{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`Cortix` 2019 **03Aug2019**\n",
"\n",
"# City Criminal Justice Dynamics Example\n",
"* This is part of the [Cortix](https://cortix.org)-on-[Jupyter-Notebook](https://github.com/dpploy/cortix-nb) examples.\n",
"* You must be in a Jupyter Notebook server to run this notebook.\n",
"* Select each of the cells below and run them sequentially (use the run button, `>|` on the tool bar or use the `Cell` option on the menu bar).\n",
"* Alternatively, on the menu bar run all cells: `Cell -> Run All`.\n",
"\n",
"$ \n",
" \\newcommand{\\Amtrx}{\\boldsymbol{\\mathsf{A}}}\n",
" \\newcommand{\\Bmtrx}{\\boldsymbol{\\mathsf{B}}}\n",
" \\newcommand{\\Smtrx}{\\boldsymbol{\\mathsf{S}}}\n",
" \\newcommand{\\xvec}{\\boldsymbol{\\mathsf{x}}}\n",
" \\newcommand{\\vvar}{\\boldsymbol{v}}\n",
" \\newcommand{\\fvar}{\\boldsymbol{f}}\n",
" \\newcommand{\\Power}{\\mathcal{P}}\n",
" \\newcommand{\\bm}[1]{{\\boldsymbol{#1}}}\n",
"$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"## Table of Contents\n",
"* [Introduction](#intro)\n",
" - [Prison population model](#prisonmodel)\n",
" - [Parole population model](#parolemodel)\n",
" - [Street population model](#streetmodel)\n",
" - [Jail population model](#jailmodel)\n",
" - [Arrested population model](#arrestedmodel)\n",
" - [Probation population model](#probationmodel)\n",
" - [Community population model](#communitymodel)\n",
"* [Write a Cortix run file](#runfile)\n",
"* [Verify the network connectivity](#net)\n",
"* [Run the network simulation](#run)\n",
"* [Results inspection through Cortix](#inspect)\n",
" - [Results: Prison](#prison)\n",
" - [Results: Parole](#parole)\n",
" - [Results: Adjudication](#adjudication)\n",
" - [Results: Jail](#jail)\n",
" - [Results: Arrested](#arrested)\n",
" - [Results: Probation](#probation)\n",
" - [Results: Community](#community)\n",
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Introduction "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This Cortix use-case simulates a population dynamics model across the network of a hypothetical criminal justice system. The mathematical model uses a population balance of different groups of individuals as described below. This work is in progress, author: [Prof. Valmor F. de Almeida](https://www.uml.edu/Engineering/Chemical/faculty/de-Almeida-Valmor.aspx), UMass Lowell, Dept. of Chemical Engineering; [Cortix Group](https://cortix.org)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Prison node population model "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The equation for the population balance in the prison node is:\n",
"\n",
"\\begin{equation*}\n",
" d_t f_{\\text{p}_g} = I_{\\text{p}_g} - O_{\\text{p}_g} - D_{\\text{p}_g} ,\n",
"\\end{equation*}\n",
"\n",
"where $f_{\\text{p}_g}(t)$ is the population for group $g$ at time $t$, $I_{\\text{p}_g}(t)$ is the population inflow for group $g$, $O_{\\text{p}_g}(t)$ is the outflow, and $D_{\\text{p}_g}(t)$ is the death rate term in prison for a given group $g$. The inflow and outflow rates depend on the particular coupling to the prison node. For example, the contribution from the \"adjudication\" node (awaiting adjudication) to the prison inflow is proposed as follows:\n",
"\n",
"\\begin{equation*}\n",
"c_\\text{a,p}^{(g)} \\, f_{\\text{a}_g}(t) \\, \\mu_\\text{a,p}^{(g)} ,\n",
"\\end{equation*}\n",
"\n",
"where $c_\\text{a,p}^{(g)}$ is the commitment rate to \"prison\" from the \"adjudication\" for the population group $g$ (adjudication \"a\" to prison \"p\"), $f_{\\text{a}_g}(t)$ is the population in the \"adjudication\" node, and $\\mu_{\\text{a}_g}$ is a conviction rate modifier. These group-dependent multiplying coefficients could be time dependent.\n",
"\n",
"Hence a tentative form of inflow reads\n",
"\n",
"\\begin{equation*}\n",
"I_{\\text{p}_g}(t) = c_\\text{a,p}^{(g)} \\, f_{\\text{a}_g}(t) \\, \\mu_\\text{a,p}^{(g)} + \n",
" c_\\text{j,p}^{(g)} \\, f_{\\text{j}_g}(t) \\, \\mu_\\text{j,p}^{(g)} +\n",
" c_\\text{e,p}^{(g)} \\, f_{\\text{e}_g}(t) \\, \\mu_\\text{e,p}^{(g)} ,\n",
"\\end{equation*}\n",
"\n",
"where the last two terms refer to the \"jail\" node and \"parole\" nodes respectively. Note that the inflow is dependent on populations from distinct nodes ($f_{\\text{a}_g}$, $f_{\\text{j}_g}$ and $f_{\\text{e}_g}$).\n",
"\n",
"A tentative form for the outflow is similar but with one key difference\n",
"\n",
"\\begin{equation*}\n",
"O_{\\text{p}_g}(t) = c_\\text{p,0}^{(g)} \\, f_{\\text{p}_g}(t) \\, \\mu_\\text{p,0}^{(g)} +\n",
" c_\\text{p,e}^{(g)} \\, f_{\\text{p}_g}(t) \\, \\mu_\\text{p,e}^{(g)} ,\n",
"\\end{equation*}\n",
"\n",
"that is, the rates are dependent on the population in prison. The first coefficient (or time-dependent) quantity is the unconditional rate of outflow associated to the prison population, $c_\\text{p,0}^{(g)}$, and the second coefficient is its modifier $\\mu_\\text{p,0}^{(g)}$. The second term corresponds to the outflow of the prison population group to the parole node. This is better expressed as\n",
"\n",
"\\begin{equation*}\n",
"O_{\\text{p}_g}(t) = \\bigl( c_\\text{p,0}^{(g)} \\, \\mu_\\text{p,0}^{(g)} +\n",
" c_\\text{p,e}^{(g)} \\mu_\\text{p,e}^{(g)} \\big) \\, f_{\\text{p}_g}(t) .\n",
"\\end{equation*}\n",
"\n",
"All together the prison population balance gives\n",
"\n",
"\\begin{equation*}\n",
"d_t f_{\\text{p}_g}(t) = \n",
" \\bigl( c_\\text{a,p}^{(g)} \\, f_{\\text{a}_g}(t) \\, \\mu_\\text{a,p}^{(g)} + \n",
" c_\\text{j,p}^{(g)} \\, f_{\\text{j}_g}(t) \\, \\mu_\\text{j,p}^{(g)} + \n",
" c_\\text{e,p}^{(g)} \\, f_{\\text{e}_g}(t) \\, \\mu_\\text{e,p}^{(g)} \n",
" \\bigr) - \n",
" \\bigl( c_\\text{p,0}^{(g)} \\, \\mu_\\text{p,0}^{(g)} + \n",
" c_\\text{p,e}^{(g)} \\, \\mu_\\text{p,e}^{(g)}\n",
" \\big) \\,f_{\\text{p}_g}(t) -\n",
" D_{\\text{p}_g} ,\n",
"\\end{equation*}\n",
"\n",
"where the first term in parenthesis on the right side depends on populations on external nodes, the second term depends on the prison population, and the third term is likely a constant for each group. This population balance is non-conservative if the $D_{\\text{p}_g}$ term is non-zero which is always the case; no one lives for ever, less so in prison."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Parole node population model "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The equation for the population balance in the parole node is similar as before:\n",
"\n",
"\\begin{equation*}\n",
" d_t f_{\\text{e}_g} = I_{\\text{e}_g} - O_{\\text{e}_g} - D_{\\text{e}_g} ,\n",
"\\end{equation*}\n",
"\n",
"where $f_{\\text{e}_g}(t)$ is the population for group $g$ at time $t$, $I_{\\text{e}_g}(t)$ is the population inflow for group $g$, $O_{\\text{e}_g}(t)$ is the outflow, and $D_{\\text{e}_g}(t)$ is the death rate term in parole for a given group $g$. The inflow and outflow rates depend on the particular coupling to the prison node that is,\n",
"\n",
"\\begin{equation*}\n",
" I_{\\text{e}_g}(t) = c_\\text{p,e}^{(g)} \\, f_{\\text{p}_g}(t) \\, \\mu_\\text{p,e}^{(g)}.\n",
"\\end{equation*}\n",
"\n",
"Note this term is the outflow term in the prison node model. Likewise the outflow term in the parole node has two contributions and it reads\n",
"\n",
"\\begin{equation*}\n",
" O_{\\text{e}_g}(t) = \\bigl( \n",
" c_\\text{e,0}^{(g)} \\, \\mu_\\text{e,0}^{(g)} + \n",
" c_\\text{e,p}^{(g)} \\, \\mu_\\text{e,p}^{(g)} \n",
" \\bigr)\n",
" f_{\\text{e}_g}(t),\n",
"\\end{equation*}\n",
"\n",
"the first term being the outflow to freedom and the second is a familiar term from the prison population balance.\n",
"Hence overall we have\n",
"\n",
"\\begin{equation*}\n",
"d_t f_{\\text{e}_g}(t) = \n",
" \\bigl( c_\\text{p,e}^{(g)} \\, f_{\\text{p}_g}(t) \\, \\mu_\\text{p,e}^{(g)} \\bigr) - \n",
" \\bigl( c_\\text{e,0}^{(g)} \\, \\mu_\\text{e,0}^{(g)} + \n",
" c_\\text{e,p}^{(g)} \\, \\mu_\\text{e,p}^{(g)}\n",
" \\big) \\,f_{\\text{e}_g}(t) -\n",
" D_{\\text{e}_g} ,\n",
"\\end{equation*}\n",
"\n",
"where the first term in parenthesis on the right side depends on populations on external nodes (only the prison), the second term depends on the parole population, and the third term is likely a constant for each group. This population balance is non-conservative if the $D_{\\text{e}_g}$ term is non-zero which is always the case; no one lives for ever."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Adjudication node population model "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The equation for the population balance in the adjudication node is similar as before also:\n",
"\n",
"\\begin{equation*}\n",
" d_t f_{\\text{a}_g} = I_{\\text{a}_g} - O_{\\text{a}_g} - D_{\\text{a}_g} ,\n",
"\\end{equation*}\n",
"\n",
"where $f_{\\text{a}_g}(t)$ is the population for group $g$ at time $t$, $I_{\\text{a}_g}(t)$ is the population inflow for group $g$, $O_{\\text{a}_g}(t)$ is the outflow, and $D_{\\text{a}_g}(t)$ is the death rate term in adjudication for a given group $g$. The inflow and outflow rates depend on the particular coupling to the arrested (\"r\")\n",
"node as follows:\n",
"\n",
"\\begin{equation*}\n",
" I_{\\text{a}_g}(t) = c_\\text{r,a}^{(g)} \\, f_{\\text{r}_g}(t) \\, \\mu_\\text{r,a}^{(g)}.\n",
"\\end{equation*}\n",
"\n",
"Note this term will be the same as the outflow term of the arrested node model to the adjudication node model. Likewise the outflow term in the adjudication node has four contributions and it reads\n",
"\n",
"\\begin{equation*}\n",
" O_{\\text{a}_g}(t) = \\bigl( \n",
" c_\\text{a,0}^{(g)} \\, \\mu_\\text{a,0}^{(g)} + \n",
" c_\\text{a,j}^{(g)} \\, \\mu_\\text{a,j}^{(g)} +\n",
" c_\\text{a,b}^{(g)} \\, \\mu_\\text{a,b}^{(g)} +\n",
" c_\\text{a,p}^{(g)} \\, \\mu_\\text{a,p}^{(g)} \n",
" \\bigr)\n",
" f_{\\text{a}_g}(t),\n",
"\\end{equation*}\n",
"\n",
"the first term being the outflow to freedom and the other terms associated to the jail, probation, and prison nodes, respectively.\n",
"Hence overall we have\n",
"\n",
"\\begin{equation*}\n",
"d_t f_{\\text{a}_g}(t) = \n",
" \\bigl( c_\\text{r,a}^{(g)} \\, f_{\\text{r}_g}(t) \\, \\mu_\\text{r,a}^{(g)} \\bigr) - \n",
" \\bigl( c_\\text{a,0}^{(g)} \\, \\mu_\\text{a,0}^{(g)} + \n",
" c_\\text{a,j}^{(g)} \\, \\mu_\\text{a,j}^{(g)} +\n",
" c_\\text{a,b}^{(g)} \\, \\mu_\\text{a,b}^{(g)} +\n",
" c_\\text{a,p}^{(g)} \\, \\mu_\\text{a,p}^{(g)}\n",
" \\big) \\,f_{\\text{a}_g}(t) -\n",
" D_{\\text{a}_g} ,\n",
"\\end{equation*}\n",
"\n",
"where the first term in parenthesis on the right side depends on a population on a external node (only the arrested node), the second term depends on the adjudication population, and the third term is likely a constant for each group. This population balance is non-conservative if the $D_{\\text{a}_g}$ term is non-zero which is always the case."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Jail node population model "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The equation for the population balance in the jail node is similar as before also:\n",
"\n",
"\\begin{equation*}\n",
" d_t f_{\\text{j}_g} = I_{\\text{j}_g} - O_{\\text{j}_g} - D_{\\text{j}_g} ,\n",
"\\end{equation*}\n",
"\n",
"where $f_{\\text{j}_g}(t)$ is the population for group $g$ at time $t$, $I_{\\text{j}_g}(t)$ is the population inflow for group $g$, $O_{\\text{j}_g}(t)$ is the outflow, and $D_{\\text{j}_g}(t)$ is the death rate term in jail for a given group $g$. The inflow and outflow rates depend on the particular coupling to the arrested (\"r\"), probation (\"b\") and adjudication (\"a\") nodes as follows:\n",
"\n",
"\\begin{equation*}\n",
" I_{\\text{j}_g}(t) = c_\\text{r,j}^{(g)} \\, f_{\\text{r}_g}(t) \\, \\mu_\\text{r,j}^{(g)} +\n",
" c_\\text{b,j}^{(g)} \\, f_{\\text{b}_g}(t) \\, \\mu_\\text{b,j}^{(g)} +\n",
" c_\\text{a,j}^{(g)} \\, f_{\\text{a}_g}(t) \\, \\mu_\\text{a,j}^{(g)} .\n",
"\\end{equation*}\n",
"\n",
"Note this term will be the same as the outflow term of the respective models: arrested, probation and adjudication nodes model to the jail node model. Likewise the outflow term in the jail node has two contributions and it reads\n",
"\n",
"\\begin{equation*}\n",
" O_{\\text{j}_g}(t) = \\bigl( \n",
" c_\\text{j,0}^{(g)} \\, \\mu_\\text{j,0}^{(g)} + \n",
" c_\\text{j,p}^{(g)} \\, \\mu_\\text{j,p}^{(g)} \n",
" \\bigr)\n",
" f_{\\text{j}_g}(t),\n",
"\\end{equation*}\n",
"\n",
"the first term being the outflow to freedom and the other terms associated to the prison node, respectively.\n",
"Hence overall we have\n",
"\n",
"\\begin{equation*}\n",
"d_t f_{\\text{j}_g}(t) = \n",
" \\bigl( c_\\text{r,j}^{(g)} \\, f_{\\text{r}_g}(t) \\, \\mu_\\text{r,j}^{(g)} +\n",
" c_\\text{b,j}^{(g)} \\, f_{\\text{b}_g}(t) \\, \\mu_\\text{b,j}^{(g)} +\n",
" c_\\text{a,j}^{(g)} \\, f_{\\text{a}_g}(t) \\, \\mu_\\text{a,j}^{(g)}\n",
" \\bigr) - \n",
" \\bigl( c_\\text{j,0}^{(g)} \\, \\mu_\\text{j,0}^{(g)} + \n",
" c_\\text{j,p}^{(g)} \\, \\mu_\\text{j,p}^{(g)}\n",
" \\big) \\,f_{\\text{j}_g}(t) -\n",
" D_{\\text{j}_g} ,\n",
"\\end{equation*}\n",
"\n",
"where the first term in parenthesis on the right side depends on a population on a external node (only the arrested node), the second term depends on the adjudication population, and the third term is likely a constant for each group. This population balance is non-conservative if the $D_{\\text{a}_g}$ term is non-zero which is always the case."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Arrested node population model "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The equation for the population balance in the arrested node is similar as before:\n",
"\n",
"\\begin{equation*}\n",
" d_t f_{\\text{r}_g} = I_{\\text{r}_g} - O_{\\text{r}_g} - D_{\\text{r}_g} ,\n",
"\\end{equation*}\n",
"\n",
"where $f_{\\text{r}_g}(t)$ is the population for group $g$ at time $t$, $I_{\\text{r}_g}(t)$ is the population inflow for group $g$, $O_{\\text{r}_g}(t)$ is the outflow, and $D_{\\text{r}_g}(t)$ is the death rate term while arrested for a given group $g$. The inflow and outflow rates depend on the particular couplings to the probation, jail, adjudication, and freedom nodes that is,\n",
"\n",
"\\begin{equation*}\n",
" I_{\\text{r}_g}(t) = c_\\text{0,r}^{(g)} \\, f_{\\text{0}_g}(t) \\, \\mu_\\text{0,r}^{(g)}.\n",
"\\end{equation*}\n",
"\n",
"Note this term is the outflow term in the freedom node model. Likewise the outflow term in the arrested node has four contributions and it reads\n",
"\n",
"\\begin{equation*}\n",
" O_{\\text{r}_g}(t) = \\bigl( \n",
" c_\\text{r,0}^{(g)} \\, \\mu_\\text{r,0}^{(g)} + \n",
" c_\\text{r,b}^{(g)} \\, \\mu_\\text{r,b}^{(g)} +\n",
" c_\\text{r,j}^{(g)} \\, \\mu_\\text{r,j}^{(g)} +\n",
" c_\\text{r,a}^{(g)} \\, \\mu_\\text{r,a}^{(g)}\n",
" \\bigr)\n",
" f_{\\text{r}_g}(t),\n",
"\\end{equation*}\n",
"\n",
"the first term being the outflow to freedom and the second is are by now familiar terms of the population balance.\n",
"Hence overall we have\n",
"\n",
"\\begin{equation*}\n",
"d_t f_{\\text{r}_g}(t) = \n",
" \\bigl( c_\\text{0,r}^{(g)} \\, f_{\\text{0}_g}(t) \\, \\mu_\\text{0,r}^{(g)} \\bigr) - \n",
" \\bigl( c_\\text{r,0}^{(g)} \\, \\mu_\\text{r,0}^{(g)} + \n",
" c_\\text{r,b}^{(g)} \\, \\mu_\\text{r,b}^{(g)} +\n",
" c_\\text{r,j}^{(g)} \\, \\mu_\\text{r,j}^{(g)} +\n",
" c_\\text{r,a}^{(g)} \\, \\mu_\\text{r,a}^{(g)}\n",
" \\big) \\,f_{\\text{r}_g}(t) -\n",
" D_{\\text{r}_g} ,\n",
"\\end{equation*}\n",
"\n",
"where the first term in parenthesis on the right side depends on populations on external nodes (only the freedom), the second term depends on the arrested population, and the third term is likely a constant for each group. This population balance is non-conservative if the $D_{\\text{r}_g}$ term is non-zero which is always the case."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Probation node population model "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The equation for the population balance in the probation node is similar as before:\n",
"\n",
"\\begin{equation*}\n",
" d_t f_{\\text{b}_g} = I_{\\text{b}_g} - O_{\\text{b}_g} - D_{\\text{b}_g} ,\n",
"\\end{equation*}\n",
"\n",
"where $f_{\\text{b}_g}(t)$ is the population for group $g$ at time $t$, $I_{\\text{b}_g}(t)$ is the population inflow for group $g$, $O_{\\text{b}_g}(t)$ is the outflow, and $D_{\\text{b}_g}(t)$ is the death rate term while in probation for a given group $g$. The inflow and outflow rates depend on the particular couplings to the arrested, jail, adjudication, and freedom nodes that is,\n",
"\n",
"\\begin{equation*}\n",
" I_{\\text{b}_g}(t) = c_\\text{r,b}^{(g)} \\, f_{\\text{r}_g}(t) \\, \\mu_\\text{r,b}^{(g)} +\n",
" c_\\text{a,b}^{(g)} \\, f_{\\text{a}_g}(t) \\, \\mu_\\text{a,b}^{(g)} .\n",
"\\end{equation*}\n",
"\n",
"Note these terms are the outflow terms in the corresponding nodes model. Likewise the outflow term in the probation node has two contributions and it reads\n",
"\n",
"\\begin{equation*}\n",
" O_{\\text{b}_g}(t) = \\bigl( \n",
" c_\\text{b,0}^{(g)} \\, \\mu_\\text{b,0}^{(g)} +\n",
" c_\\text{b,j}^{(g)} \\, \\mu_\\text{b,j}^{(g)} \n",
" \\bigr)\n",
" f_{\\text{b}_g}(t),\n",
"\\end{equation*}\n",
"\n",
"the first term being the outflow to freedom and the second is the outflow to the jail node.\n",
"Hence overall we have\n",
"\n",
"\\begin{equation*}\n",
"d_t f_{\\text{b}_g}(t) = \n",
" \\bigl( c_\\text{r,b}^{(g)} \\, f_{\\text{r}_g}(t) \\, \\mu_\\text{r,b}^{(g)} +\n",
" c_\\text{a,b}^{(g)} \\, f_{\\text{a}_g}(t) \\, \\mu_\\text{a,b}^{(g)} \n",
" \\bigr) - \n",
" \\bigl( c_\\text{b,0}^{(g)} \\, \\mu_\\text{b,0}^{(g)} + \n",
" c_\\text{b,j}^{(g)} \\, \\mu_\\text{b,j}^{(g)} \n",
" \\big) \\,f_{\\text{b}_g}(t) -\n",
" D_{\\text{b}_g} ,\n",
"\\end{equation*}\n",
"\n",
"where the first term in parenthesis on the right side depends on populations on external nodes (only the freedom), the second term depends on the arrested population, and the third term is likely a constant for each group. This population balance is non-conservative if the $D_{\\text{r}_g}$ term is non-zero which is always the case."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Community node population model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The equation for the population balance of offenders removed from the community node is similar as before:\n",
"\n",
"\\begin{equation*}\n",
" d_t f_{\\text{0}_g} = I_{\\text{0}_g} - O_{\\text{0}_g} - D_{\\text{0}_g} ,\n",
"\\end{equation*}\n",
"\n",
"where $f_{\\text{0}_g}(t) \\le\\ 0\\ \\forall\\ t$ is the population for group $g$ at time $t$, $I_{\\text{0}_g}(t)$ is the population inflow for group $g$, $O_{\\text{0}_g}(t)$ is the outflow, and $D_{\\text{0}_g}(t)$ is the death rate term while in freedom for a given group $g$. The inflow and outflow rates depend on the particular couplings to all other nodes that is,\n",
"\n",
"\\begin{equation*}\n",
" I_{\\text{0}_g}(t) = c_\\text{r,0}^{(g)} \\, f_{\\text{r}_g}(t) \\, \\mu_\\text{r,0}^{(g)} +\n",
" c_\\text{a,0}^{(g)} \\, f_{\\text{a}_g}(t) \\, \\mu_\\text{a,0}^{(g)} + \n",
" c_\\text{p,0}^{(g)} \\, f_{\\text{p}_g}(t) \\, \\mu_\\text{p,0}^{(g)} +\n",
" c_\\text{e,0}^{(g)} \\, f_{\\text{e}_g}(t) \\, \\mu_\\text{e,0}^{(g)} +\n",
" c_\\text{b,0}^{(g)} \\, f_{\\text{b}_g}(t) \\, \\mu_\\text{b,0}^{(g)} +\n",
" c_\\text{j,0}^{(g)} \\, f_{\\text{j}_g}(t) \\, \\mu_\\text{j,0}^{(g)} \n",
" .\n",
"\\end{equation*}\n",
"\n",
"Note these terms are the outflow terms in the corresponding nodes model. Likewise the outflow term in the community node depends on the recidivism and creation of new offenders from the general population of non-offenders\n",
"\n",
"\\begin{equation*}\n",
" O_{\\text{0}_g}(t) = c_\\text{0,r}^{(g)} \\, \\mu_\\text{0,r}^{(g)} \\, \\left|f_{\\text{0}_g}(t)\\right| +\n",
" c_\\text{0,0}^{(g)} \\, \\mu_\\text{0,0}^{(g)} \\, f_{\\text{0}}(t)\n",
"\\end{equation*}\n",
"\n",
"the outflow of the community only takes place to an arrested node. It depends on the population of removed offenders and the non-offenders population where $f_{\\text{0}}(t)$ is a given function from a\n",
"population dynamics model in the entire community; it couples with other urban dynamic models if any. $f_{\\text{0}}(t)$ could be taken as a constant number of individuals reaching maturity age. \n",
"Hence overall we have\n",
"\n",
"\\begin{equation*}\n",
"d_t f_{\\text{0}_g}(t) = \n",
" \\bigl( c_\\text{r,0}^{(g)} \\, f_{\\text{r}_g}(t) \\, \\mu_\\text{r,0}^{(g)} +\n",
" c_\\text{a,0}^{(g)} \\, f_{\\text{a}_g}(t) \\, \\mu_\\text{a,0}^{(g)} +\n",
" c_\\text{p,0}^{(g)} \\, f_{\\text{p}_g}(t) \\, \\mu_\\text{p,0}^{(g)} +\n",
" c_\\text{e,0}^{(g)} \\, f_{\\text{e}_g}(t) \\, \\mu_\\text{e,0}^{(g)} +\n",
" c_\\text{b,0}^{(g)} \\, f_{\\text{b}_g}(t) \\, \\mu_\\text{b,0}^{(g)} +\n",
" c_\\text{j,0}^{(g)} \\, f_{\\text{j}_g}(t) \\, \\mu_\\text{j,0}^{(g)}\n",
" \\bigr) - \n",
" \\bigl( c_\\text{0,r}^{(g)} \\, \\mu_\\text{0,r}^{(g)} \\,\\left|f_{\\text{0}_g}(t)\\right| +\n",
" c_\\text{0,0}^{(g)} \\, \\mu_\\text{0,0}^{(g)} \\, f_{\\text{0}}(t) \n",
" \\bigr) -\n",
" D_{\\text{b}_g} ,\n",
"\\end{equation*}\n",
"\n",
"where the first term in parenthesis on the right side depends on populations on external nodes, the second term depends on the offending population in the community, and the next term depends on the population reaching the maturity age. The last term is likely a constant for each group. This population balance is non-conservative if the $D_{\\text{0}_g}$ term is non-zero which is always the case."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Write the run context "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Import various packages; must have the Cortix repository installed\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import scipy.constants as const\n",
"\n",
"# Leave this block here for Azure\n",
"try:\n",
" import cortix\n",
"except ImportError:\n",
" print('Installing the \"cortix\" package...')\n",
" print('')\n",
" !pip install cortix\n",
" import cortix\n",
"\n",
"from cortix.src.cortix_main import Cortix \n",
"from cortix.src.network import Network\n",
"\n",
"from cortix.examples.city_justice.prison import Prison\n",
"from cortix.examples.city_justice.parole import Parole\n",
"from cortix.examples.city_justice.adjudication import Adjudication\n",
"from cortix.examples.city_justice.jail import Jail\n",
"from cortix.examples.city_justice.arrested import Arrested\n",
"from cortix.examples.city_justice.probation import Probation\n",
"from cortix.examples.city_justice.community import Community"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"code_folding": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[5321] 2019-08-26 13:10:19,128 - cortix - INFO - Created Cortix object \n",
"_____________________________________________________________________________\n",
" L A U N C H I N G \n",
"_____________________________________________________________________________\n",
" ... s . (TAAG Fraktur)\n",
" xH88\"`~ .x8X :8 @88>\n",
" :8888 .f\"8888Hf u. .u . .88 %8P uL ..\n",
":8888> X8L ^\"\"` ...ue888b .d88B :@8c :888ooo . .@88b @88R\n",
"X8888 X888h 888R Y888r =\"8888f8888r -*8888888 .@88u \"\"Y888k/\"*P\n",
"88888 !88888. 888R I888> 4888>\"88\" 8888 888E` Y888L\n",
"88888 %88888 888R I888> 4888> \" 8888 888E 8888\n",
"88888 `> `8888> 888R I888> 4888> 8888 888E `888N\n",
"`8888L % ?888 ! u8888cJ888 .d888L .+ .8888Lu= 888E .u./\"888&\n",
" `8888 `-*\"\" / \"*888*P\" ^\"8888*\" ^%888* 888& d888\" Y888*\"\n",
" \"888. :\" \"Y\" \"Y\" \"Y\" R888\" ` \"Y Y\"\n",
" `\"\"***~\"` \"\"\n",
" https://cortix.org \n",
"_____________________________________________________________________________\n"
]
}
],
"source": [
"# Setup parameters\n",
"end_time = 50 * const.day\n",
"time_step = 0.5 * const.day\n",
"n_groups = 450 # number of population groups; these are typically large\n",
"# cartesian product of individual attributes, say: \n",
"# age (in groups, say 5 groups), \n",
"# gender, \n",
"# race/etnicity, \n",
"# number of prior felony convictions, \n",
"# violence in prior felony, \n",
"# sex offence in prior felony, \n",
"# current conviction offense\n",
"# e.g. 18-24 year old, white male, one prior, violent prior, drug offense, sex offense, etc.\n",
"\n",
"# Create a Cortix object with Python multiprocessing\n",
"city = Cortix(use_mpi=False,splash=True)\n",
"\n",
"city.network = Network()\n",
"city_net = city.network"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Create the application network\n",
"\n",
"community = Community(n_groups=n_groups, non_offender_adult_population=100, offender_pool_size=0)\n",
"city_net.module(community)\n",
"community.end_time = end_time\n",
"community.time_step = time_step\n",
"community.show_time = (True,10*const.day)\n",
"community.save = True\n",
"\n",
"prison = Prison(n_groups=n_groups, pool_size=0)\n",
"city_net.module(prison)\n",
"prison.end_time = end_time\n",
"prison.time_step = time_step\n",
"prison.save = True\n",
"\n",
"parole = Parole(n_groups=n_groups, pool_size=0)\n",
"city_net.module(parole)\n",
"parole.end_time = end_time\n",
"parole.time_step = time_step\n",
"parole.save = True\n",
"\n",
"adjudication = Adjudication(n_groups=n_groups, pool_size=0)\n",
"city_net.module(adjudication)\n",
"adjudication.end_time = end_time\n",
"adjudication.time_step = time_step\n",
"adjudication.save = True\n",
"\n",
"jail = Jail(n_groups=n_groups, pool_size=0)\n",
"city_net.module(jail)\n",
"jail.end_time = end_time\n",
"jail.time_step = time_step\n",
"jail.save = True\n",
"\n",
"arrested = Arrested(n_groups=n_groups, pool_size=0)\n",
"city_net.module(arrested)\n",
"arrested.end_time = end_time\n",
"arrested.time_step = time_step\n",
"arrested.save = True\n",
"\n",
"probation = Probation(n_groups=n_groups, pool_size=0)\n",
"city_net.module(probation)\n",
"probation.end_time = end_time\n",
"probation.time_step = time_step\n",
"probation.save = True\n",
"\n",
"city_net.connect( prison, parole,'bidirectional' )\n",
"city_net.connect( adjudication, prison )\n",
"city_net.connect( jail, prison )\n",
"city_net.connect( adjudication, jail )\n",
"city_net.connect( arrested, jail )\n",
"city_net.connect( arrested, adjudication )\n",
"city_net.connect( arrested, probation )\n",
"city_net.connect( probation, jail )\n",
"city_net.connect( adjudication, probation )\n",
"city.save = True\n",
"\n",
"city_net.connect( prison, community )\n",
"city_net.connect( jail, community )\n",
"city_net.connect( arrested, community, 'bidirectional' )\n",
"city_net.connect( parole, community )\n",
"city_net.connect( adjudication, community )\n",
"city_net.connect( probation, community )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Verify the network connectivity "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"network-0 \n",
" \n",
"\n",
"\n",
"0 \n",
" \n",
"Community \n",
" \n",
"\n",
"\n",
"5 \n",
" \n",
"Arrested \n",
" \n",
"\n",
"\n",
"0->5 \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"1 \n",
" \n",
"Prison \n",
" \n",
"\n",
"\n",
"1->0 \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"2 \n",
" \n",
"Parole \n",
" \n",
"\n",
"\n",
"1->2 \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"2->0 \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"2->1 \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"3 \n",
" \n",
"Adjudication \n",
" \n",
"\n",
"\n",
"3->0 \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"3->1 \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"4 \n",
" \n",
"Jail \n",
" \n",
"\n",
"\n",
"3->4 \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"6 \n",
" \n",
"Probation \n",
" \n",
"\n",
"\n",
"3->6 \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"4->0 \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"4->1 \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"5->0 \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"5->3 \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"5->4 \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"5->6 \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"6->0 \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"6->4 \n",
" \n",
" \n",
" \n",
" \n",
" \n"
],
"text/plain": [
""
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# View the Cortix network created\n",
"\n",
"city_net.draw()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Run network simulation "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[5321] 2019-08-26 13:10:19,267 - cortix - INFO - Launching Module \n",
"[5321] 2019-08-26 13:10:19,272 - cortix - INFO - Launching Module \n",
"[5321] 2019-08-26 13:10:19,273 - cortix - INFO - Community::time[d] = 0.0\n",
"[5321] 2019-08-26 13:10:19,278 - cortix - INFO - Launching Module \n",
"[5321] 2019-08-26 13:10:19,284 - cortix - INFO - Launching Module \n",
"[5321] 2019-08-26 13:10:19,293 - cortix - INFO - Launching Module \n",
"[5321] 2019-08-26 13:10:19,300 - cortix - INFO - Launching Module \n",
"[5321] 2019-08-26 13:10:19,308 - cortix - INFO - Launching Module \n",
"[5321] 2019-08-26 13:10:19,705 - cortix - INFO - Community::time[d] = 10.0\n",
"[5321] 2019-08-26 13:10:20,070 - cortix - INFO - Community::time[d] = 20.0\n",
"[5321] 2019-08-26 13:10:20,450 - cortix - INFO - Community::time[d] = 30.0\n",
"[5321] 2019-08-26 13:10:20,828 - cortix - INFO - Community::time[d] = 40.0\n",
"[5321] 2019-08-26 13:10:21,243 - cortix - INFO - run()::Elapsed wall clock time [s]: 2.11\n"
]
}
],
"source": [
"# Run the simulation!\n",
"\n",
"city.run()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Results inspection through Cortix "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"community = city_net.modules[0]\n",
"prison = city_net.modules[1]\n",
"parole = city_net.modules[2]\n",
"adjudication = city_net.modules[3]\n",
"jail = city_net.modules[4]\n",
"arrested = city_net.modules[5]\n",
"probation = city_net.modules[6]\n",
"quant_names = {'Prison':'fpg','Parole':'feg','Adjudication':'fag',\n",
" 'Jail':'fjg','Arrested':'frg','Probation':'fbg','Community':'f0g'}\n",
"\n",
"total_num_params = 0"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"code_folding": []
},
"outputs": [],
"source": [
"'''Inspect Data Function'''\n",
"def inspect_module_data(module,quant_names):\n",
" population_phase = module.population_phase\n",
" if isinstance(quant_names,dict):\n",
" (fxg_quant, time_unit) = population_phase.get_quantity_history(quant_names[module.name])\n",
" elif isinstance(quant_names,str):\n",
" (fxg_quant, time_unit) = population_phase.get_quantity_history(quant_names)\n",
" fxg_quant.plot( x_scaling=1/const.day, x_label='Time [day]', y_label=fxg_quant.name+' ['+fxg_quant.unit+' %]')\n",
" plt.grid()\n",
" plt.show()\n",
"\n",
" # number of parameters in the prison model\n",
" n_params = (len(population_phase.GetActors())-1)*n_groups\n",
" print('# parameters = ',n_params)\n",
" return n_params"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Prison module "
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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dUigUwuGYW13ZqWueG/LpmvdLPT/BRj863kecC4ihz8GrgHy65qlyNNe8bt269VLK1eOulFKOOwCNh1o3mW2Ak4FHx8x/FfjqBNvrAP/hzrlq1Sp5pJ588skj3nemUtc8N+TDNWuaJm/vHJA1T26Uxz23VT47Esjp+fLhmqfa0Vwz8Ko8RLp6yKIhmS3bH0sIcRZgAx6RUibH22aMV4AWIcQ8oAe4CPjIQcdrkVLuzs6+C9iNoigzzlAixed2dPLvkQDnlri4ZWEdRaoP4Rlj0r8pIcQPAT+gAZ8B3jnR9lLKlBDiauBRQA/8Rkq5TQhxE5mc6X7gaiHE24Ek4AXeVCykKEp+e2YkyGd3dOBPpfmvlmourS5BqGqhM8pEL4t/CHxbSunLLqoDPpid3jKZg0spHwIeOmjZjWOmP/eWolUUJW8kNckP2vv5SccAzTYzd69oYrFqLG5GmuiJ4F7gbiHEQ2S+B/gD8CRgAX45BbEpipKnOrPfBrwaiPCxymK+1aJ6D5vJJnpH8BxwrhDiY2SKd34ipVw7VYEpipKfHhj08cW2TqSEny+p5/wy9W3ATHfIJiaEEAYhxLuAQeB9wAohxP1CiBVTFp2iKHkjmtb4UlsXl29rp8lq4V8nLFCZwCwxUdHQ34EXyNQS+qiU8uNCiCrgJiGElFJePiURKooy7drCMT69rZ2d4RhX1Zbx1cZKjDr1Qni2mCgjqJdSvlsIYQJeBJBS9gKXCSGOm5LoFEWZVlJK7uof4YZd3dj0eu5a3si6Ytd0hzWnSCnpiyfZEoril7lpJ3SijODnQogXstO3HBTYxpxEoyhK3gim0nyprYv7Bn2cWuDgp4vrVUfyOSalpDeeZHMwwuZglI3BCFuCUYaSKQAuwTBadfNYmuhl8W3AbTk4p6IoeW5TMMKnt7XTGU3wlXkVXFNfjl59G3DMDSVSbAxG2BiIsDEYYVMwgieRSfT1AubbLLy92MUyp5XlThvDr72SkzjUp3+KooySUvKr7iFu2ttLqcnAfSubWVMwt9rzyZVIWmNLMMJrgQgbghE2BCJ0xRJApgXPFpuFdUVOljttrHTaWOywYj2o/+bWHOXFKiNQFAXIdCH5+Z2dPDoU4OxiF7cuUs1EHCkpJfuicdYHIqz3h3ktEGF7OEo628ZnjcXISqedS6tLOM5pY7nTimMa+2hQv2VFUXjFH+bKbe0MJlLc1FzF5TWlqpmItyCcTrMxEOFVf4RXAmHW+8N4U2kAHHodK102rqkr53iXjZUuG6Wm/HrXMlETE9dNtKOU8paJ1iuKkv80Kflp5yA37++jxmzi/uNbWOmyTXdYea8/nuQlf4hX/GFe9ofZFnr9br/FZubcUjerXXZWuW202Cx5/35loicC55RFoSjKlPMkkly7o5MnR4K8t6yAHyyoxaW6kHwTKSV7InFe8od50RfiZX+YzmzZvlUnWOmyc01dOavddla5bBTOwOK0iWoNfWsqA1EUZeo87w3xme3t+FJpvje/hkuqilVRUJYmJdtDUV7whXnRH+JFX5jhbPXNEqOBNQV2PlVTwoluB0sd1lnxYd1hsy4hhAX4FLCETINzAEgpP5nDuBRFyYG0lNzaPsAP2/uZZzVz54omlszxFkPT2YT/eV+I532ZhN+fLd+vtZg4q9jJSW4HawrsNFrNszLDnMwzzB3ATuAc4Cbgo8COXAalKMqxNxhPctX2Dp71hfhAeSHfm18zrTVVposmJW3hGM96QzznC/LCmIR/ntXEu0vdnFzg4KQCBzUW0zRHOzUmkxE0SykvFEKcL6X8vRDiTuCZXAemKMqx86w3yGe2dxBKpbllYS0friialXe2h9IRjfOMN8Qz3iDPekOjRT31FhPvKnVzSoGDtxU6qDTnd8IvD9HH/NGaTEaQzI59QoilQD9QlpNoFEU5ptJS8sP2fn7Unuk85i8rmlg0B4qCvMkUz3hDPD0S5GlvcPTlbrnJwLoiJ6cUOji10EntJO/405oklkwTTaaJJtLEU2liSW10HEumiadeH8cPjFOZbRLZ6TeN0xrJA+N0ZnkiO06mNZJpObo+pUk+ttDIuhz8vCaTEfxCCFEIfB24H3AAN068i6Io020gWxT0nC/EBysK+e/5NbO285ikJnk1EKZ1OMATgwG2+sKQ0rBJWGq1sNZso8FoxCUEYU+Kvp5h/pAYIJzIJOzheGo0kY8k0sSSmXE0m/gnUtoRx6YTYDboMRt1mPS60bHJoMdk0GHSC8wGHU6LAZNeh9Ggw6zXYdTrMBoERn1me6NeR1G0+xj+1F532IxASvmr7ORTQGNOolAU5Zh6eiTIVds7CKfT3Lqwlosqi6c7pEnRNEkwlsIfTeKLJvBHk6NDIJoiEEsSiCYJxFLs6onx9Y1PMRxNEomnkCkNUhIBmLPHSwObssPBbCY9NpMhO9ZjzY4LbCasJj1Wow6byYDFqMdi1GEz6TPTBj0Wkx6LQZddp8dsyCTwlmyCbzZklxl0GPTHrsXQ1ta+Y3assSZTa2jcu38p5U3HPhxFUY7GwUVB96xsYqF9eoqCpJSE4imGQwmGw3GGQwm8kQTD4QTecIKRcBJvJLPMG07gi2YSeW2CYnC9TmA06UnpIaHXIbUkVpuehlIb81wW5rtsFNuMOMxG7GY9DrMBu9mAIzvYzHrsJgNWox7dLKj2eaxMpmgoPGbaArwbVWtIUfLO2FpBF1YUcnOOioISKQ1PKM5AIMZgII4nGGMwGMeTHYZC2XE4ccgiFatRT6HNSKHdRJHdRE2hjUKbkQKrEZfVSIHNhNtqJGWA7fEEr0YivBiJEpYSs17HyW4Hdd5BLj9xJc222VmlcypNpmjoh2PnhRA/INOHsaIoeWKrNHDNq22EUml+tLCWDx9hUVAipTEQiNHji9Lri9Lnj9Hnj9Lvj9HnjzEQiDEUSrxpP52AIruZUmdmaCpzUOowU+wwUWx/fVzkMFGULXoZjyYlm4JRHhvy869hH1tCUQCqzUY+WFXM24tdvK3QgV2vp7W1ixa7ZdzjKG/NkXwLbQNqjnUgiqK8dQc+EPsBdpoN+sPWCkqlNfr8MTpHInSNROjyRuj2Run2RunxRhkIxji4hmKBzUiFy0Kl28LyGjflLgsVLgvlLgulTjNlLjPFdjP6IyxqiaY1nvEGeWwowGPDfgYTKXTACW47NzRW8vZiFwvtFnXXn0OTeUewBTjwp6EHSsl8WKYoyjTyJJJ8dnsHT3tDnEqS369ajt2gJ61Jen1R9npCtA+FaR+OsH8oTMdwmG5vlNSYQni9TlDptlBbaOPUlhKqC6xUF1qpclupLLBQ5bYe8u79aHiTKR4fDvCIx8+TI0GimoZDr2NdkYuzS1ycWeSi2DTz2uyZqSbzk373mOkUMCClTOUoHkVRJuEFX4hPb2vHl0xzsc1BdPM+ru/dyJ7BEO1DERLp18vmHWYDDSU2llS5OW9ZJfVFNuqKbNQW2ah0W45prZaJ9MYSPDzk52GPnxf8IdISKs1GPlRZxLklLt5W4MCkm5pYlDeaqBnqouxk8KBVLiEEUsqR3IWlKMoBmibpHImwoy/Ajv4A/wyH2e4SiEga46Zh/hpMIYCGkiBNpXbWLSijsdTOvBIH80rslDhM01assj8S50GPj4eG/LwWiACZ7hevrivn3BI3xzmtqsgnD0z0RLCeTJGQAOoAb3a6AOgE5uU8OkWZY5Jpjbb+INt6/WzrDbC1x09bf5BwIo006kguK0QrtVAd0bjA7GTpu6uYX+6kc/urvOPMtdMdPgB7IzEeGPTxT4+frdmXvcudVv5fYyXvLHXTbFMvePPNRM1QzwMQQvwSuE9K+VB2/jzgfVMTnqLMXpom2TcUZmOXj01dPjb3+NnRFxitcukwG1hc6eLC1bVYyiz8KRnBn9b4Vks1nzio2ei+ndN7V70vEuf+QS/3D/rYHo4BcILLzjebqnhnqZs6q/kwR1Cm02TeEZwkpbz8wIyU8mEhxPdzGJOizErBWJINnT7Wd3h5rdPLxi4fwVjmdZvDbGBptYtPvK2BZdVullW7qSuyIQT8stvDTXt7qTKbuGNFE8flSQ9indE4/xj0cf/g69U8T3Tb+XZzNe8qdVM1R1runA0mkxH0CiG+BvwxO/9RoDd3ISnK7DAcivPy/hFe2j/CK+0j7OgLoEkQAhaUO3n38ipW1hWwsraAxlLHm6pfBlJpvrCzkwc9fs4tcXHrwjoKprn3q8F4kvs9Pu4b8LI+W+Z/vMvGt5qreE9pgUr8Z6jJ/FV9GPgGcF92/unsMkVRxvBHk7y4b5gX9g7z/N4hdg2EALAYdaysLeTqM1tYXV/IyroCnJaJOy/fEoxw+bZ2umIJvtFUxZW109eZfDCV5iGPn3sHvDzjDaIBSxwWbmis5PyyAlXsMwtM5sviEeBzUxCLoswoqbTGxi4fT+/y8PTuITZ3+9BkJuE/oaGI84+r5qTGIpZVF2AyTK5apJSSP/YN87XdPRQZDdx3XDMnFjhyfCVvltQkT44E+NuAl0eH/MQ0SZ3FxLX15by/vJAF6oveWWWi6qO3Sik/L4R4gNc/KBslpXxvTiNTlDzkCcZpbRuktc3DM7s9BGIpdAJW1BZw9bpmTmku4bi6AsxH0PNXOJ3my23d3DPgZW2hk9sW11MyhR9VyWzzDn/tH+G+QS8jyTRFRj0frizmA+WFrHLZVFXPWWqiv7I7suMfTEUgipKPpJTsHgzx+PYB/rVjgI1dPqSEMqeZc5dWsHZBGac0leC2TVzUczi7wjEu39bOrnCM6xsq+HxDOfopSnT740nu6R/hL/1edkVimHWCs4vdXFhRyLoi16zonF2Z2ETVR9dnJ4uBB6WU8akJSVGml5SSzd1+Htrax2PbBtg/lGmAd0WNmy+8fT5nLSpjcaXrmN0d3zfg5YttXVh1Ov68oonTi5zH5LgTiWsajw4FuLtvmNaRTLn/CS47/7OghveWFuCe5pfSytSazG/7PcCPhBBPA38GHlFNTCizjZSSrT0B/rm5lwe39NHtjWLQCU5uKuaTp87j7MXllLuObbl4XNP4xp5eftczxBq3nduX1Oe8z9ztoSh39g3zt34v3lSaSrORa+rL+WBFIU3qQ685azIviy8VQhiB88jUFvqpEOJxKeVlOY9OUXJs/1CYv2/o4YFNvewbCmPQCU5tKeHas1o4e3E5BbbcJMxdsQSXb21nYzDCZ2pL+X+NVTkrggmm0tw34OXOvhE2BiOYhODcUjcfriji9CLnlBVBKflrUs9/UsqkEOJhMi+NrWS+LFYZgTIj+SNJHtjcy72vdfNapw8h4KR5xVxxeiPnLq3IWeJ/wONDfq7Z0UlaSn6ztIF3lhYc83NIKdkQiHBH3zD/GPQRSWssslv4dnM1H6gopEgV/ShjTKYZ6vOADwFrgVbgV8AHJ3NwIcS5wI/JNF/9KynlzQetv45MhpICPMAnpZQdkw9fUSZH0yQv7Bvmz6908ci2fhIpjfnlDr563kLOP66aCnfui0VSmuT7+/v4SecgSx1WfrW0gYZjXAc/kErztwEvd/QMsT0cw6bX8f6yAj5aVcxKp6r1o4xvMrcFl5B5N/Dpt/LCWAihB34KvAPoBl4RQtwvpdw+ZrMNwGopZUQI8Rng+2QyHUU5JoZCcf76ajd3vdxJ50gEl8XARSfU8sHVtSypOnYvfA/Hk0hy5bYOnvOF+GhlEd9pqcF6DJt/3i/1/HNnF/cOeomkNZY5rHx/fg3/UV6I4wiqsipzy2TeERzpV8QnAnuklPsAhBB3A+cDoxmBlPLJMdu/CHzsCM+lKKOklKzv8PL759t5eGsfybRkzbwivnj2fM5ZUoHFOLUJ44vZvgMCqTQ/XljHhyqLDr/TJMTSGg94fPyuZ4j1OLEOjPC+8kIuqSpRzTsrb4mQB/dLd2CFEM9KKU8VQgR5vTnq0bGU0jXhgYW4ADj3wEtlIcTFwBop5dWH2P42oF9K+Z1x1l0BXAFQXl6+6u67757s9b1BKBTC4Zj6rzSn01y65pQmebk/zSP7YnSGBFYDnFptYF2tkSrH1Hd4IiX8EzN3YaEMjS8Qpl6M35n7WzEkBY9j5glMBNFRSZrT40HeYRY4xPusDAYAACAASURBVPj/z7PRXPrbPuBornndunXrpZSrx1s30XcEp2bHOa/ULIT4GLAaOOMQsfwC+AXA6tWr5dq1a4/oPK2trRzpvjPVXLhmfyTJnS938rsX9zMQiFNp1/Ht8xfz/uNrcJin56VoIJXmczs6eXjIz7tK3fxoYR2uoyiikVLyvC/Er7uHeGTID8A5JW4urS7htEIHTz31FGvXjvvvM2vNhb9tgG5vhBf3jfDSvmFaDGmuyME1T6aHsnFNooeyHqB2zHxNdtnB53k7cANwhvpoTXkr+v0xfv3sPu58qZNwIs2pzSXc/IHlyN5tnHlyw7TFtS0U5bKt++mKJfhWcxVX1Bx5g3HRtMZ9A15+1e1hezhGoUHPVXVlfLy6hFrV0ues1OOL8uLeYV7YN8yL+4bp9kbRiTSVzgRFDblp4C+XPZS9ArQIIeaRyQAuAj4ydgMhxErg52SKkAaP5AKUuadrJML/te7hnvXdpDXJe1ZU8enTm1hclSmtbO3bfpgj5M5dfcN8dVc3BQYD9x5Fg3ED8SS/6xni971DjCTTLLJbuGVBLe8vLzymL5mV6SGlRjLpJZEYZsDXx46eDtoHe/D4+9HSXpymIAssYU45LordGERPCJAIcQmZb3yPrZz1UCalTAkhrgYeJVN99DdSym1CiJuAV6WU9wP/AziAv2bvmDpVY3bKoXQMh7ntiT3cu6EHvU7woRNqueK0JuqKp7+jlmha44bd3dzZN8KpBQ5+tqSeUtNbb39oWyjK7V2D/H3AR0pKzi5xcXlNKacUONTL3zwnpSSV8hOPD5JIeEgkhognPKPTifgQieQQsfgQyaQXQXp0XyuwyA4LbAIp3JhNxThsJZhMxRiNRZiMRRhNhezZnZuizpz2UJbNPB46aNmNY6bfPtlAlbmrxxfltid285dXuzHoBJecXM+VZzQd8yYfjlRHNM6ntrazNRTlc/XlfGlexVv6WldKyRMjQW7vGuQZbwibXsclVcVcVlPKPJtq63+6vZ7AD2SHQeKJzDgRH8gk9vFB4okhpEy8aX+hMyNFIcGEm4GwjZ7AfIIJB7G0m/LCKprKallW18CCqjos5gIyNe/Ht3dPa06uUfVQpuSt4VCc257cw59e7ATg4pPquWptE2V5kgEAPDrk55odHQgEf1g2j7NL3JPeN6Fp3Dvg5WddHtrCMSpMRm5orOTiquJp74lsrpBSI5EYIhbvIx7rJx7vIxbvzyb4/dlhAE178+tLg6EAs7kUs6kMW+GJmE1lmMxl6PRFdHitbOzR8+x+ycsdcdIamA06VtUXckpzCe9rKmZ5tRtDnhTzqR7KlLwTTaT5zXP7+VnrXqLJNBeuquGas1qoLrBOd2ijUprke/v7+N/OQZY7rPxyaQP1k/xKOJhKc0fvML/s9tAXT7LIbuEni+p4X1kBJl1+JAyzRSoVIhbrIRbrJRbvIxbrJR7rHZ2PxweQMvmGfYQwYTFXYDaX43Iux1xagdlUjtl8YCjDZCpHr8/8vjVNsrM/yJN7hnh2zxAv7x8hmkyiE0mW1xRw5Rk1nNJUwvH1hVP+DctkqR7KlLyhaZK/b+zh+4+00R+Icfbicr507kKay/KrrvjYr4Q/VlnMd1qqsUzizs6TSPKr7iF+2+MhkNI4pcDBLQtqWVvkVOX/RyiVChGNdROLdmXH3cRiPURjPcRiPaRS/jdsL4QBs7kSi6WSAvcqzJZKzOYKLNllZnMFRmPRYX8fff4oz+zu4tndQzy/d4ihUKZIqLnMwYdOqOVtTcWsaSzGbT26fiqmymTaGpoP/CfQMHZ7KeWZuQtLmWvWd4xw0wPb2dTtZ0WNm//9yEpOaDg2X+AeSy/7QlyxrQNfKsWtC2u5qLL4sPt0xRL8rHOQO/uGiWuSd5a6ubqunJWu6X/Jne+kTBOL9RGNdmaGWFd2uou0to+nng6/YXudzorVWoPFUo3bvRKLpRqLpQqrpRqzuRKzuWzCMvhDCcdTvLR/mKd3DfHMbg97PZnzljjMnNZSyinNJZzSXEylO3+eWt+KyRQN/RW4nUxjc+nDbKsob4knGOe/H97Bva/1UO4yc8sHV/C+46rR5VmvWFJKftHt4dt7e6mxmHhwxXyWOCb+p98bifGTjkH+NpD55OaC8iKuri+jWbX7/waaliQW6yYS7SAaac+Mox3ZBL/7DUU3QhixWKqxWmsRrKaxaQ1WSw1Way0WS/Wk7uYnF5Nke1+Ap3ZluiRd3+ElmZaYDTpOnFfERSfUcdr8EhaUz46nuclkBCkp5c9yHokyp6Q1yR9eaOeWx3YRS6W5am0Tn13XjH2avgSeSCiV5vM7O/mnx895JW5+vGjir4R3hKLc2jHA/YM+LDrBJ6pL+ExtGdVz+AMwKSWJxCDhyD4ikf1vGGKxbsb2daXX27FZG3DYF1JacjZWa112qMdiqRi9o29tbaWhfu0xi9ETjPP0Lg9P7/bw7O4hhsOZ4p7FlS4+eco8Tp9fyqo8Luc/GpP5r3tACHEVmZfFo6/OJ/FlsaKMa2uPn6/eu4UtPX5OaynhW+9dQmNpfr0HOGBnOMplW9vZH41zY1MVn6k99FfCW4IRftQ+wENDfux6HVfXlXFFbekRfU8wU2lakmi0g3B4L5HIXsLhvYQje4lE9pNOh0a30+ks2GwNOB2LKC87D6utAZu1AautAZOxeEruspNpjfUdXp7a5eHpXR629QYAKLabOH1+KafPL+HU5lJKnbO/Cu9kMoKPZ8fXj1kmgcZjH44ym0UTaW55vI1fP7ufIruZ2z6yknctq8zbR+t7B7x8cWcXDoOOv65o5m2F42dWW4IRftjezyNDAVwGHdc1lHN5TSmFs7gKqKYliET2Ew7vJhTeTTi8h3B4D9Fo+xvu7s3mSuy2Rior34/N1ojN1ojd1ojZXIEQU19DqtcX5aldHlrbBnluzzCheAqDTnB8fSHXn7OAM+aXsrjSlXdFk7k2mVpDh2tKQlEO68V9w3z5b5vpGI7w4RPr+Mp5C/O2RkVc0/jmnl5+2zPESW47P1/SQLn5zbGOzQDcBj3XN1RwWU3JrOr4XUqNaLSLcLiNUKiNUHgXodCugxJ8HVZrHXZ7M6Wl78Bub8Zua8Rma8JgsE9r/Mm0xqvtXlrbBnmybZBdA5mnkiq3hfesqOKM+aW8rbkYlyU//xanykSNzp0ppXxCCPEf462XUt6bu7CU2SIcT3Hzwzu548UO6ops3HX5SZzcdPiaNtOlO9uX8IZghCtrS7lhnL6Ed4Si/KC9nwc9ftwGPV+aV8FlNaVH1bpoPkilgoRCbQRDOwiFdhAKtREO7yKdjoxuY7XUYXfMp6z0Hdjt87HbW7DZGkfr1OeDwUCM1jYPT7YN8szuIULxFEa94ISGIi5cVcvaBaU0l6kmO8aa6NblDOAJxm/hSAIqI1AmtL5jhOv+sonOkQifPGUe/3nOfGym/L1bbh0JcNX2DhKa5NdLG3jXQX0J74nE+MH+fv4x6MOh1/HFhnKuqCmdkU8A8fggweC2zBDaQSi0nWi0c3S9weDG4VhIZeWFOB0LsTsWYLc1T/sd/njSmmRTt48ndw7yxM7B0bL+CpeFdy+vZN3CMk5pLpm2JslngokanftGdnzp1IWjzAaJlMat/9rF7U/tpdJt5a7LT+Kkxvx9CtCk5EftA/ygvZ8Fdgu/XtpA05gqnp3ROD9sH+Cv/SNY9DquqSvjM3VlM+IdgJSSeGKAYGALgeBWgsGtBIPbSCQ8o9tYrXU4HUuorLwAp2MRDsdCzOb8fXcDEIwleaU/xQN/2URr2yDD4QQ6AauyZf1nLixjYcXsqNo5FSYqGnq3lPKfE+08mW2UuaVjOMy1d21gU7efC1fVcON7FuPM4/JXbzLFZ7d38MRIkAvKC/neghrs+kwRjyeR5Nb2Af7QO4xOwOU1pVxdX5bXtYASiWECgc0Egluyif+WMYm+Dru9maKiU3E6l+B0LMHpXITBkPO+p46JjuEw/94xyL93DvDSvhFSmsRtHWDdglLWLSzjjPmlFNjmbhXdozHRLc3/CCF6yPRBcCj/BaiMQAHgvg3dfO2+reh1gp999HjOW1Y53SFNaGMgwmXb9jMYT3Hz/Bo+XpWpthhIpflZ5yA/7/YQ1zQ+UlnMF+rLqcqz7wDS6Tih0Db8gU1o2mM89/w3icW6smvFaKLvci7D5VqGw7EIvX7mfPma1iQbOr08vmOAf+8YZM9g5kVvS5mDT502j+JYL59877ppa7gtLSWxtEZE04hpkmhaI6ZpxNIacU0SzS6PaRpxLbMsls4sG53PjuOaRiI7n9AkcU2SkJnp0eVScoE0sjYH1zJRRjAA3HKY/Xcfw1iUGSqaSPP1f2zlnvXdnNhQxI8uOi6vGog7mJSSP/YNc8OuHkpNBv5+fDPHu+zE0hq/6/Hwk84BRpJpzi8r4MvzKmnMk6agY7Fe/P7X8Ps34A9sIBjcPuar2yJczjXUVH8El2sFTucSDIb8/DZjIuF4imd2e3h8e6aWz0g4gUEnOKmxmI+uqeOsheWj/U+0tg4cNhPQpCSS1ginNULpdGac0ghnpyPZhDycyo7TaSJpjWh2eTS7TVTTiKbl6PSBBPxImYTApBOYdTosutenzQeW6QUuYcSsEwgpicXTRGIpdNHcNO4w0TuCtTk5ozKr7BkM8dk/vcauwSDXntnMtWe15E3TuuOJpDW+squLv/R7WVvo5KeL6yk06vlr/wg37+ujJ55kbaGTrzZVssI5fW0BaVqKUHgnft+r+Pzr8ftfIx7vBzIfY7lcy6mrvRS3eyUu13G88MJ2li1bO23xHo3BQIzHdwzwr+0DPLd3mERKw2U1cvqCUtYsKGFJfQGaXoc/lea1VJzWngiBVJqt0sJju7oJpDKJejCVJphOE0plEv1QNhGfbHKtF2DT6bDpxww6PTa9jhKTAZtej1UnsOh0WPU6rDodFr0usyw7b80m4hadDks2YbeMWXYg4deN8+4ikkixeyBE20CQXb1Bdg2G2DEQpM8fG91m4cLcPJXm/9suJW89uLmP6+/ZhMWo5/eXnsjp80unO6QJ7YvEuWzrfnaEY3yxoZzrGip41hvi23t72RqKstxh5daFdZxWNPVl5ul0nEBgEz7fy/h8r+APbCCdzjRsZjFXUeBejdt9PG738TgcC9HpDn5PMX3dc04kLSW+ZJqRZApvMoUvlcabTLHHG2HDQIBdIxGG4kkw6jCWGLDWVWIy6PBKyT1Sco9vGHzD4x5bYMY14MWh1+Ey6HEa9BQZDdRb9Tj1Ohx6PXZDZuzQ63AY9Nj1Oux6HTadDnt23pZdZhJiSl4up9Iae4dC7OwP0tYfZGd/kF0DQTpHXq+mazboaC5zcFJjMfPLncwvd9BS5mTP5pdyEpPKCJS3LJXW+J9H2/j50/s4vq6A//voKirc+d2Q2kMeH5/b0YlBCP60vJFKs5GPbd7HkyNBai0mfra4nvPLCsa9U8uFdDqK3/8aXt9L+Lwv4w9sGu3dymFfQEXF+ylwr6KgYDUWS9WUxDQZcU1jOJFiKJliaMx4OJliJDsMJ1KMZBN/fyp96DtyKTG4DLj1JsqtJsqtRgqMBtwGPW6DHteY8djBadDh0ut5+ZlnWHfa2im8+rdGSoknFGdnX5Cd/YHsOMiewRCJtAaAXidoLLGzrMbNhatqmF/hZH65k7oiG/pxvm7el6O/T5URKG+JN5zgmrs28OyeIT52Uh03vnsJJkP+FgWlNMl/7evj/7oGOc5p4+aWau7oG+auvhGcBj3faKrikzUlmHPcIYymxfH7NzLifR6v90UCgU3Z8n0dLudSamsupqBwDQXuVRiNBYc93jGNTUpGkmkGE0n640kGE0kGE6nRsSeRxJNI4UlkEvbxGIWg2Gig2JS5K19mMVFg0BMOJugeCLG7O0AgGMeQkhxf6eKcllLetbiC6oIjL37Lp5qhiZTGXk+IHX2B7BBkR19gtOE6gHKXmQUVLk5rKWFhpZMF5S6ayuyYD/MhopSS0Mgww92dJIKBnMQ/mf4Ixvuy2A9skVIOHvuQlHy1eyDIp37/Kv2BGN+/YDkfXF073SFNaCCe5NPb2nnRH+ZjlcVUmA18YNNeEprksppSPt9QTlGOvgWQUiMY2o535DlGRp7H538VTYsxmvDXfoLCgjUUFKzOafXNuKbRH0/SG0/SNzok6IsnGcjODyZSJOWb79udeh1lJiOlJgOL7FZOLzRQYjJQYjRQajJQYjJSbMwsc+p1CCGIJtI8tcvDo1v7eXjHAIFYCptJz9oFpZx9YiPrFpblbdMikxWIJdnRG2B7X4Dt2fHugdfv8k0GHQvKnZy1qIyFFS4WVjpZVOGi0D5x+b7UNAJDgwx3dzHc3ZkZ93Qy0tNFIhoFoPbU3HQDM5n/gk8BJwNPZufXAuuBeUKIm6SUd+QkMiWvPLlzkGvu2oDVpOfPV5zEyrrC6Q5pQs97Q1y5vZ1gSuPS6mIeGwrQE0/yzhI3X2uqyklNoFisl+GRZxgZeZaRkedJpXwA2O0tVFddRGHhyRQWrjmmCX8glaYrluBVaWBPt4euWIKeWIKeWJKeeILBROpN+9j1OqrMRirMRk4ucFCRnS43GSk3GSg3Gyk1GbFN8qV/IJbk/q39PLK1n9Y2D9FkmgKbkbOXVHDOkgpOaymZsU03DwZjbOsNsK3Hnxn3Bt5Qll/iMLG4ys2pLSUsrnSxuNLFvBL7hBUmpKbh9wwy3N3BUFcnI92dDHV3MtLbTSr+et/I9sIiiqtrWHz6WRTX1FFcXUNbd266i59MRmAAFkkpBwCEEOXAH4A1ZPovVhnBLCal5DfPtfOdB7ezpMrFLy9Znde9MEkpeUCauXvTHipMRhqtZn7bM8xSh5X/XVR/yBZEj0Q6HcPne4nh4acZHnmGSGQvAGZTOaUlZ1JUdCqFhW/DbD7yl+hJTdIVS9ARjdOeHWfmE3TFEmOKahywuwerTlBlNlFjMbHI4aLKbKLKYqTKbKTSbKLKbMR5DNpE8kUSPLZ9gIe39PHcnmESaY0yp5kLV9dw7pIKTpxXlNe1xw4mpaQ/EGNLt5+tvQG29vjZ2uNnMPh6wlxfbGNptYsPnVDL4ioXSypdlLkO/W4sc4fvYairI3OH39WRSfB7ukklXj+uo7iE4upalp91LsU1tRRV11JcU4fV8eYbhr2e3LT+P5mMoPZAJpA1mF02IoRIHmonZeZLa5KbHtjG71/o4NwlFfzoQ8dhNeXvnZ0/meLzO7t4GCs1JiPd8SRxTXLLglo+VFmE/hgUKkciHQwPtzI83IrX9xKaFkenM1NQcCLVVRdRVHwadlvzW6p9ktIk3fEEeyNx9kXi7I3GaY/E2R+N0x1PkB5TamPRCWotJmotJk5w20enB7dt4b2nnESJ0ZCzmi/DoTiPbhvg4a19vLB3mJQmqS6wcsnJ9Zy3rIKVtYUzovlmKSUDgTibu31s6fGzudvPtl7/aL/DOpHpe/jU5hKWVLtZWuViUZXrkC2USikJe0dGE/yhro7sdBfJWHR0O0dhEcW19Sx/+7kU19RRUltHcU0dZtsb229KJZPEQkGGuzuJhULEI2Hi4RCxcIhoOHbw6Y+JyWQErUKIf5LpshLgguwyO+DLSVTKtIskUlxz5wb+vXOQy0+bx1fPW5TX/+RbgxE+tbWdrlgCI5L+eJKrasv4QkP5Ud0Ba1oSv389Q0NPMDT8JJHIPgCs1gaqqi6ipPgMCgrWoNcfvtZUOJVmVyTO7kiMPeEYe7LT7dHEG8roXQYd86xmVrps/Ie1kAarmXqriXqriXKTcdyaTa3b0zlp+sITjPPItn4e3tLHi/uG0WTmzvjy0xs5b2kFy6rded+ez3AozuZuf3bwsbnHjyd7p68T0FLmZO2CMpZVu1la7WZxpeuQNzyxcCiTyGcT+6HOzDgWCo5uY3MXUFJbx5IzzsRZUobdXYDF4SCdShELBomGgnj7eujbvZNYKEgsFMqOg8TC4Tc8LRys9rSzju0PJ2syGcFngf8ATs3O/x74m5RSAutyEpUyrYZDcT75u1fY0uPn2+cv4eKTG6Y7pAnd1TfMl9q60ZBowApS3LZm2RsajnsrUqkgQ8OtDA39m+Hhp0ilAghhorDgRKqrP0JJ8TpstoZD7h9Na+yOxNgZjrEzFGNnOEpbOEZP/PUHaIOAeVYzzTYLZ5e4abKZabaaabRZKDbqpzVxHQrFeWRrPw9u7uOl/ZnEv7HEzlVrm3nnskoWVeZvY26RRIqtPQE2dfnY2O1jU5ePbm/mrlwIaCp1cFpzCctq3CyvcbO40j1uop9OJRnp6cbT2c5QZ/voODTy+jcNBpMJq8uNo6iYgvIKALR0ingkQv/e3XRu3XzIOA1GExaHA4vThcXhoKCiEotjPhaHE4vdgdnuwGK3Z8evz7/06vpj/BPLxnO4DaSUUgjxHJACNOCVbCagzEJdIxEu+c3L9Pqi/Pzi1bxjcfl0h3RI0bTGtTs6eMDjB6DOYuS/5tdi2PLaW84EYvF+hjz/wuN5HK/vJaRMYjQWUVryDkpKzqKo6JQ3NdkgpaQvnmRrKMq27LAzHGNfJI6W3cYkBM02M2sKHMy3mWmxW5hvs9BgNb+pn4PpNBJOZBL/Lb28sDeb+Jfa+ey6Zt61vDIvO2nXpKStP8jGLi8bu3xs6PSxayDIgZYfagqtrKgp4OKT6llRW8DSavcbmqKWUhILhehs20ffnjY8Hfvx9vUSHPYQDQXhDcmcgIO+iEglEgSHPETNAWwuNxaHE5u7kOKaeixOJzanG6vLhcXhwup0YnE4sTpdWJxOjKYjq6wg9Lkpmp1M9dHLgBvJ9E0ggP/N1hb6TU4iUqbN9t4AH//tyyRSGn+6bA2rG4qmO6RD2hmKcuHGvXiSKQwCrm+o4Mq6Msw6Ha2TPEYk0s6g51E8nscIBDYCYLPNo672UkpK347bddxoR+lSSvZH4mwKRtgSirIlGGFrKMpI8vV69fUWE0scVt5bVsAiu5VFDgsNFjOGPErwx/JHkjy6rZ8HNvfy/N5h0ppkXkn+Jv4j4QQbOr1s6PSxocvL+v0RYo8+DYDLYmBFbQFnLy5neY2bhYV6TPEgYe8IId9ewhtGeO5xD76+HoJDHiJBP8nYocvbjRYLVocLR3EJ7tIy7IVF2NwF2FyZxN3mKsDmdmN1ODGaTKClxgzp7JACmR6zLAVpD4z0Z5enQWqvrx9dls5kQqPT2ui2luihi42OxmSKhq4HVkophwGEEMXA84DKCGaR9R0jfOK3r+AwG7jzypNpKc/fpolv3tfHjzsGkMAat52fLa6fdMug4fBeBgcfYtDzCKHQTgCczqU0NX6R0tKzsdubAeiNJXjWE2RjMMLGQITNoQiBVLaeuBAsdFg4r8TNEoeVpQ4rix1WHDOgh7JQPMW/tg/wwKZent7tIZmW1BXZ+PTpjbxreSWLK13Tl/hLCekkpGKkk3Ha+nys7/SzoSfMa71R2v1phNRwaREWW0O8R/ayqECjKB1AHwsR2hIh9EKULaEYmw5TZqETYLcIXFYosknKHGkqXSkKLAksujRCJjOxaClIpqA/Bb0pSKfemOjL3DQCdyhFLVcCHz7mx51MRjAMBMfMB7PLlFnimd0ervjDeircFu741InUFE5fY2sTaY/E+fDmveyPJjDrBD9cUMsFFYd/aolE9jMw8CCDgw8RCrcB4HavoqX5BkpLz0GYKtkcjPDgcITX9u9nvT9CfyJTnm8QsNhu5X1lhaxw2ljutLLAbsGU4y+Rj6VYMs2TOwe5f1MvT+wcJJ7SqHJbuPSUebx7eeXhX/hKCckoJCOQCEEiAokwJMOZ6eSBITrOODukYm8ep2KQikMySjApeC1ey6upJnYma+hOFP1/9t473M7rrvP9rPXW3U+vko66ZLnJtmQbp5EECIRkyE3yQCgJIRlCeQhwAzPce3mGSwkzMBC4lMswpBNIQjpJxjMhyY3jVMdFVrEsqx7p1L1P2X3vt651/3jfU9RsS7YSG/Tdz3p+q7x97/1bv/fXFlYUUIib9EdVfiBaIht30JFifWb8KtAgxjEipNAoLREYwNqkXLAChrI+Q/mIwVzEYFFTykiEaYFhgVyhDhg9SVsaIM21cWmkdTMt6bhY6TfW6sJIx9dts7KPkGvbrqfr6hpJFCu6HQ+v6+F1/IR2feZDyc5r8Bt5OhPBSeABIcQ/kyjJfgw4JIR4B4DW+qlSVV/HcxhfeGyet3/4AFsHc3zorXcxWHhupFxej1Bp/mxynr84W0YBtxeyfHTvVorm5X++njdLufw5yuX/QbP1GJAw/507/hOy94c42M3y+XqbB4+2OdQ8vOq1M+Ha3NOb5/ZiltsLWfbkM7jPI3/4FYSx4pvH5/niIyd4+PgkMmiyIRPyuzsc7h63mMjHyOAReLwJjzbBb4LfSmjQSks76QtaXKgff0qYGbAyYGXBctO2i6dd6tEAZ9o5jtVzzLYkjXaE9LoUoia2XmQ3i+xODyMNSbGUpzjUQzY/jjAtYqXpdjwWyxX8VodYQSc2MG2bwY2bGJzYyuDmrQxObGVg02ac7PdWsImjkE6jTrfRoNto0Kmn9eYy3WaDbrOB10z7Wk28ZpMoDC55rO+l19CptKzgn1P63NUdXMfTwucPzfJrH32Um8dLfPDn7qSUfe6F/j9Ub/PLRyc554UYwO9vH+NtG4cuuW0QLFOp/E9i9SG+8c1kqYxi8VZ6N//fnLBfyBfaFt+abXHiZJIZxZGCvYUsv7BxkH3FHHeUss/N1cdCDzpL0F1OaGc5qXer0K1Bt8ZNUyfQp/+YbnOJoFXDCuu8BI+XQCJAOySuHmfSsgLDAScPTiEpdgHyQ2BvATvtt3MJQ7fzSd3OgrVCs2vjVgZluDTrLWrleWrlOeqVearzc1QmZ2kulNF+NQFT9QAAIABJREFUF/DTsoyQNrlsL9nRUYbH72DL5nEGhoexbAev3aJWmWdh8jSVyTOcO3N89bKzpR6s0gA3v3QfgxNbGNqyjZ6RUaS89uo5rTV+p027VqVTr9Gp12jXanQbNTr1Op11tNto4Hfalz6QEKsG5Ey+QHFomKGt2zCyLjpjoRxJ5AgCW9M1IzpGgNe4NmtMPNlSlR/SWr8RqGmt/+KanP06vmf4zIEZ3vGxR7ljopf3vXn/c245yVoY8c5Ts/zDXBJJOe5YfOSWrezMnx/VHMc+i4tfYr78zywtfRWtI5psZ2n4DznKrTzQgpNnfaBBwZDsL+X48ZE+7irluLWYvebJ5i6JOILOIrTK0FqA9gK0KyldSmhnMal3lhIVzOVgZQntIr5v8+hynoUoT1OM0NM3yMT4KJvHxzCzveAWwSmuUaeYMHnzyvPbKxXTWEgMr9X5Garzs9Tm56jNz1GvlFHxWloLJQ2aZoGqUaRhb0P19TKyYZxd2zZxx03buWnzEK3FMpXJ05TPnGLusYMc/PwpuivJ1YSgd2SM0e07ueXlr2BoyzaGNm8l19PLfffdx4u+//uv+PovhziKEqZeXaZVXaZdW6Zdq9KuVmnXq0k9Zf5xeHEsrRAyNSQnBuW+zZuROQeVMYldmTB0O6JthjRNj7po0wib1P069eAcdb9OM2ii0dAlKRfg9b2vf9budz2e7I3gDiHEGPAWIcTfc8GSlVrraxPrfB3XHJ94eJr/8ImD3L2ln/f87D5yznMnCa3Wmn+u1PjtE9MspR45/9tQD3+6e+PqWsJaa+r1h5mb/xSVyr10oy5nrHs4WfgvPBpv42hHoSuCnBFydynPT432c09PnpsLmWcluviyUCph4I3ZpDTn1pUyNOehNQ/tRS6pajGcRBrP9kNuEAZ2QW4Asn1JX2aF9lKOsnz2eJdPHVrk8bkGUsALdwzymr1jvOLGkfPcJK8W3WaD5dkZqrPTLM+ldHaGenmOOFpj9pbj4vQP0ckMMLdpMyc6NhVRoG6VGBgaYP+WAV68pY99m0rkvWUqZ05RmXyC4/94L1+fPLWaUE0aJgMbJ9i2766U4W9jcGIztvvMUpporfHbbZrLi7SWFmkuLtFeTph9t1alXa3RqdXwWi2ETtYkEEgEAiEl2XwRJ1cgn++jsGkMHJPYEYQmeFaMZ4S0hE+LDvNhGy/s0gnPgdYYvkT4guSIEqETmjOzFIwsw9YoWWMrWTNLxsiQzWbIGBlc002o4SZFOjiGy7H65DN6FpfDk/1a/hb4MrCVJMnc+n+QTvuv43mGTz2STAIv2DbAu9+07zmVMuJc1+e3jk/zleUmpki8c/5o5wZ+crQPIQSeN8vc/KeZm/skZ7seh+RdPG69k4N6nG4kMFuwr5jl9SzypttvYW8h++z66gcdqE9B7VxKp6A+DY2ZhDbnIL5Atysk5IagMAKlcRi/DfIjCcPPD0F+OGH6ucFEQn+SiarphfzPI/N85sAM3zp9Bq1h78YefvfVe+htTfJjr7jzim9pfYrjpekplmemWJqZYnl2mm6jvrqdYZr0jIzRNzbO5tv203Z7OR1keKRm8p3ZEBUrHC3YPZDjng093DKUY6PRxK+cY2HqMJVvn+Gz81NEUfJ8TNOmb2Cc7dvupL9/A/29G+gtjiC1gY4VtDX6kKZ54CzEGh1riBV6pa40G2qS8qFHUJFCBSEqilFRnOwfa7TSoDmPuVtC0keWPrLAhvQ7AnrT8mTw0vJdRQiEKJp0AWf35DU5y5MtVfmXwF8KIf6b1vqXrsnZr+O7is8cmOE3P36Qe7b1P6cmgUhp3j29wB+fniMGJLDBtXnvTVu4ISupVO7l3Own+VZ1iQPcwWHjt5kW/aBhQtq8YbTIS/sK3NOTJ28a3HffDPtLuac67cVQKmHm1TOwfCah1UmonoXa2URlsx7ShMIYlDbAxjuhOJ6WMSiOJmO5QTCuXjoPY8X9xxf41IEZvnS0jB8pNvdn+bWX7+A1e8fZPJDc5333nX3yW4sV7YUllibPUZuapTE7T6u8SGepBqHGlBamsHHdPBOF3ezZfBeZTAHHzmIaDl4gaHdC/EaEXozpBbYh+HeA1BaNcJFlf57q4jzLh+Z5PFjgiE7eGkxh02sPsTV7C732ML3OCAWrDykktEnKOeiYZYQhEYYAQyAMmfh5Sk2sYmIVEcchURQQRQHdbptaJWkrncSVJ1SDZYAtiC0ITU1gxnQMn5bh0xQdmrJLJGMUCiU0MTFKaAzDIGNlyNhZsnaWjJUl5+TI2TlyTp68nSdn5yk4efJOAcd0ETJd2UySTOSCtC3QOiCIagTRElG4TBAtE4aL+GGVMFokCJYIoiXCcBmI0WLlTVGBAK1tIpUh8G06noG0Xsi+q/41XR5PJ7L4+iTwrwCfOzjLOz72KHdt6ec9b9r/nJkEjjQ7vOOJKQ41uwxYJothxKsHe/iDTRHlmb/kv86f4TvxHg6Kf09bZLEF3FMq8IsDRV7WV7y6dNKdZVg8AUsnUnoSlk8nzD9ap5iVZsLkezfDrldCzybomYCejVDamEj518A4qbXm8EydTz0yw2cPzrLcDujL2vzM7Rt49a4hbujJorsxaq5D63QD3Y3of0JQrZ5AeTFxOyBotInaAdqPERGYJDYgExighwHSxW8uIQULQxKHAj+CxVhRC1u0tcYHTFtgZ5tIFgn9MrX6NEvLM8RxojO3bJeB4QluGruFwfEtDG3cSu/wKNI2wZQIM2HwwpQJszclkQpoLC7QWChTK89Tr8xTr5RpVOapL5RXVUer12eb6KJL0wqJe0zqjsei1aJs1GlnIjpOjF5n+inYBQYyA/S7/QnN9DPkbqTf7ac/00+v20u/20+f20fWenoeRkpFBMECvn8WPyjj+xV8v0zgV/CDpO77ldVU5OddvzCwrQEsewBhlyDaQtTdRaspqVYVy8sRfuASBhnApr+/n6GhIQbHBmm1Wk/r+q4Uzx3l8HVcM/zLY/P8+j89yr7Nfbz3zc+NN4FurPizyXn+ZqpCwTDoswzqUcSvDlbRjXt580PDHBEvI8Ki11S8arCfVwyUeElvgdzTDdxqL0LlKFSOwcIxWHgCFp84X7KXVsLo+7fDtpdB3xbo2wq9WxJm/wyk+aeC8mNUKyBuBqhWyPJCm8dPLTM904RuxO1C8GonS18mhxUo+E4NvlNj4RLHKgG1yXMEsYcXtgmVT6h8lIgw8i5OMYfbVyI/2Ed+ZBC3t4C0DYSTlPlOwLemqtw/ucS3Ti8nK2tpzU2FkH29LTaqJezqDMuTp1dz5ltuhuEt29h7548yvG0Hw1u20zsyiriEAT7odqimBuXa/Cy1clKvzs/Srp5vbtSmJCwYtLMx1TGPJbtNMxPSysS0MhGBpTCkQUEW2NCzgYHsJnZnBnlRZpD+TD+DmcFVht+f6ccxrkxYiKI2vj+/Wjx/PmXs5bSvTBBcbOcRwsS2B3CcYTKZTfT03IljD2LZg0RhjmbK6BcWupTLCywuLqKUSvcV9PX1MTQ0xN69gwwNDTE0NERfXx/mOjfp++6774ru5eni+kTwrxyHFyL+6osHuHm8xPvevJ+s/b3/yr9Va/Ebx6Y43fW5rZDhULNLXgZs0tP8dWUCJV7JqOXz5qFeXjU8wv5S7smNvFGQMPryEZg/wq3HvgYPzp3P8J0SDO6Cna9IjLADO2FgRyLhP8vMXseKuBEQ133iekobAXEjoaoZEDdDdHBxVOpuYEIIdD5DvsfFLtjInIXMmPiqS6u9TLU6z3JlisrsaRrNJULlEemQnpFRBie2MLhpC4MTOxic2ExxYOiSjLnWCfjGySW+/ugCXz+5yNRSh1zcZpdR5dV2g0FVIV6YIpxMPJZals3glq3c/LIfYnjLdka27aR3bOw8d80oDFmamaI6N0N1bpbF2XNUps/SKM8TNs/3fPIz0MyE1LI+zYGIZjaimQ1pZiMyhRLD+WGGsmMMZga5KTvMUHaIwewgQ9khBjID9Ll93P/V+/n+K/QaiqImnjd3PpP35vD8tb4oal60n2mWcJ0RHGeYfP4GHGcYxxle7bOdYWyrj06nS6VSoVwuc3YyoQsLpwiCNdtRqVRiaGiIHTt2rDL8gYEBLOt757l3TbmCEOKHgb8gCfN7j9b6jy4YfzHw/wC3AG/QWn/iWl7PvzU8cHqJvzrgs324yAd/7s5nxZPkmaAZxbzz1CwfnF1izDbZaMccaHZBa+rKJif7eetAzOs37uKWQu7S0a6hlzD82QMw9yjMHUwkfpW685kuRmYD7HgFDO+BoRtg8IZEjfMseQzpSBFVPeJlL6FVP6E1n6jmo5rBRU5BwpIYRRtZsDHH8lS14mC1zbfnG8zFEXbR4QW3jvAj+zewfTBPvVKmfPoE86dOUD56ksqZU6v+6NIwGdg0wdBtO7lxy1aGJrZy7Nw0L/+hH7rsNQeR4pFzVb52YoGvnVjkiXMVhvwKm6JFXi6rlNpzqHYjPb5BceNmRr7vRQxv28HIth0MbJxApl5bnUad5ZkpTv7LQ8ycO8HSzBTtcoWo1kasu++OE9HIRjRKEY2xhMnL3hz5oUGGekYZzg6zMzfCcMroR3IjDGWHsI0rd2kFUCpImLs3i+fN4fmzeN4svj+32hfHF6pWBLY9gOuMks1uobf3blxnFCdl8AkduSjNeBiGLCwsMDVVplKZplx+mEqlcp7qJpPJMDw8zN69exkeHk7UO4ODuO7VZcW9lrhmnEEk2br+X+AHgWngQSHEZ7XWR9dtdg54M/Cb1+o6/q3iyEydt37wIQYygg+99XsfLPb/LTX4zSemmPNDhgyf2UADBnlavKa0zE9tuZ3bem89n/krBYvHYeYhmHkYph9KVD0qdV3M9sPorfB9L4eRm5PSt41Hvvb1K5YUL4QOFdFyl2ihS7TUJVr0ErrkETf88xm9ITB6HMweB3dHb1IvORg9DkbJxig6CNdgutrlk49M88lHppla7pJ3TH70tlHevqvIaFBh/tQjPPTej/L5UyfwUj96wzQZnNjC7he8mKEt2xneup2BjZswzPO/zxPz5y8frrXm9GKbrx1f4OvH5jl+7Dg97TlG/Ap3qkVe0llTx/SOjjNy+x2MbNvJyLYdDG7egmnZLC3O8cTJR3j8m59mafocnfICarGF4anVfSOpaOQi6vmQ9g6N0V8gNzRI7+gYY/2b2JsbZSQ3wkjK8K+WyUMizXe9Gby0KPUAh498MmH63gxBsMCFM7Bl9eG6o2QyE+uY/CiuO4bjjOI4g0h5+WtSSlGr1SiXz6xK+uVymeXlZVaSMJumyeDgINu3b2doaGiV6efz+edU0r4nw7UUEe8ETmqtTwMIIT5Kkp5idSLQWk+mY+pSB7iOq8OphRY/+77vUMpY/MZei/789y5tRDUI+dVjU3xxqYFAoZFUIpuMCPitsQ4/v/0FGCvMwW8lTP/cAzD1QFL3UhdGp5S4Xt7zdhi7HcZuSwy5z/CPpvyIsNwhqnTW6EKXuOqdx1NkzsIcyOBsLWH2uxh9Lmafi9nrIgs24jJuqp0g4rOH5/n4w1N8+/QyBjEvH4x469YWve05Fr76MR74eLIAoBCSgY2b2L7vbkZWJPFNExcx/cuh6YV84+QiX3/kCU4+9hjW8jQjfpmdwRI3pMnRMqVexnbvSo6/fSfmWC/TzWnOnDrC8XNfo/nwx4krdexqiBOsqZR8K6ZRiInHHazBXoqjowxt3Mz46DY2FDcwmh+l1+m9asantSaKGnS9KbzuDJ43vY7pT+N5M5dQ2Zg0mxtw3TH6+1+C647hpkx+hdE/nQWDVuB53nnMfn5+nkqlcp5ap7e3l+HhYW666aZVht/X14d8moGJWmuUSlxgVZzU1WpdodVa/3n1lIbda7MCgLhWSwsIIV4P/LDW+t+n7TcCd2mtf+US234A+PzlVENCiLcBbwMYHh6+46Mf/ehVXVOr1SKfvzYh2s8VLHUVf/iAR6Q0/9ddGfK68z2554YWfASX+7GIkQgdU6ROXfSxjzq/BBTjFj21o5TqR+ipPUaheSqdLATt3CYaxd00irtoFHfRyY4lPvlPA5f8njVYHbCb4DQFTkNgt8DqrjEuJTVhDoLcCoUwpwmzoK7ghUprzcma4mszEYemGvR1ymyNk+I2y+g4YcpWLk9ueJTc8Bi5oVGyg0MY1tOXmLXWnF3qcvzMLEvTM9iNCsNemYxKnN21YeL0D5MZ6cPvs6mVFNVgEW9pEVVt4dRDehomeW9NHgxNTbcoUT0ZrN4ecn2D9PZvYKAwTsF4ZmmptfaBBWARzQLoRTSLwCJJHssLQ2ldoB8YQNAPoj+haWm3Bfl8MZHM9VpWZ72a0VmjVIyOY7RSaBWnDDgmDAJ8z8f3A0I/JApD4kgnQWRaIIXEMCwMaWIIEykMpDDQWoAS6PVFJ5R1da1kOibTfolWkvPcma4CA7ecZHjP1aWde+lLX/qw1vqS3qffe8vh04DW+u+AvwPYt2+fvtrX/vvuu+8Zqwyey6h1Al7/t98i1AYf+YW7uWm89F29Z60136i1eM9UhS8sNdAIbO1zj3iEx83baag+/rDU4i2LX0acuT/R72sFhg3jd8Defweb7kFs3E/eLZEHxq7iOu77yn284MY7CadbBDMtgpkm4Wwb7afGWQnmQBZrRxZrJIc1nMUczmH2uZeV7J8O5utdPvmVR3ngWw9hLU6y2Z/n1jB5ozFMk6Gt2xl7wZ2M7dzN6I7dFPoHruj4WinOnT7DN7/1MKceO0owd4ait7TKGsNiD9buURh3qOTbzLVmCecfp1AV9J216W1ajKqEEWlhQH+B7I4hBjZtZmLrDezYeRu9g6PPQKpXdLuzdDonabXO0G7M0GqV6baX8Dp1Ij9AxQ4qttCRjY6zCDYi9B5QOVAZtHLQsY2KLVRkJFmfQ4mKBHFkoGKJiuQq1cpHxQaJE/+lcH4m0stBsMYMhYgRQoFUKBGjhUJKhRArRSOkwhDn90lTk4QP6HSblXoSDnFJKpNzCyHSviSmWcYmRmwhIhsjspCRiRFZhLqfO6/B//laTgQzwMZ17Q1p33VcA3SDmLd84EHOLXf4+7fcyU3jpe/auathxD/NLfPBmQXOeCECBRpeYTzAluww727dxUavyj8eeQe3No4kLpsb9sOL/wNsfhFs2JdkqrxKqE6IP9UkONsgmGqy5Yyk/IVkST9hSazRHNnbh7DH8lijOazhHMJ65jmGtFLMnz3DV+57gCcefRRz4QzZuMutgMzk2HTTjWy8YQ/ju/YwvHU7pn1l+nGv1WL2xDGOPnqYk48dwZ+dxIwT101hGvi9Fqe3WlTyVVqqTam9TH/Npv+cw2DbYkgDFDEyDqXxcUbu2M6GTbvpHxkl31MAFRIHXSK/Q9DxqR96jEr3AKEXE3gRoacIA00YaKIQolAkywVEEEWCKJbEsSRWBkoZxCqpx0qimQAmruh+BRpDgIHASOOzVtqmSNi5XE+FwFjJCr2uXyLW2qt9ybEEyX6CZHwlDmxl+4QpX4U9TXPFCVovB5UeaOVwq1TCY/5ThT9fHa7lRPAgsEMIsYVkAngD8FPX8Hz/ZhHFil/58CMcmKrxNz91O3dv7f+unPdws8N7pxf5dGUZX0GRBlBkgjK/7X2Fvw9v5m/VFl5T+TJ/Uv08hT0vgW2/CxP3JBkrrxJR3Sc4XcefrONPNojKnWRAgDWSozWi2XzXTqwNBayhbBKp+ixAK8XCuUmmHjvMsQMHmDt+FOEn5zasAu7EDey983b27r+DvvENT0uy1kqjg5i4G7I8NcXsiWNMn3ycs6cex68vJtsAKpPB6MtjZ0fpsfvo1T0Uoixu3cFYskDYKCy0YaJ7LOIeg1gbRFoQKUHYBP+I5thhiPQioV4g0hDqZA3aBAbw5BOyScJQzVTylQKslboBwky5rdAIIdCC1aIAJSBmrURoopW60MQkjHBlfKWu0hKlfSvt9WPxuv6LS3Icnbb1ujG97pgX96/DSuQwJG+O6YSC0EhiTB0jiTB0jKFCDGKMOMSII6SKkHGIjKO0HWLoGKljpI4wtMIQcbIPMXKF6jjZTsUIHZHpv4tX8bKn/F1dKa7ZRKC1joQQvwJ8geQX9j6t9WNCiN8HHtJaf1YIsR/4NEl846uFEL+ntb7xWl3Tv0ZorfntTx/hy8cq/MFrbuJHbh69pueLlObexTrvnV7ggXobV0Ts1oc5rbfRJsvb5/+BOxcP87/v+j9ou3nelZnmp374JxGl37jqc8bNAP9UDe9kDf90nXg50YELx8CeKJK9dRB7ooi9oYB0DB6/7z5u3D/yjO9Va83yzDTnHjvI1JFDnDt6GL+VGCzrZpG5zCaGd+7hpXft456dE4hAoboRajaidWoG5UUoL0J7McqP0V6UBJF5IUGnw1JjhsX2NIveDEv+LEGq27ekS8keY6y4m4w1hmONEGMTaI3f0fhtzZLWzGuItCDmySYcjUaRqraJhSYUEMo0i43Q+AICofGFxhNpSh2hCFbqJHUfkEJgCo1jyKRIA9uQ2FJiSYltCCwpMIXAMiSWEJgSTCExpEgmEikTCV8IpEikf0MIHEBKgYFIpXQBShH4yQItvtfF73bxPQ+0Ruhkm0zGJZfJks1myLoZMpkMpmEkfHvtywQVoSIfHfnoOEBFASr2UVGQtn3Uav86Gq9rqzDtD1EqQMchKg656tcBIZHSRAgTYVgIaSKEkfRJCyGdpC/dpmh9l9NQPxvQWt8L3HtB3++sqz/Iauan67ga/OWXT/JPD03x9pdt5413X9mr+JWgEcV8eHaJd08vMOOHjMoGP64/x7TeyDfFi9nVPcWfT3+Iz219A28c/Rl2ZR0+cdNmduf2X/G5dBjjn2ngHa/inaiuSvzCNXG2lsh/3xjO1hLWaO4Z6fTPO6fSqG5Ec7bC/JEnWDoxSWO6DL7CkVn67BFKpV3Ivix5M0OPYWJFGlrAl+ssffnQxccUGm2GeNJnOVqm0plluVOm1V3A96usMA9h9CKsrZjGONIcR8heWkLQgkQk9UETp4w7kaJjAZEAJRVKC5TQCCmQaTFWGa1GapDESK2QWmErhaN1koxNC4QSCG0gdGrM1FfzTDWJfP7MoFn/hkLqohliaR9T++R0kBidL6BaB7R1QEsHQJD2r6chF8j3Tw5hIoSFkHbCpKUFWAhhI8gihYU0UgZtm6k6aYWh2wkjN22kYSEsG2laSMOGlKlLaSGkgRBmco/pi9TKdCJI5q7VevIwcIqdZ/R8L4fnhbH4Oi6Njz00xZ9/6Tivu30D7/jBa7GAHcz5AX83tcCHZpdoxYqbOc2P649jhwHv17/IktHHr3Oa1968i18d/mMebXZ501g/v7d9nMwVrOwVVT28Y8tJOVWHSIEhcLaUyN42hLu9B2ssf8WMX0dplG8ziexVK/VmuNoX1jrgJR4jAHks8uyA7A7IQpeIjhEiMiF21gO7So02jcCn6mmagUk3yBKELlFko0ITwgYimIdoDhXNgkrz62MizREMdzvCHMUwxhDyqe0jAoEN2DpprXAMaQoMS6J0gO0IhAxB+mg8oAMiRBgRQkYIqTEtB8vOYFlZLDuP7RSwnCKWlUHKRCKXQmDIFaOmXNWtJ2MkkviKkTOV3gV6Jd9a4nmT9qUcjDgKCLw2gd8m8Nq023WajSrtVp1up4nntYhCD6USqVvrCKVC4tjnqT0bBZblYFsululgWS6WWcAyHEzTwTQcTMPGkg6GtDENG1NYGNLBWKkLG0OYCG1iREbieRQqdKzQkUpSQejk/Qp0MlemKjBW6ukoWoPWSSv1aNJKQ6zTCSlMvpv0eGu/6HVWAc3q5MC6+5+9RulPr08Ez1N89fgC/+enDvOiHQP80etuftYDV051PP76XIVPzC8Ta82Lwgf4AfNTbIym+Ez883zGfRk7HMkHb9rOyc4WfuT4NKYIeM+Nm3nVUM9THl9rTTjTont0Ce/oMuF8EjVr9Lnk7xzB2dWLs6WEfJK8SFppVCsgqvrEtbXI3pFTkvLhA8R1H9W6eAERJIRGRCNoUes0aMc+no7QGYPIUfhmQCgEUZAlCHLo0IXYRiw5SDIkmX3W30uEjuZR0Rl0NI2O50D7yd9aZNHWKJF9C74xRCh7MLSHGzcwVAvDP4jrSEpDA/QOD9E/Nkrf0DCubaUGzmQFXqk1OuoS+hUib5HQXyT0qkR+g9jvIJSJiC2ksjBFCVMUMUQPBjkMnUFqB6HMNI1zmua5odL0zk103ACleToajkiF+HEHX3USGnfTehdfdQlS6sddgrStnkQalxjYhoslHVzpYss8lnSxpYMlHSyZjJnSxpYupkyZurATJo+JFmKV+a5MHKtMO9IQ6RU2nY7rtXEi0CFx2heyjomv2271mOkz0uc9LL1+i5UfxkWjF7dEanZI/78rNgixrp1YsJOJOXPpJSyfKa5PBM9DHJ1t8Mv/8DA7hwv8zU/fjvUsrql7tNXlLybn+exCDVtH/Ij3L7zU/R+MiQpL4sf4nex/ZSqEX9w4yC9vHOL3T83yiXKVu0s5/nrPBBvcy3vGaKUJppp0Dy/SPbJIXPNBgD1RpPTKLbg39GEOZM6b1FQQJ6kc0qjeaDkpK+kdiNf92bQmckw8oan0aLyioJPXtIMOjXqbVivC9wy0dkFkECIHrDNad0gFtbW3g5Unq9BEAgJD4YsWUXwWFU5iBxUyfgNH2DjSxezpoTi6HzJjNBo2YbVJf9SlR4c4oo0lIzKZItncBK6dxZQOIhZoP0bPxjDjAWsppVeMpushKeFQYiVMUAuNkjGmYyEsE2kaaabPJKWzsGTSTrN9Jmme1zKBagGR8un4TTy/Scdr0u7U6bSbdLsNup0m3W4itftek/jCNRdWITDMDFK4IGyEyIBRxDIshDDTpykRyFT7pBLavX7RAAAgAElEQVS/fx2hRIinQzpRALTQehmlQ0iZ9BWpdS68KmEihEQII40TkEk7fZ8RMs2ImqbAlumzIX0r0jp520HrdG5Ym3C0Sm0wcZICW2mdxisotE4CxLROxnnKN5unhjG2h8snErl6XJ8InmeYq3d5ywcepJixeP+zuMTkkWaHPzt+insbMbm4y094n+fF2XvpczoM972Oj2Z+nr+brbPJsPn0TZswheBVj5xg2gv4zc0j/PrEMOYl1DYrkn/n4ALdQwvE9QAMgbujl+IPbMK9oR+ZMYnrPtFCF++JKtFCZzW1Q1xfYzqx1nRtAz9r4VkG3b4M7TCg7Xt0OhHdNqh6qmEur6X/VVoSk0cl+g0MLTEvMLAGaJqGJsoY9PTauJkIYTWJxBKhN4fTbLHRK9DrFyioHI49gp3ZgmNmsYS9OnEAid1gJeVMmtVYCYVwJEbWxsjYCNsAKyY2OsSiTsAygV7AV/NEooYyfLQMwJI4uQHc/DBufpRMYROZwgSZ/DjStlYZexIv8sJksvUi/E6E1w5p1Zo0Kgs0lyq0lpfp1Kt0mzW8do2g2yD0GsRBE60jLoYALBAWYCCEgSaHkHlWjNCgEkatQyAmjjrEPA09thCpQdRAyJQxC5EmF0wlca1AC7QyUbFCqfiqmKnW0eV3M1ZMyivBYKk2R4GSoIReLbFQxKtUERETGwolk/HEIK9XDfNa6oReMKbXb4NOzDKAIU0cZeLEEic2cSIDKxRYkcAMBGYATnyp7+mZ4/pE8DxC0wv5ufc/SMuP+Pgvfh8jpWeevOrxeoM/OXKIe4M8hajFG73P8sLsFyjlQjZufAu1/jfxC8eXOV6t86axfn576yjvnVnkXZPzjDoWn7ltO3f2XOzJEC116Ryo0Hl0gWixu8r88y/pxSjZxMse/pkGrW/PEVU66CCR+EKlaVsGXtakY0jaJZeWH9Fs+nTbKw6EiS89IsZwaxh2i0iAZ7uEZNGxja0t7FSel8IENMoAOyMxTEGsFChFwRRsLAgGTI3taVwPzKaGpgH0pGVbcm3aJ8rEGBkTs+jS0RHnlhdo1ObBWyJSHp4OiEo9DG3fzO7b9jCyeydGDjreSVrt47Rax2m1j9NuH09TGScwjDz53A5yuR305u4im9mOZW5DBT347QivFdJth1TPhQmTb52l3WjRri7QbSzTWC5z+EP3E/lVtGqiVRt0h0sbcAWr4i4q4XqXhGbF8JoorI3EJVSvqF/S/bTmYhHgySENA9O2MGwbaZkI00gWkzEl2hAoE5QBkdTEUhMSE8YhgYoIVEhASFcHhDLGlyG+GeIZEb4REqf7qLTEKUOPpUava6/q+QFDmDiGg204WCtFJqonQ9qJDUHaSGkjpIUUTmJAFhZCWGhhgzATN15hoTDRKUVp3HabYqOO22yQaTSx223sdhuz42F0fPBClH+p70qTMUMKpk/e9Okam6/wST89XJ8InidIYgUOcKLS4v1v3s8No8VndLxTlXP8yZHD/DOj5GN4s/9xXpD9PPl8wIaNb2Jsw8/zt3MRf35wlgHL4sO3bGVb1uGNh8/wnXqb1w738kc7N1BctzaA8iO6hxZpP1wmmEyMo+ZQFmdnLzqKCaabeMeSZF2ehpZt0MmYtByLhohpNEO8TgREsJTmvM82sHLzWAMLOCM+kTLpBGN43QFUO4fd7SPuJnETRQEYGtPWFFxJf8amzzHJKzA6EXKdGglpgIS60aTmNSirFnHoQdcj9Fr4cYfYUvRsHmdwxxaGbtiOUCGHH3iY0wcfRR89h9SKGEm7NMbAzhu5657b2bmnhBecodV6gnrrfmaOHcfzphPvxSCLDocxxW4M/QbMaBwdDRL7JbyuRbUZ4rVDus2ATtNDR99AxQtoVUWrGjpuonUbtJcy5yvxghGpl0uympZWChUrtHrqY2gh0NJAGwbaNDBdByvrYudczLyLmXOIDE1gxISGwjciPBHiyZA2Hm3hJVR3aeo2TdUh4BK2m8vAUiaucnC1jatsHO1gGS6aPHamgLYzSCeD6WSQ0kZLh1g4xFjEOETCIsIixCbAItIWgTbxsQiw0MJKmPglb16TVV16whbFsEkpalGMWhTjFsWoTTFYptCuk223cL0uZtdHeBGxrwgDgRcatEOLSF9s63KNkLwZkDd9spkYpxds18B2TYxcBjOXReZzRHaRyMkTW3kqetPTfm5XgusTwfMAWmt+93OP8dXjC/yX197Mi3cOXvWx5iYf4l2PP85HnD3Yqo+fib7Ii52PkzMajI3/BFs2/wpnoxKvPXKWg80urxvu5Z3bx/jScpO3PTiJAP76hk28fqRv9dqCc01a35yh+9gSRDrRSRsCYo1fbtMot2lnLRqGpG6b1BoBgZeEE4GP5YY4pQXc0Uny2RlMp52oA6JN1Ks7aVY3Ixd3ILTAFdBjJHzcNTSFnKLPEPRKG+NCudQ0WdQ+D8WLTLtzLGemWbRn8cImditgqO1QKmtEJ2FK2VIPG/bczMYb9jN+w43oOObskUMcfPA7LH3qg4g4RCFYcAaxdtzKntv6uHG7TdyZo7Z4mNnT3+DckRyRVyLyeiC8k9j/YSIvT9AxiSMFuoNWbbTqoNQ0qMMIGkALrboo5aGfyi9dpHpsYSUOREqh4su7bkrDIFMs4eRymNkMRsYB10I5ki4hjahDPWpTi1rU4jZdI6Bjh/hOSJDRRGaEr30C/dSGSoHENbOJyszMYhlZpMwgjV6EdMkJl7x2cAOLfNeip2vR37UZ7hiMdxxyysZVDhnl0DBd5rIuU3mLyZzkbE5yJidZcMRFyQYtIXClwDUkGSlxpcQ1BFkpyQjoiTv0xU16oiY9UZ1C2KQYNsmHDXJhg1zQIBM0cYM6TtDE9uvobguv7dMKTFqRQyuyaYUOzZS2IptObF+wlLGNKS3yriSfkfT2meRzFvmsTT5nkcvaFLIWuayBKSWryZHiAMIuRB6EnSTderQAjam0Lxk7tuXNT/kdXA2uTwTPA7zvG5P8w7fP8Qsv2cpP3nkVEoGKaRy9l78+fpx3F19AZO/m9fphXm59mJycYmjwR9m29R24mQneM73Afz79BFlD8u4bN/PC3jz/8YlpPrdQ4+5Sjr+8YRMbHRvvTJ32N2fxTlTRXsKEtNa0gKohqduSajeiVvUT/Ww9wrQVuf4GpYlzyNxRrMIU0ghR3gbi1l6aSzdSm74bfElWQkEKhk1wDUFPAfqFwFmXeE4JheyxcEdLmP0Z4pJgUs7wseNf5GFxgnl1DCFCeloWE7V+di31s2M+RHdCQJDvL7Lx9pvYsOcmNtxwM3Ymw7kjB5k8+Aj3f/zDhM0OwsgT9vShJ26lWCiQNx2GPEnYydH8ag/f+JcCWu8G3U1VMi3QLQyri5Tn0Pox4rBO5DdR0VO7/gkpkYZMDZGXltbdXA67UMDMZ5A5F50xKLeq5Md68SxF2wxomh510WZZNqlGDRrhLN5TnN/AxJYZHDOPY5Ww7QKukQOZRckMscgQigwBLh4uXe3SwSYgg5IZtHBBOCsWVvoCzZa2YnNdsbmt2NbWbGnHDHprk1wsYLlgstxj0Ryzmel18Pscwn4XJ2OSkZKdhmSvIcmgKURNskGNrF9n8tFvcdvWMSyviuHVoF2Fblq82rp6/Tz1l9bgxSbNyKEV2jTjLMsqTzN2k3aYo+UXCeKLFV6upSjYinw2Ytj0yJt1CkaHvGiSN33yVoAro4uT4na5OKeekGBlwXSTFCsrxcyAnYXcwNpYSjvetQm7umbZR68V9u3bpx966KGr2vf5mHTui0fLvO1DD/GKPSP8zU/fjrwSP/rI57GP/T4PaJ8/HXgVy3YPr5SneLX5DxT9Q/T23sP2bf+RYvFmpryAX3v8HN+stfjB/iLv2rWRo+0uv/74FIthyDv6+nhLVRAcWyY420xcDUk8opdsg0kFi1WfOFW/2FlNYaiO03MamXsEq3gKITRh/Ubi1m10lydolPPoQFAyBAVD4JhQMGBQStx1/6RW1KQVLhJlYvKbBxm6dSd9eyaoWU0OLBzg4fLDPDj/MCeqx9FaUWxajC4Ms61RYrgeozuJjjvfP8T4rhsZ3XkDI9t2IY085x47zfSxsyxNLeK1Yww7C0YOdB5UYoPROkCrDlp3kLKBkB2kSAKVVBgQBd3EsLnqY5R60wu5LkBo1fF8rYj1dYnpOkjXQdsGypJEJoSGwpMxvgjpiIAOPoEKVz1e0Ct++0lsgSFMbOkk3kjaRGsDrQxiZaBJdNhaWGjDRgmbOA2EAjONCFhzjV+pWyKRuC0hsEijhkUSJWwKcCJwIoUVasxQIUOFDNTqbyRxoxUIWyKstYJUCBmDitBxBHGIjiO0ikmyzcVJXa3UVXq81atL6yJ9zhKdlliLJNBOCxRrdb1CzzPvi1Wf/ST30LqYCJG4cgqRPmMh0Csxy2Lt/GmuibX2ynVqwXpX0eT3dP7fdH17JZPqpcYARm70eN3bX8nVQAjx/M4++m8VR2bq/OpHDnDLeIk//4m9T38SCDrohz/Il47cz++NvYGT2QnuMqu8wX43Q+3/Rd7dxfbd76ev70UAfGRuif90YgYNvGvXRl4z1MMfHJ3iA0s1tobwgYNddi+dpa41hhAooAwcb0bUYo00QnpGQ8ZumcYoPoLMP4hhN/GWdxHV76Ez9TqaCyXCriQnISsFGQN6JWTc5I8SawgUlIk4223SCToEKsTMZciUenHzu4i0plFu0fncMbqffJQ4UkhtYMa7eGF8Iy/WBoZOXBQTRmyAAyt+lpGCs48nBU6te2B9QB+ra6ZcoGURwkYYNonhOMmHqlaiPi14NlcY1D7gJ3dgp+XCrEyrXuhrcWWJN0rKkFZizpJtEx3/KuuUiQPnCoOTq8FiIFDItE+u+K2v2xetki9KpSXWEK9/a0lyC6nUKCsMhSBCiBh0hIhjCJNc0Vqr1Wtd/6uWK7FUaSBacjMGiWtNYqSOVeKmmdAk2EtpjdYxSiUeR0LrhC1rMNFJkBxJsFxy/wKJTO9PrE7hK8FgrAaDKYReq6+6FaE5z8Vo3T5CK5Jg4XXj6bWs+1bO+07FeRx/bXz1OaRw6AeubiJ4MlyfCJ6jmKt3eesHH6QvZ/Pun32aC84HHXjovZx4+OP8zthP85Xtv8V43OL3i//C1vp/xxXDbN39R4yOvhYhDBaCkN98YoovLDZ4YT7Lu5wSpx9Z5KXGOc65gp+Y9Pm50yH5UBMqTT3WTAYxC4DTE2KMVimJMoouXa9A68QAcfBqVPTaJD/7JdBW0FZ6XR6B9XEASfoxw3Cx8kXcjEUgAxbiNs3lMl3VJpYRppbktIMRaCw/wtIShIU0M1huARWDEA5xuCK7JUnBJB2kaGGILlKECKUQSiOUxBASmRZDGtiOQ0xEEHXwwxbdoEk3bBCo7uqf3hAS18iTNQtkzQI5q0jWKuKaeQxpJIwm/ZhaYIg1K8Z6uloXF/ddvM2zGzh4eehUMvfRUQBxgI79lAYQBWgVJjROx1WYjoeJdJ+2k3q0ri8Etb4vSqX+6Ek8mJ4hhEwMSyIpQsqkLlfaRrKNWOsXq/WkX4h126zbPtlOrO2b1oUw0nzT8qIiWL/Pum3SN8nVftbvL6gOXpuEktcngucg2n7EWz/wEG0/5hO/dCdDhadwE418ePgDNL/xN/zpwCt5741/TkYK3l46zr7q72I3BROb387ExNswjMSx/fOVGu88cpbb5gI+1zTITVV4/8AiDxQkNzYVPzcb0tNRPKo1XXWxf0qwYAKDCNkHJItwSMCVgowlyAB5kagOBNBwJPQ5DG4p0TOomZk8xJkD36ZWnkKg2HDjHib230F1o8FDzUN8Z/47nKmfwdQGm4MRXti6nS2LI9h1B1dlccwCtpXDduxUdQGm0NhSYwidqi0uFNUzJJn7z4cXt6n5FapBmVpQYSmo0AqXVyVviUHOKtFr9eBag9hOHtPNoRwL34pQtkBaFpFp0bEiukYn1ZXbKG0SK4tImYRKEkUKpTSWAkODpTWmAkclLy6uBkcLLAWm1hixRkRrLp5JlkyVevHrtJbWVYSOuuioi0qNi3rFABn5EPuItC4iP+mLfEQUXFBCZBwi1JXnDtJCoIzEw0gZZlrSuhTEhiC2BUoIYswkx6bWxDpGoVAyGVsp2rRQpo2yHLRpo20bbTrElo02XZTtJB5NUqKkRAu5VpcSlbavdiW7773iXLM+rDDUi9x+Dc5yfSJ4jiFWml/9yAGOzTd435v3s3vkSdxEVQyHPob+yh/yaWcXv3fzX1ExC7ym1ORH2+8kUz2F4G6+7+4/xXVH0VozdXKZ//WlM7iTbX6rHdOKNd9J30QHl+BV6aFtAZGlsQrL2H2PIq0WOuhDBdvwqoN4TQsTGMs6jBYs8mFMPkr+Nk00T5ia5bEsYzcOsnf/GHG7xrFv3s+xb/4jC5OnEcJg8869bNr7o9QyMYu1RcoHDzL44AAvCHbwmng/2djh/2/vzaMtu+76zs9v73POnd78apJUJak0S5ZtGWzJA4NscGLC4F40YUw30KymSUKHuJsQ0iFAQ1gr7kWHhuAQCBgI4ICNwSi2CZ4kbAyWJWuw5rlU8/imO55h71//sc8d3qt6pdLwVHbV+a513v7t4eyz97337b3Pb0xkw5vQ9MRnhacgJ/d9UtdjkPVp+4xcMwqf4uwAH+V0rXBYmhyVBtPNjGl/AtZOkK2u4Afpaa4A8sjTmXK0px3smGFq56UwfxnT0U5iN4vNm+ggQVODHYBJCzTLcL0CKRyxd6BdHG0KHIV4HA6Hx5d0hqfAl/rupaESDp9n2KyHSQfE6YAoS4mzjGR45RlxlhPnOUmWrUvjs2gOTSKPIooooogj8iimiCJcPaKImrhoGhdZfGTx1uBji48jXByjSYKPY3xSwycJLq5RJDVclJDbGOcKXJ7CoI8O+mjah0E/uOpOB8iGZdXbCJc0cUmDImmQJ03yuEEW18lsg4Gt40RwPhgTjjhSXkqf/UOefMmBGfHmYSg3UChPMeOnT9aPv/fJeyflEEP2v4xYacjQI7WMfjtjVtSYPSR+yFoKzrKllGCIaAhmA+NAN6Lli4eWLwCKLQMkiHiMVYwo12xRmJFqI/gKw7/92KN8+vHj/MK7X8Pt1+/YvOFTn4JP/ixPt9f4lzf/LJ9vXsfNTfgp3s+ulY8xM/N69uz9IF+8a4377mhz5NHnOXm8R1Ee7TOgFwknpixP7Iro1w3ffrLgtrYnv/RRlq78IKv9FtnyN9A7+hbaJ8KbxI5mxA3b68zMeuqdHAG6/ZwHKDg8G7N44yJvfONlvPuyGbrHl9j32S/yd7/0FxQne7SiWd4w9Y3Ur/02akUNkxl4YjihIAMYeBio0vVwymf03AlW3Ro92tTiZYrBUTrtFTI/wKtDrKc+lxG3cvKWp19v8Hzc5NFoHun0uHKty45Vx1RPmHcGYazqJ1GCbc0TtWapTS2SNBcwpkbhlMIVOF+QDxz58wX5fsezHKbgwNmdcw5FFACqJFlGPU1pZAX1PKOeZTSyjCTNiAd9kn6feDCgVl5nW8xVhKIW4RMDsSCJYpsOG5cqu9E0Gs1API+LtuOjXYhdJI+bpLZOL4o52VSOJJ7DNcOBesLztTrHoxinEnzylPFzcR7KPIWnmXaYSdeYSdtMd9eYWekwXSwz7TpMFW3qfr1qqcfQiVq0o2k68SLt+lSgoxZr8TTt2jR5VAMjIXpjEEyUeZmIKBNolTE9DPE1uk8myyfaCutSHUuDGUmDjWBwJJJSl5SaSanLgLr0Q14GIc+AGim1Mq1P0DUGJGSj/JjOiHhplsAZMRkJOcEGoiCiIKLNu15Sfy+EaiP4CsJ/+bt9/O7n9/HDb7uS//ktV5650bFH4RM/Q/+5z/Fr1/0477vxO6hbw3ta9/D64+8jP/W1DHq/ztGDc3zxeAiTeJCDzFqhVTMsJ0IthwOJ8tHbpjgyF/Guwxk/90SX/tzdPLZ4gv7qG1j79M/gCiG2wvW7W1x6vaW2kmJSh18d8AiOe3B0L2ny+tds5xu3zzDTKcgOt2l/4EH2LefEmjDHFHN8DTqvtGXAquacSj1F7ul7T99D32V0s4Nk+XNI3Kbve+TZKo2iN+aNW09tLsNuS8mv9KxIxEljWbUxhZ2h1rVsX4mZO2rZMyi4PF1BXLAPUCy+1qCYauLqLVyjia81Ap93AqZYwWBBItTGuMSS2zp5FJNFEYM4ohdF9AXMoEez32O602Gq22G622W202am02auvcZce43ZTptoE/ZKp9mk36iTNWPyhYRBEhPHDepxRjMaMG371OIMF1u6SYN23KIdNTkl2zgle1hlOz0/y0CbpJqQqZCi5eUZSHCeVhAsgIVuOIF6RQYgA0VWYR5lUT31okfT9Wm4Po2iT63oUcvDFWd9zAbevbMxRa2BazbIkkvpJXWKpEYR1ynihMJG5clZaQBNlF2iCB1EO4gcDe6yjcGUlxUZ0caYUFfaTBgxpfdTQxDKOjrtZaYaCVoE2QU+C9pHmoMWjIIXT4SdEXSsFjVSjzrzzr7u/eW03d8Q/Ie08JRxG1TGct7ykhGtG+p0KOFHSlm0wGn3M1GmCpfuPMoWxKWpNoKvFNz5xHF+/o5H+OYbd/Az33rT6Q16S/CZfwtf+l0+v+0t/ItvuINnfZ3vzFd4y6OfITt0Jc8s/TIgxJGwYFNuqhvqdeG+luW5tYL5tkdzuPutDf5yV52FVPm5e9e4dO157s3m6D15KwDbttW57cYmi4XHHO/BakqnDZ/0GQ/j2LmtydsWZvkRJ8jxPv5TR1GOsgqkfsBavkZbHSvWsOZquKxFzxPM7k0K+XPk/efw7jhRnKGaU2RZiK5FjJ2ymJ2GtDnLII7JTJ3cJ1iXUHN1ooHF5CmX9Drs7nex/Q4m7SNDRe24jmkukNTniOoL6NQ28qRBL45J44S1WsxKLWGpHnOinnCiEZEbS6yemUGfy1ZOcunSSXasLLFjeYn51WVmV5aZXV1lem2VZv90XzrOGAaNJr1Wk36jwcldOzhYv5xBvUZaS0hrtdGVJQkqBvMSXDOMkYI9Tp0Q4v2s8B4pMkyeYfIUyco0D2VSZKeNw9sYHyf4WkI2NY2Ph+ygeiiP4pFa6GjBLFVKLZ4aWck1mdBkKhdTLVc854Orj/EaKyONp40qlxO3B3pYPkjD6V4TROOSRcOINSOq4XOeuMxptMdoyd5RjxmVs76dH7N/xn0weuZGCMM1PLzlBAvtwM7yo+htE3WM24T6iTbl5+xOVb6GLlg8eniNH/+j+7hh1wy/+r1vwE6qiXoHX/o9+MwvslJ4fvGt/5lPdK7kbQ+l/MD+g9BuscbtLG6LuWpnzGI3Yy4WVi+d5m9WB+SH+9gVx65LLMXXHud3Z/dwsN7gLc8PuP3BDr5vOBzt5oqrZrjqxjoznQx/qAMH2izF8CWXs4Znb1zjG6TO3x94OKlwag2di1jyKxzuHWM5VdaYJZc5QsA5SGurROYo5M+R9ffjbY6PkyAAnE/QeB5fj3FxAhsdtwF4iFJDy0c0+ilJr4P2j5L1l3E+uKAwJsY2d5Iv7qI9v4uTC9tZacR0TUEmISxg4nKSIiNx4RS/cGKFy1dWmGuvMru2xnSnQ6vXpdntUU/T076fQa1Gv9mg12hy+LJL6NcbdJtNuq0W3WaTzlSLXr2BMxZvDE7WX4VYCjE4sUFIKiYIQylTCd44pdQYEcbeMQ3DKF4eQ0EsGZFkRPSJ6YcA6uqJ+gNMP8MOMmxvQNRPifqDEetp8pNVhKzRIG+0KBa24ZotfKOJNlpIo4Wp1YkiQ1yqXiYaBNsWiBSMDl1jh/FZL4Eu64wKVmVEGy9Yr0QFWKdYD5Eb0oIJceKxGtJhX+LLlNBPOMCbUosq6OiP9PsZaupMaNqUuv4jrZwyLxNGiZtCgsFiRvgdrUtxZFKQl2X5qG5cnosjI9DnEufHqBATEaslJiLBEmtEjCX2ZR5LZ7aKR3BBYtKb6Pt/6E20ahNfyaH74KPvgSMP8LFr/gkf6H0HV38q48dW10AcMztOcNVlDXYtNallDjdjOXzJPF/ct0b6yDK9RFi5ps/XXPHf+Uj2Lj6143pmep7vv2uNm9aUva/ZyVVzdZpLffLnVuF4j9Wa4TlxGFWuyS3vJGje2Fad6JIWq1Lw7P7DPHdwlXxpDpEacDkDu8ra1H7q8mXIO+SagbUQxfjpGphr1s3biZDGNcQ2qVNnztfYkSdcksYkhdIZHGN1cJSl9DC9wUkK9RRAUWuSzS2QtaZDHF8TM9o3/VG2nTzKJVnGdLvNVKfDVCewbaY7HVrtNvV++EdSwBnIEkM6UyObTzi1p4VrtnBND7WCQcOwVmvQlhqrNFilyZI0OaUtlmmxQouO1AGPeB/UHyWwYhoyoCEZdXIScdTF0RChoZYWhiYRTSLq5SlaRIM3SylKAXOBMwVeQpnzOYXPyX1G4XMyn9PTgsLlFBqeG2wGgBbY6QhrYqyJiSQOG6aJsBJjSpaYSg4soyyP4gWoV7QfPiEt/4487cukz/1xPcI6H/+KoqIgZZ+mbJ2Mex1bQ6x7wrry8IYwWcOIXmdDMUwn3yTKTSPSCOtjrEZYHxFpuKxGRD5cVm2gdX3e8sIq2678fgqTU5gCtyEtTI4TF1JThDLJcWb8HRcSlAgoN7dhKsM3pAnveO/KvukFx/RSUG0E5xGbehMdrAY20Bf/M08k7+BDjY8w/bfKW30fs3iUS294hBvNm2geuRaOw+CKKR7NlWcfX8IVHZ7fHvHMrcLb3adYbt/GT9d/iPa84S3PZPxo1OLmty3SON5j8PgSFCt0a4YlC9OFMp16XoclnU+YunKWTmI5uJzy7BPH6T67hjcZRdSl11yl29gPtl8G7Q5aFClAYwq8Jwe6SY1uYwZTW2DRxexODTt6nqkiYyoHIIcAACAASURBVM11WbVdVjjIyew4+/MlXNHGuwHOKsU0FNsi8npMXotIk4Q0ETK7BrI04mHbYoC4PBgUqadoKMUCFBYKA3kU1BZzG3jbThS/7lA4jBp1JpzdpXLzLHVn8irwQpBylTNDHjOMec0QQktSvj0QjKJkZCA1PCEbhNKIi37JvmCC1cEEqySs18ZreQpXjGdk4DTWgikZNxP3lkObYF8wwfYIl59gbXgTFjY/wfo4nQXCkJuEUYg0uGaONSF2EYkmowU89nG5eMflwj5e8K1GGM5+8ve4sNGaAi9FWLBtSiZluTi8hM04tPWBFj/SAEM0hPgMnxbjHaqkS3saU1gMUbngyrq2Qy2m0cI/YWWiur79FEsv8hd1bqg2gvOE3Hn+6Qfu5+njHX73hye8iT7+MfxHf5LnTl7OneYPSY82acTQvfYUt03fyd6l20mOvgtpWFaun+PJE30O338SEwuPXQnPTDd408lDvOmROT50y7t54pqEPR3Pf/Az3LYL+g+cwD+xTD8SBgTN+iT1xEZZuqRJvnOaI52MZ589Se/zh3BRlzTuMKj10F1dVFIym5GZjFxSCtclp08/crQTz6DmkQhiFFGHk5xUMlKTkZmcYqbAm5dmNGQ8xA7iApJMMcH+jKgI/yZeoIggiyCPYBDDICFol5T/cbFGNDWhlic0SgdnwclZnZav03B1mlqn6eo0fI2Wb9JydSIiIrUYNVjMaSkKhRSkkpOZgkxyMglzzqRgoD2yvEuW9/DpAM1SJM2xaUE88BjHaIEHSBPPoObI44LCZBhxRD6wuVppQTNVWn2lNVCaA0J+AM1BWEDPhiyCQSL0E0hrQhpDVk/IkigIepM4qIvGNrDxbIxYi9gILWMImDLIutUYoxajEUajMvZxSNEINAouLsRQEFhjBVLGXJbSv7/iTPDx70252JoClWIzOW6ACuLL5/oQZtKU6enl9vTyTTYKwSH4UsVzTDMq20CXb4GIL4XRQTA9LDuNlnEbHd0fysZW40N6+HYV2jZ2nbvX1heDaiM4D1BVfvrDD/HZJ0/w3v/xtXz9tduhcxz/sX/JU/ed4u7BL9JOF1hqGfa/Eb4z/jjXH3gTybHvQ+ZrnHjNNI8+vcryF45Sn4FTN7R5Pl3gxv0Z1+R97rv+Uu68tQEC/8uJPv/keB0OHqYr4TRmAFd4nsJzfFY4kSxxovM8vdVjdAfLdJNV0kt6pDYlNSmpTclMSmbz8KPcdGLhBBf7OJzWfESsEXVXo5lHmCynNvA0B0LkDMZDr17QbjpWWxlecnauKrtPweXH4YoTsPuEp5mFxR6B5dmYU4s1VrbFdOYtK3OWbnMGzBxxMU8yWCB28zT8DDO+ybwmzPoa8xozozHRJv/8Hk9mB2S2RxH1cEkPn/TwcRsXncJFPVzUw8ch1aiPj3rk4ii8oC4i78SkK5asLaQdJetC3jPkfYN3pvToE2BRmjjqFDQKRy3LafQdjV5Ks5sR5WO/Ot5EeFujsDW8naawtaCxE9dxUR0/k9CNEzrloq02HhtzSYQai5dodDliCk1wmuA0xrFJVDll4mVpyPLxqCnCQj2RqsnBZKjJ8daVdQ4nKXq2nUmD4VykpXGdKpF6IueJcETiseKITIE1OdbmWJth4wxjcox1pYDBg5S0OMQH9o5Rg/ExxiVYHxMVdYyrYYsGUdHE+gZR3sS6OkJEKf1g6LcoSEaGl0GJy/pzsPQ/26QpEAogn0gDLRThbU7y8s0uRzTQWbE1S3a1EZwH/PInnuDD9x3kPd98Hd/zxj3ol/+Upz70Ie5Z/nZWiks5OR/xN1+T8N3Ro/zA03Mk/W9HticcuXKGRx5ZovPcEaa2FZi9Rzhy6jIWH59mwWT099T4wE0N9s1YvrEn/OQDXaa7bZ6uPcuR6ZMcjk/xWO0Ux+KTrNiT9KM10qgUPm2bGKBCUkQ0Mku9L8znEbFOE5kGNTNNTZtYH5P4hMQl1FyNGd/AGqEdtzlSO0Z3cIzZlYJtS5a5TozRwO9N60LeSKi7iJmuY2Gly+Jah+1rA2rZWNXSTU+Rz0+TXVFnuZawFiesxi1yElQjRIWpFWF2ubSyVY/SR/Ugyn4cnhTHYTyHKVAcqi6k+DFPexRkfKjZAsNjqA61XCjLRq/xSojc9cKxmTeDQ2gT0SZitEM0OZPh8yYonRKxurHjM8eiOQNUTNDUiqKQDq+N+YlyNhO0qoJ3iCvClQc6GuZd8DW0kca7dYf+4fBPF9m/EITNl7Ozsf6+unD9yYi9W9BvtRG8yviDv9vH++58hu+7dQ//7LZZDv3mT/H5h6/jRPG/kS1a7ri+zm1Rj/c9dYxm/1r8DuXotdt56IGT9J46QmtxQG3xBO1Tu5GTe2DBsOPahA/vOMXfLuxjbnCItz95kMIf5Sd2Hacdddc9P3YxDdegUTSZ6e8hzmtMr/WYbmfMrDnqvkVipvGNKVxzCo2S8p82xxaOVmGpOdDSejfXNnkxgCxH8oI5r8yhCDEQgyqtNGe2nzLbS5ntp8z0U6LSa5sT6NRrHJ+qsdaYYa2e0G4keJtgxJb+fyzGWcTnqDh0JERTxDusK4iKjKjIMKX/mnjIA2dCva/kc4/47evo0J+PBBcJubVkNiY3lsIYcjOpvlgSKhhiDEkQmpt66bI5uG6ecPW2gcUh5V+HpcBQBF9IWmDL1KjDqMN6h9HAggj8+1J90ZfqjB4MQXNIBYrYUEQReRSRD+k4Io9sWW4DHQcNpzNCldg54sITu4KocET5AEtBJBlWcqxJw8ncDjBRiokHaOzQqNjkDSCU2SJCnMW4CCks1pXsGhe+Y1NYxIF1FlMI4ob3ulIuESLLoZ407VNLYsbO3xzrHcENrXp1XO7L8JovA1pqJpV2wniEQoTclJeUl4HCCLlQloV8IeCMUJjw+3clE8ijIweBOjqVjOUxqCeb2juy/n8lUW0EryL+24OH+dk7HuGbbtjBv9h1gI//3KfY1/sWkmbB5948g1jPv396me3dJvlCjSPXLvDQA8v0nzxMfWaArRWsLdU5NO955OYvsNA4wvPyPH9sDyM+Y/Zk+OkcsbNsd9u4ursXCku9aDCVzZLoTpaSOrQfZvHYfuZ6ORInaDSDlgZAQo7JUqTXxRw7yEYnYI4gPh3qRwvhtX7oyiXJcha6KYvdlPnegNYgw5Z9qBhccx7ddS35/F7M/BXY6UtYsAnbJGJNDCdFOAGcUscgb6PZEiY7QS07RiM7yoxfw1iPxoLEwYLUWAkHVSN4YrwkgGCNDa6TDdRSh80iNI3o5xF9Z+l7Kc/VjkxyCumzfpEQxEwjZg5jZhE7h5hZxMxizBSJOKwMiEyfyA6wJiUyA6wZEEkbIylWMiJJMZISSRrqTIqVATasciXPeTIN//geSElIiUlLm9WUhAHJRH5sz+o3uuMoYSmokVEnZYastIbNyisd1SVlWSJ5CNh1rqvDOhbSC2FDQ2HMedkCOJRUIEXJfPBwm6lQeKXQEBrVKThH6coCvFf8cE/xIY4xLtDDMM3iFeNcKWgP6rDhEiKv1By0HEROJ+o0qNGOynUkpFcZHzRG2k9D+7SJ8sff9OL9P50Lqo3gVcJdTxznPX/yALfunuZHTtzNB79wNcbcSPrmJh9vWd7zdI8bVoVsasDh18zxyCNC79ljZFMnObCwn6Mzz3Fw4TmWa4cZvvs/L1NkyeXsKm7n24/t5Kb2NjqF44A5RdcLhW+xZLu03VOYpYeZ6zzONo3CydjZsOAUndEYRSJqUYvYzuJsjUyUtBggxYC6zzFSkEdBqId3WPVMDzIW+47tvYLZTpc4LbVsxGBmdmN37sXOX4GZu5Jiejttm7EmfdrSoy0DOhygI33aJg39boJu6Sr60ESZeItxMbUU6n2lNjBEeYQ4g1eH05xCUgoGeG2HcI9+jZGSoQGIEDONkQVi00RsA7UNNGmQ1+vkiYz54ZKjZglvjhNWg7N94xP+r88zHBE9Ino0S/GkR0XxpUByXSq6rkxl3H5j+aSq6Kh8dE8I3B5iBcuIDmupjk/rqijBAniYhpV3eKKfpMt3wfINaegFVoYuoPHlG165oY7KdbTQarmWT+ZHgeQnFt4xHcaMTAafl4n2MlHPKDA9rO8LhunQaO4cjAvOgMvXdvD9L+nOs6PaCF4F3LNviR/7wy/xlnrEOx8/yv35Tezas8zHXn8Ntz/Z4zcfH5Alaxy6Dh56bprHH/07Di08zqErnma5eazsJaEle3lN9k4OTV/FMwvXsqc/x795IuXypRM85PfzYP8Q/XyN1B2mni0x3TfMjlarUmiYJGhcoxHNshBtY4fdzrxZoGszjts1DkarnIiD9aLkGbYLUScl7Q6I84z51ZTtKSz2cqbaKxhXtm3MYxdvhIUryRZ20J2foR91yWSZ3JwgkydROqVhlMfimcexiGIodahLp9FeLT6fovAtXNHEZw2KrIErpsh0ipwZBqaBY4C6FdSv4N0yPb8S8tpe9/kLlkgaGNOE+Gp8vICL59FoDkwDKa09R2et8lXcOo/twXAxGV+M3pQURdWjZiggzSlsSmEziigLqc1xJie3QZDqZKiK6AMdlBPDEi0OLdUXkaEwNkdlKJQtUOMm1BgJ6rCE44FHS3aDlPlyAQ6SkRfYvF49SHkSDgZkrKNlIj+iyyPyUL22NDMreyuNxYjKBbYU9A5pGdNDwzIVM85P0BpM+EYqr0jgCXoTgtpoeUwfquOqgvig5jkcm2qp9lm2VxVQM6IVUDWUbufwozozck03Vhkd9hP6bnU2Eey/TFQbwRbjwQMr/Nj77+HburC3FyGx0vgHdZ49fBn/5vNrYHIeuOJBPtVf4/HOgxy56lm8cUQ+Yne0h07ju2l29vAtK9t5cvs2PnFVwmyu/K+PHGHvkx/lQO8Yz+YniIvBKJCJGoOrzVAsTOGTOhrXmY0WuMpczh7dxrTWOSarHNPjHMgO8XT+CPU8IyZlsejTynKyVKA/YKE7YHsvZ3uvoNZdCz9NMZjZy0iu3E1tW0xjMaXROo7jQVL/JVKdpumnGRTTpH6K1E+R+WmEBkIGWroH1piCGrlrMChm6boFuiySmeBiVDVH/SrqlqE4ieTPg1/GaRsn652ciQYLXLFAZIKzsTIilXooNEM1JZdT5P4Zche8f+Y2pIUtL+ODDYP1FBEUkZBHUMSlXUKkOENoY3xQezS+NCxyL1k1diNETbiwoDYsemIJbxlDv/oxikUlAokQNVgNlr7WQ8MpURFYELFT4sKTFH6UJrkjKRxx7qgVnnpWkOSOeu6InEc09DNciIdWwEJQ0rEqYREkuJ4ubGlZbS3OmtL9tMHZCLXBh78aGwwNrQVrwIZYAGItxthg9Gai0reQISotJSKCVbP1Icav1wKPo/COgQo5kGpgOmU+OFXMMUEXR4VCDTlBhdWJHTlxc9jRFSQ00QRtR230BU7wE8v2OhgcEX7UkymfNn6KH43CnLG8lBvhsTh2R1vDQ6s2gi3Elw+u8K/e9wW+d83S9Jbrrnyah6/8Wr7p3j6pHuP9e/6SL8QHOJochCbM93bxmpVbcPWbeFpuYLrT4f/YV+Oeyy7hN26uA8rXPXwfb7jnv1PL+pwCnLVIlJC1tlFMz+IbU6iNaBWGq3UX1+geFnWKLFsl7T+FFJ9FeYzL66vsbRg6psEht40j/RrLq31mO10u6QzY3iuoD0o2j42R+e0Ul+6hO9PiZCtmSQ09H9P3EdkSsLSNuWiZOdtmyloSU8eYFl5myXSeXrFI2++gp3PrNE9UC2x6GJMexriH8LqGmh5ZVFBYQAyFhbyhpDOePFayGLIoIo+ULA6LeR45chuuYpiacOWmoLAOZ14cf1VURpamo8uHNFZL3Vlssb7cDm0NNtBnS4eX1TKYjZoJQfMWopTn0whZZayLdF4x3EvP+HVZYCLOxFlsxoaihzP7YnpRgo1XEKW/opGo+fRrfblQxlZDsNgXMhJ5iag2gi3C/c8s8dv/4R6+dZAwHR1h4eu3k+27ita+T/Czu/+GZ2r7AdjZvpLbjnw7WXoNj81vp1tf5paTp/iu9hE+uWeBf33rHrIo4uYn7uet995JqyjwSUI6NU0xNY9vhdOzzXN2pDVuyq5hj7kUq4IrDuL0brLoKUx8gGY0QP0cxwd7OdJvsHxsmdrKcRY7x7mmm9Es/ex4G9OZmefwtgWONmC1kaAiGHrMmCXmHCzE0+ysTeHsHD2ZZc3Msqqv5YSpBWtMkwc2hhSI74EeJLNPkMYDUpuTxY40KshtQW4dWck6yU0ejNVMPrrOZQG3ftJNgA0WqZowVZRuA3xErHFplRqP3AkEFwTjxVwwGLXBWlQk8IXRUaqUXAal9EdfngZ16CvndJZHsMqVURowcYacsMSdtK79asJkqN2RVtcoDSy0wIAZn24NOjrthpOyjk7MQ/ZhyHuMbFJ+Gn2GMvEjWvDlcwITxpZ6P+GeYcRjXzoEVIyU5aqje2Wi3Vh/yK9bwId9bVzYz8HL0VnxZ7z1ZfZwZlQbwRbgzrue4gsffJ4bfcSebY9wcPcCXz7+Ye7adS+pyZjv7eTW/d/K5Se/hgfmm5yYP8VV7UP8wIHHaA7g01ddwu+//bUM6k1u3Pc0tz1yH1O94+jMHP2pWTQKapn13oA9KzVuTl7LopnF2ZR2/gyHsz9jNXuY3LeIZC/W3Ejqr6PdO4SceoaF9pNc1ulzfRpOQ2lk2L8z4amd0zx2SZOD2xLqiaUmMVZjLDFGk5EZfzAYi0aCwdwsk9qjwQCtNELLbFYaoo3TdYvbBC9YvITFe3jllqY3WN8kKhfoyFmS8tk1l5C4mMTVqLngeiDSiHXn6JELBB0t1qMHTxyqRkuVQjiCbvDuODYumCgbBx4R9eXi7xHPWM1z5Joh1KkOhYhlVLHRBlPG+JXA2x8KJ50ZC1edKe/V0u5Uh8tP4CsPWWBgSn50qItUS2+gSixKhA+XKIGp5IlQYvFE4ojFlUZcwZArFocVP1EWyiMpJvITRl/4ibwPKYGOz2aIuAUotLT/1WAbrKVOltP1dGkLHOyHdWQzPJFKCIgzmYew9KsZ9eVL/v/YjljWp2eo07JvlfFYh5+Sl7Juor1DeCzu8J1b8HlVG8ErCFd4PvyfPsexhwuwGUs338tnont4qrGPqBZzzYmv5cbjb8UWu3hy9wmWdzzNG48dpPV8h14x4LOvvY37XvdWBrUGNxw5ymue+Ci72h1ca4Ziajc4R6ufsddv55b4ZmIbcdge4j73t+zL99GuZfjpGkUsRP0Fmqf67N3/ZS5dGrCj3eeaQYaKsDzb5MEbFth3SZOT802KqEYjr9HMEnYVll1LjpwBrvS16Omj2sFrDjhUPXnpk8Z6oemFKV96nPRDHnVYyI1vlSdkWe/z5iV9wkrg/mYv1PC8IvzTbg6DJzGOxHgi44hNWHTjko6kLDPlgqxlO/FEZX1k/Gn5qFx8h/TLDW8c4tMbCjVhQVVD4Q2upJ0avBecCrkaBmpxWgsLrI7bhXvLc3fJr/cq4/Jhm+FiPKorz/Ab2xKEscP+hnVatn05zr2/0rFzurEl/VYbwSuE5cNt/vRXPke3K3x+z10c2fW3rEYrzKXbeOtz38l1J97E0cUBS4vPs+vovbz+4VPYfod2a5rP3vJNfOnGW0jjiOuPHuJ1T97LoitQE9OdjnF6nKZtEE3H7N++xN3Ro/xq/CFW43Zw+aCwuJqw91Cdmx+K2LlisGJxcUy/NstzexZ5PLIUEnjy4h3iPPNHlPkjA8YxuzaHR8u4s1FwFDaMDFUG6VaxqElQE+HjGBUhK7U1FFP6WLdB+8JGOGMobISzUQiLKEGTI8ScldJ4ymOdxzhfGo6FcRvvMd6BD//yQ/W84L5ZyiDjNjgsHgooxQZNEWM3xLW1OCtBo6qMc6tl7FtfxrpNRnr4GQ3NqOsgRKjSjIYOqGkayiboWknXRvSApEztuZr+lnAYMqmTS41camTSIJeETGp0pUYuSVlXpqZGLvFEWUIhCQXxiA5pXNbHFFKjkJiCUF5IjG5il7AZzuZu+VWRebwM6MT2cS7vLrounbxDztDqpY3oTL0sHrvnZfS5OaqN4GVCVXno4w/yyb/cz/27PsfDN3wWF/W4on0Nbz74D9k+uJIji0dp1z/NtoPHsKXmTWfn9Xz5G97O3VdchlflmiMPcdmp+0CP8+zCCg9FXTq1LqkNp1/rYKabcEl7lku6U7x27VIaHYgHOeqHtokBx+bAGUua1BjUanQbMd16TLcZMajF9JOEtBaTxzF5VMNHNdSEy9s6KgmYBIaMBbF4MThjcaZMbUiDpsgLa1Wc5QMMvNMJNsqYLlkuZwoowsYyj/XB1711gY69o1mktIqUhktpFCkNl1FzBTWXkfiCxBXEviAuHJE6IhfsI4aX0cDd1vJEu1Gkl1JnQIMVQryBESdbSk61DNkHQ650GX9gQhw4MiOTsShx9PGMVAh1JJtYXzO5TIwtqDmtbpwPTzzdN6pBR5pnZ77/7OVy2rI4fN4Z7jiNVfTinnVOi+wLsqPOXq/n8oz1fMaX9JwX03413vki+zo3VBvBy0B3ecAd//Gj/JXezYNvuIsiGnD9ys3ccPAdEE9RyGNo70vsProcFqpolpWb381nr9/BM83D1AZ3sfPgE3h/mGWTsTwH9cxwxfI8168ustDeRaMPuY9YixN6jSl6jRbL9RaH9rTotpp0mg169Tr9ep00qZNHDVzURE286bhFS9cBzhE7Ry1PqecptTylloYgLrHrEvlQH6kn8sPFUcsFsozk5CdoHVpK6lg3fCgHGPLmJ418XtaJ6eVhvYbMhBnti5HmjYYvG9Jh5TBU4sYT8cYVQ0Z/ZbM2pTHSWQ/WpfD6zN2/sPqjlqM827cymsdEd5NC4g0PXVd/9lGcfXx6plaT0dFeVI/ndmjZrJW+YIsXg6+MN6VqI3gJUFUe+OQ9vO+eD3L/rr8miwZsX3kttx3+RnzSp967l9rqCUye4axlee8VPHx1k2dah9Hi/Zh+h9mesr1d44r2NqaL11LIAivRAquNOU4szvLs5TN0WtN0mzM4G00+nKTIqRcZjXSNRt5mIevQWj1Jq+jTchkNl9NwBUl5Mg7umgWcoM6CvjTdheCOd7xgjTzjqwl9qgk6796iasFHpa92QUph5jDgxiidpJVSw2Osbz3S7haHGepiS4FVh5UCIwViXHkViHXBZXAIhwUm2Pdr5CAqDb9ij49CKtaBOIxxiBRgg4aKmAIxikiBsQWIR8QhxiOiL5v/XuErDKdt6sPy0zf54e/3dMgm/WzY3s/Q52n9nDaugOfWXgv8403ue+moNoIXieNHT/H//sl7+Uzrswx2d4nWbuJ1J27jms5hmst3wqDN8bmUE9fVWNmdY5tHmLf72OUvYzG7mrZ7N0tmJ6ca23l61yKP1ILwx3pHK+0z3W8z0zvFJd0DNJY7NPOUZl7QzD11J8SFPSu/1YjD2uC219gCawtM5DBxqZOsEnzG+whcjPgEdTUo6mjeKK8WmjdAo5FhE5yu226iPlHUI7J9ItMnNn0S0yemQyJ9atKnRp86A+r0SKRPJCmxDIglJSpTIyk+duSxJ0sissgyiGIGcUQaRRN0HOgopm8j+lE88q9Tupeb8BhqSm2hUht7tBENf/LDskDjJejvqw3Gad5inEF8mL9RCS4tyo1PfFlW2gBISY/aDssQjB/To/Jh3pvx9zL6fmQ0vsmyIc0kDaM6dFJFdXjP+rmO75uw0h2qt56BHr0DTNxPmR/3vqF+g5rsmF217o4N7YbjnKhf97x1ufVtNtyzseXp944+Cb7aENWe35p+t6TXCxCdfpdf+9B7+Uj6KfpzbZpr13HZMzfytpMHGdiP072yzeCWATo3g4+vwORX03dXcijezVJzEQGmBn3mem22r53kNceepbn/wcC3zpWGO5NgzhNZTxw5ojgjbvWJkx5J0iU2OVYN4mtQ1KBoQjqFz6Yp0mlcd4YincKl02Gh34ARcybO8EmGxhlEKbY5IDLHSKRHXTo06DClq0zrKnN6ijl/ijlOUZcecgYebEqNjszQZTqkOkNb5zjOHjKdJdUZcp0m81M418RpC9U6dkDpk16wGmLlRjqOlWuBukKLYDQcYvmGf38zKiudDYxoGdEy0UYm8jK65ytzUfCqE6yXDddEnT9DmyGXe72OPxvu0Q33jH8bG9uvp0OnyviAO6pXPe2+Uf1wf9GJfs7UdnS49uNyPb3dsO3kPDZi3ZjP8CzW1a9njp0+h9OfsJm0Y3Ppxuki5s3abywrXMrXb9Lvy0G1EbwAVvurvO8v/h/+on0XvWSNhf5V3HJgN5fP7iO75SQrc5ezxNfxbHEt+5O9eI2Y77WZ766xc/kE13Xvp5X1qTsftFiGEIeNB9RqfRrTHRr1NrUox2KwPsG4Oj6dwg1myXuzuPYsxWAGl00zKKbOrOejBZYeVrtEvseUHqJGm7qs0ZJVmmaVll1mKlqhFfdpxilxbBCp4amhWkN9HfWB9r5O4eo4V8e7OZy/DvU1TmkNrzU8dZQElSSIGU2MlJcxEVMmYsacw09sPXN8Uzj1OHU41ZL2gSakhYZoA051GIGAQoMHSoeGmMeqpc/7Ms+wPtiYOghugjVw04phuq5cxveKjKwPHMHV8LDMEVwfjPJldC4vWkbpCu6LS2nC0LHl6DrDQff0z63CRYXv3//klvS7pRuBiLwL+FXCge63VfXfbaivAf8F+FrgFPA9qrpvK8d0rnhs//382sd+lbuTh5ivD3hTczdx4xpWdlzGc1dfzRf8HuIc5k+0me+scXP7CF/Xf5rYT4iSxFFLutRbKZFxWBGMj5GiAf0ZdG0nfjCN5rOkbop0g6RSAMuARLvEpkfDrBHZE0T1lCjKiWxOZB2xDaEmIxEi6hitwrQI4gAACpVJREFUY7SG1SZWF0q6htE6VmtY4rGg9IUs7AWIoIg8qTgGFKTiycSRiiOjTMWRkZFKn1QcOY5MPBllnTgyPLkJaSaOHE8mnrxsn4sf3ZfjKco0F0cR+AhjD5QM948xPSmuPGO5TNZvbB/yY3pjH5vVy2nlZ753/LxJD8+yoY5ynBu/go2YHO+QAXZa/Wk3nmlMp4/jbM89HZMi4vWn6TP3vznOLvo9x35exJzPBS/+vldgDmfBKf/SgyGdDVu2EYiIBd4HvBM4CNwjIneo6qMTzX4EWFbVa0Tke4H3At+zVWM6Gw7se5Q/+a+/yeONE3RnPUbn8MllXK43oJ0GJwpl5siA+Sxnd34AqwdG9ypg1BK5OrWiSaOYoZnPMu1miESwQgiCJ2AlCESN5BjjMLHDxoqVHlYEKwYrEVZijMSoxHimg4tbSve3ULr1HdNOPX1ScjJycgpycjIKKSjoULBMIRlOc5wWFAQ3zY4crwWFOrw6PAVOC3x5+vZShKDwBPaJSuC9q5RqjkPpMTIRsKMsG2l1hA1OS5ZOTYREyuVLNiyZEytY8P4YtsNRn8Py0Wc/bMNEGaOyjW2HuUlZ3zptl8n2m/zHTvY52WRTQ6ZN2E5+sxVhqP2z8QGbYTO21guvSS+m2SuPF82OO4eRnrfJnCNe5lvcTP3YCzd6CdjKN4JbgadV9VkAEflj4N3A5EbwbuDnS/pPgV8XEVHVV/zrfM/vvZe/3n0zfOpjp9WN/rFv/funnasC33HMuxjTwzozKtfRwjZhQj6hez7UI9cJnfJwz8v1QFKhwlcnZEPgowpnx//0zEe2pN+t3AguAw5M5A8Ct23WRlULEVklRG09OdlIRH4U+FGAnTt3ctddd73owTTSnF35yU3rJ9/GZSJvGOvBB5nUMDjGeGkflo1C6TE2chrWm2GoPR07pBrSw5CJRkvVxKGhVPlMo35Ey8Q9QNDZL6VopgzMMTJ30nGbIRsjGGiFCQZjrOE8h/T4OUw8b8R+0FK4OtqrtdRC2aBFruEyEyK4UV3pylhl6F0x9Dv+DiZP3Lquz/Gr/qRgQTdyU0J/w3tl3fF/Q3+nYz2L4syn//Unhsn+NzvDbHYU3ISVMvk6sunJefKzeSUFBi/c14s+qZ35Iz2/eEU/s1Gnr0CLzTHI8pe0/r0QviqExar6W8BvAbzxjW/U22+//UX3cfvtt3PXXXfxUu79akY154sD1ZwvDmzVnLeSJ3EI2DOR312WnbGNiETALEFoXKFChQoVXiVs5UZwD3CtiOwVkQT4XuCODW3uAH6wpL8L+MxWyAcqVKhQocLm2DLWUMnz/3Hgrwjqo+9X1UdE5BeAe1X1DuB3gD8QkaeBJcJmUaFChQoVXkVsqYxAVT8OfHxD2c9O0APgH27lGCpUqFChwtlR6S1WqFChwkWOaiOoUKFChYsc1UZQoUKFChc5qo2gQoUKFS5yyFebtqaInACef4m3b2OD1fJFgGrOFweqOV8ceDlzvkJVt5+p4qtuI3g5EJF7VfWN53scryaqOV8cqOZ8cWCr5lyxhipUqFDhIke1EVSoUKHCRY6LbSP4rfM9gPOAas4XB6o5XxzYkjlfVDKCChUqVKhwOi62N4IKFSpUqLAB1UZQoUKFChc5LpqNQETeJSJPiMjTIvLT53s8WwEReb+IHBeRhyfKFkTkkyLyVJnOn88xvpIQkT0icqeIPCoij4jIT5TlF/Kc6yLyRRF5sJzz/12W7xWRu8vf95+Urt8vKIiIFZH7ReSjZf6CnrOI7BORh0TkARG5tyzbkt/2RbERiIgF3gd8C3AT8H0ictP5HdWW4PeAd20o+2ng06p6LfDpMn+hoAD+T1W9CXgz8E/L7/VCnnMKvENVXw/cArxLRN4MvBf4FVW9BlgGfuQ8jnGr8BPAYxP5i2HOb1fVWyZsB7bkt31RbATArcDTqvqsqmbAHwPvPs9jesWhqp8lxHWYxLuB3y/p3wf+h1d1UFsIVT2iqveVdJuwSFzGhT1nVdVOmY3LS4F3AH9all9QcwYQkd3AtwK/XeaFC3zOm2BLftsXy0ZwGXBgIn+wLLsYsFNVj5T0UWDn+RzMVkFErgTeANzNBT7nkkXyAHAc+CTwDLCiqkXZ5EL8ff9/wE8BvswvcuHPWYFPiMiXRORHy7It+W1/VQSvr/DKQFVVRC44fWERmQI+DPxzVV0Lh8WAC3HOquqAW0RkDvhz4IbzPKQthYh8G3BcVb8kIref7/G8ivg6VT0kIjuAT4rI45OVr+Rv+2J5IzgE7JnI7y7LLgYcE5FLAMr0+HkezysKEYkJm8AfqeqflcUX9JyHUNUV4E7gLcCciAwPdhfa7/ttwHeIyD4CW/cdwK9yYc8ZVT1UpscJG/6tbNFv+2LZCO4Bri21DBJCbOQ7zvOYXi3cAfxgSf8g8BfncSyvKEo+8e8Aj6nqv5+oupDnvL18E0BEGsA7CbKRO4HvKptdUHNW1X+lqrtV9UrC/+5nVPUHuIDnLCItEZke0sDfAx5mi37bF41lsYj8AwKf0QLvV9VfOs9DesUhIv8VuJ3gqvYY8HPAR4APApcT3Hd/t6puFCh/VUJEvg74HPAQY97x/0WQE1yoc34dQUhoCQe5D6rqL4jIVYTT8gJwP/CPVDU9fyPdGpSsoZ9U1W+7kOdczu3Py2wEfEBVf0lEFtmC3/ZFsxFUqFChQoUz42JhDVWoUKFChU1QbQQVKlSocJGj2ggqVKhQ4SJHtRFUqFChwkWOaiOoUKFChYsc1UZQ4YKGiCyW3hsfEJGjInJoIv+3W/C8HxKREyLy25vU3yUiLyn4eOlptfNS769QYTNULiYqXNBQ1VMEL52IyM8DHVX95S1+7J+o6o+/0p2q6ttF5K5Xut8KFao3ggoXLUSkU6a3i8hfi8hfiMizIvLvROQHSr//D4nI1WW77SLyYRG5p7zedg7PaIjIH4vIYyLy50Bjou43ROTeDXEF3iEiH5lo887yvgoVtgzVG0GFCgGvB24kuPF+FvhtVb1VQrCb/x345wT/Nr+iqn8jIpcDf1Xeczb8Y6CnqjeWVsH3TdT9a1VdKuNlfLqsvxP4jyKyXVVPAD8MvP8VnGeFCqeheiOoUCHgnjK+QUpw6/yJsvwh4MqS/mbg10sX0HcAM6Xn07PhG4A/BFDVLwNfnqj7bhG5j+Ae4TXATRpM/f8A+EelT6G3AH/5cidXocLZUL0RVKgQMOmjxk/kPeP/EwO8WVUHL/dhIrIX+EngTaq6LCK/B9TL6t8F/hswAD404XO/QoUtQfVGUKHCueMTBDYRACJyyznc81ng+8v2NwOvK8tngC6wKiI7CWFUAVDVw8Bh4GcIm0KFCluKaiOoUOHc8c+AN4rIl0XkUeDHzuGe3wCmROQx4BeALwGo6oMEltDjwAeAz2+474+AA6r6GBUqbDEq76MVKryCEJEfAt74ctVHReTXgftV9Xc2lN9FcMN878vpv0KFSVRvBBUqvLLoA9+ymUHZuUBEvkRgIf3hhvI7gauA/GWNsEKFDajeCCpUqFDhIkf1RlChQoUKFzmqjaBChQoVLnJUG0GFChUqXOSoNoIKFSpUuMhRbQQVKlSocJHj/wfVo1Hz8UvljAAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"# parameters = 1800\n"
]
}
],
"source": [
"total_num_params += inspect_module_data(prison,quant_names)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Parole module "
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"# parameters = 3600\n"
]
}
],
"source": [
"total_num_params += inspect_module_data(parole,quant_names)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Adjudication module "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"# parameters = 1800\n"
]
}
],
"source": [
"total_num_params += inspect_module_data(adjudication,quant_names)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Jail module "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"# parameters = 3600\n"
]
}
],
"source": [
"total_num_params += inspect_module_data(jail,quant_names)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Arrested module "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"# parameters = 1800\n"
]
}
],
"source": [
"total_num_params += inspect_module_data(arrested,quant_names)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Probation module "
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"# parameters = 1800\n"
]
}
],
"source": [
"total_num_params += inspect_module_data(probation,quant_names)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Community module\n",
"\n",
"Offenders removed (negative sign) from the general non-offender community."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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LS5El7nrbcuYO4icCZoJJeOEjL/cJ4cx+JHHhjmcwO/8R4nXjzN57hGN6G/O141zqvYqra22+3H4Wk/WL2VD5EBuOPcDDYz/AR9b8GMFUnbOiozxFdvN0cy+Xm68xYT/HGLBaa0yxHWQHdbmEyH8ujlXU8zITYuL2HLTmkMk5vHgBv91AwyZpGJK0Q9IoxCVNlDYqbZxt4EyI2gjnRSTWEXuWVhAQ+QGh5xFbS2INqRQrosBpZp5yDpwzaGpwqcGlgksFTQWXgrpH8oUzIAYwSB5ml+3Q6SwjzniliCMlHinxFOqkp+vv0BddPXQoq6pO59dJ7nbC0mXvHccVHXQnXbtycqVFX2feU04e7+0YSx2wdLMvXuK5uLPuK4iSKuk0qX9U3Ylqn5x+3p7tVqWnoNJL08U8PWpS+/l6zXbdtL7lEdqvlpeq17ePU1V4pyNjZdmnX8LJ6ugPz3DxaUs9OQaKoh8iWB2ihU+yqsaxyTm23RvylSv+hivnfoLn1RI+Fwc8e//r2bf6HvZu+E/WRB9jnb+embXn8c/jG/nw5E4qJyqsjWa5UA7yffIgTzG7Od98CGs/CMBhHeNB2cQhs54Z2YCTLYzrGOPpKKPpRoaH6gy7OhaDPYVqqzrQCFyCuhR1CaQJGqeQx0njLK4pmmkD0CJ0OU2zuCY4daSaEIsjFkjEEYuSCnmoJKKk4nAoThQnjuyfoqWYikOLeJ6WGQfiDgXNzEmZG6prTFEt3WluSMptKR0jkZbMK9pLK2T0G1cGGOCJBtOaeFTkPuG+mX2mG+4K3HjjjZyzZZh//NcPElSP4N12jHOPThNOvBx30Ve5Yv7HCYIJbl+4jz08CXFw15o7+fpZHyAOmhgH4wvDpHYVU6vW0K4/CcJ1BJMwOhNxUTjFhRzhYtnLJfIwZ5ljnbIP6AT3um3czwZ2mbXsNquY9CyBFxKYNhUbUZeUYZRRhBqGqgZUNSBwPlXnU1ePurPUnEfVeVTUw1fbuTz1sM5i1GDwEJepIlGLYDNzDaYzUu+G2cheniCO1eJ33/FfoHTfBaVs888UTy9/WUavh6A0YO4poz998XvX+y4uxaVLxPr4l32dl044NdW5TF51S6drl9bf9sW8/c9uGb4+Um+9y3mF3ueknXKKpKX9Kct7BHr/vnIKOZZ7qt3C+/+Sy5XYW9/l/updOF3gmne/fcnST4bH64a7xy22nXc5Nft+Gs3NJBuO8pCu5oqHPsLuyk9zd/Aeto2/gstHL+aso7fw/g1nc9nUU7jo+CV8cfQw9669g2P1BzC1g9jkIENzd1IJfTzfMn/2er5Y28F/164CGUUWTrD6xDQXzx7kkvYRdqaHuNgc4Hl8AyPZL2QmGuK+cBv3um3cp9u4z23la7qFFlUEhy8R1kQYiTAmREwItg2mDcEM2DZq22BaqAlJTQg2QiQGEyEmAkm6oSz9EwcwqgSq+A4CoKqCp0rghADBV/BU8J3FqsFTwWDw1GJUsOphnMGqwahB1GCcQVQwufKSgq6CUQtOuv4GLKjkppLMBCWYjrmiMEU4uqarno2Akpk/VMhXEhWmkO4qJOmYSPJ7zdVkYUXSXLL2pmd1kGyJbp5mssqUjFzSY+GSPL/R3nuK0rVLy2RoT32yFijieoxyvWUsUV65HKRbfqc9HQtZ2TiX91giPXXs+I6yB5k9n5JlrHheSNF2LZ5EpwKlp91HLT2LlSilOi3mzm2G5Xr08HVb0i9zaVklM1iPrMLc2Gd2W2S77PwSFtVlqftF7Sjq2l9WXq84Lu9hfuQwUBTLYM25m1i4dxZ/h0GPWHatr3HOvk+xd9t1jN/690xd81IuXP8cfvb4bv6l9gXC6kt4/uxWrlpYwz7/KdxpfQ6MTKP1A8TVA9jqQUy6l/rCXuoLn8QkHl5cJ7Hj3Lp1K18euoKothP1JqinTS6euZtLpu9m58KDXNjazyujzzNEBGQrVfbpGnbpZnbrFna7LexON7M32UiIh3aWl5Y6w1OEkGIk3+MtKSJJfmXxRBKMJIhJSmlxKZ6ASYBsBZSYFEhAEtQk2VJeSbO4OJQUlRQ1cWamMilOHCqOrAfM9qQjaX7vsiewgkIbYIDvVUykq7iRX33E5Q4UxTJ47Ut/mv9n9x9iF7bz8HkPwe4q0fQeRucPsXfra9n5n3/Np37K8APucl4XrWXX/e/mPc++iicf2sl5zW2c5c3TtMfwG2M0gh3sVmFf0qIRTNMamiaqTWKrRzD2ELVoD7XoizANxEOYcDX7k1UccKv5uHky0di1pN5m1kuDJ6UH2RHvYUf0MBeEe7kmvAvPZiaAWCwPVbawq7KNXZVt7PY2s1s2sYd1xDH4UYyfpPhJgk0dxik2VcTlI1UtjTS1e3SHOh8lIOuiy8eFSM/xIkX4nUHfxjc0Vx5lunYUSv/OCpHyZrheGYsOJRF6aEL2oMo7Obp8rsRXlNvlL9KMaCmf6+HtbUvp4BVJu/UsHbYC2XLmwktj+tphKJRr+QCXknwpVqQVcinlK9qe73rJxx2GzM9U7IShlEc7fFkZlq65rpDZfUYuHyAXz4hO3YqypacedOrXuyKsN62f3pXVTe+ZCZXqVHB0ZEqZpx/9snrzltOWG9qUDVqLJZ+6HICazK6QeuYYKIpl4NVXEY1U0BN1uPBruH07uHczPHPXh/nWpb/OvZe+iWf83bv5j1dEXFu7lAvO/1V+/wsf5t/WvY/PXPozPOPB7ayaezKxN09g93Je5QTne1A1I8zac9lvLqQ1F+HPtfAbR2nJFI3aAvPDDZrDC0TDu1Evm0F4gHUex6MJJuMJvhytwUVPxcXPx0tHOSdp8iQ5xAVmP+cnB9nZfIBr5UvY/EVKVTjAWh5kEw/JRh5kEw/LRh6WjRw3o+BlU1nNp6+Z5SV/rcp06ISZUslfftV8V7ViXGn3c8GjBS3/sSuAy5WSZOnFg+83sq/0di2R3H1t80sLkbZnz0CZt9fWLH3p9HUvS+Upylyq2xjgO4OlfyjL/yWW6/hXyru4jFP5Sy/1q3u05FQl4edOQdbpYuDM7sONN95IcVbUXV/7JB+64WZG1+/iruMhF9/l2DDbYMsc3LPzLYw3HuCSO97FnTsvY+Rpr+L7ZsZIjnyTfQ9ez99dbZhe9zqeuft8RkKPxGvQrO4jDI5iLDjbO/JOxdCoVImsTyVsMzI3zXBrlsRr0/BbzFRaHK82OVFvc3y4RduPO78ckwrDjYChRoV6s0atWWO4WWVb4tgiERvsAuuqc6yvTLPen8Ev7eRecFUOJRMcTMc56NZw0E1w0E1wwK2hZao4EZwYNFccWUjHzp/Fe9OQklLJ69gZY0t/x1rqYEu8BZbfmLTUWKs3uvIYcCksVhJnyqMdBXV6ebVvKeipvJ3av7x1RSx3wEV/gSfh65O5pIhFN6eW/1TweOi1lv59rVSzR38A4UnM7ne+4ozyDpzZZ4hLL38hH/78TTSmzubE9htgz/M5wn1sPn6Y0akPM7X+ldz5jDdzyVf+P2b2P8jfv+Z3+Aku4qyx3+btn/877hx6F+99ro/Ufoin7nsaEws7SOw5tKv7SZKHsGGCGGUkqKG1VZzw6swZR+z7tEZXQz3baWHJjsydiIHZ/AKy5aSO1CTEEhPakLAeE43ERJJwv0m5RwIcVWwyhp9soRImbI6abE0abEkbbNI2EzLLlcExarW4p/1R2xIteETzlnjeEs97xAsZzcVPjNVPjxT6txR0lV4R195+oqzQ+unlvCvxLllOb3wRzxIyu/FMsfeYOPrb1R/v0HRRPRex9erALrHsn11SvvbkXZKvd7ram37Sui9P11PgOZnsRX/fUy5fF/OxgjyB5tAIcGaKYiUMFMVKEGFk/VpmH57jynQdtz1pkqd9fYJvbjdcdc8X+fimHVC5hLue+w4u/PI7+eG/egvve/kbuWbscrY8+81838P/xcX/+DFu3vFBPvCsD+KZS7jk6IvZOnMeiTmb1tAkiX2Q2fk9eMceZMhsYMxWGA08ZtdvY/fmbdw3McT+miNIYkaiiLPmWmyYnWV87ji1xgyJaxNKgmctVW8ITJAd4WGgexRF34gvgH0B7Otrrk/MODNMMM0EM4xX82vNNOPM9/A2qTDNKCcYZaa4dJR5HWHejYIarILnwEuz0DowrlhgmlvXRfINgeSzl2wkm5rCR6LZgYDOgUsRddmVH89u0gSbJohLMc5hNAXnMGlKZt5y3V2GdM1i5GaxrG8pTGX5i+k0Xz2Uz31KeSiZ1eiEGd10NndkK5QQOj2NdFb8ZLTMjwAi2VEoItq5DGR+C6P5JnfN9xi6bImSKTmURLO/NRm9KLfwO5T9D5mfo1gLVvpVaG+o/fRl7ssnomjxePLZVPa4injeci16XimmpNkKse4Ulc6KsyI9j4vL6FKid+K5TO3UUXraVLwBS8/wugwd64p0GtA5JibjLE0TFwksF7TEA1tkUl3GkLnMdKxHZ3QOiFzM6iaG+hv5iGBgeupD2fQEsDC5l//113/D0NBxPjzxFV5xx6txh7/E5oWEHfuP8DfXvYOLDo2w2m8wcc+fs+3gQe646KksPOdneclRaCUHSb78V+jMEe7cUedfrqwyPzzCJYev5rypy/DUZ3J4ktnh/Qw19zIyPYtdiLDeeeBPYNIQDdoc2zzBgY3beGDdWvasqqEieE7ZMed48nTCedMNtk0eoz53jEYyw0I8y5yb5nAww+FqRLM6DP44gb+WIVnNsI0J8uW0sQlpm5CWadM0IQ3Toi2Zf8SQLWWtOceGNGRz2mZD2mK9a7HONVijDSa0iVc6PccBc9Q4LsNMyxDTDDMtw0wzwqxkyiSmlu/lkGxZbNEhAAMb/xIo9U9l9Hf2yz25pReJlYwnPedgFYL6Os6emVE37OxCl8X80sdfdloX/FJOg+4CBOkxTJZmFEs0RpYxTMqp8WtHKxS8vcqmR2yH3svTf4RXvnt0mXieqbxbvUf2EvGyEtRuXimUsSp+4vj5P3/P4vaeAlYyPQ0URR/6FQXAr//lOxmaDAnP/y/u33c5V923jqT1NZ669zhJbZTrX/Y2nnl/yuogpNH8MM/68heZHlnFDa96C6+eWc9QkjI99zEqX/wEJoKj51b4+AWbue3sVWxe2M7Oo09mVXstoW2ye81d7B2/H89NsWW+xnBrDNveSM2dy6rWGKlOcnhoF4fHfRbGz+HI2q3sn5ggyX0e61spO2ddds2lXDiXUo0imsk8zXSeVjJPI53jhJ1hMpjhSHWGQ0PTHBye5ng9AYZZHa9hLFrNsKtRV4svDpGU1EREJqRl2zRskznbYM42iEybtWnKljhhU5KwOUmzME7ZnKSsT+NFU9d5sUzagGPW56jnccQzHPSEQ75w1FqOepaWMXn/0h1BCoJxQgWPivpU1aOahxXNaJ3L+QTqE+Djq0+gAZ76eBrgE+BrgFUfmy8pztcjoXlZnbAY8ULp5cxHsvm+CSlmEp1ZCL19J3Q6h34LSRe6eNQrfX1PadjaP4Dtve/fEKYdHvrStf9/OUn6CvJX5llKztK0bhu0OzPuOTASlNKBkzm9OPhxqYMgywcullunPe3VksylW9b5v6SlT6XNvbQyuiqr9+9fonciSw8VivTRSoNfectfLCrhVDBQFKeBpRTFzTd9iM/c+HXWrHuQ66v38upv/TIcvgkvPc5V33qIr1z+HD57xU/w3G+2WeUlHBz5Cs/6/H+xanaOj73gRzl76wt4zpTjoDdNa/I9rLnjAey80F5veGDbeu6orufYpgtYlZzL9ukNeM4yU53igTW38sCa25mrZR/0ExVqSZ1KPEI9GiVIa0SmRaoNTFolDdYxO7qJudENNOprUFNDpcKaRsp5s8oF88LOBY+dDZ+18eKxZ5i2aLkGDW0wK02m/QbHg3kmq7NM1qaZrcx1lMO8bRBK1OmZqi6gohUqzu/u/qZYoJkwQosx12TcNVmThmxKEtanKeuThA1Jyrhzi+rTEMsJEzBtqszYKrNSZdZUmTEVpm2FaRNw3FqaRoklJpKYlglpm4iWbZPKYplLwagQdBSLl182C7FZHMHHEGDwEQIBH8EXJRDBEyUQxTeKL2kWtyli82PgJQaTZq2jHAMAACAASURBVCftSrEkVjtxpBvvLG3tpxVLZnviSzSoM/I0qGabFXGZEkQtONNJz648joBa1Jn892ZzGQA2V5oFn/TlzWVBFroSHybfGJ3JBzIHvPbyFKYoLd2XzVBZ00yufE230yzJ6Sp5OnKzvavSqV8xCOiM7EVIFbJdPVnocjWU5kqloKelNJXyveaLkIsDavJQSunSTXMUx9qkmQI0afaHMylanNzc+VvnS4YlW1Zt8ichUiyzzpYjC0qc+Lz15953Sr/7fgwUxWlgKUWhacpb/uKdrJ5vsf/8j/LgQ9fww/supX3iw6wPUy6772H+92veyOH1z+QFd7QYMY7J8W+wev9dPP3W29i9dTtfefmv8fpDNYLU8U13N9L+EFvvOUj1gOJ8OHFenQfrE0wlIzTGn4ZUdjLeriMIR1ZF3L9xit1r9tI2+6mG0/huAaVBQpPYa51y+1R8VAIg68x9J1QSoZYahhJDRYtReDbqDgjw1GCxeGqx+WXyF9Jp9hIlKBGahZISmZRQUmKJSSQmNiGRRMQmJDRtIhMSmRA1WSfpqWO1c4wljjHnGE+zcCxNs8uljKUOn2KtPZ3dyQ0jzBph1ljmjGHOWBri0zABDanQlCotqdCigkiQ7xQ3GEy+izobHWYvsCOVhEhSUkkITUzbREQmomVC3Glu9MuOVgmo5kq04gIq+ZErgQs6Mx9f/YyWh9kMyMPPFW9G8/Cdh68envPy2ZGHpxaV7mEkRYekUpyo5brp4jp82ai5lJZ3b70jeFcavZdH6a4UV7pHyLtSfte5z8rJFihrZ0Nlwe+6Mstp4rpyxJXqk4Ip5JV4i3tTKNl8/4UUe1kAcR0l21HERRy65rAes1gpnvMsZTorOu8C3b0wJ+MtK3wFzf6GCZBqpqxSsjDR7F1zeVqS04t40FzLm3/8C6f1G+3Wd7Dq6duCWMu28XGmZ45xWeNcvrr+i5w4/GxGq8/gKDdzYMMmfuX97+UX3nI2n7xiI9fe2mLs+FOIN9b46A9t5jk33sR1f/NW/u6HfpLLx67gWVOXMGM28sDGL7HwlL2cffghxu9usKbVJBkWjiX72S+f5bi3BqnsYJU8matmN3EVmzgx/HR2bQr45ll1joxZEEHihFpjnuGFeVY3moy2FzAcJNQ5jkY+DUz2oSMb49ciTC0mDSDylbZxzJMiGoMmiMbYNMa4Gbw0wqYR1iWI5h2KIT/8L++Q8vDbRSKGKWOYesR/kQmwkF+PIpZ5BJHERDZmnsapZTsT90zRB/ab6MhmEyan29wXVChJW/IRFf+K41UM0hkQGDXZ4ZRqOzydwUKpvKXqsPSx8f33XYe0cflRLeRHz5faQp/8znHz2k0rZrEUM5ieR1o6BkS7CVLK3/OnUCmz9fyBpGz0K2Y2slSezDeRnZVGiV876ZlffFGuRSWjRbUlfz7ZUTo9bTGPzsB/MKPow1IzCoD5yQO88/q/ZZXOctvWT3Hg0Pfzur0von3iBnCHeM79R6n4w7zy7b/L+dMeL72ljVNYXdnDvav3sW3vHi6+8y4e2HYOt/7gz/Om/QEjsaO9+zNMH7iFw9vrVNbMsPbIcYbuS5FESOrC8Y01DpshJqsbiYZ3IJULqbAWQYhtzNSqkAfGDd/aMMyJ1UNozaOzfRZAFT9MqbUjhtqChI5WO2EhSiF0EKZ4FhjxSCaqyLDFBZbU9/o+upLLSkNqUYPVC1NsnNzPpmMHWDt1FD9MsXGMpEk+/lGsCbA2wFgPa6t4NsBYH2t8rHgY42ONhxWLEYM1HsZYxHgYsRixiDGIeBiT7/mVwhRQjDApnVDbnfJDhJN5YAFlASfziLSAJiJNkDZICyNtLBEUo2/JxoDd8bHQFkOIpSWWthjaIrREaIvQNtASQ9uQXZKFoWHx8zsddE3x+f3iriP7FJDQYxVfokhdLu3bqF6v4H5xSws+WXq/4P6e6WTtHADOam/i4z/7qTPKOzA9nQaWUxQAv/buP2f10Wk2nPsV3pUc4cpv/haXNi3R7PuwJuF5tz/E/Pan8CNv+R88/VCTH7olpuHgLI5y59jdJBaeduutjE+e4J9e8TouWX0FLzmU0Ezm0Fuvxx27m8QI0+eP4DYkDM80qd2vmFa2vr2xxmeqWuFosI7jay4mHX4SVbcFqwGKknizpHqI6XiWPZUKD23exuTYOK16DVezaMWiVQve0nsgJHIQZ5dE2bJST4DAooHB+YKzghqhxziuinGOahxTjxqMto6zZuEgE3N7WbUwyfDsLEEb/BZ47Z4vtwKQWEh8g7MCngXJvtJnxMOQKRHPZYcLevh4eJmiET9XMl6mTPDyPB6eWAxeZjKTzHSWxcuhyfkMvkRUTANfFvCliW8WsLKAkXkMc3k4j5E5jDTyeHvF35LTKil1Eqok1LPvp0tASEAbn5Z4tPBoiKVpLE2EBTE0jLBghHmBpqTEJiWWhNgkJJLFE0k794lJScSR5rypOFJxJKYw6TzK0O6oHDpWliIpJ5ZpJQ34SHX4HX92Pl8pltO64uDI3FfTCYuVdqZD7/hayHws0rnPfSuafd5X1KIluit8PyJ5mqD5Agk0/wSw2A6PislD7a4K7lTdZfkLp3x5NVpntlA6tVdKNFF8V+feX/rDM3qEA0VxGlhJUdzyxU9ww023MjF6kM9NfJXJycv50ftejY12Ezc+QS0Rnnv3bh688kd4409ex1UPHeG6r1c4ligbpc2M+xz719dZPT3NZbfdzuHxddzwil/gTYfqnNVU4uROFh64mfaRKWrzhzEuJtmstLcLGKgcVPw92UugAs1Ry/HKEEfGL+TE+otxwdlU4jEEwZGyUDnCrH8/wcI9uESYGrqUBe982jLB8apwouZYqBnCig+BQQOD+gbrGyQwqGdIfYPzT3FznSpLeldVMQpeqlRiRzVMqUURlbBFLWxSay9Qb83hxQ1s1MC6GJsmGJdinctMIbkywFicsZmtmQRxMTYJ8eOQahRSDfMwCqm1I2pRSCWMqSYJQewIkpRKnOKnmu0kX+ECwfkBaTXAeT6p56N+gPo+qfXAWkzgsH6KtYrnxfg2wbcJgYnxTUwgEb6J8CXMLhPiSxtPQoyki5/VokdnSaniNL+odULVKkotu7QGUgPN76miVEk1IBGfCI9YfCKxROKRAIkkxJJmCiZXPqmkmfKRlJS0h5ZKStJDc6R00x3aw5viSCQhIVdeOW8qjoTs8MeijCyeKbhuPM2/b6J5PP/CSSn8jijCRwuFy6OHKPQ3qXy/ON57snG1XeFLv/LVM6rOwEfxCOGKZ76I99z5MGZK+MGJvfzF6tu4YfVzecXcObh0B632vdyxdRtPueWD/P6Gs/jtFz6N+vy3ePVDm9kVVRmxL+aZ93+Wh4cW+PzzruGC++/nl//iN3j/C16Od/6L+OmHn8zIRTvZcsm/YdJ9PDz1TI4eH8Htn2G4cRDjHSN+Wpt0QpFY8A84tuyZZduxW+G+W3EGZkZGObr2Uk5MXIjR7YyEz0W4BuelBPYwR+v3I8Ek57gKT5vbzuYD55NgOGGazKcHSdonmDYhk/UxjtcmmDEjODHgCeobjCfUPYvvSaZIrNC2QtsTsIJ6kpm/Khb8PJ8RnEDkGyLfMF/3gAow8h372xUHHxZ71UyuvLLNfJrfZzOjDs05TL7Zz2haus/jLsVoihT0fNeZUdfZpGdc7tDM6V2fquKLo6ZthjSkRkRNQ4a0TU1Dap2wiLepEVJzbWq0qblZKvl9XVsExCd7BD2I8YikQiiVUlglkoBIKsT57CeSCrEExOShBMQEJFIhkSoxGS2VgASfmCyeik9KQIpHSkAsPqilOGrdkPu6pbswIV/j1DlWUnJ64Tw2uS2+4CMfl/Q62vOEYtRdWlKr/SNwyP1rxWok10lzhTNfC3PnUh/d6i4YKNY7udz5rtpNL5YJdNZEieLUIdI1m0J/GdmqKDqpriNFpfsxMNdZjJCF9cqjozgHiuI0YKzlWeuq7D2hxDObOGf0KCe2fpBd9/wC51WfBxxgct08B+bGeOYn3s0vrlnPXz71Ylad+DSvnTqfO9woD449nwuifay/7QPMTYxz03Ov5gdv+TzxLTfxO6/8GV6YnM3zjr6WBfkhxta8j0s3/gNOAvZFT+Ou9GXsaa6jNjtDNdrPyIaDDF08RbU+j58k+EeFoQMzPOnQF/F2fwmAxFY5sfpcptbuYHj0bNYsXImaAAB1DULzEJGZYXUKm8MJAj2bVKoc9aY5VP8Wk5X7mZUZJFyFRuNErXFCGaPNBG3GiDQ7ZsTPn5GHYwSoZ4YgUpQQmEVpD1l0yMMN+7gRHx3yodZnClMFl+Y9R/Gp1D6oQ1yIl7bx4hA/iQjiiCBKqEQplSjGcyk2TbFpgk2zNSOxD4lniD1D6hkSa0g8S2ozhZedXZWZ1RwGZ4s1KybvmXKzAeV4ZmYo9lUI0vk+RHcHce/or+xt6DHZQO516B1jFnUq/CeF76N7xlZ25GHV5YrEhVRzJVN1ubJJ2xnNRdS0TTUNqbmww1tNC/6IajrLatfO4znNhQSanOYb0wuHEBo/M7+ZgMj4hMYnliyMSvFYPCITENl8JmSKGZFH3EnPwjhPi8WSGI9I/JzmkYhHIrbEl9FisaRiiY1HIj6J2Jye8SfGkoglxS49S36c4twT4aMid2B66sNKpieAuenj/PK/vJ+zJ4+y5byb+fP0CGfvfRPPPbQTL50jaf49FWu4/Ot7CWpj/O2b3sF/nLeKN3743/jx/RVu33AV8w42mZihQ//J2J6v8dC557AwPMJTvvENvrbjUm560et544GA8xcch5LDnIg/zdnBw5xTuxffNIhclV3pTm6Ln8LxdAuhZ0mCOWrDRxmvH2Z0aIqRYIp6o41/TPCOCuawwUwavGlDq7KRuZFtzI+cxdzINhpDm1CTjRlsGjK0cJDhxiHqzSNUW1NU2idw0mShmjI91GZuKKYdQNuHtmdp2xptGaZlRmjJKG1W0WKMto4RmhEi6xPmV2IVDUJ8r4VvW1gboZ4S1SqEtTrh0ChxdRRXHUUrdTAlRZGmmCjG5iN6ITcfWUPqeaResPxLrUoQtzNzV7tJLWxTDVtU8rAatjPF40KshlgJgRA1IYnXIvZCmtWUtp+WzCNptpy2s4CRjrO9sMO78ihRtCcOXQdtx4TSX31VggQqcXb1xONuWpBAEEMlD4NEu/T88jv32kMPYvDTLLQrdQeiiFWMUTIroGbHjNjupRacr7gA1AP1FfUyenYMsoKn+efSs/yZHDAm3ydgFCtg830CtrjQTIQo/iJX96OHBCGV7IiZVPLj9YujZ4S++25656I4nsb0HFXTPbKmN+ylg+b5soGBydNMlkbvgZ3z1vD6n7r5jNo58FGcBk6mKAB++2/fhTl4lI0bHuCz3v08rJaJe36HlzVraLqLaO7jrPKqPP2Oe2lu2Mm73/AWPrm5wi994B+47rZvcc9TfoEjZhUVEc4Nd1P51vWMzs/y+SuuZM3cAhfsvp8PPP8lLFzyEt74cMJEBA+2dnHv8c8zVHWcU61w9tAh1lbvxpfsDKYT6Th3ti7jQTmHY8E4sQXjLzA0NM1w9Sgj1SmGRmaojTbwWoo9IdhpYDIgPV4lmttEGG4mlA20KhtZGNpE4g932uzFDerNoww1j1JrHqXemqTWOkqtNYXnTs/sARCJIbbZKDK0+ejQ+sTWEntK7EHkORJfiAJLEnhE1SpRdYgwWEUUjBB7PrHnk1iPxKYkNGj7CaHniDxH6AuRNcS+TxQMk3hDxP4QiVcn9eqktk7i1Ui8Gs6efHLtRyGVOPOH+El2eWmEn0bZUmIXY12IaIznimXGMSaNkTTGuOyb5pLGiEvwXJov6TT5UtF8waeWlpC6rimm8GWa/LvmmWkk+xAUKE6K1fZKajJ7vxY2fUlJTRbv2P5zp7eagj/bVmbT7Hwum5/T5aeKdcW95md3KV4CXir4BU+aKR7PgU0VP834/RS8RLM8KfiJdvJ4CQQpXZ5chtXFOrMXGUOmbOiciyW50kFK9JzHGcV5gnrgbHZpz5Ut/8aCGu2EUuwlzGV17GBFmUK2J6J0NlexUS7bVEnpDK8sNNKZq2bH80thdtPCnY4lM48aFNvhXRl3VYa49LcOnfS3vBQGiuI0cCqK4v5v3sEffeEWzpk6zDnn3MqfuEOcf/RaVh24hqdGHmJuoHX8ftbFAZffcy97L3wB//hjr+Xz631+8T+v57rPfprJc69l19YXEWLZYhNWHfwI6+77HMdHR3nvi3+M6278DPXWNNe/4rVsG38qr9kbY51yX7yLXVM3Ebenqdgq66vr2VBLWDv2EGNDu1gdz1HNdznPuTp3pTu517uQSbOWSAU0YohjDHmTDFWmqYw2qIw5qqNtgkp3FY9GkE6O0zx8NuGJrcTN9UTRWmKdIJXhnufhR/NU21NU21PUWlMMtaaoto9TbZ+gEs5kB/WdBJ1FK0iPSQW6ZuXOR31UT/rCnC5iY2lXKrQrVVpBQLNSo1mt0KhWaVVrNCtVWtUqjWqdVrVKq1KlWa3TrFZpVrKwVa0RBhWcMZ0rFdNz74qeJYeXRJnCSTITmk0jvDTEpnEntPl+FuMirIsy5eMiTBpjNEJcjNEY0RhxeagJUIprnF1k+2UQxZnsGbt85U2xPDhbMJR/rij/0qzrmN5y636xWidvS1kGJVp5L0Nnv0J33xodjsJH0eegLfLSk4eOr6NzdAr96Ysdv/1pnXILk6F26T38hW+rRO9eiinKL765or3lryS3S9O+OmipbvkgIacXSlRQrEgnrwG8NOCtf/uVpX7iJ8VAUZwGTkVROOd403vew5bDh9iy+V6+Ee/hi7U2z3ngHWyZHmXECV7lr2gcbXH2jGPH3oe55fLX8bGXvYCb13q85OZ/5X+87wZS4/ONy36Z+fo2AhHO0WOMf/2v8eeO8u9Xv5C6OYtnffWDzA0HvPeH38Az5WxeejAmFsc37R7ui++DhWlMYwbbbmIRVlcnGF3dYnjNPvz6UcbilI0LEWulgTHKNKs4xHoOsp49ZgvHk9WkzTa2MY+nLbwxCNZagpGQaqVBJZinWmkQVNv4QRsRSOMq8cI6ovn1RAtrCec2Ec2vI2lOkIYj9I4FFSNtjLQw2sRqE9/NU3EzVOJp/MY8/twcwXwDL07wk2w07rkU0RQHxMZkdmaTXWnuJxDAaornXB6mWJfiqcPm1+MRHTNCvlTSmdws0QlzJWMMTgyptaTGkBrbiavk6Z0rzytdhdQTdhRVxrvUtxREtXCUIKV+wRQfnwLIFXXnyvNJ7szvdJ7OdXiMZk5Zow7pOPddJ1/3RN58B7W6PI/L/FGq+WCjO5MSl2SmRxyiKQikpqvonGRKrqPAOs9buzym8Pt0+dT0KkyV3niZ1kvXLG6Ksrr16MiV7jLYpWSfThyWTq+EPv/wR984o9/l427Vk4iMA+8HtgN7gFeq6vQSfJ8ErgS+pKov+U7WcSUYY/ixbWv5pwTMIcdzL5jkS+0md2z6Zw7Hb+K58wFJ+AZqa/6MPcYy1FzH5be/j31DE+jzLuPjz/xx9m6s8rvvv53Lb/0TpsZ38MBFr+debx1rLv9tts58lVd94f3sG1/FX//oL/CKW+/j1/7uz9i/aR1vfekbuLa9nmuOncNF9iy+Ob6H+9bso0XmvI3aIUebs8jD2zHt9VgXU1+d4K+dw1Uc1UTYfqLFRXPf4qLhezGroDIc0xquc4wJjqZjHDk0zIlwmGN2Ha42hKvUQBUbLlCRaYJKCzvs8IaVytABgtW7GQla+H6IZxIkruPiYZLmOElzgrg5RtIaI26OE7a20Irr2RzaA2rAGkBSrN/C+C3EhhgbI/k3toujGBRF8vOLMqe3xaVCM7XMq2XGeczgMaMeM8Zj1ggLArGQKZFceXhpQgUIjGabDQOBCriaIa0bjA/WZqugbJpSa8VUWwn1VsxQK2aoHTPcThlqR9TaIdYl4GJUY5zGqEuyDq7o9HLzUmZKSPMVVNkswOQzBOtibG6y6q6aShFNkFSzz5CT7fkwYnD5PhAtfVSqcIMX5gxbrLzKO3GTd9pSoktxPHo5reB3rtPRm+/6AaXmHXemOLX0Qa5CoRbKO6PnvoHMflT6eFdZyXd9A9kEp5gFZz4G6M64yh/1ymrTzVPo7I4q7ujwgpcOXSgWPGR0KaUDNKqPzt/pMZlRiMifACdU9Y9F5DeBMVV96xJ8zwPqwM+eqqL4TswoAObn53n9v36QnYcfZsO63cxFD/DPq5tccejnmTy2nRe0KljvOEn4t7iWz2W7jlFrRfzZNb/B3LOexK1rA55y8L+54p6b+bEvROjUgzx4zks4tPX5pGLZ5iVse+gjmD038pHv/0H82rO45MGbWffwZ9m1/Sw+ce3reWljgmdNpTSIONJ6gG/WpjheiXt2BIsDP04gXICohcQhJgrxbZNgqIFWDJVIGZ9uEVVGObJxI631I1SrKWujE6xamKd9wjKZjDPrTRAH2Son02rgzU9j2i3U93HVIdJqnbgSoBasCr6X4HkRnh/heRG+F2Jtgicp1gWYNIC0CkkdjfMrGsLFQ6TREGk4jKaVZf8GxmtjggY2aGL8JjZoYv0mxm9laV4b8UKMjVAbg0lIbUJqsk1qsUmJMIRqSdSSqiV1NvsOuFpQDxVLajxS6xH52ZXm+yhSz8Nh8GOhEkElNFQioRpCNRSqoVALwYvzIaWazqF62rnvDjkVQZ0ACZpG4Fo4DdE0RLUFaYi6Ns61UdcC1wY0l5E9k+4X8uogNVSqIHVUaih1nK1nezGkTmrqpNRwxkM1c8pmK3wl31tfGPsg7UzOND9uIs2UdT4jKL6pXXybO/sJusxPUHzzWvLvcEv3rN7cZYvgOgfbQT47wZXSC5NjNiMxFAqvq9w68fKMha6y685gukpctAiLeJHXIa4vT/nbKB2ZrrM8uth42hMvK9u+eOe+s+y6m2ad69JPo49+cOvZvOQzN5wyfxmPO9OTiNwPXK2qh0VkI3Cjql6wDO/VwFseb4oC4B//6T18rOVz8eGHefLOz/F/jp3gWLXOT+/5XXZPWy5KfKqjd7Iw+UlMbHn63QeICPif1/w6lSvO5s51AdfuuZc90bv49Tufxfav30m0cJzdO17DkbGL8Y1wjiyw+d73cyDezy2X/Sxb2qNsOXwTE3s+x66zzuIzL/wpXtxey5XHU5oaEe65CVoz3L6jxgEPVKpUTRVFaUncu0FJNXOsxjEmibLQhVgvBkkJbYWp+gS7NjyJ+866iFZtiK2zh3jaQ/ewfm4u220KmHYTb34ab34GCVu4qke7VsVVhjDBCFodhqWcxcWQqIemeJLgk2A1wROHhyB4iHqgFRwBzlURFyDOR1wAqQ9pAP8/e28eZdlx13l+IuJub8s9szKzsjbVotJu7ZJlW5aNh8U2NgZzaKAbaNymoWeYHbqb6Tlzumf60Awcj2xooIE2BoONzWJjY9lGXiVbsnaVlpKqVKo99+Vlvu1uETF/xH0vX1aVJFfZBs0c/c6JjLhx741333v54hvxW74/E7j6ZQBmi4gc6SVIlSC8BKFShJciVIrs1r7rV16C8mKkSt2Ox0sRKkOqbp0hZIZQrshuW+YIlW8hjPv/uvTSr9q+FXJvKdwFri5LK+f1c06/3XKu+yJdTTx9Y/ddc06ffYmxtz7zueNvvc6e27dlnIIupW8c23dtr907b/vuvcDrnTP25nh9bVHsnov8E8Jap30z0KW4xxQDGUGaDvNjv/TnXIq8GoGibq0dKtoCWOseX+DaN/MKQCGEeD/wfoBt27bd+PGPf/ySn63ZbFKtVl/5QqBer/NHqy2uP/0CYyOnmIyf4T9MtAjrt/Ljc+/FrCtqVjI89QUWjz1JYAS3PXmatVKF//lN/yO1G/dwdDLkJ4+t8IL+TYbTKr986Aa8Q/eS5pZjV/4sK5UZQgF7zRrbnvsYX94xga69nREN2xfvY/DFL3Fyahtffts/4047w+0rmjY5G2fup/rcvbR2beeJq0vMxVWULbHNm2JEDFImpCNSGnRYkms0ZBPH7fkS2khjECbHWkMmFR0/JPZDpJBUspRIZ85mkOVEG+vI9UVs0ur9LNuhpl2GQCiGTImqqJFGwyRejdQLyZTEyBwrNJuBCK8km6tSicF5vWvXti6iWzh/TawNMdbHWh9rQoz1sDZAWLVZCjcYdyzPrwuyuksVg0VLV4wEoyxGWbQCIXOUyPFEgk9CUJTQxkR0iGijyJAyRwjdK1LkCNk9Ls5J49qy73xBiO0YSR1XlkagrXGMpNYxkGrrGIC1pbC6mk2iOeHmLSUMntJ40uBJg680qmh7UuMpiyddn5LGZejrn5+LwawoKMV7tdsruLnY9fXq7kQtNgGhf0+yebx5rv8/pNvuAYrYBKFz79ky6feN2f/s510nzr9vqzjg6Fc1XVDOO9cHdN3Hph+CCsYv4eq0McTInl9+mRd4abnrrrv+4YFCCHEvMHmBU78GfKQfGIQQa9ba4ZcY5828SncU1lp+63fu5qvlCW46dYRrr/kiDx9a47N7PA6s/i8Mz01yXcNDApO7/4JTT5+mZA23PnmWucEB/vdb309yw+UsbS/xU8cTJpc/xSdG/5531N/EO56bQT7+l3S8CY4f/Anq0QSRgMv0GpVTf8efXX8T0/kk2zfK7Fh6kOjEvaxXfb70fT/NteWD3Lls6EjLXP0ZRh/4KOgWp2/YxZHdE9Q7gyit2SYm2O7NsINxhqxLobgiNng6fJEny0c4VTrOSFxiKKkR5CG+lggjMcZzk67ysEqBfIkJ1FpEnqLaTVRzHZW0kUnS+zlZwPgBVoVYFYJXRqgaBMNYfwBEN3dBirVtjJeiPe188iX0cm5C74f6kr/CC+1eLlLcT8VZHLoAgi0y9JluwqHUlAAAIABJREFUTgaFNQqLwliFtZu1K87Z0bGfFm6xtuckixB9bboMsM6jRRnRy4Qq7Xf4Zi5KzNZiN9u2UMtYNlVQm9cVxmYMAl2opDSKopYaJTSKHCU1vnRqSV/m+MKdc/kXdC9drMQgRVEKNZfsXicMEr2ZXpYumGr3DEL39fWdx7kYd887apW8uE87W1n3fWxx2eqfO3tuSZuQsuUr6gc4+nZirm0vdM0552Drjqe7C+s/vyQrXPevD1/St/xq3FH8/0L1BPDoo4/yb58+xk0njzJUWuTaya/wH5qaujfE+xZ/ha+vBLylHSCA7Xs/wvEnlwi14danZ5kdr/KhK3+cozffQmdnhbefzfgXz83yWzN/yKlgjh9dfRvXnxhm6JufJIl2cerAj7EWTRAI2GUb0HiID73+em45scLuzgx7Vp5DnPh7VLrC1+98D+PTb+CuFfech4I6ww99nLHjj9GsVHjxhl2cmN5Nx5TxkhY1HTEtp5hWk0wxRoCHxbIo6zwfnuLJ8hEOlZ7Fr7cYrg9T0+P4YQW/lFK2LcpZjEl9dOI7+tSggi5XMVERNGcMmAxhEsiaaJ1CmuKlGX6c4yfZlt+VUT4miDBhiAkibOBq44dbg/AuUs79d3+5oNte5srij93SL86bJvprN2GIzfWo6HWzabYsoO1S5vyumqUAmW4U+CbZ3eYxBdh0n4heQh/RN0Zffc44W++70FjdPgr1yLltUcyb574G7tl7AC/OOS6e4VUl5353tq+9qaBiy3H3vr78HQXwdPOBUICp7ebwKDJQgHa77ALMLN24maJfFBkpRA4iJ5Waf/Wf/tMlvbNXI1D838BKnzF7xFr7Ky9x7Zt5FQNFmqb8+w/ezX1T+7nr6BPs2/cg1aMv8u8uC6FxC7915t18rB1wU+oDlt17/4KjT53GSwy3Hp5jaXvEx2beyldu/gHy/YPcupjxm4dingye5u6ZPyUXmu9fu4MrXvDZ/40vkJZ2cOrAe1mqzCCBKZkyvvQQZ9PDxNYnHL+dGR2iz3yVgbknOPS6N5Bc/S7e3CxT0vD4oOG5zgvc+tWPM7Z4hqXxcY4f3MWZqZ3k0icygiDNqaYeU3IbU2ob42IEhcRgWBYNTvoLPB+e5LnwKF5zlb0n6+w8rSAZZak8wvLQAJ2JkM6QRx5BYASlXFGyEiklWOPccZt1vEYdmWfEvqYTanLPEClL2Ur8VGFjhc23ThZWhqAGEGrI7UBU1QXO+QoT5NggRnsxSIPIU0SaokxC4LeRoSYVES1ToZnWyEyIkKAEvYxhUnSDoAqjq+hXbnwHk/tFiLWQIEisT9wteKQoEuuTWkWCR9bLytAN1ipUccoiPYH1BcKTCA/wBEIJd05aAqsJdUaYZwRZRpinBFlGkGcEOsPPczyd903VXfXQ5gewCYxdLyDoEip2KUfo9XG+iuYCn6PYwkzcvagPgM4DnHNAqzuoLbJY9GwGfcAFfe2XGK+4t7+f7pkLjvntjP/KY/a/l3PH2dK+wIenvQa//NvvOv9D/Tbk1QgUo8AngJ3ASZx77KoQ4ibgX1pr31dcdx9wEKgCK8DPW2tflmz9HxooAL74hS/wG4sNrjt9lqF8iRtv+BSPfl3zias8yu2f41ePHeSRjs927VQpe/d8iuefPYLoCG46Nke8S/L5ynX85S0/QfuqCbZv5PzhozGDqeaegW/yX6c+iRHwhrVruOsbG1z+zPM0KlMs7Hs3c0NXooVkUFq2N15k4sjfwPpx0mgYBneDibHrp1kd38bsrT/BNd4uxlM4VYYvTdVZXnqWdz70NcZPnmZ+fIoTu3cxPzmFlZJa7jFkB4jzBqGGKUaZlNsYE8OoQi20KposyHXOqiVe9M+wapcZaHbYPdvkimPLjKytIYFEepwZnODxq69jaWaSSOaUdQpAWyqSPCVqnKG0vkSpY/HM1h+B8DRepJFeobbSAp0odHqu2ksh5IArfogog6nkmFpMMhA7e7eW2G4uDpHia02plVFbyigvGDJZoqMiYr9MUopISyFpKYSohihXGRAlyjIgVD6+8vGlwlcKKV3KzyRPifOUJE9IdEaqUzKTkdscg7PDbGZ4e2URtgtWpld37QdgyVGk1iO1HonxiW1AbH3aNqBtA1o2oEVIhiK3ktwpc8iRCCkgENjIQ0ceNpSOjj5UEEpsoAhlTmRSKllCKUsop64upQnlLKaUunYpS1Df6/nEGGSeI4xG5hnCaITOkdo4jjBTxFVY69RixvapxKAHdgWYdYGLrqurdJTgVqoi5sRDS4UpvN9y6fX1OTflrouyG+xcK0axwLCGLgG5LLy3em7KF7C0bFmY9IFs71chcGqp3jkHLmFm+Ne//n9c0kf7qgOK76X8YwDF6uoqv/67v8/nr7qF9zx+H+PjJ7h84Jv89rzPi6Mh13f+W3ad2s5Aw6NUrIr277yXIy8+Qrbhcc2ZRYYOtLg3vpy/uu7HOX3zQfzM8BuPrPHGVkTL5txbe4iPTH+Sjkq448QIP31Pg9F6hyPb9yAGbqY+dhMNVUEBY7SpLR9i9MjfUEm3ZnZL/JBTt/4YI1O3sTsLaXhw31ibI6PPMLT+DLc9e5TBF+rM+zs5vXMHSxMTWCEYTATb5Qil8ghzZhXbiZnMamxjhHE1SuhybdEhZUluuCLWmZdrtG2DIM2oNVNqrTYjaxuMLa+idM7RvXs5OzNDHjn1XDMscWJkguWwCc3HGGgco9LRVDseoxshtY5HkAnkOUDSi8uQhfpCS6y2YM4nshOejxdBUE0JhxoEtRi/nONXilLOUKFz8Uy1T2Z8Uu2TGp9UB2TGI9c+mfbIjUdmfHLrkVmPzAZk1h1r46GthzY+xiqMdsfW+Fjtg1ZIrRBausxuRqCMo5EXxkXgSuPiIWRhsJfWOt15oe/vFqdjv/jfssvlLByAWAc4GQrdAxThXIeFcAF/UpH5HpnnkltlvufqwEMHPlJKfCvxc0GQW/zcFDQfFk8bfGNRVhdZE3MQGiMcgBpyhHWxI6qgOPF0jq9zPO2CKZU2rjaFw0K/a2nPFdZuRjd3v3PhbIrW9vHEWoOxFqx2Lr9GYwt3Vwc6ugAiV7+cWAClsNLZ7axUPfudVV7v2EpVXNfXX/T1dml2U8/pHJ5E8V1RGPZdvek8DKa4JksFv/1b//ai/w/cZ/QaUHzbcilAAfCxj32MP89gajFlunmca6/7AuUjy/xvIyG53sG/OvtOPt+5jDubPqpYFxycOsTRxc/SWo7Yu7zK1OsXeeL4bu6duov73/oDWCl4yzOn+V8XQsap0DCax6Kj/NX0pzjun+S937D88AOGdingE296K298fgkxeifz1d1kSAIsZdPgbDrPfONFbmutcSBu4m2chc4q7ZmraV/3LnZ72/EQPDgieULOUXvua1x/+EkqcRuEIC2XWB0dY3FinLhUwqAQukYn2MlGOMyGbBHamN2mxGUmYKeoMEq1tzVekw2W5AZrtFkWDVZkg1TkbvWXZ4g8R+U5Ugi0F5BHIQiBFpL5gVGOjSoWghew+cMovQpGMtwcZ+/ZEvvPWGqxoZ+WwgiFuYCHkhQ+ggCDcisxq8EmcCGKbgEEIAKLCA0qsqhQ44UGL8rxIu3ApZyjIo3naaTSSGVQSqOU/p6op4wVaCvRxsV9mL52biS5DlzJPbQOyI2H0R65drUxHsYojFYY4wzvWOkM8KZItFM4LFgji76uQb2XrufSnx9B3o0yLyLFN/N/dBMIOWO9NKCsRRmLZxyHVM/uIiRCyM1Jtpigjee5Ekhim6NKAcZzUdtGWkfgaB3fFsb97wmTQ+6KNBryHKGNK7lBaovQGpnlqCxz/6t57nKmaI3UDtiEdrsZYfSmwd92acRfWYTtpkkSfY4Nru6+34I9sVdb2QWjAnxy+O/+4Hcv6bt5DSguQi4VKE6cOMHvffTP+NQNb+SfPPAN/KDFTbd9gpV7Bf/xyoCwcxO/8tzNfETu4YfaYdepjb0jc8zG/5W1syVGWh3Ct7XhiOKx9Ar+4h3/nKwaUX5hlV8+9SJv1jOMUaVjLGfkGg+MfpPn0/v48S+ucdkCPHSgwj0338RP3vssI6XrWdz+Bhb9ETQCH0M5r3MyX+HxSoU7KpN838YCGye/TrhyDPa/kcrM66mJiKVQ8JkpxYvxi1z59De548lHGWmsn/eekyAg831yqUiEx6pXY7E0xGo4wEZpkFI0yIRfYdIP2emXGfeGEH4JvIgVb4M5tcoaTTZMmw2R0Jb51lnI2sIl0K2imn7IbC3g+NAi6/IxPD2PRSDlTgY7O5leKLFrbp2xtUWUNkRZTpDleMYgC/f3XElSTxFfKNUrPogIIYIi2tbgUtynYFK30ryACOtWy2GWE2WaINcEWuNrjW9dVgYfjScMgdB4KgcP0jAgLod0qhGtapl2JaJdDmiXQuJSSBwF5KEqWM4NSjoGVSkMqiCe63kAFaXrXbTVq6dwl+16DBVeRBLnWdTtV0W/YtOrSBW7F68bHW/BWokxilx7NOIaG+kAjXiAVlqllVZoZxU6aYkkj4iziFSHaO2jcM8tMbhQReviZJRGycI2JBxhnoP6ou5SspjvNi2LdTsz2Q0S7La7pH6ujy3HttcnRd+1mC33uM9/c/cnMaDdbsVqC7nFuk0L5G6dY3OLyQQ2s1iHY9jMFnU3GPPlxasq/vs/+vQlfRqvAcVFyKUChbWWP/iDP+BLQYRpj3LV4sNMDM+x/4ov8cQXff7kGo/Rxp384Au38ZQd5/bE74HFdKmFjn6bU8c8Aq05csVl7KkcIzlc4WPf93Ms7NiBOtPi2uee513E3GBmmLbDaGtZ14aVaJalU3/JwUcPk3nwsTdJ6uUR3nt/zPS6pb7/h1iauJEVWSMttuS1tE7SmWVDZewdmOZAFjM3+whDWYfgsjsYGNqHRPCtEcXfbvc4Hs1z06kHeNPhB9l9chaxrohtmdSL0EriZzlBmhDFCZ5+ZRJA4wUIL0J6ZYQXIbwI7Xu0A+goS0dCLCxtZWnWKjQGB2nXaqRBQSVuDG2lOTmwzrHBIyRqDoDcmyErXU8l38+2jZDJlXnGl84wujyLnyUIrd1OQmiUzIjQhBiUBWt8Ult2RmJhC5A4R0QZVFDQm+ZgEmzaZ/AtVB9O3/3SP2ylDb7WBLmrfd1X56Z3rLTBM7ZQrTg9dOb5xF5Ixw9pexEtL6KtQmIVkAuJFmpzpS67NB99q9C+1ano5vzopefcXLHaXt0dRyCUBeWM4njFElgJ57OrcDO9sj2qU1uc01hioehYj7aVxMYjNoqOVSTaI9aKRCti7ZFojwtbua3LJuhZVAAykFhfga+QvkB43c2FRSrHvuqZnFIeu3waOiXSKYFOCUyGrzN861RbyhaqLpujTDdyW2wNLOwedwMBzeYuyHYJnb5nUoBYsVBwGR43I9adW55Fqg6/+mu/d0mv8BpQXIRcKlAAPP3003zsr/+Gv77lTfzU158nD2a54sB9VKun+PxjPl/bpbj27E3k9R9me1xlT94ltxMMK9he+R2eOdok9j1Oj8/w3Nhebjv5KI9cfQcP3/gmRD1l7MnT3NFe4RqpOSiH2Wum8JC0tUWmDZKn/hg5+zQvTFf4L9+v2DNrefeDOVPrHeLKEKdf9w5M6VqatsJ6MZ97JqPWOoPXnmPCU0xIw0JSZ8SvUJu5kSAcoikNn98e8plpn+OVjAM8xVvlF7lSPo1IFfqZYerz21hmOxulQfwsY2B9nW0Li0ys1Bleb+CnCeiULf7nQmK9kDzwsVKhjEXlOeQZ6POTsMRhyOz0NHPTU8xPTpL7PlJrBteWaDHHsxMLHJppYpVgdAOuORFw5emIHUtRMSm64CRHk9Cl5+6SuImCEK7gBZKG3JfE0SCpXyWVJTI8p74wLaxpsGkk7b0hFAKh8x4FBIDqGb4DPOlsD9bk5EaTWU1uLZmwZFJcYKezVaRxQOIVxTebbc9s1qqwCfT3K2MKuu8uTcarTzSCRlCmHtaoh1XqYZW1qMZ60N+usF6ci70LR+F7VhOIHE8ahCewgSSPfLJyQFwtoSPfpf8NJATKAV4hYZpS7cRU4phyklJJMkpJTjnVlFJDlBqizBKlEGQSP5d4mURqn1z55NLvUbm71K1FRjphi6x0RSpXunlKnL3GLU423WHBFDvbwoGhm5GvyH4n+qhsBW7H91v/8dcu6XN/DSguQr4ToNBa88EPfpDDQ1WOyqt5y9Gvg0q54ZaPo5OEP3kx5MUhjzc8e4Bvej/Du5sRg8V2UiIIBFzPJ3nh2DOcHR7AVgV/PfROSlmHmYFlvvSmd6KtxDtU58DyGa6Pa8yEa+yKPC7LtjFqqxhryTp1zNHPkZ55iE+9/ia+edMYb/3WV7nxyQ4TjZh2IPnazaM09t3MdSu3oJJxVjS0ijlPmoyBjZMMdOYZzFtEgaQ6OEN1/Aqk8pn3Uj61s8zfzYTMBSDXEsK1JlG9QRgnDPmaGb3OeFqnSoYqFlq6YzDNHJEo/LRCqCr4Xogvc6RtQ9bCJk1sZx0bZajhiHK5Qk0NMm6GmW4PEObC8SDplDhvMCfrzIUJc4MBjYqbMErtNjZb5sTQAg9vP0vqa0qJYv98hb1zVfbNRZQTi59nRGlCWLiE+nnmjKZa9/HyXPj3kfo1GtVp6tVtbFSGaZUqdHwfQxtrNhyI6A0snfPu9XNNKcuJ0rxXR5lrh2lOkGu0kmSeIlOSTEpXe4pcFX1KumukJFcCLSV5cZ2WomcYfVmxtgCUoi5SwqquAd32pYwt/kc3U8ba3ibCEwIPgSckvpR4QuJJ5wothUBIhZQCISRCOi28MRZrLKavdI+tpag3j21x7EpxDFgsqfTYCEps+GVXB65u+GUafsm1A9duBCVyeWH2Ad/khGQu2E8ZhAIbKHTkk5UC0kpAu1ZBR4EDF+/8z1kYQ6XTphJ3XN3puBLHVDoxlbhDOU6oxIkDoKIuxRmVJEdZ4byuhMIKxzVmirrbZ4RHf+bHfhdlIRPe9elff+Xv/gLyGlBchHwnQAHwwAMPcM8Xvsi9N97I939TY4PHKVvBdW/8U9or8PsLISslj9c9dQsPlN7N+xrRJte9cD7Tr2veT3b0Uzy1c4JUKZozVf6SH2ZGLXLqlitZGZ4gOraGPdZhn25zc3uIK6NnGN+W4Ld2siMZp0KINRq99Bzr9SP8+fUH2Kf2MP70Rxh94TBjjZjEkzx4dcTfvj7iMg5wS/0Gdq4foJ2FrOaGDWN7fvBBss5Q+wzTvmBsYBuVARd0f5p1Pjcd8MnLx6gHEpnmsJohVxPkWoxsaSKhqZAwRJtR2aIiUkpkxHismRKLtsaiqZG9HEWGSFDRWSaDJXZ7HXYL2JEPMZNuY0c6yWg+SEN0OC2XOS1XmJVraGHAChIhOBMt8OLQM2xEK2A9ZHIZhmvIyzeSjGyjXQl6LzWQaPY1cnY3U3Y02kyv1QkaszTMEm3dJLcJxmikcWy2TtPSNUFWEQwCg2AHsLbiVBTW7UBcWQVTL9odutnxelJobjwrioRwXWOuJTDGJQ8yXe+eTTpvYS2iO6GKYsItaLMdxbVwRt1urgkhCipu6TK4yc3salp264JZ9WXUaC8lvVzkXQDqb/flKe/2qx4wubba0mbzWtv1CHO2J3dvN8958R9rcd+REFsiJi3QVgHrQZX1sEw9qLIRlN0OpehzdYWNYteSKv+C708ZTVnHlExKgNu5KAX4m7uXtByQVEp0KiVaA1WyKLjgWF2JkphKp0O106LablOJ267utKl2Wr1zlU5ff9zugZKoBdx434MX/V3Ba0BxUfKdAkUcx3zgAx8gmRzgC9EtvOeRZ2jVTjBklrn6zntYWpT84UpARylGjvwIi+pWfqYZkgIBgkRaQiPYs/IIM4c/wnP7hzkdDuJFluaOEl9dfz0rN+5lduduhhYWyZ6N0aliMoc3xvATpY8zXn6SM9V3kTYOMtkZoaocd1U7WeV0LWJX7HP87N8THr2X8Y0mmZQc2znB89cPUB+yhEwyne9hf7KLkfY06xrWcs2KTom1sxGUBOzwDTt8qPoh1hpmdZ0HBmI+fnCME+OjAARJB6+1ht7IYTmHukboEPpAISSjJDKqOmYgaTHYaTCYx1SlpBxUqXgTlMNRIqWQQKZi4qDBWrjI2egUC/4sLVVn0Cqm81Gm03Gm4gmq6RCp0SyJDdZlu3gtRctv8mztKMdrx8mFZqK1ncGN/aT5FSyVp1gfKhMPVUgGS9hiO6SMZbqpOdDUXNWw7Gsa9jUM44llVW1wxptljrMs2yXqpk47zcgSS5D5VDOPiq4SMIiUw66IYSSDCKEcRYlpYMwK2i5jbB1rNsC0wMQInfZUWF2xODuP9XxHg+IFWN/H+sHmsed/ezuLb0eMAe3iF4QxPbdRjHGeQtYUfGBm0+vHWucAsKVt6WdtpQC4LvHd1nj3S5NeJIPYWncpwN3pvs+lFwPRF9/Xd2yELPJ1+2TS1YkMSIQrsQyJZUQsQ9oyIlaRy7kuXO4UIyQaZzeS1uDbjFDkeIVaTHZTyfoC6ytMoDCRRxb5ZKWINIqIw4gkiDDq5fnGJpcXeeK9/80lfW6vAcVFyHcKFAD33nsv999/P09du5f9j88wkD1FGq4Rlp/gppsOsVxX/JdlnzxTtM6+j53pft7WCkmwhAhWlWFMSyYWHuaKw39Mc4/isX3baC2WCAdTMiRfvuKHeezqm/HynAMPP8apxhSJCgksXJYl/KT3Kd5e+jIlkXLcvoHm/A2M5eMEw3sRhU7XWkuzfZb26W9QOf0Uur3EqW1jfOLgW3h86CAH5Bz7RIOrRMi4HWPCTjCsB2loWNU587bJRp4SmhLbgwrbfUlFCYy1zOuMp8M2Xx63HNoxyOLIIAB+ljK59CIj9WNUWsfx4tPEss1GKWA9CskIMDbAFEmXrfFdbT23EzCKyECER9mGVGxIxXqUUZStxAYrtKM5NqIF1rxVVmUDZX22d6bY1d7OaDyKyMPN6UhlzJbmeHbgCOvBOtPpOLe1ruX27FoO+vuYq0qeL2mOBpYjgeT5KGQx3NSJD8Qpl9XbXNbI2NtRHOyE7G0aqoUdPBEpC/5KUVZZsktknRY2NnipJDQ1ZF5D6QrK1lAMIMQQQpR6r2FMhjVL2HwOo5exes2ptmx7y27kXEiwQOaFZF5E7JVJ/DKJV3FtL3JFhYUaoxuY1p1mt1Lk9dJ69p3rBor5Nic0Gb7JCUyObzVekUjK6/daooh5KILMtuZ/KALhcLZijehZf3rZSKwpdgsFyODARxTPfkEgMpvJkboU4v31S7bNdwe0XkockDhXbo1zQNBCFv1F6Wt3gwIRhWtYd5enCmcDpTCeQnsh//k3/q9LeqbXgOIi5LsBFK1Wiw984AOM7BjlD6s38LP3rlEffRzIqe98lu/f+xBrLZ8Pz3msW8Xy7C/y9tZuDrQCUmEJrGBJGaaQjJ59iCuf+wjeNjjzYyMcfqZMvBbi11Iaapg/eecvsV4Z5IrnH2fmiSM8Xn0dTa/q/tmFoGaa7OcM1/onuTp7kcrxjN1zEWbySrIdtzAcjKKK1ZXOO5i1k9j1UzSzVdZGfJ6egkNqnOfNdk7qMWZIuFVYbgQOUGLcVpFIMmuZNzENm1LBY1wGlKWPsZaV3HICy0ODimcnfM6OSOZGPHSxWh9stNl3do59Z06x5+wL7Fg4jJfN0ygL1suwUYL1MjRK0IygVRKujqAVQuZf3KpZWsloPMq2zja2dbYxlDp+yljGLJQWWCwtslhaJFYxColnPXzroaxEWQUIjFTkytkFciFJu0luiunTRxJZ4UAtd6WSS3y7SQhYEEwQk5KIjJQcg8YgEUYhjYcyAg/XFiYEEzo22y6dgzVgu+67RY4KmyBM6iZMClsn0OVb2kzH6dpuvhF4UuFJD18G+CIklCUCUSUUVTzKyK6HFBZjncnVsRI5uNLWZXrLi9W7QaCLSd+K/mucjUJmGSpL8NIML40JkoQwjgnThDBNXclSwjSjlKUEeU6kMwKd995DL0VoH9UHSBLpkXohqQyIVUjsBSQqJPZC2n5E7Ee0/ZC2X6LlhbSDiLZXou2HdPyIWAW93YUoPkdlczxrisBHjbK6AD5TtItgQjTd5E+K4ppu6YJlcb0ogLSXA8P259Dott09m8mmzJZ7+8ddCUf5zY/84SXNW68BxUXIdwMoAD7/+c/zrW99i/Wrx2gduZYrzq5SH30S0gTu2OCW6HO0s5BPnpUctR712ffzi/XdlDsRCEtmIRWQ+oarTz/CgcN/Sj46zNTbz/DIyOUce8ySrIfIUHNk/w189uZ3IoAf/MpfEc03eGzoBk6XtoO1hBIya3pBaLvjef7l85/huuPPc3piiqUDtzMwcCNTYpgBkRNJD1kY/Kw15GmDxFc0VcyaXGFBrTFLhxNasWRGGWCcy/E5YAP2EjCM0+kaLDEZCkFY9K3nbRbjDRY7HZ4fKHNycoRTExVmRzxWarKnEqh2NNMrMTPLDXYurLBzbpGZpXmiZAM/axJkTfxu0U2Ul2J9iw0MxofcE+hAkPmSNJCkviLxJYmvaHmS1QiWQliODBuhh1Bj1MwkI9kEoYncs/rrPeBYDpcJTEQlG2AgH6RsQzzh7AiecDaFWEHDszQ9S9uDljJ0lKVrdhUUbq+mWyx+kb51M+kOgEUL7WKVRUYujPOa6a5wu/Qf3Shd6KYrwArTez3Tn6D5Ndkiohu93VfkuW1e4rwb4RxwOmevJQqjNN3dUo+Fq2gXCazEprttP3+UPefYfdeyr+1cco0JsSZCmwirIyIT8vC/+T8v7TN5DSi+ffluAcXGxgZ33303Bw7s4gPhDD/59xbtz7M+dJQ1u0L59pgb5FeoScE9cyFfyTzS2ffwbxZupJmVKEnLqtGEKJ4Nc37ozKPsfeajbAztpnR7je2tD2jAAAAgAElEQVQHD/NYaQfHHo5pL5awCp7dfz2PXH07mfL5kXv/Gm+9zuHqQQ7XrqLplYiU4Opxn4F0ncWlZSZsnZ9+4HNMrSzx4Par+PDlb0eUJjmQKW5OEw40n2Y8bVOOxpDVSWR1AtHnMWKwpOS0RcK6aLMmWjRFhwyNshGRqTBsy0xTpsamEa8bP5KhWTFrrLSOsb76IjrRLIxs4+T4JCempzg5Ocr8cBVT7Dy83DLW0IyvaybWNWPrmvENzWDboHSGZ9r4uoWft/GzFn7qapV18LMOKu/gdYuOi3aM0p0iR7ObdOtDQ8xOTzI/OcnK6BhWKYTW1DaWKdfnKTUWKcerjJAzSc4wughFCLAyAllGywpGVslljZVohMXSMHPlAWarFc5UI2YrAXHgkymPzPMYyhWTCUwmmm1JwrY4ZiJuEeg2icxJREZCRixS2rjSQZMLgUGCKgLyTA0vG0RmQ5DVII8QOkDYEEfbbjHCYK0mo0VuG+S2hcg3ULpOlC4T6EV81QDfknmQKscNleGoPrSRGCsd62mfuoieq6foO+47L2xvlW6K2mIRvkR5ChX4SN9H+T7SD1BBiPQ8pO8hPOnaykMohVQSIRVCubgPIZWLZJbCuUFLycLCApNTU+577aptjEWbHJOlmDQhT2NsmmKyFJ0l6CzBJDE6i7F5is4zjM6wOseYHG2d/cUUEdfdsIr+PNammNv72xe6xt0rCmcBCueBrpNBt7hrdOE2baQocoN3Xbqd5qD7GY+mw9zziy9Lh/eS8hpQXIR8t4AC4LOf/SyPPfYYu2+a4O9euJY3PRvTqhynXTvNqcEV2ruWeGP4GAdLmidXI/68LRCnb+NXT/4AC3KEUQULdgPPDHBWaXYvP8Qbnvwz1gcv48XXvYfrB/+W6as3eKxc4cSTa9SPDWC1ZGl4gsP7r2V9dAd3PXEfauksi/4Yz1cv51h5D7n0GIw83rhvjOdmT3PdwmP8ky99hihNObz9dr61/yY2ShJQlPMyexePsv/MfWxfmcWPRklGdhBPv47q+HXU/KinQrmQaCxtctpoMjQSCBFU8AnwttyrMTRImLV1ljdOYhtnEK1lWoFkdXCIM+OTHJ/eyfHpHawMbea58nLN6EaHkWbKcNMw3DKMNixjG5Zy6hIRvZJI63IheFLjK+PaNsXkTRqyTjNo04py0rBwZ8411Y0Og2sNRlbqDG40iQr2VZUnKJ0W+bDzl/l0vn3RBTcQQiGFcqSM0nOkflI49bW0BWD1RRlL3StaCHLhkxGQUiKhSkKNmAEyys4VsyDFE8LiqTa+6uCpDp5qI70OSrVRqoMmJcUj0YrEKlItSY0ktZJMCzIjyU0313SxnyomN+EJhCpwS/aVroMSOJPJpm5rs/0dBmZL5SM9H+X5SM9DeQGe56H8AOX7eAVQeUGA5weowPV5QdEXuHuV5yGVcp5X2iCy3NGBZBlkGaLTgVYLGi1sp+3arQ6i08Z2Yuh0EHGCSBNIUkcb8h3OxRZIqlWuf+ThS7r/NaC4CPluAsXa2hof+tCHuPH66/hw3uGWr00wmOSsDrxAUlokvVzxtfx+7qic4W2DCc1U8mfrHktndvGLz/8YK2oPO0XMmlhi3U6RW0Vr7SF+5NBHademeOya/4EoanFT5RPsvM5wv2iwNrfO4slx9IJbhS+MT5GM7mNKr9GZb1FqrXKiNMax8h6Ol3eTSx8lLBU/4aeO3svbn/w6Vgac3PE2zux8M9aTGB3g0SbIjjI0+wCTC8cYarfRQrA4vI2VHdfQmbmSwI8YZpBhqgwTUGJrpKrLsVYE817E9GmwJFg6JifJ2mRpk4ZtMVfSzJcls7WQ08M1To0MMTc0iOnLV1HrtBlrbDDUalGLE8pJTiXJGexkVDsGZRXCer0Md71273hrxjsrc9KgThaskYZrGOUYcKUOCZIh/HSYIB1CGreDcgojN8uJvjwDotBjC9slwuuWHC2My4QnLFoap+cXLkmQtDlSZ3g6dUyueUo5TSlnCaUso1zEhEidI3WKNBlCp0UukGLGNRrba+eFYfgfTrqr3+5quuu6a7vtwrAtpUVIR4mupEFKW7igGqQ0SNk/jjMQ68I4ngtZ2EikK8W53GnzHdlh0W+EKL4R2U2xhC7YZLV1dhZrxRa34u7r2l6Q5mbQ5qV6mvWi54vA0P6I+a66iy0qs67HWKG2NIYAj1/45Ccu6fVfA4qLkO8mUAB8+tOf5tChQ/zgD97Iv3tyiHc8HCNtk9WRoyThOiO3jvPh+Y8z42l+fjRjMKrzYNPj3sVh3vHUjxAlN7NftFALX+Xs1BU09GV4K4/x+qf/mLg2ysnX/SgL8mpC0eTq8ucY2lPnoZV55FTMkcbldE6ETC7OAmCiMt7QKEl7gjCBjj7LnB9woryTE+XdNLwaM41Ffu65z/H6s0/TLg/x3K4foj5+K9WxCp4PG8sJOrdU1h9lau7LTC2fJtCG2POYG9vH8o6bKY2F7FCH2eU9R80zpIzRsdtJ7STajgEjKDuER4ULcernGEAUC82u1r7gfYIL3tOVVMDZsuRkWXKqIjhdlpwpS06XJQvR1qhnX1smO5ptHc1EJ2eioxmLc0YSzVCSMxLnKGvoWgiMMGhrXMpQXMrQNikbskVTtmmpFqbgRHLA4uPpiCgbIMwreCYAKx0DqMXpnHs0EaJ3rksLIc4B2u9UetG93YjerhdT0ZZ93kzSdumunZdSL29zEafRra2xznW2F9NheqAnbY60GW56ThE2Q9gMSeIM7mQIkyFN6lyAdYbUXZDLC/rwopjCQGwKig1rULb/eaFL4d2zPxj7j2SisV2ber99/RyTg9himugHmk1vsM1jw2aMiylAzIhNQOv2p6WAH/nbr13SU78GFBch322gqNfrfOhDH+Laa6/lGbXI+oOXs2s1JTcJ9dEnyPyY0du280dzf4TQFf4nv8T09qOkFr644dM4/DauP/tODirYeej3Wa6GHNr5MwytPM/Vz/wBa+Uhll9/PQE7OJXegECzPXiCjjrCyfYS4s2DPBjdQGu2xIFTz7Dz7HFkVkxm3jBCTtNWmiXZxOaGM0M7eWL6ei4/cZyfP/RZrlw9ydnaBF+44geZG3od24XHNTODjFRD1pc6rJ5eZmThS0wtPsz4+jLSQiOKmB87yOLkXSxM7MeTLcbzJUbMAgNyg4papaJWqMg6VRkTCokSJSwDGIbRdghjB9B2EG3HMAxhKcErTJy2iKgS56zo8jwhT5u0dcxsqJkrSebLioVqwEIlZKFWYq5WYq10PhXEUJwzFmtGY8NYYhiLLWMJjKaW8QQmEhjNLBECg2VFNJiVq8zKNeZlHS0MwsKorTFlhpk2w2wzQwQvlZu8//1Y29O2aFtoXmz32G457vZpbA/IuvsXY92exhbnTOG1ZOmO6ewK3bFsMa69QLtHc93XPt8x9x9Kiqe1vXfSc5vdPFf0i35nAPcOunaT7nH3+m7+CNj0RoKtQNh/ThTU5AKNMBbZ3R0aU7TdPdL09Rnd834SxgGgNO4aWQCiKOjUXb15XhQOEFJrd1/fc2yMVLn9G68F3L2ivNqAAuCee+7hoYce4n0/+1P8wgNH+P6vhpRo0hERC+PfBKUZvmU3H57/z9h8lH96YpLStctcPX6E5Vxw39I444//C25J97B74X6yZz7N8b3volGa4Lqnfo9mUOb/ecOP857ak2zrjPJc5y1oQnzWiNNnOHSgzPjoGn+3806W1Sg3LD7I983dQ2m2TWu+1MsgZ0XIelRizQuZnTnAkb1Xc8MTh/jZr36GqdYazw3v4CNX/hBPjO+npjMmLewbHeDAthEmhITnjxM9+RkmF59ipLUBwHq5wvzo5Sxvu5Okuo/mgKI8HjEzEBBZQ2sjprGc0W7khLSoqDVKcp0BNc+wd5pBNU9VrRCJDXwMhsvIzLWk9iCZ3VMACAhiBO1i5xFgbITA64FGF0TgfCCxJsd26rSzOosyZt7PmQ8tiyXFYjlgsVZmqVZjeXCI9drAed+v1JrhZpPhVouhdsxQnDAY51RTx5JqychljLUdwizBs4ZQKEo2ICIiwEcoDSouHtC6nYUJwURYUwJdAh1hTUg/YHYXqW6f1ZeBj82kongSURD5CblZS7mZg1sAUjtKbaWLqGdjUcYFGzp1YcH7h6DfvOC8tfr2ecV4FhBFNrfu9G0LoOoHoK3nzm3b889xDnh9G9fbC7zWlvv7wHPr+Pa819k8/scCyJeWMKjzvg++55LufQ0oLkK+F0DRbDa5++672b9/P7uvmuB3Pu9x89EEqRfJvQHOTt2Pj8JeNcOnN34PlU9wxyMHOLVvF//0mr9hLFhgORc8f+pqrnj25zhIxNDsv2d5cZwzY3ex8/BHsQj+5KZf4KGhgPd2vsItMuEob6dhHNVGS62xtqPNam2Dz++/icQPmbEn+WfZR7hs4znaiyWaczVaizXSjc1JVUvF2uAo5WbMgbmzjLba1IMq9+64kW9NXEc9GHK6VdyEMeZppkuS/Y05rn/ufvacPsxw2yVP2iiVmR/dx9LE64mrVyGkJPcF/vYyM3sG2TleIQglcTNnfbHN+lKH+mKHVn0rOaAipaYWGfLOMOE1GFIRkRxBsAMYLa5K8OQxlDqLEE1iHdHRE+R6G4JhfFEiLGwZOZYYS2rB4BIW+UCAJOybAm2ekGTrLBOz6KUs+JqVwLIcSlZKPmvlkLVyidVqlXq1RuZfmPohTBOiLCXQOVGeEqUJw+0OY82YyWbKdNMwnEsGtWRAKwaMx4AN8bwSwotABeeB3atd3K7l3Ml5s3TnXNM3HYlza7u179yZy/b1OTWl3TL2ueN1dw+9XYkAR21fQIo994au2nMzT0RPbSjcWdNzXwWEuOD7Pg/koEiotGmrvyCYFW9mC3idc43yUu78zdcis19RXo1AAfDlL3+Zr3/967z//e/ndx+/j+rfTzCk22SJpuWlLG9/iCgPmd85wgP8CVE+wPYn3sKTtRv5jXcuoxsfZCJYp6UFS2ev4/ZjP0k5/xIl22H+zA2Ipz6GyDs8fs0v8NWJy3ja63Dd3GO8beUwpcouFgZvIonGAdD+Kg8e8Lnv4AyZpwhszA83HuednfvRlSP40SrxWki8GtFYGGV5vUrekAQbyZY1lDCWjoxo+SVSGdJWZTa8GovBGAvhNhp+DSMUuzdO8/ZT93Pz/BEmmg0E0AoCTo5Mc3zsWhbGbqUkalSRlCxQ8qhMl9l7cITL9g4zNFUmTzTrSx0aKzHrSx1WTq3QXFyn0zIk+abKKBIw4gnGvJxRD6oyQBZAZmwLwyyeOI6vjmHDlLbcSSO/jDidIE8HkSYkEoKSFJQkKCHIsdSxrGNp4WJDdPGTVkh8JGUUNSQ1BDUExhpaNmZZxqzJlDWVs+ob6j6s+YK1SFKPfFYqJeqVCq0oIvEvzILalVLcodp2nD/luE2UtImyDmHaIcgSojyhlKeUMk0p00QplFLwU4vIDF5m8IRAyIKcTwikUgjpdgiqmOwEAq18OlGZTrlGJ6oSR2WSSpkkKtPxSojCeiQsKGuIsowoSynlGbVMU01yynGHoLUOnXWcXcSN332VnrWpB3qbKUUthTGXvqRGRb8VYHrZ4TyQHkiFROFZH894eNbDM6ovrLH4n6XYPXSZXXFsri7TX8HmavswwuoiL4YLdutGlwtbmMStPgeANo+EcF5qor+gkEIihedqhCNO5EJmjYtfDDQxHPz1Oy/6PrhEoBBCbLzSuMCctfbAJT3V90herUARxzF3330309PTvOdH380///Nv8aZHJBEn6NhdvFheQW57mHJS4vnxYZ4pfZRyFqAO/wwrpR381S/dwb1P/zEy+TBXVt0KPV+7jMnTN7Nv9WnWNn6a5jd+F9te5pkrfpbF8ddxwst5PDTE2SJ3nX6U2xZP4pd3sDR2HesDe4gDxbf2S751eYUk8Dhw8hTf99Qh3rqySn18AT2W4E3UUdvm8aIORguSdZ+N1UHEXBk9l5E1FC0qdIxzFewXC44jRwYk0qejIqxRTLVW2bW+zOTGBlGeIwzMVYd4Ynw/X9p+K8vlUUomo2Q0kbWUjLMBVAOfkYESU+M1du4ZZefuUcaGqpR9D9vKWD9Zp37kRVrzcyT1Blmi0SbAE0NEYphBz2NYCapyU/3UMZaGSYltm9SsoO0SOR209clsicwMYewYQlSJJERCEElDycsJFQRCElkfgaCOZRnLMoYGlibQsZoUQ3c6UQhC4QClgqMQrAJlBB45S0GDs0GT00GH+VAT+z6pFyBFgLQ+4Dx6WoFHM/BoBQHNKKQZhq/IAwTg5W4CLyXx1pImlNLY5cLOYqI8IcwToqxbx4Q6IcxjAp2RI0mCgHY5oFmpsBYNsxaNshIOsxHVSP2AJAhIPR8jJSWtqZn/l733Drcsq+u8PyvscPYJ99xUt1J3dc6JztCNgEATBAkyjYERbG0Qx/AqjvIYxncGdRxHHJ2XoA8YGJKgqAxKk5RGoGmapnOqqu6unG8496SdVnj/2PveW9VdHSiC4OPvedaz1g5nn3XP2fd89/qF79fR9jAhJS0taRU5yThFjEdkwxHZaBlfpCgcGks7Cpjuduh22jSURNkSm6akvUWGSwsMl5YoszV2XiEkUbtF0G4iWjELdki0boosCEm9pCwktlD4PESUEbqMCcsmcdmiUbbR/vErQI8j12NyNaJUY0o1wooUJ1KcTxE+RZgxukjRRU5gCoISlBVrHFaPW/sca4IKRKQMECJEyhApY4SM0aqBVm2kaqBkgBIBUgY10Kw0hUAihcL5nB98+3fQ9SSEuNN7/4ynuPBTnvOdtu9WoICKWfbTn/40P/qjP8oRmfHRD/Y441CBSO9HRBfyyOljhPs8zbTJve0O2yc/QiNPGO34GboTk3zyF5/LOz+/na/e934uOf1TXNwZ0tUeVzaYPDRHa+e1iE99Dbe4k94513Pfhu+j8JDJknsCzwOhY4K9PJvdiMU+Kt7CyUPBUnIaXzxvjtvOishDyVm7F3nll27l6ntuoTPYg3IFtu3Ze+E0//yyy4m6Y87v389seAiqIma8BztWFIdDsoWYvBeTD2LyUUiRK4yVeEcV8HuCByXpPIGtWFmN1AyChEPxDEPdZKwSMhXXoBNSyJBC1L2swKgUARpTidEIQ1DXRWhhiFxB7EsarqDrLaf4hC20WS/azIkWUyJeBY/MO444z7z1LDrPknX0agqgylfv0d7VcYCKqDD0kEhHR2Z0VUpLpTRlTkNZQiXQooEXbbxrkruQJSQ9PEs4lo5asfTw9Lwjw2NUjyTeyaTqMeEhMhGVICkINMp2ie00XduhTUAoPIQSpwWlFhTCU0pLJjyZ9IyUY6RgpCDVMFaCcSBJtWKsFeNQkwVVS8MnZzk9nmljKvqNcoV6Y42GIyyrGpOoLAiMQZtKD7vSx6h4oUJbErqCyObENqdhMxomJTFZ9Z06g6LikQrwaFHFTrDgnKBwisxAWkJaOAxrWUMikCSdhFa3zcR0h+7sJNPrZ5haP4tuJ4ycYSnNWRoalkeW5ZFjOPaMR4I8FZhU4fIQshBVxIQmOe5n4HFkekwWDCmCFBPluKiE0CB1ga6qTwhsiTIlqiiQ4wKRFvhxjk8zvDmO8JeUiCCEIAQdVNxOsuaJqmtfvFIkE13e8lv/9Rv+7uDEgeI07/2jT3HhpzznO23fzUBhjOHd7670bN/85jfzPz5/M42PS5JgnrKf4YINtF7R4f4HP0Kn3+H+MOHB2b9HFJOM9ryJa06b4c9vuJpf/dg93Hr7Hi5p38ngtP/LBRN9Lmp4QumQg4SZP2uht/XQZz2f3hk/xG4HB/OKcnuoMu7Rku2Bw+pl1JSgmE74rf0fYkd6JV/ZdAF3nDbNKFas6xmu3JbxjF0DJtMBLltGFst87tL13PTM85laWuT1n/trzi3uoR31iFslbhqKWY+d8vD4uC+kwILELmhcT2MHCjvUmFSRG01hNM5IvBUYVrQX1Cov1FOZRWGEwgpNKTVGaAoZUApNuQIqNcDkMsTUx6SM2KhabJIJJ8sGW2TMySIkOYr3f793PCosO3DsxLEDy24c2WPmUPH0uNU0U+n92ni1p3ZlUBPmUbs4qoCxoFp9yDoo7RGMgwwd9mkFI6ZEyay3rDwDj5xm2TRZNAkLtsmyC6qagbqITQtBhCBCEtermhCIRaWtHglPLFkbI1BKVkVlStYV0AqvBF5JrPAVtYhwlNJjhKeUUCjIpSCXkK+MlSBXklxLcikptCTXilwpCq2wT2Ml9FQmnCMwhsCUBNYQlJVyXWBKtDHVsXq7AiqDtrYaW4OyFVgF1qz2Qa14F7h6nytRzhJ4g3amSs/1Hmk9IJG2zoF1CnyAdxpcgPch2Ai5wvPlBdKtKQw6IRC6xKscoXKsTHFqhCPFkuJEjnEl3ttKu8MInJXg1GosZMXKjuOt7/nkiX2G36oYhRDi+UACfMp7fxxF+n99+24GCoBt27bxoQ99iOuuu47Lr76an3nv53nGHYKWuoV+eQn9IOaH3noe7/nE22kfbrNDJtw98xmyfAvZoVfzpmefyi+/+Bze/IGvc8f9R7hBxDwUf4UHN36O9ZMHuSpSnB0Zpj/maH5RkV/URDznuQRLF7JYnsYeMWDxYAQICpmxTcO2QLBHOzpRnyvcQziZcHDDSTy45TT6jZiocFy8I+eqbTndceVesgL2TSsOdTWTQ8tpBw2Rzzhp/xfYtPNzBOWY+dlz2HveM3FburTXjWhND4kn+shgkTw7TGkX8WIZGTxe3GfFfCGQY5Aj8H2JHSuyLGRUNBiahKFJsKVGlBpMgLAV2yxO1VwJlZKcdwbvC/AlVM+aT+v7auoJuuE6JsIZJoJZJsJZWsFkVRld29D0WSqX6JVLLJk+i3aZRTNg4PJa66GmnEbVBWBqlS3UorBSHdM7ITGsPDGqtfPrsUfgZAUCLV0ypTOmVcaMyojqOo7MKRZtgwXTYN4mLLlGVREhVvz81Y+LO2q8sn8lLx9YTVT4RkyykgxQVeGHVBT6IRCsbq+NtRAoKRASlJS1EmuVqYUEKWum1LqtclqJFdW4So3QCaoiRQFWgpFg6nEpBUYKSlFTkkgopaSQleZGqWS9vxaA0t88eD0dU7YCrBXBLFWPtTMoW6kwKlulw+qjj9f7lHO10Fal2tgdjHj32375hObyLQEKIcTbgWWq/7Bnee9fekKz+TbbdztQeO/54Ac/yJ49e/j5n/959hQlf/GHd7FxsaQx+gRF9AqWZgJ++beu4G0ffhvhjpAjhNzdvo1D5UWUvat4+/Xn8QMXnszr//w27t+xxC8lU4z3D9k/+yDb13+eba1tnKk9b/hKg9M/NyI/3bH0JgNRg0bvTGJ/IWlzC3u2ahYeXVcRi+Ho6zFbVcAuDfu0IxQZjWlJ7/Qpht1qedDJLM/dOeKZWx1p4SkEBEf95no8UnmSbIn2wnaS8SGsDFmcOpdBe8txq1aFLFHxiCAeIoMhMhigohEqHBEkY4JGRqCX0O4Qkj5CF4jI4WLg+IlFxzXnqipzb0JcGWKLAFtUfV4G5KWqmlHkVlIYSWkl3oIvZa1OKRBW0nUTTNJlUnTpyqp19ASBWJtQ6QoG5RIDs8SwXGRYLlXN9Mjs6ERvoaM/uerj9NQ0GSvU3RKUrig/pKorfkFYW0m02ppu4il853BsFtEaZWH13sdmGdXBaS8QfiULTq7Sp4i6yBAhVlN1PFDj2lq1cf0GEl9zH/qaIXZtFeYRjBsJw6RFv92m32yz3Oqw1OnQa3dZbrUZJc16cvUMnaedZkwPB0wPR3RHI7rjMRPjMRNpTitNaed5FTOTVRDaK4XVATYIcUrhlMbWn6vRVW+VXDsmFU5VKyQn5Spf05oIVFVEZ2Vd7S0ERlaCUVX1/QrXE5j6/LX91blWVIC3st/IlfOqfstCn4/d+PITu5tO0PX0duBt3vtevf3XwPX14Xu99xec0Gy+zfbdDhQAR44c4V3veheXXnopL3/5y3nv7Q/S/8sDBPE8cv5+iJ9D48oZfuInLuQdn34HB796iNJFbJePcA9X4LJNvPv1Z3DNKWfzY+/9KtsODPh/N21g4Z5FokSTso8DW27l8+1buXDbkJ/9hCNvhxz44c10T1umbB2oJuIVzfgslpdi6E0xv/1Ulo9cUufqO1I1Zo8SPKIC9rUER05uYE9q4iMFxrFueciLdhhkHnDLlpBO6rlgV48g34vymslilqBsPO7vl7U2sbNr956QEMSKMNboQOI9mNKSjw0md8ecJ6VEZQdpL9zORP8BOvlBWn6MiDw+hmE75NDcJAfXz7I8sx4RTTBVFHTKDCULhCpAFaBKpC4QqkTKEqVKpCoRskQqg5AlQhmEKuvq5acwL9DZJOF4A+FoPeF4jnC0gWC8jiCbOYZzysqMIj5CHi6QBQukepFU9RjJHinLWG/xRoGVeKMQVuCtrFs1tg6slThX+ejXeo/zBu8t3jkwGoxGWFUXEtTUD/hKbOhEbuKnaf64YHRsftC39v2oV0QVQFpRrRKc1BgpcVpjtMIqjdEBVims1pXOtVJYqSsdCCdxlTBG1YxHGIcsPbK04GqKdipXUpUVVbkJNRylyrey7Qmo3IsBDr2q0VHFXFRNVa5qLY8VuvKVfbLe1t6vZWGtvI/w9TwkRRxyzUc/dEKf3YkCxTXAbwKfBN4JvBR4C1X48sPe+z8+odlU154CPgKcAuwErvfeLz3mnEuAd1N5ui3wO977jzzVtb8XgAIqGvJbb72VG264gZNOOolf/fBX2fIvYya7N3Nk8VSkPJmr3nAOV169ic/e/1k+83f/RFzGHM6W+Ky+EqTnra9SvPqsV/Fj77mN3Qtj/uczTmXPP+0naCiKkeH0GUmvfRcP9D/PSz+5DenhT1/WZWLqEl6gu0pXsYwAACAASURBVMwlI7KJR8kmduL1ivtHMcq6yKUucmEdS0vnM1o+nXI8hQOWtOHejQEPnNJkYS6qCOkGJeGRFNGNyKYipg7mXH5nD9HYwdbpzxIz4Lo9G7lkaxPyEDO9GXfqeRTJFKPlknRYVlQQT2BSCVQgUap6irWlwxRr4NHoBLTbjmj4KPrQNvTBnTQXjpAUY5SttBrmOwm7N27m8JnnsnDK2Vxw9bWcl7RoWNiXFuzLCvamBQfSgsXlnHI5p5l6WpmjnXraRUm7LAlciZBmtUlt0PEIFfZWV0I6MsRJgzhpoZM2UicYU6KHGeHQEowlYRoT5C100SEsJpH+2OBxqQfkQY8sXCYN+2RhnzRapgj6lNEyXo9R0qKEq3r8Kvlf9ShuYWUsbTVf4cBp+v0Z+v1ZBv1Z+v1ZrAkAT6DGtFvztFrzNJNFkngZKRzOCryrm31M/9j9jtWxO955R53jjj6vPtfVj9SuevSuzq2Ps6pLJNaoWL+tVi1xxGMKOASPKejgKNBbWRKtXMGLY2o+vF8jRnE1t1SVaKuwfk0J71hBo5VxtWqp3JdV/M0IVbdqu6PafOgd/+mE/tpvyvUkhHgd8Abgf3vv/+8JzeDx1/x9YNF7/3tCiLcCk977X33MOWcB3nu/XQixEfg6cO7KCueJ7HsFKPI8553vfCdRFPGmN72JsYff/h9fZvM+w3nNd3Dn8Aa0avLj/+Uqpuea7Jzfye//5btYN0wYpTkfF5dhGod47pX38JZLf42fe/8ODg9y3vWi83nk73eSjw06lNjUcM05bdSOBxjf+idE/R5/fp3is88QJCbhquEFXDE6jwvdDKI7T37qPH56HwvZQ0RuYXW+wgoYtigG6xn0TyEbbKafz3FvdxO3bZph/0z1Q9fpG5LSg3Vku4ZkCxkIiKXBqkM88+Dd/IcH7+KM+UXSVpPlF7+C9vWvY3J6moYT+MywdGDEwv4Ry4fGDJdyxoOCYmz4pkp+vFtldFU1WZ4TjlJLbBKiuhM0p7tMdhKakUZowdB7+jiWnGPRW+atZakwpJkhLj2NwhPnjnYJ7cLTSC36OJE7FQ4Im4ZkQtOe6jA5s4H2VIvWZExzKqQ1ERGWGXbvHuyBQ5gjfexShhkIbBZhyg5wLJAIcoRcwukxqc7pCcdhH7Bkm/RtwqhMoNRExqOMrzPOoFAp+ye2sbf7IAe6DzGOFmmXHTYMT2ZutIlm2T6GKEWKCKVjdBihowgVSeTqI7OtH5srwhAvHEJYvKi3a0YsVioV6lWO8wWWAU4McWKIFyOQY4QcI2WGEFVQX4q6qsOFKB8ifIDwAdJrpBc0hKUhUxoyI5IlElevtgSFDTClxlmFd1VGHb5yZa0Cjoea2+RYEHtCgHui40e9/omA8TGgWvOwf8staBt+/r2fOqHXnuiKQgMvAkrgFuAXgSuA3/Te331CM1m79lbgud77A0KIDcDN3vuzn+I1dwOv8d5vf7LzvleAAtYC28973vN4znOew50Hl/n0792BUjlXFX/A7eVbCTohb/pvzyKMNakpufF9b+e03RnWOj5jz6ffeYTJkz/BG877aT7w2U30x5a/+OHL2PUPuzjw8DLduYTeoTFzGxOubh9i/Pfvxx66nyPnnMM7fqDPQ8E8vnYUn56dxMWjszh3eCat4en0NkTc3dmF6+7l7OEtnBnvJGin5JE4JtbgjCbNp5n369mr17E7nmORGdywS/fgBDO7ElpLMJSegbbMK8vE8gGevesrXHbgLowv+ezJV/Dx05/NQneO6WbIZDNkMgnpJgGTSchEIyD2oAuHHDv8sMQtF5heQblYEFh/TIHSSgz2WGLUkpABMl9G2RJZ2sodJDROapwMMSrA6ginwqqYC/lUafDfWqs/2hVtBSkFUgliCQ3hSYSlgSfGE8FqJlMo1OOqtZ33lBgyb0mFZeQhRZIjKbyi8JKxzVkUPQZqmVGwjJVV7CJxAZFXKGmxerwaTJAuJCjbBGUHlbcJTPtp0bhD9XdJJZFaoJRAarnW12OhIVNjxnLASA4Y0mfAMstuib5dxlDUsZjqS0lEQks0SVxCwyqalDT1iImoT6fZQ+oq1dQUMaPBDOPResajWcoywckSLzI8WUXLXgtCGa8qLWwfkPuAHEWBwisP0oF0eFmt2jwWL+tegw99hekaZOARgUcEQOBR2oOu2XAxa5xN3lZB7bIgKHPCsiAqM0KTVZQvxqDrdFrpXOWWrUr/6hWKrCrahaDwCb/8X/72xG69EwSKfwC+QpXltNl7//r6yf6/UT3p33hCs6mu3fPed+uxAJZWtp/g/CuB9wHne/94TmQhxBuBNwLMzc1d9ld/9VcnOjWGwyGtVuuEX/+N2v3338/8/DxXXHEFSZLwxQOKyS+UFDP7Obf/SR4ufhI5A+d9v0RIwdjD2w/t57IHt9PAc7fdyMHpvYym/o4NejNHdr2SIt3ML18ak+wWzD8IQQLOgs1hbkvJM77yfoptX0fNnIO++pX86en/wk3x12i5hFTmGGkQXnBKvpFTh6fR6G2hMziFyEyh8v1sbj3IMzd8nDA+wjAOKGNBGktGcUgaS9CPv6f6vkNaTuJHHXS/A+MONutgsg42ayL7oPuOgdXsa7c40pqgkCFDJD3nWXKesfCkT+J1CCU0ZJVJE3kIvCCwoI0gcBB6Qeir+HfgBaHzxG5Id7STdYNHmBruoTNaYGI8ppUVqPp/wwnJcrPNwswcw7nNmE2biWfX0ZqaRrQ71T9rzUdnHYycYNkLlp1g4ARDLxg6ydDD2IM0gkbuiUtHXHiSwtE0JXHpiUw1X2XkaqD3cSZA1qqkKw3paWBJcMTCHwUmgrAGklBoAnF8MsLCO3Lvybwj9Z7UW1LvyL0j855cFKRizDjok+o+biVTzYMyTYKyQ1C20UUHZRsrNdf/bt9hGwYDrvqhiRN67fOe97wTAop7vfcXCiFC4Fbv/aVHHbvEe3/Xk72pEOJzwPrjHPp14H1HA4MQYsl7P/kE19kA3Ay83nv/lLSI30srCoDBYMA73/lO5ubmeP3rX4+Ukt957x10b+/R2XQzLHn64+dx5rUbuO515wJwIC945S33ccnnb2KDLDnimhw+aciRzhdYzBbR48sxC9fxoZ94Ce2e4XN/8QCmsMydOsG+rUs0uxHPdP+E+4ePIuJJGlf9DHr9JHecfZA/Nu8nT1MuKs5mIIY8FO8krcnqYpvQTbewobeJmdFmLiqW+YHoY8wGeznk58hkyHp/CKVKskiyfWIjn9x0JfuSdXRZZpIFuvTossSEX0aJxxcWeS9wRQOTt7FFC1c0sXkTW9StbIJr4UULL5oYWhia5CRkRGQCUjwj7xk6y8A5lq2lVxp6hSVzT/Tru2aJGTObH+bM/m7OXN7DSYPDzIz7tLOCZl4QHBVPKaVivtVlvjvH0vRmiumNMLsBt24jYt0cjVZEEmuajYBmIyCJFZmAZe9YtIaD2TwHsgUOFiOOGM9hn7AsJvFCoWwVI2lmnoncssFIZktJt/C0c0+cOXRqYWSwY/OEKx8dKYSyTEw1aYSGlipokKLtGFWm6DInMpbYQuBDoIWng+f4RWWlMGQqxwiP8TD2JUNGZKIgoyT3BmMDrImwpkEUTtDsdmhOxjQnIpoTIUndNzshjYkQHag6tu7r+8DjrccYhyksRWar2FTpsKWjLFa21/ZnRcZ8Os+CmWehnGdffzdFnNHzS/RZpKRgLZAuiLxiQjk62jEhBS0fkGSTtMcbmR6dTHO4EYBc5fRFypCMocgohV29jjaeKCtIxhmNcUoyTmmkGdILrAxwKsTJoBrLeqwCrAqxKqp6GdaUJAFe6qp4TlQxjFIKikBQ6LoFUKq17VJ7SlUVWDop0Tbjw7/wvKe8x49nJ7qi+Fngx+rNd3rvP3BC7378az8t15MQokMFEr/rvf+bp3Pt7zWgALjzzjv5+Mc/zgtf+EKuueYaCuP43d/+MpOHSy7f+MfcPf98fHYB1772TC5+3kkA7BjnvPyObTzj05/iJDFGCXiofYjo3D4PLD5IaR30r+VPXvYWLp7cwOf+8gH2bV1i41ld8pFhYd+QU5P9nPb5/4UvDPEz/iPB5qsQ2jJ/VsmHW5/ipv7nuKZ/MS8cX8M8i2yLd7GtsYud0f5V3YXAaE4um1xcHuGcYkgwOpPR+GJOCnZzknqUk/1+jBK85axf4e/nXoB0Bic1wluaDJlgmUnf4+RRj82jJbbkS5wy2kpc7MTGDtOW5BMeEVfKc09m3klcGeNMA1vGOBPX21E1NjG4GOdCtG6BaIBo4EWMFzGWmJKQcaoZpopBqhhkklEBqTEIs0xQLjCR7mfDYDfrhgeZygY085JmXtIozOoqBKr0xSONCQ40ZziYTHOwOcWhpJJFPZxMshi3H1enIAAtPIFySGmQytSuDolTsnKPyYBSBlglj6ovqBZysa+4pjpO0EHScoKmA4ZjpnSDsPCowiEyi89snZ0j0FSvr4r9aroR5YgCQyQLGiJHBsvk0TJFUGClouVatG2TmbLNhG0R+cdnuK1+FjgKLLn3lA5KpyidoPSVPrwLJCrR6FZI0AmIujHxVEwy06A5FdPqRjTaAfJpFl7Csf/L3nv6RZ+9w73sG+xj33Cl7WVvfxcHRgfJnTnm9U3pmQkC1oVTzIkNbChOYUPvVLq9BsFAkXrDkhixqIb0xAjD2oNPpBo0VULThySloJlamoMcnY4Q6XC1yXyELEboYowuq6Z8NQ8PNbBEx7RSJxRBizJsUwZNSt3E6AajuIlpBtz4np962p/R0fZdRwoohPifwMJRwewp7/2vPOacELgJ+IT3/o+e7rW/F4HCe89HP/pRtm7dyo033siGDRvYe3jEB//7bTjh+OHuW/jkkV/Al1v4gTdfyKkXV+R+DwxTXnnHdi7/7KdpOtgUjFjUI+7b8HUaE112Dx8Gr3nxllfxn698E/tuybj1448QtwLOuGwd2792CLswz2Xb/oTG/G6CM15I47zn42UH0LA55O6NO3iP+TAHBvt5de8FvGzwXOI8YFe0n+3xHh5u7Gar3Ma+xjzFUQUVLQsTtkOSTzFTCE43Y1Q8zfvPeD1H4jku6T/EgWiGA/EceEfDGHIV4GT1IzU1sJx5cIFnbLuTC+//Emfs3U12kueWK8bcfLrGBpKGhA1KcUbS5aTOeja215OICGsMZTnCmCHWDLFujHNVpSus+duf9vfjJM4GeBvibVCP620X4KzGW1UFTo0AA8J4KAWy9Kiy+nFWhVtNsRSlQxhPSUgpYwpiUpkwVE0GskVPtZlXbRZlm1wJrCoppaFQDistxksKF1C4kMJGGKexbkV66JuzFUpxzQqAHAUkq81jVEoeLpOGS2ThElIYul6zIZ9kQzHNxmKC9V7QliVN6WgIQSQUkQ+ICOpeo3nyGIepwaT0VQGdUxKvJYQSESlkQ6OSgKAVoNshYSdENTT3bXuAiy6/BBGqWku7iv2wEiQ/ivML4VkqFjmQHmD/eAe7lu9i3/BhDqQHOJz3WTKO8jEB6JaKWS/Xsd7OMTvu0u4nNMoYbSperlx5enaIPcpb3u12mZ2dZd26dav9zMwMYU2Z4pxj6eAhDu/czcLOXfT3H2J0+DDZkQVklhGUJWFREjtL4j2RNYSmRBc5Mk9Jp+a4/KbvYIzi22lCiGngo8DJwC6q9NhFIcTlwE9773+qzrb6C+D+o176hqdyeX0vAgXAeDzmXe96F41Ggze+8Y0EQcCXbtnD1z+wnYUJw89Fb+Zv5n8bz3pe/UuXsv60yg/5teURr73rYa75zE0ctDNcFh0kEoZHJh7mvtZeTLEJmvcRSMXLT38ZL5/4D2z/2JilAyPOeeZ6oiTg3n/ewZnb/5ZNe7+Amj6N+Io3ETf24eRsRcsdSrIzFF+avIv/M/5rsuGIV/ffwPctn8/6KqkJh2M/B3hA38do7l4WuY8dgeLhMGD5MU+BkjZ5tIGGb3HZ8BA2mGbrxDPY2bwQp6eYLDLCQtAPG6RR9SOirGPLgb2ctftRTjm8yIwN0Q3BkXiRnY2M5SAj02MacsgW2WdLNOaMDmyYbiMmN6IaMwS6i9Jtdu06zJlnnoeUIUIESFkRZ6w8SRtTUGQjynJMWYwxRYqxKdZkWJPiXIF1Gc5leF/gfY6nqMaUIAqEKKGux/hWm3cSvML7msbBy7q2TFT7vKjIQHyA9xWFRGE0XjYwXlN6SekVRR3ULr1cDdgWXlKgME5SeonxCuMl1qmqRsMqvJW4uqbDWYF1EuskpRMYr3C+SvV0XmK9wq2MnUJ7x4TI6ZLSFRmTZDQ8hLUaYO5b5LaF802EjwlcSEsoOl7QEtDygpaoCBUTBAkgn4Jy3XtPDtVqBig8qyuZ0leCT4YqvuR8JRLlvcf6ijm49B4a85QzDzKaeoi0s5dBtMCS8yxZyUKpWbKC4jHV/qELmC2nmC4naJsWsWmgTIiwAcJKGraBrJMllIvRtol2TQLbRLuEwDVRdUxJiJpe3Ducc7iV3jnWfsM9NDJ+/jtJCvi9at+rQAHw8MMP84EPfIArr7ySl760Knz/6Pvu4chX5tm1YcSvm5/jI4t/gIhmec2vXM7k+iYAX+kN+bE7H+bZn/5HvubO5tJgP2cEixAL7mxv5d75Kwi79xJP3on1hitnr+L7D72W3m2K9lTMxNkZE2ojC3/z95y99UPIICK54k0EM+tpqU9ig5NJ7dX4UiHbAcMz4EsTd/CB0RfYG76SVx86jZftH3HyWK9Jl3qHUIs0uYVM38lXksM8fGbJIac5kE6zy8X0VIpwS4+rEFaiSa7XYfU0UnSYMBHKzlLIdfSbXfqtOZAVG+H08oDZZc/kOGB22TLTt0wPHHFZB6JxeJWiZEokxyR6jA5SCHIIc3yc4aMcqdeaCi06lAShIoh03ULCOCKIQnQQo3UTJRsolSBVjFJJvR0jV/sYKSOEUHgvyIYl/fmU3uFFFvbtY2nhEKPBImW2jDdjhE/RoiDAowQo6ausJykq/Wjlq8C1qnxEviKKqrJxFEc/7q9m5whhV+srRF1bUY1dXXPxmGPCIWR97F/RfC0R631V/OZrsHFeVaC1AkJO4m2MMAnSJAjTQJoG0jZQJkbZGG1itI1RNiKwEdpGBC4ksGHVu4DQPT0SRIejEJZSWgphKKWhFIZSlhSioJQluTTkwpLVbSxzhmJMXw7JZM5YpYxlyliO8cKjnCAkILABykpiE5CYmIaJ6ahpmkGXJOjSDLs0wgmaQRulwlpGw2NKQ5qmZFnGqOxxw1t/8IQ+838Him/A/jWBAtYK8V7zmtdwwQUX4L3nHb/zReRew6OnLfDry7/Bx5Z+n7AzxQ/96pW0JisNgy8vDfjxO7fxrJtu4svyIjb6JZ43uYDK+0QzTT6+MMXBIqG55c9oJD1ym3Naej4vePTHkf2Yc5+1gQufu4kH//oWmh/47zSyedS5LyY58weJwl10eDcuPoVx8iNk81NgPWoiIj1D8pfJYf4sXoeyQ17w6Od4zcFTOCc7hZBj9RUEiwx5lP7mPZRz29gbav4s/AnuVTHT/R2cu/8u0EP6eh6RLDIQjoF1uOPQikkXEpkYSZM8nGKUzGGCSZyawMk2TRvTLQOSAqKxJR5mTA4tU0PHdB6SmIjQVgpy9kl868c1YZGqqugWqqiquVf7qq1UeAtVIJRBrlR5S4PUHqlAaYHUVa+0QCqJM5piIBj1BP0+ZCODGaX4dATFAOEypPOExhAZS1Q6YhsQWkFkBKG1hNYQmoKwrKivvdQ4GdQpwAFOaLzUmEhjGxqXRPhmE9GcQLS6yGQG2ZyBuIEPQ3yo8YHCa4WT4JTAW4N1BudKnLWUtsBYUzVX1E+9KxxbBu8rfWy8RQqHErVudw1YVWrqGnghC5xO8Sqvms4r0Ku5PpSXFXOvrzQnpBcVwImqyFAIvwp81XXN2lisgGiV4royD+UCpA1RLkK5EGUjpIlr4ImrZmLkyn7bQJio2rYNpInWznFPri1ytHkcXhU4lePqv9cd1art6riVBU6VWJnjpMHKEqvKemzpmQ4/9Lr3fmP388ptfYLB7F960j/O+z88odl8m+17HSiMMbzvfe/j4MGD3Hjjjaxbtw6znPMHv3MzzUHAzgt7/MLe3+Ompd+iPd3kVW99Fo1W9TT0paUBP/H1rVz2qc9wq76YphlyybThfPZQFjkHgzluHszR2vJZssYXEQiUDbhs74u4+MD3IxqWC18xy4Unb2LXL/0a8YO3MJq5gKkrXkcYTdFo3stE+UfIGNLNv0BaXE22MwXjcYnmX2Yk/zglWZzdQ7n4Z0zvtfzgviu4yFzAZDSHFIqa4Wf17y3CHjdtSfmjLaeRC8lL9u1jyyP3UFDSIyKaSDn/jJ3MR7u5127mEbeRg7aJtQOkXaadzdMYHaSUI9Lo+PeyR+FUGy/bONlCiBiEwuHBWyIsG53nrDTn4kGPSxcXmDIx0sUYH1H6GKMnMdE6ymAKo7sYPUEpEoyIKX1YuXSsxBqLKRzWeGzpsCVYC86ANd98oZX3Bd716zZ4zHgAbsQxhIfeE1qIbETgAiKrCa0gtJ7QuIol1RYEJicoxwRmjC5T5OOz0I8xG2pcFKy1uOp9I8BHAT4O8XGAjwNoVL1ohPhGiIs1+/SIB8UiW8t5dmSLOA/aB7TkZgJ1JlaeRSpOQxBUfE/OM2GGdIplmnmfJO+T5IPVwK9DkAZtxkGHVHfIdJtStGg4Q8tkTJiUlstp2YLEFsS2JFphmnUGZQ3C+qpK2geUPsb6AEOAERongoqQUcq6spq6wNCvgc/RoIdDC4+SviI9RBCIysGpEKv7dE1UX+1XKL/SVwCovFpt0muUVzWf8PFtOVjk/Le94oTurRMFit96sot670+M9PzbbN/rQAHQ7/f50z/9U+I45sYbbySOY3p3HuRd/+cukiJk2+UFP73tf3HL0i8yPQuv+LUXEDYqX+ZtvSFvuP0Bzvnk57kjvICuH2N0xE+ekTLYs5XSC+4u13PFs86iMfs1Prvrs+wf7WdmuJnnPvIjzIw3s2/6IYLvW+DFDxom3vO3FEGb/sU/yZb1ZyAFNKbuZ3L8eyg5wp1zPdncDaT722RbF/GZpRDw4EzA1FkNFtY9yi2H/4X8y9u58OBmzmnPsal5MoLTqFhwwFKyGCp+9/wmX1ynuXTR8BsPprSKlEWzzFCkLMmScNYzu/kwtnMzD0vNA1zAVnUlD7lTKbzkvEcf4gdu/TSn77iDNDIcmJpkYW49/XWCYXuZYTiipwUD4cmEwfqcJ2eR1UjZIJIRbaHpeMGEKZgqRsxkfWZMyoSzNJ2j7VzlP4+6NJvTtJI5mq05gtZ6aK2D5iy01uHiWWw0jQ0mKq6m0mFNBSzOVqmf1nqcqXpb1r5o47HG4ayvz7dYY1Z7Z20FUqakGA/IRz1G4x7ZeECWDShGPTBjfDkEM0T448VOApAJQjTRPiJ0AYFVBE4QWEHgPIF1NT13jrYpyqTolWYztMlQJl39AX8qs0JjdUShJWnoGcUlg7ggDyAPBJIOgZuiYWeJ7AxOxjgVYlWV/ZU3NOMGZA1LHpcUUYFTtdvMg7IJyjRRtmrSNvEEFRu4qMj0vBBYIfHC18Qaa1xLGoPyBk1ZaWL4ksCXhL5Au7KOz6mqeY1F41YAhhDrg9UGCmRB1N1LY3IX8eROou5egmQJahdbOZqjHG7EjNZjs3V4O4kWCm012mhErsmsISMnU2NylZGrlFKVeGFBeH7tN37jaf7SHGv/7nr6Buy7ASgAdu7cyfve9z7OPvtsrr/+eqSUbH//1/jY7YtoF/LVyxQ3PPjn7Fz+UdZP9XjZr7+UoFkVCt49GPOGW+9h8ye/xL3RuZwSF+zMQl58RsJV0X52PbKdsQ+YOv1i3vIjL+Lvbv47ik0F/7zr85i7O1y6u9LcvX3zpxiLL/BLn7BM9iyPXHA5nU2v4/QwxgmPnN7Nhvy/os0ROPmZ+Ct+mjy+lh33zLP00CInD6p/WNkOic/s0psc89UH/pF9t9/GWWGPy+Y0bXkGfXsh1p6NlA3+YaPmD86JcBJ+dkef1+wXiFTwWFnIXJpKFKbRo4x3Mh/D7qjDo42Tedi22Hzf17jmazdz1u5HMVKx7ZSL2bvxaprT57LBHWaTOsg68Qgi3MG+KGVXYtkVhhyImhzWDRZUyLKSDIUgFQ7vc4QfI90I4VKEGyN4aj++9oKGh8R7mtbRdoa2szS9J5EhTRXTCBKSsF21aIIknqTRmCJJZmgkszSa62i01pMk0zSChEB+A5S5tT02VbRIxwwXF+kvLnB44QiH5xdYWlxguLRIttzD9Hsw6KPy41PAV6maCV4lIBsIGmjRQPkG2jcQRAROop1AO9DWoG2GsjnKZASiIKRE+5zA5WhXoFyBshnCpBjbx5UjRJkRlJaoqEIvT2UeGDcTliYnWZqcZHFyit7kJFkjXj0nSVMmhikT44z2OKeTlwRWVKywUld1DlJj5EqvsTKo+JWkrvtqu1ISkXWaswRRq4mIar8QEoSuVgEOKkWSKuBfsUZJRDQintpFPLWTeGonjamdqKhiF3YmJFvaQrpwKtniaaSLp2DGUzwRpWJDW254xwuf5l1xrH2zXE8x8JPA+azqmYH3/oYTms232f6tAAWsKeI961nP4rrrrsMbxz//l/dz52AjpdZ8+vyAH9n+OczytZzUfJiX/j9Xo0+6BICHRimvv+Vuup+8la3RmTxrTvL1BWhGmv98zTQP3P5l1HgBHzY559TNXH/99SilKF3JnY/cx+1/swe/q0WvcYivbvorXn7Ldq59wHPfFsFHrptji7+Qy/PTOSU9iWYcMKfey7rsZkRnI1x+A6NL/iNvfzhl3wNHeH7Pc/WiQ6bVU6aaihjoHtt23orObuHy2XuZ1iMO+DN4pHc1R5LztiLrngAAIABJREFU+PPLL+L26RZXLBh+876MubKgH3sOZp7CFjSVIfKOhg9IfESD8LjVwKa/l/Her+B33YrMB5Rxh4UzruLIqc8kb20m8YIZJBPe0chLmn6IFksoeZhQPIyQj1DKffSDjMWoyVh3WQ66HA4nORhMcEgnzAcNFnRMX4cMpGaEw5PXgJIifIZwWSWb6TKkz1AuRfoMXIb3Od8IT4j2leBQjCKRmkQGxCqioWNinRAHTZKwRRy2iaMOUdRh/+5DnH/2+UQqoqEbRCoi1jGxjquxOmpc91pqTFEw7vcY93oMe0scWVxksbdEb2mJYW+RtL9IOVjGDYeocVqz0j7ejNSUYYLVDaxu4GQDZAMlY7RooEWMdjHaRVVswEUgYoSQpHrI/vY2Dra3sZBsJ1NHiEpo5hGblzezebyJTfkGplwHvMH6ktIWpPkYKyzW5FVKcQgmVphGQNaIyOK1AHZUlkwOBnSX+3SXlphYWKCzuIj8Vj1ISwlBgNcarxUoiVcSX+NLRUXragXIisTRK4cLHDby2Mjh60IXj8KZJrboUOTTZNk6jGvihcK0Na/6yNtOaIrfLFD8NfAQ8KNU9B0/Bjzovf+FE5rNt9n+LQGF956bbrqJ2267jZe85CVcddVVlAspH/7V32M+ejZppPnbMxUv2/sI6xY2c3J0Fy99dYB69s+CVOzLCn78lrvgE7fxSHQqrz074YFhwL37lnnpBXOs8z0Wtt/BtBwzOTXFc5/zHC644AJUrTi24555vvSRbfQXMhpnFpj++7nyb++k0J4/ebHka+dUvtKWTTg13cxENociY4t9kEvYzelbrmXbef+JXxtMcygr+I1mlx/ONXZHn3xHH59VwJExJs23si6+m8ngHtJowC2LG/lo5/v452e9BCEEbzp0P6/eYwkGJxHatYrhZWEYxWPGMqWXD8koMcLSaoVMxo5YDIj8GFnGuF199LatyD33IZxFtDcSnHQ1weYrkcnU0/lGqFxVGVakFHJMJscUokBSoikIfUFMiVOekYLlQNEPdNW0pq8DBkFIP0oYBAnDIKavI4ZKMBSeoTCk3uBWgMbna82tjXE5whcIn6PcCvDkSJeDLxB+JV3X4J/Gyud4JoUilCGhighVTKgjIhXVwFIDjYqJVUisIyIZEniFMA7yDJsuU46XyUdjijTHjAt8ZhG5RGUCnYLOPNqBcgLlBNIJlF1bQRZBRBHElEGMCWKsijFKUugRme4xDo8wjgYU2uFVRMuezHR5OnPjs5gYbiDyCorjU6k7YbB6hAmGmKN6VijlvSCiRSKaNGVCRzXo6AaJUmjp0MKiqeR2JdVYelPRgouKw0lag8AiXa0D4i2YElcUUBp8WeLLAl8avDH4oqh6Ux3DlPiixJc5tkjxZY4r68CX9ZVGylFxL7Mp4sJ/etIKgie0bxYo7vTeP0MIcY/3/iIhRAB80Xt/9QnN5tts/5aAAqoCnI985CNs27aN1772tZxzzjksfPURPvj//SF24lWMYs1fnS550ULGafs0p0S38eJzP4N65R/D+gvplYafuuUu5j9+GzvDLfzUxW26cxv43//0MI1Q8dyzZrjr3ge4OjlIwwyZmpri2muv5aKLLkJrjSksd3xmN3d8ehcAl10imf7HPyZ/4AEWr7uMm54f8ujhHQxcwIFwnlyuZSiFpoH0EqcKytbl9JIraAYJL+0MuLw9waZ8ltkjbZoHFexKkeOVVxaE4lFksJe7kwa/edJ5PLrxZM5Jt/PG8N1sygfI4SnMH7mQ4aGLWFdOsAVoscZjZHEMRMpApPRFyjhI8e0+orMHqe9k+pGDNL4uSXY4vBAcOP0svn7Rtdx+7hWIMCEx0Co8syPLTOZZZwWzDqYLTzt3SOuOKtayIAyGEoPFUvmtFYrAawL/jbmKPFDIWtNar/WpEnWr9mUKsno7X9mWgrzen8l6v3DksqCQJQU5pSgpZa3251cAp0T4YhVkjt1eGZePOba2/bhj37RJBBrhdR3+VdW4DuYKJythJCTSS4RTCC+rLKhaPEm6WtO8/g4CArQP0IRoHxD4gJCQwEdUo5DQR0ROoJxF2BLvMko3xLF2X2siGqJNTIv/n733jrPrKO//33Pq7fdur9pd9V4s2UbGjivGgA3YmBoTAoQAJoF8CQklzpeE5BcIhJAQ4EdCCGCqbWwwpkMCxhgb9W7VlXa1u9q+t5fTZr5/nLu7ki3ZRjJp+Hm95vXMzJlz7pxy5zMzT4uRICYSRFUMTWjhwqDuhTzkYeAlTZ22cFCzxvSi7ik3NAasb1ahaSEPw7aEXBPzBoPzhoMSRQ2pKqigggwqONEsq999fnP4CwWKrUqpS4UQDwFvA8aArUqpRefVm18z/W8DCgDXdbnzzjsZHx/nt3/7t1m0aBF7P/MAP/7ZtzEyr6YQ1fnqEp2bCzrdx2v0xvbygtSHMC5/K1z5p9SMGO/avp99dz/CSWsBv78+wauu28T7vrGXbQNZOuOCqRqsS5a5KjXF9MQ4qVSKyy67jI0bN2LbNsWZGo/cd4xjOyZIpHQu9R+E79+N2bOAro98hGhDleoPv8ChoVaOWC0M2WMcNsYYtMbJ2pPUzMoZ9xSGcfHOmOk1exkurqxi09QiVlfbaNC7gAgKuHeB4OPLoigUNw7s4PLYw3iZXZhGjUD18bMT6zk0cikXN0ZY35gjUasRLRg0lpO0uo1E1Znqii4+Za2C4wyij2zFHHgMPVdE6YLCig6OXHYpj2x4Hse0ZgakonSa8bDtSlrLkm5Po88XLHYUy/I+iyZqRGZnd7pCS1QpWaOc0o5zRBxnt3mSfXYVJULtFVtp9HiCxSJGn9lIb6SNnlgXzZEWhBFDCTNcwDhllFOCWgncCsqpgFsBt4pyq+DWQq+P9T3v+pBEPU5cvd5EmFEwIigj5L4RxTGjuHoEV7dwNBNX0/GEhisErtDwFLgCvLrhmVvnnpJ4SuIjQ8vp+trFEwJXCDyhcJG4WoAnJJ4IcAnwNYlPgCcCAiEJCPBFgCQgECHMhi18JB6SULVWKS/00Kp8wKuD3GzeB+XPAxZ+nT8z20YKHStIkPEypN0MGSdJ2k2QcusGc0AgJHnLIxfxyEYCchFFNgpVQwfNCN+lqHMMlDi9zqjXndZGGCge10aY84BZ/+XZUBmzfHHB48cvv/S87vNCgeJNwH3AOkJL6QTwfqXUP59Xb37N9L8RKADK5TJ33nkn2WyW2267jd4FvXz7T/+ao2NDmE2voWRqfHWVwW01m9T+Ij3NY7xQ/yOMVBM87y9Ra1/BRw/088AXfsqQ2c3vrIrwgddey13bhvib7+yj5oOha8RMjb+5roWxI7s5efIkkUiESy65hEsvvZRkMsmpozl+ce9RJgaL9FnDLN71OdTMFM1veTPNt9+OmHoM78efpXQ4TTm4FoVBNaGx3yuztzRG0Z4mH51mJFOgFJvBis5QIUfJKz3hnjWlsajaxvpKNyucHiIs4bPLlrG9yeLSKZ8/O1AmkGOciIwwaI8yYJ/ipD3KuJ5H1+O0xFKko3EsYRELIjTUEjSUk6SmYrR6TTQ4STJegoSMEFUWMn8Sb3gr/vA2VC0HuonoWIm7cAnZvk6mohGm9RTTZopJK8ZIzGYsrpMzBTlL4GiQqUnaXUW3C30OLC4E9M54dNUU8QCErRGkXHL2OMP6IIe0frbr/ew3JudcZ0elZKHnscT1WOxLlhgpFkVb6UwuQEt3QbIDUh2Q7IRke1gGqOWhloNa4bR8Hmp5Th7ZR09bJjzmFMApnpavl59CJRYIhbR2AqwkWPF6Pg5WnZsx0C3QjDCJ01zSKxUCmvIh8EOdYb8GvgNeFbxK2A+vAm4ZnBJ4ZZB+uMqyBNWIXk8atYhONRrmHUsLA/7MBgSSGsLR0Hybac/iWGBxLBAckZJifcxLaha9epouI02LkcIiQk0pajKgJgNcGeBIH0f6eNLHlR7VwMMNXDzpEciAqG8S96MkvRiJIE7SSxCR84JzR3MomAXyVp68nSdv5ilYBYILNmicjaVXT3WwMbUedr728+d1xWe1nn4F+u8KFBC6QP/CF75APp/nta99LW2JBr74zj/EI41qupWKVHxtvc3vqijm9izdvRovSv8N5vhW6NoEz/sA98o+Pv7p7zNkdHHjQsGn3vIivv2jn/JIqYmvbR2qx68X/N3L13Fxi+KRRx7h4MGD6LrOmjVr2Lx5M+1t7RzZNs4v7++nOplj4+QDJA8/RGTVKjo//LfYS5fCzHGChz5HaWeJsvs8JGm0VECtt5mTk0McHfRxq6FludQkzS0OyRUptG6JaHSomEWyTpbp6jTjM8OMjeyl5k1S1RWFxC0MttyMQPCygUFeO2jQ4TXNPSdXeAxZYwxZYwzbE4xEJhm1JzllT+KI0BgMQRhuFIUmNeJ+jA6nlXa3mTaniSUjHt0DIzQM9WM4FZRuQcdq7I5LsNrWIownGlQ5QlLSBQVTI2sLcpZGwRQUTCgZgqomUTLADiQZX9Dq6jS6iiZXkXJdyuY0Y5FJTlljnDRP0W8MM2CN42mhLMdQiuZA0ur7tPk+7X5AR+DT4QdYZhwz2ogRbcCINmLEmjHiLXP8seNjbLrsevRoI4ZhYWjGfBJGuLJzy+CWwsHaKYQDtVMM02y9Wwrr3dAAcD5fqqf6AO+fXVvqnKTbYEbrYBMNAceMgRUDIwKaCXoYy3rOx3rotAmUQqoAT5VwZAmHClVRoeDlkFGoGA41M0DqAolgwhf01zSOVzWOuTq5eozvBhWwwXPZ5DhsLlVZWvOeaLEg9HrfonP9DMwoVT1CAYsZaXHKsxmuRZn2ori+jR9YKGlwuqaSrklsQxHRJbruo4SLrxxcGQKR4zs4gYNXByY38ELBvFBITRFos5zT8oqMyPCl9/7wV3v2s7d2gSuK95+tXin1V+fVm18z/W8GCgjdkn/hC1+gWCzyqle9CnOswL3/9Bd0tlzMTOwaqlWfr2+M8BojjvnIFG0LU9x01VHsh/8Kiqdg0dUcWv923vqVEwxonVzW5vL76zNce+017BvO8/5v7WfXUBhE8KUbOvmHV64nm82yZcsWdu3ahed59Pb2cumll7Jk0VIOPDTKjh8Mkh7azqrjd6N7VVre8Xaa3vhGhK5DZQa1/ctUHt5HqXg5nlqM0H1i6xtwl0T57IFjHJrMsHCyRnsuQKlQzmBHDZp7EjQvSNLclaCpO0GyUWfsPz6HvfOfcW2XP1r2Hn7ZuImltQmef/xhzKMnyRiNdGTaadYbyVSbSLmNZxgo5ewSo+YUU7Eco9YUw8YYJ81RTuqjVEXtCc9bk4pVJxWXHVJceliRroBjwqG+CMcWNTDW20ZES5EOkiSDGKkgTjJIkPaTpPw0SRknqkws9dReT6saVHVFTZfU6i4ifOHh4eCKCo4oUhVFSnqFvF6iqJdxNJea5uIIF6fOXc3DEV6du6GLCeGfS6MSmN2oqu+boyGEjqZpaHWuC30uGZoR5jX9DMCZPWYIA1NoxJVGTElidfXgmFJEpSIiA6JKYgcBESmxpR9alEsfK/AwZd3RXeDWA/a4GH4NLfDQ/Bqa76DJ8/OhpTQdpZtIXUdqAl9TDOqw3dLZadrsNi2mtHCfMa0ka1XAeiW4SBgsFhamsNAxMaSOGWhoSiFkAIFbT159leSi/Br41bqtBeRIM0ET4zQzQTMTNDFNQ13FFgSSJrK0Mk2LlqfVKNFqVGm0A3QrgtSj+HokNPTUbHxsPCx8EdpteMpgtOhy5dvPzxb6QoHiXacVI8BNhFpPz6rH/hdRoVDgy1/+MlNTU9xyyy3kH97Olgfv45INv82Rah+VyRrf2RjjhkyC2IOTNHbGefHtK4gd/hL8/GNQmaLWcyWvOXo9u9RiFkZmuO+9r6IxYqGU4tt7TvG+b+6j7AQ0xiw+8ZoNXL60hWq1ys6dO9m2bRu5XI5kMsmmTZtYvWItRx6e4dCPDrL04F20TO7CWrOW7r/9IPaSJWGnZYA69H3cn3+P8mArFflbgIXZ6DO9cQHvMvLsCTReObiNVx/9BbWgj0ltA9OlNEF9TBAC0q0xGtpjxPUJoiMPsK3F4GPLX06AxqsnDnG973Lq4AEmTvSj24qFz20ikvFpkBKz0g7FpUQrPSSDJlTlzOW/ljARGROVMZBpDT8l8JKKWsKjFvPxpIPctR/9p1uJPboPK18m0AUjvRkO9iXYtyBBIaojhZxLQvfQDIltmCREgrRqIlNtI1lrwnYz6EEKTcXQsBC6QNPBEAIDha0gGkAsgKiviAWKaHDWuFBPSaGPIh9PeDiaFwq0hY8rPNxZf0X1utOTLwI8LdQkO73OFz5eXa7giyCUKtTzgQjwhay3C+oz4dk2AbJ+LEDW287LKwIRhBbzT2HAriuFrRTROvjYSoZlGdZH6sdn29hyvi6iFJZSRBVzbU6vn9EEhy2LA7bFXtti3AgnL6kgYGPN4eJ6Wu66nD0M1LnJExq+puELHU/oOBhM0cikamRGNZJTGXIqTUklmX0IGgFpUaBRy9EksjSLLC3M0EAOW3kYMkCXPhowE2mj8b1HfuXvA57hrSchhA38UCl19Xn15tdMvwlAAVCtVrnrrrsYHBzkhhtuYODurzM+doKXvPoOfnkMsscK/GxVhKXdSXp+Ok2iMcJL/mgDybgP2z4Lj34KWZrkff6buTu4ii5jir9/5y1sbkoB4HgBb79rFz86MA7A5oWNvPuFK9jY04CUkqNHj7J161b6+/sRQrB8+XJWLV/L1D6Yuf+7LDt6D4Z0aHjr22i//fcRxml/qewAcstXqWwfplzejKcWghZwstvi4y0W+5rgjuJPeM3ej4LvkU9cylTrLczYm8jmI8yMlslPVOeC3OSjGt+/xOZoR5TFkzO8bOdBetMZDNNhvH83pZmTRBskiYsszNYRWtMTSCWImlewMPlSUmojKi/wp2thrOqsQ5CrPcFoW0uaGJkIesZGS5oE0/04jz1KZfvD+KMjIATWmjUEF68nu7SFcb1KNjdNoVClXAbHiaAeFzZU1xXxuEkiniJhtWLTGKry1gyqZZisSSb8gGJUoxjVKEU0ajENGdHwTYGvhxH/LCWIBIpIQDgoBhDzFQnfJ+b72L6DGdQwZGhRbMmAqBTEMYjVU1Rq2FLDkBq6FKEylxR1DSMdXf2qw+L5k08IKIEIwSQgBN7TeQgqYZszeYAU6gnnnN4mLKsz6lU90vfjj81xwjaBCI+puk22qSQR5WOrAAOFrmYlJQGGkugoNBWqz+pIdCUxkBh1/viyoQJQUFFRCkTJEyenEswQpyDi89+jkjRRpJk8zapACzmKVo7L//z8xr9nGigagG1KqSXn1ZtfM/2mAAWA53l84xvf4ODBg6xbvZqRb91LTMR5xbs/yINbJhnaPsnBbpPi8iRXPFLAtDRe/I4NNHUlwKvBnq8if/EJPjm5no/5r2CtOMYNr3gub9lwMWY9LsR39p7inXfvxg8UCrhyWQtvv3YJl/SFdgczMzPs2LGDXbt2UalUSKVSrFy6Btmvkbjvc7RO7iLoWsyCj3yI9Ka1Z96ADFD9P8X7xQ8o95tUvcuRpClYiu+3WwwvjnF7wyGWHfwynHgIUNC+FtbcSrDiFopBK9nxCrnxCvlTU3y/NME9S1rwNI2r91d5zpEaWv3z1nQP6eUI/DzCLkFLiVTbKTKZUYxIidaOVXT1Po/WtuswjAQqUAQF5zTgcPCzNYKcQ5APy8oLkUQphSyM4I/txh/fg5wJVYn1pg4i6y8jfunlRDdtJEhUyTrHmCgeZTo7TD43TbFYolozcZ0orhvDdWNI+bj4DEpgqjhxI4OtJTFlFOHZSMfArwj8ACq2oBTRKNuCWkzHTeg4EY2qBRVDULIEZUtQsDSK1pNM15VEyDKGqhIRPgkdMqZBo2nTZsfojKTpspI0ajpJr0rSK5NwSiRqxdD/Uq2AVi2Emlq1MtQqKKcaamg5NfBqocxc6aEr9HBoJdTQMgAdJWwwoqHVtx4BPYLSIqDbKM0CzQZhoTQThDmnGRSeG8Y5l0qQz+ZJJZMoqeYSqs6lCt1zSxVaTM/mFXVzmfm8kPU6pf7LQ7x6BOREmZwok9XKZEWZvChTEFUQkMTmXX/5vvO69oVuPe1j3mxUB1qAv1JKffK8evNrpt8koIDQzuInP/kJDz/8MM2ZNNVtD7E8uZ4X/MWfsH3nBDu+PcBUSmP7RQlu3lUFT3Hj29bSubRh9gLs/ebHePjgEB8pPZ9LxCHe1v4gy37rdXStewkYNofHirzpi9sYyVaJmDoVN+Di3gbeetVirl3RiqYJfN/n8OHD7Ny5k/7+fgC6O3tIniiy+Ad3EasVcK56Gcv+vz8l3px64o3UCqgD36H26E7Ko02U5WZ0ZTAaEWT7dDZf3Eqy+CPEgftgeFt4TtcmWP0yWH0zpLsBGCtM8+4du/gRzazOn+AP9/yE6kiUKa+DSKIDYSRxaxqos3n3lOh2GTsmiacTJBtaiCajRBMmkbhJJG5gx8O8FdWxNA3DC1AlLwSPvEOQd3GHR3AObMXt34E/fjDU7jEiGK2rMNrWoXesxmhqQU+aaAkLYgGBVcQ3p6nppygHQ2TdkxS8ScpK4nk2rhshCBoIggyeF8VxDBxHEfgKoQz0IPRqejo3VBQtsBHBmSsBKcCJghsNNYl8U+DZAtfWcU2Nmq1RjCpyliRvBuR1qOk6jm6jtKdeVUQ0QULXSRgaSV0nrmvEdZ24oZHQNOJCElcucekQlTXifoWYVybml4i6BWJenpiTI1rLEqtlidWmiVSn0Z18qKn1dATlQsPTo5ixBrCToXaWnQy1s+Z44rRy/My6M/LxUJNLiDrYEGpwKYVSkKtk2TOxhz0Te9g7vofjueOgFKYwWZ5ZzpqmNaxpXM2qxlUkzUQY8jVwcd0snjON6+TwvBk8N1dPWTyviO/m8f0C1O1CQMzlNS2GoacQWgpXxCkGMSarJllf4/Y33P7Uz+dsj+wCgaL3tKIPjCv1ND1+/RfQbxpQzNKBAwe4//77EUGAfuIg17TewKY7XsOR/hzf/+wBpAb/sT7GjSd8jLzPda9fydKL24D5e/7XL93Lh/eb9Ihxvmx/iCbbw1z1ErS1Lyffdhlvv2cfDx2ZZFNPhtF8jVP5Gotb4rzh8oXcurGbqBXOhHO5HHv27GH37t1ks1lMw6R1ssCS3VtIFSX+q/+INW+5iXj6HK6Yy1PIvd9hYvsJDhU30VtswFTg2Q6ZRTrR1U3YlZ8gDn4DRveE53RfAqtuhlUvRaW7uX90ijuODFIKFO8cvJM3j36Xw+VeHj1hU5Mm7UtWkWzpoZR1GR84hZAWeiqK0RgjZukEToTATSLdRvyaxZNtmhuWhh01sOppLh/RsXCJn9iLeXgb2pHtUMwCoLUuxOhZj9G5Fj3ZC9X6jPZsZCtU1CGwyvhmDlebwDOm8M0inlHBEQ6+aSHNFIGZxteSSJnE96N4nolTg6lTOXQVxa8qgpqGFlihe2w5z882W1bCA63uHl0LkIbEt8GJKCpWQNH2yNoOeduhaAUUTUXFFGh2At1MopmJ0CZEixAIC1fp1CSUA/mk7hjPRpYQRHRBVNOICIgISRRJhICo8rGlR0Q5RAIXWzp4+UmaIwa2X8HyK0T8MpZXxnZL2F4RyyliyRq29LCUhyXdMC9Dp3+W9Ot5DxOFaUbQrVgdVE5TCZ5VC7YSYMUoGSa7/QI7nEl2VkbZVxnBU6E8bEliAZua17KxdSMbOy6lPd03rz58FpLSx/OyuO4EjjuJ60zhupO47lRYdqdw3WlcdxLfzwNLuO7a/0StJyHEk/o0UErNnFdvfs30mwoUAOPj49xzzz1MT08TmZnkZZ03s+Sd1zAyXuGL/7CDTFWxY5HFopKiYcLjslsWc9Hze/jZz342d88P/GQ7f/KDIaI43N78PX7H/TFxvwLRRuSyF/DN6kXcsbeZZV2t3HJRF/ftGmb/SIFMzORVlyzgtc/pZUFj6GJDKcXg4CB79+7lwIEDOI6D7Tj0DAySKCfIvPj3uOiWdaSanyQeRGWGR3Y9zAP9SVZPRbhi0gndRGg1Ip0O0SVxbH03ev99MLYvPKfrYlj1UiaX3sSfT2h8azLHaneMf9j356ytDXOMFRwo9tA/EH7CrX2LSHd2c3J0mtLAEUzlYnd6tF9k0NQ9TqDy4KdJRK8iGb2SiLmRwLWolX3cqodT8XGqPm7Vx6mE3HOCsFwL8J1Zb6aKRGmYppnHaJo5QCp/Ag2Jp0fJNiwn37iCStNKtFQrMUsnYggimsDWwkHSAgypMJTCCM4d9FQS4OsOvl4j0KsERg3f8NBjOiJqokVttFgUIgmIJFCRGL4WUK65VIoulaJHrejhlAPcssSrKoIaSFdD+UZ9dnuW3xUeUguT0tx63q/nfaTmEugOvubgmQ6+BdgRsKMIO4pmxdDtGLoVR1hRfMMg0HR8XcerGwL6mhYaAlI37EPgInAJI9c5ClylcJSi4vkEWmg0+EyRriQmsu5J1seSPoYKAcWQHqZ0MWR4zKi30aSD55+iEoxQlqMU5SRB3dI7Sowm0UyL1kKb3kqDlsHQ9TBpOrpe1yjTw2ToJno9GUY9b9johoWmG4wO9vOGF/z2ed3b+QLFCeaDB/QA2Xo+A5xUSi08r978muk3GSggtOL+zrfuZ++BxzAdl5d2X8/qt1xFturx4Q//kp6pgPEGnVJEY/Gox8orOhGdo1xz7TVz1/jlniP8/lf2UkOnr7tKT/sUf1jZyvqxh9BqeQLN4tFgJY9oG7nmRa9ENS3nc78Y4McHx5FKcfWyFm57Ti9XL2/BqIdB9TyPI0eOsG/PHo4cOYIE4qUy8VKCjvXX8lsv3kBzd/Kc9+VIyacHTvHpExM8Z9LlrYPH6csmkWQAiZWYIdLlYaeGsSamcTCJAAAgAElEQVQfQIztCk9sX8f3V/4e79UuYspXvM3ZzTu3vpeYrOL2XMVxcxM7D+cZPRpqiqTbOggy7QyM54nlR4ipGvEOh+5NFvHOcaTIIYRBQ2YzLa030NL8PGy79UnfiZIqBI5agOeEIOLVAtxsDnfnNoJdW2D/NkR2EoCgsR134XqqC9ZS6VyFa8Tx3dk4F7KeDxCBRPcUWiAxAoU1CyhinpsCLG0+bzzJ7FWdFh7Uq4cNDUOAC3wtdMkdCAg0gS/q7YTCVRLPD/CC0FW6DBRKggrCKHXnWo0pJGgBUnioehAeKTyk7s3VKc1HiZBL4aO0WXfaT/rIzyAJBJqOMC0wTNSccz4TDCPM6wZS11G6gdL1uvrsLK8b82kagaYjhUBqGr4QYb0Q+IT5QMy6YFIEqp7qeR8IAF/6+N4w0jmGco4inKMIWQj7qiXw7GX1tBzf6qvLX54erS/388Obbn36D+c0utCtp38FvqmU+l69/ELgZqXUW86rN79m+k0Hiln6yQPf5Odbt6N0g4saV/CCt7wMT+i85+O/ZOEJB1MTDDYbLB73EW2CN777CiLxeZ9EAyMT3PbJn3BKxtncnOdnm1bTbMDHIie5duaX+Id+iJULZRElq4XYimsptD2Hb0z38Om9MFlyaU3a3Lqpm1ds6mZRS2Lu2tVqlf0PPcSuf/93RqNRlKZhuAZNqYVsvnIT6zcvQ9POPmsdrDr8+dERfjxdYLkl+Lt8P8sPD1KbyuAFiwhdO1eIpMexU6PY/haM6f8gbyb4wKr38bWGK+gOynxK38dztn8UypPQsoLamts4XO7m2O7dnNy/Fxn4GLEE05FWZqo+jX6OtJcn1lKjY71GsjcHxgwgSKc20NLyfFpank8s1nde70sphXtigPIvfkH50UepbNmCLJdBCCIrVxK7bDPxzZuJbdyIFo+f9XwZKHxPzse4mIt1Idm+bQfr124gcHy8Ug2vOINXyhOUSwTVGsrxwAkQnkLzBLq0MKSJUee6MtDRz9LzeZJAIML9aT90pIGnFL4CT4InFZ5UuLLuBkSGYOPXAcpX4blP+azmRKahtFkJWbdql6h6ACEpgjBPgKxHzZOizrVwyFaaqrepS6yFCq9TD0akOJ2HOlFzvzcn9b5wUijKRpmpyBRTkSmmI9OUzNBTgSZ1Mm4jDW4LDW4bDX4bhoiGMbQ1DYSG0upgrGnEkHzgHX9wXv24YGG2UmrtU9X9d6FngWKefvRv/8y2vfvwGlpIWnFueMkLWbR0BX985w7iewss8nVm0jrpQkCQMXnpH6xjUXd67vxCucpr/+5b7K0leU5kEvf5m3jUCVidiPD+xV1c6o3z7fvvIjr8c640D5KWeQBUvJWJ9Dp+Xu3jvvF29sqFLOvp4GUbu3nxug4ysdC9s1KKsfvuY+fdd3OysYnx9jYQApMoi/qW8JwrL6Kvr++soPGjqTx3HB1hqOZyc2uG9y9qp23kMZydB6gNVHGyLQSqGQBNZLGjA9jGIbZEs7xnxesYjnTwBu8Qd4gjJPp/DGN7IZKBTb+Ls+Y2BgYmOb5jC8d376BWLKCExoTZRM2I0mkHmLkRIpkaTctdmpY5aNEpAOLxpbQ0X09Ly/Ukk2vCeATnQcrzqO7bF4LGo7+ksmcPeB4YBtE1a4hdemmYLtpwVuB4PP0q37VSCs+bwXHGqNVGqTmjOM4YTnkCtziDVy4RVCrg6uh+FM2LofsxND+KEWQwZQN6kAwDBXlRhGchPAOcp7kMMDQw6gGFlCJQ4AcSP1B4vsQPQt9TrgyByFXgSKgphasUnhL4oWPVc5MIXXZrhkDXBYahYxgGuqGh6QIxG6tcrzvh00TokE8Ly7MW4YhQpVbJgEDWeSCRKrTCD5RESUkgJUrNc6XCgFRKSaQKQWi2rFBU9BLjsSEm4iNMxIeZiU6EIKYg4zTRUu6gpdpBS6WdmJeoizkUthXhj//6957ec378I7lAoPgh8HPgy/Wq24ArlVI3nFdvfs30LFDMU+B73P2B9zF6ahytczV5vUZ3dzfXPe96PrU1y9FHx3ieGw7avgi1Yexbe/m931pItL5l5AeSP/7UAzxwyqRPzfD6V1/Cp2qSoZrLNY1J7ljUwWOHp/m/9+9jjT3B315cYml1X6iZNBOuOBSCYa2TnV4vB1UfZtc6Vm7YzJUb15KwDYJ8nsmP/xNj3/gGIwsXcXTJenKx8E9oGTbLVyxn5aoVLF68GNueF4BXA8knTo7zqZMT6ELwf3rbeMuCFmxNQwUB/tHHcPYewRms4GQbkDIEwZpe4J+XSb6yoJtOZ4YP93+S5yX8UJtmZCegYPmL4NI3I3svZ/TYUU7s2s6hbVvIDw8AUNZjkG6hI2XjTY8RqClSC0u0rPCxG2bCvluttDRfR3PzdTQ0PBddf/pxlB9PslKhsmsXlS1bqWzZQnX//tDVtGEQXb2a6MWbiF18MbGNG9HT6Sec/0x/10opfL+A44zjuBM4zhiuM4njjod1zmQogHUmULMxz5VABDZ6HVAs0YFNC5ZqxqARI0hjBEm0IIbmR0KA8Q1wQNYClBMgHR/lBE9rMj87ts1qt8o6ePhK4RDUk8RRMnRgqMCXgkDpSKnh+3q9/ZxH73OSZghMW68nA9PSMCM6pqVjzNbP5i0NwwrrDGu2XpvPW/N53RAIQ1B1q+yZ3Mueyd3smtzFvpl9VPwwuFGz3cLahnWsy6xHG9V5482vO693eqFA0Qj8BXBlveoh4APPCrP/Z1BxeoovvecdWCJGb/M17E4OU3arLF26lEGzl7u2Fbg1sGiuaASGQPiK7RsT3HDTIl7Z3oRRt6f4zDd/zod/mSUhq/zdSxZxvLeXfxwcJ+cH3NSS5hXxJB/95gGOTZa4/arFvPP6ZZhODoa3w6ldqNHd+MO7MMujc32bUUkmowsx2lbSuWQ9ohpn7F+/TXXfY/hLV7NnzQ0MSQ/XnkFpPrqu09fXx7Jly1i2bBkNDaGK72DV4S+OjfCDqQILoxYfWNLF9U2peTfghINGMDKGs+cg03tPYlWb2Blt5K/XRDiR0Lnx1DR3HH2QtuAAVmQUIziBkFVoXgqXvBnWvxoiKUoz0+zbupVHHvwFzuBBbOmgALu5g5bmRpxyiezkCVILimQWVUgtKCF0H01EaGy6gpbm62hqugbbbrmg9yrLZSq7dlPZupXK9u1U9+0LVxyAvXRpCBwbNxK9aCNmV+cZCgv/mRQCSq4OHJN1zZ2J0zR2ZrV4pvG8sw8pmmZhmk1YVj0ZzZhaMxZNmKoJQ6bRZQpDJtD8KHgGuAEnDh+nu6kDWfaRFQ9Z81G1AOUGSF+CL1Hy6Ys7FCr0lkuAK0KvuL6Q+FootwkEKKHPRb2TSiOQGr4U+L7C8RQ1N8Dz6/IK9eSBeOdIgGGG4GFYGqalI0yYiZ1iONLPkHWUQf0oOTFFZ9DDD9/43ad5R4/7mWedAj59+t8GFAADe3dx3wffz8Ku9WwwruP4mgo7Tu2nWq0SberkW6cSrIl2cklOw62Eu8QHu0z2XN3I25d28LLWBgxN8PNdR3nbXXuoKJPblyve9Ds38i/DU3xmeJJKILmpMYV+KM8Pdp3iop4M//iqDfQ2PW5bpDKDHNvP8KFtTB7fgzF9mD55krQI3ZArBfmhJJO7U/gVhb1uIQOrXsG+XIqamUUmsziyPpNqbmbJkiUsXbqUnp4eHi5Uef+xEY5WHK5pTPKBJV0si0d4PM2+46DkUjw0xCdGJ/mXmE3SV7zroMMNYz4aFUxxHEvrx9T6MbUBzLY4YsWLYOEV0LiYstXE3T/4JY8+9Aip6eO0O+NhoEvTorGzC920KGcnUNEh0n0lMn1lzHgYqyEeXUlr+w00N11NMrn6vLeoZknWalT37g1BY+cuqrt2hTIOwGhtpdTdTc/zrye2YQP2qlVolvUUV/zPp1AVdOY0AJnC9abr6p9T9WPTc6AipXPW62iajWk24DgWjQ09mFYDptmAaTZimbP5DKbZiGlmMLQ0wjXwcw4y74S84BKUPIKyi18Ogy7Jmg+uQvigqXMJ6H81ozwpFIGuUAYoXQu33XQdYRgoLRSOS5gDllDeo/Clwg0UbiDx/DA/JacoxrL8yZ/9J64ohBD/qJT6P0KIb3OWhZ5S6iXn1ZtfMz0LFGenLd+8h4fv+iKXrLqJRdXVxG7s4aA2zCOPPEK5XCavooxp3dzatorx3aGufyWq8fmrE6TbYrytp5VXtDUyPV3gdz/xQ455Ca6ITvPPf/wyHDvCp4cm+PzIFOVAsqEEQ9vHQSk+8NI13Lqx64zZ/ekkpWLPUJZf7DnI8UO7sfLH6RNjrNEn6HpsDOeAB0KRWuEz0nMV+50XURAR9NgQWnKcaaUIlMDQBH1tKRb2LuBwQzsfrUbJo/OGrmbe1ddOgzmvOXK2d3ywVOWdh06yu1jlGt3k/w6M0TyYxStnUMxuGXmYYhBTDGBqg5j6KcwmhWhq5KRq4yenTPaOSHQnoEOVELkJAMxIhHRLG0IIqs4QsY5x0n1FYq01hACNNI2NV9LR+UIaG5+LYZxb++vpkgoCnCNHqOzcSXXXbrKPPII+E87YhWkSWbWK6Ib1RNatI7p+PWbXud/Rf0dSShEE5Tp4zJzGp3G9GTw3y+jYUVIpbe5YEDzRlf0saVqkDh4NZ3IjjWk2YJghD8sZdFJoTgwqCln2CMoesuzhFR0q+SJesYYseVAJ0Gpg+udWBAjjc/hzLkmkUHUnjTq60jAxMKT+tAColpIs+bOrzueRnjdQbFJK7RBCnPVXlVI/O6/eMLeddTfQBwwAr1RKZR/Xphf4JqFTSxP4xNOJgfEsUJydlFI88PcfpH/HFp5/6e+TGc+QfvEios9p495772Vscobc9ASe0uhoXkVirI3ytAcCDl6U5N6lJs2mwRu7m3lNawMf/Nfv8+1Rk06Z4///nUvYsHYZOc/ncyNTfHZ4kpmCQ8NjeapTNV6wpp0P3bKWhvhTz2IHpsr85NAEPz08wZbjMzQWJnjbwQe4ZPgxglSCxE0bqbUt50B/B2OFNjRRoSXxCCIyxCm9gWlC858kRXq1MZJGjkjEY0FTE73NXejxZo6MzLBs/WaINUKsCaINEG0gMKL828gUHzo+hibgjkUd/G5HE3JgCG/PVtz+k3hZE0/2Ipk3MxKijKmdxGQAQwxhimEMbYhpz+G4181M0Mx40SBbCLeGDNMg2dCAMEDaw6T6Jkn3ltFtiVIallhCS+u1dPe+mERi+TMygD/44INcvmoV1d27qe7eQ3XvHmr7D6BqocdcvbGRyNo1RNesrfM1GM3NF/y7/5X0+P+ylB6eV7eC9nJ4XraecvPcPy3v5fD9PEqdWzqh63FMIx0CyRN4BsNMYRppdD2F4SXR3QSaG0XUTGQ1wC+71AolnFINv+wQlD1EVaI7YDrnBgeJpCocapoz5z3Y03wKdoVb3nd+CqkXKqN4GfBdFUaAf0ZICPERYEYp9bdCiPcCDUqp9zyujVXvnyOESAD7gecqpU492bWfBYpzk1Op8NU7/phqqciNl/wB+vGA9I2L2BEc5aqrrmLv4X7+7f6fkqyOYiJpZAn6RAcogdVos+26Rh7QHCwheHFrhs7jo3zxoVEU8Ceb4rz5Vc8HoBwEfH0sy2dOTjD42DTmsQKxqMFf37KGW9d2Pe3+lh2fLSemeejIFKceeoQbH76HZblhTjR0s/PG19Gx7hIaTrlMHpjB9yRtXTp9S7NIfYiBiRwnZjyqQbilkxZ5+sQIy2U/fQwT44kuxdEtiGQYTC3hPd2v58HYci7xRvmov53ltgI7FcZGyJ8k6N+GP5Ej8NvxVC8uy/BYhgzmt9qU8HGYQohTJLQhjGCQGbfAcKXGYFlj2gnbakKRsCV6XKI3V0gvy5LsDN1USCdCRC6hreVKepfdip3ufVJL3nPR2b5r5XnUjhyhtm8f1b37qO7dg9sfup8AMNrbiaxZTXT1aiKrVxNZtep/FHg8E/9lpSS+X8L3c3Pg4fl5fC8fAopfwK/XeV4ef47nkPLJQ8LqegLTTGMYaUwjhWGmMIwQWAwjiaGn0IM0uh8CjO5FEY6Nqhm4ZQ+nXMUt1ZBVD1UNEDXFjFlk87tfel73eqFA8XngWkIh9t3ADy7UhYcQ4jBwtVJqVAjRATyolFr+JO2bgF3A5meB4sJoemSIr97xLjJtHTx/5RvwDhWZWibZ8MZw4ej4Ae+/bzc79u5jU7JErJojNbMay0sDiuSSKEevbOeuWoliIFkYQOXnA+QdkysTOT75jptJpeoBiZTi36cLfGr/MLseHkYr+XQsyfDeF67gxo7GOUH506WRmTKPffle0l/5LMn8FFvbVvD5VTdSbu3hWjtGT1ZC0ceKGqzY3M7KKzpwRZHjx4+z/fBRpk8Nowfh7DDTkGJ5e5reBoPeREBcFqA6A9Uc1HKoapZ7zWW8v+UWSprNO4a+yjsGv4StvCfto1KAMFB6AqVnCEjiuRYEEVBRFDaSKEpYCNPEUwEVr0a+WmOy4lDwapS8GggXEfMRrT7xxWVi7VUQAn/KJDpt0upE6I2miCUbIJqBSHo+2SmIpMBO13mSR3fu57Krrg/dTOjnNuCS5TK1xx6jum8/tQMHqB04gDswMHfcaG0lsnIl9qqVRFaGyezu/m+5bfVf/V8OghqenwtBxS/ge6HvphBo6twvhOmMcpEgKD/F1bUQTIwUppFCNxKYRoqpqQjXXvuP59XfCxZmCyFM4IXAq4ArgB8rpd50Xr0Jr5dTSmXqeQFkZ8uPa7cA+C6wBPhTpdSnznG9NwNvBmhra9t01113nW/XKJVKJBKJp274P5jyg/0c+943aVi8gs2tN5Ea08kulEwvC+MAKKX46ZDPVw66tNo+r1lQRIxIxKlOZnVEgoYcJ9ZE2NrWzHFhYR7Jow+WiWs13rJCsa7nzJnnSCD416M+AwM1VETHWpPmyibBFXj0Efxqk2TXJfbgg8S+9wO0Wo19Ky7hSyuez36VYYGvscHVWerp6ITxJFILBT1LQWrw02KVQ9kCTflpOgszaDLUO4nFYqTT6bkUiUQQQlBQgjuJ8gssupTH2/wJ1nozGH4FPShj+FX0oIrhl0jnDpIuPIbpFeY2DBQCX48hNQtfCkTgYCkHQ/xqcy2pQrXNQGgEOkhLIjXwAh3laRg+RJRHRPOf8lkGwkBqNlK3CDSbQI8gtTCGdqBH8Y0oUosSGBGkZuN7GnKyhhwvocbyMJaDyTyi7ptKRSyCjjaCrg78ri687gV4XQuQ0fh5rX6eKfqf/F8O5+JVoFLnZaCKohLWqcrccXVau8BvxrLefl6/ec0111y41lMdLF4AvIHQjuJJ16BCiH8H2s9y6A7gztOBQQiRVUo1PMm1OoH7gRcrpcaf7HefXVE8Pdpy/9d5+Gt3csWrX0fiVBvpIY345g4yL1mMqM/0dw/leNuXdzBVcvm/N63kRX2NfPfTuylO+HOWqbXoOFPtBQZXLGZnLU7tsQK4kq4lUd7+gnW8oDVzhiB568AMb79nN+MzVWR3HHdZiqXpKC9ra+CmlgxLz6KldC7ys1mm/+UzZL/yFQCir3wVx69/OTsLsK8/i9dfZHlF0CQ1XKGYajCIrkhTE1OUl/dxf7FASynHTdToKUwzOjyM44Q7rMlkkp6eHhYsWMCCBQt4zIzx3mOnGHE8freziTsWd5IyziGgLIzCji/A9s9BeQKENh+Pun0tRzteyhfz6/jh0RLCq3BZl80rl2e4KCUQ+QKyUEAVi8hSEVkqoKplNOUiqCFwEMJB4KBUBSUqCK2K0GpowkFIby4Wgv607JzPj6QPTt6kljNxcia1rIGTM5H+vPaWGfexMz52RmI3gN0ksBvqrjQ0Ewwz3O7TLdDN0KW4US8b9ny9ptdDoZr1WNz6fEzu2bLQzzwmNA4f7Wf5ylWcET51tu0T8tp8fu6Ydvak6YA4ra4eF3y2PHdMnKPMfPn0Y4gz+dy5p9c9OfBeyPh1oVtPsyuJq4EHgXuAH13I9tOvuvVUP+dzwPeUUvc+WbtngeLpkVKK733ioxx65CEW33AzV7dfS+lnw0TXNdP4yuUII/ygZ8ou77x7Nz87MskLVrfzoZvXcOSnI2z/3gCmreF7MnS9nCkwrR9joCHKFqeHclFHNlj4qzOsb7C4tjHFi7vbWJ6I4viSj/34CJ/9+XESMZPGi1o4FA//ACviEV7UkuYFzWnWJqJPa0vDO3WKyU9+ivz996NFIjS+/vU0vuH1iHiC/skSO3aMMbJjEnO0hi5hUpPstwIORwJosMlFBHba5pZFTbyy1UbmJxgaGuLkyZMUCqEPHsMwaO/sZCjRwI9EBNnUyl+sXcyLWp6wEJ4nKeHEg7DzS3Dw2yC90NOoWwEUebuLr6dex50zqxkqa7SnIrx2cw+vvrSH5sS8cZ5SClX1CQou7kyZ/PFTFIcmcadKBEUPwzeI6nFsPfb4twzU8FQejzJmQmClNCIZi0jGQrcCNMtHM3yE4aPpHkK54FXr4Twd8CrzMbDdSlj2q2E8E78Whv/0wzCgKvDwCgHONDh5IwSRvIFbNGBWnVQorKSPnfaxUz5WysNO+1hJH+0JuDt7zuO+AfXMuc/4n0unP5t5MMkll5J556Pnd8ULBIqvEcomvv9MCbSFEH8HTJ8mzG5USr37cW26622q9WBJW4BblVL7nuzazwLF0yfPqXH3X76PyZMD3PY3f0/0pEX+eyewFqZpft0qtGi4EpBS8dmHj/ORHxymLRXh46/eQKen8ePPH6CUdWjrSzE9UsJ3Jc19UZKLXL53vJ8f5JoJhIa5MEJhSRMIQcpzWBHU2GRp9KHznV1T7J8KuHx1N2su7eTBcoUt+TIK6LRNrm9KcV1TissbEsT1J/c15PT3M/lPn6D4wx+ipdM0ven3aLztNrRYOIC6VZ8j28Z5+HuHCXLh2JVL6+zSPXb7DkH9v2eZGivbkixpTbIwJWikgFaZIT81xvjYGLK+XVW0o2gtbVy3bBErenro6Og4w3L8DKrMwN57YNeXYXxfOOtNdkItS1Ar8lO1iTuNl/PzSi+mBjeu6+R3LutjY0/mKcHSrVWZGDjOxLFjTB0dpDA0jJ/ziWpxInqcqBUjHolh63FslcAigX4OR3PC0tDiJlrcRI+baDETLWaEPG7Ml6P1ctREWNoT+xj4dbCpIStF3OP9OEeP4vQP4AwM4QwO441NzbtWF2C2pLHbM1htSazWBHaTjdVso0cUInBD4ArceRDznTDvVSFw5utm2z6JttLTJqHVVzKnr2jMUM4zmz/bCmeu/rSVjjDm64R+xurnzLrHrXrQQRPzADk3ZqvH1SmOjFdYdttHzu9W/7sZ3NWF0/cQeqUdJFSPnRFCXAy8VSn1JiHE9cDfM+/B9pNKqc881bWfBYpfjUoz03zuT/6ASCTKbR/8GGLAY+brRzCaozS/YQ1GZn7g2z2U4x1f28VwtsLtVy/m9ucuYst9xzj0yzGauhJ0Lc9wbPsElYJLU1eC5pUWf7t1D8e0ZrqsCus3NNIfMThixqgaoQPCVLVER26a1vwM6WKJpbEIC7tamDBtDimdXYFgxrDx7CgXNWe4sjHFbzUkWZuMop9jAK0eOMDkP/0T5Z89hN7YSNOb3vT/2Hvv6Diu++77M2V7AXYXvQMEAfZOiSLVSFVKlmRJlizHjtOc5pQncUmc+E3sOE/8JHb8PifNTuIktmPLtmz1LpEUSXWKRaTYABAEiN639yn3/WMWhSRYAEpi3oTfc+6Zsndm793Zme/8OoFPPITsstKZ79q1i5WL1tP21hBtbw+TjuWxu1X0Rg/POvIc0rJ4swJH2iCWmvZcUWWJhoCDZp9OmZoik49gxifwZa1gQUmSKCkpobq6mqqqKqqqqigvL8dms50+wKFDFmG89zPIRsFdAqFmyMU4ORzlh8YtPGbeQEK4WBo0+fSmFu5e3zxV7+NioOWyjPV0M9x1nP72dxg40U42nMcssKEq2/D7nTgUF6rhwWb4cNl8FBWV4/OGcNv92GUHsq4g0lY08zkhSwXymG7SjHXZWdjnVJFdytS2kAz04T60U93kTnaR6zpJ/mQX+Z4eRG76nVT2+bA3NFitvt5qDdZS8c9SBKuA3a/s4IZrN0wTymlEM4NwjNzp5HNWn+zZBDWX84iLir8+PyTF8rhT7dZSsZ++XdjXl/NR+5kfzO8r5hlH8boQ4lpJkhJMP6ynlkKIc1+hy4grRDF3PP/zRzjxzM8oqa3nwa/8H4zeDBM/PIZkVyj5pSXYZ6T/TuZ0vvbMUX62r59l1X7+74OrkAcz7Hq4nXxWZ93WBtx+O4d39TMxkMLpVYm6Yvw4oxNTFD6zJsgf3n8Nx5Jpdg5P8FYkwcGsTqIgSts0jbJklLJEmNJElJJEDF8ujYSVKjpld5CxOdAcTvxeL5VFfhoDRSwIFOPzuHG73bhcLtxuN8bRY4z/4z+SevNNlJISQr/2awQe+jiv7tkzdY1NU9B/PEzb28N0HRzD0EzUkIP9tTZerVZoKHXzkM+PLyvoHk/RNZ6kezzNqfEUGc3AdCmoLS5KbBmqxidojEXx52PWGzAgSTKBUAm11VVUVVVSWVlJeXm5JXnoOWh/AQ4+DJ3brQdK5UooW0IqneaJToMfZq+lXdThl7PcX5fmU9cvZcHi1XM2Eu/atYvrr7uOkZ4j9LTtYPjkYSb6h0iNCbTUNJFNvuAa+clbHXyhEsrqF1BRvYBgaS3FxRV4XEWQNTEzutXS2vR6oYmstbyQlkiyyRaJOC0SwS5BLoIRH8aMDaGHBzHGBtDHBjDCYzPeqEEuKsZeW4u9vg57fT22ulrstbXYamt54+hRbty8+Tzf/CFhSrq6VFKaIUWdo8+w7qfit5+c1zD/y0kUHySuEMXcsWvXLqo9Dp7+1tdZePZXsfoAACAASURBVNU13PUHX0IfyzD+/aOYSY3Ag624l5/uu/DS0WH+5PHDJLM6f3hLC59aVc0bj5zg5LtjlNX72PyLi8gmNQ690k/P4XEEMKSkeN2horuzfOvT13D1QsvXwRSCrkyOfdEUP+8a5Z1IEs2tWuI24JWgHoMqPUdxJokajWCLjKEkk9jyWc6V/EKWZVwuF+XhCAv376e4txfd46F37Rqc99yDo+Dd5HA4cDqdyEJl7GSO/sNxRrqsKN6RUhsHam0ULQ/w+SU1rCmyXH+FEIwmcvRMpDk1nuTFaIIdcp68BN7+NLa2EUpIE5JThCRr6Sp4OglAcvpwF4UIlZZRXVXJwlIH9cMvox5+BEaPWW+MC29FVK1h37DJD9rgpXQLGiobbSf4VGOCW9Yvx7Zws+USexHXeLb/dSYzwOjgbvo63mDkVBuJ0SzZiJ1s2IWRm/5lJUli5rNClmWKK6oobWiitK6BUE0dodo6isrKkWcYG4QprNxKp5GHgZnVp3IvzVyaWSvpn7VuJQIUuWlpRhh5zNQ4ZnIEkRrDTI1gJscwU2OITJjTWEmxoRSXoQQqUELlqCUVqGWVqGWV2CqrUALFyA4Fya4gORTkwlKyK8h2GcmugCL9l3T9PRc+dGP2lQp3/3MwOed9zz7B7h/+O2s/ci83/uKvYSTzTPznMfK9Cfy31OPbXDvlEQUwnszxZ08e4YUjw6ysLeabH1uB3J9h90/ayWd01txez7rbG0jFchx9bZBjrw+QTenEJYODdoPKRQ6+8ulNZ0VsR9N5vv5SG4+0DeMudbNscQlpp8zxVJa0MS3Gl9lVap12nMJEz+eJp9IkkglcmQxuPUeJMKjAJGDqeAyNkp5TNL71FqH+AXIOOx0tLZxYuBBtlrxHsuHAkSnFmStH1TxWzQB3gmwgSVm1IOR1YLfbT2tZm50fGHZ2aDJVCnzGqVKnw3jGYDSpMRpJEo1G0FJR1FycYlL45GnVVkaoJCUPXptgmdLFNfk3qTdPYdq8DNfewUjlTbzcK/HcKZMhzUMpER5Sd/NQbZTqJRug+RaoWD6rtHEx/2shBNlsP5HIHsKRNxkd2Et8JEo24iAf86PFi0mPC/Lpc8eSSIpCUWkZJXUNlDU0EaquJVhdS3FFFeqZKriLxBTZ5AyLaKYyyU4SiY6ZNzBTWbThIfSRQfTRIVID3dgyMYzoKEZ81LJlzITqRHYHkVxBZHcIyRWa3nYFkJzFSGqBSOwFIrHJhW3Z2i6sS7bC0q4gz+gztd+mzPKZjKRcWo6vM3E5iOJKhbv/IZicsxCCV773Lxx86Vm2/Opvsfq2jyA0k8hjHaQPjuFaGiLwYAuyY9oQKoTgucND/NmTR0jmdH77hgX8yro69j3VRceeEQIVbm781CKqmosxNJOug2PsfbGDyICGiaDHZrDomnI+/cAy7LbTdfDv9kb46tNHOdQfY119gD+/awnFIRdtqSwdqSwnMzk6Uzk601ki+uk6dJ8iY5clcqYgOYNc/IrMxhNH+YWdL1G7bw+m24P60XtwfvQeNLebXC431fL5PLlcjsRYnlivRGrIhpxXMSWTnCcO3jC6fYK8npsycAMMFJewe+Eq4m4vC0f62HjyMC7t9Chdm82GarMhyQqGKaxmGJiGDqY+HYchQEUjQJxiKY5iavSKEAdFM4OUkjEkdBQCxGmR+lnqGKGkvIZQ/WKCTWsJhkoIuu3s3/M6W+aohpkijugeopF3iEb3ksn2omcVtHgRUq4ZI1lKZkImNhwlGZ7g3BoKCXdREYGKKkoaGimrbyJYWU2gqhp30YUN9vPBzHtZCIEZj5Pv70fr6yffN4DW1482OIg2NIQ+MoSZTJwxZBm5KIhSVILsCyF7g8juILI7gOQoBkcxks0PhoTIGwjNnLszliydTj62AqlM7rPJM9oM0jlzf2H9wLGDbLzrxnn9Xlcq3M0B/5OJAsA0DZ7627+i+8A+7v7Cl2ledzVCCJKvDxB7vhu1zE3oF5dgO6PO9UQyx18+e4wnDw7SVOrh6/cupzIDux9uJxHOsnhTJRvvbcbptd4qx/qjPPVvu4kOu3ChkpUF9WvKuPH2RkpqpoOkTFPw8/19fOPFdsLpPB9fV8vnb22l1He6d1FE0+lO5+jO5OjN5unJ5OnJ5ujPagxm87PWEmju6+aTLz7F9e++g6aqvHbdTRy6536K6+tp9ThZ5nOy3OvGW4iXEKag80SY53b3kj8WxZMVGDaJqmUhVq0vo2yBF1Po5PN5krk8/zqW4EexHC4JPuMU3EAeXdfI5/Nomoamnb4+uT1JUPl8Hl3XTyOhuUAXMjoyBhK6kKe8b2RFRVVVVJsNm82Gw241l8OBy2nH43LgdTnwuZz43A7cTge2Ql/TjJDJHCeVOkQieYBcrgNZFsiyA69nBTZjKSJThRZ3ExkaZaynm9joCNkzH8IzIKsq3uIgRRWVlNbVU96wgEB1DcUVVbi880+QONd72Uim0IeH0IaG0AaHLOlkaBhteBh9ZARteBiRyZx1nBIKoZaXoZaWoZaUooRKUItDKMUhZH8QxR9E8hSBKSE002p5A5Gfsa5bSzNvTq1bfSf7GVPHno+MskWC5j+5/twdzoMrFe7mgP/pRAGgZbP87Gt/wnhvDx/7s7+iunUxANnOCOEftyEMQeBjLWfZLQB2d4zx5ScO0x/JcN/qar54cwvduwY5uKMPh1tl430LWLShckqFNdjRwT9/ZzupfAP1hgMFCX+lm2Ubq2hZX46n4HUVy2j8w44TfP/NUzhtCr+zuZlf2dSA03ZhTyDdFIzkNQZzGgPZPK8da8NdU0t3Jk9PJoett5c7X3iKW/a8iiwEu9Zs4Ke3foTOWktolgCHLOFVFIptCiU2laCioPckcbQlaOnP484LJIdMzfIQC9eW0bw0hM2u0pbK8Eft/bwTS3FNsYdvtNTOKagQJms66KRSKUZHRxnt7WSs6xDhsVEimkqSGfmlgKxQyQkVmwweKYvDSKIjo0kOdMWFIdkwkcA0kEwDGRMFE5s0X+8cyUrdKZtIkoYkGyiyjs2m4nK4cbv8eFxBZKFi5HPomQyZeJRsPEY+mUTPpq2YE9NEEqcvVVnG6fFSFAoRrKyirKGJsoYmApXVeIoD55VEPohiTWYshjYyij5qEYc+Ooo+MmoRydgo+ugYxsTEaQb3SSiBAGpJCWppCUpJCWqoBLUkZBHNzPVAAOkcajohrCpKkyRiTpJNgUjePXyQaz46vzlfqXA3B1whCgvpeIyf/vkXycTjPPS1bxKqqQVAj2YJP9xGvi+Bd1MVRVsbp4LzJpHJG/zTzk7+5dWTOG0KX7i1ldtrgrz+0xMMd8Uob/Rz/UMtlNVbjnOGrvPWM0/xLy+3k3asZLFmp9JQQIKa1gAL15fTtKoUp8dG11iSrz/fxvbjI1QXu/jCbS3cs7IaeQ55o2ZNkCcEkYFBxn7wn+iPPYqcTtO/cjXbb7+b1xetIGIYJHWT/Cz3i2wKGkc0FvflaR3QcOcFORW6qx0MNDhJ1LnIKBKnsjlMAat8bq4LeAnYVHyqgleV8SoKPkXGqyp4FGvbo8g45AsYUydOkj/4c8YPb2M8mmSMEkZcC+nVg6Q18zRDv1MxKRNjhMxRSogQKi4i1LQS76ItpCvWEs2aRJJZIskM0VSGRDpHIpMjmc6SzuZJZ3Nkcxq5fJ68pqFpeXRNxzQNVExUTBSpsCxsq9LMdQNVEqiYyPMMmBOmiSREgUwMZECRZVSbisPhxOXx4PEX4S0qYmx8gsbGRlRVnZKIZrbZ9k/uU1V13uowoWnoExPoY2OFNj69PjGOMbk9MXGaG/BMKEVFKKEQSjCAGgiiBIOnrweKUYNBlEAAJRBALsTvXM7I7CsV7v6b41xzjo0O85M/+yKyovKJv/wmvpAlQQjdJPZ8N8k3B7HVeAl9YhFqyHXW8SfHknzlqaO83jlOa7mPP//IYkLjOm8+3kkmqbHk2io23N2Ey2ef+r7HvvtvPDroYMi1hJWmjfWyE5I6sipRtyTEwnVlNKwoYd9AlK8/f5wjA3GWVfv549sXcd3Ci6sad6FrbMTjRB55hMgPf4Q+Oopj4UKCv/xL+D/yEXSbjcGcRl8mx8l0ju5Mnv5cnp50jp5snpRm0DCisbhfo3UgjycnyCtwstJGe42dE5U2svaLN2CqEngUBa8i41ZkPAUCsdZnLGUZd3oM98gh3APv4E4O4hA6SVcLhzPVHA57cJsaNQ4dn5nE0KYN0hImRaQIumVCpeUE65YQrFlAMBgkEAigqudOIghWudxkTieZ00lkrZYqbMczOcKJIcLxAcKJUWLpCKm8SVZzoBsuTPzohhPdUNF10DR9imxmEs8U+cwgHkUysWFgE4ZFQjP6KZIoLOfsSTyF85HKucjnfJ/Ndg4ln0eEw+jhMPr4OMbEBHo4jDERRp+YwAiH0SPWthGNziqpAEhuN0pxEcmqalb/6Ifzmu8V99g54ApRnI6R7pP87C++hDdYwse/+te4/dOumJkj44QfPQGmoPijC/CsKT/reCEELx8b4X8/d4y+cIbblpbz+c0LGXlzhMO7BrDZZdbd2ciKzTUoqowQgs533uKRH/6U7XIrp1wNtNht3F8SxD6UJR3No9hk6peFaFpVyhHy/L87OxmIZtjUHOKPb1/EiprzpNW4wHxPG3s+T+z55wn/x/fIdXSghEIEHnqIwCceOme67aim853eUf5jYJykZnBjUmbNoI6zM4Wc0jFlGK50cKhS4Xi1nZTz3KShShIOWcImWU2WpoOZrPrPVqUzTQhypri4spoF2PU8gXSKsmySYCZBUSqGN53Anc2izjD+C0C4PUg+P6qvCJvfj7OoGHdREd6iAB63C1eBsJyyjFOWcBbWXbKMU5FwyTLyjKd1NjtINLafWOxdYrEDJJPHpmo+OJwNuDxrsblXo9iXgFpLVodkziCT10nlDNJ5nXTeIJ03yGgGyWyeeCJNLJYglkyTzuTIaCYZ3URHRZuRo0kpEIpFNgJVMs4h/RQIB4FDNrHLApsksEuFzySBKiy1nSwMJGFY6rJ5QJYVbLZpm5H9HARkUxTs+TyOXA57Nostk0FNp1HSGZRUCjmVYkIINn3n2/Max6VKFC3AF7CKDE29WgghtsxrNB8wrhDF3HGhOfcdO8xjX/9zSmobePDP/wq7azqnkB7NEv5pO/lTcVwrSwncswDZfbZ+NasZ/Pvr3Xx7Zyd5w+RTG+r5paXVHH7uFL1HwxSVurjmvgU0rSpFkiTy2QxvP/ZTntn2Fm8Hr6bPXkGl38lvLK2mIQWnDo2TjuVRVJmaJQEGvRL/0TXMcFbj9qUVfO7WFlrKZzeEzvUaCyFIv/024e//gOTu3Ug2G/477iDwi7+Ia9nSWY9J6AbfHxjnO32jhDWDDX43vy55Ke5K0XVonPhYBgEMlKh019pZu66CqxuDRHWTqKYT0QzCuk5MM4jpBtHCetwwiOsGcf3iHkoOYEm2lxWR92hNdaGaeeKqj3Z3E+/ZGum2VaHYnRS5VLxOFfQ8SjqGIxnFkU7iyuZw5fJ4cjm8mTRu7XRVSU5RSTjdJJwe4k43CZebhMNN3OUh4XSjF1Ka2wuk55oilGkScUgC1UwiGRFkfQzyw6hmAjt5HLLA5whR5Kyg2FNNsbsOn6O4cPwMciqczyFP73t1Rp3wXCbN2Klu+ru7GOofYGJsgmgkRiKdIZMzyBkCTVIwJBVNUtFlFV2ymqHYMFUHps2JsLkQNifC5sS0OTBVOzoKORNymomu62i6hqHrqNLpktCs67MQlIqJTRbYJBNbQVWnFJqMYRHTuf6rDi9/8SdfuKj/xpm4VKI4BPwzsB+mnUeEEPvnNZoPGFeIYu64mDmf3L+Hp/72r6hZvIz7vvRV1BmxB8IUJHb2Ed/Ri+y1EfxYC86W2ZMBjyay/N9tHTyytw+PQ+WzNzZzc7GPvU91ExlKUbmgiI33N1PRZEkuEwN9vPK9f+X1E6McKL+WPjlIZZGT37qhiRuCRfS9N07Xu2MkIzkrorjEweuZNMfkPDetruL3b1pIU+npqaYv5RrnuruJ/OhhYk88gZlO41q9msAnP4n/1luQZonHSBsmDw9O8O2+UYZyGiu8Ln6nroxr8io9741z/N1REv1W7YFkscqSVWWsW1dBeVPRee0uhhAkdYO4YZLQDZK6QWJy3TAL2wYpwyRtmJwcHMIXClI7+i7r+1/mmqGdlObGyEk2dgfW8VzpDbwU2kTUdv6EC6qh48+k8GfT+DMpfNkUxdk0vmwabzaNap7uX5a32cm4PGScbrIuDxmXm4zTTdrlIe10kVPtGEgYQlgSkrCcD3RhogthGd3nCRWBW1WmialAJpNE4jhjn2romIk4RjyKHo9iJmIYiTgkE4hMCimTQdE1VEND1fWzljZTx2Gz4XB7sHt9OIpCOAIlOIOlOINlyG4/ssuD5HBj2hzkDMjpJlnNIKeb5DSDrGaQ102yhf35wjKrmeR0q182r6MZBnlNQ9csUjJ0HcPQKXVJPPWnH5vX73WpRLFfCLF2Xt98GXCFKOaOi53zsdd28sI/foumNeu5+/N/iqKeLjnkB5KEH2lHH03juaqCojsarZQMs6B9OME3XmxjR9soFX4nv7+lmWV5hX3PniITz9O0qpSr72kiWOmx1FF732LXD/+dI3GVw7Vb6NK9lHgd/Nq1jXzy6loyI1m63h2j6+AY0REr99KIatKpGtQtD/Hrd7WyoMw3p/meD0YiQezxx4n8+Cfke3pQSkoofuBjBB58EFtl5Vn9c6bJo8MR/ql3lK5MjkaXfaoOeT6S4/E3eml7d5SqEQ1FgMNro3FZiIYVJdQuCWI/x+94sThrzqYJ/Xvh2FOI408hxfoxUNgjLeFZcTXvFl/LymWLuba1FJ/HTtY0ySTGyQwfJTfWQTbcQ9Y0ycl2cv5assVN5H3V5GQvRjIJqTgkk8ipBGo6hT2TwpFJTRWOmoQuKyQdLhJOF0mHi6TDTdLhIuUobDtdU1LJ+4FCrtWpdZj2Nn0/ctJKpoli6KiGjqpr2HQNxdCnlqquFT7TUYRlQ1ElCVVVsKs2bHYHdocDh92BrZAxwO5y4XR5sDtsOCQJR0GSstYlHJKMKkvISHQfPsRvb7k87rFfBUax6ldPyZ1XjNn/fTCXOR/a9jzb/+3btFy9iTv/1x8hn5HRVWgmsW2nSL42gOK3U3zvQlyLzh3k/053mL9+4TgHeqPUh9z8/g0LqB01OLi9Fz1n0HpNJevvaMBf4kLP59n//FO8/cTP6JVDtDfdwpGUE59T5ZNX1/Mrmxoo9zuJDKfoPjROx/5RxnutLFJx2cSscLF5Sx3ZXCdbbnp/cgAJ0yT1xptEfvQjkq++CpKEd8tmAh9/CM+mjUjy6TYIQwheGIvx970jvJfIUGZX+fWaUj5dFcIAvn60jwOHRlk1bLBwSMPMGsiKRHVLMfXLS2hYHqKo9Mx04hfGea+xEDB4AI49jXn8GeTwSUwkDpgLeclYx1j1zVy/4WpuX1aB2154aBu6dUznDji5Awb2W7mqHH5ovB6ab4IFN0GgfsbXCNLpNLFY7LQWjUaJxePEYjFSyeRZw7M5HLi8PhxeLw6vD5vHg83rBYdMXo5Y9UWMAVKZQfJmHgMFU3KiixC+4gUo9koUezmyWoQhQBPCkmAE6IV1fca6ZprkhEAr2H80E3RhkjcFBlY/S+qZPo8lEVnpaAys+B9TCExhIhmWG7I06bEFCEmaaoasYCjq/K3uUDi3iU/L07514/zOcYlE0T3LbiGEaJrXaD5gXCGKuWOuc97/3JPs+s9/Y/F1m9n62T8862EIkO9LEH60A30kjWtVKcV3NqH4zlbNgPUAeaVtlG++1E7bcIKFZV5+Z2Mjod4sR18dRAjBkk1VrN3agDfgIBkJ88YjP+LIrm1E/bWcbNnK2xMyiixxz6pqfnVTI0uqLBVKOp7n8N5h3nqtD0ay2ISEIQlKm4tZvr6C+mUhfMG5xTWcC/n+AaKPPEL00UcxIhFstbUUP/AAxffde5bxWwjBG9Ek/9Q7ys5wAo8i86nKEL9eW8pgNs8fdfTTnshwv+7gIzGF8LEIkWFLUioud1O/PET9shBVC4pRbBf2orroaywEjLXBsafJH30G+5iV1b/NrGWXtJ7sgq1s2LSFqxpDp6vG0mHo3g0nX4HOVyDeb+0PNVuEsWALNFwLjvNXnNN1nUQiQSwWIx6PT7VYLEYikSAej5OchUwURcHn8+Hx2HA4NFQ1Rl47hdMxjGqLY7dncLsVAoFFFPmX4/Mvx+9bjtNZfdlyOQnTJBWPEYuESURjRKMRJqJRwrEokViUeDJFKpsjo+XJmSa6omLIKrqqYsoKhqJY+wpNV2149TyPfP4P5jWeK15Pc8AVorg4vP34I7zxyA9ZtvkWbv2N35uVLIRuEt/ZR2JXH5JNpuj2RjxXVZyWL2omTNNKB/J3O07QOZpkYZmXz17dQPGpDG1vDCHJEkuurWLNbfV4Aw7GerrZ/aP/oOe9dzHLG+ldchfbB0wymsHVjUF+ZVMjNy8uQy3k0xmLZvnRM+207R+hLi9TbFr7A5Vu6peGqFsaoqr54h6854OZz5PYto3oTx8hvXcvqCq+zZspfvABPBs3Ip0hhR1JpPlO3xhPjkYAuLu0mM/UlPJWNMm3TlkFHT/fUM4nnD76j07Qc2SCgY4Ipi6wORRqFgWoWxo6L+nN+38d6UG0PUvi0NN4h99BxmRQBHlbvQrRegdrb7iLhvIzJEYhYLxjWto49YZV7Ei2Qd0GizQWbIGKFVZluTnCMAwSicQUcUyun7mdz+fPOlaWTWz2NHZbBrs9g9Np4vMVUVRUQTBYT0nJIoLBRrxe79np4S8jTMMgk4iTikZIx6Jk4jHS8RipWJR0zEqfko5GyUsSn/nG38/rO+ab62mLEOIVSZLum+1zIcTj8xrNB4wrRDF3zHfOb/zsYd5+7Ccs23wrt/7G785KFgDaWJroE53kumLYan0E7l6AvfbcqRkMU/D84SH+fscJTowmaSrx8Jtr6ynpy9Lx9jDIsGRTFatvrcMXdNJz6ACv/vj7jPV042tsJbzqHp4+pTEYzVJV5OSTG+p5cF3tVNqP57ftpMdWy6M7TxGIGSxX7JRkAFOg2mWqWwLULglStyRIcbn7kt44c11dRH/+KLEnn8SIRFCrKim+9z6K77sXW3X1aX37s3m+2z/Gw4MTJA2Ta4o93F8WYNtEnJcm4rR6nPxNSw0bir1oOYP+9gg9h8fpOTpBMmxphQOVHuqWBqlfEqJyYRFqIXL9fflfpybIHX+OiX1PEhp5HYfIkRAujjjXIlq3suyGB/CHznaRRstC71sWaZzcZRVuAqsOx4LNBYljM/hmq5w8f2zfvp1Vq1aRTCZJJBJTy0QiRiw2RiIRJZXKkc/Pfn1tNnC7Hfh8Rfh8IbxeLx6PZ6pNbrvd7qka65cblyMp4F8IIb4iSdL3ZvlYCCF+dV6j+YBxhSjmjvnOWQjBmz//8UWRhRCC9MExYs93YSY03OvKKbqt4ZzqKLAkjJeODvMPr3RybChOTcDFZ9bUUj2k07lnGAS0XF3OmtvqKS5zcfz1Xbzxs4eJj41QtWQFbLyfZ3s03uicwKZI3Lq0gl+4qo5c32G2bN5MVjN4/MAA//ZaF31jKVY7XWwu8uGJ6CTGrJw+3oCD2sVBahcHqVkUmAoOnCvMfJ7kjh1EH32M1JtvAuC5ZgNF996H7+abpooqAcR1gx8PTvDd/jEGchoNLjubir3sCicYyGl8vCLIny2ooqRgLxBCEBlK03N0gt6jEwx2RjF1gWqTqWoJULckyHCyk1vvvvH9e5hpGcJHXmZ475OUD+0iJMIYQqLbtQxz4W00bLwfe8Xi2fXuiWE4uRO6dlqqqtSYtb9sKTQXpI26a8B2dhDnXHCx/2tL3RVhbOwo4+MdhMM9xONjJFNJ8nk7Wt6JpnnQNDeaNnvKGFmWp0hjkkgm191u91Sb3Ha5XMjzkKYuhMsWmf3/N1whirnjUuY8kyyW3ngzt/7m751Wj+BMmDmd+I4+km8MIKkyvhtr8V1bhXSenE2TNoxv7zrJ/p4IIY+dX15Vw+K4xMm3h9F1k6aVpay+tY6SWjfvbX+Rtx//KZl4jKa1V1F9ywO80G/y+IEBYhmNMrfEL13Xwn1rqqkscmGagu3HR/jua13sPRXB61B5aEkl1/t9pHuT9LdHyKWtWhIltV5qWgPULApS2Vw0L28kbWCA6BNPEnviCbSBAWSvF//WrRR99B5ca9ZMPcx1U/DceJTv9o2xL57GK0s0e5wcTmbwKQpfXlDJJytDpwWzAWg5g4GOCL3HwvQdC095gb1fpHcmhGnQ9d4bDOx5nPKhnbRyCoCwvRJ9wS2UrrkbqeE6sM2iFjNNS8I4WSCN3resIjyqE+o3TqupypbMq1jTpdzLppknmeogkThKInGMROIo8XgbuRxomhNd9yFLDUhSNaZZimH4yOdtpNNZ0uk0qVRqVvXXJCYLbM0stjVzfeZysl1IHXY5JIqPCCGevcCJL9jnw8YVopg7LnXOQgjeevQnvPXoj1m06Qa2/s7nzvKGOhPaWJrYC6fIHptAKXLgv60e96qyc9ovJrH3VJjv7DrJK22juGwKH19exUbhoHfPCLm0TmVzEaturqOqxcOhl55l7zOPkUulaNlwLWvvfYh3Ija+8/J7tEdMZAmuW1jK/WtruHVJOU6bwnv9Uf7j9W6efW8IQwg2t5bx6Q31tNodDLRH6D8eZqgrhqkLZFmivNFPdWuAmtYA5U3+KVXPRf1upkl67z5ijz9OfNs2RDqNrbaWorvvpujuu7DXT3sMHYil+G7/GM+MRdEFBFSFiG6wxufmb1prWO47tydUfDzD9iffxm2WxLnVpAAAIABJREFU0N92OunVLg5SWyA9dQ6lVs8FzTDZe/Awve88SfnwLq7hME5JQ5Od5Ouuw7PsDqtuRnHt7CfIp6DnzYJRfAeMt1v7veXTpNF0I3jLLjiWD+JeFsIgle4iWSCORPIYicQxdD1W6CHhdjfi9S7G512My92KIjegaS7S6fQ5WyaTmVrXdf2c32+z2U4jjjPb4OAgDz744LzmNl+iOA78Apw34uX7QogV8xrVB4QrRDF3vF9zfuepR3ntx99n4VUbufN/ffGsOIvZkD0ZJfZ8N9pAEluFG/9tDTgXBS+oIukYSfDdV7t48uAAhim4rbWMrW4f0YNhEuEs/lIXK7fU0rDCx+Edz7D/uafQcllar7kOpW4BS66/nUf39/PY/n4GY1m8DpWtyyr46OpqNjSFGE/meHhPLz/e08t4MkdDyM2nNtTzsbU1eFSF4c4Y/e1h+tujjPXEEQIUVaaiySKOqoXFlDdePHGYqRTxbduIPfkU6T17QAhcK1fiv/su/Fu3ogYtg/FQLs8PBib4wcAYEd1EAUzg01UhvrygCr86+/dNXmPTFIz2xOk/HqbveIThrhimIayxLyiiZpFFemX1PuRLLKqTzOm8fOgUXe+8QPnIbjbL71IjjQOgh1pRW2+1SKPuGqv282yIDVgqqs4d0LULMgWv/PLlBfvGpJrqbGnlw7qXrbodgySTx0kkj5NMHCWRbCOb7ZvqY7MF8XkX4/UuwltYejwLkOWz561p2mnkMXN5Zkun02SzWTKZDIZh4Pf7+dznPjevecyXKHZx4fiTsBDi/nmN6gPCFaKYO97POR94/il2/uC7NK5ay12f+xNsjgu7ngpTkDk8RvzlHvSJLPZ6P/6b63A0X7igzUg8y3++dYqH9/QSTWusqPLz8aoS7J1JRk8lsDsVFm+sonmdnxNvv8C7Lz47RRgb7vs4wZp63u6e4IkDA7xwZJhkTqfU5+DO5ZXctbKKJZU+Xjo6wo/e7mFfTwSHKnPnikp+4ao61tZbaa5zGZ3BE1EGOiIMtEcY709CgTjKG/1UtRRTvbCY8qYibBfx1q4NDRF/7jliTz1N7sQJUBQ8126i6M478W65CcXrIWuYPDUa5V/7RzmazALgkiW+0FDBZ+vKzvrdznWNtZzBYGfUIo62CBP9luup3alQ1WKRRnVrgFCV54LS3vkwGs/y9MEB9u/fQ/X462xRDnKV3I6KjrB7kBpvtGIvmm+CQMPsJzFNGD5kSRsnd0Lv22Bqp6upmjZD+VKQpMt+L2tanGSyjWTyOMlkG4nkMVKpDkxzsp66ise9oEAcrYW2CLv97Ot3IQgh0DSN3bt3c8stt8xrvFdsFHPA5f5zXQ6833N+b8dLbPvuP1Lduph7//grONyeCx8ECMMktW+ExCu9GLE89gY//psujjAyeYPH3+3ne2+conM0SYnXziebK1gQEwy8N4FpCuqWBFm4PsDenT8g0nYYLZth4VUbufreBylvaiarGbzSNspTBwfY2TZG3jCpKnJyx/JKti6vwGlT+Mk7vTz57iDJnE5LuZePr6/j3tXVBGeUc82mNIY6owyciDLYEWW8L4EQIMsSpfU+qpqLqVxYTOWCIpye80td2fZ24s8+S+zZ59CHhpCcTrw33oj/jq14r78eyeHgQDzNt04NszOcQAB+VeHz9eX8ak0ptsLD/WKvcSaRp789Qn97hIG2CLGCUd/psVHdUkx1a4DqlgCByvl7g3WOJnn64ADbDp6kOrqPLcohbnUcpkS3XIGnYi+ab7JiL+zn+P/kktDzxrR9Y6aaqmkzx/MVLL7zs+CbxRPrMsE0ddKZbpKJ4yRT7QUiaSOXG57qY7MF8HhaCtJHK15PKx7PQlT1wvfRFWP2ReIKUcwdH8Sc2996nef/4W8J1dbxsT/9Gu6i82d0nQmhm6T2DpPY2YcRz2Ov9eHbXItz8YVVUkII3uic4PtvdrOjbRRZkrijuZQbVTeJoxFSsTw2Nyy/ropc8gBHXnmKXDpFw6q1XH3vg9QsspL8xbMa24+N8PzhIV7tGCdvmJT5HNy6tJzrF5YynszxyL5+DvVFsSkStywp54F1tVzXXDIVtzGJXEZn+GSMwRNRhjqjjPTEMXXrvgtWeahcUETlgiIqFhTjL5ndzVKYJpl33yX+3PPEX3oJY2IC2e3Gu2UL/q2347n2WkaR+FJHPy+NxxGAW5b4leoSfrWmlBNvvzmva5wIZxlotySl/vYIyYjlhuvy2ahusVRsVS3FBCs983oLfq8/xpMHB3j20CC+1ClusR3mHl8brdlDKEb2jNiLzVCx8tyxF7F+Sz01KXFMqqnKlhbUVJuhbiPY5x7Z/kFD06IkkwXiSLWTTLaTSnVgGOmpPi5nHR5vC15Py9TS7W48TX11hSguEleIYu74oObcfXA/T3/r63iDQe7/07+kuHxufvJCM0kdGCGxux8jnEUtd+O7vgb3ytKziiXNht6JNA/v6eGRfX1E0xrNJW4+XlWKfHyU7BhIskTdkmJstlN07nuMbDxK9aIlrL/7YzStXjfl6hvPauxsG+XFI8Psah8joxn4HCo3tJaytMpPXzjDC0eGiKQ1Sn0O7ltdzX1ramitmD1WRM8bjPbEGeyMMdQZY/hklHzWyoHk9tsLpFFERVMRpXU+lDPmKnSd9N69xJ9/gcTLL2PEYhZpbN6M7/bbyKy/mt89NcprEUuNJAGr0fjD5S1sCflR5luQRwji4xkGOixJaaBjmjicXptFGguLqW4pJlTlnZOqyjAFe7omePrQIC8cGSabSXGD8yS/UNLJOuMg3shxq6MrCE03WCqmBZuhuG72E5om+577HusC8YI31duWN5XiKBDPZusc8wz6+zAghEkm00eqQBzJVAep1AnS6a6ptOySZMPtbrAkEE8Lp04JNm/+vXl93xWimAOuEMX7i8GO4zzxN19DVhTu+9JXKW9qnvM5hCFIHxolsbsffSSN7Lfj21SFZ33FrCnNz0RWM3jm0CAP7+nlYF8Uuwz3tVZytbATORohk9Bw+20Ul6cYPfkCyYmTlNTWs+6u+1i06frTjPJZzeD1E+NsOzbCjrYRxpN5ZAlW1QaoDboYjmXZdyqMIWBxpZ97V1dx98pqKorObasxTUF4MMXwySiDnTFGumPExy27g6LKlNb5qGjyU95okYc3MF0vXGgaqT3vkHjpRRLbtmNEo0guF97rrmN003X8cVkDh1FREehIVDtsfKIyxCcqg1Q7L8091iKOLIMnIhZ5nIiSmLDG7XCrVCwooqrZIo/ZCO9cyOsmr3eO8fTBQbYdGyGVN2j1pPj16j5uUI9QMvomUrKgqgk2WV5QTTdCw3Xgno4SP+1/nU9D75sFNdVOGD1q7XeHCscXiKeo5pJ+kw8Dppkjle4mlewgmWonlTpBMtlRMJ43c9OWl+Z13kvN9TRbZHYMOCyEGJ3ngILAI1g1Lk4BDwohIufo6weOAU8KIX73Que+QhRzxwc954mBPh7/P18hk0hw9x9+iYZV80tGLIQg1xEh8Wo/uZMxJJuMe3UZ3k1V2Movzg5yZCDG3z7xNntHBam8weJyL/dVhCgd1xk8HkGYAn8Icsl3iY28hTfgYc3Wu1lx8+1n2VpMU/DeQIxX2kZ5pW2EIwNxAEIeOzUBF5G0Rm84jSTB1Y1B7l5ZzdZlFQQ8F35Ap2I5hk/GGO6KMdwVZ6w3gVGoQeEpdlDR6Kes0U9Fo5/SOj82hzItabz8Mont2zHGxkFViaxaw49alvP6yrW4ysrpyeaRgc1BP5+qCnJzqGjKlnGpSISzDHZEGOy0VG2TMRyqzTLsVzYXU9lsEd7FxKBkNYNd7aM8c2iIHW0jZDWTMq+dX1qY4y5fO7WRPUg9b0A+CUhQuQIab4DGG3itR+O6m7eeY6DDBTVVIfAvOWkfWTgtbTRcC87zp13/rwRdT/Haay+wefPlSTP+HHANsLOw60as2hSNwNeEEHOuuydJ0jewPKb+WpKkLwEBIcQfn6Pv3wGlhf5XiOIDwIcx52R4gsf/+quM9/Vw82d+hxU3XVrJ9fxQiuQbA6QPjoFuYm/0491QiWtpyQXVUrt27WLdNdfyzKFBfvJOL+/1x7CrMncuLON6u5vsiTjhwRSSDDb7KMnxPSjKEMu33MSarXdRVDa7Cm0skePVjjF2dYzxRuc44ZTl3RLy2NFMk3hGR5Hg2oWl3LmiktuWVFB0ERIRgKGZjPcnGe6OMdIVY+RUfErqkGSJYJWH8gY/5Q1+yhr8BMqd5A4fJrF9O4nt29F6ewE41tDMe2uuInvddbzoDTGiG5TaVR4oD/KJyiALPe9PgsRJpON5hjqjDHXGGOycNuxLEoRqvFQuKJ5StV0oOWM6r7Pj+CjPvjfIzvYx8rpJhd/JnctKeKBilJb0AeTuV6H/HTDymJKCXLPeymbbeB3UXDV70J8QMHpsmjQmc1NJCtSsnyaO6rXwPqY8/yBw2WwUkiS9BHxaCDFS2C4H/hP4BPCqEGLZPAbUDtwohBiSJKkS2CWEaJ2l31rgi8CLwLorRPHB4MOacy6d5tm/+xtOHdzPVfd8jGsf+vQ5U35cLIyURnrfMMk9wxjhLLLXhntNOZ715djOkY77zPkeG4zzs319PH6gn3hWp7rIxQPNZSzKKQwdniAdyyPJBnq2AzPfTuPqStbecRfVi5ae04BrmoJjQ3FeOzHOmyfHeac7TE63yvCoioRmCGQJrm4KcffKKm5dUk7I65j1XOdCOp5n9FSckUIbPRWfCqZT7ZbKqqzOT0mdl8FDO1huJBjetg31uKXvj5SVk990HTuXreL75fXkFJX1fg+fqAxyd1kx3nPEZFwK8lmdka44g51Rhk5ahKfnLH27N+CgYtKw31REqMaLco5YjmROZ8fxEZ45NMSrJ6ZJY+vyCj6yuJjVoo2+1x6m3jgFg+9aKdAVB9ReZamoGq61HvyzEYeeg74908QxeBAQVgr1huumiSO04JJSg38QuJxEcUwIsWTGtgQcFUIskSTpXSHE6nkMKCqEKJ5xvsjk9ow+MvAK8CngZs5DFJIk/QbwGwDl5eVrf/rTn851SFNIJpN4vedPhfzfDR/mnIVp0vvaDsaPHSKwoIWGzVuR348snQLc4+Dvk/GMgSQkMgFBvFqQrBCIGS+C55pv3hAcGDV4rV/j2ISJABYHZG70qFSmFFL9AlOTECKLke/E5hqjdFk5oZZFyOr53zQ1U9AZMWkLG7SFDTqjJsYZt16lR2J9hcq1VQplnrk/pIUQ5BOWs08mLMhMQDYKBbsnsg1cAfDYo2THjyGfOsrSk0dxaBqG00nvoqVsW76Gl5auJlVUzNVo3ECexei8T5qps8dsCrJRSI9DekyQHrde5sF6oXcFrdyBrhIJdwhU59kDyeiCd0cN9g7rHB430E0odkisCJpsrHWx2JchGDtOcfQwxdEjeJNdSAhMyUasqJVY0TKixUuJ+1sxlbPJWtXiBCKHCUQOEogcxJW1NO5ZRymRwMqpptmLzjr2w8al3MubN2++JKL4NlAH/Lyw636gH+tN/1khxKwVYCRJ2g7MJqN/GfjBTGKQJCkihDitdqYkSb8LuIUQ35Ak6Ze5IlF8YPiw5yyEYN+zT/Dqw9+jvHEB93zx/8EXLLnwgRcJI5EntX+E9L4R9PEMkk3GtTSEe3UZjuYAu1/bfcH59kfSPHFggEcP9NMzkcZtV7h9STk3B4pQ+pJ0HxzD0CWEmUWij/rlATbefwPBqovz2c9qBof6ouzpDrOzbZQjgzG0Gczhc6isqCniIyuruGdlFW7H/FQepmESHkrz2kt7CbqqGO2JMz6QnHLPFYqOmeugInyU1sHD2KMTAIw3NfNK63JeX7yC2JIl3F9VygMVQZrcc5N65oNEOGvZZgo2mvG+JKZpjddf6qKicdKw7ydU7T3NSD4paTx/eIhXjo+gmVDitXPb0gpuX1bBhqYQtnwMet6CU6/Dqddg+DBWhKTdkjLqN0L9Jkv6cJzhuSYERLqnpY3uVyFbSN9RscIyjC/Y/L4kNZwPLqdEIQH3AdcWdr0BPCYuwV3qYlRPkiQ9DFyHlaHAC9iBbwshvnS+c18hirnjcs355P53eO7vv4nd5eKeL3yZyuaztI+XBCEE+b4E6f0jpA+NI7I6ssdGOJRj4R2rsNf5L+jCKYRgX0+Exw/08+yhIRI5nQq/k3tWVHKt10PkYD/9HUmEaUMIDZc3TutVday+fRWeoot/qBqmoG04zstHR9h+fITO0SS5gvEaoNhtY1lVETctLuPqxhAt5d6z4jXOh5nX2DBMwoMpxnoTjPUk6OqOkhhMoegCT2qQ0ugxyhPHcY+eQBImWZebvS1LeWfpSnJXbeDm5a3cXVZMwPbh6Ostd+JEwT4TZ7grRjpu2X8Um0xprY/yRr/VGvz4QlYsyovbd6KXtfLC4WF2to+SzhsUu23cvLicrcsq2NRcgtOmQCZquc/2vG7lmRo8aIlhkmIZx+s2Qv011sPfc8YLjWlY/btega7d09Hik264TTdeOP7jfcTlJIpyYDJx/sCkreJSIEnSN4GJGcbsoBDij87T/5e5IlF8YLiccx7vPcWT3/xLkpEwN//aZ1m2eX7pBy4EoZtk28OkD46ROjqGbErIfjvu5SW4lpVgr78waWQ1g23HRnji3QF2d4xhmIJFFT7uWVnFKlOj540OJgYkkLyAwFts0LqhnuZ1VYSqvXMOSDsxkuCRvX3s7hijazyFYU7fq6ossaDUy/qGAMtrilhaVcTCci+OC+R6OhfymsH33hvkucNDBMM6q9ISvqEYvuGjhMLHCIaP48xZjoljgQqONC8jvnEDK7beyE11lTg+xFgEIQTJSI6R7jjD3TFGu+OM9iYwNItYXT4bZQ1+0iLM1ZtXUF7vB4fM7o4xXjoyzLbjIySyOh67wuZFZdy2tILNi8rwTkptuaRlo+h9yyKO/n1gFKpAl7RYBFB3jbUMNJ5up5hMajjpUTXphusKWN5YTTdaLdj4gfw2lyN77Crgn4EiYKCwuwaIAp8VQhyY12isc4eAn2GptHqw3GPDkiStA35LCPGZM/r/MleI4gPD5Z5zOh7jub/7Br1HDrHqtju58dOfuaiEgvPF7u27WF+yhPR742Q7wqALZK8N15IQziUhnAuKkS5Q5W48mePZQ4M8eXCQg31RJAmuaghy19JSaoe6OflWF6m4D1m1tK9Or0zjynLql4WoWRTE4Zrb27humOzvjfD0wQF2tY8zELUU+RLTCdkUWWJhmZcllX4WF1prhY9Sn+Oir/FYXuN/nxzikeEwlXaVLwdLWJWWmOhPEnuvHfO9PXgGjhCIdqKYeUxJZizUSLh5Bf4NG1h+80ZK6oOXXCVwrjAMk4n+5AzjfoLIUGrqc3+Jk7IGP2X1foI1Xk4aebZ1jPHy0WEmUnnsqsy1zSXctrScmxef4Vig5yyDeM+bFnn07ZlWN3nKCsSxAWo3QMXy0xMcJkasErGTxJEYtPYHGqZJo/GG0+I/LgWXgygOAr8phNhzxv4NwL8IIVbOazQfMK4QxdzxX2HOpmHw2k9+wL5nHqeqdQkf+YM/el/tFjMxc75mTifbFiFzdJxsWxiRN5HsMs6FAZyLgzhbg+ctrgRwajzFUwcHeerQAF1jKWyKxPX/X3vvHWfXVd57f9fpvUw70/uod41lSW6SGy6AMQETwIQEeAmEkHADueECyU3ywg3Jm0Ia3NBNgFAC2MY22LIt2ca2eu+j6f3MmdPm9LbeP/aZ0aiNJVmjkUbr+/nsz9rtnL2eOXv2b6/1rOdZbeXcW1XAfmo/3XsHkLIGvakJMCJ0UNnkpm6JNjfE5WRqHZtI85tTY7x0YoyXOsYIxbMAWIvZapPZ/NS5pXYTFeYcNy+qZ2GlkwU+B60VTtzWC4vx7kicz50c4GAsyUaPgy+11bDYofW5p+JZxrqDjL+8g+CO7Vg69uMJ9iCQ5HVGwu4W4rVLMa1Yi3P1Ckrr3ZRW26e6hK4WL2zZysL6VfiLI8JGe6NTMwEiwFtpp7zBScqh51Aiya8HgvRFk+gEtDeWcO8SH29ZWkldyVmj5woFLa9U72vFlsd2CPdqxwxWqFmj+Tdq12nlZHeVlBDo0ESjayt0vwKZCa0yVStPd1PVrT//aKyLYC6EokNK2XaBY6eklJceYnsVUEJx6VxLNh9/9SWe+49/xWix8OAf/Sn1y678+8iF7JXZAumuMMmj46SOBckX+8GNNQ4sC7xY2ryYGpyICzzUpZQcGYryxP5Bnjo4zHAkhcWo465WD7fqBskdfZ2xvhgGUxNW91IyKS2Az2Q1TCXcq13kveS8SVJKTo7GeKVDi9/Y2R0kntGEotxhxm01EI0nmMjqzhAQn8tMa4WD1nIHrRUOWsodNJc78LnMCCHIS8kPhsb5m65hovk8H6op4zONlbjP45uIBIK8/uSLRF95Dd+JA1QEtTfnnN5C2N1M2LOAiYqFmBYuprTWRUm1g5IaOyVVdmwu06wIyPl+58khxf6+CcZ6o4z2TpAs/s5CJ7CVmonadBxNpjiUSOLXF2itdnHPEh/3LvGxtNp1/rpGhzXR6N8J/dth+AAUivNKlDQXReMmraxYosVj5HMwtLfoGN+mxX8Uclo23En/RvOmYpqRixsFNxdC8S9AC1rMxGRi9Trgd4Dui+kGmguUUFw615rN4wN9PPmPf0NoaJCN734f6x5+94yz5l0qF2OvlJLscJzUiRCpE0EyfVEogDDrMTe7Mbd4sLR5MFScP4tqoSCLXUVD/OrwMIFYBrtJz/21sCx2nNiRHaTjWezepXiq2kknPcRCxVZBMeFezQIP1W2Xnqk1my9waDDC653jbO8aZ3dPaEog6kqsNJbacVmM5AsFhiIpusbixNKnJ8uxm/Q0lztoKrPTVGanotTKizLDM9EJSo0GPt9SxXsqS86ZWW+SYDbHsye7Of7Sb3Ds2cPqE0epCQwDkDdaiLqbCTpbCLtbmXA2YHLZKKm2463ShKOkWiutTuObEpCL/Z3j4QxjfVH8vROM9U3g742SnMhOnRM3C3plllGdJO82snJ5GXevrObm5hKMF2oJZpOak7t/Bwzs0srJKV+Ndq3VUduuBfTVtGsZbiez4XYVu6rO8G/cflo4zvaLXKLNF+KyndlCiPuBh5jmzAaelFI+c1k1uQooobh0rkWbM6kkW77+bxx/9SXql63kgU9+BrvH+8YfvAgux95CKkf6VJhUR4jUqTD5Yk4jncOoCUezB3OT67zCkcsX2NEd5KmDQ/z68AihRBaXUfCgO0Bj8AixrqMgJVVt7ZQ33UqhUMFI18SZCfeKqS+qWjyU1V84EO18ZPMFHvvlVvLeRnZ2B9nVEySa0oSh3GlmTZ2HBZUOvHYTUkJ/MEnnWIzuQJzBcJLJR0TBaUQu85J1GSnJSB7UWbi5xElDqY36EhvlDjO6swYEjKSzPDUW5oUTXbB3Lys6jrGu6wTVA1qkuDQYyVa1EvW24jc1EDA3kDNqXT1mu4GSKjveSnuxtOGtsuPwmi9KQC73vtbEI81Yf4yxXi19ymjfBMnI6WlNw7oCQSM4q2wsWlzKHetqqKycoSUoJYR6NMf4wC6t9TBy6HSrw12nDc2tbdeEo2olpCe04beTXVXRoqvYXV9MjLhJ8284yt+0zXD5LYr/lFJ+QAjxx1LKf76sK88BSigunWvVZiklh7du4cXv/Acmq5X7P/EnNK5c86a/90rYmwumSHeGSXdFSHeGp7qpdHYDpkY35gYXpkYXpmrHGSlFsvkC27vGeerAMM8eHSGcyFIhEtxrHsQ3epBM0I/BbKa1fQONq+5A6Ku19Bcd4amUHQaTTkvX0axFMFc2u7A6ZvajnOGXKUg6/DF29QTZ0xtib1+I3nEtJ5NRL1hS5WJ1vZeVdW4WV2q5jvqCCXrG43QF4uzMpDjhNZA3CvSDCQwdUUSmgNmgo9Zrpa7ERp3XRq3XSm2xrPFaSejhqbEIT/rDdA2PsLzzJHf2nWJt50ncnR1QnAJUV9dEtn4RE6WtBMwN+ONOUonTLR6jWY+30oan0qaJSKUdT6UNd7n1jJiKK31fJ6IZxvonGO6OcuL4OKHBGMbk6SHMWQOYyyw0tnppbvNSVufA67Nd2P+UTcLwQU04BnfDwB6IaAKK0INvCVSv0QSkZg3oDFrsR9c2zb+RLjrUfcunhOPlvjy333XfZdl3uUJxFC0i+ldo+Z3OkEopZfCyajPLKKG4dK51m8cH+njqK39LoL+XNQ88xG3v/SAG0+VnPr3S9kopyY2nyHRHSHdHSPdEyQe1hzoGHaYaB6YGJ6Y6F6Y6J3q31ic/KRrPHBrm2SOjBGNpGvJj3KHrxTt6lEIqgd1bwqJb7mDJbZuxeaoZ6YwyfCo8QyCaluuprNZxxjSsb2Tz2ESavX0h9veH2dcX4uBAhETRz+GyGFhe62Z5jYcVtW6W17hxO038ffcI3xoMYBaCu/UW6ibyDAWT9AUTDISSRJLZM65hMeqo9lip8VhxOUyEDdApc/SRx6TL8ZbIMA+O9LLg1HHEoUMUolqSRb3Xi2npcgqNi0mUtxCy1hEMSsKjialWF2g+Bne5FY/PhtdnYzTcz813rMbrs2FxvLlurAuRimd5fd8I+w6MMtI3gTmWpywvMBQfl0IvKK22U1bnpKzGQWmtg7IaBxbHBQYSxPwwuEdbBnZrPozJEVYGq9bSqFmjxWUYLZpzvOflqTTqMXsDjj89eFm2XK5Q/BHwcaAZrctp+l9ZSimbL6s2s4wSikvnerA5m0nzyg++y75f/5KyugYe+ORnKG+4vLHoV8PefDRDujdKpjdKpi9KZjDGZM4OndOIqdaJqdaJscaBqcaBtBnY2RPkV4dGePbICOOROK3pPtYXenAFTkEhT2ltPYtv3cSsi4kiAAAgAElEQVSiW27HXVFJNpNnrDfKSFd0KqYgUewe0ekFpTUOyhucVNQ76Rs7yb1vv+OiU33nC5JT/hgH+sPs6w9zeDDC8ZHoVPS422pkWY2L6honexxwNJdloc3CF9tquK1Ei2aOprIMBJMMhpMMhjTxGI6kGAgnGQwlCcTS51xXGgXSrMdu07M+H+W2iX4WDnfh6jqOYXDybVtgbm3FsnIFpsXLyFS3ETVXEh5LER5JEBpNEPYnpqLPQUt7PikgnkobngobHp/WCjFcxPS0F0vfeIItR0bYfmCE4Z4opTlBNXoqC3oM2dP1sXvMlNY4KKu1U1rjoLTGgcdnO/f3kRKCXUXx2KsJx/DB03lOzC5NPCqXg9HKiZE4C9//t5dV9zcbcPc1KeXHL+vKc4ASikvnerK5e99ufv21r5COx9j4yKO0v+3hS3Z0z4W9MlcgOxwn0z9BZmCCTP8EuUByKghC5zJhqnZgrLZjqLRzUuZ4qi/Is0dHCQRCtCVOsTbbgzOijSupWrCIRRtvZ+GG26Z8N5OBaP7eKP4ezSk71jcxlShQp9eyzJbXObU33Drt7dZ0kTEdqWyeEyMTHB6KcHgwwqHBCCdHYqTzBQrlFvKL3RSsBhoy8NsOJxurPCyqdF0wQ246l2c0kmYwnGQ4oonIqfE4hwMxBsJJEoksInO6a8eRSbAg1M+ycC/LogO0jPdiS2mxEnmTmVRjG2LxEqzLluFdvYIDnf0sal5FeDShLf4E4dEk8fA0gRJaMkJPhQ13hQ1PhXVKRJxllkvyBZ1NNJXllZMBXjg+yrYTY6QnMviknlVOG60mM/ZUgcRYisLkC4Re4PHZisJhp6TaoQ0rLrGcGQyaz2nDcyeFY2g/jB6GfIYJRwvOz1xeiJuauOgSuJ4emleK683mRDTC89/8dzp2vEbVgkXc9/H/QUl1zRt/sMi1Ym8hnSM7GCczGCM7FCMzFCPnT0yJhzDpMPjsxJxGjmQzPB+Istc/jC/ewfJ0F87EGAhB3ZLlLNp4O63rNmBznZmYbnJWum2/2kGFs56xfm1kTyp2ulvIVWYpvt1qb7Yl1XbcFbZzHNPnI5svcMof48hQlEPDEbakEnR7DEhA3z2BoTtGtdPMAp+ThZVO2iocLPA5afM5sJlmFqhAJsczoyF+2T/OTn+UbDKPPVugQRgoKQhEKg+D/Xj7TtHg72FBuI+W8CDmooM4ZrTQW1rPaGUTkfoWMk1tmOvrKbWY8BTAmpLoYnkKE1lS4ykiY8kpUQWtK8tZclpE3OVW3BVW3OVWXGXWi26dgdZC298fKs5dMsaxYa1brdZt5Z7aElY6bZTmBJHRBMHBOBOTXZdoPpmSam00WGm1QxsZVnPWsOJcBvxH2bfzVVa/4xMXXa/pKKG4BK6Vh8jV5Hq0WUrJ8dde5sVvfY1cJsPG9zzK2gceQqd/49bFtWyvzObJjibIDse1ZURbCtMeYBmjjj5dgUMTwwTjxzElOjBlQqDT0bBsJQs33EbrTeuxOk9PujPd5skhoYGBCQL9MQIDMcYHY4SniZTeqMNbaTtjuKq3yo6rzPqGAjKYTPOFE4P8KhTFhWBZRJLsnaBzLEZmWv6qWq+V1goHbRWn4zhayh3nndgplsuzNTjBrwMRnh+PEsnlsegEt3udvKXMzW1OO2QK+EMxwsdOkjlymMTeXfjGR/CM9GHInxaPLlc1nZ4aOt3a0u+sIK/T47UaqbQaqTEYKZd63AWBLS0xJvLIWA45rXUjBDhKLJp4lFtxl2tC4ipuG80z34dD4STbTozx4nE/r54KkMzmMRt0bGgpZfPCCm5p8GJPQXAoxvhQnOCgVk4XeLPNcMZvU1Jt50TPAe6+77x5Wt8QJRSXwLX8EJktrmebY8Fxnv/W1+jcvZ3Kljbu/dgfU17fOONnrjd7pZQUJrJkR+NkRxPk/Amyowky/jgk80gpCWf8dMeP0Rc/TjoXQQgdVXWLWNi+gbbbbmXPiSNs2rxpxutkM3lCw3HGB+MEh2IEh+MEh+JnOIz1Bh0enxWPz463qtjnX1zOnrFuezjGFzoGORxLst5t569aqnFkJB2jE5wcjXHKH6PDH6Nr7MwEiF6bkeZyBy3ldprKTsdzNJTasBj1ZAuS7eEYz45H+HUgwkBKe3iudtq4t8zFvWVultgtvPSSliVYZjKkOjpIHztG8shR4ocPkz15EtKaXQWDkYmqesZ8DQyW1XLKWc0xWwVDWT3hZFYbHizBKsFb0OEpCLx5QbnQUyJ1OHNgyp9hOsKqx+Q2YSsx4y63UlZpp7LaQVnluQGG6Vyend1BXjzuZ+txPz3FEWjNZXbuWFjOpoUV3NxUgsWoJxHNnPHbTJaTLSGLBz785Tsv6f6aqrMSiovnenuIXAmud5ullJx4/RVe/M5/kI7HaH/bO1n/zvdgNJ8/DcL1bu8kUkoK8Sw5f5L4cIzejiDRwSjZ8UFSsRMMxk8Qy4URCMqsdTT6ltPQvBJ3TSWGUgt6rwVDiQWD14wwXvgNOJ3MERqJEyo+lMKjCYIjCSYCp2MsAGxuk9a/X2HVumoqrDjLrTyTT/F3/SOEs3kerS7lz5qqKJ3W7ZQvSAZDWuzGKX+MrkCMrjFtKO7YxLRRTQKqXBYay+w0lNqL8RtW8lYDxwpZtkbj7JvQHrLVZiNL0jF+Z/kibvU6sZ3la5C5HJnublLHjpE6dpzU8WOkjx4jH4lMnWOsqcG0YAGyuZVkbSORqkYC7gqC6TyheIZgPEMooZXRaJp8NIcunsOakXgKQlvyAqcUiGljgXJCkjQKslYd0m5A7zRi8ZhwlFrwlNnICEmnP8ahoSiHBsJk8hKzQbChpYw7FmjC0Vh6Ol5HSqkJyHCcA/sO8Nb3qhbFG6KE4tKZLzYnohFe/v53OPLS87h9ldz9oY+fd37u+WLvhcjlC+zpDrJ93xD9B49j9x/HFT8FWW1Ee4m5ilrbAmpsbbhMpYAWOKj3WjB4zOi9ZgweC3q3Gb1HW3Q2wznDS/PZAuGxxDRncZJI0Wk8PbJZu6iJ3yy38ZJPhxX4kMnJoxUllJZbsbnPDdSbZCKVpSeQoCsQoyegxXJ0B+L0BRNTU81OUmo3UeW1orMZCBuhV+bI2gyYbEbWV7q5t8LNXaUuGqznT/8upSTn95M+fpzU8ROkT5wgdfIEme4eyGtNBmEyYWptwdLWhnlyaW3FUF099fdJZfOEE1lCCU1IQhNpxv0JomNJkqE02WgWOZHDkMxjTkuMZz2CE0IS0UkiukKxlET1kqgOwqJAXmhDjSvdFppKHSysdFDmMOO2GhnrPckf/NZdb3SLnBclFJfAfH+InI/5ZnP/kYNs+eZXCQ0N0HbzRjb9zkdwlVVMHZ9v9r4RXWMx/uOp1xkJpUh07Kcp1oUvo6WTsLgqaGlYQWP5Ekp0PgqRLLlwCnJnPRcMOgxukyYebjN6twm9y4zeZULnKu53GKfyYKWTOaJjScL+BJGxJNGxJJGxJB3JFI+3GOmqNFIWyfGWfQlax/M4vRacpcWlRFscJRacJWYcHst5s9FGU1l6Awn6ggl6g3H6g9p6fzDJUDhJrnCmDdKsQ1oN2B1GWkrsrPG5uLXaTYPXTpXHgsty/tFZhXSaTGcnqZMnSZ/sIN3RQfrkSXKjp2dc0NntmFpaMLe2Ym5pwdzagqmlFWN11YzT/UopScWzRMaSjI3EGRuOEx5LEgumSIbT5Cay2ow800jqIaIrEGSakBRLlwte/vMHLni9mVBCcQncaA8RmJ8257JZdv/y5+z4xU8AuPnhR2h/68MYTKZ5ae8bMWlzJJFl20k/L+3tYODALqrCndSkhtBTQFgd1K1sZ9UtG6lrXoYuJciH0+TCafKRySWjlRMZzpnLVYDOZtTEw2lCX1x0TqO27jCic5iQZh1P+iN8eXiMgXyOmzJ63j0MttE0E+OpqUmJpmN1mXB6zTi8FuxeMw6PGYfXjN1zejFOi4fI5Qs8/tw2aheupL8YAHg8EON4IMZIOEUqkUWcVX2bSU+Nx0qVx0qVy0KVx0KV24LPZaHSbaHSZcFtPR24l49ESHd2nhaPzk7Sp06RDwRO/0msVkxNjZibWzC3NGNqbsHc3ISxoQHdRQSNFgpaOpGJ8STR8RQT4ymigSQT4yki4yliwdTpPPNA0Fjgz//17je+Ic7DTEJxdaaoUiiuMgajkfXvfA9LbtvMtu99k1d//J8cevE57nj095hvL0eXgttm5KFVNTy0qoZc/nb29oV58UAvR3btwDJ8nNSO1+jbvg2pN+BuXsLqWzeyoP1mPGVnDj+WBc0/ko9myEfTxTJDYSJDvrjkRuPkJ7JQOPfvvV4v+JnTyA8bTHyjIs/+evhgtY0/MJZjtxhJSYhnCyTSeRKJHLGJDPFQmtBogv7jQbKp/DnfabYZsLnN2N0m7G4z+ShYTQlWuU3c0ujEtqIWm9uE0axnIpfn2cEgzw2E2DUaYSySJprKk88WCARj7B8IMzHpyJ6GxajD57Lgc1rwubWyorod36JbKXeaqXCaKS+kMQ32kunsJNPZSbqzi8TePUSfeur0F+l0GGtrNRFpbMLUVFwaGzFUlE+JkU4nplpY1efJ5V3IF4iFNYEdHJzg4ImOS74nLgbVojiLG/ltcz7Te2g/2x77BoH+XhxVtTz0yU9T2XLeLPrzkov5jQfDSbYeHWLn67uZOHmAulgP7lwxjUZZNa1r1rHqlg1Uty26qGHIUBSUZI5CTBOPQixLfiKrbce0ciSV5V9KCzxZrqc0XeAPOtK8bTDHGR02OoHOZkBnN6KzGSmYdKT0OlISUgVJMi9JZvIkknmSyRyJWJZYJH3G2/YkBqMOq8uEzWXC6tTKtEVHnz7P0UKWffkMISOkTIJWh4XFJjMNQo8lIxmbSDEaTTMSTTFaXFLZwjnXMBt0lDvN2uLQSp+xQE1sjPLwCG7/INaRQXSDfeR6epDp0057nc2GsaEBU2MDpoYGTA2NmBrqMTU0oC8pmTEVyZxkj70eUUJx6dwoNhfyeQ69+Czbvv8dcqkki265g1t/+wO4KyrnumqzzqX+xqlsnh1d47y06wi9+3bhCpyiKjWCngLSaMG7YDlrNm5gQftNVyyr775InC90DLJnIsEys4m/cHhYm9VTSGQpxLMUEjmtFZMorhfLc7rAikgpyeh1ZI160gZBRq8jDaQlpPKSdK5AKlMgmc6RTuXPaT1MkjQJEiZB2qLD6jBR5jZTX2LF57ZgsRuRZh0JJBOFApF8nkAmRyCZwR9N4Z9IE4ilCcQy5zjfJ7EaoJUkbdkgjYkAVbEAZeFR3IFhLOOjiMK0+A2HA1N9vbbU1WGsr8NUV4+pvg6Dz8dLr7wyK0Khup4UNww6vZ6V9zxAQOoxB/3sefpxOna8yop77mf9w+/B5vbMdRWvGSxGPXcsrOCOhRXw6GZ6x+O8eLCP/dt3kOw6TO3xI4SP7OLFb4CuvJaWVWtZteFmahYuvuxpbFe77Ty1to1f+MN8sXOIR8b9PFTh4QtLq6mznL8/X0qJzOSLwlEUj2SOQjJH5+GTNFTVIJPF/anc1LFCtoDMFoMYzTqkSZCRmohkpCRd0MqMEKR1gqSERLxAMpokO5CgKx+ie4Z37FKjjmqrAbPdiMXuwFxmxFhnQBoFGR2kBSSRTBTyRHJ5wrkc4+laXkhl8CezjCcyZHIF9IU8vkSQmliAqniA6vg4teMBavr3UBbfgqFwuguuoDcgmxbALLz0KaFQ3HDoTWZu/e0PsPLe+3n9pz9k/7NPc/jFLax54CHa3/owFodjrqt4zdFQauf3Ni+GzYu11kZngFd2HKTv4F4cgVPktjxJx5YnKBhMuJoXs+Lmm1nU3o7HV3VJWVuFELzT5+UtZS6+2ufnq31+ng1E+HhdBX9YX4HdoD/nfGE2oDMb4KyGTSh5gpWbLpw4UhYkMpWjkMpPiYg8Y/30MZnKUUjnKSRzZFI50okshVQecpJMUVSyRZHJSMhKyKayZBJZ0n6IAVkgW5DnDChzFpe601ZhNFkxmvToTTpEaTnSt4icQZDVwZgOemWBeC5HITqGMTyKKTKKPepH2G1cXhTFzCihUNywOEvKuPf3/4j2t/0Wr/3k++z4xY/Z9+tfsuaBh1j74ENY7EowzofFqOeORT7uWHQPcA8DoQTbDvWzb/suop2HqerqInbyAK/959fBUULVkhWsXr+OxhWrzkgrMhN2vZ4/barivVWlfKlziH/qHeW/hoN8rqWKd/m8F5xd71IQOoGwaT6PyyWfK3AsFOOAf4JDgQlOhRIYMgVseUmbzsBio4k2vZFanQ5TVlJI58knNaFJp/JkU3nS6RyZdJ5sVpItCk5OQjadI5surkvQSYlegkWCCdDavx5tcS8ENxSnNb/iKKFQ3PCUVNfw1k/9GTc//Aiv//d/sf1n/8W+Xz3J6vveyur7335Ooj3FmdR6bTx6+0IevX0huXyBfX0hXt5znI59e9APnSS96zWGd25DIjBW1NKyYjXL1rVTs2jJBaPnp77bYuJrSxv5UG2cP+8Y5I+O9fGtgTH+39Ya1nnmXsj1Bh3Lyl0sK9cEMFuQ7J9I8GpoglfDMb4TiZMqZBHAUoeVjR4nGzx21nsc1J0197gsaN1oMlOgkM4h08X1TL64np9az6dyZJI5MnGthZNN5cmkc0wU4rNipxIKhaJIeUMTb//05/D3dGmC8fMfs+fpJ1hxz/20P/gOHCWlc13Fax6DXsdNTaXc1HQLvOsWQvEMr3b42b5jP0NHD+AJ95B+/ilOPP8kUqfHXtvCojVraFu1iqq2hRf0b9zktvPM2jZ+NhriS53DvH3fKc1/0XJh/8VcYNQJbnLbuclt51NAulBgXzTBa+EYr4ZifG8owNcHtGDHxXYLGzwO1nscbPDYKTcZERYDWEDP5dm0bdu2K2fMNJRQKBRnUdHYzEOf+TyB/l52Pv5T9j79BPt+9UuW3L6Z9re+k9Laujf+EgUAXruJt66q5a2rapHyQboCcV4+MsD+3fsInzqKb2SA+OM/Yu/jP0LqjXiaFrB4zWoal62ksqUNveH0I0onBO+uLOGBcjf/Ps1/8bG6Cj55Hv/FtYBZp2N9UQz+pPG0cLwejrE9HOe/hoN8e1AL0GuxmrnZY+dmt4P1Hjv1FtOszMp3OcyJUAghSoAfA41AD/CIlDJ0nvPywKHiZp+U8u1Xq44KxeRMehsfeZQ9T/+Cw1uf5/DWLTStbmftg++gftnKa+Yf+XpACKGlEt+0CDYtIpsvsL8/zMuHejm+bz+ZgZNU9w4SOXWE7T/5PhhMlDYvYOGqVdQtXU5V6wL0BiN2vZ7/2VTF+6pK+T9dw3yld5QfDo/zv5qreE9lyRXxX8wW04UDtK6qQxMJtkfibA/HeGYswg+HtZxclSYjN3u01snNbjtLHFb0c2TbXLUoPgu8IKX8shDis8XtPzvPeUkp5aqrWzWF4kw8vkru+tDH2fCu97H/2ac5sOUZ/vuLX6C8vpFV972Nxbfe8YZ97YpzMep13NRYwk2NJfC21URTWbZ3jvP6kV46Dh5AP9JFdfcQ4ycPax/QGylvWUDL8hXULl5KddsivrqkgQ/XlPEXpwb5H8f7+fZAgL9sreYWr3NujbtIjDrBGredNW47f1BfQUFKTsRT7IjE2RGOsSMS5wl/GACHXsdalyYc69x21rhsOK5SK2quhOIhYFNx/TFgG+cXCoXimsHmcrPx3e9j3UPv4tir29j7zJNs+fq/8soPvsOyO+9l5d3346msmutqXre4LEbuXVrJvUsr4ZGbGY2meK0zwGuH++g6fAhrsJeaniH8J3+EQIJOR2l9M43LlvOVhUvZ21TH3w2F+a39nTxQ5uZeefnTmM4VOiFY7LCy2GHld2vKABhIZdgZiWtLOMY/9IwgAR2w2GGhvSge7W77BYMG3yxzJRQ+KeVwcX0E8F3gPIsQYjeQA74spXz8qtROoZgBg8nE8s33smzTPQweO8K+Z59iz9OPs/uXP6dhxWpW3H0fLWtvPqN/XXHp+FwWHl5dy8Ora5FyA92BOK92jrP92AA9R4/givRTPTyMv/dJ9E/9AoCP1NRzeP09PE0jz0onxzoG+ZNGH27j9ftb1FpM1FpMvNOnBYpEc3n2RuPsimjLf4+GeGxoHIA2HLwyC3WYtRQeQojngfPlRvg88JiU0jPt3JCU8pw8AEKIGinloBCiGXgRuEtK2Xme8z4KfBTA5/Ot/dGPfnTZ9Y7FYjhusICrG83m2bA3E48xfuwQY8cOko1NYLDaKF24lLJFy7F4S67otS6H+fYbF6Skf6LA0fECJwJpQsMjlCWGqUqNUJMZIWM28pub7ubQorXYsmnu93dztz6Pu8KH7jIjx69VChL60XESA5l0mgctl+fH2Lx587WV60kIcQLYJKUcFkJUAduklAvf4DPfBZ6SUv73TOepXE+Xzo1m82zaWyjk6d63h8Nbn6Nzz05koUD1gsUsuf1OFm68bc6C+Ob7b5zNFzg0GOH1znG2dwboONlJSXwIuzVN1+oVDFbXUxLys3nHc6zX5alZsIiqtoVUtS3CXeGbN4MSZisp4Fy1x54EPgh8uVg+cfYJQggvkJBSpoUQZcAtwN9d1VoqFJeITqenZe06WtauIx4OceSlFzj68os8/81/Z+tjX6dlzToW3baJplXtGIzz6812LjHqdayp97Km3ssnNreSya3ju7/cStpVj6FrnPjeEWJtbn5236O8PjLA3a89je/XvwTA6nJrotGqLZWtbZht9jm26NpiroTiy8BPhBAfBnqBRwCEEO3Ax6SUHwEWA/8hhCig+W2+LKU8Okf1VSguGbvHy7qH3sVNb/8t/N2dHHnpBY6/9jInd7yK2W6nbd1GFm68nfqlKy46bbfi4jAZdCzw6tm0qY1P3tVGOpdnT1+Yr3WPsrW8hu89/FFsfUFaDx1iWXqEWEc3XXt2ah8WgpLqWqpaF1DZsoDKljbKGppuaGGfE6GQUo4D50zsKqXcDXykuP4asPwqV02huOIIIfA1t+JrbmXT73yE3kP7OfabbZzc/hsOb92C1eWm7aYNtK2/hboly5UTfBYwG/RsbC5lY3Mp4WyOv+8e4btCcKx+ExOhLMGD4+BJUJHxs8QQprEQILJrJ0deegEAvcFAeUMTvqJwVDa3UlJbh053Ywi8uiMViquITq+nadVamlatJZtJ07N/Dydee4Vjv9nGwRd+jcXuoKX9ZlpuWk/jitUqPmMW8BgNfHFBLR+uLeeLXUM8LSL47q3lvW4XjrE0u7pDfL8nSNyUw5GPsdwYZrExgiExSuDlFznw3NMAGM0WKpqa8TW14mtpw9fUire6el6KhxIKhWKOMJrMtK3bSNu6jWQzaXoP7KNjx6t07t7BkZdewGA0Ub9iFS1r1tG0ph1nSdlcV3le0WQz861lTewMx/jLziG+MhZkmcPK/37HYr7ltnN0OMrO7iDbu4L8vDdI2JCFSkmrOUG7PU59IUAiMszBF58l96sngdPiUdHUgq+plYqmFkpr6q77rkUlFArFNYDRZKb1pvW03rSefC7H4PEjnNq1nc49O6f6zssbm6daI9ULFl/3D59rhXUeB0+vaeMJf5gvdg3x7gOd3F3q4s9bqvlIbTMfua2ZQkHS4Y+xs3ucnT0htnUHGYlWAEvwNOvZWJpnsTFKecZP3t/PoRefY19ac5YbjCbKGhqpaGymorGFiqZmyuobMZrMc2v4JaCEQqG4xtAbDNQvW0n9spVs/t2PMj7QR9feXXTv282uJ3/Gzsd/islqo37ZChpWrKFhxapLniBIcSZCCN7h83JfmZtvDozxz72j3LnrOO+vKuVPmyopNxlZWOlkYaWTD2xoRErJQCjJzu4gu3qC7OwJ8swggAuzYQErN7ho9+Zo0YVxxvyEB7o58dorHHz+18Xr6SipqaW8oYmKxmbKG5upaGi6ZmdZVEKhUFzDCCEoq2ugrK6BdQ+9i3QiTu+h/fQc2EvvwX2c2rUdAGdZ+ZS41C1drrqpLhOLXscfNvh4b1Up/9gzwmNDAX42GuKT9RV8tK4Cm15LCyKEoK7ERl2Jjd9aWwvAeCzN7t4Qu7qD7O4N8fWDcXIFA0JUs6BiIWvf5mGVt0CdDJMf62est5vB40c5/upLU9e3e0sob2jSlvpGyhua8FbVzPkAByUUCsV1hNlmZ8HNt7Dg5luQUhIaHqLv0H76Dh+gc9d2jmx7HgBPZRV1S5ZTu3gZtYuXzXGtrz9KTQa+tKCWD9WW8cXOYb7cPcJjQ+P8WVMl764sOW8W11KHmbcsreQtS7WEFMlMnn39Ifb0hNjVG+KXB4b5YVqbp7vCWUV74xLWbPBye7mRknSA8EAv/p4uxnq76Tt0gEJeO1dvMFBSW095fSNl9Y1Tpd3jvWqtSCUUCsV1ihCCkuoaSqprWPWWBykU8oz1dDNw7DD9Rw9xcserHHrxOQCMDiex/TuoXriEmoWLKW9oUj6Oi6DFZuE7y5vYHo7xl6eG+NTxfr4xMMZftNRwR8nMGWqtJj0bW8rY2KK17vIFycnRCXb3htjdE2RPb4hnDo0AYDboWFnrY03zIto3e7m/xgFhP4G+Hsb6eorisZ+jL7849f0Wp4vyugbK6hu1Vmd9A/lMelb+DkooFIp5gk6nn4rXWPvgO5CFAoH+XgaOH2Hfy1sZPHmME69rKeMMZjOVzW1TEcmVrQtwlqruqgux3uPgV2s1h/eXuoZ5z4FONpc4+fOWapZc5ETVep1gcZWLxVUuPrC+AYDRaIo9vaGp5Vu/6eL/vqSlVWoqs7O63sva1mbW3Ollgc9JJj7BWG8Pgf4eAn09BPp6Obx1C9l0CgBraTl33fuWK26/EgqFYp4idLqp/u6I2cGmTZuIBvwMnTjGUMdxhjtOsOfpJ6a6OOzeEk44we4AAA8FSURBVCpb2vA1t1LZ3EZFUwt2zzm5Om9YJh3e95e7+fZAgK/0jnLXrhO8p7KEP2uupMp86dOX+lwWHlhexQPLtfT0qWyeQ4ORKeF4+eQYP987CIDDbGBlnVtLVdK0nptuvw+v3YQsFIgG/AT6ezl08NBMl7tslFAoFDcQrrIKXGUVLLrlDgBymQxjvd0MnzrJSOdJRjs76Nyzk8mJDezeEnxNLVMjc8obmvBUVCJ0199cD1cKs07Hx+sr+O2qEr7SO8p3BgI84Q/x+3UVfKK+AuebmEzIYtSfnswJkFLSF0ywty/E3t4we/tCfHVbJ/mC9vs0l9lZVe9hdb2X1XWLcEYSV8TGs1FCoVDcwBhMpmIW1dPJmzPJBP7uLka7O/F3n2K0u5Pu/XuQhQKgBZWV1TdQXt9EWX1DsX+8EavTNVdmzAleo4G/aq3hQzVl/E1xStb/HBrn040+PlBdhlH35h3NQggaSu00lNp5eLU2uiqeznFoMDIlHtNbHfVOHXfd+aYvew5KKBQKxRmYrDZqlyyjdsnp0VLZTJrx/j78PV1a/3hvDye3/4aDL/x66hyb20Npbb221NRRUlNHaW0dNrdnXsd4NFjN/N+ljfx+XYK/7hzkcx2DfHMgwOdbqnigzH3FbbebDaxvLmV9cynAVEzH3r4QR44eu6LXmkQJhUKheEOMJrOWDK+lbWqflJJ4KEigv5dAfy/jA32M9/dx9OUXyCSTU+eZbXa81TWUVNXgra7FW1WDt6oab1X1vMpltdpl4+erWtkyHuWLncN8+HAP7S4bf9FSzTrP7M1DMj2mwx3umJVrKKFQKBSXhRACR0kpjpJSGleumdovpSQWHGd8sJ/gYD/BoUFCQwP0HTnI0Ve2nvEdDm8JnqpqPL4qbanUSndFJZbrcEY+IQT3lrm5s8TFT0aC/G33MG/fd4r7y9x8rrmKNvv1KYxKKBQKxRVFCIGztAxnaRmNK1afcSyTShIeGSY0PEhoeEhbHxmie99u4uHQGeea7Xbc5ZW4K3y4KnxaWVaBu7wCV3kFJqvtapp1SRh0gvdVl/KQz8M3+sf4tz4/m3ZFeH9VKZ9urMRnvr7mtlBCoVAorhomi7WYHK/5nGOTIhLxjxAZHSE8OkJ0bJTxgT669+0ml82ccb7F7sBZXoGrrBxnaXmxLMNRWoartByZz18tsy6IXa/nU42VPFpdxj/2jPC9oQA/HQnxsbpyPlFfgeNNjJC6miihUCgU1wQziYgsFEhEI0TH/ETGRomO+YkGxpgI+In4Rxk4eph0In7O50789DGcxe4xR0kpDu/0sgS7twSzzT7rzvYyk4H/s6CW/6e2nL/pHuafekf53tA4f9Lo4wPVpZiu8eHGSigUCsU1j9DpsHu82D3eM4byTiedSDAxPkZsPEB0PMDhPbspdTmJBQOER4YZOHqYVDx2zucMRhN2rxe7p+R06fEW173Y3V5sHg82l+dNJ+drspn5+tJGPlYX54udw3y+Y5BvDIzx2aYq3l7hQXeNjg5TQqFQKOYFZpsNs02L6wAI6s1s2rTpjHOy6RSxUJB4MEgsNK6th0PEguPEwyHGB/rpO3yAdPzc1gmAxeHE5vZgc7uxub3YXG5t3aXts7qK6y43ZvuFWyprXHZ+tqqFF4MTfLFziI8d7eWr/X7+oqWaW70z55CaC5RQKBSKGwaj2YK3shpvZfWM5+UyGRKRsCYi4SCJcFjbjoRJREIkIhHGerpIRMMXFBWdXo/V6cLqcmvl2etOJy0OJz8odbHF4+ZfxuK8a7+WQ+oLLdUsvcgcUlcDJRQKhUJxFgaTCVdxdNUbkc9lSUQiJKIRktFzy+RElEQ0ylhvN8nYBKnYxFSKlOk8ojewf8UGtq+6nbvHo6zx9/JOfye1JiMWhwOLw4nV4ZxaN9sdWIulyWqdVT+LEgqFQqF4E+gNxqnhwBdDoZAnFYuRnIiSmpggORElGdPWN8QmeKR/L086fDxf3sj+8jraTx3g5m0vYJ6IXPA7hU6Hxe7AVFpxTnfblUAJhUKhUFxFdDq95ttwuS94zsPAcDrDP3SP8kPdGo4sbuf3q0v4gNuEPhEnFY+Rik2QisVIxWOk4zFSsRhj4QuLyZtBCYVCoVBcg1SZTfz9ojp+v66cv+ka5h/6Azw2YuBPGn08uqjhvENqt23bNit1mZPBu0KIEiHEFiFER7E8b9J7IUS9EOI5IcQxIcRRIUTj1a2pQqFQzC1tdgvfXt7E02vaaLOb+VzHILftOM4vRkMUzuPrmA3mKsrjs8ALUso24IXi9vn4HvD/SSkXA+sA/1Wqn0KhUFxTrHXb+fmqVn6wohmHQcfHj/Zyz+4TvDAeRc6yYMyVUDwEPFZcfwx4x9knCCGWAAYp5RYAKWVMSjk7s3IoFArFdYAQgrtKXWxpX8hXlzQQyxV4/8Eu3rn/FLsj5x+me0WuO9tKdN6LChGWUnqK6wIITW5PO+cdwEeADNAEPA98Vkp5TgIXIcRHgY8C+Hy+tT/60Y8uu26xWAzHdZi18s1wo9l8o9kLyub5Sk7CC5j4ORYi6GjPJfi0IcPljJTdvHnzHill+/mOzZpQCCGeByrPc+jzwGPThUEIEZJSnuGnEEK8C/gWsBroA34MPCOl/NZM121vb5e7d+++7Hpv27ZtVoaXXcvcaDbfaPaCsnm+E8/l+cbAGCe6e/ja5vWX9R1CiAsKxayNepJS3j1DhUaFEFVSymEhRBXn9z0MAPullF3FzzwOrEcTD4VCoVAUsRu0LLXbeo7PyvfPlY/iSeCDxfUPAk+c55xdgEcIUV7cvhM4ehXqplAoFIppzJVQfBm4RwjRAdxd3EYI0S6E+CZA0RfxGeAFIcQhQADfmKP6KhQKxQ3LnATcSSnHgbvOs383mgN7cnsLsOIqVk2hUCgUZ3Ftz5ahUCgUijlHCYVCoVAoZkQJhUKhUChmRAmFQqFQKGZECYVCoVAoZmROUnjMJkKIMaD3TXxFGRC4QtW5XrjRbL7R7AVl843Cm7G5QUpZfr4D804o3ixCiN0XCmOfr9xoNt9o9oKy+UZhtmxWXU8KhUKhmBElFAqFQqGYESUU5/L1ua7AHHCj2Xyj2QvK5huFWbFZ+SgUCoVCMSOqRaFQKBSKGVFCoVAoFIoZUUJRRAhxnxDihBDilBDis3Ndn9lACPFtIYRfCHF42r4SIcQWIURHsfTO9B3XG0KIOiHEViHEUSHEESHEHxf3z1u7hRAWIcROIcSBos1/VdzfJITYUbzHfyyEMM11Xa8kQgi9EGKfEOKp4va8thdACNEjhDgkhNgvhNhd3HfF720lFGg3GPDvwP3AEuC9Qoglc1urWeG7wH1n7fss8IKUsg14obg9n8gBn5ZSLkGbIfETxd92PtudBu6UUq4EVgH3CSHWA38L/JOUshUIAR+ewzrOBn8MHJu2Pd/tnWSzlHLVtPiJK35vK6HQWAecklJ2SSkzwI+Ah+a4TlccKeXLQPCs3Q8BjxXXHwPecVUrNctIKYellHuL6xNoD5Ia5rHdUiNW3DQWF4k2S+R/F/fPK5uFELXAg8A3i9uCeWzvG3DF720lFBo1QP+07YHivhsBn5RyuLg+AvjmsjKziRCiEVgN7GCe213shtmPNh/9FqATCEspc8VT5ts9/hXgfwKF4nYp89veSSTwnBBijxDio8V9V/zenpMZ7hTXJlJKKYSYl+OlhRAO4GfAp6SUUe2FU2M+2l2cSniVEMID/AJYNMdVmjWEEG8F/FLKPUKITXNdn6vMrVLKQSFEBbBFCHF8+sErdW+rFoXGIFA3bbu2uO9GYFQIUQVQLP1zXJ8rjhDCiCYSP5BS/ry4e97bDSClDANbgQ2ARwgx+XI4n+7xW4C3CyF60LqN7wT+mflr7xRSysFi6Ud7IVjHLNzbSig0dgFtxVESJuC3gSfnuE5XiyeBDxbXPwg8MYd1ueIU+6q/BRyTUv7jtEPz1m4hRHmxJYEQwgrcg+ab2Qq8q3javLFZSvm/pJS1UspGtP/dF6WU72ee2juJEMIuhHBOrgP3AoeZhXtbRWYXEUI8gNbPqQe+LaX80hxX6YojhPgvYBNaKuJR4H8DjwM/AerR0rM/IqU82+F93SKEuBV4BTjE6f7rz6H5Keal3UKIFWhOTD3ay+BPpJR/LYRoRnvjLgH2AY9KKdNzV9MrT7Hr6TNSyrfOd3uL9v2iuGkAfiil/JIQopQrfG8roVAoFArFjKiuJ4VCoVDMiBIKhUKhUMyIEgqFQqFQzIgSCoVCoVDMiBIKhUKhUMyIEgrFDY8QorSYfXO/EGJECDE4bfu1Wbje7wohxoQQ37zA8W1CiPbzHbuI794qhIhd7ucVivOhUngobniklONoWVYRQvwlEJNS/v0sX/bHUso/vNJfKqXcLITYdqW/V3Fjo1oUCsUMCCFixXKTEOIlIcQTQoguIcSXhRDvL877cEgI0VI8r1wI8TMhxK7icstFXMMqhPiREOKYEOIXgHXasa8JIXafNa/EnUKIx6edc0/xcwrFrKBaFArFxbMSWIyWqr0L+KaUcp3QJkP6JPAptBxD/ySl/I0Qoh54tviZmfg4kJBSLi5GVe+dduzzUspgcc6UF4rHtwJfFUKUSynHgN8Dvn0F7VQozkC1KBSKi2dXcX6LNFra7ueK+w8BjcX1u4F/K6b4fhJwFTPXzsTtwPcBpJQHgYPTjj0ihNiLloJiKbBEaukU/hN4tJjTaQPwqzdrnEJxIVSLQqG4eKbnCSpM2y5w+n9JB6yXUqbe7MWEEE3AZ4CbpJQhIcR3AUvx8HeAXwIp4KfT5l1QKK44qkWhUFxZnkPrhgJACLHqIj7zMvC+4vnLgBXF/S4gDkSEED60qXoBkFIOAUPAF9BEQ6GYNZRQKBRXlj8C2oUQB4UQR4GPXcRnvgY4hBDHgL8G9gBIKQ+gdTkdB34IvHrW534A9Espj6FQzCIqe6xCcZURQvwu0P5mh8cKIf4N2Cel/NZZ+7ehpdre/Wa+X6GYRLUoFIqrTxK4/0IBdxeDEGIPWhfV98/avxVoBrJvqoYKxTRUi0KhUCgUM6JaFAqFQqGYESUUCoVCoZgRJRQKhUKhmBElFAqFQqGYESUUCoVCoZiR/x9Oo2RxtZrNqQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"# parameters = 2250\n"
]
}
],
"source": [
"total_num_params += inspect_module_data(community,quant_names)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"# parameters = 2250\n"
]
},
{
"data": {
"text/plain": [
"2250"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"inspect_module_data(community,'f0g_free')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"total number of unknowns = 22050\n",
"total number of parameters = 16650\n"
]
}
],
"source": [
"'''Total number of unknowns and parameters'''\n",
"\n",
"print('total number of unknowns =', n_groups*len(city_net.modules))\n",
"print('total number of parameters =', total_num_params)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.4"
},
"latex_envs": {
"LaTeX_envs_menu_present": true,
"autoclose": false,
"autocomplete": true,
"bibliofile": "biblio.bib",
"cite_by": "apalike",
"current_citInitial": 1,
"eqLabelWithNumbers": true,
"eqNumInitial": 1,
"hotkeys": {
"equation": "Ctrl-E",
"itemize": "Ctrl-I"
},
"labels_anchors": false,
"latex_user_defs": false,
"report_style_numbering": false,
"user_envs_cfg": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}