JyTL9lkgo0AQBEEQBEE4GIqBJGokO87f0q+P71EfgDykWxlSzofKN4iQPMgtYgL1YevOpE6or/lOAC7fknvj64RYdpw96dUkHPtnDkC4vxf+PZECgJWxS8spwpRfD+PK/4Zbfc4Hf9gr287IM53rTxgnI68Y/ef8p5/k+eeovFIBidMRBEEQBEFUPuRxJ2okvEibVsvU4jvWDUGr2EAMaxMNjaL4OG+4N43y16/7VELOuMhdbWMAALsu3jLa59mlUqWFhLcGVdp4IwO9odVqEKRiBJaVm68+oURZsELtvIRlrD563SAyQ2Ry30bo3zzSySMiCIIgCIIglJDhTtRIRENlTFxtfZunuxZrnu2Fb8YZlnXz5WJTOtWXSsXlFVVePfIzKayc3d8J12Vl4ZIzC5CrMq7KKAWnRAyV51Hm4duCPwmo2Yy7m/Eyh9MGNoGb1nQZRIIgCIIgCMLxkOFO1EhEw10Z5q70tIt4uQHLJnXBqqk9EejtgfphLOS8U/0Qxw7UBK8Oba5f/3LzeQDA9nM30eujLZj404HKGpZJ6ocbhuqbK2lnCcmZBZU6iVKV+fvIdaP7vCpBE4EgCIIgCIIwhN7KiBpJps5YtCbEumPdYLSvEwwAWD+tDw68PhCRAc5Vk+cZ2DJKv348OQsA8PGGMxAEYN/lDJRwXvgljztfQE8NL3fDUP34U6lWnaOoVL0W/cGrt20aU01n/xXj4obGJrIIgiAIgiAI50KGO1EjychjHvdgX9tyo7093FTDvp3NrBEtAQD/nb0JALidJ4Wdd3pvk369Y73KiwxQ8usTXRHNlc/bdTHdquNTs4pU2/84cE2/nlVQAkGZCE+o0iwqAAAwQJHLPrxNTGUMhyAIgiAIglCBDHeiRnItIx8AEBvsU8kjqRi38yVDfd8luQHMC465Ug54z8bh2DtzAB7rXg8AEOFv3QTI+bQc1XbRc7zlTCrazd6IiYsPVmygNYSrGazywBt3tcSV/w1H/At98PyAJvj4vraVPDKCIAiCIAhChAx3okZyM5d5bfl66FWRaG78D3y/V6aWr+8T6JqfsW3tYABAWk6hVceJkxW1gn0QE+SNl4c2AwDczGF/0+3nmMr+ljNpWH7wmvpJCABAebmAwhKWUhHgzSZ3mkQF4IVBTeHnQpM9BEEQBEEQNR0y3Ikaiai6HuBdtcuIje5YW7adrlLP3FU9p5GBzNOelq0e+m4MMZIgrl4I9rw2QP9/4KbVQBAEmUjdvK0X7DTa6klRqaSD4O1ReaUNCYIgCIIgCNOQ4U7UOIpLy1GsM1j8Pau2V9HTXYs3hrcwuv+HRzuhT9MIJ47IcqJ0kQBnU3OsykdPTM/THc8Mf19dbfqycgFFpeXILpRSBK6k5xsVsyMgi9DwJgV5giAIgiAIl4Xe1AiLURpX3/53ET3/twVJt/OdOo7y8oqJjuVwhp2fV9X3Mt7dLtboPlF4zBWJ4hT5xXJ2lpCo0ydoFOEPAPDlJl9OXs/ChpNylfpnfjsiu3e3nbuJd1afkt0HNZVC3aSGu1YDdzf6OSAIgiAIgnBV6E2NsIiT17PQ5YPN+HXfVX3bR+vPIDmzAO+tOe20cXyx6RwazlyHFm+uR3qudSHWAFBSVo55Wy8CACICvKqFsRIZ6G3UePf2cN3PF+gjGdxfbDJtuJeXC3jkx32Y+uthvT6BGGrvptXo642P/naPwbHxp1JxLClLv/3Ywv1YuOsyluy5atC3piHmt1OYPEEQBEEQhGtTteOECafx7ppTuJlThNdXnsCxa1lYxol+XbiZ65Qx5BeX6g28gpIyxOnKnS2a0Bn9m0WaOhQAsPVMGib8dEC/3TIm0DEDrQRqhair43u5sEFmTY3wtJwi7Dh/S9YWzqnR+3m5o6hUnt/v6aZFsa6W/Zj5e3D6naEo5zzvF9Occ9+6Mtk6vYBAb/opIAiCIAiCcGVc1x1HuAzl5QK0nJG1TKHUXVDsnBziI4mZqu0TFh3AuuM3ZG2nrmfj3+M3kF1YglHzduGJxQdkRjsA3N+pjqOG6jK4sscdkOrQh/l5ytoFQcCfh5Jw9FomAOg1CXgiAiTDXcxz56nNTWYUl5bjWFImMrnyeSuOJKuetyaRqTPcg3w9zfQkCIIgCIIgKhNysxAmScsuxLC5O3Ar11CtXMTDzXLPaUUQy32p8cveqxjWJgYAM/qGzd1h9nzD28bYbWyVTdMof9V2TxdPBehUPxQAU8M/kZyF1rWCAABjvtuDg1dvAwBOzB6CQ4kZsuMCvNxl9d/D/L2QdLtA1qd2qC8u3crTb9/zzW4seLSTrM+/J25gZPta9vtAVQxxYkQU+iMIgiAIgiBcE9d+qycqnV/2XjVptANwWp747Xzj4yjlBOsyVEqiKbmjufnQ+qrE3e1qoWGEn0G7NeHolYE7N+mz5pgUNSEa7QCQmJ6PF5YdlR0XHeQtu+/6KpTzG4T7IdTXsNTfE0sOyraf/z2hwmKHVYnycgHrjt/Qf0c2nkoBAP2kF0EQBEEQBOGakOFeTcjIK3aIAaLVmjf8nGX48GHOSny4XO5cro63MSwx7qsSbloNtszohyv/G47Fj3cBALw+zHiZOFehsU4ZvhZuIu82MyKV95Pa3+q8Ij89rl6Ift3bQ4sN0/roy82Z43oW89RfzyzAe2tO4VqGc6skOJOGM9fh6V8P46XlbCLkWgb77B3qBFfiqAiCIAiCIAhzUKh8NeBI4m3c881uAMB9cbXRPDoA/ZpFonGkevi0NfhYIG6WbyLHPS27EOH+XhZNAJjDlEHO59lbYrh/NLpthcfjqvRtGoHT7wyFj0ret6vh7qbF2u7n0OrILOAcUFacitR8ueH+8I/7DI6bO7aDbDvIR/Kuj2xXC57uWkzq0xALdl5GmZmJpZxCdr9MXHwQp29k48i1TPw1pYeNn8g12X85A6VlUj7/5jNpqP/qWv22P4nTEQRBEARBuDT0tlYN+H77Jf36n4eSAADvrT2NK/8bXuFzWyLelV9saCj/dSgJM3RevfviamPOmHYVHkuuzsCaMagpooK8kV9Uik83nkNOUSnyS6Qx5BWZFsuzx/+Lq+OyRnvBbeCHAYBGA0zaCuSmMqNdR+qNJKxLNB4INLBFJPo1izQof8dPMPl6sfVwfy+cf+9OzF59EosVpd9GtIvF6qPXATBl9S83ncfpG9kAgENcmL49EAQBx5KycPJ6NsL8PTGkVbRdz2+OotIy3D/fsEwej58X/RQQBEEQBEG4MhQqXw1wZBpzDue9vi+utn59Qs/6+vWCEkNDWTTaAWkyoaLk6iYI/L3dcX+nOhjfswEWPMbExvI5Yz1P4XGvbvnsVZpVTwMZF4H0C8COOcDXcrG4i9dTcT6VhcH3bybPW28S6Y8Fj3XGw93qGZyWN9y5im/QajUy/QORFjEBaK8LD7+SnofPN52T7d94MsWqj2WKUd/sxsh5uzBz5XE89fMhp+fUZxeYj0Dx8yTDnSAIgiAIwpUhw70aoIHjLPddF1jt7B6NwvBE7wb69pnDWuDwm4MAACVlglPKaoked9476KszOMRw/dt5xfqyb21qBeHLB9vjm3EdLQr5J5zA2XXSeqJhCPz//jmCdSeYSN0DneuiS4NQ/T6+BrsSb0/pUXZK5zkX4SeWWsYEItjXAyPb10KgLrz+RLK8PwB8Fn/OoM1WROV2kTyVCBVHkl1oXBsCYKX03OyQykIQBEEQBEE4DjLcqwHGXroFE4aOJRSVluHkdWbU9GwcjmZRAbirbQye7NMQHm5a+HMGtGEtd/t7FUVPegBvuOvCorN09aiXHkjU77udX4yR7WvB28MN43URAnzUgCplzjWqajR5Nw2afFGkzzlvHh0gE5i7eDPPoL8IXxrOy13+WOusKzkX6O2OlVN7YPvL/VEr2AeBurzutJxCg/MVlxmfiDp6LROv/nUMWSbEEkXUShhaosFgT7ILTI/TlEYFQRAEQRAE4RpQfGQ1oMyIgZ6aXYToIMuUtUWyCkqQU1iC2iG+uJouqWuPaBsLjUaDrx/qqG/zdNfCw02DkjIB+SWlCALzYBYc+AWHvV7BpOIZOCQ0AwCUlJXDo4Jl40SDhxfSEicPCkrKcDOnSGYo8XW9p/ZvjC4NQtGrcbjxC6x7CTi4CLjvR6DlyAqNlTCChx9QojPAMy4a7PbVFOnnfKICvbHpVKpFp9VoNKgd4oOk2wUY3DJKtm90x9rw8XBDt4Zh8HJ3g5c7m+wRPe5qxrUpo3zkvF0AmMGrFMkTKSwpwwvLEnA8Octg362cYsQE+Vj0uezBHwftk6pCEARBEARBVB7kca8GGCtfZU1Iruid7/L+JvT6aCtm/XMSJ68zo6N5dADqhvmqHieGoOu9drcuwGftVIRqcvGN55f6ftvPSd7VjSdTMPCzbdh6Js3i8QGS4c6HykcGSJ7WpNv5eqNMib+XO/o3izQ+eXB6NbD/e6C8BNjwhlXjIqwguK7J3b5g3u9Ab3f4eLohhpt48vYw/bha+XRPzH8kDmO7yK/h6a7FqA61DCaxAr2Z4Z6mYrin5xXjVq5hewnniT+cqC5id+lmLpq/uR7/nkiRTR6JbD9vGGngSJbuT5RtvzeqNT61g1gkQRAEQRAE4TzIcK8G3Mhixs4n98lLnGWZCZEV2XomDQ1eW4fFu6+gSJer/tPuK3p17RYxgUaPFXPMC4rLgLIS4Os4/b4oTaZ+feLig/r1Lzefx4W0XEz59ZBF4wNYbW/RCOJD5TUaDZpHBwBgZb14YbrvHu4Ii9n8rrQuUOiwTRTlACueBI7+brxPqWFYOo8vmLGcrQuXf/Oulvp9K6b0NHlsRIAXhrSKhruFkR2BPuw+4j3un45ph9ohzBu+91K6wTFTfjmsXy8sUQ+nv+urnSavezXdeMi/MxjUMgqj42pjYi+mWbHy6epV+o4gCIIgCKI6QoZ7Fae4tFzvGWwY4Sfb9+1/hqHIaohibm//c1LWHq8LU+ZrZCsRc8yzC0uAi1sN9nvCcPJAzJs3Zvio8dY/J/TrytJVouc0p7BUL8Q1tX8jDG0dY/H54clFFGQnA/++avmxNZnyMqAol0m5n9sAHFsGrHwKSD2l3r/U0IvN46OR7+/TNAJ9m0bgse710DLW+ASSLYj3jThZ1b9ZBEbH1dZPED3z2xED7YZNp6XQfaVHvqC4DOm5RWZzxtU8/M5i5yv99boBb97VElf+Nxwd6oZU2ngIgiAIgiAIyyDDvQojCAKeWHJQX/6qY90Q3N9JEl87oZJfq0Z9I2HwqdnMwDCVJ5+sM3ImLDqAsr3fGuxvopHn15bZWArrl71SuK/ScA/Q5bxnF5bg7wRWm7temHwSwyzhzeTb+ww/C6HCH48CH9YCZgcDf02U2q9wXueyUmbIl5ere9wjWwJRrQEAwWCl4D5/gIVyu2k1WPx4F8we2druQw/wlt9HamkWG0+ZLgt3IS0HAJu3aPvuZsS9t0m1X5+mEXh7BIse+O/sTadUYVCjdoj6d50gCIIgCIJwbchwr8IcTcqS5Y5rNBp8fF87DGzBxLmGt7HM43wlXT1HXqRplL/RfaK3sqi0HG6Xthjsf68r8z66azUQBEEffi8db31YeqC3uuG+jwttDvCyQnexvBw4phLeXU4h82Y5s0a9/cjPbLn7K+DdMODb7sDW99QN9/6vAy1GAABebJqGK/8bjns6mFH/twNKb7qXLoe+Xe0gfVsmJ1KnVn9d9J4fv226nFrDcD+05c6791I6UrMLHV7TnT9/rJVClQRBEARBEITrQIZ7FWXr2TSsPKyuFl03lHnVFuy8bPY8admmc44BKY/dGlLcawEAWpWfRTiy4Feeg6LSctw/f4+snyXh8qeuS3W2VzzdAxqN3EgK0IU88zn9nu4mbm1BAJY9Avw9lW0f/U2937FlZsdmlILbZsPCqzUpx4ADC4CNnNDfjk+BEpVJovq9AA+dJ/jyNiDPMLfcEQxpFS3b9tZ53Oc/0knfdjY1R7+ulvN+K7cYAHDbzJ/64W510b6OFJL+yYaz6PrBZsxYftTqcVsDL1C5ZGJXh16LIAiCIAiCcBxkuFdBTt/IxoRFB7B4z1V9WwSnrr7tnOVq7TkqNaVnDGoq2/YzYbhH6/JlY3FL3/Z2yWMIGj4bAOB57Fcc9J6Co95PosWb6wyOLywx7dUWBAHD5u7Qb7dUEcoL9mWGO6/g3aORibJvt68Ap/8BjvwClBQaF1NLv2BybMbPfxWY0wxYPt6246sKRsoQ6lk7w/w5IpoDPsFA4wFS23e9KjQsSwnx88SEnvX12+JkT3SQN754oD0A4DJXO/4ml9Muft+eW3oEAJCcp+5xbxETiKf6NkTjyAC4aTV6sT2xTNzKI8n2+TBGyCti3y83rQaNIqxMHyEIgiAIgiBcBjLcqyDJKiWm7ulQS7/+0pBmBvuNkVsoGe7NowNw8I2B6NE4TNbHx1O9xBoALJ/cHQBQX8tyga8LoUhp/ih8mt5h0HeYdr9+3VOn/K0MV1ZyUBFa7+1hOBYxB/98GsuPbls7yOSY9YXCAWacX9mh3s1H8pDG3t4L7eGfTI5Vz9l1QFkRW1Znr3uxijq6TwjgHWz5Odx0wodRraS2nOsVGpY1iBNPALDu+A39uph+kV9cipzCEry75hR2nJcmpzw55frb+cXYd5NtN4n0R4ivB966qyVOzh6Cf5/vjdfubKHvqzbx5EhOp7BolUBvd4NIFYIgCIIgCKLqQIZ7FYSvJQ0AD3aug+mcl7w7521+feVx/Lzniup5ysoFPLaIGdNNIv2xflofhPt7oUMducp0hL+X2uEAgDq6sHx/sMmEFCEU3RuGAX5hBn3nec7FeLf1AIBAnVJ9gRmPe6KZ/HsAiA3ykW2LauFGKeOU7nfPldYDYoAez0rbbrrPLQjofOUbuP37InDjmNnxQMNNGmSYT1eosuTcMGzzCgCmWfB/JOLG3VvPSCUDkbjX9nFZAW/LNtOVFQSk9JDrWYV4bcVx/LjzMv48xFJTxnWtiw/ubaPvO3+79Dd+pHs9HHlrMB7v1cBARBEAIgI87f0RjHI2JQcTFrGKEQHmvhNq5N0Ckg6a70cQBEEQBEE4HDLcqyDJmXKP+2M96ss80bx426/7EvHm3yex9axh+PzpG9l68a1ibjJAq9VgSr9GAJjnMcjX/Ev/RPd/AQAdtRfQpnYwaxw2x6DfLI8lCNTkwcdT53E3Y7grJynUiAqUi275mxOmK+H+//g89uI8YPB7QOv7dNssv1l7aKHUZ35vIGGp6fMXcmr+G1833dcVybgM/D4OSNxnul/mVcM2jRvgZcar7BcprbtxhmxYY2l94RDz47QDWs5yn/dQR/26eA/dzCnCmmPyCYpQP0/0bRqh3/5xl/T/IIamG8MWvQhb+fPQNf26TdUcvu4MLBgAHPkVSLestCRBEARBEAThGMhwr4K8t/a0bDsyQO4RVwuJ/WzjOYO2XC6/vbRM/mL/8pBmWDqpG9Y919vseOJf6IOu2jP67bh6Oo99UB3V/rs9n0MPzXEAQKGZUPkcLpT/se71VPsoJxb8vc0YR2rK5gBQpBPB89VFC+z8AshJgduGV+T9Vk02ff4iSUwPF9TLg7kk1w4A33RnxtqZNcDCwab7ZyYathVmyt3YIn1eAqLbsvWnOYFCN+5vVwmh3GM61cGwNtGY91BHhPhJkwi+XsZTLUL9jHvNeUV6NXxVUjhOXresbKO1iOUcAWDZU92sP0FBBlv+/TTwVUdgx2d2GhlBEARBEARhLWS4V0HctHIDx5QhIZKrIkLHC8PNuruVbJ9Go0H3RmH6UHhTNIkKQH7d/gCALR79pB3u6iH2/poCvJ/HxOvMedyv3Wah8o0j/fEqlyssO5/Ci2nW4377inr7/Ut0F9WFaRdlA3k31fuaoihHvl2m+78vL9P9K2de7dJi68/tSH4ZDaSdAvI59XRTOfpqhnuBTpOg46NS270/AHe8AUzeAbydCfiFA410YnTdpqifO7ShVUO3lSAfD3wzLg7D28pLJ5oSZKwVzFIzujYIlbVHBXqhR2MTooi66ykZPnenSs+KkZpdiH+OSloB0YEqpeCK84ADPwLZKikPebcM2zbPlkerEARBEARBEE6DDPcqSJtazKs3tksdrJraU9XDrvTsFZcahpyLpdjqhPpgUMuoCo3J14/Veu99x3CpMaq1tN5ruqy/O8rwncfnqHXiO5PnPZ/KBOee6tPQqOCcn8I7Wm5O7XzlU4ZtAbFAy5FsPZCrIZ5ruUI/MhOBgwuBw4vl7e+GAYXZwDuhun8hwNz2wHsR8rD6yqZIZSxrXjDeX81wf+YQW46YC9wzH7hvIdD2fmm/eK+OXQpMPQA0u1N+/KB32TKypeXjdgDKe4qnfd1gAIYTaH2bmDbaATYhtvOV/uiiMPrtjZiPDwAj2sXC3U3lUb9pNrB2OvBZc+CGrixdSQGQfR34pJH6iQuzgaxkNvlEEARBEARBOA0y3Ksgt/OZp/bejrXRvk6wap8Fj3WSbSvz4gHJ414vtIJlogQBSDkBAPDw4oTi/COAV64Cr6cAA98GBr0jO2yo2wE0P/mZuncPQGZ+Mfboame3ijUeguzuppX9PySpqO6bpTGngj/sE2k9N1W9v5q3fH4fZugKKkbNkrvVz3M+3vIx2pvCLODbXsDmd433SfjV+L5b56X16DbAy5eBcF2eukYDtHsQaD1a/Vh3LyCiqWF7RHO2zLhkeuwOxlguukYDhPuxSJKZw+QRIJboMQBA7RBf/PFU94oN0AwZedL92a2hYpJAEIBT/wD7v5fa5vdhxvuHdYDP1CNbAADbPwY+bwnEv2nnERMEQRAEQRCmIMO9CpKRy17KTYXIq9UxV3rd84pZCLfp0mk6/nmO1Sb/4Q7g0n/yfTvmALd1ytrK8HifYMBDZ8z7R6uf+/t+qs1v/X1Sv84rfqvx5+Tu8NN9Dn2OvTFEEbTx65iSed9XgSEfSPuDpNJ6OLNWvypoOWPuf3WAg4vk5y2Ql66Tcf2IeruRdAIDVj/PBOPMRRNYw775QOpx9vczhVrUQW4akKJTj59xFpi8E/C1gxdZNOZvnZdSDCoBpTcdAL57uCP2vjYAWt2+plHye/KpPtaF9380uo35TjZy6Waufv3O1lwawOElwOxg4I9HICuLCAD/PAuUl8AkBxaw5Z6v7TJOgiAIgiAIwjLIcK9ilJULyNHlq6vly/Ksfa6XrKZ7nu44sXb6rRw2ARBuotwbAKA4n4V/56YAyYeAJSPl+7e8x/XNhVHUPKwAkHVNtXnnBckTr2ZI8bi7abHhhT54b1RrTOzVwGRfFOtKzHn6AeFNgP6vAd5GPPpn1gAAMnwboXQGp6xdWgismcby2YvzgbP/Gh474G3T4wCANdPN9ykpBA79xMbyz7Nmu1sM//9eZsJgU+bsA8Dx5WwZXBcIMDIhYwtBdQF3H2ZAGtMicBKiynyPRmH4a0p3DG0dI6tg4Okuf3w2irAucqVXE6ZM76bVqKay2EpOYQm2nmXaDG+PaCmf4DN1/4jh8jy+5sP/CYIgCIIgCMdDhnsVgxdzU1Oo5mkVG4Sp/RvDS2dg5BaVYtWRZLR6ez1WHUnGzVymrh7hb0bcTi2XWeTcRvm2hwnjJaY90Odl1V18uar4U6lo+vq/yMy3TrytdogvHu5WT1YaTxVxcsHTckMr06+hev+My8C6l4ClDxruMya8xpNnQQ493+fIz+b7WwovPLfWxARCfoZh24aZbGnq3rAFrRYIqc/Ws+x8bisZ3jYGu1+9A79M7Iq4eurRBD8+1gneHlo80ti0yKIaUQFeCPf3RFm5gHXHVQTibGT/ZenvlZJlpIKCpdz5EfD4RjahQhAEQRAEQVQaZLi7KGXlAl5cfhSfbjwra88vlsKHvd0tCHGHpLKeX1yGacsSUC4A05Yl6PNgzarSm/J8/jZGWg9pALS6x3hfjQa4Q72u+fZzzEMoCAImLTmI4rJyiLb8M/0bqx5jEwW3pXJtpgz3RnfINss0Rv6PinKAhF8M2/u/zlIE+Lx+d2/g8Q1A92eADg9bPuZcG5TtLYE33A8vkdbbjwNmcUJ1Si/tyZWOGY+In87LqzZh4GRig330ofFqDGgRhSOv34FOEdanMLi7afXh9tOWJeDvhGT8tOsy7v1mFy6kqUQ5WMBfh5IwcfFB/fadbWJM9LaAWnFA3a6Al7/hvuK8ip2bIAiCIAiCsBgy3F2UQ1dv489DSfhqywWkZUtes8JiFlLr4+Fm0qDgEWtSK0vCpYu58uZC5XNTjLQrvMXPHATczZemU5Ij+CC7kIVqZxUYhmzH1TeTs24pggCc2yBtmwoD7jxJtulRpvPSN1HUNl/9nOGxWg+pHFrD/lJ7cD2gbjdgyPvAYC69wFSYOgDEv2V6v60YK/U2QHG9m6el9etHgOXjpe3hDqjt7aP7e5vSDHAhVBXbLWT3Ran03vO/J2DW6lM4nJiJl/88ZtP5ZiyXwt39vdzl4pWWKMF3nQzMvA48+g8wcRMQqks7GTjLsO+fj9tXc4EgCIIgCIIwipmC10RlcTNHMqoOXr2NljGBeOrnQ+jXjOXFmguT50nWqayP/na3rF30uIeZ87jzdb1FDi8x9MS62XY7+aIQOTqDPTXb0JjsZE5szhLi3wKOLgNi27PtNvebnmRo0Fu26V+km7woVYQep18wPPYtTiU/MFZa53PFPXyl9dxUIIgrQafkqv3rfLNJDJW8fIDLWdfAQMBMqfbeeaK9RwZ46ry7Ndijq/Y9MIdyYm7tc73kHUzpT4i0GcMiURr2lbd7Bxv2PbceuLoLqN/LcB9BEARBEARhV8jj7qLwuezpuUX4eusFnE3NwfztzHCySAleR7kRp5jFofJ5KoZ7RUTSxq8FWo9GythNAAA3jYDcfGakpeqiC5pqrmGQloX8BnibFuEzy4EfgV1fssiBc+tZW+1Opo/xkiuGJ4bqDJkGfVU6m8CHy41uy6UVuKkIhq2cAswKAs5vkvapeTTVStFZy9Vd6u39Zkrrj65iy2Auv9nTtLq/XRCrEKhNijibaweA21cddvpR7WNV20P8rL/nD16RpxbUC1OkgogpIiLdnwGG/o+lcDToC7R/GIjtqH5yPq0kilPDTztt2JcgCIIgCIKwO+RxrySOJ2XhXGoORsfJPa03sgpw+GomCrhc9oy8EgORKWs87sZI1xnuwb5mjAQ1j7sSPiTcHPV7AfV7Ibpcmpyom7gKyA5FWk4Z/FCAjV6vAACmB35q+XnVKMxSF17zsa502bXQnmgDAD2eBXzDmMq+sRJvPFotq2WefBjo+4rUruHSHC5uYcujv7Hlr6OlHPNtHxmeszgXcK9g6TVjYfJdn5LWA3X3ZkEmd1wFxc4s4fI2tjzyMzCyEsuOpZ4EfhzIDNtXr9mUBmKOd0e1xqkb2TiXKveGh/pZWCaQ47d9kphfsyiVCZYTK+TbQ95nS0tEFHmyk6X1dS8CdboCMW2tOwdBEARBEARhFeRxryRGfL0TM5YfxX9npTzx23nF6P7hFkz97TDe5GqYH0/OkpVGA2Dwom+KRRM6m9xvrqwc8nXXHjjbeJ8HbFA717qhVCf6Nuzqx8DvDyEzvxhrPCWv7+xOZvK/zbFvvnq7n+VlrgSvQMnQdvcCOk2QasErGb/WsO2+hcBzR0yL4ZUUqLf/96FK33wT57HQsD76u7QuTro0Hgj4BEvtYq55UTbLw7+wCUg/L+0f96dl17IWV/C0A5IoY2khkHbSZFdbCfD2wF9Tehi0q2k9mCItpxAbT6UCAEa0i8X6ab0NO8W/Ka0/9IdV50dEcyC6LdD0TqCeYrzzVa5FEARBEITrUZQLHPlV7pQhqgxkuFcyB69IAlzP/a7uwd10OrVC1+jfLBJ9m0YY3e9jrnya6HGPaK6+v+NjBqHlllLm7iNtXD+MtJwiNNBKnzfAqwKRBdePAFvfV98n5rpbQplKaLqytnl0W+Ct28bzfTUqQoJ9XmLLBn2BE3/xndlCGSYv5hkXGzHcN78DvB8FHFyovl8k+wZwnDPcxi0HJu80NMR5I/7U38Avo9k1ABbq32SQ6evYSn/1ygNOh/9R+76fej17O6CWCpJlZSnEKb8c1q+/MLAJNGr3G0/TIVadH27uwFPbgYd+B0b/aN2xBEEQBEG4BgcWAH8/TZPuVRQy3CsBgTPIMgukF/Qd52+pdVfllaFGjGgjTOnXyOg+ky/55WVSHqvSS93nZeCJLSxP1kYErTxbo9meF+Ud8m4CmddsO/m6l6T1WnHSeqt7JG+yKSJbsjE2UTFylB7ySVtZWLw11OnGljkpwN9TpXaNlhntvKp692ck0bYSFdG2jEvADl1awZoXTF+XT33wjwbcPIDoNoaTC1pu0uQvhQid0utqT/hw/Z2f279WvKUUZsq3PzQhIFhBejQKk21nWulxP3RVulcaRqiUbuN1ERr0sercesT7w8Mb6Mbdr1amnRAEQRAEUUkk7mHLzET2/klUKchwrwSyC6X89V/2JqKkzIIyTQom9W5gVf8AbxvlDLKTpbzm6LZAfW6Gzi8CqB0HePqqH2sB3kXy/PnRbgoF9e0fA1+0NhQIy0sHUk6YVh7nJwXacMJwocYnMWQ8vAIY/D7K7lTJs+/ypHzbFkV9X53Bc+usvF0oYznofC5xv1el/2f+M+elM0G7uR3k5yhUCJHx8Ia7JUrjatz1hW3HWYJXICupBwCbZgELHOTZN4daGFmZXLkdpcVAVhK8SlT6WoGborRjVkEJyo2pSqpQP8zEdzAnFfiWm2jhvwu2EsZ9h2y9hwiippN7k02OEwRBOAv+3eb0aiBxb6UNhbAeMtwrgcu35MbmsC93WH0Oa2tHB1qjzJ50ENj5BXuhEL2+ATFMnIs32CJbWDUGNVKaPWpZx+uH5dvf9QK+6wl8EMvyddQQPdTdnwFqc3n+lnjbASAwBujxjDxkXKTFXdI563S17HxKfE14KotzpUiD6LYsFUEsIceHyu/7Tv34w0vU28/+C/xyL3cdG0quxU2Q6ns7Ao2GCQCK5FbSjHCmipr87w8x4138Xvw2Bh5ft8fQE89BI4oL2oC7wnAXBCAxg/2d915Kx7lU02H6MUEs5eSz+9sZ7jy8WK5N0O4hm8eph0+bKSsG1r7IdBAIgrCMpEPAnMZwW/Wk+b4EQRCmKM4DEn4D8jPM9+WdReteBBYOsUxsmXAJyHCvBJTCU+fTmOEZEWC9krSlGPO4z38kTt5QWgwsGABsehs4uVJ6CIj51f5crrx3UIXHdavPe3ig6E3zHZePB7KS2MOpvBzIuS7tSz6kfowoLla3G/PiitjL6JywHhi7DHhomW3HmwoxXjsD+H0sWxdrwYvidocXS6HPxlTed34mrRdms8kYQQCWPgiU815jM17dbk8bto34wvQx9kCZlqFWFs+RJB8Cjqn8Xc9vAH7oB3zSBLhxFLj0n36X+5rnbL6cG5dmIVaM6DfnPxy6ehsPfr8Xgz/fjmd+O4xjSZn49/gN3PvNLny56TyKS1m0zp5LLIrCIF8+M1Gu89DlSduiQ5TU7ymfxDvwA9NAIAjCMlYyg117+u9KHkgNJz/DMJKKIKoYbhteAVZNAVY+ZbpjSaE8DVPkzFog+7phO+FykOFeCeQXGf5IFJeW42aOvETX5w+oeM8AvDCwqdXXDPLxQNcGoehSPxQj2jFD8LU7m2NIq2h5x42cMFhWEpCny7sXDXbeAA6uY/U4lAR6e2CfYGG+/uetgHndgBMKEbXkg+r9RY9pZEu5onuM+v+r1bi5A82GWu7BV2JK0O/UKmldnCARP8OZNUD8W2w9pJ78uAG69vx06W/32wNsMubAAuvHOOBt+XaPZ60/hy0oJ4XOb3TOdUW2z5HWR84DIltJ2ynHgfISYL6NueIqRAdJk3bBXJWH0d/u1q+vOXYDd3+9C1N+PYzDiZn4fNM5/HU4CRfSJG+8gdDkomHy7eC6dhszOk2Qb1/exioPnF0PpJ1hE2wEQajDVc/QCGQ4VgqZicDHDYCP6gHpFyt7NARhE7UzdkF7TFcpyNy7Uq4RsevtnwCftQD2zLPv4Ai7Q4a7kxEEAR/8e1rW1jDcD/O3ST8aXRqEoneTcNzVNlbW7/iswfj9yW54boCRUmQm0Gg0+P3Jblj2VDd8cl9b/DWlB57o3dCw4/7vpXXfMOlL7h8lngh4LgF4eq/tBiuHv7c7AA3eL1GE73adrJ5HnZUIrJgkb9v8Dgs7BJjQxjfdgT8nSmrwXoHysfpaXgrOofBicHW7A2/cBOr1NOwnhsgHcJMsR35hSz4/st1DUm44IM2qJuqMv3UK4T8AuPNj02P08JZvO0vx3VMhsHZGpcyeI8hKAt6NBM6uk9q8g5nqviVYWo5PwfMDmqJBuB9eGNgUHu6WP5YvpOXibIqUKlIn1EfeIUsh7NhksE3js5hfRgNLHwC+6QpseM2x1yKIakLtjD2VPYSaR2EWS/EBWGraN93J805UPYpzEXeVK3usMVOJyZjhLrJhJuluuDhkuDuZPZfScS1Drkh+O78Yn8af029//VAH/DyxKzwUeewB3h7o1jDMfKknI2g0Gmg0Gnh7uCGuXoiBIJYB/zwjeeBFwx1goeZ2yG8HAH8vFra7tby9fIenP/PoWVp6asEdwNYPgK87A2mn5F55d08m7DZ5JzBlt6ExWpnEtGfLUd+ycaqFMIme9rjxUlvre9gyK4kt2z0E3POtXJDv4CLT1+49Q67gbgxRkLB+b8DDx3Rfe+GlMNxtLDdoNZ+3AsrkkS/wCba8YsDNMzZdNiLAC1tf7IfnBzZBaZnlaQHRgd6y73G9MD/jnR/9G4hoZtP4bMKY/gJBEDI6Jv5Q2UOovpSXA1nJhu3LHmapTyJlRcDuL503LoKwA9pDivK/0a1NHyCqyNfuwqohiWmwPBe32mVshGMgw70CXM8sQEaedfWWk25LRnv7OsEAgNv58px3by7cVSlaVWn4RzrktJ4672IRFLm5JToBtjb3WX6ybR8BRSpq6m6ebBndBohqZbi/MpkYD7x4Xsq7V5sNFQ33WnHAkA/ZenEeE6k7tJhtB8awZVRL6bi980yLz0VYmKJw7w9A/zeA+8zUh7cnsR3l284QTjHmbfE0YQzryPbWlYrLTavwMIpKLQ8x//fEDZy6we75vk0jTHdu0Lciw1InzProH4Ko8ZCQo/PYPAv4vCUwpymwaiqw7mXgp7uAy9sN++5yguFeXibXDyKICuC25R15w42jbCnqAuXdAm5x4rT6KNpIoFZH9fc6MRWTcEnsoFJUM7manoc7Pt2G+mG+2Dyjn8XHFZVIISieKsrwHeoGyxTgT8wegiOJmXoj36GUFhnfx3vcHUCxoDDc3S0Q6qvdGUg6YL6fm+NE/yqMu6d8UqRBH/ajzsPne4vr+enAP88CRVlsW1dz3sA4SzQRgmlK1Z4nMAbo+5Jlfe1FlydZ+GJ4E+DPx51juItihkrEsH2vIOn/W0GRuy4i4PblCg/DmvKQhxMzcTgxE4CYdsKhDHezMVLHJM2GAbvn2v+8BFGdybtp2OZsAc6awJb3JGM8NxVI+MV0f0Fg5VUBYNIWYPkEoN9rLJKtySD1CjPWcmIFsOIJVk73pQvm+xOEtez4jP0uP7aGVV8CgImbgDqdWWUhQHqXbDzA8Pi0k84ZJ2ET5HG3kb2X0lFWLuDizTzczitGUallOSE3cyUPvVqo+kej28q2vT3c0L1RGHw8zeSt2IMrJsrSOcjjDgA/T+xi6HHvNV29M6/E3kjlgaOGpWHOrkA/lbxgPkxcFKO7fUWeDiA+hJXG2Y7PjV+LL7nmarh7str19Xqx7ZICx7/Yrplm2NZ5kuRVHmM89aDUTZdC8O/LFR5GqRWGO0+Al8JwL+JKyNlastAc/V8Her0ADJztmPMTRHXkyi7DNjHKjLAP5WVMcMsa+Ii9H+5gArerJjNDe+MbFlzTgmf35W1smXeTcomJilFSoN6+eTZLu/yHExP+cSCLOLm4mW27u1DKKGEVVciicQ3+OXod9V9di1f+Oq5v6/BuPO6auxOCBYZFNlcKzk/5og2gbqivfQZqLaXFpss5+TnOcO/dJAJH3h0lb/Tm1Osf16lkDv8MqNOFO3CG8ZPe/7PdxudUIpoBr1xhBlFgLaYC3uJuaX+oTlBQ6R3mvfLjOIP+qglRNbXcJldDr0cgMLHBvd8CZ9aZPMQmzm+ST1z1eBaYlQUMnyNNhjS6A3hqO/DEZtmhQmgjZPg1kRqMlSe0kBJFjvuDnS2r3uBvynB/9J8KjckoHt7AwFlAx0cdc36CqG4IAjMEAcCfExwtVEnzIiwj9RRwQf5ctnso+hEz7xRZycCcxqx0ral3wSDueV6Qabj/0E/Aj4OBvHQbBknUKHJumN5//bB8m484uSpVrMEzB4FoudOQcF3IcLeQwpIyvP33CTy3VD1k93xaLgpLzM+25nKl4F4Z2gwzh0l5xs8NaCLLb3cq+bdM73dwqLzGw5sJ0UW1Zqr1PHW7MiOq80R5OL+7J9B1ivoJG/VnhqkorFaV8AkB+r4MvHCSPVD58Dz/aPVj+L9Pk0GG+yNbAlFt5G2BsYb9XA1+VjjpALD+VVbf3t7e99XPS+tjFgOD3zPso9GwUoK1O8maSyduwcXIoVLDnxMrNBRlgMiQ1tE4OXuI2eMMariLhrtvuOMFGY1NAq2eBuSqhAUTRE2F1x0pL4EgRj4ZScMhLODb7sAv9wLf9wPm92X1qC0VCg1tBDy03LK+qSZCiE/8xVLYTq5kivXGKOUqj5SqeExXPw9c22d9tABRsyjOl71rlLxoZZrerbPSengTYPIOKd89pIEdBkg4CjLcLeDU9Ww89fMhLN5zFW00l/Cq+1L4wLDsU2GJ+bCn/GJmuM++uxWaRAXg0e719ftaxjhJOVsNfnbaTyFy5R8N+DmhhFqb+4ApuyShNjWUOWYKIwoA0OUpFl7+4jmmpF1V0WgMc/2Nhf0HKAx60TMv0nQI8EQ88MCvwAungJcvW6YjUNmIwoKAXBk4z8xEk7XwER6WpBA0HQoExAIzrwOefhD4EiylhSwE8ux6m8Z5T4dasm1fDzeD6Bw/ldQZgxx30XB3hiK/sfvy0CJg/SuOvz5BuCqCwIw6USBKJqCq0VcC0YiiUoR1FEnlMHH9CHAjgdWjTrcwf3zKbqCphWUyjYUmA0DKMWk9W0XFXu0cps6nJrRLEAB7nnwQo/eop/s1Yb/zre61/BxqzrhwXdWZ4lzDfYTLQIa7GS6k5WDY3B3Ydo55jVZ7vYHJ7qvxgvtfBn0LzBjuW86kYt1xVopBfBH39nDDzGHNMbhlFAa0cKxX2yQFnOH+xGZg2BygzRjgiS1MpMURwla2MHA283qO0pWaanWvvN57VBtgmK42ubsXoK2kCAZn4htmaIRrFF/tgFhWyq3FXUBQLcuF6SobjUbyuudxiu35NoQRimWB1PIK005J6xaoyGPs78C0Y7K+QqDO4K7fi/2wLn0AWDjUyAmM89KQ5pj3kKSq7+vJnhW/TZLy1De80MfgOKM57s4qpdf3FcArEPBUXC/lhHOuTxCuyIm/mMDmbw+w7Wv7pH09n4dGp/LsvnoqCdTZQtY19XY1zRIlA2ebj0YKbSStZyYa7i8tAtIvygUHs6/L+5SVSvnv/HhN6Rok/Gp6XETNpLycPU84snzrs5W+VmjsjPrWsE18V8i7CWz72LbxGUMQgG96MPFHU9WOCLOQ4W6GK7ekB2srjRSK0kV72qAvb7h/uO40Rs3bhcx8SYzu8Z8O6td5j9mTfRrh+0c7GdRtdyqiIVS3BxNA6zIJGL0AqB3HDD1XIaQeyzNuP5Zta7Ws3rtIXQeJcLkqE9YDU/cbtt/5kXy7XnfnjMcRiPoKvDiQLd6IFZNYWaAPzKQIWFLiTKMB3OSh6eU9prGVwixg5WS2nn4eOL3adIilglA/TwxrE40AnQe9cSRTte/RKBy7Xr0DF96/E7VDfHH5w2GyahMBSo+76AHyCoRT6D+T6TNM2iJvV1PQJoiaQrIuzzTjIjPwlo+X9nV7Wt7XlAeWUEetRrslvHwZ6DVN2lZOOAJMu+PZQ5J38s8J8r+RIAArnwK+6ghc+k9q3/+DtH79CPBuGLDkblYG8MwaaR/9vQlrUfk9LXbTORB8LHDIuHsDb6SxdFIlfOTh1vdtHKARbp2X1OqPW5iaQqhChrsZcoqYmFwsbmGt1+v69gAYPnDzi5jhXlhShvnbLyHhWiZWHVH/UfFVEaarVApus6VPSOWOo6JYWpu8OjD0I2aQq6UxNB4ITD/DjPpJW1kN+6pKrQ6GbaZyCI0hqvCXFhp/YWrQV/7jZQWCmMZxfiMgcF79ZQ8D3/aw6lwajQb7Zg7A8VmDZRUlagX7wF03wafRaPDHU93Rrk4w+jeLQI/GuvsgcS+QfYMpywJyD5+j0boBQbXlbQUZTDyKIGoifBrJV1IkDZoMAdwU7wEbZpLSuLWYm8T1iwDGrzVsV0adDdHpmjS9E+j5PAuhv/srNkkr1r4GgG97SuvbPjIs3woA5zdI69/3Y8srOwyV6ZUed6UqPUVgEEoKM43vs6RcYWmh8TRJtckre5FxSVrPSTXejzCLi1mPrkduIctJ/9zzG1m7t6bYoG/86VS0qR2ELE45PjGDGQi8KB2gnqNaqZTocvY9fCp3HLYyYT1waSsQN76yR+J47pkPnI+XRxqoERgDIMYpQ3IovAqvSEVDrfZ+C/TWlRzkf1CUkQpWIDToZ7pDWanhi7oJxBB5U3i6a/H3VO5FMvkQsHAIwOfcl5cYHuhIPH2BThOBgz9KbbZMtBBEdYCv7sDT7kEAQOm9C+G+Qhf6emgRq6vcYoSTBlcNMFdGb8ZZw5S50T8a9uv4GBDbgU3+Kw2boDpSiHvGRan9vw9NXztxr3x733fy7aRD7Jm95T2gYX9gqOJ8Cb8CrR8wfQ2iZqHyW5oc0hWNAOMGeYu7gdMWVJZxc2fOC7FkYVEu4OVv81Bl3ObE80i/oUKQx90M288zcamuWrlCaYnAXqr5UNWMPKZ4nnRb8uatSkjWtcl/XCpNPd4YZTq19qogWKZGve4sVFcRvlwtafcgcN+PVfdvZS1qs8glBeyFOOmgNOkkUlrMPLy8t0LpYb+wiVvnyghVZOLKXLSKM4zXq3vYkvf4V0bZv2FzpDKOgPR8IYiaRlaSersneyEW+HKfAHumEZajnMQd+j/Aww/oNZ3p9SiN9qEfMSFcJWLVELXfVeWE7oVNUpSiGmLIMl9HW42t7zGjHWCOh2+6yff/PRVuq54yfQ6iZqEoISh4ByHX20w66wM/A7BQp4qf1LJnZQNeR4jE7yoEGe4mKC4tR/wpFtKRLMiVpmM0GQAELJ7QBa/eycKz84vZy/Jn8VKZhYy8YtzOK0ZGnuShf2FgU7SKdVLeqaWU6sbHq3gThCugZnjeOAp8WBtYMIDlGPKsfIqVBzr2B9vOvm74QqSsnCCiceCEmqkQN3uhJkT38ArHX1eJVsv0JmJ1aQ7KyRWCqCncvqreHlJfv5rrxQnT7vrCocOpdigN99ajgdevAwPflledGfcn0HUy0Eku7GURzYfLt38ZDXxU33j/ggymZ3DrnPXXUqA9+ReFzBMSogMgIAbo+BhKJ2617DhLRHcBeVWd5EPWjc0Ut69I6yROVyHIcOdIyS7E+hMpyCksQVZ+Cb7acl6/L7xeS1lfL00JamtuwtfLDb66sPdLN9nN2CRS/vKcmlOIbF34fFy9EDw/sAk0rqLSLiJ6xMhwJ1wNNU/2Pk4R9dQq+b6TOkN17Qy23DBT/qMBSAIvWUnAuheldv/IiowUqN/b+L6C2+wF7Jf72D9HvIwJihxJjRtQq6N6X2fgrotgUKtXTBA1gVJFtEl0W2DsMiCiqb4p16sapDRVFmIIe2wHYMxi48/wJoOY59zdxnec+38238c7SFr/yn7PXc9SI+kWRM1DdADU7gzcPRcIrivfPzEeuONNJjTN4+Fr2fm1WiCiBVuPaVehocrISZHWyXCvEGS4c9w5dzcm/3II035PwMDPt+GrLawOqDtK4ZW4w6D/ljo/wsNNC293ZrgnXMtEVn4Jlu6XlwzJKSxFdgHLcQ/ycdFQ7jKdx93WHzWCcBSWCK6oUZzD1NzVVIdzdaXlNr8jtcVNqHj6QXgTaX3SVnld1cyrLFLgQjz75whlVV6xGGCTHpU5SSimHhRRaBxRQxEnxSesB+5dwF6sm8nLRJ6OVQndJizjpi7CsetkoNUox10nurX5Pi+q1I4PaWDYNnmXVZf2KKeJT0LHCZ1jwpgHvU4XoM+LQA9dmoaol/HAz0yrwZIJqNa69xalw6MiyAx3eh+oCGS4q7D5TBpu5kiz5Mvr6r4oGjfgJUnIyjOfee20WunF+NKtXBSVyr1et/OK9YJ1gcqSTa6CGH7jVkPypomqgy+nmj/8U9N9lV7s1dMMa9oDkjjKsWVSmz1ml/vNBDo8AkzcxDzdYxYBze9i+1ZNBb7vK/VdMcn+ee987j4A5N+y7/mtJbQhW57faLofQVRXSnVpIn4RQNsxqnXDs33qQohsJTVQnrtlFOcB13TlUKPbOvZaxkptNRoABMQCteKY46PLk/L9AdFAH66+9uD3LZsEaPeQfjWwQKV+PFEzSdzNlkd/N92v+TDgmUPA6IVsu2434IUTQMu7TR8HSBPuZ9awcoYVpShHLkhHHvcKQYa7CTxRgn88X0eHtFWsIaYt4BfGhJcAvXdteBspzC0911Bt/sT1bGQX6gx3V/O4p18EZgUBh5ew7ZoieEZUHWLasdnjO94EOo43NMT5ySZlHnnBbbnHWXy5K8oxFBcKVlGvtxb/CGDk10CdzlKbWKJQLVz8hB3zzy9ts9+57IX4f3/6H0lHgyBqEmKovJlottJ7Fkgb6ReNdyQkbhxjVTN8w4Golub7VwRjkV/txgLPHWGRFADLsefxDgb6vSptB0SzZUOujvZDiuir0T8C90jpYF0ufwW3xYo8e6Jm42WBTlZ4Y9uiaHmR3sV3M52gZY8AV3Zafy5AXrkHIMO9glQrw33evHmoX78+vL290bVrV+zfv9/qc8x2X4S/Pd+AF4oxVLsfbbVcCYOWI9kyXJebpsut8vF0Q5f6bDaWV48f36M+AGDu5vN6cTqXC5Xf+Zl829NOpR8Iwl5oNMDg91j4l5u7/IUHYKGoogBU9g35PqEMKOPKofV5iS1L8oH8DHnf8Gb2HbeIqbrwJ+1kuF87ACzhZtLFH/WoNvY5v62IKQkAE7qJf4tFHpDYElETEATOcDf0tMsIbwK0GcPW89JM9yUY8W+yZbSTnnNeQYZtWjcWRSGq1wco9Ap8gtm+R1YBvV6Q3iPHLWc14/u9BjQeCDy2GnjoD2BWlqrqvTZpH3BGpR49UXPgfzfvW+i46xRy3vGibOD3cWzy/ScbJ4+U6Yo3z7DyuIRNVBvDfdmyZZg+fTrefvttHD58GO3atcOQIUOQlmb5D6AnivGYezzaaS+hq/Y0AjWK+qAeupwS8Ufi9hV97maIHzPIDyVmAmB12ptGSSJ1F2+yfvXCLFR2dBbKlwlLlScJorLgxYdi2rOlqH6qfLHJuAQk68JOW98HNB0i7eNzrqLb2sfjroYpwUd75ZBd2S7ffvkScP8S4JFKUJTn4VWdT64Adn0JJPwCLB8vV9suLQKuJ5BBT1QvSgoA6O5pS0pNimlB+ekOG1K1IukAW16yUFm7ojyyAohqLYluAoaCoKJHXUSsitKoPzBwllSy1s0DeOh35o3XaoEGfeS/TwDAp08AwO8PkV5ITSb1pLTO/7Y6muuHK3Z8znW2rBUntf33QcXOWYOpNob7Z599hkmTJmHChAlo2bIlvvvuO/j6+mLhQstnpfpoj+vXvVACd5TJO4izoD4h0NdE1IV8hPiyl/PVR9kNWiYIGNhCMjBu6ULoowPNzLo7G+XLBBnuhKvD1+UVxeCydTO6W98zftywT+SpID8Nk9b7vmzY326oiMP5617uzL2E5aQCq54GDv1kuh9fbu2hP9hLYcuRFVfJryh8vuf+76X1U6uAtdOl7bUzWP7/oZ+AkyuB02uY6BQZ8kRVpkAX1aP1sCyaTSzFRIa7efhn55APnXPN2p2AKbvkecJKbRR3L2A4F8ko6nzYwqOrUNbjBXkbRWPUXI4uZUv/KNtFey2h8xPG913cAvz7CpBnhX6O6CQRy8MCwA4zekWEUVxUKc06iouLcejQIbz22mv6Nq1Wi4EDB2LPnj0G/YuKilBUJInPZWezsJCenOEepslGw0AB4NJSSzwCgBIWduvu6QdNcS5K8jMB71DUD5MbwIUl5fD1kF7Yr2eyE/l6ACUlJXAVtEX54CtXl/rHQnCh8bkC4t/Llf5uNRk3QaOfcSzzDYcbgLLsGygvKYFb7a4spFAF8furTFYRPHxR2nio/rttLebuD215uew7BgAlj62Dx7yOEEryUWriuu5LRkJz8zSQ8CtKanUBwpqo9tMW5bL/h25TUd7gDps/i/3Rwq1BX2gvq+TfX9iE8iX3AiV50F7by9rWTJN1Ka/VCWUP/mE63cDFoedHzUV75l+4ARB8QlBaqh4ayt8fWq8g1j/pkMnnQrUi7xa0B75Hebux6grsxki/on+Wl3Sa5NRnnjasqf6ZXhJU3/Da7R6Gh25isjSsie3vVF4hKOn1MuILOmDkkUfZ+XJuQQhwUHQY4dJ47PmareSmGvyu2PX3xc0HeP0WPN4PN9z38z0AgDKfcJT3nGbZ6TKToQVQ5hclexei30QJa/4vqoXhfuvWLZSVlSEqKkrWHhUVhTNnzhj0//DDDzF79myD9s7ukiBMOLIwXJsg279u3Tr9+pByd3gD2LVlPbJ866M0F1D+d27euB6eWjcUl2uQX8y894f27sI1CyLmKopXSSa6X/gEiWF9cClyiNF+7a+eQz1ue+3RNODYOqP9azLx8fGVPQQCQMvrGRDN17OJt9ASgNveeVhT1BVdsosRAyA1oC2ico7pj8nxjsUW3fd3pOJ8x6Luw5V1Fb/njd0fddMvgJtnxk3/lji4fQ/uBKApLcTmv3+De3kR8ryiDI4defO0fn3fptVID2iueo0e57ciAsCFK0k4Y4fPYk9C3XuhN9SF87SXNps8Vpt8ENpPG+LvDkscMTSnQs+PmsfIIy8CADR5abL3BzXi4+MRc/squgDQpJ3EllW/oNDTiJJ5NaLrxc8QnZ2AgoO/YnPLTyw+Lij/CvoBKPAIwUYnP/O05fXQLrQXUoI64IaRa0c2nAH/olRcOpkNnKz4+LK86yCo8BrOr5+Pc9EWKIMT1YqGaRshKjlcDeuLBMV954jfl5gGz6LL5a9U9908vBr7sppadJ5ul48jCsDRS2noyLWbeybWJPLz88130lEtDHdree211zB9uhSmmZ2djTp16qA+rkMMax1bJwNhKef1fcobD8KwYVJorfvV2UBGJnp16QChbncAwJzj8pJHw4YNw/9ObceNLCmMdcTQgQjzc3ytdO2mt+BWeA1tkn9F88c+Z2EtKmGzbitXABlAecM7UDbiKwzzNzQeajolJSWIj4/HoEGD4OHhYuKCNZHCnij/Ix1Cq9FolnYK0OnRDRvUH263fwCygbC+TwBrngMAlMe0h/f9v2GY7v4vzx8O7VkpF75V+85o2W6YwWUsxez9UdIfwk97oUlj+WmhvR/HwLYjgeNTAQBDT7Bxlkw7zUpGiRTlAFwllm4dWkJoKq//DAAoK4aHzhvTuFY4Gg61/bM4hMzWwPn3K3SKYXcOVS/rVwWg50cNRfH95d8fePj7wzM5ALjCvGoDGnpAaOti32U7o7myA+5HEgAA/kWpGDZkoGlNEP7YpP3AWcDbL8jo/61jGYUYQDYpK4eNSX2q1XLE+yOwmIUbt7jxJxpP+KbKPg8J2/B4/1H9eq27XkVsbVa5xqG/L1ltgK/VDffIyCiLv3fuP84BcoC23e9AaVxXuK9kofgjhI0oG/a5vPJPDSU93fL0qGphuIeHh8PNzQ2pqamy9tTUVERHRxv09/LygpeX6bJntbRcqajwptDetxBa/kvhxfLV3MuLAF37zGHN8cE65uFfOL4TPDw8EOTjITPcQ/194OHuhAcu9z3w2PwWsO87YPw6oH5Peb8ylnuvbTUK2pDajh9XFcbDw4NevF0Bj3Bg4ga2nnYGOLyINX9cl9VOB+DuLxnA2vq9oA2pJR0/ah7wkWS4u/sE6L/DFRqWsfvDw4PlRc4OBgC4eXjDzdufCRxxJeI8jv4K9H1JOu6/L2WncS+6rT7OC+v1q24BUXBztXvUV0WJ2Uo8hJIqX/GCnh81jJxM2aa5v72HhwfcPaVwPPfbF+zyXHIKpcVMpE2lRr1J4t+QbXrs+hQY8JaFB7MoRo27V434XmnKpVDa6vA8JCxEEIArO2RN7v7hBs8Gh/y+hDcEguoCWYkGu7QFGXKbyBQ6O8Pd2x+Ilso2ahN+gbbXNEmrqAZjzd+uWkzZeXp6Ii4uDps3S2GX5eXl2Lx5M7p3727bSXkVxSc2GeZYig/Ny5Ka85N9GmH/zAE4Pmsw7mjOPNd+XvK5EU9nGO0A4CUp2mPfd2y5/lXDfiW68AwPX8ePiSDsTSTvzxAkdXn/SKDT44BnANB1svwYnxDAhwtBdca9z88oewexbaWKvVJYT6mUbEwMZtnD0nq3KbaP0VHY4wWzInVflz0C/DCA6sgTzqWEE8gJsjAnOYIrSclXvXAW1ohBnl4NLB4BZFwG5rYH5veWSt+ZI/UUsP41IO2kvN1UneiU48CnzYGFQ4FL24D9P7D2W2ctH3MVRghrLG2UWB5WS1QBTH3vTv/Dvmc8wXUdOx4e3xD1dkufT6VFrPwbwKpYaRUGqrIsL2GWamG4A8D06dPxww8/YPHixTh9+jSmTJmCvLw8TJgwoeIn91bxGOXo4nN3zwXKJfX5yEBvBHhLN6avp1KWykm4q0QUeAWwes9ftgPSdfn84suFtTPlBOEq+Kj8sITUB+76nJVFUyvzFsWV2fFxUh7pHW8AzYYBze7UXVcxbmV9eqWhrma4K3/wXVHEzR7PloRfrD8mcS8wK4i9+CQfBK6aMAoIwt7wlR7GLbfsGN9QoL/OCy1WynAGG99k35XZwcDhn00rRmdcBrJvsAnDy9uZ0Z6dDNw6J72gm+OHO4C93xi2l5cZtomsnMLeuxL3AEvuZt/rGkTpWO4eqshEJlF55N1iJVH579eqp4GP6rPJLDWO/WHY5sz3dS8j7xTZSUBBpuljU04A73Epuu5eQECMvA9V0LCaamO4P/DAA5gzZw7eeusttG/fHgkJCVi/fr2BYJ3dyOVKcrwTCnzSWPWL5+cpedzHxNUG/nkO+LYXUOzAGdOiXGDzO4btN44BPw5ktaO/6sh+JK/pFLgtqTFLEK6ImjfLT6eG6m4kX9KXM9a5sHqH0uclYOxSqY4vHxWjHBMAFGbJt/NVXqbLqogqa//X5duhDYEWIwA3L+Bp9SoAMo7/af01FypEOde9DJSXq/etimRcAnZ+znKpCddDTIMJawJEtrD8uLrd2DJLYbiXFgHLxwMHFgBZSXYZIgA2eb97rrT9zzPAnCZAmYoKfmEW8HVn4DMjmdu5aWwy0ZQ3ThBkKUIAgL66aEBTBmkN8awbJaiONNlrTSkuwjU4uQr4pBEQ/xawZ57UnvArUJgJHF6sflyootJCz+cdNUJ1+Ig5PuoDAG4cNX3sd4rUXHdvQKsFZmUBjQeytgLyuFtLtTHcAeCZZ57B1atXUVRUhH379qFr167Wn+ROhapp87vU+937vXw77yaw8zODH55Qf8lwqBvixb6cqceBL1o77iXyzFr19mLFCx4/Y+2pMCIIoqrQZZL1x4j1kgHAr5JqnStDyEVDPekgkHxYnxemJ++m4TlKOa9eE+PVIyqdxgOk9bu/Ah7fAIxZArx0nqU7TNoCDJxtPG2hQZ+KjyH9PHBqZcXP4yrM7wdsmgVsMqyQQrgA4nfTWu9YYCxb5qRIETXnNjLP1cmVwNoZwOetgKu77TPO9w11gCCUAxkXDduzkoFyE5OFOz5jXvtPmwGHflLvk3nVsE18Ppgy3JXPQ5GpB4wfU90o0GkvrZ1uuh/heix/TFq/vI05zvbNl9oKs9WP81WUZBuk4pRzFnd9AQRyWlhi5HFxPvDTXcDWD00fzwtPipGOFCpvNdXKcLcLvqHAUzuAoR8Bzx8D7luk3q/5cMO248uBD+uw/CsdjSKkl/OxrbmX0vx04IQNXiRLsPRF4fwmaZ03ZAiiKtH+YaB2F2k7pp35Y2LaS+uelaTvEKQQgyzMYl61BQOAH/pLL6qiN+riFsMcUt5wv+c7x421ooQ3AzRubJKk46NMg0CrldKQasUBvaYBryYCzx4GWt0LTN4pvaScsbJsTNpp9fZb59XbqwJZycCpf6QJ3yLdRA+ns0JUAoXZwO6v5V7wE38Bv4xm6+5WGu5iKGlJnmTk/jbGsN/2OdaPVUn2deP7RK9ubhrw9zMsotBcbnUiN5mw2ohn8HqCYZsYfVRixHA3FZIbYVlJqmqF2uQH4bqUKCJMCrPY5Mu/L0ttbka0witbz6CDTkOndmegQW9g+kn2+wxI38uru5iA3rb/mY4m5qMKRZuDPO5WQ4Y7h+Dhy8I3YtoC3SYDIfWMh9oCQKeJKicpA7ZKpY+KSqWcrTBPRf5W8mE4BEvD6Pi8UWeFCxOEvdFqgYeWAe3GAg37AWN/N39Mm/uAqDZAnB00MGyFnzwA2I9g5jV5m5sn0PZ+aTvpoHy/aLi7exuG2rsSXv5Mb+B5M6F1bh5AWCNgzCIguo30Qp+VaJ243MqnpPV6vaT1qpwbOq8L8McjwMkV8vaaHkLsbJIOspxw8QU1/k1g4+tMNE3kz8eldWXIuzk8fYFandi6qQmri5srdj9nJQGfmQjhF3NPF98NHPmZhekX59p+PZGMS4Ztnn5saezzbP2g4tetDgzURddEtbZOSJCoXDIuy7fTLxhGpBhLe+O/EyPmqvdxJM2HAxM3AQ//JbWJv8sXdYLg/MTaDwqtHpExi+V6YeL7CuW4Ww0Z7hylU/YDPsGWHzD4XfX2a/v0X7YGYX76Zo3SW+aovPINM6V1jRvgHWz+GDUBPoKoKviGMo/zo39Loaam8PQDpuwERnzh8KEZJaiWfDv9PPB1nLzNL5IZsqLXLvs6+4G/eZa9uBXpXqQ9/eDy+ARbH93AG93WhIfyz9q7PpfWq3JYnmg0qXnYP7RQtZyoOAsGsJzw/3RhoRe2sGXWNfX+3Z+2/hqt7mHLAwtMG2gfxBpqYVhCeRkLtzeF+EJ9Uxe9cussE6VTo91Dll9bdCxoPYAuTwEvnpfShkoL1b+j1x3k5Khq+OkcLFd3AWumVepQCCtQS3NTovTK69t1E4R9XwXiHlPv40g0GqBOZ7mNkKsrvX1+I3Dqb2Avl7N/8wxL6QGYho2IKMorIuo1VOXf5EqCDHcea19+TfX/IBa4sAlDCtdj1vCmWDW1pzysFXC8amxADPD0XuC5I0DbB433q9/bseMgCMKQOt2YpsaEf4338dfl34upObkpwLvhzPt6coX0QuBXTSNmAjkF2iM/W35cHV3qRHgzFko79H9su7LDDo2x/ROWH2jMSLu6R1r3CTZ8ySsykh9JOI7dc4Ff75enpql5k5XlKC1BjLLJuGj43qDEllQJNXGzoR+xVBURtRDWVUY+i1+4ervyfhYE4OCPbH34HGDYx+wZx2tb7P3W8DxJXB7725mSnsekLerXra7wgqbGNAQI18MSAVFjhrsYhVdZKX1q8J/nj0eB60fk+5ePZ7ocATpx8JajDCtdiR73M2vsk/ZTgyDDvaJ0fNT4vl9GQ7t2GsZv7oT2QQWG+anHlpkuf2IrQboaj/d8x15afUNN13ceSOJGBOF0tFqg65NAvR7G+4gGuThJeJgzXv98XHppr66Gu6ka8AW3jc/WiyJOonChGN1k7OVIjZICYE4zIP5ty4+xhfwMYMt7LD9QzbOYdgZYxIVhewWq5w/bM3S2KJdVQFErRURInN/AyqCJXNhs2EesImENfInKkgK558rg/Cb2GUM5geUVyNIDvYOAHs+xtjwrQliNOTGUBguvPeHPieLxL/XKcym/4xoNMO4PpkxdSxGhVN3xMvE8JFwXSwx3ZaUFgE0EXohn68aEWyuD3jPM9/ltjPR72+clw/3879UWI9HLhCpkuFcU0Ug2x4EfpJlzvi6ivXMus5JZPiggV6M0NiNubh9BEJWHGE7moXuZVeYz79DNVFsrgFVV0Gjk22KJqvIy4Mt2wMcN1I1x0egQBXDE/79z/wJftAGSD5m/9vZPWITDri+MC+6Ul1XcYM7hwo9vXTDcrywTVFbMJn2VKCeGK8Lur9h1V9hQsaEmk3XNPhMobu4szQ0Abl8Gykz8bZXVYixB6aUPbyKti9+Z48uBKzstO5+bQgtIqxPa4t9vzqwFvu0ubfPinBqNpFatLJPJpyAMnGXZeKorVP2naiKWcuUrvzy1nXmiRdR+xxJ+k9bFdwFXgK8SYwoxIlAtWqChIhfekSWyqxlkuFeUrk8ytUVLvlRijmJYI6nNni9bAHvZFOFz6ANimfK22gx1sIWTDwRBOBdRc8NcmFx11qiYyFW/OLOaLQtuS7m9N1XE2fIVhjvvxctMBP7Thc4X5QInVqh7RHiRzwML2JIv4VlaDHzTjZXBqQhiviBgGHIIAHu/kW8X5zFxKiWFmRUbBwCcjwcWDCKlelu5eU7+d6hIGUNBF433hyKvddC7kqozYJk3T8nq56T11qOBe3+Qtv114a15acBPKtVzAODhFcwzH92Wfcfq95Lvd9e9e1zdBVzQfX9/V+TBRyvuYfEcBxYA6VwpOtlEiGIir6bhHWi+D+F6bHyDLSObA2/eYukeMe2Yxk4dXdnqEkVKjCDI3+eVOeKVjakUPyVq0QJ+ikpWH8SQ8W4hZLhXFO8g4IlNwIxz8vA2JRo3SV02sJbkITOXv2Y13I8c79nXaoGJG9lL8CiubFSTIYZeLYIgnEsbTjle6b0CDL1QSga8Zd/xuBL8RKdoUPI5umqlkUQPhxhNFKlQzxa9G6ufB/6cAKxSpBIJAnCDU8CPf5N56j9pKBkVN0+zMOmrO5kxnXfLUD3YEnLTpPV9Kvm9SvZ8LeVSD+NyA1NOAOtfA/551nav79KxQNJ+eVkvY2rHNRFz/6/n/gWOLZe2H/m74tfkPc4PLQd6Pgf0e01qs9ZwF6NWABZmf99C+XesYV/Tx2u0zOM2+F3gyf+A6aeBiObS/t4vSk6DvyaysnjKahmxHQ3PK4aBp52SK1PzYf1iaaqaSlgT+bY16QxE5cB/37Kvs9QZ8Z3bJ0RKVVWmrygrOLiaAG3d7ub7iFg69n+esW0sNQwy3O2FuycwSSW/TSRpPwt5A4CQ+lJOl70Ndz5vTFniTaNhBnz7sVJbeSkIgqhkhn8qrUe3kdZFA7VeT+PHevqz0pXVFb4qhvgCwKv0KstflpdJOe6ixz2kvryPmHd84k+2PL1avr8wk6nj8mQmsvNufJNt8+Xpsm8AnzQC5ra3/mWa97gDUqUAJX6R0rr4ktd+HNB4EFvPuMi884eXAKknrBuDSLmKka4W0VBTsUTc8F9dPmdIffZ7a0+a6P7WEU2BliPZumi4C4JlHis+l/YBFcHHwFh5mp2S0Qukda0be5fxDgSm7GZeuAFvGob9phxXjEEl0pCfnBSjaQ4vARaJnkYNpfVptcAb3LPvvw+ANdPtH7lJ2E5Rjvw3YM/X0rpaCWkPI048V/c+qzn8mg1jkQRKjGnVPKEQlzzxl3o/QgYZ7vYktCGbfVbj0n9sJhmQl3eyt+Euqgv3nGa6n/iyVxnlJQiCkMOHQPKz01pdnmtsB3n/Do9I6/aorezKaLXS80x8mcnnPO7n1sv7F2QCgi6kXTTcNRr2fBa5ssv0NVNMGL7XDwNrX5RCgAF5HrrS4DdHjsJw53Pez3KfrbPKS5+nr6Tc++/LUrtyMqAiqCml11TUvNv1ewMPLjVsv32lYtdSqtF3mih/WRbv56IcIPUUmzT6sLa6TgKP3qjWAE0Gq/e56zPjxzczEj4f1UoS2vRQaG4oxafSThoer3y5P7GCRY+IKCffairunlJU1oEFTKVfTYmfcD6CACwYyPRXxOc6nzpTT8VLLYaRK/Wu+N/1US769x3yobQ++kf276nt8prvgPGo3tpxMEh/UaYMEAaQ4W5vAmOBifHq+y79x5ahjTiPu51nSpMOsqW5XKgHfgae2gG0uNu+1ycIwjbEl+huTwN3vMGU4vu+wtrcPIDHN0h9QxtI6/UU+aXVEVE1X/TE8TPzl7cDv9wneTnEFyXPALmi94gvpfWyInkerZIza9myfm+mYcKTc4OJjW77n9S2e660bm3JOV6VHJCiBQBg6QPSesuR6tUD+CgrkaO/269iiTKioSajDPke9S37LW06xLBvRSs9KHNaI5rJt0UP9d5vmOjb7SssL/7rONP3tnh/evgaf6FuOVLdOwgYGuVqiHnyIqLTwhRKnY4/J8i3H1IRZKypKCMixHfLmkjeLWDV00CySkUOZ1OSzyZui3OAre+xiiTiRFmXJ9WPESeXCzPlUVy3zrNlYC2g/UMGh7kEXZ8C7niT2Txt7pO0eBr2lyKCxpr53irLxNmi2VHDIMPdEdTpwmad7pnPhCiUhDWSxFvs7XFP2s+WyhcMJR4+QExbym8nCFfhgV+BqQfYC3ufl4AXz8tzT+t2A6bsYT+SfDWLe1x0Nt6eiBORYkTR+U3y/RfigR/6sXXxRYkX5wTYBEdYY2n70n8wKnYlhuI3HcpeTKxBnFywlOzr8u2CTPV+kS2Alzhvaq1ObKk0kgCmCL5hpnXjMMalrfY5T3Ug/by0Puo79kLtE8IiYwa9I+9791cVu5bSOFMKEnqZmJz/qqOkqaPE2PdDiThpKNKwn+V1082VmFUzYniVeTWUExc1mRzFM6Mmf0f/eBRI+JXpIpibrExYCpxZ57ix8KULDy9hFUmO6zQvjH1ffUKlKgx5nN6JOKEb097eo7QfWjegz4vM5lG237+ElWxsNlT9WBGl/oz4G08YhQx3RxHTDmj3IPP4KMWmAmKlWSZ7hoXwwjmiGjVBEFUDd0+WuyqiNqkW1ZL9SLYYwdRoe06rGVUhRG9coe5HXS0XO1NXBlOcDFWWyNNqgWcPAQExunNlGa+xLb48eAeqG8amsHYytkQXIinW497JhSlrVH6ix/3FDKMndJMXAUbGt+87+5QmO78RSNxb8fNUB0RjuMPDcq0YgKms83+v4ArqToieOBHlb7o5wcrrRjyQ2cnq51fC31et7gUe/dvyuul8RJCSCf8Cg98zbOe1PQjCUq5yaU/GxEGv7gFWPAmsmgz8PlZeHcSeFGQYtokVToxNlGm10m8MnzYlTuiGNzY8pjpx58esOoUIedzNQoa7M1DmZmm1jslxv7ZPWu813X7nJQjCtfDwZlUiBpnxbFUXRG9FYRZw5Fd1UU3REBGfqcZCelvdw5abZ7Oa6GqILw9egUB4U+Z5D6pj2VitNtx1HlBRzyBxD5CTwtbF3w4+zL/JQKDXNGlix5Sn8rvelr+kmgqvXjjEfqH3VRkxzFxNbEmjkRvuYRV84VYa1sprihNQxlD+vXZ8yrQZRIPAEkHLR/9mufbW5tia+q7U62EYHguwkGCjx5gQ56yJKCclAccZo66O+DwHjEceLBoKHONCtosdYBzmZwDzTZR/VCuJJiIa7rkp3PnEyiiRhv2rE3W6AJN3sN9ZgAx3CyDD3RnwqsjijLUjVOX58Hiq90kQRHVBfJ5lJwN/Py21NxogrYtq7HqPu4pxABgPWRSfn4Igefa9A9lE60PL2MuFJWz7RPL+W4JouPO58aLKvfgSo8yz54ky4alMPS55WM2h7BfbEQjhPKe8aJ6tlJcDv48D1rxQ8XNVBubCzPkJJXeVso7WoDxe6WE3VyNe4Az3shJg8ztMm+GAThXemNIzT8N+wJ0fWZbXzuPuCUxYb5i3/vxR9f6A8bS9+xYC96uo39dkHl9v2MZrY9Qk3Lnv4roXDferpYxYm87Ek5sGHFxoWP3j0E+mjzOVmhKg0ynJSWG/P9/1kkLszUXGVBfE51t1F9u1A2S4OwPeiBbVFj1syHFP3Av8OZGVHlJDfPFraianhCAIoiohTn4q898eWcFqWwNMcK4oV0o/UvNKAYbGhEhWErDxDeCzFkC6LpecN/J9Qiwba24K8PO9lvXNvq6e07fuRaYOrvf8mwiLdveUVxlQkq+is6KGOFkRXI+JI45dCjzLhVsbK1Nnjn3fA4uGs/MfWACcWcNefLd9bDyf31JyUoDcm+xl1xkeR7GUmruRl/CuU9iyu53qEfOVEJT3nzl9Gv7/g9dRuKEznk15AO1Bve4sDFak5UjzyvCTdwL3/iBtv3IFaD0a8KshxoulRLY0bLP0e17dOPqb6f1HfjFsSzdTecEUSx9kE4+rFFUfjKVdiZhKXxWjptZOB9a/Ji+fWFNKIIq/ceRxNwsZ7s4gbjxbxrSTfnxt8bgvHMLqDm94TX0/H95JEARRXTAVettkkBRqmHJcyjM05lE0ZrgnHwR2f8U8y2W6ah/KZ2mHh9my46PAq4nAIyvVz8WLmJnia86T7hMq33dlu/T7YC6fWTBhtFpqHIu/H2GNmDhiQDSLNhCFEG31hPz7EnB1JytbdZ6rjLD1feCX0badE2DVBD5tBsxpDOyYA3xcH9j6ge3nswRzHvdB7wDj/gT6vWqf6/E55WqGOi+AN/00UKebtL3iCWl97QzDYz0dbLgD8nB9pXifGtFtgLb3MxHOJ7dZPllW03D3Au5dAPR9VUrJyKuhhrsSvqzazXOs1r0SW0s1Ju4Fkg+xdTEqSkSpZaXEVOpMXe57u0+RlmLuvNUF8TdOGQ1RcBu4stM+ei3VBDLcnUHzu4AnNgOPrZHa9DnuNpSDO7kSWDhULmxXVgLs/56tm3vJIwiCqEqYCjvWaKT82LXTpdrPakJBgHGvn1gCjkeZcnTXF8DTe4ERc9kEgC2l+C5vB67pqn/wxrCgyEneN19a9zTzTK/fW1ofvxYYwr2sWmpwiy9MyskKL90ESEU9IQlLgQuKagDJB21/IdvMGYJb3mPj3/aR7eOzBP3/kZFJIXdPNpFkr9/gAW8BdbsDYxar7+c9r+7eci0EQCrld0GlRK05VXl70HIkE57qOc26OuxRLYHY9g4aVDWh7Rig/2tS9YGa6nFXwpevvH5EvY+taQX/KiotlHEiqaZSkjo8bFgVgseUUa8WXVEd0QvQcoZ7aTHwUX3gp+HAyRWVMixXhAx3Z6DRALU7yV8CrRGnKy8HNilEqBL3AEeXStvvhgOZV9k6Ge4EQVQ3YjvIt3nBKjEMka8XfcNIPm29HmwyVUniHsM25bPUzYOVrxG9n6YmFNQM0rxbwOIRwI+DgDKFwF5tRUmdm2d01/QC3NyNXwcA2j4A3PM98NwRoH4voPtUoNEdbJ+lIe7rdS+lyjBSMXKB92RZCp/Wdeusep9z64F1LwPf9pSXUzLF2fVA0gHrx1NRxNrKFVWMt5TguiyfudUo9f0x7VgeeqMBzDsd2Vyuh/B5K+N/f0vFFiuClz/ThqgpIpqVgRhKLZawrEmoVWU6uEha53U5mt8lpbDs59Ix0i8Ct69adr0bCfLtjEtsmXoK2PWlQXd0eRKYeQMYOc90agufEiOi0bJUJf8Iy8ZW1RHT4S79J/02pp2U9vN/sxoOGe6VhWi4W1IO7p0QeYkgkS3vshlF5eyh+MJHEARRXWh6p3x7zE/S+pWdhv2HzVE/j0YDPPirXNjOGNbkAce0BwI5hXdebA5g3pmfhkvbtxWli+78COj4mKHHu8yCqCytFmj3gPwFUG9wWxninnpCvu1l43kAy3JJE/cA++ez62438jdTsvQB4/scletenAdk6JT3lZNIlYWbB1N+f2SFZBg8oYhqMGbQhTVy7NgI5+CnM+xya6Dhvlkl/YJ/7qZyhl/93pKhnXODRT0V5QJfdQS+bGt8otcU8/uw581fT8jb6/YA+rwM3PGmZSkpXgFAP0UKbHDdmvUdFdPdruxgaVSA/J5WppLVYMhwryzEHHfxQWKMI78a35efDnzfD1j3krw9tmOFhkYQBOFydBgnrTcZAvhzZXLUyrp1fMz0+e77kYUi8xMASswJgPHUigNe4Ize1JMsbF/38qg5vUo+qXrrnLT+8F/sJe3uuUB4E8uvaQoxWmDdi6ZzOlOOA191krZj2sv3e1YgVN5aL2DKMeuvoSRpf8XPoaSkADj7r7Tt6rnXfDSKsai+8GbOGQvhWMTnYG6q6X7GyEkFvu0F7PzCbkNyGnu/kdbFEsh8Cog42VinG9DpcXkU1I+DmKaJiCV6G8p889JCZmiWcyHzDfqwieE7XreuulO/V4EZ3G+CrXn4VZUI7nkkOiqzuOosJFCphwz3yuLydrY88SdbXtkF/HCHYZ4lX/rIGGLZCJGez1V8fARBEK4EX688L8103wd/M1+OyycE6D1DCimvKA16yw39HwcBh5fAfckwuJcVQKN8Efv9IbaM7Qg0Hii1m6vPbSl8tMDR3w33CwJw7A9WeogX0xvyvrxfRdR+//uf+T57uJdvS0LlDy6U1mPaGe5fOMT8Oaxl6Vjgr4nStjUTOpUBr+b+TTfD/S1HAUEm6qYTVQfRcLc1VP7IElY2ctPb9huT0+AMcTFdihfjFNN7Oj/Bfg86Kzzj27jnU95N45pTBxawiTtxgpiP/irKkaedPPoP4Gujd9ivhoTFq6FWBYb3uNe0iQwTkOFeWShrsP40jKlVrnu5YucdOc85ojMEQRDOpm53tuz4qLx95Dfy7ebDYTHeQYCXitK8WLrTHM8lMK99y1GquzXFeRh+7Cm4bTcinKY01HmjCwDqdLVsHEr4nPT/PjSsZ3xlB7BikuFxYq6hiCgWtNnKPOW8dON57c8flXL6eW8Vn9NoDL4G/JPbgImbAA8/68ZmLZe2Ovb89sZYCalXE4G3M4H7jYjdEVUP0diz1XC/niCt82JrVQJuAk2MguFTR8VnoBiu3oSbIFVjvSJcPeMy8HlrVpVh6YNSO593vmwccHEzW79vUcUm9bQ12CRTs1sKM6X1G3aIxqom1OC7pJJpNowtwxrLb8jsJPX+ljBwtlSuiCAIorrx8ArgwaVAB4Xh3vb+ip1XWWO38SDLcuABILQB0Ooe6YVt0LvWXTsgWr4dVAt4TFdqqFYcMFbFW24Ln7cEMq9J2yueUu+nzMk8s0a9nzmMRUVMP80UxpWT1yJXVUQCRdIU+i0aDVCnM/D6dUlfwJ5eq+TDrN48T6fH7Xd+R2EslN87yPWjBQjrECetlJoalsIbuoXZFR+PMfbMA36+Byi2cZxKlo+H3uPuHSRNOPLGXpHu8xgrDark4I9A4j62XloEzG0PZF0z7BfZSv346LaWXccUzhCNdEXE9GEeXmG+KIdFie39Fkj4zXnjckHIcK8sPDhxulzFC86qp4E10+UvDJaUUqmrEhJHEARRXfD0BZoPM1RZd/OoWMh7vR7SeoeHgYf/tN3A6fiIdf3VQuMb9AHeug1M2mJ72KWa92blZLYsKwVyrqsfpzR8fbncQksV6gHjofWBsWwZ0Vx9//ZPjJ9z7zfG94ml0JQTIRXhx8GSUJKImEvryqi9BFsaQUJULcR3SVtKCwNMK0mEN3rtSXk5sGEmcHGL7ROBSk6ulNa7P8uFynMTEWJVC/GZAwD3LjB93oWD2XLtDON9WhvJh7eHmFxNnVhzV3jcj/8pN9yFMmB2MLD+VWDVFPP6YNUYMtwrCzH/sLRAFu0DAEj4lc388S8Mj29gtXlHfCmpLyohUTqCIGoqd37CJjjvNGH4GWMgFwZeUlCxcaiF3ZvCmKFZ0bBJjcrxV3Xq+wdMlNZReqfu48orXdlh+fWLOO9dt6lsPOM447F+T8NjABZ2mnwI+O0B4NI2+T4+D7KHQstFjBRIOQ7885zxF7uMyyxPfulDLKf+1nn1EOGyEnkYP8DUooOriEfsic3S+pAP5DoKRPXBmgpFamRyAmBFDvK4l3LPVN4YsxXlM9rDW4oyuXUOiH+bfbeLdZOH/ORoi7sArYf5a5zfaHyffwQw4yzgzz2748bbx+juN5Mt29ew6FlPRbrTXxOBs+uM98+4bHxfNYcM98pCfNjmpxvmHqoREM1q88aNZw8M1XOaEWMiCIKoroQ3ZrnTXZ+0/tiAKKm2e9fJFRuHOYNbaVD7Okgt1y/SsE2c9OUV7ZXl55Qvnw37Sn3+sUL4VPS41+vJBO9eviTPMeW9YID0wgowodZz64Eld0tt6RdZ2TgAiGrNhAV5wptBPwt+eDEwtwMLrcy8JqlJJx1i4a9rXgDOrgW+aAN83Qn4c4Lh+JWTBgDQf6Zhm6tSuxMw/Qzw6jX27kBUT8R3SWPVA0yRsFQeYn/TyLtlReGjAewxOXBBUfLQK0CuzbHrC+DjBrp9QVJJS4DlUr9kpkxlbppxlX5RZyUgGnjgZ6l94CwLBm4B7ccy3ZS7vzLbtVphbaRURSfYqzBkuFcWvHjMajMvQ0qxIo0GGPA2EN3G/uMiCIKoidy/BHjxPFCnS8XP9eYtYNyf6vumKsqV1Yqr+PXU6Pk80GSwvE0QgPIyQOMmtc04I5WAu28hVGmnE2bKSwNunlPvo0Q03L0C2G+WWt71tONMGX5ivKHOAE9OCqu3LNLhYcP+fmHyOvYAK/f0RWuWInBxC7BAkU4hlos6vdrwmgm/GLb5q0yGuDKBMdaVpCKqHqLhnpcm17CwhIM/yrdXGtG9qCi8kbX5HWDHZ9afIysZSNzL1lcpJqI8/Y1PgBapePjVnjW8h3uOkZKcL5xiqvH683DPNHsKZIY2qHlCdVo3oPsz6vvajTVss1XToRpQw+4MF0IssWMJaoJzvacDk3cCd30OeAYwdV2CIAjCNrRu9jPM3DyAJoMM2z18WZ32p3YAE/5lnpUAI6lPFcU7EBinKBWalwa8EyqFyjcZwkIUxy1nxnOre9XPxRvEmVctu74odGXqty64LvDUdjZZ4m0kxeCf54BPFTXHW92j3lf58h7/Jlse+50JY1lK0iF5Dq1IBNU+J1wMXuH8mJVClsq65Jby76vA/L7GVejzM+SlHTMuyvdvng2UFlt+veI8Jq65cAjztiuNca8AQ1FNc/DPOq07MOxj430BJjoaVEse2RrWGGg/Dug6hSJe7cGQ99nkuRI1wVEy3AmX4IktUokcHmXuB0+nx4GZSUBse4cNiyAIgrADohEb05YJ4oU2cPw1H/0HqNdLfZ84ueAfyYxnYzma/At6mQUv3EW5QOoJtm5pKoCyDJ3IYUXpMt9w42GVSfvV2y1h15dMRAtQL0v36N+2n5sgHAU/4aUmdGkMQQCu7jJsNxWCXFYCbHkf2PctcCMB2PGpYZ+8dJaO8m0PZpwnHQQWjzDsZ0wcU40za6X1w0sM94vPGGtU3YUyad3T3/h79qQtwIxzQE+VyFiNBhj1DXDn/wz3EbbBT55rtMCkrVIVLp7Vz9fY2u5kuFcmfLkhNy+gVkfgiXhgFjebaKQ2MEEQBOHiKPMelfnkzqBhX2DCWvV9HSxUwI9sKa3zqs1qFOcDH9YCji5l2+FNLbuGWii9msDenR8ZP0e/CuSgx78FHNHlrPI5uS1HAa+nAg372X5ugnAkzYazpTV12C9tVW83VTli33xgO+eZVsuJTzrABOhybgCbZgH/GTFqrSkLxwvanVKZQBOfHXzOuUifl9XPyT9bejzLlsH1DPvVinNcVBShzrg/2T094yyzi+p1B7o9zfbxFbaWqoTQ1wDIcK9MRn0rrSvrqw5+j4lq9Jrm9GERBEEQdqDXCyiZeVPadqV8Y62HVErKHI36S+t5t4z3Ky8HPlB4/TwsDGENqm3YJpTLt9/OBNrcZ/wc1pbiU3J+I5B2Glj3otQWGGv5/xNBVAZimHZZsU7Hotx0fwC4ulta5ytHmBK5S9wj3751Tiq5JsLXPd87D7gQr36u4jzzY+Svo0aHh5k3NkQXuRRSH3j2MDO2xywGnvwP6Peq+rF8Faae09jyfoU3/3ETyvKE42gyCBj7m9z7PvRD4M10oM9LUlvaKeePzQUgw70y4evz5ilqufd4FnjlChDbwalDIgiCIOwIPyGrrFVbWUw9ALyRZr6fiNaN5XECpss5qeW/q9UUVyMwFmisogsg4hdpvtxSYCwTbrWVrCRg11x5m5pWAUG4Em6671hpEfDLaODrOPOq227c97JOF0lc7YvWrFSiJaSeAL7pKveeZ1kokHdEJeTdaN9f1dtHzgPGLpULuYU1YuHtrUax92etm/qxHR8FAmsDbcYAbu6sLbY90x9pMoRpb9TtavkYCcfj5m6omXJlF5usWjMdWPuiVEGkGkOGe2XixtWSVPNK1DRVSYIgiOpMZVYCaaErrdblKSCiqfW/L+Lv1U4TitA5NwzbLDXcNRrg4T+BZw4BLUca7u/5vGXnEUMq1QhrIintq+VNQpBPqDceCDS6Q6UfQbgQose9tBC4uBnIuARc2Gz6mBKdx9vdh0W7lHAe8LNrgYJMw2P474ZIYRaQm8LWs5KZVoQak3cBw+ZI24eXWBYZkHdLPjYRY5oYluITzKpa3PuDvD2mLTDuD1btgnA9fBT34E/DgN1zWYWEAz8At1TE7aoZZBm6CraqexIEQRAuzbZms1DWaRLQ10i+pTO45ztg7DJg0Du2Hc8LRBXnA6fXAGWl8j5ppw2Ps9RwFwlvbOg1D2lg2iDn4SfElQx4k/0fzDjLPHWD35fvLy8HMi5L26MXWHZNgqhMRO/5IU7IcfsnxvuXl0laFcbSMZVK8IC6MBzA8uKL85nyuxrtxwHRrYEuk+Th6MpydGpkJ6u32+O7qdWaj+IhXAu1cq3xb0nrxtIqqhFkuLsKWvfKHgFBEAThADJ9G6J8yIfqHitn4ekHNBtqe742HyL/QQywbByw/3t5n1yV8Ht3G64XolDbb3SH5RECytDYEVzou08IO4+oSt/jGeBezgAozmXeRr4/Qbg64v2cnSS13UhQT2vJSWElIQ/9xLaNVX1Y+6J6OwA06Cvf3vWF6UicrpOldV6scst7xo8RSRUrPCgMbEphqZm4ezEdA2NkJRnfV00gw91ViGhe2SMgCIIgt57nCwAAIT9JREFUCHU6TTBs2zRLvl2UY9jH3wZFZq0WuIebFLC0pJzIHW+wZZ+XgRZcKarAWoZ929wnXes2520PVBHLIwhXhFfa5uFrqQMs//fTZvI2v3D1Y68rjCM+d3iwwuA+8Zehhz+0obTOT1jyJeuKstWvzXNA9MoLLFrGKwi4X0U9nqg5hDUyvi/fhHhqNYEM98pmYjwrN3PPd5U9EoIgCIJQp/Mkw7ayIvm2+CLeejRQuwtw1xdAeBPbrufBCflFGQnBNUafl1hZ1TteZ0bD8M+Y513thU+jYWG8Ssavtu6aBFFZ+ASrtx9bJt9WE47z1Rnuj62Rt2sUkSvX9kvrYY1Nj+fpvcCDunKQLUfKK0bwdeeVVSPUCK7LlnW6soihV68CLe82fxxRvZm6H/AMMGxXi/qyFyWF6toPTobisyubOl3UczYIgiAIwlXwtKCsW7GuBnSdrsB9Cyt2PT5MPbptxc7VeaLp/UF1WLpauS5nf/inco8hQbgy3kZSOpRGxo1jhn1Ej3utOCb4VpgFQGC6S4Ig5YCnX5CO8fABxq8FEpYCCb/IzzfgLSCyBVufpRKqz+eUW5KKIhr3re8zPJ6ouUQ0Y78xv42Rt5sqV1oRSgqAb7oBt68wAdVwM5NXDoQ87gRBEARBmMZYPfaiXG5dFyqvLNljC3z6mDLn3d54BwIRLaRtUpInqhJKj7t4L+/7Vh7CrpbzLnrcPX2B548CL+rEvUoLpIk4cRsAmg1nxnP9XkD3qYbn8482P15RfFIUyDNFgS7cn/QmCCUNekvr4sRO3k3HXCv1JDPaAVZucfscphdRCZDhThAEQRCEabRuhuG0gDz8VjTiPf0rfj3/CFZL+bkjzimNyjvyguo4/noEYS/48HNAnre+5T3g215AabFUrpEPdefzz32CAf9Iqaa7aARlXALWztCdO0z9WJHanc2Pl+9TVgrs+x5IPaXeVzTuyXAnlPDpVE2HsGVWkmNquaeekG9veRf47QH7X8cCKFSeIAiCIAjz8B4OkcxrUmis+JJtD4874NxaynxOr6mScgThaigNd6UIY+px4NAiZmwALCy+0QA2OaaswgAwwz8zD8i9yVJGfuIEHvk62krhydb3ARFNYZbanaT1d3UTAX6RwEsqNbjzyXAnTDD9NJCfLkWE5VxnBvW4P8wfm36RaShY8rxf/bxh240Eq4ZqL8jjThAEQRCEdXjpjIWsRLYszAZunWXrkS3Uj3Fl6nTVrVAOLVHFcPOQKikArFKCkqu7pfXyMmDYx0zEUQ2/CLYUPe58mTney67RAC9zlRju+tyy8fKeUpG8NOYpLSuV2gQByE1l6wE2VKcgqj+BsUB0G+meBYDzG+QpXCK3rwDJumoJZ9YBX3UEPm7IfruqEORxJwiCIAjCMh5eAdw8y16C9s9nHncA2KTLW3X3lupKVyUGvMmMklb3VPZICMJ6ek0HLmxheg1qGg3lnEHMlz1UQwy1XzbOMGddWZrRNxR4PZXlwHsHWj9uns2zgd1fA09uZcZYfgZQXsL22VJWkqg5KKO88tMBL0XK1s/3sLSPxzcAfz7O2oqygTXTTIuplpuofpB8GKjV0aYh2wp53AmCIAiCsIzGA4DuTwPBujxwMcf9oO7Fp7SwcsZVUbwCgH6vMrVigqhqaN2Ax/8FHlrG1sf9Jd9fViytdzJTZYHPkc9VCHD5qOS1e3jbJ5R95+fMUN//PdtOPsSWvuGUvkKYRqMBOj8hbSvD2AWBGe0AsGSUJLYIACcU3xUlojYEu5B834aZVg604pDhThAEQRCEdYgCblnJlTsOgiAMaTIQcOdC0s9vlNZb32v6WN9w4/sCYyo2LkvI1hlKaSfZ0hL1eYIYNkfSe/jjUSD7urTv2j5pnTfaAbm+iRrn1rNlbEcACuE7pb6EEyDDnSAIgiAI6xDDYosVuYQPm/FeEAThHFqONGwLbaSeY87jZ8Jwj25bsTGJ9HjW+D6xrGRxPluqfQ6CUKLRsFQtkV1zpfU984wfJ5RJ95xIaTGL+Cgvk4z+JoMNjz23Hvi4EXB+k+3jthIy3AmCIAiCsA5Rxbckn73kiMQ6N9+PIAgjDP3QsM2c0Q5IHm8lL11SV6G3hYGz2T81inRiYeKkYHBd+1yTqP6IYoYAsO9baV1ZaUHJh7WBDE77Yd2LwA93ALvnAmmnWVtse3XvfP4t4NfRQFmJzcO2BjLcCYIgCIKwDtEAyLgEFGSwdY0W8A6utCERBMHhGwoMnCVvs+T72WSQYduAt+Q13CuK1g3o+hQQ1cZwX2EWW17axpZKkTGCMEatOPl2eRnwz7PABQs84nPbS+uHF7Plf/8DivPYuncQ4O5l/HhR78XBkOFOEARBEIR18PmzaafY0jsY0NJrBUG4DKIWhYjGgnKHDfsZtjUeaJfhyPDwASbvMGwvzGZK3mKOO18ijiBMMXqBfPvMGuDwEiD9vGFfpYAjAOSkynPj3TwlL76HD1Cvh/FrlzhHmJV+YQmCIAiCsA6fYGn9yi62VJaKIgiiclGWhmv3oPljNBogrLG8zV657WrX0uoU42M7sGVxDgs/FtFS5WrCQkIbApN1v0feQcAthcFev7e0rla+8NOmwGctpO2ibCllw90HGPUt0OUp4IFfDI9dNdl06Tg7QYY7QRAEQRDW4R8prYveDF+VUlEEQVQe/HcypAHQ4WHLjrv/Z6DlKLY+6F3LPPW28txhoM/LwAO/Sm17v5HWu0xy3LWJ6oc4qVyUC2x5V76vySAgIIZVTghrDNz1heXndfNgv3vDPpYmmXhuHAWubLd11BZD01gEQRAEQVhP6/uAE38CqbpQebUazwRBuAadJljeN6olcP9iFqbu5mBTIbgucMfr8rY9OsM9sJY8uocgzOEVwJZCmeG+sMbAMwdZFIeHN/tOZCcD2z8xf15+EoxPFQtpANzWCduJlRAcCHncCYIgCIKwHv8otiSPO0G4Lk9uA/q/AXSdbP2xjjbajVFWxJbZyZVzfaLq4mlCzDCoDhM79ODKxvV52fw5YzsCPiHcNfyk9SEfSOuiqJ2l/P0M8F1voLTI4kPIcCcIgiAIwnqUas9eKjmDBEFULrHtgb4vmVbEdhWC61X2CIiqjqmShcF1DNvcPQ3bHvwNiGotbTcbJt/v4Q10fIzdr7xg3bn1QNJBy8ZZUgAc+RlIOQbN1V2WHQMy3AmCIAiCsAWlZ0PtBYggCMJSxq+Rb/uGV844iOpH31flXnNjTPgXaD4cqNVRaguMMex391xg2jGWytFrutS+YID5a5QWAx83lLYFy0XtyHAnCIIgCMJ63DwU21XAo0cQhOsSXFe+PeDNyhkHUb0Y/SPQ/zXj+x/jJozEe7Au50n3DjZ9fjfFpHVeuvG+x/4A3osASqR8ePdVlgswkuFOEARBEIT1lCvqK5PHnSAIeyIKjRFERTBXqrR2ZyCiBdB4IBBUm7W1fUDaH9bIuvNvfF29HwCsqFiVBDLcCYIgCIKwHmXeH3ncCYKwJ/7RlT0CoiriHcSWsR2Abk8DDfuZ7u/hDUzdC4z7U2rTaoFJW4D7lwCRLYwfCxiWWbxxzOohWwoZ7gRBEARBWE9YI6DRHdJ2VRC/IgjCtXlis7Qe3dp4P4IwxhNbgJHzgElbgaEfAhqNZccp+9WKA1qONH+cpy/w6D/StrdCqLW8DLieAJSXA+7eqAhUx50gCIIgCNuI7QBc3MLWlXl+BEEQ1lK7E/B6KgAB8PAx250gDAhvzP45E16xXvT4iyweAVzdBUS2AkoLK3QZ8rgTBEEQBGEbfD3bwNjKGwdBENUHD28y2omqRWhDIED3G8jfu4XZzGgHgLSTFb4MGe4EQRAEQdgIF1pYK67yhkEQBEEQlckdb7DlyZVSW2GWet8Hf5Mr11sIGe4EQRAEQdhGWbG07kc1lwmCIIgayu3L0nppEVsW56n3bT4cuPsroONjKHlim8WXIMOdIAiCIAjbEITKHgFBEARBVD4tRkjr1/axpZrh3nUKW4Y3Bu6eK9WOtwAy3AmCIAiCsBEy3AmCIAgCMe2k9WWPsGV2krzPpK3Anf+z+RJkuBMEQRAEYRsddC8nzYZX7jgIgiAIorIRq6sERANn1gJ/PMq22z4IvJ0J1OpYodOT4U4QBEEQhG0E1wFeSwYe+KWyR0IQBEEQlcvwT9kyuC7w+0NSe8Yly+vJm4DquBMEQRAEYTte/pU9AoIgCIKofHxC2bLgtrw9ab9dTk8ed4IgCIIgCIIgCIKoCD4hbKk03O0EGe4EQRAEQRAEQRAEURGMGe4DZ9vl9GS4EwRBEARBEARBEERFMGa4d5til9OT4U4QBEEQBEEQBEEQFUE03IVyqW3aCcDdyy6nJ8OdIAiCIAiCIAiCICqChzfgpjDS/SPtdnqHGO5XrlzBxIkT0aBBA/j4+KBRo0Z4++23UVxcLOt37Ngx9O7dG97e3qhTpw4+/vhjg3MtX74czZs3h7e3N9q0aYN169bJ9guCgLfeegsxMTHw8fHBwIEDcf78eUd8LIIgCIIgCIIgCIJQR6Mwr8Xa7nbAIYb7mTNnUF5ejvnz5+PkyZP4/PPP8d1332HmzJn6PtnZ2Rg8eDDq1auHQ4cO4ZNPPsGsWbPw/fff6/vs3r0bY8eOxcSJE3HkyBGMGjUKo0aNwokTJ/R9Pv74Y8ydOxffffcd9u3bBz8/PwwZMgSFhYWO+GgEQRAEQRAEQRAEYUhpgXzbDvXbRRxSx33o0KEYOnSofrthw4Y4e/Ysvv32W8yZMwcA8Ouvv6K4uBgLFy6Ep6cnWrVqhYSEBHz22Wd48sknAQBffvklhg4dipdeegkA8O677yI+Ph5ff/01vvvuOwiCgC+++AJvvPEGRo4cCQBYsmQJoqKisGrVKjz44IOO+HgEQRAEQRAEQRAE4TQcYrirkZWVhdDQUP32nj170KdPH3h6SuEDQ4YMwUcffYTbt28jJCQEe/bswfTp02XnGTJkCFatWgUAuHz5MlJSUjBw4ED9/qCgIHTt2hV79uwxargXFRWhqKhIv52dnQ0AKCkpQUlJSYU/K1G9EO8JujcINej+IExB9wdhCro/CFPQ/UGYgu4P18RDsW3u72PN388phvuFCxfw1Vdf6b3tAJCSkoIGDRrI+kVFRen3hYSEICUlRd/G90lJSdH3449T66PGhx9+iNmzDevpbd26Fb6+vlZ8MqImER8fX9lDIFwYuj8IU9D9QZiC7g/CFHR/EKag+8O1GKnYVuqzKcnPz7f43FYZ7q+++io++ugjk31Onz6N5s2b67eTk5MxdOhQjBkzBpMmTbLmcg7jtddek3nys7OzUadOHfTv3x9hYWGVODLCFSkpKUF8fDwGDRoEDw/lPBpR06H7gzAF3R+EKej+IExB9wdhCro/XJPy4nuhPbkCAFA2+EMM6zzMZP/09HSLz22V4T5jxgyMHz/eZJ+GDRvq169fv47+/fujR48eMtE5AIiOjkZqaqqsTdyOjo422YffL7bFxMTI+rRv397oGL28vODlZVhPz8PDg258wih0fxCmoPuDMAXdH4Qp6P4gTEH3B2EKuj9cjLrdAZ3h7tZ9CtzMiNNZ87ezynCPiIhARESERX2Tk5PRv39/xMXFYdGiRdBq5QL23bt3x+uvv46SkhL9gOPj49GsWTOEhITo+2zevBnTpk3THxcfH4/u3bsDABo0aIDo6Ghs3rxZb6hnZ2dj3759mDJlijUfjSAIgiAIgiAIgiBsp0FvtvQOtquiPOCgcnDJycno168f6tatizlz5uDmzZtISUmR5Z0/9NBD8PT0xMSJE3Hy5EksW7YMX375pSyE/fnnn8f69evx6aef4syZM5g1axYOHjyIZ555BgCg0Wgwbdo0vPfee/jnn39w/PhxPProo4iNjcWoUaMc8dEIgiAIgiAIgiAIwpDIFsDkncCzh+x+aoeI08XHx+PChQu4cOECateuLdsnCAIApv6+ceNGTJ06FXFxcQgPD8dbb72lLwUHAD169MBvv/2GN954AzNnzkSTJk2watUqtG7dWt/n5ZdfRl5eHp588klkZmaiV69eWL9+Pby9vR3x0QiCIAiCIAiCIAhCneg2DjmtQwz38ePHm82FB4C2bdtix44dJvuMGTMGY8aMMbpfo9HgnXfewTvvvGPtMAmCIAiCIAiCIAjC5XFIqDxBEARBEARBEARBEPaBDHeCIAiCIAiCIAiCcGHIcCcIgiAIgiAIgiAIF4YMd4IgCIIgCIIgCIJwYchwJwiCIAiCIAiCIAgXhgx3giAIgiAIgiAIgnBhyHAnCIIgCIIgCIIgCBeGDHeCIAiCIAiCIAiCcGHIcCcIgiAIgiAIgiAIF4YMd4IgCIIgCIIgCIJwYchwJwiCIAiCIAiCIAgXhgx3giAIgiAIgiAIgnBhyHAnCIIgCIIgCIIgCBeGDHeCIAiCIAiCIAiCcGHIcCcIgiAIgiAIgiAIF4YMd4IgCIIgCIIgCIJwYchwJwiCIAiCIAiCIAgXhgx3giAIgiAIgiAIgnBhyHAnCIIgCIIgCIIgCBeGDHeCIAiCIAiCIAiCcGHIcCcIgiAIgiAIgiAIF4YMd4IgCIIgCIIgCIJwYchwJwiCIAiCIAiCIAgXxr2yB+AKCIIAAMjJyYGHh0clj4ZwNUpKSpCfn4/s7Gy6PwgD6P4gTEH3B2EKuj8IU9D9QZiC7o/qQU5ODgDJHjUFGe4A0tPTAQANGjSo5JEQBEEQBEEQBEEQNYn09HQEBQWZ7EOGO4DQ0FAAQGJiotn/sJpC586dceDAgcoehkuQnZ2NOnXq4Nq1awgMDKzs4bgEdH9I0P1hCN0fEnR/GEL3hwTdH4bQ/SFB94chdH9I0P0hp6reG1lZWahbt67eHjUFGe4AtFqW6h8UFEQ3vg43Nzf6v1AQGBhI/yc66P4whO4PCbo/DKH7Q4LuD0Po/pCg+8MQuj8k6P4whO4PRlW/N0R71GQfJ4yDqIJMnTq1sodAuDB0fxCmoPuDMAXdH4Qp6P4gTEH3B2GMmnBvaARLMuGrOdnZ2QgKCkJWVlaVnqkhHAPdH4Qp6P4gTEH3B2EKuj8IU9D9QZiC7o/qgTV/R/K4A/Dy8sLbb78NLy+vyh4K4YLQ/UGYgu4PwhR0fxCmoPuDMAXdH4Qp6P6oHljzdySPO0EQBEEQBEEQBEG4MORxJwiCIAiCIAiCIAgXhgx3giAIgiAIgiAIgnBhyHAnCIIgCIIgCIIgCBeGDHeCIAiCIAiCIAiCcGHIcCcIgiAIgiAIgiAIF6baGO7bt2/HiBEjEBsbC41Gg1WrVsn2p6amYvz48YiNjYWvry+GDh2K8+fPy/pcvHgR99xzDyIiIhAYGIj7778fqampsj4ZGRkYN24cAgMDERwcjIkTJyI3N9fRH4+oIM64P65cuYKJEyeiQYMG8PHxQaNGjfD222+juLjYGR+RqADOen6IFBUVoX379tBoNEhISHDQpyLshTPvj7Vr16Jr167w8fFBSEgIRo0a5cBPRtgDZ90f586dw8iRIxEeHo7AwED06tULW7dudfTHIyrAhx9+iM6dOyMgIACRkZEYNWoUzp49K+tTWFiIqVOnIiwsDP7+/hg9erTB3z4xMRHDhw+Hr68vIiMj8dJLL6G0tFTW57///kPHjh3h5eWFxo0b46effnL0xyMqiLPujxUrVmDQoEH650v37t2xYcMGp3xGwr5UG8M9Ly8P7dq1w7x58wz2CYKAUaNG4dKlS/j7779x5MgR1KtXDwMHDkReXp7++MGDB0Oj0WDLli3YtWsXiouLMWLECJSXl+vPNW7cOJw8eRLx8fFYs2YNtm/fjieffNJpn5OwDWfcH2fOnEF5eTnmz5+PkydP4vPPP8d3332HmTNnOvWzEtbjrOeHyMsvv4zY2FiHfy7CPjjr/vjrr7/wyCOPYMKECTh69Ch27dqFhx56yGmfk7ANZ90fd911F0pLS7FlyxYcOnQI7dq1w1133YWUlBSnfVbCOrZt24apU6di7969iI+PR0lJCQYPHqz/2wPACy+8gNWrV2P58uXYtm0brl+/jnvvvVe/v6ysDMOHD0dxcTF2796NxYsX46effsJbb72l73P58mUMHz4c/fv3R0JCAqZNm4YnnniCjDMXx1n3x/bt2zFo0CCsW7cOhw4dQv/+/TFixAgcOXLEqZ+XsANCNQSAsHLlSv322bNnBQDCiRMn9G1lZWVCRESE8MMPPwiCIAgbNmwQtFqtkJWVpe+TmZkpaDQaIT4+XhAEQTh16pQAQDhw4IC+z7///itoNBohOTnZwZ+KsBeOuj/U+Pjjj4UGDRrY/0MQDsPR98e6deuE5s2bCydPnhQACEeOHHHo5yHsi6Puj5KSEqFWrVrCggULnPNBCIfgqPvj5s2bAgBh+/bt+j7Z2dkCAJO/QYRrkZaWJgAQtm3bJggC+zt7eHgIy5cv1/c5ffq0AEDYs2ePIAjsN0Or1QopKSn6Pt9++60QGBgoFBUVCYIgCC+//LLQqlUr2bUeeOABYciQIY7+SIQdcdT9oUbLli2F2bNnO+iTEI6i2njcTVFUVAQA8Pb21rdptVp4eXlh586d+j4ajQZeXl76Pt7e3tBqtfo+e/bsQXBwMDp16qTvM3DgQGi1Wuzbt88ZH4VwAPa6P9TIyspCaGiog0ZOOAN73h+pqamYNGkSfv75Z/j6+jrpExCOxF73x+HDh5GcnAytVosOHTogJiYGd955J06cOOHET0PYG3vdH2FhYWjWrBmWLFmCvLw8lJaWYv78+YiMjERcXJwTPxFREbKysgBA/15w6NAhlJSUYODAgfo+zZs3R926dbFnzx4A7N2zTZs2iIqK0vcZMmQIsrOzcfLkSX0f/hxiH/EcRNXAUfeHkvLycuTk5ND7aRWkRhju4k3+2muv4fbt2yguLsZHH32EpKQk3LhxAwDQrVs3+Pn54ZVXXkF+fj7y8vLw4osvoqysTN8nJSUFkZGRsnO7u7sjNDSUQtWqMPa6P5RcuHABX331FZ566ilnfhzCztjr/hAEAePHj8fkyZNlk39E1cZe98elS5cAALNmzcIbb7yBNWvWICQkBP369UNGRkalfT6iYtjr/tBoNNi0aROOHDmCgIAAeHt747PPPsP69esREhJSmR+RsJDy8nJMmzYNPXv2ROvWrQGw90pPT08EBwfL+kZFRenfK1NSUmRGmbhf3GeqT3Z2NgoKChzxcQg748j7Q8mcOXOQm5uL+++/386fgnA0NcJw9/DwwIoVK3Du3DmEhobC19cXW7duxZ133gmtlv0XREREYPny5Vi9ejX8/f0RFBSEzMxMdOzYUd+HqJ444v5ITk7G0KFDMWbMGEyaNMnZH4mwI/a6P7766ivk5OTgtddeq8yPQ9gZe90fYi7z66+/jtGjRyMuLg6LFi2CRqPB8uXLK+3zERXDXveHIAiYOnUqIiMjsWPHDuzfvx+jRo3CiBEjjE4eE67F1KlTceLECfz++++VPRTCBXHW/fHbb79h9uzZ+OOPPwyckYTr417ZA3AWcXFxSEhIQFZWFoqLixEREYGuXbvKPF+DBw/GxYsXcevWLbi7uyM4OBjR0dFo2LAhACA6OhppaWmy85aWliIjIwPR0dFO/TyEfbHH/SFy/fp19O/fHz169MD333/v7I9COAB73B9btmzBnj17ZOGwANCpUyeMGzcOixcvdupnIuyHPe6PmJgYAEDLli31x3h5eaFhw4ZITEx07gci7Iq9nh9r1qzB7du3ERgYCAD45ptvEB8fj8WLF+PVV1+tlM9GWMYzzzyjFzSuXbu2vj06OhrFxcXIzMyUeVVTU1P175XR0dHYv3+/7HyiqjjfR6k0npqaisDAQPj4+DjiIxF2xNH3h8jvv/+OJ554AsuXLzdIrSCqBjXOlRwUFISIiAicP38eBw8exMiRIw36hIeHIzg4GFu2bEFaWhruvvtuAED37t2RmZmJQ4cO6ftu2bIF5eXl6Nq1q9M+A+E4KnJ/AMzT3q9fP723jKI1qhcVuT/mzp2Lo0ePIiEhAQkJCVi3bh0AYNmyZXj//fed+jkIx1CR+yMuLg5eXl6yUkAlJSW4cuUK6tWr57TPQDiOitwf+fn5AGDwm6LValUrVxCugSAIeOaZZ7By5Ups2bIFDRo0kO2Pi4uDh4cHNm/erG87e/YsEhMT0b17dwDs3fP48eMyx1F8fDwCAwP1E33du3eXnUPsI56DcE2cdX8AwNKlSzFhwgQsXboUw4cPd/AnIxxG5Wrj2Y+cnBzhyJEjwpEjRwQAwmeffSYcOXJEuHr1qiAIgvDHH38IW7duFS5evCisWrVKqFevnnDvvffKzrFw4UJhz549woULF4Sff/5ZCA0NFaZPny7rM3ToUKFDhw7Cvn37hJ07dwpNmjQRxo4d67TPSdiGM+6PpKQkoXHjxsKAAQOEpKQk4caNG/p/hGvjrOcHz+XLl0lVvorgrPvj+eefF2rVqiVs2LBBOHPmjDBx4kQhMjJSyMjIcNpnJazHGffHzZs3hbCwMOHee+8VEhIShLNnzwovvvii4OHhISQkJDj18xKWM2XKFCEoKEj477//ZO8E+fn5+j6TJ08W6tatK2zZskU4ePCg0L17d6F79+76/aWlpULr1q2FwYMHCwkJCcL69euFiIgI4bXXXtP3uXTpkuDr6yu89NJLwunTp4V58+YJbm5uwvr16536eQnrcNb98euvvwru7u7CvHnzZNfJzMx06uclKk61Mdy3bt0qADD499hjjwmCIAhffvmlULt2bcHDw0OoW7eu8MYbbxiUSXjllVeEqKgowcPDQ2jSpInw6aefCuXl5bI+6enpwtixYwV/f38hMDBQmDBhgpCTk+Osj0nYiDPuj0WLFqleoxrNj1VbnPX84CHDvergrPujuLhYmDFjhhAZGSkEBAQIAwcOlJURI1wTZ90fBw4cEAYPHiyEhoYKAQEBQrdu3YR169Y562MSNmDsnWDRokX6PgUFBcLTTz8thISECL6+vsI999xjMOF/5coV4c477xR8fHyE8PBwYcaMGUJJSYmsz9atW4X27dsLnp6eQsOGDWXXIFwTZ90fffv2NfmMIqoOGkEQBDs68AmCIAiCIAiCIAiCsCOUgEsQBEEQBEEQBEEQLgwZ7gRBEARBEARBEAThwpDhThAEQRAEQRAEQRAuDBnuBEEQBEEQBEEQBOHCkOFOEARBEARBEARBEC4MGe4EQRAEQRAEQRAE4cKQ4U4QBEEQBEEQBEEQLgwZ7gRBEARBEARBEAThwpDhThAEQRAEQRAEQRAuDBnuBEEQBEEQBEEQBOHCkOFOEARBEARBEARBEC7M/wFWJo71J/BRZgAAAABJRU5ErkJggg==",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def rw_dr(dr_param, slope_param, init_val, length):\n",
" rw_array = []\n",
" rw_array.append(init_val)\n",
"\n",
" last = init_val\n",
" for i in range(length):\n",
" current = dr_param + slope_param * last + 50 * np.random.randn()\n",
" rw_array.append(current)\n",
" last = current\n",
" return rw_array\n",
"\n",
"\n",
"N = 5000\n",
"X = rw_dr(2, 1, 0, N)\n",
"Y = rw_dr(0, 1, 0, N)\n",
"dates = pd.date_range(\"19900101\", periods=N + 1)\n",
"\n",
"df = pd.DataFrame([X, Y]).T\n",
"df.columns = [\"Asset_X\", \"Asset_Y\"]\n",
"df.index = dates\n",
"df.plot(figsize=(12, 8), grid=True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "bbea9256-a1dd-4c0c-86c8-02d413abfae1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: Asset_Y R-squared: 0.229\n",
"Model: OLS Adj. R-squared: 0.229\n",
"Method: Least Squares F-statistic: 1483.\n",
"Date: Sun, 09 Jun 2024 Prob (F-statistic): 2.40e-284\n",
"Time: 18:56:56 Log-Likelihood: -38981.\n",
"No. Observations: 5001 AIC: 7.797e+04\n",
"Df Residuals: 4999 BIC: 7.798e+04\n",
"Df Model: 1 \n",
"Covariance Type: nonrobust \n",
"==============================================================================\n",
" coef std err t P>|t| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"Intercept 220.9304 13.632 16.207 0.000 194.206 247.655\n",
"Asset_X -0.1009 0.003 -38.508 0.000 -0.106 -0.096\n",
"==============================================================================\n",
"Omnibus: 1208.960 Durbin-Watson: 0.007\n",
"Prob(Omnibus): 0.000 Jarque-Bera (JB): 228.089\n",
"Skew: 0.137 Prob(JB): 2.96e-50\n",
"Kurtosis: 1.990 Cond. No. 8.53e+03\n",
"==============================================================================\n",
"\n",
"Notes:\n",
"[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
"[2] The condition number is large, 8.53e+03. This might indicate that there are\n",
"strong multicollinearity or other numerical problems.\n"
]
}
],
"source": [
"model = smf.ols(formula=\"Asset_Y ~ Asset_X\", data=df)\n",
"results = model.fit()\n",
"print(results.summary())"
]
},
{
"cell_type": "markdown",
"id": "4d952c3d-cca9-440a-af14-5e64549e8815",
"metadata": {},
"source": [
"Note that $t$-statistic of $X$ is highly significant, and $R^2$ is relatively low though $F$-statistic extremely significant. You will see different results when running codes on your computer, because I didn't set random seeds in Python."
]
},
{
"cell_type": "markdown",
"id": "4ef1f551-7806-4ac0-9e6a-70c5d86a7d91",
"metadata": {},
"source": [
"We know the data generating processes of $X$ and $Y$ are absolutely irrelevant, but regression results say otherwise. This a **phenomenon of spurious regression**. You can see the $dw$ is almost $0$, which signals strong autocorrelation issue.\n",
"\n",
"An $R^2 > dw$ is a good rule of thumb to suspect that the estimated regression is spurious. Also note that all statistic tests are invalid because $t$-statistics are not distributed as $t$-distribution."
]
},
{
"cell_type": "markdown",
"id": "b96ca4c4-935a-4bdb-b079-1063869ea29d",
"metadata": {},
"source": [
"## Tests Of Stationarity "
]
},
{
"cell_type": "markdown",
"id": "e70b11c8-5ae2-436f-8ea1-ecca7fa756e8",
"metadata": {},
"source": [
"### Autocorrelation Function And Correlogram "
]
},
{
"cell_type": "markdown",
"id": "4ec41b38-4d09-4364-ac6d-296190dc503a",
"metadata": {},
"source": [
"Autocorrelation function (ACF) at lag $k$ is defined as \n",
"\\begin{aligned}\n",
"\\rho_{k} &=\\frac{\\gamma_{k}}{\\gamma_{0}}=\\frac{\\text { covariance at lag } k}{\\text { variance }}\n",
"\\end{aligned}\n",
"In practice, we can only compute **sample autocorrelation function**, $\\hat{\\rho}_k$\n",
"\\begin{aligned}\n",
"&\\hat{\\gamma}_{k}=\\frac{\\sum\\left(Y_{t}-\\bar{Y}\\right)\\left(Y_{t+k}-\\bar{Y}\\right)}{n-k} \\\\\n",
"&\\hat{\\gamma}_{0}=\\frac{\\sum\\left(Y_{t}-\\bar{Y}\\right)^{2}}{n-1}\n",
"\\end{aligned}\n",
"Note that $\\hat{\\rho}_0 = 1$.\n",
"\n",
"If we plot $\\hat{\\rho}$ against $k$, we obtain correlogram, here is a correlogram of a white noise"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "7f5d3b62-f84f-4065-aec4-1d155e9c9bc6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(16, 6))\n",
"pd.plotting.autocorrelation_plot(X).set_xlim([0, 100])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "28f13c19-cc09-4664-9b06-b079efd52e59",
"metadata": {},
"source": [
"Obviously, autocorrelation at various lags hover around $0$, which is a sign of stationarity. \n",
"\n",
"Here is the correlogram of monthly urban consumers' CPI in US. Note the old tradition in econometrics is to computer ACF up to $1/3$ length of time series, we are following this rule below."
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "c090dc70-34e9-429c-874c-a88b15ce55e3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pdr.data.DataReader([\"CPIAUCSL\"], \"fred\", start, end)\n",
"df.columns = [\"CPI_Urban\"]\n",
"\n",
"plt.figure(figsize=(16, 6))\n",
"pd.plotting.autocorrelation_plot(df[\"CPI_Urban\"]).set_xlim([0, np.round(len(df) / 3)])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "580662c5-23eb-4768-8895-2d7bfde1f42e",
"metadata": {},
"source": [
"### Ljung-Box Test "
]
},
{
"cell_type": "markdown",
"id": "7b100226-4d7b-4c26-985c-d6f408efba67",
"metadata": {},
"source": [
"Apart from the _Breusch-Godfrey_ and _Durbin-Watson_ test that we have discussed in the chapter of autocorrelation, we will introduce one more common autocorrelation test in time series, **Ljung-Box Test** (LB test).\n",
"$$\n",
"\\mathrm{LB}=n(n+2) \\sum_{k=1}^{m}\\left(\\frac{\\hat{\\rho}_{k}^{2}}{n-k}\\right) \\sim \\chi^{2}_m\n",
"$$\n",
"\n",
"The hypotheses are\n",
"$$\n",
"H_0: \\text{No autocorrelation presents}\\\\\n",
"H_1: \\text{Autocorrelation presents for specified lags}\n",
"$$\n",
"\n",
"There are many controversial debates about when and how to use these statistics, but those academic debates belong to academia, we go lightly here. LB test is group test which depends on any specification of lags. If you want to check if first $10$ lags if it shows any sign of autocorrelation, we use the code as below "
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "7138a452-066c-426e-bd7c-0873d2131f59",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
lb_stat
\n",
"
lb_pvalue
\n",
"
bp_stat
\n",
"
bp_pvalue
\n",
"
\n",
" \n",
" \n",
"
\n",
"
10
\n",
"
2308.449335
\n",
"
0.0
\n",
"
2244.617168
\n",
"
0.0
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" lb_stat lb_pvalue bp_stat bp_pvalue\n",
"10 2308.449335 0.0 2244.617168 0.0"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sm.stats.acorr_ljungbox(df[\"CPI_Urban\"], lags=[10], return_df=True, boxpierce=True)"
]
},
{
"cell_type": "markdown",
"id": "1bb5ae9f-8642-4f73-b9e1-e1df307e3e00",
"metadata": {},
"source": [
"The test shows overwhelmingly evidence for autocorrelation up to lag $10$. Note that we also add ```boxpierce``` argument in the function, this is a variant of LB test, usually printed for reference."
]
},
{
"cell_type": "markdown",
"id": "8d7ebd27-356b-49e1-8b07-9bd3915cde97",
"metadata": {},
"source": [
"### Dickey–Fuller (DF) test "
]
},
{
"cell_type": "markdown",
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"source": [
"If we suspect that $Y_t$ follows a unit root process, why don't we simply regress $Y_t$ onto $Y_{t-1}$, i.e. \n",
"$$\n",
"Y_{t}=\\rho Y_{t-1}+u_{t} \\quad-1 \\leq \\rho \\leq 1\n",
"$$\n",
"The problem is that if $\\rho=1$, the $t$-statistic is severely biased, let's simulate the process and examine if this is the case."
]
},
{
"cell_type": "markdown",
"id": "195ffc19-ab7c-4c3e-b734-bde5e577b656",
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"However, some manipulation can circumvent the issue\n",
"\\begin{aligned}\n",
"Y_{t}-Y_{t-1} &=\\rho Y_{t-1}-Y_{t-1}+u_{t} \\\\\n",
"&=(\\rho-1) Y_{t-1}+u_{t}\\\\\n",
"\\Delta Y_t &= \\delta Y_{t-1}+u_{t}\n",
"\\end{aligned}\n",
"where $\\delta = \\rho-1$. If $\\delta =0$, i.e. $\\rho=1$, then $\\Delta Y_t = u_t$, therefore $Y_t$ is unstationary; if $\\delta <0$, then $\\rho <1$, in that case $y_t$ is stationary.\n",
"\n",
"The last equation $\\Delta Y_t = \\delta Y_{t-1}+u_{t}$ is the one to estimate and hypotheses are \n",
"$$\n",
"H_0: \\delta = 0, \\text{unstationary}\\\\\n",
"H_1: \\delta < 0, \\text{stationary}\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "367c6599-851a-4bcd-a538-c52cc6da7d5d",
"metadata": {},
"source": [
"It turns out the $t$-statistic calculated on $\\delta$ doesn't really follow a $t$-distribution, it actually follows $\\tau$-distribution or **Dickey-Fuller distribution**, therefore we call it _Dickey-Fuller test_."
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "74b28563-173f-47d5-a920-584654539236",
"metadata": {},
"outputs": [],
"source": [
"from statsmodels.tsa.stattools import adfuller"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "0373e9f6-8205-4a38-83c8-8cf9caab9e6e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ADF Statistic: -31.605899\n",
"p-value: 0.000000\n"
]
}
],
"source": [
"results_dickeyfuller = adfuller(X)\n",
"print(\"ADF Statistic: %f\" % results_dickeyfuller[0])\n",
"print(\"p-value: %f\" % results_dickeyfuller[1])"
]
},
{
"cell_type": "markdown",
"id": "51f89b91-549e-40eb-be0a-80a0c2cc1d95",
"metadata": {},
"source": [
"## Transforming Nonstationary Time Series "
]
},
{
"cell_type": "markdown",
"id": "749e91e2-a99b-4c0d-8fd7-1b3293bfb9b2",
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"source": [
"In academia, unfortunately transformation of nonstationarity is still a controversial topic. Jame Hamilton argues that we should never use HP filter due to its heavy-layered differencing, i.e. the cyclical components of HP-filtered series are the fourth difference of its corresponding trend component. \n",
"\n",
"Also because most of economic and financial time series exhibit features of random walk, the cyclical components are merely artifacts of applying the filter. \n",
"\n",
"However, let's not be perplexed by sophisticated academic discussion. Here's the rule of thumb."
]
},
{
"cell_type": "markdown",
"id": "d3ab2515-ac5d-4134-bbf2-80253c9479b0",
"metadata": {},
"source": [
"
\n",
"
HP filter or F.O.D.?
\n",
"If you want to do business cycle analysis with structural macro model, use HP-filter. \n",
"If you want to do ordinary time series modeling, use first order difference.\n",
"
"
]
},
{
"cell_type": "markdown",
"id": "5d9aff8f-2726-428f-a5cd-2494ded7f466",
"metadata": {},
"source": [
"## Cointegration "
]
},
{
"cell_type": "markdown",
"id": "fc256252-4a3e-41e9-8d5c-6b9edd9422ae",
"metadata": {},
"source": [
"We have seen the invalid estimated results from regression of nonstationary time series onto another nonstationary time series, which possibly would cause a spurious regression.\n",
"\n",
"However, if both series share a common trend, the regression between them will not be necessarily spurious. "
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "4218bee3-526b-4686-b5b9-bd14d3b20327",
"metadata": {},
"outputs": [
{
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