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diff --git a/01_DATAVIZ_TOOL.ipynb b/.ipynb_checkpoints/01_DATAVIZ_TOOL-checkpoint.ipynb
similarity index 95%
copy from 01_DATAVIZ_TOOL.ipynb
copy to .ipynb_checkpoints/01_DATAVIZ_TOOL-checkpoint.ipynb
index 2c912a5..10c6e28 100644
--- a/01_DATAVIZ_TOOL.ipynb
+++ b/.ipynb_checkpoints/01_DATAVIZ_TOOL-checkpoint.ipynb
@@ -1,1253 +1,1261 @@
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# <span style=\"color: red;\">1.</span> Wall structural behaviour\n",
+ "# <span style=\"color: red;\">DataViz Tool</span>\n",
"\n",
- "This script reproduces the results of the shear-compression tests, focusing on the structural behaviour of the walls. Part of the results that are reproduced by the script are contained in the journal article: \n",
+ "This script allows the results of the shear-compression tests to <b>visualized</b>, <b>modified</b> and <b>saved</b>. \n",
+ "\n",
+ "Part of the results that are reproduced by the script are contained in the journal article: \n",
"\n",
"Godio M., Vanin F., Zhang S. & Beyer K. (2019) \"Quasi-static shear-compression tests on stone masonry walls with plaster: Influence of load history and axial load ratio\". Engineering Structures. https://doi.org/10.1016/j.engstruct.2019.04.041"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "`Created by: M. Godio (EESD @ EPFL) on: August 3 2019 - \n",
- "Last modification by: M.Godio on: August 14 2019`"
+ "`Created by: M. Godio (EESD @ EPFL) on: August 23 2019 - \n",
+ "Last modification by: M.Godio on: August 30 2019`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Import libraries"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section imports the Python libraries needed to run this script"
]
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Libraries have been imported\n"
]
}
],
"source": [
"# libraries to import\n",
"import os\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import scipy.io as sio\n",
"\n",
"from matplotlib import rc\n",
"from scipy.signal import find_peaks\n",
"from tabulate import tabulate\n",
"from scipy.interpolate import interp1d\n",
"\n",
"# to install a library from the anaconda prompt, run a command of the kind:\n",
"# pip install numpy\n",
"\n",
"print(\" Libraries have been imported\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Define classes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section defines the classes used in this script"
]
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Classes have been defined\n"
]
}
],
"source": [
"\"\"\" \n",
"These classe contain the test data from shear-compression tests:\n",
"F = horizontal force (kN)\n",
"u = horizontal displacement (mm)\n",
"N = vertical force (kN)\n",
"v = vertical displacement (mm)\n",
"ss = sampling step \n",
"\"\"\"\n",
"class Dataset_sc():\n",
" \"\"\"Import the dataset contained in the -mat file.\"\"\"\n",
" \n",
" def __init__(self):\n",
" \"\"\"Initialize variables.\"\"\" \n",
" self.dataset = {}\n",
" \n",
" def get_mat_sc(self, pwd, nameset, test_num):\n",
" \"\"\"import mat file and create dictionary out of it.\"\"\"\n",
" dataset={}\n",
" sio.loadmat(pwd + os.sep + nameset + '.mat',mdict=dataset);\n",
" for test in range(test_num):\n",
" self.dataset['Test' + str(test)] = {}\n",
" F = []\n",
" u = []\n",
" N = []\n",
" v = []\n",
" ss = []\n",
" for dataId in range(len(dataset['TESTS'][0][test][0])):\n",
" F.append(dataset['TESTS'][0][test][0][dataId][0])\n",
" u.append(dataset['TESTS'][0][test][2][dataId][0])\n",
" N.append(dataset['TESTS'][0][test][1][dataId][0])\n",
" v.append(dataset['TESTS'][0][test][3][dataId][0])\n",
" ss.append(dataId+1)\n",
" self.dataset['Test' + str(test)]['F'] = F\n",
" self.dataset['Test' + str(test)]['u'] = u\n",
" self.dataset['Test' + str(test)]['N'] = N\n",
" self.dataset['Test' + str(test)]['v'] = v\n",
" self.dataset['Test' + str(test)]['ss'] = ss\n",
" print(\"The dataset \" + nameset + \" has been imported.\")\n",
" \n",
"print(\" Classes have been defined\")\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Define functions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section defines the functions used in this script"
]
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Functions have been defined\n"
]
}
],
"source": [
"\"\"\"\n",
"This function gives an xy line plot on a defined domain\n",
"\"\"\"\n",
"def plot_one(setname,x,y,col,lab_x,lab_y,leg_lab,leg_pos,x_lim_lw,x_lim_up,y_lim_lw,y_lim_up,if_grid,f_size,x_size,y_size,if_show):\n",
" \n",
" rc('text', usetex=True) \n",
" # change font gloabally\n",
" plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
" \n",
" # plot function\n",
" plt.figure(figsize=(x_size,y_size))\n",
" plt.plot(x, y, color = col)\n",
"\n",
" # config the graph\n",
" plt.xlabel(lab_x, fontsize=f_size-1)\n",
" plt.ylabel(lab_y, fontsize=f_size-1)\n",
" plt.tick_params(axis='both', labelsize=f_size)\n",
" plt.ylim([y_lim_lw, y_lim_up])\n",
" plt.xlim([x_lim_lw, x_lim_up])\n",
" plt.grid(if_grid)\n",
" plt.legend([leg_lab], loc=leg_pos, fontsize = f_size-1, frameon = False)\n",
" \n",
" # save\n",
" plt.savefig(setname + '.pdf',bbox_inches='tight')\n",
" \n",
" # show the graph\n",
" if if_show == True:\n",
" plt.show()\n",
" else:\n",
" plt.close()\n",
" \n",
"\"\"\"\n",
"This function gives multiple xy line plots on the defined domain\n",
"\"\"\"\n",
"def plot_multi(setname,x,y,col,lab_x,lab_y,leg_lab,leg_pos,x_lim_lw,x_lim_up,y_lim_lw,y_lim_up,if_grid,f_size,x_size,y_size,if_show):\n",
" \n",
" rc('text', usetex=True) \n",
" # change font gloabally\n",
" plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
" \n",
" # plot function\n",
" plt.figure(figsize=(x_size,y_size))\n",
" for plot_index in range(len(x)):\n",
" plt.plot(x[plot_index], y[plot_index], color = col[plot_index])\n",
"\n",
" # config the graph\n",
" plt.xlabel(lab_x, fontsize=f_size-1)\n",
" plt.ylabel(lab_y, fontsize=f_size-1)\n",
" plt.tick_params(axis='both', labelsize=f_size)\n",
" plt.ylim([y_lim_lw, y_lim_up])\n",
" plt.xlim([x_lim_lw, x_lim_up])\n",
" plt.grid(if_grid)\n",
" plt.legend(leg_lab, loc=leg_pos, fontsize = f_size-1, frameon = False)\n",
" \n",
" # save\n",
" plt.savefig(setname + '.pdf',bbox_inches='tight')\n",
" \n",
" # show the graph\n",
" if if_show == True:\n",
" plt.show()\n",
" else:\n",
" plt.close()\n",
" \n",
"\"\"\"\n",
"This function gives the test label\n",
"\"\"\"\n",
"def test_unit(i):\n",
" switcher={\n",
" 0:'SC1',\n",
" 1:'SC2',\n",
" 2:'SC4',\n",
" 3:'SC5',\n",
" 4:'SC6',\n",
" 5:'SC7'\n",
" }\n",
" return switcher.get(i)\n",
"\n",
"\"\"\"\n",
"This function calcultes the envelope force-displacement curve starting from a cyclic one\n",
"input: u = displacement array\n",
" V = force array \n",
" oddindex = 1 for positive envelope\n",
" = 2 for negative envelope\n",
"Note: the first peak in the negative envelope will be skipped \n",
"not to obtain me too high values of initial stiffness\n",
"\n",
"Created by B. Wilding (EESD @ EPFL) in Matlab format\n",
"Modified, and implemented in Python, by M. Godio (EESD @ EPFL)\n",
"\"\"\"\n",
"def fEnvelope(u,V,oddindex):\n",
" \n",
" # find peak position and value\n",
" nPE, _ = find_peaks(u) #,distance=2) #,height=0.05,distance=2)\n",
" uPE = u[nPE]\n",
" nPE = np.append(nPE,len(u))\n",
" uPE = np.append(uPE,u[len(u)-1])\n",
" \n",
" # decide from where to start in calculating the envelope\n",
" if oddindex == 1:\n",
" startfrom = 2 - 1\n",
" else:\n",
" startfrom = 3 - 1\n",
"\n",
" # calculate envelope only if input is cyclic response\n",
" if len(nPE) == 0 or len(nPE) == 1:\n",
" uE = u\n",
" VE = V\n",
" else:\n",
" uE = 0\n",
" VE = 0\n",
" # take the origin plus the first valid point - only for positive envelope\n",
" if oddindex == 1:\n",
" uE = np.append(uE,u[0:nPE[0]])\n",
" VE = np.append(VE,V[0:nPE[0]])\n",
" for C in range(startfrom,len(nPE)):\n",
" # if current peak > previous peak\n",
" if uPE[C] > uPE[C-1]:\n",
" ulap = u[nPE[C-1]+1:len(u)]\n",
" if C == 1:\n",
" max_prev = uPE[0]\n",
" else:\n",
" max_prev = max(uPE[0:C]) # this was C-1 and has changed to match matlab\n",
" for ulap_index in range(len(ulap)):\n",
" # look for first time value greater than peak ever seen\n",
" if ulap[ulap_index] > max_prev:\n",
" n_first = ulap_index\n",
" break\n",
" else:\n",
" n_first = 1000\n",
" init_pos_tmp = n_first + nPE[C-1] + 1 # nPE[C-1] in matlab\n",
" end_pos_tmp = nPE[C] + 1 # nPE[C] in matlab\n",
" if init_pos_tmp == end_pos_tmp: # new part in Python\n",
" addu = u[init_pos_tmp:end_pos_tmp+1]\n",
" addV = V[init_pos_tmp:end_pos_tmp+1]\n",
" else:\n",
" addu = u[init_pos_tmp:end_pos_tmp]\n",
" addV = V[init_pos_tmp:end_pos_tmp]\n",
" uE = np.append(uE, addu)\n",
" VE = np.append(VE, addV)\n",
" \n",
" return uE, VE\n",
"\n",
"print(\" Functions have been defined\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Define working directories"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section defines the working directories used in the script:\n",
"\n",
"<ul>\n",
" <li><b>cwd</b> = current working directory </li>\n",
" <li><b>where_to_import</b> = directory from where importing the dataset </li>\n",
" <li><b>where_to_save_pic</b> = directory where plots are saved </li>\n",
"</ul>"
]
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Working directories have been defined\n"
]
}
],
"source": [
"# get current working directory\n",
"cwd = os.getcwd()\n",
"\n",
"# define other working directories\n",
"where_to_import = cwd + os.sep + \"01_WALL_STRUCTURAL_BEHAVIOUR\" + os.sep + \"INPUT_DATASET\"\n",
+ "where_to_save_pic = cwd + os.sep + \"01_WALL_STRUCTURAL_BEHAVIOUR\" + os.sep + \"OUTPUT_PLOTS\"\n",
"\n",
"print(\" Working directories have been defined\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.1</span> Define wall properties"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section defines the geometry and material properties of the test wall units tested in shear-compression: SC1, SC2, SC4, SC5, SC6, SC7. The variable <b>test_number</b> gives the number of tests performed. The dictionary <b>wall</b> containing the following variables is created:\n",
"\n",
"<ul>\n",
" <li><b>height</b> = wall height [mm]</li>\n",
" <li><b>length</b> = wall length [mm]</li>\n",
" <li><b>thickness</b> = wall thickness [mm]</li>\n",
" <li><b>b</b> = wall aspect ratio</li>\n",
" <li><b>H0</b> = wall shear span [mm] </li>\n",
" <li><b>N</b> = axial load [kN] </li>\n",
" <li><b>alr</b> = axial load ratio </li>\n",
" <li><b>LH</b> = load history - for labels </li>\n",
" <li><b>LHn</b> = load history - for plots </li>\n",
" <li><b>density</b> = stone density [kg/m3] </li>\n",
" <li><b>porosity</b> = stone porosity [%] </li>\n",
" <li><b>W</b> = wall body weight [kN] </li>\n",
" <li><b>fcm</b> = masonry compressive strength [Mpa]</li>\n",
" <li><b>fb</b> = stone compressive strength [Mpa]</li>\n",
" <li><b>fbt</b> = stone tensile strength [MPa]</li>\n",
" \n",
"</ul>"
]
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Wall properties have been imported for all test units\n"
]
}
],
"source": [
"test_number = 6\n",
"\n",
"wall = {\n",
" 'height': [900, 900, 900, 900, 900, 900],\n",
" 'length': [900, 900, 900, 900, 900, 900],\n",
" 'thickness': [200, 200, 200, 200, 200, 200],\n",
" 'b': {},\n",
" 'H0': [450, 450, 450, 450, 450, 450],\n",
" 'N': {},\n",
" 'alr': [7.5, 10., 15., 11.5, 11.5, 11.5],\n",
" 'LH': ['$LH1$', '$LH1$', '$LH1$', '$LH1$', '$LH2$', 'monotonic'],\n",
" 'LHn':[1, 1, 1, 1, 2, 0],\n",
" 'density': 2688,\n",
" 'porosity': 7,\n",
" 'W': {},\n",
" 'fcm': 10, \n",
" 'fb': 65.60, \n",
" 'fbt': 8\n",
"}\n",
"\n",
"for test in range(test_number):\n",
" wall['N'][test] = wall['alr'][test]/100*wall['fcm']*wall['thickness'][test]*wall['length'][test]/1000\n",
" wall['b'][test] = wall['height'][test]/wall['length'][test]\n",
" wall['W'][test] = wall['height'][test]/1000*wall['length'][test]/1000*wall['thickness'][test]/1000*wall['density']*9.81/1000\n",
"\n",
"print(\" Wall properties have been imported for all test units\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.2</span> Import test data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section imports the dataset related to the structural behaviour of the walls. Tha data is contained in the corresponding <b>TESTS</b> MAT-file and is imported in the dictionary <b>test</b> which includes the following variables:\n",
"<ul>\n",
" <li><b>F</b> = horizontal - shear - force </li>\n",
" <li><b>u</b> = horizontal displacement </li>\n",
" <li><b>N</b> = vertical - axial - force </li>\n",
" <li><b>v</b> = vertical displacement </li>\n",
"</ul>"
]
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The dataset TESTS has been imported.\n"
]
}
],
"source": [
"sc_tests = Dataset_sc()\n",
"sc_tests.get_mat_sc(where_to_import,'TESTS',6)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.8</span> Calculate envelope curves"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section computes the <b>F-u envelope curves</b> starting from the experimental curves. The envelopes are save in the dictionary <b>envelope</b> having the following structure:\n",
"<ul>\n",
" <li><b>envelope.positive</b> = including the positive envelope </li>\n",
" <li><b>envelope.negative</b> = including the negative envelope </li>\n",
"</ul>\n",
"Inside the dictionaries <b>positive</b> and <b>negative</b> the following variables are contained:\n",
"<ul>\n",
" <li><b>F</b> = horizontal force </li>\n",
" <li><b>u</b> = horizontal displacement </li>\n",
"</ul>"
]
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Envelope curves have been calculated for all test units\n"
]
}
],
"source": [
"# loop over the test units\n",
"envelope = {}\n",
"for test in range(test_number):\n",
" \n",
" # initialize\n",
" envelope['Test' + str(test)] = {\n",
" 'positive': {},\n",
" 'negative': {} \n",
" }\n",
" u = []; V = []\n",
" uPos = []; VPos = []; indPos = []\n",
" uNeg = []; VNeg = []; indNeg = []\n",
" uEPos = []; VEPos = [] \n",
" uENeg = []; VENeg = []\n",
" \n",
" # tmp arrays used for brevity in the notation\n",
" u = np.array(sc_tests.dataset['Test' + str(test)]['u'])\n",
" V = np.array(sc_tests.dataset['Test' + str(test)]['F'])\n",
"\n",
" # define type of loading\n",
" if test == 5:\n",
" # monotonic\n",
" type = 1 \n",
" else:\n",
" # cyclic\n",
" type = 0 \n",
" \n",
" # calculate envelope response\n",
" if type == 1:\n",
" uEPos, VEPos = fEnvelope(u,V,1)\n",
" uENeg = uEPos \n",
" VENeg = VEPos\n",
" else:\n",
" #positive response\n",
" uPos = np.array([val for val in u if val >= 0])\n",
" indPos = [ind for ind in range(len(u)) if u[ind] >= 0]\n",
" VPos = np.array([V[ind] for ind in indPos])\n",
" # negative response\n",
" uNeg = np.array([val for val in u if val <= 0])\n",
" indNeg = [ind for ind in range(len(u)) if u[ind] <= 0]\n",
" VNeg = np.array([V[ind] for ind in indNeg])\n",
" # envelopes\n",
" uEPos, VEPos = fEnvelope(uPos,VPos,1)\n",
" uENeg, VENeg = fEnvelope(-uNeg,-VNeg,2)\n",
" \n",
" # apply corrections\n",
" if test == 0:\n",
" uEPosTmp = []\n",
" VEPosTmp = []\n",
" oo = 0;\n",
" jobdone = 0;\n",
" for kk in range(len(uEPos)):\n",
" if kk > 44 and kk < 56:\n",
" if jobdone == 0:\n",
" oo += 1\n",
" uEPosTmp = np.append(uEPosTmp,1.05)\n",
" VEPosTmp = np.append(VEPosTmp,66.03)\n",
" jobdone = 1\n",
" else:\n",
" oo += 1\n",
" uEPosTmp = np.append(uEPosTmp,uEPos[kk]);\n",
" VEPosTmp = np.append(VEPosTmp,VEPos[kk]);\n",
" uEPos = []\n",
" VEPos = []\n",
" uEPos = uEPosTmp\n",
" VEPos = VEPosTmp\n",
"\n",
" # save in dictionary\n",
" envelope['Test' + str(test)]['positive']['F'] = VEPos\n",
" envelope['Test' + str(test)]['positive']['u'] = uEPos\n",
" envelope['Test' + str(test)]['negative']['F'] = VENeg\n",
" envelope['Test' + str(test)]['negative']['u'] = uENeg\n",
" \n",
"print(\" Envelope curves have been calculated for all test units\")\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.10</span> Calculate key parameters"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section computes the key parameters of the wall structural behaviour. The results contained in <b>Table 3</b> and <b>Table 4</b> of Godio et al. (2019) are reproduced. The parameters are appended to the <b>key</b> dictionary. Inside the dictionary the following variables are added:\n",
"<ul>\n",
" <li> <b>peak_force</b> = peak shear force, <b>$V_\\text{max}$</b> </li>\n",
" <li> <b>initial_stiffness</b> = initial stiffness calculated as secant stiffness at 15% the peak force, <b>$K_\\text{init}$</b> </li>\n",
" <li> <b>delta_cracking</b> = drift corresponding at the onset of cracking in the masonry, <b>$\\delta_\\text{cr}$</b> </li>\n",
" <li> <b>delta_yielding</b> = drift at the yielding point of the bi-linear curve, <b>$\\delta_\\text{y}$</b> </li>\n",
" <li> <b>delta_max</b> = drift measured when the peak force is reached, <b>$\\delta_\\text{max}$</b> </li>\n",
" <li> <b>delta_SD</b> = drift at the Severe Damage (SD) limit state, <b>$\\delta_\\text{SD}$</b> </li>\n",
" <li> <b>delta_ultimate</b> = ultimate drift, <b>$\\delta_\\text{u}$</b> </li>\n",
" <li> <b>delta_collapse</b> = drift at collapse, <b>$\\delta_\\text{c}$</b> </li>\n",
"</ul>\n",
"Each variable contains values for both the positive and the negative envelopes, e.g. <b>peak_force.positive</b> and <b>peak_force.pegative</b>, plus the average value <b>peak_force.average</b>\n"
]
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# initialize the key dictionary\n",
"key = {}\n",
"for test in range(test_number):\n",
" \n",
" key['Test' + str(test)] = {\n",
" 'peak_force':{},\n",
" 'initial_stiffness':{},\n",
" 'delta_cracking':{},\n",
" 'delta_yielding':{},\n",
" 'delta_max':{},\n",
" 'delta_SD':{},\n",
" 'delta_ultimate':{},\n",
" 'delta_collapse':{},\n",
" }\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Peak force"
]
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # save in dictionary\n",
" key['Test' + str(test)]['peak_force']['positive'] = max(envelope['Test' + str(test)]['positive']['F'])\n",
" key['Test' + str(test)]['peak_force']['negative'] = max(envelope['Test' + str(test)]['negative']['F'])\n",
" key['Test' + str(test)]['peak_force']['average'] = (key['Test' + str(test)]['peak_force']['positive'] + key['Test' + str(test)]['peak_force']['negative'])/2\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Initial stiffness"
]
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# initialize\n",
"tmp_table = []\n",
"beta = 0.15\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" u = []; F = []; f = []; u_pre = []; F_pre = []; ind_15_pos = []\n",
" u = envelope['Test' + str(test)]['positive']['u']\n",
" F = envelope['Test' + str(test)]['positive']['F']\n",
" F_15_pos = beta*key['Test' + str(test)]['peak_force']['positive']\n",
" ind_15_pos = [ind for ind in range(len(F)) if F[ind] >= F_15_pos]\n",
" F_pre = F[0:ind_15_pos[0]+1]\n",
" u_pre = u[0:ind_15_pos[0]+1]\n",
" f = interp1d(F_pre, u_pre)\n",
" u_15_pos = f(F_15_pos)\n",
" key['Test' + str(test)]['initial_stiffness']['positive'] = F_15_pos/u_15_pos\n",
"\n",
" # negative value\n",
" u = []; F = []; f = []; u_pre = []; F_pre = []; ind_15_neg = []\n",
" u = envelope['Test' + str(test)]['negative']['u']\n",
" F = envelope['Test' + str(test)]['negative']['F']\n",
" F_15_neg = beta*key['Test' + str(test)]['peak_force']['negative']\n",
" ind_15_neg = [ind for ind in range(len(F)) if F[ind] >= F_15_neg]\n",
" F_pre = F[0:ind_15_neg[0]+1]\n",
" u_pre = u[0:ind_15_neg[0]+1]\n",
" f = interp1d(F_pre, u_pre)\n",
" u_15_neg = f(F_15_neg)\n",
" key['Test' + str(test)]['initial_stiffness']['negative'] = F_15_neg/u_15_neg\n",
" \n",
" # average value\n",
" key['Test' + str(test)]['initial_stiffness']['average'] = (key['Test' + str(test)]['initial_stiffness']['positive'] + key['Test' + str(test)]['initial_stiffness']['negative'])/2\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Drift at masonry craking"
]
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# displacement values measured after visual inspection + DIC check\n",
"def disp_cracking_positive(i):\n",
" switcher={\n",
" 0:1.0145,\n",
" 1:0.8284,\n",
" 2:0.6674,\n",
" 3:1.0204,\n",
" 4:0.9239,\n",
" 5:1.48\n",
" }\n",
" return switcher.get(i)\n",
"def disp_cracking_negative(i):\n",
" switcher={\n",
" 0:0.8821,\n",
" 1:0.6767,\n",
" 2:0.514,\n",
" 3:1.29,\n",
" 4:1.0567,\n",
" 5:1.48\n",
" }\n",
" return switcher.get(i)\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive negative and average values\n",
" key['Test' + str(test)]['delta_cracking']['positive'] = disp_cracking_positive(test)/wall['height'][test]*100\n",
" key['Test' + str(test)]['delta_cracking']['negative'] = disp_cracking_negative(test)/wall['height'][test]*100\n",
" key['Test' + str(test)]['delta_cracking']['average'] = (key['Test' + str(test)]['delta_cracking']['positive'] + key['Test' + str(test)]['delta_cracking']['negative'])/2\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Drift at yielding"
]
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# note: I use here the interp function which is the closest to matlab interp1 function\n",
"# initialize \n",
"tmp_table = []\n",
"beta = 0.70\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" u = []; F = []; u_pre = []; F_pre = []; ind_70_pos = []\n",
" u = envelope['Test' + str(test)]['positive']['u']\n",
" F = envelope['Test' + str(test)]['positive']['F']\n",
" F_70_pos = beta*key['Test' + str(test)]['peak_force']['positive']\n",
" ind_70_pos = [ind for ind in range(len(F)) if F[ind] >= F_70_pos]\n",
" F_pre = F[0:ind_70_pos[0]+1]\n",
" u_pre = u[0:ind_70_pos[0]+1]\n",
" key['Test' + str(test)]['delta_yielding']['positive'] = np.interp(F_70_pos, F_pre, u_pre)/wall['height'][test]*100\n",
"\n",
" # negative value\n",
" u = []; F = []; u_pre = []; F_pre = []; ind_70_neg = []\n",
" u = envelope['Test' + str(test)]['negative']['u']\n",
" F = envelope['Test' + str(test)]['negative']['F']\n",
" F_70_neg = beta*key['Test' + str(test)]['peak_force']['negative']\n",
" ind_70_neg = [ind for ind in range(len(F)) if F[ind] >= F_70_neg]\n",
" F_pre = F[0:ind_70_neg[0]+1]\n",
" u_pre = u[0:ind_70_neg[0]+1]\n",
" key['Test' + str(test)]['delta_yielding']['negative'] = np.interp(F_70_neg, F_pre, u_pre)/wall['height'][test]*100\n",
"\n",
" # average value\n",
" key['Test' + str(test)]['delta_yielding']['average'] = (key['Test' + str(test)]['delta_yielding']['positive'] + key['Test' + str(test)]['delta_yielding']['negative'])/2\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Drift at peak"
]
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" u = []; F = []\n",
" u = envelope['Test' + str(test)]['positive']['u']\n",
" F = envelope['Test' + str(test)]['positive']['F']\n",
" ind_peak = [ind for ind in range(len(F)) if F[ind] >= key['Test' + str(test)]['peak_force']['positive']]\n",
" key['Test' + str(test)]['delta_max']['positive'] = u[ind_peak[0]]/wall['height'][test]*100\n",
" \n",
" # negative value\n",
" u = []; F = []\n",
" u = envelope['Test' + str(test)]['negative']['u']\n",
" F = envelope['Test' + str(test)]['negative']['F']\n",
" ind_peak = [ind for ind in range(len(F)) if F[ind] >= key['Test' + str(test)]['peak_force']['negative']]\n",
" key['Test' + str(test)]['delta_max']['negative'] = u[ind_peak[0]]/wall['height'][test]*100\n",
"\n",
" # average value\n",
" key['Test' + str(test)]['delta_max']['average'] = (key['Test' + str(test)]['delta_max']['positive'] + key['Test' + str(test)]['delta_max']['negative'])/2\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Drift at SD limit state"
]
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" key['Test' + str(test)]['delta_SD']['positive'] = min(3*key['Test' + str(test)]['delta_cracking']['positive'],key['Test' + str(test)]['delta_max']['positive'])\n",
" \n",
" # negative value\n",
" key['Test' + str(test)]['delta_SD']['negative'] = min(3*key['Test' + str(test)]['delta_cracking']['negative'],key['Test' + str(test)]['delta_max']['negative'])\n",
"\n",
" # average value\n",
" key['Test' + str(test)]['delta_SD']['average'] = min(3*key['Test' + str(test)]['delta_cracking']['average'],key['Test' + str(test)]['delta_max']['average'])\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Ultimate drift"
]
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# note: I use here the interp function which is the closest to matlab interp1 function\n",
"# initialize \n",
"tmp_table = []\n",
"beta = 0.80\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" u = []; F = []; u_post = []; F_post = [];\n",
" u = envelope['Test' + str(test)]['positive']['u']\n",
" F = envelope['Test' + str(test)]['positive']['F']\n",
" ind_peak = [ind for ind in range(len(F)) if F[ind] >= key['Test' + str(test)]['peak_force']['positive']][0]\n",
" F_post = F[ind_peak:len(F)]\n",
" u_post = u[ind_peak:len(u)]\n",
" F_80 = beta*key['Test' + str(test)]['peak_force']['positive']\n",
" if F[-1] < F_80:\n",
" ind_80 = ind_peak + [ind for ind in range(len(F_post)) if F_post[ind] <= F_80][0] \n",
" key['Test' + str(test)]['delta_ultimate']['positive'] = u[ind_80]/wall['height'][test]*100\n",
" else:\n",
" ind_80 = len(F)\n",
" key['Test' + str(test)]['delta_ultimate']['positive'] = u[-1]/wall['height'][test]*100\n",
" \n",
" # negative value\n",
" u = []; F = []; u_post = []; F_post = [];\n",
" u = envelope['Test' + str(test)]['negative']['u']\n",
" F = envelope['Test' + str(test)]['negative']['F']\n",
" ind_peak = [ind for ind in range(len(F)) if F[ind] >= key['Test' + str(test)]['peak_force']['negative']][0]\n",
" F_post = F[ind_peak:len(F)]\n",
" u_post = u[ind_peak:len(u)]\n",
" F_80 = beta*key['Test' + str(test)]['peak_force']['negative']\n",
" if F[-1] < F_80:\n",
" ind_80 = ind_peak + [ind for ind in range(len(F_post)) if F_post[ind] <= F_80][0] \n",
" key['Test' + str(test)]['delta_ultimate']['negative'] = u[ind_80]/wall['height'][test]*100\n",
" else:\n",
" ind_80 = len(F)\n",
" key['Test' + str(test)]['delta_ultimate']['negative'] = u[-1]/wall['height'][test]*100\n",
"\n",
" # minimum value\n",
" if test == 4:\n",
" key['Test' + str(test)]['delta_ultimate']['minimum'] = max(key['Test' + str(test)]['delta_ultimate']['positive'],key['Test' + str(test)]['delta_ultimate']['negative'])\n",
" else:\n",
" key['Test' + str(test)]['delta_ultimate']['minimum'] = min(key['Test' + str(test)]['delta_ultimate']['positive'],key['Test' + str(test)]['delta_ultimate']['negative'])\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Drift at collapse"
]
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# displacement values measured after visual inspection + DIC check\n",
"def disp_collapse_positive(i):\n",
" switcher={\n",
" 0:40.63,\n",
" 1:10.06,\n",
" 2:11.51,\n",
" 3:15.93,\n",
" 4:2.1,\n",
" 5:111.8860\n",
" }\n",
" return switcher.get(i)\n",
"def disp_collapse_negative(i):\n",
" switcher={\n",
" 0:22.19,\n",
" 1:21.93,\n",
" 2:13.71,\n",
" 3:21.84,\n",
" 4:10.44,\n",
" 5:111.8860\n",
" }\n",
" return switcher.get(i)\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive negative and average values\n",
" key['Test' + str(test)]['delta_collapse']['positive'] = disp_collapse_positive(test)/wall['height'][test]*100\n",
" key['Test' + str(test)]['delta_collapse']['negative'] = disp_collapse_negative(test)/wall['height'][test]*100\n",
" if test == 4:\n",
" key['Test' + str(test)]['delta_collapse']['minimum'] = max(key['Test' + str(test)]['delta_collapse']['positive'],key['Test' + str(test)]['delta_collapse']['negative'])\n",
" else:\n",
" key['Test' + str(test)]['delta_collapse']['minimum'] = min(key['Test' + str(test)]['delta_collapse']['positive'],key['Test' + str(test)]['delta_collapse']['negative'])\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.11</span> Data Visualization Tool for Wall Structural Behaviour"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Import libraries"
]
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"# Import additional libraries for the dataviz tool\n",
"import ipywidgets as widgets\n",
"from ipywidgets import FloatSlider\n",
"from ipywidgets import interact, interactive, fixed, interact_manual, interactive_output, Text\n",
"from IPython.display import display\n",
"import pandas as pd\n",
"\n",
"%matplotlib nbagg\n",
"%matplotlib inline\n",
"\n",
"# to be able to use widgets I need to install this through the anaconda prompt\n",
"# conda install -c conda-forge nodejs\n",
"# conda install -c conda-forge ipywidgets\n",
"# jupyter labextension install @jupyter-widgets/jupyterlab-manager\n",
"# jupyter nbextension enable --py widgetsnbextension\n",
"# useful youtube video: https://www.youtube.com/watch?v=rkBPgTL-D3Y"
]
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "37c1522348b74500b218cf0a35c85b29",
+ "model_id": "c7874b62edcd49f1930c8ca93ddd1d6a",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(VBox(children=(ToggleButtons(button_style='success', description='Test unit', index=2, options=…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "c32183dc80044a99a71db52749c1eb1c",
+ "model_id": "2f9826ced8544163be922051f03ccadf",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def select_units(i):\n",
" switcher={\n",
" 'F':'Horizontal Force (kN)',\n",
" 'N':'Vertical Force (kN)',\n",
" 'u':'Horizontal Displacement (mm)',\n",
" 'v':'Vertical Displacement (mm)',\n",
" }\n",
" return switcher.get(i)\n",
"\n",
"def select_add(i):\n",
" switcher={\n",
" 'None':None,\n",
" 'Positive Envelope':print('ciao'),\n",
" 'Negative Envelope':None,\n",
" }\n",
" return switcher.get(i)\n",
"\n",
"def update_plot(test, xaxis, yaxis, add_PosEnv, add_NegEnv, colour, f_size, if_grid, what_to_save, where_to_save):\n",
" \"\"\"\n",
" this function gets called to update the plot\n",
" \"\"\"\n",
" if not where_to_save.strip():\n",
- " where_to_save = 'C:\\Temp'\n",
+ " # default\n",
+ " where_to_save = where_to_save_pic\n",
" \n",
" test_ind = [ind for ind in range(len(w_test.options)) if w_test.options[ind] == w_test.value][0]\n",
"\n",
" x = sc_tests.dataset['Test' + str(test_ind)][xaxis]\n",
" y = sc_tests.dataset['Test' + str(test_ind)][yaxis]\n",
" \n",
" plt.figure(figsize=(8,6))\n",
" plt.plot(x,y, color = colour)\n",
" \n",
" if add_PosEnv == True:\n",
" plt.plot(envelope['Test' + str(test_ind)]['positive']['u'], envelope['Test' + str(test_ind)]['positive']['F'], color = \"blue\" )\n",
" if add_NegEnv == True:\n",
" plt.plot(-envelope['Test' + str(test_ind)]['negative']['u'], -envelope['Test' + str(test_ind)]['negative']['F'], color = \"red\" )\n",
" \n",
" x_lim_lw = 1.2*min(sc_tests.dataset['Test' + str(test_ind)][xaxis])\n",
" x_lim_up = 1.2*max(sc_tests.dataset['Test' + str(test_ind)][xaxis])\n",
" y_lim_lw = 1.2*min(sc_tests.dataset['Test' + str(test_ind)][yaxis])\n",
" y_lim_up = 1.2*max(sc_tests.dataset['Test' + str(test_ind)][yaxis])\n",
" plt.xlim([x_lim_lw, x_lim_up])\n",
" plt.ylim([y_lim_lw, y_lim_up])\n",
" plt.xlabel(select_units(xaxis), fontsize = f_size-1)\n",
" plt.ylabel(select_units(yaxis), fontsize = f_size-1)\n",
" \n",
" plt.tick_params(axis='both', labelsize = f_size)\n",
" if if_grid == True:\n",
" plt.grid(if_grid)\n",
" \n",
- " if what_to_save == \"Figure\":\n",
+ " if what_to_save == \"Save figure\":\n",
" plt.savefig(where_to_save + '\\Test_' + test + '_' + xaxis + '-' + yaxis + '.pdf', bbox_inches = 'tight')\n",
- " print('Plots have been saved in ' + where_to_save)\n",
- " \n",
- " if what_to_save == \"Data\":\n",
+ " print(' Data have been saved in: \\n ' + where_to_save)\n",
+ " print('\\n If using Blender, files will be saved in the Home. To access it, go one level up by deleting the file name (01_DATAVIZTOOL.ipynb) in the adress bar')\n",
+ "\n",
+ " if what_to_save == \"Save data\":\n",
" data_x1 = pd.DataFrame({xaxis: sc_tests.dataset['Test' + str(test_ind)][xaxis]})\n",
" data_y1 = pd.DataFrame({yaxis: sc_tests.dataset['Test' + str(test_ind)][yaxis]})\n",
" data_t = data_x1.join(data_y1)\n",
" if add_PosEnv == True:\n",
" data_x2 = pd.DataFrame({'u, Pos. Env': envelope['Test' + str(test_ind)]['positive']['u']})\n",
" data_y2 = pd.DataFrame({'F, Pos. Env.': envelope['Test' + str(test_ind)]['positive']['F']})\n",
" data_t = data_t.join(data_x2)\n",
" data_t = data_t.join(data_y2)\n",
" if add_NegEnv == True:\n",
" data_x3 = pd.DataFrame({'u, Neg. Env': - envelope['Test' + str(test_ind)]['negative']['u']})\n",
" data_y3 = pd.DataFrame({'F, Neg. Env.': - envelope['Test' + str(test_ind)]['negative']['F']})\n",
" data_t = data_t.join(data_x3)\n",
" data_t = data_t.join(data_y3)\n",
" data_t.to_csv(where_to_save + '\\Test_' + test + '_' + xaxis + '-' + yaxis + '.csv', index = False)\n",
- " print('Data have been saved in ' + where_to_save)\n",
+ " print(' Data have been saved in: \\n ' + where_to_save)\n",
+ " print('\\n If using Blender, files will be saved in the Home. To access it, go one level up by deleting the file name (01_DATAVIZTOOL.ipynb) in the adress bar')\n",
"\n",
"w_test = widgets.ToggleButtons(\n",
" options = ['SC1', 'SC2', 'SC4', 'SC5', 'SC6', 'SC7'],\n",
" value = 'SC4',\n",
" description = 'Test unit',\n",
" disabled = False,\n",
" button_style = 'success',\n",
")\n",
"\n",
"w_xaxis = widgets.ToggleButtons(\n",
" options = ['F', 'N', 'u', 'v'],\n",
" value = 'u',\n",
" description = 'X axis',\n",
" disabled = False,\n",
")\n",
"\n",
"w_yaxis = widgets.ToggleButtons(\n",
" options = ['F', 'N', 'u', 'v'],\n",
" value = 'F',\n",
" description = 'Y axis',\n",
" disabled = False,\n",
")\n",
"\n",
"w_colour = widgets.ColorPicker(\n",
" concise = False,\n",
" description = 'Plot options',\n",
" value = 'black',\n",
" disabled = False\n",
")\n",
"\n",
"w_add_PosEnvelope = widgets.Checkbox(\n",
" value = False,\n",
" description = 'Add positive envelope (for F-u)',\n",
" disabled = False\n",
")\n",
"\n",
"w_add_NegEnvelope = widgets.Checkbox(\n",
" value = False,\n",
" description = 'Add negative envelope (for F-u)',\n",
" disabled = False\n",
")\n",
"\n",
"w_f_size = widgets.IntSlider(\n",
" value = 28,\n",
" min = 2,\n",
" max = 50,\n",
" step = 1,\n",
" description = 'Font size',\n",
" disabled = False,\n",
" continuous_update = False,\n",
" orientation = 'horizontal',\n",
" readout = True,\n",
- " readout_format = '.1f',\n",
+ " readout_format = '.0f',\n",
")\n",
"\n",
"w_if_grid = widgets.Checkbox(\n",
" value = True,\n",
" description = 'Grid',\n",
" disabled = False\n",
")\n",
"\n",
"w_save = widgets.ToggleButtons(\n",
- " options = ['Figure', 'Data'],\n",
+ " options = ['Save figure', 'Save data'],\n",
" value = None,\n",
- " description = 'Save',\n",
+ " description = 'Save options',\n",
" disabled = False,\n",
" tooltips = ['Save plot in PDF-format','Save data in CSV-format'],\n",
" button_style = 'warning',\n",
")\n",
"\n",
"w_path = widgets.Textarea(\n",
" value='',\n",
- " placeholder='Folder where to save plots and tables',\n",
+ " placeholder='Specify a different folder (not for on-line version)',\n",
" description='',\n",
+ " tooltips = ['Save plot in PDF-format Save data in CSV-format'],\n",
" disabled=False\n",
")\n",
"\n",
"out = interactive_output(update_plot, {\"test\":w_test, \"xaxis\":w_xaxis, \"yaxis\":w_yaxis, \"add_PosEnv\":w_add_PosEnvelope, \"add_NegEnv\":w_add_NegEnvelope, \n",
" \"colour\":w_colour, \"f_size\":w_f_size, \"if_grid\":w_if_grid, \"what_to_save\":w_save, \"where_to_save\": w_path})\n",
"\n",
"hbox1 = widgets.VBox([w_test, w_yaxis, w_xaxis])\n",
"hbox2 = widgets.HBox([w_add_PosEnvelope, w_add_NegEnvelope])\n",
"hbox21 = widgets.HBox([widgets.HTML(value=\"&#8203;\",description='',)])\n",
"hbox3 = widgets.HBox([w_colour, w_f_size, w_if_grid])\n",
"hbox4 = widgets.HBox([w_save, w_path])\n",
"ui = widgets.VBox([hbox1, hbox2, hbox3, hbox4])\n",
"\n",
"display(ui, out)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"for test_ind in range(6):\n",
" data_1 = pd.DataFrame({'F': sc_tests.dataset['Test' + str(test_ind)]['F']})\n",
" data_2 = pd.DataFrame({'N': sc_tests.dataset['Test' + str(test_ind)]['N']})\n",
" data_3 = pd.DataFrame({'u': sc_tests.dataset['Test' + str(test_ind)]['u']})\n",
" data_4 = pd.DataFrame({'v': sc_tests.dataset['Test' + str(test_ind)]['v']})\n",
" data_12 = data_1.join(data_2)\n",
" data_123 = data_12.join(data_3)\n",
" data_1234 = data_123.join(data_4)\n",
" data_1234.to_csv('C:\\Temp' + '\\Test_' + test_unit(test_ind) + '.csv', index = False)\n"
]
}
],
"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": "3.7.3"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
diff --git a/01_WALL_STRUCTURAL_BEHAVIOUR.ipynb b/.ipynb_checkpoints/01_WALL_STRUCTURAL_BEHAVIOUR-checkpoint.ipynb
similarity index 89%
copy from 01_WALL_STRUCTURAL_BEHAVIOUR.ipynb
copy to .ipynb_checkpoints/01_WALL_STRUCTURAL_BEHAVIOUR-checkpoint.ipynb
index 9b2ec47..79f6683 100644
--- a/01_WALL_STRUCTURAL_BEHAVIOUR.ipynb
+++ b/.ipynb_checkpoints/01_WALL_STRUCTURAL_BEHAVIOUR-checkpoint.ipynb
@@ -1,1947 +1,1947 @@
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# <span style=\"color: red;\">1.</span> Wall structural behaviour\n",
"\n",
"This script reproduces the results of the shear-compression tests, focusing on the structural behaviour of the walls. Part of the results that are reproduced by the script are contained in the journal article: \n",
"\n",
"Godio M., Vanin F., Zhang S. & Beyer K. (2019) \"Quasi-static shear-compression tests on stone masonry walls with plaster: Influence of load history and axial load ratio\". Engineering Structures. https://doi.org/10.1016/j.engstruct.2019.04.041"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`Created by: M. Godio (EESD @ EPFL) on: August 3 2019 - \n",
"Last modification by: M.Godio on: August 30 2019`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Import libraries"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section imports the Python libraries needed to run this script"
]
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Libraries have been imported\n"
]
}
],
"source": [
"# libraries to import\n",
"import os\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import scipy.io as sio\n",
"\n",
"from matplotlib import rc\n",
"from scipy.signal import find_peaks\n",
"from tabulate import tabulate\n",
"from scipy.interpolate import interp1d\n",
"\n",
"# to install a library from the anaconda prompt, run a command of the kind:\n",
"# pip install numpy\n",
"\n",
"print(\" Libraries have been imported\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Define classes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section defines the classes used in this script"
]
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Classes have been defined\n"
]
}
],
"source": [
"\"\"\" \n",
"These classe contain the test data from shear-compression tests:\n",
"F = horizontal force (kN)\n",
"u = horizontal displacement (mm)\n",
"N = vertical force (kN)\n",
"v = vertical displacement (mm)\n",
"ss = sampling step \n",
"\"\"\"\n",
"class Dataset_sc():\n",
" \"\"\"Import the dataset contained in the -mat file.\"\"\"\n",
" \n",
" def __init__(self):\n",
" \"\"\"Initialize variables.\"\"\" \n",
" self.dataset = {}\n",
" \n",
" def get_mat_sc(self, pwd, nameset, test_num):\n",
" \"\"\"import mat file and create dictionary out of it.\"\"\"\n",
" dataset={}\n",
" sio.loadmat(pwd + os.sep + nameset + '.mat',mdict=dataset);\n",
" for test in range(test_num):\n",
" self.dataset['Test' + str(test)] = {}\n",
" F = []\n",
" u = []\n",
" N = []\n",
" v = []\n",
" ss = []\n",
" for dataId in range(len(dataset['TESTS'][0][test][0])):\n",
" F.append(dataset['TESTS'][0][test][0][dataId][0])\n",
" u.append(dataset['TESTS'][0][test][2][dataId][0])\n",
" N.append(dataset['TESTS'][0][test][1][dataId][0])\n",
" v.append(dataset['TESTS'][0][test][3][dataId][0])\n",
" ss.append(dataId+1)\n",
" self.dataset['Test' + str(test)]['F'] = F\n",
" self.dataset['Test' + str(test)]['u'] = u\n",
" self.dataset['Test' + str(test)]['N'] = N\n",
" self.dataset['Test' + str(test)]['v'] = v\n",
" self.dataset['Test' + str(test)]['ss'] = ss\n",
" print(\"The dataset \" + nameset + \" has been imported.\")\n",
" \n",
"print(\" Classes have been defined\")\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Define functions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section defines the functions used in this script"
]
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Functions have been defined\n"
]
}
],
"source": [
"\"\"\"\n",
"This function gives an xy line plot on a defined domain\n",
"\"\"\"\n",
"def plot_one(setname,x,y,col,lab_x,lab_y,leg_lab,leg_pos,x_lim_lw,x_lim_up,y_lim_lw,y_lim_up,if_grid,f_size,x_size,y_size,if_show):\n",
" \n",
" rc('text', usetex=True) \n",
" # change font gloabally\n",
" plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
" \n",
" # plot function\n",
" plt.figure(figsize=(x_size,y_size))\n",
" plt.plot(x, y, color = col)\n",
"\n",
" # config the graph\n",
" plt.xlabel(lab_x, fontsize=f_size-1)\n",
" plt.ylabel(lab_y, fontsize=f_size-1)\n",
" plt.tick_params(axis='both', labelsize=f_size)\n",
" plt.ylim([y_lim_lw, y_lim_up])\n",
" plt.xlim([x_lim_lw, x_lim_up])\n",
" plt.grid(if_grid)\n",
" plt.legend([leg_lab], loc=leg_pos, fontsize = f_size-1, frameon = False)\n",
" \n",
" # save\n",
" plt.savefig(setname + '.pdf',bbox_inches='tight')\n",
" \n",
" # show the graph\n",
" if if_show == True:\n",
" plt.show()\n",
" else:\n",
" plt.close()\n",
" \n",
"\"\"\"\n",
"This function gives multiple xy line plots on the defined domain\n",
"\"\"\"\n",
"def plot_multi(setname,x,y,col,lab_x,lab_y,leg_lab,leg_pos,x_lim_lw,x_lim_up,y_lim_lw,y_lim_up,if_grid,f_size,x_size,y_size,if_show):\n",
" \n",
" rc('text', usetex=True) \n",
" # change font gloabally\n",
" plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
" \n",
" # plot function\n",
" plt.figure(figsize=(x_size,y_size))\n",
" for plot_index in range(len(x)):\n",
" plt.plot(x[plot_index], y[plot_index], color = col[plot_index])\n",
"\n",
" # config the graph\n",
" plt.xlabel(lab_x, fontsize=f_size-1)\n",
" plt.ylabel(lab_y, fontsize=f_size-1)\n",
" plt.tick_params(axis='both', labelsize=f_size)\n",
" plt.ylim([y_lim_lw, y_lim_up])\n",
" plt.xlim([x_lim_lw, x_lim_up])\n",
" plt.grid(if_grid)\n",
" plt.legend(leg_lab, loc=leg_pos, fontsize = f_size-1, frameon = False)\n",
" \n",
" # save\n",
" plt.savefig(setname + '.pdf',bbox_inches='tight')\n",
" \n",
" # show the graph\n",
" if if_show == True:\n",
" plt.show()\n",
" else:\n",
" plt.close()\n",
" \n",
"\"\"\"\n",
"This function gives the test label\n",
"\"\"\"\n",
"def test_unit(i):\n",
" switcher={\n",
" 0:'SC1',\n",
" 1:'SC2',\n",
" 2:'SC4',\n",
" 3:'SC5',\n",
" 4:'SC6',\n",
" 5:'SC7'\n",
" }\n",
" return switcher.get(i)\n",
"\n",
"\"\"\"\n",
"This function calcultes the envelope force-displacement curve starting from a cyclic one\n",
"input: u = displacement array\n",
" V = force array \n",
" oddindex = 1 for positive envelope\n",
" = 2 for negative envelope\n",
"Note: the first peak in the negative envelope will be skipped \n",
"not to obtain me too high values of initial stiffness\n",
"\n",
"Created by B. Wilding (EESD @ EPFL) in Matlab format\n",
"Modified, and implemented in Python, by M. Godio (EESD @ EPFL)\n",
"\"\"\"\n",
"def fEnvelope(u,V,oddindex):\n",
" \n",
" # find peak position and value\n",
" nPE, _ = find_peaks(u) #,distance=2) #,height=0.05,distance=2)\n",
" uPE = u[nPE]\n",
" nPE = np.append(nPE,len(u))\n",
" uPE = np.append(uPE,u[len(u)-1])\n",
" \n",
" # decide from where to start in calculating the envelope\n",
" if oddindex == 1:\n",
" startfrom = 2 - 1\n",
" else:\n",
" startfrom = 3 - 1\n",
"\n",
" # calculate envelope only if input is cyclic response\n",
" if len(nPE) == 0 or len(nPE) == 1:\n",
" uE = u\n",
" VE = V\n",
" else:\n",
" uE = 0\n",
" VE = 0\n",
" # take the origin plus the first valid point - only for positive envelope\n",
" if oddindex == 1:\n",
" uE = np.append(uE,u[0:nPE[0]])\n",
" VE = np.append(VE,V[0:nPE[0]])\n",
" for C in range(startfrom,len(nPE)):\n",
" # if current peak > previous peak\n",
" if uPE[C] > uPE[C-1]:\n",
" ulap = u[nPE[C-1]+1:len(u)]\n",
" if C == 1:\n",
" max_prev = uPE[0]\n",
" else:\n",
" max_prev = max(uPE[0:C]) # this was C-1 and has changed to match matlab\n",
" for ulap_index in range(len(ulap)):\n",
" # look for first time value greater than peak ever seen\n",
" if ulap[ulap_index] > max_prev:\n",
" n_first = ulap_index\n",
" break\n",
" else:\n",
" n_first = 1000\n",
" init_pos_tmp = n_first + nPE[C-1] + 1 # nPE[C-1] in matlab\n",
" end_pos_tmp = nPE[C] + 1 # nPE[C] in matlab\n",
" if init_pos_tmp == end_pos_tmp: # new part in Python\n",
" addu = u[init_pos_tmp:end_pos_tmp+1]\n",
" addV = V[init_pos_tmp:end_pos_tmp+1]\n",
" else:\n",
" addu = u[init_pos_tmp:end_pos_tmp]\n",
" addV = V[init_pos_tmp:end_pos_tmp]\n",
" uE = np.append(uE, addu)\n",
" VE = np.append(VE, addV)\n",
" \n",
" return uE, VE\n",
"\n",
"print(\" Functions have been defined\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Define working directories"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section defines the working directories used in the script:\n",
"\n",
"<ul>\n",
" <li><b>cwd</b> = current working directory </li>\n",
" <li><b>where_to_import</b> = directory from where importing the dataset </li>\n",
" <li><b>where_to_save_pic</b> = directory where plots are saved </li>\n",
"</ul>"
]
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Working directories have been defined\n"
]
}
],
"source": [
"# get current working directory\n",
"cwd = os.getcwd()\n",
"\n",
"# define other working directories\n",
"where_to_import = cwd + os.sep + \"01_WALL_STRUCTURAL_BEHAVIOUR\" + os.sep + \"INPUT_DATASET\"\n",
"where_to_save_pic = cwd + os.sep + \"01_WALL_STRUCTURAL_BEHAVIOUR\" + os.sep + \"OUTPUT_PLOTS\"\n",
"\n",
"print(\" Working directories have been defined\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.1</span> Define wall properties"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section defines the geometry and material properties of the test wall units tested in shear-compression: SC1, SC2, SC4, SC5, SC6, SC7. The variable <b>test_number</b> gives the number of tests performed. The dictionary <b>wall</b> containing the following variables is created:\n",
"\n",
"<ul>\n",
" <li><b>height</b> = wall height [mm]</li>\n",
" <li><b>length</b> = wall length [mm]</li>\n",
" <li><b>thickness</b> = wall thickness [mm]</li>\n",
" <li><b>b</b> = wall aspect ratio</li>\n",
" <li><b>H0</b> = wall shear span [mm] </li>\n",
" <li><b>N</b> = axial load [kN] </li>\n",
" <li><b>alr</b> = axial load ratio </li>\n",
" <li><b>LH</b> = load history - for labels </li>\n",
" <li><b>LHn</b> = load history - for plots </li>\n",
" <li><b>density</b> = stone density [kg/m3] </li>\n",
" <li><b>porosity</b> = stone porosity [%] </li>\n",
" <li><b>W</b> = wall body weight [kN] </li>\n",
" <li><b>fcm</b> = masonry compressive strength [Mpa]</li>\n",
" <li><b>fb</b> = stone compressive strength [Mpa]</li>\n",
" <li><b>fbt</b> = stone tensile strength [MPa]</li>\n",
" \n",
"</ul>"
]
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Wall properties have been imported for all test units\n"
]
}
],
"source": [
"test_number = 6\n",
"\n",
"wall = {\n",
" 'height': [900, 900, 900, 900, 900, 900],\n",
" 'length': [900, 900, 900, 900, 900, 900],\n",
" 'thickness': [200, 200, 200, 200, 200, 200],\n",
" 'b': {},\n",
" 'H0': [450, 450, 450, 450, 450, 450],\n",
" 'N': {},\n",
" 'alr': [7.5, 10., 15., 11.5, 11.5, 11.5],\n",
" 'LH': ['$LH1$', '$LH1$', '$LH1$', '$LH1$', '$LH2$', 'monotonic'],\n",
" 'LHn':[1, 1, 1, 1, 2, 0],\n",
" 'density': 2688,\n",
" 'porosity': 7,\n",
" 'W': {},\n",
" 'fcm': 10, \n",
" 'fb': 65.60, \n",
" 'fbt': 8\n",
"}\n",
"\n",
"for test in range(test_number):\n",
" wall['N'][test] = wall['alr'][test]/100*wall['fcm']*wall['thickness'][test]*wall['length'][test]/1000\n",
" wall['b'][test] = wall['height'][test]/wall['length'][test]\n",
" wall['W'][test] = wall['height'][test]/1000*wall['length'][test]/1000*wall['thickness'][test]/1000*wall['density']*9.81/1000\n",
"\n",
"print(\" Wall properties have been imported for all test units\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.2</span> Import test data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section imports the dataset related to the structural behaviour of the walls. Tha data is contained in the corresponding <b>TESTS</b> MAT-file and is imported in the dictionary <b>test</b> which includes the following variables:\n",
"<ul>\n",
" <li><b>F</b> = horizontal - shear - force </li>\n",
" <li><b>u</b> = horizontal displacement </li>\n",
" <li><b>N</b> = vertical - axial - force </li>\n",
" <li><b>v</b> = vertical displacement </li>\n",
"</ul>"
]
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The dataset TESTS has been imported.\n"
]
}
],
"source": [
"# dispatch mat file\n",
"sc_tests = Dataset_sc()\n",
"sc_tests.get_mat_sc(where_to_import,'TESTS',6)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.3</span> Plot horizontal force-displacement diagrams"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section plots the <b>F-u</b> diagrams for each test"
]
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Figures have been saved in V:\\03_Projects\\04_Basel_Project\\13_Tests_on_Type_E_walls_with_plaster\\09_Zenodo\\02_TEST_DATA\\01_WALL_STRUCTURAL_BEHAVIOUR\\OUTPUT_PLOTS\n"
]
}
],
"source": [
"for test in range(test_number):\n",
" legend_tmp = str(test_unit(test)) + \" ($\\sigma_v/f_{cm}=$\" + str(wall['alr'][test]) + \"; loading: \" + wall['LH'][test] + \")\"\n",
" if test == test_number - 1:\n",
" adjust_axis = 0\n",
" else:\n",
" adjust_axis = 1 \n",
" plot_one(where_to_save_pic + os.sep + 'Test_' + test_unit(test) + \"_F_vs_u\",\n",
" sc_tests.dataset['Test' + str(test)]['u'],\n",
" sc_tests.dataset['Test' + str(test)]['F'],\n",
" 'k','Horizontal Displacement (mm)','Horizontal Force (kN)',\n",
" legend_tmp,'upper left',adjust_axis*-45,45,adjust_axis*-150,150,None,32,12,10,True)\n",
" \n",
"print(\" Figures have been saved in \" + where_to_save_pic)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.4</span> Plot horizontal force-vertical force diagram"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section plots the <b>F-N</b> diagrams for each test. This can be used for checking the loss in vertical load bearing wall capacity"
]
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 147,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Figures have been saved in V:\\03_Projects\\04_Basel_Project\\13_Tests_on_Type_E_walls_with_plaster\\09_Zenodo\\02_TEST_DATA\\01_WALL_STRUCTURAL_BEHAVIOUR\\OUTPUT_PLOTS\n"
]
}
],
"source": [
"for test in range(test_number):\n",
" legend_tmp = str(test_unit(test)) + \" ($\\sigma_v/f_{cm}=$\" + str(wall['alr'][test]) + \"; loading: \" + wall['LH'][test] + \")\"\n",
" plot_one(where_to_save_pic + os.sep + 'Test_' + test_unit(test) + \"_F_vs_N\",\n",
" sc_tests.dataset['Test' + str(test)]['N'],\n",
" sc_tests.dataset['Test' + str(test)]['F'],\n",
" 'k','Vertical Force (kN)','Horizontal Force (kN)',\n",
" legend_tmp,'upper left',-300,0,-150,150,None,32,12,10,True)\n",
" \n",
"print(\" Figures have been saved in \" + where_to_save_pic)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.5</span> Plot vertical-horizontal displacement diagram"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section plots the <b>v-u</b> diagrams for each test. This can also be used for checking the loss in vertical load bearing wall capacity"
]
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 150,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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VrkM5qV9LPQ++Rrlwd+bYceU74K561aAs0+lMj5dGo7GO51fKl54UrLxusVisd+dL/2Y4m7RSDRXZhqPeBeU5b6xo5uqFu/K3cFTe1fwOnp7vUHr719v5nyqGPQ9EHuBo8qG9ssUvlrVabaWTWCkruDgSHh6OqKioSgcOgPMXYT/88AMAlJvRWfk83HHBk5KSAr1eX6kTo3JSv5ZyWvga5W/r6G50RY4Dd9WrBlfuvNtbTlbprQwPD4fJZEJAQAD0er3dY1EJonz5QjAuLg5ms7lMwGcymWwuZ+1u586dczm/Q1xcnMObCb6c38EWXz5eyLPY80AA4PSd97Vr16J79+7ubcx1yJW7i8rJpvRJMy4uDpGRkRVaEcgZ0dHR0Ol0qp2UlX0t727vgQMHAMDhPmVkZMBisVT6At8ek8lUqSyqxVeDutaoNY9Gjb+LMuTLUS+TcrHtyp1nd9WrBleGSSltLP6ehIQEREdHw2g0Okz4WJyyDKwvi4iIQGJiovU3T6vVIiEhAWlpaU7vp5rWrFlj/W9XskA7+l74cn6H4tjjQKUxeCDyEGeT7CgXCKVPEMqkYbPZ7HL+hIyMDNSvX9/u6/Hx8dBoNHYvoEtP0nRFeXdWz5w5A8DxHV9ljLajHpz4+HhkZmYiKCioRFvDw8Oh1WrLLGWpyMjIQFZWVqUCMlcnSyufN1B4YtbpdNDr9daEWKmpqdY7yMqSvpmZmda/kcViweTJk61r5lc0SZZy4akGo9FYqQAM+DeZYmZmpt0ySgDgyvHvrnrVoMxlcGZYXukg1Ww2W/MdOPPZKzcw9Hq9Ncmap3tanGUymZCenm5dMlr5nlQ0gWNlKdt19sI9JibGmqfCnuLBgK/OdwAKf8O9MReIfJgzSzLxwaVaFb66vJivMxgMDpdFLM7ekoxSFi7rpyzZ58pye46WW0xOTi53mU17yymWR6PRSJPJ5LBMt27dHC47qCxl6GhJSKX96enpZT5nvV7vcJlBg8FQ6SVglaV0k5OTHZbLzc2Ver2+RLnU1FTr31tZ0jIiIkJGRESU+bso2yj+mSpLxNpa4teXOLtMpE6nc7jcbXl/Tylt/06pUW9l2VuqVVky19Hyn7aWKFWWU7b3PuV15dgwmUwyMzPTugxred9NlLNUq6OlZ6UsfylXrVZr92/ia0se16lTx6kliaX8929VHmUJYWfqVGOZ2Iou1Wo0Gh3+Hcl1vnotBSeXauWcByIPUVYxciQrKwvx8fGYNWuWzdc1Gg3S09MREBCA8PBwh8sVFt+mvbuSGRkZ2Lp1q8O7lhkZGSWyz7oiNDS03DuFPXr0AGB/SElYWJg1w6ktFovF2r7ExMQyd8ji4uIc3l1NSkqq9N13JeNreXclw8LCEB4eXqKXw2QyWZPhFV9RKiMjw+bfZfLkySV6GeyNg/dV5Q2XSU5OtvYG2Xqv2Wy224uUkpJi9ztRmXoTEhLK/a5VhsFggE6nc/g9VIbu2Cpj766wsq9K75/FYrHOhzAYDA63p/R4eYtWq0V0dHSFhlc5Og4qIisrC+fOnQNQ/tyEjIwMhIWFlduT6ep8h6SkJOt/V7bnwdXPNCMjw2d7qMhLnIkw+GDPg8JXo2VfZzAYpNFolJmZmVKr1cq4uLgyd4qTk5OlRqMp9+518TpRlGSpdEKk3NxcaTKZpF6vt3uXKTMzU2o0GusdWVsP5c6Ys20qLS4urtw7VmvWrJERERFlymVmZkqdTldur0Dx/dPpdDZ7Sezd2UtNTXW6R8gROJG0Sbm7bK+HoPh+wMZdYaWHofRdR+Uusq/T6/VOH0smk0nqdLoyn5VOp3P4t1T+DvZ+pypbb2Up3zdblF4pW8e7klSy9HfZUSI3o9FovQOuHEul91Hp4SotOTnZmpjRVtJGZ/ZHSml9vz0ajcbu60ovovLZKw9lm8r+labm30uh3LF3VGd6err1N9nW99RRnc70BChJRSvTO+bKd7A4V85L5BxfvZaCkz0PXr9A5oPBQ1VgNBpLXLAoF/ZKt71y0etqd3LxbNXKiVin05UZGmOLciJx5lHRrMvOdN8rx5TJZJIRERHWYUQREREudc8r3fqlLyiUYRq2KNurDGUfywuSyhs2U7q+0p+5cjFXmtFo9Mnsr0rwp9Vqy1wEKsepo8AwNTXVGnQbjcZyj4fc3Fyp1WplRESEw9+pitar0WgqPDSsdDZ5jUZjd99NJpO1fQaDQRoMBofDizIzM63Bt9FolHFxcSVuTiQnJ1s/a1vf4+TkZGkwGKzvK35RrrRVq9WW+J7Y2p/iWaSVmw7FXy/+/bD1/tLfH2X/TSaTNJlM1uF6cXFx0mAwWLdROnt18eOgMkwmk93gxVHWZ0cX+PbqtPUZSln4++SofHm/j5X9Dip1OLrpQRXjq9dSDB6ugweDB7oeaLVahyc5tY4p5cRcWukTcnG2go2KbNfWRYytbTkztjkuLs7mfhgMBpvBh1ardareqsQdv1PJyckVDqLJNUogVJ6KjuGviKp67lNudJG6fPV4cjZ44JwHInKr6Ohou2PJ1ZSamupSgjYlMV1llz1U5mI4Wu1IGWPszDKgqampNsc021phS0lCpWTGdue4/KrOl1cmup4oK445s3qUMp+porlvqHwmk0m1Fdno+sHggYjcymAw2Ez2pDaLxVLm4k5J/mZLRU6KFosF4eHhJSaQKxf1jpZa1Gg0Dl+Pj4+3/ndaWlqZCZTK5MrSz6ekpECj0ZRYupPc49SpU95uQpWQk5Pjck4BX89Zca1SMpW7I68QXdsYPBCRW2k0GsTGxrqUZbsiwsPDraseAf9ecNvqWVBW13H1pJiUlASz2WxdJUU5uTpzlzQ2NhaJiYll2hETE2Nth1Jf6YDH3vrup06dsj6XkJBQoVwPRL5EOZ5TUlLKLat8F3ncu4eneo3p2sMkcUTkdkajESEhIcjIyHBbdlSj0YjMzEzExMRYewbsJbZLSkqCTqdzeRhKaGgoNBoNVq9eDaAwEZTRaHRqn4xGI+Lj460J4pSsrcUDD2VoTOl25eTk2Ax0oqOjER0djfj4eKcTTZHr4uPjOXTDg9LT0xEeHo6srCy73+GEhATExcVZkyeSupReTU8npKNrA4MHIvKI5ORkREdH283XoAZn75JVdByvTqcr0YtS3tr8pZWXpVuv19vMgmwwGGzeXdVqtW79POlfnO/gOVqtFpmZmdYM2qWDA2X4oKOM4VRxFosFJpOJvy1kF4MHIvIIJcFVTEyMSxfcalMSsA0cOLBC7zcajeUGAXR94d/bO/R6Pe98e8GLL77I4UrkEIMHIvIYZWiNt1euMZlMHOpARFSKktmePW3kCIMHIvIob5+UtFotJ1gSEdngrjlpdH3haktEREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg9EREREROQUBg8qEkJkCiHihBA6IYSm6DlN0f/HCSGSvd1GIiIiIqKKqubtBlxntACMRQ8IIYq/ZpZShnujUUREREREamDwoK4MAFkAdAACAOQUPWeSUpq92TAiIiIiospi8KCuNClltLcbQURERETkDpzzQERERERETmHwQERERERETmHwQERERERETuGcBzcoWqY1FIUTpy0AkqSUFu+2ioiIiIioctjzoDIhRASAgQCypJTxANIArBZCGL3bMiIiIiKiyhFSSm+34bohhMgFECKlzLLzWlJ5qzEJIQwADABw6623hixevNgtba2oc+fOoU6dOt5uBl1HeEyR2nhMkdp4TJGafPV46tGjR7qUMrS8cgweVCSE0NgbnlQUFJhQGFxkOFNfaGioTEtLU7OJlbZ27Vp0797d282g6wiPKVIbjylSG48pUpOvHk9CCKeCBw5bUlE58xqUJHGzPNEWIiIiIiK1MXjwkGJDmXRebQgRERERUQUxePAsCwAIIbTebggRERERkasYPKhACBEhhMgtWmnJGRq3NoiIiIiIyA0YPKgjCoUBQXg55ZSgocxqTEREREREvo5J4tSxteiRYK9AUeI4oDD/AxPGEREREdE1x209D0KIuu6q2weZgXJXWzIU/Rvn/uYQEREREamvUj0PQojmAPQoHK6jReGwHG2x14HCScI5KByqkwXgZwCrpZRnKrNtXyKlzBBCRAshdLZyOBT1OsQCMEsp7fZOEBERERH5MpeDh6IehYEAxgAIBJANIAPAagCZKAwUit+B1wAIABCEwmVKZwO4WQhhBjBTSvldZXbAh8QAmCWESC0eIBStrJQKJ7JLExERERH5MpeCByHEaBTeQU9F4cWyWUp52tWNCiECUdhjMVYIEQ/AIKVc42o9vqRoyFKkEMIghEgveloJpKKllGb77yYiIiIi8n1OBQ9CiA4AkosegRUJGIqTUmajMNPyrKI78zOFEMOllFGVqdcXFPU6cGgSEREREV13yg0ehBAvAogAEF500a+qoszLDxXlSliFwrv0h9TeDhERERERVY7D1ZaEEAMAaKSUvdwROBQnpUxBYb6E+KKJ2ERERERE5EPKW6rVIqWc4pGWoHDegJRyIIB6ntomERERERE5x2HwIKVc7amGlNruNm9sl4iIiIiI7HNbkjgiIiIiIrq+eCV4EEJs9cZ2iYiIiIio4rzV86AtvwgREREREfkSlzNM2yOEuAdANIBQFGaVtiegnNeJiIiIiMgHqRI8FCWRU7IqZ6Ewq7ItGgBCjW0SEREREZFnqdXzEIfC5G6znCkshMhXabtEREREROQhas15sDgbOBThUqxERERERNcYtYKHTFcKSylDVdouERHRdWv//v1YtWoVCgoKvN0UIiIA6gUPnMdARESkkry8PEycOBHBwcHo3bs3hg4d6u0mEREBUC94SBRCvOBsYSHEKpW2S0REdF3Ztm0bOnXqhLfffht5eXkAgNatW3u5VUREhVQJHqSU2wBkCyH+TwhR14m3cNgSERFRMVevXsW7776Ljh074vjx43j99ddRrVo1PProo4iNjfV284iIAKiY5wGF8x6iAcQJISwoXLLVFg2Y54GIiMjqyJEjGDx4MDZs2IAhQ4Zg3Lhx6Nq1K7RaLRYsWAA/P2/ldCUiKsldeR4AoJ6d4gFqbJOIiOh6sGzZMjz33HO4cuUK5s+fjyFDhmDEiBE4deoUzGYzbr75Zm83kYjISs08DzFSyinOFGaeByIiquoKCgoQGxuL+Ph46HQ6LF68GC1btsTBgwcxc+ZMvPDCC7jrrru83UwiohLUCh4szgYORZjngYiIqqxLly7hmWeeQXJyMoYPH45PP/0UNWvWBAC89dZbqFGjBsaPH+/lVhIRlaVW8LDVlcLM80BERFXVyZMn0b9/f/z666/46KOP8MYbb0CIwhXPf/vtNyQnJ+Ptt99Go0aNvNxSIqKy1Aoe6qtUDxER0XVr79696N+/Pw4fPozk5GRERERYX5NSwmg0omHDhhg9erT1+RMnTmDp0qWoW7cunnzySW80m4jISq3gIVEI8YSUcokzhYUQq6SUvVTaNhERkU+TUmLGjBn4v//7P9SpUwe//PIL7r///hJlVqxYgXXr1uHzzz9Hbm4uZs+ejSVLlmDjxo2QUsLf3x8dO3ZEUFCQl/aCiEjdPA9CCPF/Tr6Fw5aIiKhKOHbsGPr06YNXX30V3bt3x86dO8sEDhcuXMArr7wCAFi0aBGaNWuG119/HRaLBe+88w5Wr16N6tWr44MPPvDGLhARWam1VOsXKFyCVSOEiEPhcq328jxowTwPRER0nZNSIiUlBS+99BLOnz+P//znP3jppZes8xsAID8/H6tXr0avXv92xh8/fhwTJkzAk08+iZYtW1qfNxgMmDFjBsaNG4fAwECP7gsRkUKtYUtRKAwILABOo3AOhL15EBoAUqXtEhEkglaRAAAgAElEQVQR+Zy//voLr7zyCr7//nuEhIRg/vz5aNOmDYDCTNLr169HSkoKkpKScOrUKQCAEALr16/HAw88UCLAUMTExMBkMmHy5MlISEjw6P4QESnUSlmZBSBCShngxINpMomI6LokpcSsWbPQtm1brFy5EvHx8di8eTNatGiB1NRUGAwGNGrUCGFhYZg7d641cPjwww9RUFCABx980GbgAACNGzfGCy+8gHnz5uGPP/7w5G4REVmpdSGfAyDDhfLZKm2XiIjIJ1y4cAG9evWCwWBAu3btsH79egQHByM6Ohq33XYbHnroISxatAjh4eFISUmxrrQ0efJkxMTEOLUNpdyHH37otv0gInJElWFLUsqHXCzfQo3tEhER+YKCggLcc889OHDgAADg119/RadOnQAAdevWRb9+/RAREYGHHnoItWrVwhtvvIEFCxZg7NixGDNmjNPbadq0KZ5//nnMnj0bb731Fpo2beqW/SEisketOQ9ERERVVqtWrZCZmQkAGDNmDOrUqYMbbrgBrVq1gl6vt2aPBoB33nkHn376KUaOHIn333/f5W2NGTMGs2fPRnx8PKZPn67aPhAROcMrwYMQYquUsqM3tk1ERKSW/Px8NG7cGH///TeAwmVZb7vtNrvl4+Li8P777+OFF17AJ598Ynd+gyPNmjXDs88+i1mzZiE2NhaNGzeucPuJiFzlrcnLWi9tl4iISBU5OTmoVq2aNXA4f/68w8BhypQpGDNmDAYNGoSZM2dWKHBQxMbGIj8/H/Hx8RWug4ioIlQLHoQQ9wghvhBCbBVCHHDwOAXmeSAiomtMQUEBfv31V4waNQp333036tf/d0Xy3Nxc3HDDDXbf9+abb8JoNCIqKgpfffUV/P39K9WWwMBAPPPMMzCZTDh27Fil6iIicoUqwYMQogMKV1uKBlAPhbkebD1E0YOIiOiakJeXh88++wxNmzbFAw88gGnTpmHXrl0AgN69e+PKlSvQaGzfE7ty5QqefvppTJ06FSNGjMDChQtRvXp1Vdr11ltvIS8vDx999JEq9REROUOtnoc4ANFSSj8pZQspZaidRwspZYBK2yQiInIbKSV++OEHBAcHY+TIkQgMDCwxLOn777/HTz/9ZDcYOHPmDPr27YuFCxfigw8+wLRp0+Dnp95o4aCgIAwePBhffPGFdegUEZG7qfUrZpFSznKh/DaVtktERKS6Xbt2ITw8HP369YMQApMmTYLFYsHx48fx8ssv49y5c+jfv7/d92dnZ+OBBx7A6tWrMXv2bMTGxlZqjoM9Y8eOxeXLl9n7QEQeo1bwkOlKYSllqErbJSIiUs2lS5cwbtw46HQ6bNu2DdOmTcPTTz+Nd999F6dOncKKFSvwn//8BzfeeKPdOjZs2IBOnTrh6NGjWLlyJYYNG+a29rZq1QqDBg3Cf/7zH/zzzz9u2w4RkUKt4IHzGIiI6Jq2ceNGdOjQAZMmTcJTTz2F33//HVu2bMG4cePQr18/7Nq1Cw8//LDDOubNm4ewsDAEBARgy5Yt0Ov1bm/3uHHjcPHiRUydOtXt2yIiUit4SBRCvOBsYSHEKpW2S0REVClnz57Fq6++ii5duuDixYtYuXIlPv/8czzzzDNYuHAhJk+ejOTkZDRo0MBuHVJKTJw4Ec899xy6deuGzZs3o1WrVh5pf+vWrdGnTx989tlnkFJ6ZJtEVHWpkiROSrlNCBEghPg/AAlSyjPlvIXDloiIyOtWrFiB4cOH4+jRoxg5ciQmTpyIgoICdO/eHTt27MDcuXPx7LPPOqwjPz8fI0aMwBdffIEhQ4Zg9uzZqFGjhmd2AMCff/6J5cuXA4Bb5lUQERWnZobpTBQu1RonhLAAyLJTTgPmeSAiIi/6559/MGrUKCxcuBBt27bFpk2bcN999wEAXn31VWzbtg3Lli3Do48+6rCeixcvYsiQIViyZAmMRiMmT56s6opK5Tl37hz69u3rse0REakSPBTleUgv+l8laKhnpziXaiUiIq+QUmLRokUYOXIkTp8+jfHjxyM2NhY1a9YEAGzevBkzZszAiBEjyg0cdu/ejSeffBK///47PvnkE4waNcoTu2CVn5+PwYMHY8eOHViwYAG6d+/u0e0TUdWkVs9DHIAYKeUUZwoLIfJV2i4REZFTjhw5guHDh2PFihXo3LkzvvzySwQHB1tfz8vLQ3R0NBo3boyJEyfarUdKiYSEBIwaNQp169bFTz/9hN69e3tiF6zy8/Px3HPPYdmyZZg+fToGDx7s0e0TUdWlZp4HpwKHIszzQEREHlFQUIAZM2agbdu2WLt2LT755BNs2rSpROAAAJ988gl27tyJzz//HDfddJPNuk6cOIGIiAgMHz4cXbp0wY4dOzweOFy9ehXPPPMM5s+fj4kTJ+LVV1/16PaJqGpTK3jY6kph5nkgIiJP2LdvH7p164ZXXnkF9913H37//XeMGjUK/v7+JcplZ2fj3XffxWOPPYbHHnusTD1SSsydOxdt2rTBjz/+iPj4eKxcubJExmlPuHr1Kp5++mnrKlBjx4716PaJiNQKHuqrVA8REVGl5eXl4YMPPkD79u2xe/duzJs3D6tWrUJgYGCZsv/73//w2GOPoVq1apg+fXqZ1/fs2QO9Xo9hw4YhODgYO3bswOjRoz06MRoo3KfBgwdj8eLFiI+Px5gxYzy6fSIiQN08D084W5h5HoiIyF3+97//oWPHjhg7diz69++PvXv3YujQoWWWMZVSYs6cOdDpdPjzzz+RlJSE22+/3fr6iRMnMHz4cNx1111IT0/HzJkzsXbtWrRu3drTu4S8vDwMGjQISUlJ+OijjzB69GiPt4GICFApeJBSbgMgivI8OIPDloiISFVXr17FO++8g5dffhn//PMPvv/+eyQlJeHWW28tU9ZiseDJJ5/E888/j86dO5eYu3DhwgVMmjQJLVq0wOzZs/HKK6/g4MGDiI6O9nhvAwBcuXIFUVFR+PbbbzF16lS8+eabHm8DEZFCraVav0DhEqwaIUQcCpdrtZfnQQvmeSAiIhUdPXoUTz31FDZs2IBevXph8eLF0Ghsn2q+++47vPLKK/j777/xwQcfwGg0wt/fHwUFBfjmm2/w1ltv4ejRo3jssccQFxfnsUzRtly5cgUDBw7E0qVLMW3aNLz22mteawsREaDeUq1RKAwILABOo3AOhL15EBoAUqXtEhFRFffDDz/g2WefxZUrV7BgwQI0adLEZuDw119/YcSIEViyZAnat2+PZcuWITS0sCN87dq1ePPNN5GRkYGQkBAsWLAA3bp18/SulHDp0iVERERg+fLl+Pzzz/HKK694tT1ERIB6cx6yAERIKQOceHi+z5eIiK47ly9fxuuvv45+/fqhWbNmyMjIsJnvoKCgALNmzULbtm2xYsUKfPjhh9i6dStCQ0Oxd+9e9OvXDz169MA///yDBQsW4LfffvN64HDhwgX0798fy5cvxxdffMHAgYh8hlo9DzkAMlwon63SdomIqAo6ePAgoqKikJGRgddeew3x8fHWLNHF7d+/HwaDAevWrUP37t2RkJCAFi1aIC0tDXFxcViyZAnq1KmDyZMnY+TIkahdu7YX9qak8+fPo2/fvli7di3mzJmD5557zttNIiKyUiV4kFI+5GL5Fmpsl4iIqp5FixYhOjoa1apVw/fff4/+/fuXKZOXl4cpU6ZgwoQJqF27Nr788kv0798fCxcuxJw5c7Bjxw7cfPPNeOuttzBy5Eg0bNjQC3tSlsViwaOPPorNmzdjwYIFeOqpp7zdJCKiEtTqeSAiInKr8+fP47XXXsOcOXPwwAMPYOHChbjjjjvKlNu3bx9GjhyJnTt34oknnkDfvn2xYsUKvPzyy7hy5QpCQ0MxY8YMPPXUU7j55pu9sCe2HT9+HL169cLevXuRmJiIAQMGeLtJRERlOAwehBDNpZSHPNQWr2+XiIh8065duxAVFYV9+/Zh7NixePfdd1GtWslT2Pnz5/H2229j2rRpKCgoQHBwMLZs2YIlS5agfv36ePnll/Hcc8/h7rvv9tJe2JednY3w8HAcP34cy5cvR3h4eKXrPHfuHKZPn46OHTtCr9er0EoiovJ7HkKEEDop5RKPtAaAEGIyAJOntkdERL5LSomEhASMGjUKN998M37++ecyF8JSSnz//fcYMmQILly4YH1+z5496N27N6ZNm4a+ffuiRo0anm6+UzZv3ownnngCly5dgtlsxr333lup+qSU+Pbbb/H666/j6NGj6NChAzIyXJmWSERkn8OVj6SU3wIIEkJ8IYS4yZ0NEULcU5R5OpG9DkREdPr0aURFRWH48OHo2rUrduzYUSJwOH/+PKZNmwY/Pz888cQT1sAhKCgIU6ZMweHDh7F8+XIMGDDAJwOHvLw8jB8/Hg8++CBq1KiB9evXVypwkFJi48aN6NWrFyIjI3H06FEAwGOPPaZWk4mIyp/zIKWcIoSIALBNCDFZSjlbzQYIIeoCiAcQAmCglJIrMRERVXG//fYbnnzySRw+fBgffvghRo8ejfz8fGzatAmrV6/G999/j23btpV4z/jx4zFgwACcOnUK3bt3907DnXTw4EEMHjwYv/32G5555hl89tlnFZ5/kZeXh5SUFEydOhVpaWkICAjASy+9hNmzZ+P+++/H2LFjVW49EVVlTuVckFKmoPDivqMQ4pQQYrIQ4p7KbFgI0VMIkYTCZVsPSik7MnAgIqraCgoK8PHHH+OBBx6w5meoUaMG+vXrh4CAADz44IMYP368NXC4/fbbkZ2dDSkl3n33Xdx1111e3oPyLVu2DCEhIThw4ACSkpLw1VdfVShw+OOPPzBhwgRotVo89dRTOHPmDGbMmIF9+/Zh3bp10Gg0WLhwIfz9/d2wF0RUVTm92pKU8jSA4UKIeABGAL8IISQAMwqTxG1FYYbpnKJ/FRoAAQC0KAxAtAD0Re9JAPBiUd1ERFSF/fPPPxg6dCh++uknAMCVK1cwbNgwAECrVq3Qvn17bNq0CQAQGhqKzz//HJ07d/Zae12Vn5+P8ePHY9KkSQgNDcW3335rc7UoRy5cuIAlS5Zg7ty5+OWXXwAAer0eM2fOxMMPPww/Pz8MGzYMe/fuxapVq9CoUSN37AoRVWEuL9UqpcwCMByFgYQehYFAOIBoFAYKACCLvUUU/WsBkAYgFcAYKWXJ/mYiIqqy5s+fj2eeecb6/35+fmjdujXGjh2LLl26ICEhAV988QUaNGiAyZMnY9iwYfDzc6rz3Cfs2LEDL7zwAtLS0vDCCy9g+vTpqFWrllPvlVLiv//9L+bOnYvExEScPXsWgYGBeO+99zB06FA0a9bMWvbrr7/G3LlzMW7cOFVWbCIiKq1SeR6klGYU9jxYCSFuRmFPgwaAhUORiIiotJMnTyI9PR1paWkYN26c9fn69evjww8/RP/+/REQEIA5c+YgLCwMOTk5ePnllzFhwgTUq1fPiy13zdmzZzFp0iR89NFHqF+/PhYvXoyoqCiH77l8+TJ+//13bN++Hdu2bUNqair279+PG264AZGRkXjuuefQpUuXMsHTzp078dJLL6Fbt24YP368O3eLiKow1ZPEFQ1B4jAkIiIC8G+goAQL6enpOHz4cJlyu3btQnBwMKSUWLZsGd555x3s3LkTXbp0wfTp09G+fXsvtL5irl69itmzZ2P8+PE4ceIEhg0bhilTpiAgIMDue86ePYt3330Xn3/+Oa5cuQIAuOmmm9CxY0eMGTMGERERuOkm2wsfpqWloVevXtZ5DqVzYBARqYW/LkRE5JTjx4/j999/R/Xq1VGnTh3ceOONqFOnDvz9/XHx4kVcuHABFy5cwMmTJ7Ft2zZrwFA8UGjRogXuu+8+PP7445g2bRoA4O2338b48ePh5+eHVatWYdy4cUhLS0OLFi2waNEiREVFQQhhr1k+RUqJ5cuXw2g0Yu/evXjwwQexdOlSh3MzlDwVr732Gv788088++yz6NOnDzp06IDAwMByh2dt3LgRffr0QUBAAFavXo3GjRurvVtERFYMHoiIqAwpJTIyMrBu3Tps3rwZW7Zssdlb4IgSKIwYMQIhISHo0KEDNBoNtmzZgsceewx16tTBggUL0L9/f6xbtw7jxo3Dxo0b0axZM8yZMwdPP/30NXMHXUqJdevWYcKECVizZg1atmyJ7777Dv3793cY+Bw6dAgjRozAjz/+iPbt2yM5OdmlXA+pqano378/mjZtCrPZjKZNm6qxO0REdl0bv8pEROQRWVlZ+Oabb7BgwQLs37/f+rxGo0Hz5s3RvHlz1KtXDzVr1kTNmjVRq1YtNGrUCM2bN8eNN96IG264AXXr1kVwcDA0Gk2Z+r/55hs8//zzaNy4MVJTU3Hu3DmEh4fDbDajcePGmDFjBp5//nmfTOpmy+XLl7F48WJ8+umn2L59Oxo0aIDp06cjOjoa1atXt/u+vLw8TJ06Fe+99x78/Pzw0UcfYeTIkU4HSwUFBZgyZQrGjh2Ldu3a4eeff8att96q1m4REdnF4IGIqIrbt28f2rRp47CMxWKBxWLBoUOHbL5eq1Yta3Bx++23Q0qJy5cvWx+1a9dGcnIyCgoK0K5dO3z66aeIjY3Fjz/+iIYNG2Lq1KkYPnw4ateu7YY9VN+VK1cwa9YsTJw4EcePH0e7du0wa9YsDB482O4+FBQUYPv27fjll18wb9487N69G4899himTZvm0pKtJ0+exNChQ7FixQpERkbiyy+/RN26ddXaNSIihxg8EBFVMQUFBfjxxx+xfPlyLF26FCdOnCjxemhoqHWsfePGjdG6dWu0bt0ad955JwICApCbm4tTp04hJycHJ0+exJEjR3Do0CHrY9u2bfD397f2TgCFAYpi9+7d1mVE+/fvjwULFqBOnTqe+wAqSEqJ9PR0LFy4EIsXL8axY8fQtWtXfPXVVwgPD7c5POncuXP44YcfsGTJEvzyyy/IyckBAAQHB2Pp0qXo16+fS21ITU3FsGHD8Pfff2PGjBkYPnz4NTMfhIiuDwweiIiqCGVi7vjx47Fr164Sr40dOxbvv/++Uxeit9xyC2655RantpmTk4PHH3+8RPBQ3NKlS3Hvvffi+eefx5AhQ9CwYUOn6vWkf/75B19//TW+/PJL7Nu3DzVq1MDDDz+M4cOHo1evXmU+s4sXL2L58uVITEzE8uXLcfHiRTRq1Aj9+vVDWFgYevbs6fKk5r/++gtvvPEGEhMT0bJlS/z3v/+FTqdTczeJiJzC4EFlQggtgBj8m2VbC2CrlDLee60ioqpMSokVK1bgnXfeQUZGBlq1aoXPPvsMs2bNwr59+5CYmIjHH39c9e0eOnQI7dq1w4ULFwAAtWvXxogRIzB69Gg0aNAAZ86cweLFizFnzhy88cYbiImJQZ8+fTBo0CD07dsXN9xwg+ptckZeXh7S09Oxbt06rF27FqtXr0ZeXh7uu+8+zJo1CwMGDCiTa+Ly5ctYtWoVEhMTsWzZMpw7dw633HILhg0bhqioKDzwwAMVSmp3+vRpJCQkYOLEibh8+TLee+89GI1GpxPMERGpjcGDiooybpsAhBdl4laeNwoh0qWUId5rHRFVNTk5OZg/fz4SEhKwZ88eaLVazJs3D2FhYejVqxeysrKwbNky9O7dW/VtJyUllUiG9tprryE2Nha33Xab9bm6devCYDDAYDBg9+7dmDt3LhYtWoSlS5fixhtvRL9+/RAVFYWePXvazW9QGfn5+cjMzMTu3btLPP73v/9Z8yy0bdsWI0aMwLBhw9CuXbsS78/Ly8Pq1auRmJiI7777DqdPn0ZAQAAGDRqEqKgodOvWrcKrRe3fvx/Tp0/HvHnzcO7cOfTu3RvTp09HixYtKr3fRESVweBBJUU9DqkAQooHDgAgpYwXQoQLIZKllJHeaSERXY/y8/Nx5swZaDQaCCEgpcSmTZuQkJCA5ORkXLp0CZ07d8bcuXMxePBgHDt2DD169MCxY8fw008/oXv37qq25/fff0eXLl1gsRR2vvbs2RPz5s0rdwnRdu3a4aOPPkJcXBw2bNiARYsWISUlBYsWLYK/vz9CQkLQvXt3dO3aFXfeeSeaNGlid2KylBJnz57FsWPHcPjwYezduxd79+7Fnj17cPz4cZw/fx4XLlzAmTNncPXqVev7mjVrhnbt2qF3797o2LEjunbtWmYFo7///hvr16/Hzz//jCVLluDUqVOoW7cuHn/8cURFRUGv1ztcZcme/Px8bN26FcuXL8fy5cuxbds21KhRA4MGDbIudUtE5AsYPKgnDkCWlDLDweupQght6eCCiMiWgoICHDt2DNnZ2SUeR44cwYkTJ3DixAmcPHkSUkqb73/ppZdgMBhwzz33AAAOHjyIsLAwnD59Gmaz2aV8AuXZunUrJk2ahKVLl1qf27Ztm3XbzvL390f37t3RvXt3fP7551i/fj3Wrl2LtWvX4pNPPkF8/L8jQBs0aIDGjRvD398feXl5uHLlCi5fvowTJ07g0qVLJerVaDRo27Yt2rdvjxtvvBE33ngjbrrpJrRq1Qrt2rVDmzZtbE7a/vvvv63Dl9atW4fdu3cDQImekV69erk8jCg/Px9btmzBhg0bsHHjRmzatAm5ubnw8/PD/fffj7i4OAwdOpTLrxKRz2HwoAIhhAZABIAEe2WklOaiSXUxAKI91DQiuobk5eVhwoQJSEtLQ3Z2Ng4dOoTLly+XKNO4cWPccccdaNGiBQIDA7FixQrk5+fbrK927doIDg4GAOzZswd6vR55eXlYs2YNOnTooEqb169fj4kTJyI1NdX6XOfOnWE2myu9glL16tURFhaGsLAwAMCFCxesn83Ro0dx5MgR/PXXX9ay1atXR82aNXHp0iV07NgRt912G5o0aYLWrVvjtttuszkZXEqJzZs3IyEhAZcvX7YGISdPnsSGDRuwZ88eAIXBwoMPPoghQ4age/fuCAkJcbmH4eLFi9i2bRtWrFiBr7/+GkeOHAEA3HnnnXjiiSfQs2dP9O7dGwEBAZX52IiI3MrtwYMQIgyADkAugDQp5XZ3b9ML9EX/ZpZTzlKsLBFRCRMnTsTEiRPRoUMHBAcHo2/fvggMDERgYCC0Wi2aNWuGatWq4aeffsKsWbOwfPlyFBQUoFu3bhg0aBAGDBiA+vXr4++//8akSZMwdepUbNu2DW+88Qaee+45VKtWDevWrUPbtm0r1U4pJVauXIkPPvgAGzduLBEkvPjii5gxY4ZbMkPfcMMN6Nq1K7p27eqw3Nq1a+0Ox5JSIicnBwcOHMB3332HxMRE/PHHHyXK+Pv7o06dOrj33nvx9NNPVyhYyM3NxaFDh7Bz505s2bIFW7Zswc6dO3H16lX4+fnhoYceQnx8PMLCwnxyhSkiIntU+XUXQmyVUna09ZqUcrUQIg1AAACtEOILAHFSykNqbNtHKPte3nCkLAA6IYRGSmkppywRVTG7d++Gv78/PvnkE3Tr1s36fG5uLlatWoX3338fP/30E3JycnDbbbchJiYGw4YNKzOJ9tZbb8Vnn32GkJAQDB8+HH379kXTpk2xevVqtGzZssLtu3z5MpKSkvDpp58iIyMDTZs2xZgxY7B06VLs27cPH3/8MUaNGuX1vANSSpw4cQK///67dRJ0VlYWjhw5gsOHD+PixYsAgGrVqiE8PBwTJkzAww8/jLp166J69eourYr0119/Yfv27di5cyd27tyJPXv24NChQzh9+rS1zE033YROnTph9OjR6Ny5M+677z6nl7olIvI1at0acnimkFKeBnAaQDaA1UKIyQBiVdq2L9AU/VteQJBT9G+AE2WJqIpRVkXq378/vvnmG+zfvx9Lly7Fxo0bkZ+fj4YNG6Jv3754/PHHERoaipMnT6J58+Z26xs6dCgeeughJCYmYsCAAeVOWrbn6NGjmDlzJhISEvDPP/+gdevW+PLLL3HnnXdi4MCBOHv2LH744Qc88sgjFdzzijt16hR2795dIlDYtm0bzpw5Yy0TEBCAli1b4q677sIjjzyCpk2b4o477kDXrl3RoEEDl7Z14MABpKenY9OmTdi0aRMOHz5sff2OO+5Au3bt0KVLFzRv3hyBgYHWBHsVWaaViMgXqRU82J6tZ5+m/CLXFFcHqF5v+09EKjh9+jR69OiBGTNm4NFHHwUA3H333YiNjcUjjzyCjh07wt/fHwAwaNAgLF68GADQrVs33HvvvdZH8eVQGzVqhFGjRrncFiklNmzYgOnTp+O7775DQUEB+vbtixEjRqBnz56YOXMmevbsiSZNmuDnn3+2zq1wp/Pnz2PdunUwm83YuXMndu/ejePHj1tfr1u3Lvz8/NC6dWs89dRTCA4ORrt27XDrrbc63RtisVhw4MABm4/c3FxrucaNG+OBBx7A66+/jpCQENx1113QaPjTTkTXP49PmBZC3AMg1NPbdTPljJHjsNS/OBuOiAAUTqL99ttvMWfOHKxZswYAUKtWLVy6dAl+fn5ITk5Gq1atyrxv9OjR1uDhyJEj+PXXX5GXlwegcMnR4sFEhw4dULNmTafac/LkSSQmJiIhIQE7d+5EvXr18MYbb+Cll15CYGAgzp8/j2eeeQbffPMN+vTpg/nz57t1gu/BgwexdOlSrFy5EuvXr8eVK1dQq1Yt3HXXXejdu7c1QAgODkaTJk1wxx13ICAgACNHjrRbp8Viwb59+5CZmWl9KAHCyZMnreWEEGjatClatmyJgQMHomXLlmjZsiXuvvtuNGvWzOvDs4iIvEHYW+LPZmEhBgCIQtmeBj0AsxNVaFE4eTpaSvml0xv2cUKIdBTuV4iDpVohhEhF4WcVKaVMsVPGAMAAALfeemuIcnHgK86dO1fpFVSIiquqx9SVK1cwc+ZM/Pzzzzh//jwaNWqEhx9+GOHh4bjtttuwa9cuvCgqA2AAACAASURBVP3228jLy8OYMWPQpUuXMnVs374dRqMRQUFBmDx5Mv7880/s2bMHe/bswd69e3HixAkAhSsRtWjRAm3btrU+it+Nv3TpErZs2YLU1FRs3rwZ+fn5CAoKwuOPP46wsDDrMqTZ2dl4//33cejQITz77LMYMmSIW4bjZGdnY/369Vi/fj2ysgqnkjVv3hydOnVCp06dcNddd6FGjRoACpc8vXz5Mi5duoSLFy9iyJAhaNKkCV5//XVcvHgRly5dwqVLl/D3339bAwXlc1E0bNgQTZo0QZMmTXD77bfj9ttvR5MmTdC4cWOngy66vlXV3ylyD189nnr06JEupSz/Br+U0uUHgEAAowEcBFDgwiMNwIsV2aYvPwCkozCg0pVTLrWonN6ZekNCQqSvWbNmjbebQNeZqnpMvfjiixKAHDJkiFyzZo3Mz88vU+bw4cOyU6dOEoB86aWX5JkzZ8qUWbZsmfT395c9evSQFy5cKPHan3/+KZcsWSKNRqPs2rWrrF27tiz6DbL5aNSokXzzzTfl9u3bS9STk5MjX3vtNenv7y/r168vV61ape6HIaU8fvy4/Pjjj222MTg4WHbr1k2GhobKNm3ayDvuuEPWr19f1qpVy+H+FH/4+fnJNm3ayCeffFJ+8MEHctmyZXLPnj3y4sWLqu8LXX+q6u8UuYevHk8oXBW13OvTCg1bklJmA5gCYErR3XSNtLPaUhVRfCK0K+WJqAqaNWsWZs2ahbfeeguTJk2yW65p06ZYv349YmNj8emnn+LHH39ESkoKOnXqZC3Tt29ffPXVV3j66afRo0cPfP/999Y5D40bN0b//v3RoEED+Pn54YYbbsDKlSvtbq9BgwY4f/48tm/fjlq1akGr1WL27NkYN24ccnNzYTAYMGHCBNWWFj179iw+/vhjvPfeezZfF0Lg1ltvRfXq1SGlRMOGDdG8eXNrkjdbj6FDh0Kj0WDZsmUlnq9fv77djNREROS8Ss95kFKGFy3FWpU5u3KSElxwpSWiKmrLli149dVX0atXL0yYMKHc8jVr1sTUqVMxcOBADBo0CGFhYejXrx8effRRdO7cGYGBgRg8eDBq166NIUOGIDAwEFOnTkXDhg2xfv16pKSk4NixY6hevTruvPNOREZGok2bNmjTpg0efPBB1K5dG1u2bMHmzZuxefNmLFy4EDNnzizTjg8//BAGgwH16tWr0H7LovwKW7duxZgxY7Bjx44yZTp06IDhw4cjODgYt99+Oxo1auRyIrYJEyYgMDDQ5jAvIiKqPLUmTJtcKSyEWCWl7KXStn2Bkt9BW045VydWE9F15MSJExgwYACaNGmChQsXWldOcsa9994Ls9mM999/H8uXL8fChQsBABqNBrfccgtyc3Ot+Qtefvll6/ueeOIJREZG4pFHHsFNN91ks+4+ffqgT58+sFgsWLBgAUaMGFHidSEExowZgzFjxqB169YlJmO3a9euTEK4P/74Axs2bMDmzZuRlZWFP/74w5qpubShQ4ciNjYWrVq1UmUCshACBQUFla6HiIhsUyV4kFLOcvEt19tqS1uL/i1vnT4tAItkgjiiKicvLw8DBw5ETk4O/vvf/1ZohaKgoCDMmzcP+fn52L59OzIyMpCeno7c3FwEBAQgICAANWvWxPz583Hw4EH4+fnhlltuQfXq1XHkyBEEBQWVmAB84cIF7N27F6tXr8by5cuxadMm5Ofn4/7778fYsWPx8MMPQwiBM2fOIC0tzdo78eOPP2LevHkAChOt1ahRA9WqVYOUEleuXMHly5etr129erXEPtSqVQtff/01nnjiCZeCJ2cxnwIRkXuptlSrEKI5gBgUXiA7OitqcP3lOVBWmgqyV0AIoexzkvubQ0S+ZvTo0Vi/fj0WLFiA9u3bV6ouf39/hISEICQkBC+++GKZ19955x0cOHAA48ePx/z580sMQ7rlllvQuHFjnDlzBtnZ2cpiDmjfvj1iYmLQr18/dOrUqUQvQN26ddGzZ0/07NkTFy5cgNlsxhdffIGVK1fi6tWrZQIEhfK8RqPB8OHDMXz4cDRr1qxS+14e9jwQEbmXKsGDEKIDClccAv4dwmPPdZfjQEppEUKkABgIINpOsYFF/7o0xIuIrn3ffPMNpk2bhpEjR2Lw4MEe2WbLli2xcOFCXLp0Cbt27cL+/ftx8OBB/Pnnn/jzzz/RqlUrDB06FG3btkXnzp3tZp+WUuLIkSNYuXIlfvjhB/z4448ut+Xs2bNYt24dLl++bB3u1LRpU7fkSfh/9u48quo6/+P48wMICgoIOlpqKpii4IagVmYuaJtWlktO65RLTss0jaVZOTWe3NPKslxiamasLFEzqzGXKM1yw3JJrQBzm0plcVeWz++Pe70/F1TQL1yW1+Oc7wG+38/9ft6Xcw/c9/0sbx8fH09CJCIiznNq5OFpYJi1dkJhGhtj8hzqtzQZBqQaY3rbgms4DAam2/PUgRCR8ue7775j4MCBdOzYkQkTCvUn0lGVK1cmPj6e+PjCbYj3v//9j6+//pqUlBTPsXfv3rPaNW/enO7du9O5c2euueYa/P39OXLkCEeOHOHYsWM0aNCA33///bTF2G+88QaTJ08GXJWvT1070aZNG4KCgi76ef7www9ER0cDsGXLFlauXMnVV1990fcTEZGCOZU8ZBQ2cXBb71C/pYa1Ns0Y0wcYZ4xJsdZ6RmCMMePc3w7zTnQi4g0ZGRncfvvthIWF8cEHHxR556CSsGPHDr788kvP8fPPP5+zbVRUFA888AD33HOPZzvYUwUGBp7288mCa3fccQfgWvexYcMGTzLx7bffMm/ePMA1FatFixanJRRXXnnlaaMT69atIy7u/5fMPffcczzxxBOEhoZ6EoeTrrnmmguOQPz+++9MnTqVK6+8ssRGhEREyjqnkodz/7cpgC1M9boyyFo7xxiTAgxz/8PLwrUGZI21to1XgxOREvfMM8+wfft2vvnmG2rVquXtcLDWkpaW5kkUvvrqK7Zv335am+DgYHx8fMjKcu3rULt2bW677Tbuu+8+2rVrd0lTjSpVquRZq/Hwww8DsG/fvtNGJ/7zn//wxhtvABAWFka7du08ycSZydeoUaMYNWrUOftbuHAh/v7+5OTk0KNHDwDefvtt7r//fsCVsOTluQbCO3XqRJ06dS76uYmIVBROJQ81HLpPmececTjXugcRqUCio6M9OxB5g7WWbdu2eRKFL7/8kt27dwMQHh5e4CfzBw8eJCoqikGDBtGrVy/atm1brDsY1ahRg5tvvpmbb74ZgLy8PLZu3epJJr755hv++9//Yq3FGEO1atU4ePBgoe7ds2fPs86dTBxO9gXQq1cvwsPDL/3JiIhUAE4lD7ONMbdba+cWpnE5rPMgInKWBx54gBdeeIHhw4fzxRdf4O/vX6z95efns3nzZk+y8NVXX/Hbb78BrhGE6667jnr16rF9+3bWrFnDL7/8QnBwMHfccQft27enZcuWxMTEXNLag0vl6+tLdHQ00dHRPPjggwBkZ2ezZs0aT0KxYsUKsrOzL7kvf39/Jk6ceFZdCxEROTen6jysN8ZEGGOGWmsnFuIh5XLakojIqQIDA3n11Vf54x//yIABA3jnnXcc3WEoLy+PDRs2eKYhLV++nP379wNQr149unXrxnXXXUfr1q35/vvveeedd5g9ezbGGLp168aYMWO47bbbqFKlimMxFYeQkBASEhJISEgAXCMqqamp3HDDDaSmphb5fv7+/vTt29dTjVpERArPqa1a38C1BWuoe3FwGufesjWC8lfnQUSkQP379yc1NZXnnnuOmjVrMnHixEtOIA4cOEBiYiKvvPKKZ81CREQEt9xyCx07duS6667Dz8+Pjz/+mKSkJB5++GFOnDhB48aNGT16NPfccw9169Z14Nl5hzGGRo0anba4OyMjg7Fjx553R6u///3vtG/fnoSEhLOqYouISOE49dezH66EIAvIBsLdR0FCAW3CLSIVxjPPPMPvv//OpEmTCAsL45lnnrmo+2zfvp0pU6YwY8YMDh48SIcOHXjhhRfo0qULl19+OSkpKXz88ce88sorfPfddwA0atSIRx55hN69e9O+fftiqa1QGoSFhTF+/HjGjx9PcnIyHTt2ZM+ePVhr+fXXX2nVqlWp3O1KRKSscSp5SANGF2HNQ3ms8yAiUiBjDC+//DJZWVk8++yzAIwYMaJQb+R3795NUlISH374IV9//TU+Pj707duXv/71r8TFxbF69WomTJjAnDlz2LNnDz4+Plx99dWMHz+enj170qRJk3KbMJyPj4+PZ3TlXAXwRESk6Byr8wAUpfhZukP9ioiUCT4+PiQmJpKfn8+zzz7Ll19+yejRo0+rW3DSmQmDtZaYmBief/55/vjHP7Jz507mzZvHnXfeSVpaGgEBAdx0003cdttt3HTTTdSooQ3wRESkeDi1YLp7Eds3cqJfEZGyxM/Pj3//+9+0a9eOv//978THx9OuXTuGDBlCdHQ0X3/9tSdhAIiJieH+++8nMjKSo0ePehKO48eP4+vrS5cuXXjuuefo1asXISEhXn52IiJSEWjFmIhICTLG8Oijj3Lvvffy8ssv8/zzz7Nq1aoC227fvp1NmzYBri1MmzdvzsMPP0yXLl249tprCQ4OLsnQRUREnE0ejDHBwNNALFDdWtv2lGtPAqmFXRchIlIe/frrr3z66ad89NFHfPbZZ57zYWFhREZG4ufnR0hICOHh4YSHhxMdHU3r1q1p3rw5lStX9mLkIiIiDiYPxpjbgTmnnMo89bq1doIxpmsRakGIiJQL//vf/0hMTGTBggWsXr0acC3iffTRR7nrrrto3bp1hVzULCIiZY9TdR4aAjOBYcB0a222e6ThNNbapcYYjDFdrLXLnOhbRKS02rNnD+PGjWPatGkcP36ctm3bMmrUKHr27EmLFi2UMIiISJnj1MjDU0BXa+36U84VWMvBnUCMAZQ8iEi5tHPnTiZOnMi0adPIzc3lvvvuY8SIEURGRno7NBERkUviVPKQfUbiAKCP1ESkQlm1ahWTJ09mzpw5GGM8SUNERIS3QxMREXGEU8lDQaMM56sirf+kIlIu5OfnM3/+fCZMmMC3335LSEgIf/3rX3nkkUeoX7++t8MTERFxlFPJQ1GTAY1KiEiZlpuby/vvv8/o0aPZsmULkZGRvPrqq9x///1Uq1bN2+GJiIgUCx+H7rPWGDP0jHMFJgjGmNnA+w71KyJSovbu3cvrr79OkyZNuOeee/Dz8+O9995j27ZtPProo0ocRESkXHOqwvQEY8xaY0wcMMZa+z1nTFsyxnQBxgEZqvUgImVJZmYmc+fOZfbs2Sxbtoy8vDzi4+OZPHkyPXr0wMfHqc9hRERESjcni8T1BRYDKe7tB7OMMYPd105Oa1rqbiciUqrl5eWxbNkyEhMTmTdvHsePHyciIoKnnnqKfv36aatVERGpkBxLHqy1aUCkMWYQMBhoDVR3X04DxllrZzjVn4hIcTh48CBTpkxh2rRp7Nixg7CwMAYNGsS9995LmzZtlDCIiEiF5uTIAwDW2unAdPAUj8uw1mY73Y+IiJOOHDnC1KlTGTt2LPv376d79+5MnDiRW265hYCAAG+HJyIiUio4njycylqbXpz3FxG5VHv27GHWrFlMmjSJX3/9lRtuuIF//OMfxMfHezs0ERGRUqdYk4dzMcassdbqP7OIeMXBgwdJSkpi1qxZLF26FGstnTp14sMPP6RDhw7eDk9ERKTU8krygIrEiYgX5OXlMXPmTEaMGEFGRgaRkZGMHDmSu+66iyuvvNLb4YmIiJR6jiUPxphWuBZKxwGh52kadoHrIiKOW716NQ8//DBr167luuuuY/To0Vx11VVaAC0iIlIEjiQPxpjWwDr3j2lA1jmahqLq0iJSzPLz89m+fTsbNmzg+++/Z+3atXzyySfUrl2bd999lzvvvFNJg4iIyEVwauRhHDC4sFuxGmPyHOpXRMQjOzubmTNn8uqrr7Jjxw4AjDFceeWVDB06lGeffZbg4GAvRykiIlJ2OZU8ZBWxhsN6h/oVESE9PZ1XX32VmTNncujQIa677jpGjBhBq1atiImJISgoyNshioiIlAtOJQ+pRWlsrY1zqF8RqaBycnJYuHAh06ZN4/PPP8fX15c777yTv/71r8TGxno7PBERkXLJqeRBk4dFpNjl5ubyzTffsGDBAv7zn//w66+/UqdOHUaOHMnAgQOpU6eOt0MUEREp15xKHmYbYwZYa2cWprExZpG19nqH+haRCuDxxx/n3//+NxkZGVSqVInrr7+ewYMHc8MNN+Dn561dp0VERCoWR/7jWmvXG2PCjDFDgenW2gMXeIimLYlIoZ04cYJXXnmFq6++mscff5zrr79eC59FRES8wMmP61Jx1XkYZ4zJwrVla0FCUZ0HESkCPz8/atWqxZEjR7jlllsICAjwdkgiIiIVko8TN3HXeUgDegPpQCZQ/RxHuBN9ikjF4ePjw8yZM/nuu+/429/+hrXW2yGJiIhUSE7WeRhmrZ1QmMaq8yAiRdWjRw+eeOIJJk2aRFBQEGPHjlWhNxERkRLmZJ2HQiUObqrzICJFNmHCBI4ePcr48eM5ceIEkyZNUgIhIiJSgpxKHtYUpbHqPIjIxfDx8eH111/H39+fl19+mePHjzNlyhR8fX29HZqIiEiF4FTyoHUMIlIijDFMnjyZgIAAxo8fT2pqKu+99x5hYWHeDk1ERKTcc2TBNK46D7cXtrExZpFD/YpIBWSMYdy4ccycOZPk5GTi4uL4/vvvvR2WiIhIuedI8mCtXQ8Yd52HwtC0JRG5ZA8++CBffvklx48f56qrrmLhwoXeDklERKRcc2TakjHmDSAMCDXGjMO1beu56jxEoDoPIuKQ9u3bs27dOnr06EHv3r2ZPHkyDz74IP7+/t4OTUREpNxxatpSP6APEA9k41oDEX+OI9KhPkVEAKhduzaLFi2ibdu2/PnPf6Zx48a89dZb5OTkeDs0ERGRcsWp5CEN6G2tDSvE4VSfIiIe4eHhfPnll3z22Wf84Q9/YMCAATRu3JjJkyeTnZ3t7fBERETKBafeyGcAKUVon+5QvyIiHsYYbrjhBlatWsWCBQuoV68eTzzxBHXr1uWxxx4jJSVFoxEiIiKXwJE1D9ba7kVs38iJfkVECmKMoWfPnvTs2ZOUlBReeeUV3nzzTaZMmUKVKlWIjY2lbdu2NG/enIYNG9KgQQPq1q2Ln59Tu1eLiIiUT47+pzTGBANPA7FAdWtt21OuPQmkWmvnOtmniMj5xMbG8s477zB+/HiSk5NZtWoVq1ev5o033uDYsWOedr6+vlx55ZXExsbSunVrYmNjad68OTVr1vRi9CIiIqWLY8mDu87DnFNOZZ563Vo7wRjT1Rgz1Fo70al+RUQKo1atWvTr149+/foBkJuby44dO0hPT2f79u2kp6ezadMmli9fzrvvvut5XHh4OM2aNaNp06bExMQQFxdHq1atqFKlireeioiIiNc4tVVrQ2AmMAyYbq3Ndo80nMZau9QYgzGmi7V2mRN9i4hcDD8/PyIiIoiIiDjr2r59+1i/fj2bNm1iy5YtbNmyhTlz5jB9+nTPY2NiYoiNjaVevXrUrl2b2rVrc9lll9GwYUNq1qyJMaakn5KIiEixc2rk4Smgq7tY3Em2oIbuBGIMoORBREqlGjVq0K1bN7p16+Y5Z61lz549rFmzhjVr1rB27VoWLlzI77//ftbjq1atSmRkJJGRkdx888306dOHatWqleRTEBERKRZOJQ/ZZyQOAPrYTUTKDWMMderUoU6dOtx2222e8zk5Ofz+++/89ttv7N69m7S0NNLS0khNTSUlJYW5c+fy2GOP0adPHx544AE6dOigUQkRESmznEoeChplKHDkwe3seQIiImVQpUqVPElFbGzsadestXzzzTf885//5P333+ftt9+mUaNG/OlPf6J///40bNjQS1GLiIhcHKfqPBQ1GdDHbiJS7hljuPrqq5kxYwa//vorb7/9NnXq1OGZZ54hIiKCq666ildeeYWdO3d6O1QREZFCcSp5WGuMGXrGuQITBGPMbOB9h/oVESkTgoKCuO+++0hOTiY9PZ2xY8dy7NgxHn/8ca644grq1q1Lr169GD16NIsXL2bv3r3eDllEROQsThWJm2CMWWuMiQPGWGu/54xpS8aYLsA4IEO1HkSkImvQoAHDhg1j2LBhbN26lf/+97+ehdjz58/3tKtduzYtWrQgJiaG0NBQKlWqhJ+fH35+foSEhHDFFVdwxRVXUK9ePSpXruzFZ1Q2WWvJyMggPDzc26Gc5eDBg/zwww/4+vpSq1Yt6tWr5+2QREQAZ4vE9QUWAynuxYBZxpjB7msnpzUtdbcTEREgKiqKqKgoz8+ZmZmsW7eODRs2sHHjRjZs2MDrr7/O8ePHz3uf2rVr07p1a+Lj44mLiyM+Pp7atWsXd/hlirWWjRs3snDhQlauXMm3337L/v37mT9/Prfeemux9Pftt98yf/58rrrqKm6++WYqVapUYNtjx46xcuVKli1bxrJly1i9ejV5eXkA+Pv7s3XrVq2REZFSwbHkwVqbBkQaYwYBg4HWQHX35TRgnLV2hlP9iYiUR9WrVychIYGEhATPOWsteXl55ObmkpubS05ODpmZmezYsYMdO3awc+dOfv75Z9auXcuiRYvIz88H4LLLLiM6OpqmTZvSrFkzoqKiqFGjBsHBwVSrVo1q1arh5+fkZ0ilU3p6Ou+99x7vvvsumzdvBqBp06bceuutrFy5kkcffZSEhASCgoIc6e/o0aO89957vP7666SkpHjO165dmz/96U8MGDCAiIgIMjMz+fjjj5k3bx6LFi3i6NGj+Pj4EB8fz7Bhw2jXrh1btmxh+PDhLFq0iIceesiR+ERELoXj/zWstdOB6eApHpdhrc12uh8RkYrCGOOZrnRS9erVCyxwd/jwYdavX8+aNWv47rvv2LJlC4mJiRw+fLjAe4eFhXmSi6ZNmxIVFUVAQAA5OTnk5OSQn59PZGQkjRs3Puen5t5kreXIkSMcOHCAgwcPcuDAAdavX092djbp6el88MEHfPPNNwB06NCBqVOncscdd/CHP/wBgBUrVnDttdcyatQoxo4de9ExpKWlsWLFClasWEFSUhKZmZlER0czdepU+vfvz1dffcWMGTMYN24cY8aMoXnz5mzZsoXc3Fzq1KnDAw88wPXXX0/Hjh0JCQkBID8/nwkTJlC9evXTtgcWEfGmYv3IyVqbXpz3FxGR0wUFBdGhQwc6dOjgOZefn8+uXbvYtm0bmZmZnjfZBw8eZM+ePWzZsoUZM84/MOzv70+zZs1o0aIFUVFRGGM4ceIEJ06cICcnB39/fypXrkzlypWpUqUKISEhVK9enerVqxMaGkpeXt5pb/DP/D4zM5P9+/d7jqNHjxIcHExISAjBwcEEBARw8ODB02I/+fXkSEtBWrRowdixY7nzzjupX7/+Wdc7dOjA/fffz0svvcS9995Ls2bNCvV7zs/PZ8WKFcyaNYsFCxbw66+/AhAaGkr37t3585//TMeOHT01PW655RZuueUWdu3axT//+U+WLFnC3/72N26//Xbi4uLw8Tl7/5LJkyezYsUKEhMTNQVNREoNR5MHY0wDIAFIs9YuO+PaHUB1a+1MJ/sUEZHzy87OZu/evWRlZXHo0CFCQ0Np0KAB/v7+JCcns2bNmvM+3t/fHx8fH3788Ud27tzJv/71L881X19f/Pz8OHHiBNaer7zPuQUGBhIaGkp4eDjh4eE0a9aMKlWqcPDgQbKzs9mzZw/Hjx/3TLeqU6eO5/uCvqamptKxY0dq1KjBFVdcccH+x48fz0cffcTDDz/MsmXLzlnEz1rL5s2bmTVrFu+++y47duwgMDCQHj160LlzZzp06ECzZs0KTAROqlu3Ls899xzPPffceWNatWoVw4cPp1evXtx///0XfA4iIiXFseTBvVVrDeApIBM4bfsKa22SMaa1MWaMtfZpp/oVEZGz7dy5k2effZYFCxaQlZV1znbGGNq3b8/YsWPp2bMnfn5+pKWlkZ6ezk8//cTGjRv5/vvvPVvH+vj4cOONN3Lrrbdy6623ej4Rt9aSk5PDsWPHOHLkCNnZ2WRmZpKVlUVmZiZ+fn4EBwef9iY/ODiYqlWrOr7uIjk5+ayCfedTs2ZNRo8ezZAhQ3j33Xe56667OHbsGOnp6WzZsoV169axbt061q5dy/79+/H19aVbt26MHj2aW2+9lapVqzoaf2ZmJv369aNOnTq89dZbqkguIqWKI3+x3duwpltrJxpjqgM/F9TOWrveGIMxZoBGIEREzpafn3/atJ5Dhw4RFBREjRo1CA8Pv+C6g4MHDzJ27FgmTZqEtZa77rqL6OhoIiIiiIiIICQkhOzsbLKysjh48CBt2rQ5a0pM48aNT/vZWsuvv/7KmjVr+OSTT1i4cCGfffYZQ4YMoX379vTo0YOePXsSExODv78/wcHBZW6azcCBA0lMTGTIkCE8/fTT7Nq1yzOS4ufnR0xMDLfddhtt27bl1ltvpVatWsUSR05ODnfddRe7d+9m+fLlVK9e/cIPEhEpQU593NPHWjsEwFo7+HwN3QmEtmsVkQrHWsuPP/7oWXuQkZFBZmYmv/32G+np6aSnp7Njxw5OnDhxznsEBwcTHh7uSSaqV69Obm4uR44c4ciRI2zatIm9e/dy11138eKLLxY4z7+ojDFcdtllnnn71lrWr1/PwoUL+fjjj3nmmWd45plnqFevHp07d6ZTp0507tyZBg0aXHLfJcXX15eZM2fyxBNPcPnll9OoUSMaNWrElVdeSUxMDFWqVCn2GKy1DBkyhM8++4xp06bRvn37Yu9TRKSom8iaIAAAIABJREFUnEoezj0mLiJSQWVkZPDjjz+yYcMGkpOT+eKLLzwLa09Vo0YNGjZsSOvWrbn99tupVasWISEhVKtWjapVq3Lo0CH27dvH/v37PV9Pfv/TTz9RqVIlAgMDCQwMpGPHjgwbNoz4+Phie17GGGJjY4mNjWXkyJH873//45NPPmHRokV8+umnnjUR0dHRPP7449x9991loohdixYtWLJkidf6/8c//sFbb73Fs88+y6BBg7wWh4jI+TiVPJy9X+D5hTrUr4hIqWCtZcOGDcybN4/Fixezbds29u/f77l+2WWX0aVLFzp37kyrVq0ICwsjNDSUkJAQfH19vRj5pbvssssYMGAAAwYMID8/nx9++IFly5aRmJjIwIEDGTFiBA8//DBDhgzxbJEq/y8vL4+nnnqKSZMmce+99/KPf/zD2yGJiJyTU8mDMcZUs9YeLETDhpyxmFpEpKzas2cPkydPZu7cuaSlpXkWIPfu3ZvGjRvTuHFjoqKiiIyMrBALX318fIiJiSEmJoZHH32U5ORkJk2axPPPP8+YMWO45557+Otf/1roLVHLu0OHDnHXXXexYMECHnnkESZPnlwhXiciUnY5lTxMB5YZY7qcL4EwxgQDHwBjHOpXRMRrli9fTp8+fcjIyCAhIYHhw4dzyy23FNti2rLGGEPnzp3p3LkzW7du5eWXX+add95h5syZ3HDDDTz00EPcdNNN510EvnXrVgYPHkx2djaTJ0+mc+fOJfgMiteuXbvo2bMnGzZsYMqUKTzyyCPeDklE5ILOvRl1EVhrlwDLgCxjzGhjTBd3zQeMMcHun4fi2sI1w1o714l+RUS8wVrLq6++SpcuXQgJCeG7777j008/ZeDAgUocziEqKoo333yTnTt3MmrUKL7//ntuu+026tWrx7Bhw9i2bdtp7XNzcxk3bhytWrVi48aNZGVl0aVLF/r168fOnTu99CycYa0lKSmJuLg4UlNTWbhwoRIHESkzHEkeAKy1w4CJwHBgMZBqjMnDlTAsBsYDSYB2WhKRMuvAgQPce++9/OUvf+Gmm25i9erVmoJTBDVq1ODZZ59lx44dfPzxx1x11VVMmjSJqKgoOnTowD//+U9Wr17NVVddxfDhw7npppv44Ycf2LJlCy+88AILFiwgKiqKadOmefupXJRvvvmGm266id69e1OnTh1WrlzJjTfe6O2wREQKzbHkATwJRCNgJrAeyHYfS3Ft59rXWpvtZJ8iIsXpt99+Y/bs2Tz22GO0adOGsLAwZs2axahRo5g3bx4hISHeDrFM8vPzo0ePHsybN49du3Yxfvx49u3bxwMPPEC7du345Zdf+OCDD0hKSqJ27dpUqVKFkSNHsnXrVjp27MhDDz3E4MGDz7utbWmyYsUKEhISuPrqq1mzZg0TJkxg1apVxMTEeDs0EZEicbasJ2CtTQPOqvVgjGlgjAm21h5wuk8RESfk5uayY8cONm/ezLJly1i6dCkbN24EIDAwkPbt2/P000/To0cP2rVr5+Voy49atWrx5JNPMnToUFauXMnq1au5++67qVmz5llt69evz8KFCxk5ciSjR49m06ZNngSjNEpPT+epp55izpw51KpVi4kTJzJ48GDHq1KLiJQUx5OHgrh3WEoAQo0xYcA0a+32kuhbRORMx48fZ9OmTWzcuJGNGzeyefNmfv75Z3755Rdyc3MBqFy5Mtdccw1jxoyhS5cuxMbG4udXIn8yKyxjDNdccw3XXHPNedv5+vry4osv0rJlS/70pz/RokULevbsSdeuXenSpUsJRXt+27ZtY9q0aUydOhUfHx9eeOEFhg4dSmBgoLdDExG5JCXyn9Bamw7MOPmzMWY20K8k+hYROVVKSgq33noru3btAlxJQtOmTYmLi6Nv375ERkbSuHFj4uPjy0Rhs4qsb9++NGnShBdeeIG5c+eSmJgIQO3atYmKiqJ+/fpcccUVxMXF0a1bt2KvEp2VlcX8+fNJTExk+fLl+Pr60r9/f8aMGUPdunWLtW8RkZJSbMmDe1vWM4XhGoEoalE5EZFLNnfuXO6++25q1KjB+++/T+vWrYmMjCzzRdoqspYtWzJ37lzy8vJYv349S5cuZfHixRw7doylS5eyZ88e8vPzCQoK4oYbbuD6668nJyeHvXv3sm/fPvz9/QkPD/cc9evXp0mTJgQHF/Qv7HTWWn7++WeWL1/O3Llz+fzzz8nJyaFRo0aMHTuW++67r9ROpxIRuViOJQ/uZOFDXMnBhfRxqt/SxBiTCswBZgNp1tosY0wormSpHxBhrS2Xz12kNLPWMmbMGJ555hnat2/PvHnz9KaunPH19SUuLo64uDjatWtHp06dANcUta+++op58+Yxf/58kpKSPI8JCQkhJyeHI0eOnHW/2rVrExkZSbVq1ahatapnulFeXh55eXkcOHCA1atXs2/fPsC1FuMvf/kLffr0IT4+XoXeRKTccnLkIQXXyMJS9/ex7q8nRQINgQHW2u8c7Lc0iQCech9n/vNYYq3t5o2gRCqq3Nxcli9fzuuvv05SUhL9+/cnMTFR05EqkICAALp160a3bt147bXXSEtLo2rVqoSHh3uK0x07doz9+/ezb98+0tLS2LZtG9u2beOXX35h//797Nixg8OHDwOuJMXX15cqVarQo0cPrr76aq666iqio6OVMIhIheBI8mCMeRLXm+OHTjl3B7D4zN2VjDFjjDFp5XTXpRQgDVfiFAZkuM9NcxfSE5FiZq1l8eLFfPjhh8yfP599+/ZRuXJlRo0axTPPPKM3eBWYj48PjRo1Out85cqVqVOnDnXq1KFly5ZeiExEpOxwauQhzlp75gLoLFyfxJ82ymCtfdpdbXqiQ32XJmuttWdtUysiJWPnzp0MGDCAzz//nGrVqtGjRw9uv/12brzxRoKCgrwdnoiISJnnVPKQXsC5NGAQZyQPbvroT0QcY63l7bff5vHHHycvL4/XXnuNBx98UNOTREREHOZUhel9Z55wb88ae472YQ71KyIV3DfffMONN97IAw88QOvWrdmwYQMPP/ywEgcREZFiYKy1l34TY5601k5wf98AwFq73RgzFsi31o44o/0ia+31l9xxKWOMmXap05aMMYNwjdhQq1atNu+//74jsTnl0KFDqowqjrqY11ReXh4rV65k9uzZbN68mWrVqnHffffRq1cvfHyc+kxEyir9nRKn6TUlTiqtr6fOnTuvs9bGXaidU9OWphtj3gCm4VognAHUAKYDPxtjItzfZwBP41oPUW65t2eNwzXykgV8YK0t1HO21k7H9bsiLi7OntxusLRITk6mtMUkZVtRX1Nbt26ld+/ebN68mYYNGzJlyhT+9Kc/aU2DeOjvlDhNrylxUll/PTmSPFhrs40xw4FxuNY6pLjPpxljHgLe5PTaDpFO9FsaGWN645qWtcRau8QYEwssNcbMttaO93J4ImXaJ598wh//+EcCAgKYPXs2d9xxhwq8iYiIlCDH6jxYa7OBhwo4P90YkwYMBiyubUu3O9VvKdMXGGetTTt5wlqbArQxxmQaYyK1G5NI0VlrGTduHCNGjKB169bMmzePK664wtthiYiIVDhOFok7J3eNg4pQ56DheaYnDQOmuddFpJyjjYicYevWrQwfPpyPPvqI/v37M3PmTE+1XxERESlZWlnooAusaziZPM0oiVhEyroff/yRu+++m+joaJYsWcKECROYNWuWEgcREREvKpGRhzO55/+fWVSuuPs8WfX5UqWdOi2psNzrP+Dc29eKCJCZmcnQoUN5++23qVy5MkOHDmXo0KHUrFnT26GJiIhUeF5JHoCEkuzMnTisc+h2WUD1S3hsqDEm4mISEJHy7tNPP2XAgAHs3buXxx9/nGHDhvGHP/zB22GJiIiIW6GSB2PMbCDUoT7DHLxXobjXGBRbVWv3DkszgIHW2jmFeEiJPn+R0i47O5snnniCxMREYmJiWLhwIbGxGqQTEREpbQo78tAN1xveLFy1Gi5Feawu3Q/X76cbcL7k4WTSoFEHEWD79u0kJiayePFifv/9d55++mn+/ve/ExAQ4O3QREREpACFTR7SgNHW2rlOdGqMyXPiPqXIGvcx/VwN3IXjwLVmolwXyRO5kOTkZMaOHcvnn38OwI033sjIkSNp166dlyMTERGR8ylK8uDk9qLrHbxXabAESLhAUjDI/XVcCcQjUmqlpqZy4403Eh4ezsiRI2natCn9+pXo/gkiIiJykQqVPFhr+zrZqbU2zsn7eZu1NsUYM9gYE1tQDQf3qMPTuKpOn3N0QqS8+/333xkyZAh+fn58++231K1bl+TkZG+HJSIiIoXkrd2WyqNhwAxjzOJTEwRjTASwGPhA1aWlItq0aRNvvfUWS5cuZePGjQBMmTKFunXrejkyERERKapiSR6MMbcD8UAErgXWn1tr5xVHX6WFe8pSH2PMIGPMyW1hM3AtMh/srrItUmHk5OQwduxYRo0aha+vLx06dKB///5069aNuLhyNfgoIiJSYTiaPLiThhm4dhU6dWvUQcaYVKCPtfZ7J/ssbdyjDpqaJBXaxo0buf/++0lJSaF///5MmTKF8PBwb4clIiIil8jHqRsZY4bi2qbU4EogBgN93F9nAjWAFGNML6f6FJHS5eDBgzz77LO0adOGnTt3kpSUxLvvvqvEQUREpJxwZOTBGNMaGI9res6MAprMAAYbY54CZhpjllprDzjRt4h4X25uLomJiYwcOZLffvuNu+66i8mTJ1OzZk1vhyYiIiIOcmra0nBcU5KSztfIWjveGJOFa7vSIQ71LSJeZK2le/fufPHFF1xzzTV89NFHqtcgIiJSTjk1bclcKHE4yb0mwFywoYiUGV988QWDBw9m+fLlShxERETKMaeSh7Qits90qF8RKSXy8vIwRp8LiIiIlGdOJQ/WofuISBmTnZ0NwG+//eblSERERKS4OTbyYIxpUJiGxpgQXPUPCro226F4RKSEBAcH06pVK5YvX05qaqq3wxEREZFi5Ejy4N5haZgxpv752hljgoGB1toJ52iS4EQ8IlJyfHx8SEpKwhhDr169OHz4sLdDEhERkWLi1FatbwBhuEYgluCqqnymUCAOWGuMiS/geoS7jYiUMREREbz33nvceOONDBw4kFmzZmn9g4iISDnk1Fat/fj/N/7dLtD2fNe1dkKkjLr++ut58cUXGTFiBK1bt+bJJ5/0dkgiIiLiMCd3WxpkrfW52APXyIWIlGHDhw+nb9++DBs2jE8++cTb4YiIiIjDnEoeMoAll3IDa20WkO5MOCLiDcYY/vnPf9K6dWv69+/PDz/84O2QRERExEFOLZjubq3d7sB9GjkQjoh4UWBgIB999BFBQUH07NmT/fv3ezskERERcYhTIw/nZYxpUNitXEWk7Ktbty7z589n9+7d9O7dm5ycHG+HJCIiIg5wJHkwxgw0xow55WjgPh9ijFkEpOLaiWm/MaaXE32KSOnWrl07Zs6cSXJyMo899pi3wxEREREHODXysBYYjCtJmH7KFKYPcdVu6OteGB0OXG+MaeVQvyJSit19990MGzaMN998k6lTp3o7HBEREblETm3V2hVoY631LHg2xnTFlTg8Za1NOnneWvuQMWYM8J1DfYtIKfbiiy+yefNmHnvsMZo0aULXrl29HZKIiIhcJKdGHsypiYNbN1x1G6YX0D7DoX5FpJTz9fVl1qxZREVF0adPH7Zt2+btkEREROQiOZU8FFTcLQHIstYeKGR7ESmngoODWbBgAX5+fiQkJJCerl2ZRUREyqJi2W3JGBMCxHLu2g/hxdGviJReERERLF68mCNHjtC5c2d27Njh7ZBERESkiBybtnTGzwnur4vPamhMQzRtSaRCatmyJYsXLyYrK4vOnTuze/dub4ckIiIiReBU8pBijBkArpoOwAwg01o789RGxpguuBZQT3CoXxEpY2JjY1m0aBF79+7luuuu0wiEiIhIGeJUhemlQCNjTAaQ5j6dAJ5aD08aY9bimsY06GSiISIVU7t27fj888/Jzs7mkUce4YsvvvB2SCIiIlIIjq15sNYOBxri2rI1zFq73n0+G1fSMBBoA8QB65zqV0TKpvbt27Nq1SrCwsLo3r07iYmJ3g5JRERELsDRBdPW2uyTScMZ59efeTjZr4iUTREREbz22mt06dKFBx98kGHDhpGfn+/tsEREROQcimW3pQsxxgz1Rr8iUvpUrVqVTz75hCFDhjB+/Hh69+7N4cOHvR2WiIiIFMAryQPwtJf6FZFSyM/Pj9dff52XX36Zjz76iI4dO7Jnzx5vhyUiIiJn8CtsQ3fthunA+9baeWdcmw2EFvJWYUVoKyIVhDGGv/zlLzRq1Ig777yTtm3b8vHHH9O6dWtvhyYiIiJuRRl56Av0AWYWcK2b+4gHIgtxiIgU6Oabb+brr7/Gx8eHDh06sGDBAm+HJCIiIm5FSR4+wDXyMKiAa2lAb/cuS40ucIQ5ErmIlFstWrRg1apVREdHc9ttt/HSSy9hrfV2WCIiIhVeoZMH905KD1lrkwq4vBZIKUK/2m1JRM7rsssuIzk5mTvuuIOhQ4fyxz/+kczMTG+HJSIiUqE5VSTuIWvt9iK0j3OiXxEp3wIDA5k9ezYvvvgic+bMoUWLFixdutTbYYmIiFRY3tptSUSkUHx8fBgxYgTffPMNQUFBJCQk8MQTT3Ds2DFvhyYiIlLhOJI8GGOCjTGtjDFd3EcDJ+4rInJSXFwcKSkpPPzww0yePJn4+HhWrVrl7bBEREQqlItOHowxDYwxbxhj9gOZwDpgsftINcbkGWPeN8Z0dihWEangAgMDee211/jss8/Yt28f7du3JyEhgSVLlmhBtYiISAkocvLgHmWYDaQCg4HqgDnH0RdYYoxZbYyp71jUIlKh3XDDDfz4449MnDiRH374gW7dutG2bVuSkpLIy8vzdngiIiLlVpGSB/d0pHRc9R7WA+Nx1Xeobq31OXngSija4EoulgFxQJpGIUTEKdWqVeNvf/sb6enpzJgxg+zsbHr37k2zZs2YMGECP/74o7dDFBERKXcKnTwYYxri2o41E+hmrY2z1g631i611maf2ta9ret6a+0Ma203XMnDd7hGIVo6+QREpGILCAhgwIABbNmyhQ8++IDQ0FCeeuopmjRpQtOmTRk+fDiLFy/mwIED3g5VRESkzCvKyMOHwFp3obci7ZVorU2x1rYB5lJwhWoRkUvi6+tLnz59WLVqFdu3b2fKlCnUrVuXl156ie7duxMaGkrLli156KGH+Ne//sXPP/+sdRIiIiJF5FeYRsaYrkAE0OVSOrPW9jHG/GyM6WWtnXcp9xIROZf69evzyCOP8Mgjj3DgwAFWr17NypUrWblyJe+99x7Tpk0DoGbNmrRv356WLVsSExND8+bNufLKK6lUqZKXn4GIiEjpVKjkARgEDLPWOjHuPx64E1DyICLFLjg4mISEBBISEgDIy8tjy5YtnmRi1apVfPLJJ+Tn5wOuuhKXXXYZderUoW7dutSvX59mzZoRHR1NdHQ0wcHBnvucOHECYwyVK1d2JNacnBwOHz7MoUOHCjyOHz9O9+7dueyyyxzpT0REpKgKmzzEAgOd6NBaO90Y86QT9xIRKSpfX19iYmKIiYlh0KBBABw7doytW7eyadMmtm7dyu7du9m9ezdbtmzhs88+4+jRo57HV65cmRMnTniSDYDq1atTr1496tWrR40aNQgMDCQoKIjAwEAOHz7M77//zt69e9m3b5/nsdZa8vPzOXLkyGnJwYX4+/tz//338+STT9KoUSPnf0EiIiLnUdjkIcyhUYeTjIP3EhG5JJUrV6ZVq1a0atXqrGt5eXls376dzZs3s3nzZjIyMggICMDf35+AgAByc3PZvXs3O3fuZOfOnWzcuJHDhw9z+PBhjh07RmBgIDVr1qRmzZrUqFGDgIAAfHx88PHxwRhDUFAQVatWLdRx4sQJ3nzzTRITE5k5cya9e/emU6dOBAQEnHVUrlyZgIAAatWqRb169fD19fXCb1ZERMqbwiYPmQ73m+Xw/UREioWvry+RkZFERkZyyy23FOmx+fn5+PhcdC3OAk2dOpWRI0fyyiuvMHXqVD744IMLPqZSpUo0aNCABg0aYK3lyJEjHD16lJycHC6//HIaNmxIREQEDRs29BxhYWEY4/qcx1rL4cOH2bt3r+dxubm55OTknPX9oUOHOHDgAAcOHODw4cNUqlSJwMBAqlSpQpUqVQgNDaVGjRqeo1KlSp5k6/Dhw/j5+REcHExwcDBBQUGO//5EROTSFDZ5cPrNvrY4EZFyr7je+NauXZsxY8bw/PPPk5GRwfHjxzl+/DgnTpzwfH/8+HGOHTvGnj17+Pnnn0lNTWXHjh34+flRpUoVwsPD8fX1ZdeuXaxbt479+/ef1kdwcDB169bl4MGD7N27l2PHjhXLczkfYwxRUVF06NCBa6+9lmuvvZb69et7khoRESl5hU0enH6zr7/8IiKXKCAgwLHF0wcOHCA9Pf20Y9euXQQHB1OzZk3+8Ic/UKNGDYKCgqhUqRJ+fn5UqlTprO+rVq1KtWrVPCMHOTk5HD16lKNHj3LkyBGysrLYt28f+/btY+/eveTm5hIUFORZI5KXl+cZucjMzGT9+vXMnj2bGTNmAFCrVi1atGjhOVq2bElUVBQBAQGO/B5EROT8Cps8hDrcr0YeRERKkeDgYFq2bEnLls7W8fT19aVy5cpUr179ou+Rl5fHpk2bWL58OSkpKWzYsIHXXnvNs8Dcz8+PqKgoWrZsSatWrfDz8yM2NtazM5aIiDinsMlDpDGmvrX2l0vt0BgTgmv3JhERkQvy9fU9K7HJzc3lp59+YsOGDWzYsIHvv/+eL7/8klmzZgHwxBNP0KRJEzp27MhNN91E165dqVq1qreegohIuVHY5AEgTfNMRUSkNPDz86Np06Y0bdqUfv36ec7v3buXxMRETpw4werVq3nvvfeYPn06/v7+dOzYkSFDhnD77bd7MXIRkbKtKMnDyczhUhZPn5z+pGlLIiLiuJo1a9KuXTs6deoEwIkTJ/j666/59NNPmT9/PnfccQd33nknr7/+OmFhYd4NVkSkDCrsViAWCLXW+lhrwy7h8AH011pEREqEv78/nTt3ZsKECWzZsoVRo0YxZ84cYmJi+PTTT70dnohImVPY5CHbqSJx1tosIN2Je4mIiBSWn58fzz77LKtWrSIsLIybb76ZBx54gN27d3s7NBGRMqOwycNAh/sd5vD9RERECiU2NpZ169YxbNgw/vOf/9CoUSOefPJJ9u3b5+3QRERKvUIlD9baJCc7dfp+IiIiRREQEMDYsWPZtm0bffv25aWXXiIiIoIRI0bw008/eTs8EZFSq3jKn4qIiJQBDRs25J133mHjxo1069aNcePG0bhxY9q3b89rr73G3r17vR2iiEipouRBREQqvOjoaJKSkti5cycTJkzg2LFjPProo1x++eVcc801DB8+nE8++YSsrEvZcFBEpOwrylatIiIi5drll1/O0KFDGTp0KBs3buS9994jOTmZSZMmMW7cOACqV69O3bp1qVu3LldccQVNmjQhKiqKpk2bcsUVV+Djo8/lRKT8UvIgIiJSgObNm9O8eXMAjhw5wurVq1m1ahU7d+5k165d7Nq1i1WrVpGRkeF5TFBQEK1ataJNmza0adOG+Ph4oqKiUJFVESkvlDyIiIhcQGBgIJ06dfIUnzvV3r172bp1K1u3bmXjxo2sW7eOGTNm8OqrrwIQHh7ONddcw7XXXsu1115LmzZt8PPTv18RKZv010tEROQS1KxZk5o1a3Lttdd6zuXm5rJ161ZWrVrF119/zYoVK1iwYAEAISEhdO3aleuvv56EhAQaNGigqU4iUmYoeRAREXGYn58fMTExxMTE8OCDDwLw66+/8tVXX/H555+zaNEi5s6dC7i2jW3QoAERERE0bNiQVq1a0aFDB013EpFSScmDiIhICahduzZ9+/alb9++WGvZsmULy5cvJzU1lbS0NNLS0vj666+ZOnUq4JruFB8fT8OGDWnQoAH169enQYMGREdHU7VqVS8/GxGpqJQ8iIiIlDBjDM2aNaNZs2annbfW8tNPP7FixQpWrFjB+vXrWbVqFZmZmZ42fn5+XHXVVXTt2pWEhATatGlD5cqVS/opiEgF5ZXkwRgz21rbzxt9i4iIlFbGGBo3bkzjxo154IEHPOcPHDjAL7/8Qnp6OitXrmTp0qW88MILPP/88/j4+HDllVd6dodq0qQJjRo1IjIyktDQUC8+GxEpj7w18pDgpX5FRETKnODgYE9ycMsttwCQkZHBl19+yfr169m0aRPfffcdSUlJWGs9jwsLC6Nt27YkJCTQtWtXWrRoocXZInJJCpU8GGNmA059fBHm4L1EREQqpLCwMHr16kWvXr08544cOUJqaqrn+PHHH1m+fDlDhw4FoEaNGvTo0YN77rmHTp06KZEQkSIr7MhDN1xv+LOAjAu0vZCwS3y8iIiIFCAwMPC04nYn7d69m6VLl/L555+TlJTE22+/Tb169Vi4cCEtWrTwUrQiUhYVNnlIA0Zba+c60akxJs+J+4iIiMiF1alTh3vvvZd7772Xo0eP8uGHH3LfffeRnJys5EFEiqQoyUOKg/2ud/BexcoYMw1YZ62dXsj2EcAwXKM0ABHAGmvt+GIKUUREpNCqVKnC3XffzQcffECdOnW8HY6IlDGFSh6stX0vtSNjTAMgw1p7wFobd6n3Ky7GmFBcb/jjcCUBJ5OBwjw2AZgGdLPWpp1y/iljzDprbZtiCFlERKRIfHx8WLhwobfDEJEyqERWShljGuJaNzHYGDPGnUiUOu5Rg6XA07jWdhQqaTjlsYuBPqcmDgDuUYcMY8yHDoacLfvRAAAgAElEQVQrIiIiIlKiSmSrVmttOjDj5M/u3ZtKXZ0H95t+z+iAMaZ3ER4+Dkiz1p5retc4YLExJuLM5EJEREREpCwotpEHY0xwAUcDY8wAXFOByg33VKfewJJztbHWnrxW6NEMEREREZHSxLGRB2NMMPAhhSsA18epfkuJk8859QLtslCBPBEREREpo5yctpSCq4bDUvf3sZy+Q1Mk0BAYYK39zsF+S4N499cLTUdKA2KNMaHW2qwLtBURERERKVUcSR6MMU8CS6y1D51y7g5gsbX2wBltxxhj0s48X8adrJh9oYTgZIG9sHO1NcYMAgYB1KpVi+TkZCfic8yhQ4dKXUxStuk1JU7Ta0qcpteUOKmsv56cGnmIs9aeuQA6C9fahtNGGay1TxtjhgITHeq7NChq1ezQc11w15OYDhAXF2c7dep0CWE5Lzk5mdIWk5Rtek2J0/SaEqfpNSVOKuuvJ6cWTKcXcC6Nc++oZBzqt7Q4mQxknLfV/ytqsiEiIiIi4nVOJQ/7zjzh3p419hzty9ubZ8dGHkRERERESiunkgfPSIJ7O9YG7h/XG2NGF9D+XElFRaHF0iIiIiJS5ji15mG6MeYNYBquHZYygBq45u7/7K6+PN19/mku8s2zMSYWZ0Yt0hwu1HbqQuiitBcRERERKTMcSR6stdnGmOG4qyzj3qLVWptmjHkIeJPTaztEFrUPd+KwzoFwwZW8VHfoXifvVxgnkwuNPIiIiIhImeNYnQdrbTbwUAHnpxtj0oDBgAWmWWu3X8T9Uyi9C61PjmJcqHJ2URdWi4iIiIiUGk4WiTsna+0SYElJ9OUla9xfL7QQOgLIUoE4ERERESmLnFowXdGdTIzOOR3LGHMysfig+MMREREREXGeo8mDe6elAcaYLgVcu8MYM8DJ/koL90jCHKDveZqdvDat+CMSEREREXGeY8mDu2r0Q7h2VfrwzOvW2iRgnTFmjFN9ljLDgFBjTO9zXB8MTHev3RARERERKXMcWfPgHmlIt9ZONMZUB34uqJ21dr0xBmPMAGvtTCf6LmbxZ3w9J/fOUn2AccaYlFO3gjXGjHN/O6wYYhQRERERKRFOLZjuY60dAmCtHXy+hu4E4nzTe7zGvS5hKa6Fz2H8/wLo3saYTFy7JGXher5n1Ymw1s4xxqQAw4wxuNtGAGustW1K4CmIiIiIiBQbp5KHcrF7kHvtwiW9yXcnFedNoEREREREyiKn1jxcqL7BmS60pamIiIiIiJQyTiUPxhhTrZANGwLhDvUrIiIiIiIlxKnkYTqw7EIJhDEmGFedg/cd6ldEREREREqII8mDu4L0MiDLGDPaGNPFGNMAXAmD++ehQCaQYa2d60S/IiIiIiJScpxaMI219uQOQ8Nxb0nq/vlUScBAp/oUEREREZGS42iFaWvtMKARMBNYD2S7j6VAX2ttX2tttpN9ioiIiIhIyXBs5OEkbVUqIiIiIlI+OTryICIiIiIi5ZdXkgf34mkRERERESlDvDXy8LSX+hURERERkYtU6DUPxpgQXPUc3rfWzjvj2mwKXzU6rAhtRURERESklCjKgum+QB8gAZh3xrVuuBKCLCDjAvcJK0KfIiIiIiJSShQlefgAaAMsLuBaGjC6sMXfjDF5RehXRERERERKgUInD+76DA+d4/JaIKUI/a4vQlsRERERESkFHKnzYK09V1JxrvZxTvQrIiIiIiIlR3UeRERERESkUByvMH0mY0xXIBbIBNZaa78r7j5FRERERMR5jow8GGPWnOuatXYpri1elwLhxpg3jDENnOhXRERERERKjlPTlsz5Llprs6216dbapdbaIcBgh/oVEREREZES4lTyYIvYXkXiRERERETKmBJfMG2MaQVotyURERERkTKmSAumjTF3AP04e6QhwhgzuxC3iMC1eFrTlkREREREypgiJQ/W2iQgyRjTEOiNKwmIcF/uU4hbpAAPWWtnFilKERERERHxuovaqtVamw5MACYYYxYDodbaeEcjExERERGRUuWS1zxYa7txgd2WRERERESk7HNqwfQ0h+4jIiIiIiKllCPJg7V2hgq/iYiIiIiUb05VmB4LpBpjhjpxPxERERERKX2cmrYUASwFljh0PxERERERKWWcSh7SrLXdrbXfFaaxpjj9X3t3s9s4lp5x/HmDWU9U7gCzTEbOfhDbvR/02HMBA7sqF5CxO/uJnbqCimuyDmJXLiBV9mQf2BX0OlV2J8ssrL6BtEsD9DZ4s+BhiU3z41AiJVL6/wBBtkiRR9SRdN7zCQAAAAxPW8HDQ1g5OtZNS+cFAAAAsCStDZiWdGBmfxP5lC/aOC8AAACA5Zlrkbg8M3sV/twzswslK0lPJD0W7D6W9KdtnBcAAADA8rQSPEg6URIQpIvF7YZbGW/pvAAAAACWpLUB05K+dvc/ibm1dE4AAAAAS9RWQf5RzQZBf9fSeQEAAAAsSSvdltz91w33/8s2zgsAAABgeehCBAAAACBKq8GDmf3UzF6Z2b+b2X/mtv2dmf2mzfMBAAAAWJ7WgocQGEwlnUk6kLSd3e7uv5f0RzP7XVvnBAAAALA8rQQPZvZzSf+iJHB4FmZU+of8fu7+XtK3ZvZVG+cFAAAAsDxttTycSvqVu//e3f8YHitcyyEEEActnRcAAADAkrQVPPzR3b/NPWaFewIAAAAYpLaCh6JWhqpVpMctnRcAAADAkrQVPDQNBmiVAAAAAAamreDhY8EsSoUBgpm9lfSvLZ0XAAAAwJK0EjyEaVj/2sz+1cx+kT6c3cfMvjKzD5JG7v5vbZwXAAAAwPL8pMVjPZd0I+nezCRpamYnYVvarel92A8AAADAwES1PJjZ93X7uPvE3bcl/a2k/5L0TMlCcduSvpP0tbv/OjOVKwAAAIABiW15eGZmv3D3/67b0d0vJV1KnxePeyRgAAAAAIavyZiH/zCz3zQ5uLt/R+AAAAAArIcmwcN7Sdtm9s7MfmdmP+0qUQAAAAD6J7bb0tTdPw90NrO/kvTazJ5JesvsSQAAAMD6i2p5cPet3P/fuvvX7v5C0hehNeKVmf1FB2kEAAAA0AMLT9Xq7m8kvQmDo78O97RGAAAAAGumrRWm08HRfx9aI4zWCAAAAGC9tLlI3Gfu/gdJf6A1AgAAAFgfrbU8FMm1RnxhZt+b2T/RGgEAAAAMT6fBgySZ2Vdm9lbSPytZdfprSTddnxcAAABAuzrpthTWgDiWdCJpLMnCpmtJF+7+vovzAgAAAOhOq8GDmX0l6UzSfvqQpImkC0mXrDYNAAAADNfCwUMYv3CipKVhpB+3Mrxy928XPQcAAACA1YsKHszsbRj0nH3sN0qChmwrw72SbklvWk0lAAAAgJWLbXnYlypbGS6VBA20MgAAAABrKjZ4eGZm/5f5n1YGAAAAYMM0GfNgkqaS3kk6d/fvukkSAAAAgD5qEjycuvs/dpYSAAAAAL0Wu0jclMABAAAA2GyxwcO7TlMBAAAAoPeiggd3/7rrhPSVmV2Y2XHkvg9mdm5mO2Y2Co+Nwv/nZnbVbWoBAACA7sS2PGyMTGH/2MweNJuWNsZY0qmkO0mfzMwlfQr/77j7USeJBgAAAJaA4CHDzMaS3kt6KelR0lnDQ9wrWVl7omRmqkn4/8DdD1pMKgAAALB0TWZbWnvuPpG0m/5vZocND/HR3U/aTRUAAADQD7Q8AAAAAIhC8AAAAAAgCt2WeibM7HQsST/72c/0zTffrDZBOT/88EPv0oRhI0+hbeQptI08hTYNPT8RPHQgTNO6J2lHycDpd+4+jXmuu19KupSkvb09/+Uvf9lVMufyzTffqG9pwrCRp9A28hTaRp5Cm4aen+i21LIwyPq5pIm7v5b0UdJ7MztdbcoAAACAxdDy0K7nks7DrE2SJHe/l7RrZp/MbJvZmAAAADBUtDy06+fZwCHnTNKxme0sM0EAAABAWwgeWlQzruE23L9ZRloAAACAtg2q21Kotd9q4VCTihaCTrj7xMykZBA1AAAAMDiDCR5C4HDX0uGmkp61dKym5x2Z2XjZwQsAAACwqMF0W3L3e3e3lm6tBg5mdhgGRB9GPmXU5vkBAACAZRhM8NBzL5QEBAc1+6VBA60OAAAAGJzBdFvquQ/hdlm2Q1g4TkrGW0QtGAcAAAD0CS0P7biVamdbOg73590nBwAAAGgfwUMLwkJw22VrOIRWh5eSbt29tHUCAAAA6DOCh2pf5u6rnEl6aWbH2QfNbKxklqh37l43JgIAAADoLcY8ZIQWgvdKBjZvaTbA+dDMPkl6VDLd6lF+qtXQZenIzI7NLJ1SNt3/xN1vBQAAAAwYwUNGCAB2FzzGpSoGTgMAAABDRbclAAAAAFEIHgAAAABEIXgAAAAAEIXgAQAAAEAUggcAAAAAUQgeAAAAAEQheAAAAAAQheABAAAAQBSCBwAAAABRCB4AAAAARCF4AAAAABCF4AEAAABAFIIHAAAAAFEIHgAAAABEIXgAAAAAEIXgAQAAAEAUggcAAAAAUQgeAAAAAEQheAAAAAAQheABAAAAQBSCBwAAAABRCB4AAAAARCF4AAAAABCF4AEAAABAFIIHAAAAAFEIHgAAAABEIXgAAAAAEIXgAQAAAEAUggcAAAAAUQgeAAAAAEQheAAAAAAQheABAAAAQBSCBwAAAABRCB4AAAAARCF4AAAAABCF4AEAAABAFIIHAAAAAFEIHgAAAABEIXgAAAAAEIXgAQAAAEAUggcAAAAAUQgeAAAAAEQheAAAAAAQheABAAAAQBSCBwAAAABRCB4AAAAARCF4AAAAABCF4AEAAABAFIIHAAAAAFEIHgAAAABEIXgAAAAAEIXgAQAAAEAUggcAAAAAUQgeAAAAAEQheAAAAAAQheABAAAAQBSCBwAAAABRCB4AAAAARCF4AAAAABCF4AEAAABAFIIHAAAAAFEIHgAAAABEIXgAAAAAEIXgAQAAAEAUggcAAAAAUQgeAAAAAEQheAAAAAAQheABAAAAQJSfrDoBfWRmh5JeShpJ2pL0UdKNu7+OeO5Y0pmkaXhoLOlDzHMBAACAPiN4yDGzc0nfu/tu+H8k6bmkCzM7kXTk7vclz92XdCHpwN0nmcdPzewuPSYAAAAwRHRbyjCzU+VaCdx96u6XknaVtCLchdaF/HPHkm6UBBeT7LZwvEczu+r0BQAAAAAdIngIQgvDtrtfF20PrQ2X4d/zgl3OJU3KWiXC9sOiwAMAAAAYAoKHmeeS6loGLsL9YfbBEHgcSrote6K7p9vO5k0gAAAAsEoEDzO7km7CmIdC2VaFXAvCfrh/qDnHNLMvAAAAMCgEDzNb4X6ewv2X4X5SuVeyfRxaKgAAAIBBYbalmTMlhfu3ZTtkWxtyg6LTYGCqao/hfqtsXzM7lnQc/v3BzP6n5pjL9meS/nfVicBaIU+hbeQptI08hTb1NT/9ecxOBA9BCAbqxiOkrRL5sQ1b+R1rlLY8hJmdLsu2r5qZfXT3vVWnA+uDPIW2kafQNvIU2jT0/ES3pWZOwn0+yEiDgUfFaRpsAAAAACtH8BAprDq9I+myYDrW1loeAAAAgL4ieIgQBji/kXTr7id1+0eoGxvRZ73tUoXBIk+hbeQptI08hTYNOj+Zu686DdHMbEftdPmZ5FeBrjnvjSS5+0HF9n1JB5n1HKr2261YTA4AAADopcEMmA6Bw11Lh5tKehZ53gupPHDIHC9GGvgMueUBAAAAG2owwUOoqbdlnjMsGDeuCRyk2foO48q9mg+sBgAAAHqDMQ8lwnoLMYGDJH0I93UDoceSpu5OywMAAAAGZzAtD8sUZlY6cPejiu33mXET6TiH7YpjpoHFu9YSCgBIF/A806xL6FjSB3d/vbpUoc/C7/hLJZV+W5I+SrqJyTPkNzRhZvuSjuom3BlSviJ4yAljK16UBQ7Bgbtfp/+4+9TMriU912wtiLzn4f6inZQCAMIP84WS7+VJ5vFTM7tz993VpQ59FLokf5/mjVC591zShZmdKCnoFU5qQn7DHC4kVU6SM7R8NajZlrqWRn0R0eFNvjtTeO6Dki+d64Ln3En62NJUrwCw8TLfu4Uz2IUZ7qY1lUHYIGZ2qmTGxaLf6ezELNv5WRnJb2gqBKqnkq4rerMMLl/R8hCEmoc7SY9m9lCx61izbkqfufvEzI4knZvZfS5yPA9/5lemXgvr2CSH5aH7ABZwrqQgWFardy7pxszGTabnxnoKv/PbZd8P7n5vZpeSjpXknXxhjfyGaOH3Kcbg8hXBw8wbJYWXmNWfC99gd782s3tJZ2YmJQWatDDTqyanlq1dkxyWg+4DmFfIK4eqWGzJ3W/Dd/GZyruUYnM8l3RVs8+FkuDhMPsg+Q1zOAu307IdhpqvCB6CtpqDQiGmF2/uMqTT2aoieAjR942SJrkfRc3u/trMDszsqk9Ncuhe6D7wIT9+SNKlmX1U0hJ4Z2Zl3QfIU5ttP9xXtRRLSSXOfs0+2Ay7SiomXrt7YU+A0PogKfmeyXy/kN8QLczYGTPGdZD5iqlaMbeWm+QOGxwPA5fpPvCk37H0eV2XtCbmvGAX8hS+DPd1zfgTSePMjHfYXOlCrfMUwshviJL5favskREMMl8RPGARZ5JeVe2QaZJ7Mk4k5e7ptrUcE4JCsd0HpPLuA+SpzZb+iNatm5MuyrlVuRc2wZmk15J+W7ZDtsIh16pJfkOsc9WUjTIGma8IHjCXdW+SQ+d2lQwAK2pVkPS59UHSk1Yu8hSk5j+ivaixw+q4+8Tdz2pqhNPvjHzlBPkNtcJYvJsGiwEPMl8RPKCxTWiSQ+foPoBFpe/rY+VeM72osUPvpWMW862W5DfEKJyuv8Ig8xUDpjGPc8V3B5mnSS42YsdwnSkp3L8t26Hl7gPkqfUzyBo79FeYNnpH0mVB5Rj5DZVCS3ppa3qJQeYrggc0silNcuhWCAbqAlC6D6BNBJAoFVoo30i6bWkxV/LbBgkLDH6/hHUYepGv6LaEpjaiSQ69QPcBVGk6gDA2v2AzXUn66O4HJdvJb6hyMufipIPMVwQPiLZJTXJYLboPIELT1s9e1Nihf8zsQpIqAgeJ/IYSDSaQKTLIfEXwgCib1iSH1aH7ACKl30V1a3k0banCBkkXOq0JHCTyGwo0nECmyCDzFWMe1kQo3LfRPWNSEiCczFmQG2STHJaSp8rQfQAxPoT7upalsaRpg3Fa2BChxjgmcJDIbyi2p2RB0sOa/Q7NLJ1efOruu+HvQeYrgoc1EAp5dy0dbirpWe74G9ckt+m6zlMV56X7AGKlA+m3y3bITNP7rvvkYEhCYe/A3Y8qtt9nKj7Ib3giLEhalSfGStYkui7Ja4PMV3RbWgPufu/u1tItHzhsZJPcpusyT5Wh+wCaCDVw10pWKy+Tbpu38gNrKFSOvCgLHIKDbIsp+Q1dGGq+InhAnbRJ7qHoplntdHafbI31IJvksFx0H8CcziSNKroMnKh40D02VKgJPqkJHKTiygnyG7owuHxFtyVU2tQmOSwP3QcwL3efmNmRpHMzy+aRtCVLil/QEmsufC/cSXrM9D8vMtbT9WXIb5jHTrgvbSkfYr4ieECn3H1qZmmTXNmA6941yWE5GnQf+Ly2CHkKWe5+bWb3ks7MTErGuIwlfcgMSgSkZBa3keKmby6s5SW/IUYITrc0y2s7ZuZKut1e5NeEGFq+MndfdRowYBEtD9l9CheYC92cPrY0LScGIuSLs7r33cxu8t2ZyFMAAKwGLQ9Y1Fo2yaFbdB8AAGCYCB4wl3VvkkPn6D4AAMAA0W0JAAAAQBSmagUAAAAQheABAAAAQBSCBwAAAABRCB4AAAAARCF4AAAAABCF4AEAAABAFIIHAAAAAFEIHgAAwFoxs0MzG686HW0xs30zO1x1OgCJ4AEAAKwRMzuVJHefrDotbXH3W0ljMztedVoAggdgTYWat09m5rnbp/THNbPv2MweCvb/ZGZXq3oNqGZmV2Z2t8j7VJFPHsKx7zJ54yGcc7/t19KlNq4ThiHUzm+7+/Wq09I2d38t6cjMdladFmw2c/dVpwFAh8xsJOlT+HfX3e9r9n+QNJZ04u6XXaevJA0jSc8lvXP36SrSMAShW8aOpCtJt+5+sMCxsvlku6jWNvO+nEuaSDqqqt3ty/vY5nVCf4X8dqfke24tvzdCXr5x9+1VpwWbi5YHYM3lfkRjmvHT/VfZ5H8u6ULSmxWmoTVd9VV290moYV24oJTNJ2UBgbtPQ0D5c0mPku5q+pX34n1s8zqhHR19Js4lna9r4CB9/mxe51uPgWUieAA2SOSP6mPnCal3o6Sg93bVCWnJi46P39Z7FlXoCkHEgWYBxKhk1769j33I20i0+pkIQezzVbWWLtkrSS8rPndApwgeAPSOu1+7+7N16Le8TjO+FDiRNFJJy8I6vY9oT0efiTNJmxA4pJVAt0q6BAJLR/AAAN1a2+kVwwww95LWalpMdK6Lz8Rz9aeFaxneKgmYgKUjeACAbp2sOgEduw33FGQQq9XPRDr7V91kEGsmnbqVoB1LR/AAAB0xsxslM1ets5twTxcK1OroM3GgWRC7EULXpYmkQU2bjPXwk1UnAMAwhdlSDpQMiB1J2lIyheCTfsehwLClpNBw6e5nYbGj7fDYxN3Pwr4XkvbC47fuflRwrH0lP5z34f77zC4vQ3oKp6VdIN3v3P0kzLH+IpxzO2x/lT1XeG3Z2tV9M7vLHtvddwvON5KULgL1RTjvhzC/e199DPcjMxulg/Lr3sewz76SKVTzbiXtpe9JyfuQ5h9pVhh9tUjt8yLXP7yW9D2fKMlbV6FrV9lzTiV9qdnMZiMlswVNMvvU5cEvw/PO0tee2a7wvB9tXyQ9kWl68rmY9zMRaV81wUPX13GZ71PGvZLvso0Y64EecXdu3Lit+U2SJx/3qH1vwv77JdtHSubLvyjYdhqeP8o9PlZSKHMl0ymeStrJnW+c2fcwPHZTcI47JQWaorTtp+doMd1pWq7C34cFz/2c/pJrfxVx3UclabuQ9JBPW26fh6JrNUc++RSbT4ryV/qeRr6P55KOCx4fh3Sc5x5L889VuCbj3PPSc53Oc50WvP7nIV/m889hUXrC67nLb1MSSH3K5rGmeTB8Bo5z29Nrt1OS/uj0tPG5iP1MNMy3hzX7dHodl/E+leW7tq4jN26xt5UngBs3bt3fNCvcPYRCQtUt3bcseLip+uGv+kHL/LAeZx7bKSlgfVJJ8FBy7HSRs7Lti6T7U3h+YcE0vK4nBc/sa454jy4qCneF1yKzvS/Bw5M8U5T29L2qON6xigPA9DxlgVpa+CosSFZdp3mvf8g3rpLgImzPBzoPZXkiU8DMByIxefBqzjzaOD0N0lQUkLUdPJR+X82Z5rmu4zKOn9v3WNJDW9eRG7fY28oTwI0bt+5vaaErct/SlgfNatZKa8ZCwbCwBrhhOgoLehUFoDTwKarpXDTdlYXqmkJpbPDwUJH+m3nP3zCfdBE8PEmbkoCxKggYqzx4qHyd4TUUBiY171Pj6x/S6UVpTfNq2J4NlutaAUZFx4zMg1VBzIMKguN509MgTUWf4daCh0z6YmvrO7mOyzp+bt/DeT6v3LgtemPANIAmziVNvaJPrs8G8r0s2WXRGVHu8g+Y2bmSAumRF6+O3Ea661bc3qrZXude5Yu09XYWmdxCVVGrkof3YapkgbnD/GJX4T28KHl63UJ275SMv2g6Heg81z+dYeqmZPtDOGb2upxI5TMD+Wwhx6KxIHXXd+rlC0GmY3zyFklPTJoW/VzUSY/fZFXpLq7jMo+f3RdYOgZMA4gSCnhjxRUQpwrTCBYU5qMKmGU8N7A5DDo8lXTtBYuR9SXddfzpwPCxZoMod8Jjo4pCx6p8njmnJHAr8ytJ75V04ZCZ3SsZ9Hrj7rcNj5WVBpdfSopenG7O678X7gvT6slA6/xg6x1J0zA4ucxUxYXuumsyzzVbJD3znrNN86yy3MV1XObxf6Sn3wtYYwQPAGI1qUF8DPdFhfZHtSQEBu+VzNb0ZDafoK10dy4UWE+UFOjulSwE9VFJQbivUzKmBehGq0iHmu5nYRaeAyWv71TSqZndKmlFmqdAlH0PG5nj+o+l+KApMyf/o1fP4LSU2bX6lp45bXyhmcABy0a3JQCxmhT60wJ7a4FCiSslNY9F04Cm3Sz6mO7PC1tl/j9W0s1F7n7g7mfufj+AgkF67cu6GRVKuyq5+6W7H7n7M0nPlHQF2ldokZjDXO/hItc/3+2qQuf5qqFepSf/mYiRCdzmaYEYupEInrACBA8AomTGBMTU6KY1sp311Q+FvX1JJ/nzhMBhL6ShV+mWPhc2dzL/7yspfF97WO+i5vm9WHguXOd9SfdesZ5ByfOO84+7+zTUgB8pWQdgnteZrhVQNg6hKD3zXv90jYu9sn2zGubFzvUpPfnPxBy6HlvRR1vqWQCIzUDwAKCJc6m6hjAUDEfqsKtDOMeFksXHihZIync76kW6M7b04xrDdPGsstr7fOFu3oJ1296E+7IuY1VelG0oGruSUVfD/FxJN7Ym3ajmvf7p/pWF3tzg7dq8GLZXjUFoU1/Sk/9MNDFVDwKgFdjW6secYAMRPAAbJLJ7RWkNXiio32s2y0yRE2VWjO7IlZICQ1mh9YUyNXIrTve9nhZsxprVWmeV1SKmz0/fm1HFvouI7vphZldKCs0Hcw5u3qkpsE5LjrtXlo9DAbewG1ukRtc/BCjXks4r0rSTeV6aF28VCu0lz0lXUG9TYfpWlJ4mn4kYHzVrcepa192jmhx/RwQPWAGCB2DN5Qo1MU376f5lNXm/Csd90ic9FN72lAyALRNbQ7ilgvSG845VMqA21PIe6mkt5iLpTmdsqkpr2Y/+hZKCcrZ2+ijXNSqtwX4yTWyYhva34S7PwH4AAAJ/SURBVN+0sP1F7rUXXqsmsvmkKsg0s2Mze1ByPXYjuitVpe2oqAXFzC40e815HyUd59MYurG91NNrG5OWRa7/b5UUvt/nX0t4z18UtI4dSXosyYv7StYsyLecLJIH0+2l78Mc6VkkTTGfiSZuatKR1eV1XMbxs/bUoHse0BZz91WnAUAHQiH6XE9/yCZKFny6zOw7VvIjlP9hm0p65+4nygmFtV39eF7yu6JuRJnCZva4jyqotTazO/24G8hU0it3fx0KG3fhNeQLM+PwvPQ8z0qCi0XT/dHdDyrS+nl77pwnSgq+UyUL3eVf91jJ+zVSUjP7fdh06e7T8H6+DK/9zN0nJee/rZh56omKfJIvyI0yj7+t6xYU8T7uuftlCNy+0Oz1fhGO/6QgaWauZFzCUeZ52bSdlbzntddpnuufO8ehZi1eaRoeSrrV5Z8jzWqQb7IB2aJ5sGT7xN2f1NTHpKeNNIV9aj8TsdLvBXe3in06vY7LfJ/C/mMlA/wLv+eALhE8AAAGIRs8rDot6JdQeD9pMnB/yELwdZSvqACWgW5LAABg6C40G/i+CU7UcHpkoC0EDwAAYOgulcyCtfbrPYQuS6OGM4oBrSF4AAAAgxb6/b9SxaxRa2TTWlnQMwQPAIDey9Qob+J8/ogQFhjcy83itFbCoPbppoztQD8RPAAAei0Mhv0U/t0xs09F04oCSqadXcvWhxBAnzBhAFaN2ZYAAMDayKyv0eVClUsXAuYn0wQDy0bwAAAA1kq6YN+6FLRDQFS26jqwVAQPAAAAAKIw5gEAAABAFIIHAAAAAFEIHgAAAABEIXgAAAAAEIXgAQAAAEAUggcAAAAAUf4fAk+RlFLM7xsAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Figures have been saved in V:\\03_Projects\\04_Basel_Project\\13_Tests_on_Type_E_walls_with_plaster\\09_Zenodo\\02_TEST_DATA\\01_WALL_STRUCTURAL_BEHAVIOUR\\OUTPUT_PLOTS\n"
]
}
],
"source": [
"for test in range(test_number):\n",
" legend_tmp = str(test_unit(test)) + \" ($\\sigma_v/f_{cm}=$\" + str(wall['alr'][test]) + \"; loading: \" + wall['LH'][test] + \")\"\n",
" if test == test_number - 1:\n",
" lim_x_low = 0\n",
" lim_x_upp = 90\n",
" lim_y_low = -25\n",
" lim_y_upp = 5\n",
" else:\n",
" lim_x_low = -45 \n",
" lim_x_upp = 45\n",
" lim_y_low = -20\n",
" lim_y_upp = 10\n",
" plot_one(where_to_save_pic + os.sep + 'Test_' + test_unit(test) + \"_v_vs_u\",\n",
" sc_tests.dataset['Test' + str(test)]['u'],\n",
" sc_tests.dataset['Test' + str(test)]['v'],\n",
" 'k','Horizontal Displacement (mm)','Vertical Displacement (mm)',\n",
" legend_tmp,'upper left',lim_x_low,lim_x_upp,lim_y_low,lim_y_upp,None,32,12,10,True)\n",
" \n",
"print(\" Figures have been saved in \" + where_to_save_pic)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.6</span> Plot vertical force-displacement diagram"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section plots the <b>N-v</b> diagrams for each test"
]
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": 152,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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mc+Sw4sskxM88r+Uu6r2lEfpvSJ5/f7JGTQfmtug7/dPcvXtXV69eXfRhnMosd3+SO+XDf2wbjYY2NzfVbDYzmVcguSB76aWXguwvea/TajySi/VJ76nT6ajX680dDMZpNptzzTKb/DFbxsCRtkZqmjz/Ad7d3e3f+R9Xm5ZcLJ3F3f9ByYVXGskxDm7TarW0tbWlWq2WumnYuCY/eVKpVHT79u3+d16xWFSr1dL9+/cX0gQupHl/5nksNxkefVHvbRbz1lBc5BqOBKEDyLm0kwklX8TDF7CVSkWlUkntdnvm+S86nc7UMJH8IQ/9ZTrtzleai72k3e+kGqPt7W0dHh5qdXX1xF3QjY0NFYvFsfOUdDoddbvduYJcEpzSNq3a3t7uf869Xk+lUknlcrk/Edr+/n7/jnXSz+bw8FCFQkGNRkO9Xk83b97sj11/2snRkgvWEGq12lzBLUulUqk/r8M4yc9wXHvvrCRtyNPc7R0Ot+12u/++0nz2yY2Pcrncn1zvrENWWs1mUwcHB+p2u/0aj1KpdOqJO/Nknp95HssdDPSLem9prK+vq91u6/79+3P1Zzo6OjrzoJQ3NK8Cci5tE6v9/f2xX8J37txRoVDQ5ubmTFXSN2/enNocIYsq7qTN7iTTLnp6vV6/+dO4PxT1el21Wk1bW1sjOyZOalYTouYoCWzTLlh7vV4/BFWrVVWrVZVKpf650W63VavVVCgUVK/X+z+3Wq2mZrOp7e1t7e3taWdnR41GQ7VaTfV6XVtbW6e6c12tVoONtJfXwCE9mXRsktu3b6tQKCxkwq/Bn/84SW3f4O/xtKaJw7977XZb3W63v/5pm2qehcF+J9VqVbVa7Uw6vp+V0/7M81ju0dHRiZtVi3pv0yTn/ai+QoP29vYmLj88PMxtWD8rhA4g53q9Xn+G3XG63a62t7d169atkcsLhYIODg60srKijY2NqV+eSZlp74JKYau619fXp96ZTEaMGhdOXn/99f4MsKN88MEH/dmUb9++/dTxNxqNiX8gdnZ25r7bn3RQnHbH7vXXX9fGxsaJkJN03h+865x0bB/1c7t58+aJC+Ozbhc9r9M260mz3d7e3sjfiXK53L9rPkq73Van0xk7g3Gr1Zr6uzaPJHxO+j1NmhiNWmfc72zyfpPA1ev1+v09qtXqxPKSGrZFKRaLpw7T486DRRh3/PP+zE9r3nJLpdLIPkWDtbyLem/TVCoVVSoV1ev1sT+XTqcz9QZFp9O58KFj4fNJ8MjmwTwdTyzzPB3VarU/6VCxWPRGo/HUuO67u7szzeCdjCk+anKw4+NjbzabXi6XU89vkIw3H3KegmTm2WkqlcpT6x0eHvZnIJ/kr/7qr/r/LpVKI+fJGDfe//7+/sQJ0tJSihmrk4n4xo3nP/hz0oix4pMx5ocnW0wmccu7ZM6IWc+vtNsNzkQ96rsimSF5eD/J7924sflDzkheKBTGzgVzfHw8dkK1ZDLR4d/lSRP41Wq1/nwXyXsb/j2oVCojt01mgtaYyTrTvB93nzq3UDI3zygHBwf9+RoGH0mZyfsbFmpG8hDvIVk+7jvmND/zEMc1T7mjZlkf9Z27qPeWLJ/2ezZYfnJeHBwcTJ3kNNl/lvP5LJJSztNh0bo4b9bX1z25i3rRLXNH8nq9rhs3bvSroFutlnZ3d9Xtdvuvra+vq16vz3QHJRlu9vbt2+p2u1pZWVGhUNDKysrUNuzDtra2tLOzo4ODg2B3cTqdjtbW1pTm+6nVaml/f18rKyv9O01bW1tTm1Qk50Wv19Ply5d1cHBwosYhGZJx1H42Nze1srIytr9HGsl7LJfLEzu4JvN3TKv5SfY3XIW/t7enzc3Npz7Ler2uvb09HR4envo9ZKHb7Wpzc1O9Xk9HR0cn7iwWi8V+2+9RQ76eZrter6e1tTWVSiX93u/93tjviu3t7RM1YsViceLvXbLfo6MjPXjw4FR9ntbW1k7ceS8UCiqXyyNrVlqtlg4ODk509p7UZycZuSrp85D03apWqyoUCtrb29PNmzf7d5WH3+fe3l5/qG5Jevjwoa5fv65SqSQz63+flMvl/u/JqPdz48aNflOZ1dXVE3fDC4WC1tfX+78fo7YfXC6p/56S35vke6HX6+nw8LDfVCxpZpgYPA+GP99Z/obM+x5GLS8WiyN//2f5mYf4bE9T7vB2SQ1toVDQ1tbW2N+fs3xv087LQcnfzZWVFb3//vv61V/9Va2urk59791uV6urqzo+Pj6XncnN7MDdp3dOTJNMeCzfg5qOJ5a5puMiKxaLT92dDyk5L5rN5sg7ipNmXVbKGdMnSe78pZndOc1dtEajMfJ9VKvVkXfvisViqv1eJFl8V+zu7s48mzpOp1wupzqnZ52tnr8hGGWW8yJpQXBeiRnJASyzra2tuWoS0trf359pYr5kQsJ5R05J7rJNukOW3OFLM6HZ/v7+yFqZUSOWJbU4Sb+YvLRjP4/yPNLTeZKM4JamrX9Sc5PnDvE4X5rNZrAR/5YZoQNALlWr1ZGTfIXW6/VGNh0Z1zzrNH88ktGnkqYo0pMwMKmqvVAoTFy+vb3d//f9+/efGgUrmedl+PW9vT0VCoUTQ6giGw8fPlz0IVwIwyMhpZH3OUdwPnS7XfV6vUzmyVo2hA4AuZS0q51lVvbT2NjY0GD/p+RCfVRNRq/XU7vdnvmPx87OTr8tufTkj1Cau7I3btzQ7du3nzqOer3eP45kf8NBKQkTw68/fPiw/1qr1VrIcK9ASMn5PG3YUunJEMCc9zgLZ1VrvwyYHBBAbtVqtX4nv6wmgqrVajo8PFS9Xu/XRIwbA35nZ0elUmnm5jJJx8k7d+5IejI/SJr3VKvVtL293Z8YMJnVdjCwJE14ho/r6OhoZEDa2trS1taWtre3VSqVzmXHxjzY3t6mScUZOjg40MbGhrrd7tjf4VarpUaj0Z80E8hSUqt8nuaKmQehA0Cu7e7uamtra+IIT/NKexfqtO1yS6XSiVqbaWPRD5s2EVa5XB45ClUykeCwYrGY6eeJJ+jPcXaKxWJ/hKqtra2nQkXSzDFvI7bhfOr1emo2m3zXDiB0AMi1ZMjOer2+0Nmrk4n3rl27dqrtkxnCcXHw816McrnMnWUs3JtvvkmzqiGEDgC5lzQBWvRIQM1mkyYZAICJOp3OyPltLjpCB4ClsOgv72KxSMdTAMBUWfVBXHaMXgUAAAAgU4QOAAAAAJkidAAAAADIFKEDAAAAQKYIHQAAAAAyRegAAAAAkClCBwAAAIBMEToAAAAAZIrQAQAAACBThA4AAAAAmSJ0AAAAAMgUoQMAAABApggdAAAAADJF6AAAAACQKUIHAAAAgEwROgAAAABkitABAAAAIFOEDgAAAACZInQAAAAAyBShAwAAAECmCB0AAAAAMkXoAAAAAJApQgcAAACATBE6AAAAAGSK0AEAAAAgU4QOAAAAAJm6tOgDOE/M7FDSnqTbkrru3jOzgqSipOuSiu6+OWH7oqS6pF78UlHSPXffzvbIAQAAgOwQOsIqSqrFD5nZ4LK2u2+M29DMypKakjbcvTvwes3MDtx9LZtDBgAAALJF86qwOopqOrqKaiu68f83pgSOoqR9SZuDgUOS4lqOIzPbzeyoAQAAgAxR0xHWfXffOsV2DUXNsToTlu+bWXE4lAAAAAB5R03HgsV9PiqS2uPWcfdkWf1MDgoAAAAIiNCxeOX4+XDKer2BdQEAAIClQehYvFfj52nNprqSinHNCAAAALA06NORgTgYrEsqKaqh2HH33pjVkxAxbnniKH5eGbeumVUlVSXpypUrunv37gxHfX598MEHfBZ4CucFhnFOYBTOC4zCeTE7QkdgZlZRFAza7t42s5KkO2Z2e8x8GyszFjG2psPdW5JakrS+vu5Xr16dcdfn0927d8VngWGcFxjGOYFROC8wCufF7AgdYV2T1BgcYSoekWrNzI7NbHXE6FZJiDhSOrOGFAAAAGCh6NMR1isThrStS6rGNR+DgtV0AAAAAHlE6AhoQr8N6cmQuLfmLGZa3w8AAAAgVy5M86q4hiFE06TuaSboc/eumUlR5/JBgx3E00jbDAsAAADIhQsROuLAcRBodz1Jl+fYtjA0s3jamosklFDTAQAAgKVyIZpXuXvH3S3Q46nAYWaVuKN4JeUhDfbLSMJHMeU21HQAAABgqVyI0HEGrisKBRtT1kuCw2DzrHtDy8YpSupN6TcCAAAA5M6FaF51Bu7Fj9a4FQZmEu8OBYekg/lqim135jlIAAAAYBGo6QijLU0dvaoaPzcGX4y32VM0x8c4ybLmaQ8QAAAAWBRCRwDxBICrI+bgkNSvqbihaJbyUbUhdUUdzMf1CdmS1IrLAQAAAJYKoSOcuqQbZlYdfNHMiopGztpx95F9PuKRrDYlNeL1B7dPakbq4Q8ZAAAAyB59OgKJm0ltmlnVzJLheY8UDXG75e7t8VtL7r5nZh1J9Xg+j56izuP33H0tw0MHAAAAMkXoCCxuPjW2Q/mUbbuKmlIBAAAA5wbNqwAAAABkitABAAAAIFOEDgAAAACZInQAAAAAyBShAwAAAECmCB0AAAAAMkXoAAAAAJApQgcAAACATBE6AAAAAGSK0AEAAAAgU4QOAAAAAJkidAAAAADIFKEDAAAAQKYIHQAAAAAyRegAAAAAkClCBwAAAIBMEToAAAAAZIrQAQAAACBThA4AAAAAmSJ0AAAAAMgUoQMAAABApggdAAAAADJF6AAAAACQKUIHAAAAgEwROgAAAABkitABAAAAIFOEDgAAAACZInQAAAAAyBShAwAAAECmCB0AAAAAMkXoAAAAAJApQgcAAACATBE6AAAAAGSK0AEAAAAgU4QOAAAAAJkidAAAAADIFKEDAAAAQKYIHQAAAAAyRegAAAAAkClCBwAAAIBMEToAAAAAZIrQAQAAACBThA4AAAAAmSJ0AAAAAMgUoQMAAABApggdAAAAADJF6AAAAACQKUIHAAAAgEwROgAAAABkKrPQYWYvZLVvAAAAAMvj0jwbm9nLksqSNiQVJRXi52S5JPUkHUnqxo//I+mOu78/T9kAAAAAlsPMoSOuwbgm6SuSXpH0QFJH0h1Jh4oCRm9gk4KkFUmrkkqS/l9JL5pZW9JfuPu35nkDAAAAAPJtptBhZl+WdEPSvqS6pLa7P5q1UDN7RVENyR+a2bakqrt/e9b9AAAAAMi/VH06zOw3zezfFNVYvOLu19397dMEDkly9wfufsvd1yX9L0k3zOz2afYFAAAAIN+m1nSY2ZuSKpI23P1B6ANw966kN8ysYmZ/J2nL3X8QuhwAAAAAizGxpsPMfltSwd3/VxaBY5C770m6Lmk77qAOAAAA4ByY1ryq5+5fO5MjkeTuPXe/JunyWZUJAAAAIFsTQ4e73zmrAxkq991FlAsAAAAgPGYkBwAAAJCptKNXMbIUAAAAgFNJW9NRMbNPZHokAAAAAM6ltJMDmqQ7ZvbHOjnb+Km5+zsh9gMAAAAg32aZkfwZRZMD2oxluKT/KenLA69tSyJ0AAAAABfALKHjNXd/f5adm9kLigLGm4rCSkfSm4xOBQAAAFwcaUNH+xSB4/OSbkkqSHokqe7ut2Y8PgAAAABLLlXocPc30u4wnk18V1JJUe3GnqLajUenOD4AAAAASy7oPB1mdlPSoaQ1SQ8kbbj7NQIHAAAAcHHN0qdjLDN7TVJTUlFR7Ubd3b8WYt8AAAAAlttcoSPuKH5LUkVR2GhL2qRmAwAAAEDi1KHDzL4kqaEobPQUhY07oQ4sL8ysKenA3Vsp1y9KquvJfCZFSffcfTvLbQEAAIC8mjl0mNlnFXUUT5pSbbv7V0If2KKYWUHRe1tXFACSIJBm27KiZmYb7t4deL1mZgfuvpbFtgAAAECepe5IbmYvmNnXJR1IWpX0rqTV0wSOuFlW7sQ1DXck3ZB0pJRhY2DbfUU1Pt3BZXFNxZGZ7YbeFgAAAMi7VDUdA3NuXFbU9OdNd397jnIfSHppju0zEV/w92sUzKwyw+YNSV1370xYvm9mxeFgMee2AAAAQK6lrenYUzTJX1PSy/MEDjP7zXhf50bcJKuiqCP9SO6eLDvYHw89AAAgAElEQVRRezLPtgAAAMAymKVPxwNFfTgaZqb43z5jeS8pusCedbu8K8fPh1PW6w2sG2JbAAAAIPfSho5jd/9MiALNrCbpZoh95cir8fO0pk9dSSUzK7h7MkLVPNsCAAAAuZc6dIQq0N23zezcjHYVS5qLTQsDR/HzysC682x7gplVJVUl6cqVK7p79+6UXV4MH3zwAZ8FnsJ5gWGcExiF8wKjcF7MLm3oCN2X4M3A+1u0lRnXH+zTMs+2J8RzibQkaX193a9evTrjrs+nu3fvis8CwzgvMIxzAqNwXmAUzovZpepIPudIVZnvLweSIHA0ca0nBoPGPNsCAAAAuZd6no6QzOy89enIRU0HAAAAkEdBQoeZfX/GTWohyl1i83QEpxM5AAAAlsosQ+ZOsmpmv+buP5y2opn9n9MWYmYlhWle1A08yd5gJ+9Z1p93WwAAACD3QoUOKZo48P8at9DMXpa0L2lVp5inIw4cB6c8tmE9RbOrh5K29iEJFoPrz7MtAAAAkHsh+3RsmNn/PWqBmX1J0eR3q4pmN5+Zu3fc3QI9QgYO6ckcG8Up643qND7PtgAAAEDuhQodHUmfkfRbZvbZ5EUze8HM7knalvS2pMvufk3StUDl5sW9+HlaJ++ipN7Q5H7zbAsAAADkXpDQ4e7r7v7A3b8i6S0ze9nMPq9oUsFVSZvufs3dH8Xrn7chc9vx8+q4FcwsCRU7AbcFAAAAci/4kLnu/paiCep2Jd2R9Mo5DBknxLUPe5pcg5Msa4baFgAAAFgGmczT4e5vKAoclaR2Y5CZfT2LchesLqlgZpUxy7cktdy9E3hbAAAAINeynBxwU1JjzLJl6dPx6tDzWPEQvJuSGmZ2olO4mSWfQz30tgAAAEDepRoyd46aiaKZ/Z2ejNAkRUO/5nJW7bjvxB1Fxzd4nBUzO1Y0clRPUR+Vp+b5cPc9M+tIqpuZ4nWLku65+9qksufZFgAAAMiztPN0XFfYoDDzPB1nIe5fMdcFfhxGts56WwAAACCv0jav6kqquvszIR5ZviEAAAAA+ZI2ABzpydCuITwIuC8AAAAAOZaqeVU8GlUw7v6ZkPsDAAAAkF80dQIAAACQqYmhw8xePpvDyEe5AAAAAMKbVtOxZmafP5MjiZnZzbMsDwAAAEC2JoYOd39b0qqZfd3MPpHlgZjZZ+M5PW67+w+yLAsAAADA2Znap8Pdv6Zowrx3zex/hz4AM3vBzP5C0i1Jb7n7d0OXAQAAAGBxUnUkd/c9RZPmvWpmD83sppl9dp6Czew1M9tRNHzuv7n7q+7OULoAAADAOZN2RnK5+yNJb5nZtqSapHfMzBXN39GVdE9ST9GcHr2BTQuSViQVFQWXoqRyvE1L0pvxvgEAAACcQ6lDR8Ldu5LeUhRAyooCxIakLUUBQ5J8YBOLn3uS7kval/QVd3/3tAcNAAAAYHnMHDoGuXtbQzOVm9mLimo2CpJ6NJkCAAAALra5QscocVMpmksBAAAAkMSM5AAAAAAyRugAAAAAkClCBwAAAIBMEToAAAAAZIrQAQAAACBThA4AAAAAmSJ0AAAAAMgUoQMAAABApggdAAAAADJF6AAAAACQKUIHAAAAgEwFDR1m9oKZ3TSzvzOz7wwt+7KZfT5keQAAAADyL1joiANFT1Jd0oak1cHl7v41SY/M7EuhygQAAACQf0FCh5m9IukbigLHZXd/RtIfD6/n7nckvWtmr4UoFwAAAED+harpqEl63d2/5u6P4td81Ipx8NgIVC4AAACAnAsVOh65+7tDr1mgfQMAAABYYqFCx6hajZE1HbFioHIBAAAA5Fyo0DFriKAWBAAAALggQoWO+yNGpRoZLMzstqRvBioXAAAAQM4FCR3xcLi/Y2bfNLPfSF4eXMfMXjOze5IK7v43IcoFAAAAkH+XAu7rmqR9SR0zk6SemW3Fy5LmV3fi9QAAAABcEMEmB3T3rruvSvqipO9KuqxogsBVSQ8kveXubwwMqQsAAADgAghZ0yFJcveWpJbUnzTwiKABAAAAXFzBQ8cgd3+Q5f4BAAAA5F+w5lWSZGYvm9kXzOy1Ect+28y+ELI8AAAAAPkXLHTEQ+a+pahp1e7wcnd/W9KBmd0MVSYAAACA/AvSvCqu2Xjg7n9iZpcl/duo9dz9XTOTmX3B3b8RomwAAAAA+RaqT8emu39Rktx9a9KKcfBg2FwAAADgggjVvKoXaD8AAAAAzplQoaM4fZUTCoHKBQAAAJBzoUKHmdknUq74iqSXApULAAAAIOdChY6WpHemBQ8ze0HSjqRvBioXAAAAQM4FCR3u3pb0jqSemX3VzF4zs5elKGjE//+SpGNFM5T/TYhyAQAAAORfsBnJ3b1uZpL0FUl1SYr/P+htSW+GKhMAAABA/gWdkdzd65I+I+kbkt6V9Ch+3JF0zd2vufujkGUCAAAAyLdgNR0Jd+9KmjhXBwAAAICLI1hNR9KHAwAAAAAGBQkdZvbHkg7jzuIAAAAA0BdycsA7ktqB9gcAAADgnAgVOrru/oa7fzfNyjTFAgAAAC6OUKHj0Mw+O8P6+4HKBQAAAJBzoSYHvCVpw8y+kHKTl0KUCwAAACD/ggyZa2Y343+um1lTUkdSV9LRiNWLkl4MUS4AAACA/As1T8eWoiCRTEG+Fj/G8UDlAgAAAMi5YB3JJb3l7s+keQQqEwAAAMASCBUAjjRb5/AHgcoFAAAAkHNBmle5+xszrv+ZEOUCAAAAyL9QfTqeEs/FUZR0lHb+DgAAAADnT/D+FWb2JTN7KOlQUZOrAzN7bGZfDV0WAAAAgPwLVtNhZi9IekdSSVHH8geK+nqsKKrx+IqZbUoqu/sPQ5ULAAAAIN9CNq/ak9SW9Lq7PxpeaGYlRUPr7kl6NWC5AAAAAHIsSPOqeCbyfXf/yqjAIUnu3nH3LUk7M8xcDgAAAGDJherTseHuX0uzYrzepIkDAQAAAJwjoULH8Yzr2/RVAAAAAJwHiwods64PAAAAYEmFCh2XM14fAAAAwJIKNXrVvpl93d2/OG1FM7utaP6OpWBmTUkH7t5Kse6hotG5bkvqunvPzAqKhgy+Lqno7psTti9KqkvqxS8VJd1z9+053wYAAACwMEFqOtz9bUkvmdltM/uNUeuY2Wtm9neSCu7+jRDlZsHMCmZWMrNqHCKqkgopNy9Kqkk6kHRsZq6oKdmBpNKUwFFWFMYa7l6PH5vxsoM53hIAAACwUCFnJH9T0USAHTN7aGbfH3g8VnRBvSJp7IX3osU1DXck3VA0sWF9xl10FNV0dBXVVnTj/2+4+8aUcvclbbp7d3BZXMtxZGa7Mx4LAAAAkAszN68ys5cV3fkvSlpJai3i+Tk2zKwiqSFpdWCzrqI7+LfmPeAsxRf8/eF84/cyi/vxXCSzaihqjtWZsHzfzIrDoQQAAADIu1Q1HWZ2L669eCxpV9K6pEfxv09w9z13X1XUWXxV0mV3/0zeA8eixH0+Kopmcx/J3ZNls9a8AAAAAAuXtqZjVdKLkt5w9ztpNohrPkbOTo4TyvHz4ZT1egPrAgAAAEtjluZV9bSBAzN5NX6e1myqK6lkZgV3741awcyqijq+68qVK7p7926wg1xmH3zwAZ8FnsJ5gWGcExiF8wKjcF7MbpbQsZfZUZwzcZOpdUklRTUUO+OCgp6MjDVueeIofl4Zt248rG9LktbX1/3q1aszHPX5dffuXfFZYBjnBYZxTmAUzguMwnkxu9Shw91/MPyamf2movknfMxm++7+zukObTnFnc9XJLXdvW1mJUl3zOz2mPk2VmYsIu3wvQAAAEAupA0dR6NedPd3zayraCSrhqTXFTUD2lI0od5F69NxTdEoXf2mUvGIVGtmdmxmqyNGt0pCxMjPeIRZQwoAAACwUGnn6Rjb9MfdH7n7u4ouuE3Slru/cwEDhyS9MmFI27qkalzzMYiaDgAAAJxraUPHuOZTT1aI+ix0Jd2ftq6ZvZCy3KUyod+G9GRI3HmHDp7W9wMAAADIlZknB5zi2N3fT7HeHT0ZtSm1uJYgRPOi7llPsufuXTOTos7lgwY7iKeRthkWAAAAkAtpQ0foJj3FWTeIA8dBoPJ7iiYvPGs9SYWhmcXT1lwkoYSaDgAAACyVtM2rXjKzX5u3WZSZvRCPeDVziHH3jrtboEfQwGFmlbijeCXlJoPvPwkf04LYrB3OAQAAgFyYpXlVV5LiJkJjmdnjeQ5oSV1XFAo2NHk+kyQ4DDbtuje0bJyipN6UfiMAAABA7swSOianjdlM7Zi+ZO7Fj9a4FeIJA6WoP8lgcEg6mK+m2HZnnoMEAAAAFiFt8ypJKrr7M/M+dD7nmWhLU0evqsbPjcEX4232FA05PE6yrHnaAwQAAAAWJXXoGDUj+WnEF9kPQuwrL+IJAFdHzMEhqV9TcUPRLOWjakPqijqYj+sTsiWpFZcDAAAALJW0oePNwOXWA+8vK68OPU9Sl3TDzKqDL5pZUdGoWzvuvjFqw3gkq01JjXj9we2TmpFl+cwAAACAE1L16XD3t0MWGnp/ocQ1EncUdepe0ZPO3RUzO1Y0clRP0ubwPB9xDc6mmVXNLBnaN1l/y93bmsDd98ysI6ked9bvKeo8fs/d14K8QQAAAGABQk8OuNTi4DDXBX7cfGpsh/Ip23YVNaUCAAAAzo1ZOpIDAAAAwMwIHQAAAAAyRegAAAAAkClCBwAAAIBMEToAAAAAZIrQAQAAACBThA4AAAAAmSJ0AAAAAMjUQkKHmd1eRLkAAAAAzt6iajrKCyoXAAAAwBm7lGaluGaiEKjMlYD7AgAAAJBzqUKHpA1FQaEn6WjOMlfm3B4AAADAEkkbOrqSvurufxOiUDN7HGI/AAAAAPIvbZ+OrqROwHLfDbgvAAAAADmWqqbD3a/NW5CZvSzpyN3fd/f1efcHAAAAYDmkbV41FzN7RdGIVQUzW5HUdPcfnEXZAAAAABbrTEKHuz+QdCv5fzwa1vWzKBsAAADAYmUWOszshREvryiq8ShmVS4AAACAfAkWOuKQsat0E/9thioXAAAAQL6FrOnoKKrJuBP/u6STI16tSnpF0hfc/bsBywUAAACQY0FCh5l9WVLb3d8aeO23Je27+/tD6940s+7w6wAAAADOp7TzdEyzPhg4Yj2N6Lvh7jckVQOVCwAAACDnQoWOByNe62r8CFUWqFwAAAAAORcqdPzX8AvxMLmlMeuvBCoXAAAAQM6FCh39mgszezmefVyS3jWzr45Yf1wYAQAAAHDOhBq9qmVmX5fUVDRi1ZGk/yGpJenfzKwY//tI0g1F/T0AAAAAXABBQoe7PzKzr0hqKOrL0Ylf75rZW5L+Qifn5lgNUS4AAACA/As2T4e7P5I0PIKV3L1lZl1JW5JcUtPdfxCqXAAAAAD5FnJywLHcvS2pfRZlAQAAAMiXUB3JAQAAAGCkoKEjHrnqC2b22ohlv21mXwhZHgAAAID8CxY6zOxLivp0tCTtDi9397clHZjZzVBlAgAAAMi/IH064pqNB+7+J2Z2WdK/jVrP3d81M5nZF9z9GyHKBgAAAJBvoTqSb7r7FyXJ3bcmrRgHj2uBygUAAACQc6GaVzHZHwAAAICRQoWO4ozrFwKVCwAAACDnQoUOM7NPpFzxFUkvBSoXAAAAQM6FCh0tSe9MCx5m9oKkHUnfDFQuAAAAgJwLEjriGcffkdQzs6+a2Wtm9rIUBY34/1+SdCzpyN3/JkS5AAAAAPIv1OhVcve6mUnSVyTVJSn+/6C3Jb0ZqkwAAAAA+Rd0RnJ3r0v6jKRvSHpX0qP4cUfSNXe/5u6PQpYJAAAAIN+C1XQk3L0raeJcHQAAAAAujqA1HQAAAAAwbCGhI+5UDgAAAOACWFRNx40FlQsAAADgjKXu02FmLyqaj+Ob7v6toWW3lX6W8ZUZ1gUAAACw5GbpSH5N0qaksqRvDS3bUBQkepKOpuxnZYYyAQAAACy5WULHjqQ1SfsjlnUlfTXtpH9m9niGcgEAAAAssdShI55f460xi+9L6sxQ7rszrAsAAABgiQWZp8Pdx4WRceuvhygXAAAAQP4xTwcAAACATAWfkXyYmb0uqSTpWNJ9d/9u1mUCAAAAyI8gNR1mdm/cMne/o2io3TuSXjKzr5vZyyHKBQAAAJB/oZpX2aSF7v7I3R+4+x13/6KkrUDlAgAAAMi5UKHDZ1yfyQEBAACAC+LMO5Kb2WclMXoVAAAAcEHM1JHczH5b0nU9XbNRNLPbKXZRVNSpnOZVAAAAwAUxU+hw97clvW1mr0iqKAoPxXjxZopddCS95e7fmOkoAQAAACytUw2Z6+4PJH1N0tfMbF9Swd1fDXpkAAAAAM6Fuft0uPuGpoxeBQAAAODiCtWRvBloPwAAAADOmSChw91vMeEfAAAAgFFCzUj+x5IOzexLIfYHAAAA4PwI1byqKOmOpHag/QEAAAA4J0KFjq67v+Hu302zMk2xAAAAgIsjVOg4jGcaT2s/ULkAAAAAci5YR3JJG2b2hZSbvBSiXAAAAAD5d6rJAYeZ2c34n+tm1lQ083hX0tGI1YuSXgxRLgAAAID8CxI6JG0pChLJJIFr8WMcD1RuJsysIumGpIKkFUn3Je27+3aKbYuS6pJ68UtFSfey3hYAAADIq1ChoyupGTezmsrMHgcqNzgza0h66O5r8f8Lkq5JaprZlqRNd++M2basaKLEDXfvDrxeM7ODZJ+htwUAAADyLFRH8iPN1jn8QaBygzKzmoZqFty95+4tRTU3RUkHcY3E8LZFRZ/B5mBoiPexLenIzHbHlHvqbQEAAIC8C9WR/A13/8EM638mRLkhxTUaq+6+N2p5XLvRiv/bGLFKQ9HQwSNrQeLllVGBZc5tAQAAgFwLVdNxHlyTNK02oRk/VwZfjANLRRMmR3T3ZFk91LYAAADAMggaOszsBTO7aWZ/Z2bfGVr2ZTP7fMjyAluTtB/36RhpsCZiqNahHD8fTimjN7BuiG0BAACA3AsWOuJA0VN0N35D0urgcnf/mqRHZvalUGUGthI/n+bC/tX4uTtxrWh5Ma7dCLEtAAAAkHuh5ul4RdI3FAWOlrs/MrMvD6/n7nfMTGb2mru/E6LsgOqKLuxvj1thsHZjqMN3EgR6miyZt2RlYN15th0+vqqkqiRduXJFd+/enbLLi+GDDz7gs8BTOC8wjHMCo3BeYBTOi9mFGjK3Jul1d3934LWRc3HEweOmpFyFjjhETOszkdSCDPe/WBlecYrB2op5tj0hHmWrJUnr6+t+9erVGXd9Pt29e1d8FhjGeYFhnBMYhfMCo3BezC5U86pHQ4FDejJR4HmyFT8Ph5MkCIyagX2UwaAxz7YAAABA7oUKHaNqNSbNOr50Q7/Gs5SXFDUfGx7aNhc1HQAAAEAehQods4aIpaoFiTtv35LUdvetaeunMK3/RlbbAgAAAGcuVJ+O+2b2JXf/k4HXRgYLM7st6ZunKcTMSgrTvKg7PPP3FLuS7rv7xpjlg5280zga8e/TbAsAAADkXpDQ4e5fM7P7ZrYu6aa7/38aal5lZq8pmln7yN3/ZtYy4sBxEOJ4FdUWXE5ZblOSJgSOZH9pJMFicP15tgUAAAByL1RNhxTN6L0vqWNmktQzs6QpUtL86k683szifhRn2iwrniiwOCVwSE/m2JjWzGxUp/F5tgUAAAByL1WfDjN7OG0dd++6+6qkL0r6rqKahNX48UDSW+7+hrs/muN4z0w850WawCFJ9+LnaZ28i5J67j5YWzHPtgAAAEDupe1IftnMfiPNiu7ecvc1d39GUeC47O6fcfdbpz7KMxaPVLXh7pvjlg9OFKgn83asjlo/3iYJFTtDi+bZFgAA4Fz693//d/3sZz9b9GEgkFlGr3rHzD4/y87d/cGy1Gwk4r4j18cFjtjGYEf0uPZhT5ObjiXLmoMvzrMtAADAefS9731PxWJRr732mv7zP/9z0YeDAGbp03FH0qqZ7Uj6jqL5Kt7P5rAWI6692JoSOKTR/S/qkg7NrOLueyOWb2n0HB/zbgsAAJC59957T1euXJGZ6fd///dlZnr8+LH+/M//vL/O5z73Of3oRz/Se++9px//+MeSpEqlokKhoJ///Of6/ve/r8uXL+vjH/+4/uu//kt37tzR7/zO7+i5555Tp9PRP/3TP50o8x/+4R/0qU99auwx/dZv/ZZeeOEFdTod/dqv/Zo+8pGP6Jd/+Zf1rW99S3/0R3+kv/zLv9S//Mu/ZPOBLMCv//qv65//+Z8XfRinkjZ09Ny9fyfezH5T0raZXZZ0+zSjUeVN3ITpQNKRmR1OWLWoJ02i+ty9a2abkhpm1hmsCYk7pEtPz2Q+97YAAABnYX9/X5Lk7vqzP/szPf/883rmmZONZv7+7//+qe3+9m//Vp/85CdlZnr55Zf1ox/9SD/96U/V7UaXO9/85jf16U9/Wg8fnuxCbGb69re/ratXr449pn/8x3/s/3t4+z/8wz+c6f0tg+9973uLPoRTSxU63H1l6P/vSnpLkszszbj241BS091/EPogz8gtRZ2508z4PbLGwd33zKwjqZ6M4KUopNxz97VJO5xnWwAAgKz97u/+rt544w198pOf1A9+8ANduXJFzz//vB4/fqz/+I//kLvrxRdf1Mc//nE988wz+vDDD58KJdN8+OGHMjP95Cc/0XPPPadnnnlG7t5/PPPMM/rZz36mS5cuyczkHs3QEF879f//3nvv6WMf+5g+8YlPyN3105/+VB/96Ef1+PFjPfvss/2ykv2///77euGFF07s67//+7/13HPP6dlnn+2XZWb68Y9/rO985zv63Oc+19/+8ePH+uEPf6hf+qVf0kc/+lH9/Oc/17PPPqv33ntPn/rUp/STn/xEly5d6u/r5z//udxdzz33XH/dpOzHjx/LzGRm+vDDD/Xhhx/qZz/7mZ5//vn+sS2juYfMjTuI3zKzVyS9FT8vXe1HiiZVaffTVdQc6ky3BQAAyNonP/lJSdLLL7/cf+3ZZ5/Vpz/96afWnTVwDG7z/PPPn3g9uQiXpF/4hV848frwepJ05cqVE6999KMf7R/rcFlmphdffPGpY/n4xz8+ct8f+9jHntr+0qVLWl19MiZQcoy/+Iu/eGKbxEc+8pH+vy9dOnk5PniMzz77rJ599tkT73lZzX42jBF3Gv+Ku1+XZGa2Y2Y3zezlUGUAAAAAWD4hJwfsc/e3Jb297LUfAAAAAOYXrKZjlKHaj5fM7KGZ/T/UfgAAAAAXR6ahQ5LM7DUzuy3pLxTNUv6WpP2sywUAAACQD5k0rzKzFyRVFXWKLkpKevnsKRrh6k4W5QIAAADIn6Chw8xeUzSfRDl5SVJX0UzarWWbnRwAAADA/OYOHXH/jC1FNRsFnazVuBnP6QEAAADggkoVOszsdtwZfPC1zysKG4O1Gh1FzaduBT1KAAAAAEsrbU1HWZpYq9FSFDao1QAAAABwQtrQcdnMHg/8n1oNAAAAAKnM0qfDJPUk7UhquPuDbA4JAAAAwHkyS+ioufufZHYkAAAAAM6ltJMD9ggcAAAAAE4jbejYyfQoAAAAAJxbqUKHu7+V9YEAAAAAOJ/S1nQAAAAAwKkQOgAAAABkitABAAAAIFOEDgAAAACZInQAAAAAyBShAwAAAECmCB0AAAAAMkXoAAAAAJApQgcAAACATBE6AAAAAGSK0AEAAAAgU4QOAAAAAJkidAAAAADIFKEDAAAAQKYIHQAAAAAyRegAAAAAkClCBwAAAIBMEToAAAAAZIrQAQAAACBThA4AAAAAmSJ0AAAAAMgUoQMAAABApggdAAAAADJF6AAAAACQKUIHAAAAgEwROgAAAABkitABAAAAIFOEDgAAAACZInQAAAAAyBShAwAAAECmCB0AAAAAMkXoAAAAAJApQgcAAACATBE6AAAAAGSK0AEAAAAgU4QOAAAAAJkidAAAAADIFKEDAAAAQKYIHQAAAAAyRegAAAAAkClCBwAAAIBMEToAAAAAZIrQAQAAACBThA4AAAAAmSJ0AAAAAMgUoQMAAABApggdAAAAADJF6AAAAACQKUIHAAAAgEwROgAAAABkitABAAAAIFOEDgAAAACZInQAAAAAyBShAwAAAECmLi36APLIzCqSbkgqSFqRdF/SvrtvT9nuUNKepNuSuu7eM7OCpKKk65KK7r45YfuipLqkXvxSUdK9aeUCAAAAeUboGGJmDUkP3X0t/n9B0jVJTTPbkrTp7p0xmxcl1eKHzGxwWdvdNyaUW5bUlLTh7t2B12tmdpAcDwAAALBsaF41wMxqGqpZcPeeu7ckrSkKFQdxjcQoHUU1HV1FtRXd+P8bUwJHUdK+okDTHVwWH8uRme2e/p0BAAAAi0PoiMU1GqvuvjdqeVy70Yr/2xizm/vuvunuq+5+OX7edPf2lOIbippjjatBaUiqTAg7AAAAQG4ROp64JmlabUIzfq6EKjQOOxVJY4PJQGiphyoXAAAAOCuEjifWJO3HfTpGGqyJCFjrUI6fD6es1xtYFwAAAFgadCR/YiV+PusL+1fj5+7EtaLlJTMruHtv1ApmVpVUlaQrV67o7t27wQ5ymX3wwQd8FngK5wWGcU5gFM4LjMJ5MTtCxxN1RRf2t8etMFi7Mdzhe2i9gqR1SSVFNRQ744KComF5pSfD5I5zFD+vjFs37vDekqT19XW/evXqlF1eDHfv3hWfBYZxXmAY5wRG4bzAKJwXsyN0xOIQMa3PRFILMrb/RTzHx4qiIXLbZlaSdMfMbo+Zb2NlxGuTFKavAgAAAOQHoWM2W/HzuHByTVJjsBYk7geyZmbHZrbq7ltD2yQh4kjpzBpSAAAAgIWiI3lKcQ1GSVJrwtC2r0xodlWXVI1rPgZR0wEAAIBzjdCRQtxH45aiJlPDNRV9E/ptSE+aZN2a8wj2Nj4AABhySURBVHCm9f0AAAAAcmWpmlfFtQQhmhd1J3UEH2FX0cR/Y2cVn8bdu2YmRbUlgwY7iKeRthkWAAAAkAtLEzriwHEQaHc9SZdTltuUpHkCx1C5BTMrDoSe/7+9ezluG/vyOP47Vf8AaPXsp5rKQHZH0FIGkh1BSxmY5Qhc7AzkjqAtZSB1BLa0n4UUwbTMxezPLHBgQRDe5OUD/H6qWLSJh0DgkLwH99W15iJPSqjpAAAAwE7ZmeZV7n7v7raiR9eEYy5p2pZwmNlpdBTvOlN5sV9Gnny0TTbYt8M5AAAAsBV2JulYt5horzXhCB+UJQVt6+aJQ7Fp17fSsjpTSYuWfiMAAADA1tmZ5lXrFDUWJ+5+1rD8vtBE6ls8vjTs82fCUUoc8g7mhx22/drh8AEAAICtQk1HSfQd+VCXcISTUkf0W6l19KrzeJ4XX4xtrpXN8VEnX3bZsA4AAACwlUg6CsxsKumiJeGQSv0vYt6Ow4o5OPL9TiR9UjbkblVtyExZB/O6PiEXap4fBAAAANhaNK8KkRjcSXoys4eGVad6bhJVNJP0l5ndFBOLSGRuJH2tm+MjhtM9kzQ3s2Kzrbwze75/AAAAYOeQdDz7S1ln7i4zfr+qcYhmUmdmdm5m+dC+T8qGuL1w96pEpbj9tZndS5rFfB4LZQnON3d/2/1tAAAAANuFpCN0aFLVdT9f1NChvGXbR2VNqQAAAIDRoE8HAAAAgKRIOgAAAAAkRdIBAAAAICmSDgAAAABJkXQAAAAASIqkAwAAAEBSJB0AAAAAkiLpAAAAAJAUSQcAAACApEg6AAAAACRF0gEAAAAgKZIOAAAAAEmRdAAAAABIiqQDAAAAQFIkHQAAAACSIukAAAAAkBRJBwAAAICkSDoAAAAAJEXSAQAAACApkg4AAAAASZF0AAAAAEiKpAMAAABAUiQdAAAAAJIi6QAAAACQFEkHAAAAgKRIOgAAAAAkRdIBAAAAICmSDgAAAABJkXQAAAAASIqkAwAAAEBSJB0AAAAAkiLpAAAAAJAUSQcAAACApEg6AAAAACRF0gEAAAAgKZIOAAAAAEmRdAAAAABIiqQDAAAAQFIkHQAAAACSIukAAAAAkBRJBwAAAICkSDoAAAAAJEXSAQAAACApkg4AAAAASZF0AAAAAEiKpAMAAABAUiQdAAAAAJIi6QAAAACQFEkHAAAAgKRIOgAAAAAkRdIBAAAAICmSDgAAAABJkXQAAAAASIqkAwAAAEBSJB0AAAAAkiLpAAAAAJAUSQcAAACApEg6AAAAACRF0gEAAAAgKZIOAAAAAEmRdAAAAABIiqQDAAAAQFIkHQAAAACSIukAAAAAkBRJBwAAAICkSDoAAAAAJEXSAQAAACApkg4AAAAASf1n0wewjczsVNKFpIWkiaQDSd8lzdx90bLtVNIstpWkqaRv7v5nh787eFsAAABgW5F0lJjZlaQbdz+peP2HmZ25+3XNtseSLiWduPtj4fWPZnbn7m8b/u7gbQEAAIBtRvOqAjO7VFab8aW8zN3PlNVAXEWNRHnbqaQbSWfFpCG2/VPSUyQuVX938LYAAADAtiPpeOm9pBszm9Qsv43n04plc0mP7n5fs+1c0mlVwrLktgAAAMBWI+l4aaKsH0Vd4f4png+LL0aScqrnpOQVd8+XzVa1LQAAALAL6NPx0omkSUONQ56M3JVeP47nh5b9LwrrrmJbAAAAYOuRdBQUahTqvIvnr6XXf4vnRzV7lHRkZpPCKFjLbAsAAABsPZKOjszso7LmVxcVhf68D0hbMpA3zzoorLvMtuVjPJd0Hv/9PzP7n5Z97ov/kvS/mz4IbB3iAmXEBKoQF6hCXDz77y4rkXR0EMPZflI2ulTVcLkHPXdZ7Ki+zLYvxKhbr0be2ndm9t3d37WviX1CXKCMmEAV4gJViIv+SDoqROfuT8r6cBxJupf0a0OzpjwReKpZXlZMNJbZFgAAANh6JB0VIrmYST8TkGNJ/5jZ3zWzg29FTQcAAACwjRgyt4W7L6JJ1e+SPpnZQ8M8Hl0t0xGcTuT90eQMVYgLlBETqEJcoApx0dNO1XSY2ZFW07zosTzzdxt3X5jZTNKlpCtlw+vmip28u3iq+PeQbdFB1QzzAHGBMmICVYgLVCEu+tuZpCMSjvL8GEMtJL0ZsN1XZUnHsZlNC4lL19qHPLEorr/MtgAAAMDW25nmVe5+7+62oserhMPMjs3s0szqZiPP+3rkihP15clH7bahqtP4MtsCAAAAW29najrW4EpZwf5A0lnPbb/Fc1tfj6mkRSl5WWZbAAAAYOuRdDx7VFaw/7tuhVItyG3Fvw8bts2TivJs5stsCwAAgMSiDDjTczP3qaRvNaOaosLONK9ag1vVT/6XO4rnFx3Ro/bhWtL7hm3zZZfFF5fZFgAAAGnFJNE3kubuPovHWSxbVX/j0TN33/QxbA0zu1GWeFQ2YTKzB2WZ7Vt3vy8tm0p6UE3iEkH53d0vKpYN3hYAAABpFMpor8p+sfxGWfP3vk3z9w5JR0EE1qWkq+JQaNG86UrSO0l/1NWGmNmppLmkk2JNiJnNlXU8/70hoRm8LfqLuxZnbYkc1anjFZ+5C2XXNu/P9V3SrO2zRlyMU8TEJ72Mh5su15WY2A9mdinprutwqcTF7jOzK0lH7l7ZDL5QC3LYdzqGfUOfjoIIlhMzO48gy394niTdq6EWJLa/NrN7STMzk7IvmfwL5m3L3x68LQa5VHZNa8UXyaVeJ4IfzeyO67K74vN94+4nFa//MLPappbExTjFDZ5/8+sXN5veS7o0swtl3/+V3xnExHhFHEyV3XScxb9nHbclLnZcXP9TNUwE6O63UW6bKbuRhRrUdGDvROHio6TruupQqlPHK+5UzuvuSJnZD2U3HF7dtSIuxsnMPirrq1fVvLU4RxQxsUfi2l4pG2gmH2TmSlltaGNNBXExDlH72XrN43fjqa42BBk6kmOvNM3DUjJXVgipqw2ZSzrtsT9sj/eSbgqjwpXlI8qdViwjLkYm4uCwrmYrrnV+l3NesQoxMVLu/ujub929bZCZKsTFOPwWz23Nph4lTRt+VyCSDuyfmaTPTSsUqlNv69Zx93xZp2p2bJW8uUTdj30+AeeLO1bExWi9V3Yns0k+cuCLRJSYQBXiYlTyJKKtT23+u3GQ8Fh2HkkH9oaZnavbsMP5bPMPLest9HJmeuyGEzW0z9dzMlIeBpG4GKe3ymq+qmoxJP2s7ZD0qraUmEAV4mI8+iYR1HQ0IOnAXig0oWjsPB6oTh0xd79taSrxLp7Lk3ESF+OUFyqGFP6ICVQhLsYjvzZPjWs9o6ajAaNXYV/M1b0ae0h1KsMZj0B0KJ5IuqgYqY64GKeZXnYUfqVYu1HqSE5MoApxMR7UdKwQSQdGLx9Du8c8J3zJ7KGIk0+qmaRTxMUoRRLRdkMirwUpt9EnJlCFuNhfJI8NSDqwD1onASyhOnUPRJOGT8r6cBwpm7fl14bklLjYX/n3Rzk5ISZQhbgYj74dxLte871E0oFRi86htR1Ea3CXag9EcjGTfiYgx5L+MbO/a8ZjJy72UIzTfyTpS0WfMGICVYiL8ejbQoKajgZ0JMdoxaRe/9ZNArdCfMnsOHdfRJOq3yV9MrOHFXTuJC52XMTAX5Jue9aW1iEmUIW42F55+aFtPpW+tVt7iZoObEwkBauoVn6sSSwuBhYUqE7doDXERS13X5jZTNnQylfKhtfNERcbssGYuJL03d1PapYTExu0ye+KFsTFeHyL57abUFNlM8yTQDYg6cBGxI9FeR6EoRaS3pT233VOjrr9dUF16oqljouOviqLnWMzmxYKI8TFBmwqJszsUpIaEo58f10QEyu2Jd8VTfvrgrjYfvngEYd1KxRqxcvDrKOEpAMbEW2jLcW+C3NyfBm4C6pTNyRlXEg/R6g6kzSvu7MZtR35f48l5XFEXGxA6pioEn3Bpi0Jh0RMbMwm4qIH4mIk4vfgWtJ7PQ8oUfY+nofe6NwbJB0Yo3eSTqMDaJNTM8tnjF24+9v4N9Wp43Wl7LoeKEs++iAu9kDUknZJOCRiAtWIi3GZSXows9Oa4dQvVD3QBEpIOjA67n6r5qrQqaQHSdfuXlXwpDp1vB6V/dB3mghOL+dlIC5GLm5UnNR8L+TL7wu1ZMQEqhAXI+Luj2Z2JmluZsXPf14rKnWffHivMXoVUBJ3nfLq1DpUp+6mW9VP/pc7iucXnUuJi3GLPgIf6hKOcEJMoA1xMT7xm3EiaWZml2Y2N7MrZSNkvqW2qhtqOoBqVKeOkLvPzOzGzL43/Ejkd66qCp/ExQhF7dZFS8IhVbfRJyZQhbgYmbjhsIqhs/cWNR3YR/md7NpOfvHlklenvliP6tSddyHpKtru/2RmEzO7UfT3qCoMEBfjE81c7pSNVvbQ8PCq7YmJvfJb6bkWcQG8Zu6V36PA6ESn8QO97tz3KOmyahbq+LHIfxgWyhKVbzUzVmOHRNJxoueO5U+S7iV9bqsqJy7GI5pItA06kfvT3SsLisTE+ERC+o+evyOKvx0LZd8ZC2U3KSpHwyMugGckHQAAAACSonkVAAAAgKRIOgAAAAAkRdIBAAAAICmSDgAAAABJkXQAAAAASIqkAwAAAEBSJB0AAAAAkiLpAAAAo2Fmp+VZwHeZmR2bWdcJLIGtRdIBAABGwcw+SlLdDOG7yN1vJU3N7HzTxwIsg6QDwMqZ2aWZ/TAzLzx+mNlVx+1fbZv6mHeRmV2Z2V2fc1va/rTiXLuZPcR+7+LfP+L5ysyOU7yXVJY9R9gdURtw6O7Xmz6WVXP3PyWdmdnRpo8FGMrcfdPHAGCk4q7jXJLc3XpueyXpWNLv7n6f4PAGM7OJpPeSvrr7YoPHMZV0JOlK0q27nwzcz0RSntgdVt0lLrznuaRHSWdNd5PHdo6w3SLe7iS93WS8pRSxfOPuh5s+FmAIajoAJBN35xbSzx/MPr5J+mPdCUfHttNzSZeS/kp8OI3c/THu6i5VyCoW0uoSCXdfuPsXSb9KepJ013JNR3WOsDqJ+ifMJc3HmnBIPz+b13kTMmDXkHQASO1rPF/03O63DTWT+NBhnRtlhdi/Ex9LV08r2EenwlokHyd6TjwmNauO8RxhNbp8xjqL5Pd9JMVj91nSp4bPHbC1SDoApDaP586dIKPd8rc0h9P4dzvVxrj7tbu/GWPb8R4uJE1UU5PBOUKVRKNKzSTtQ8KR10reKmu6COwUkg4ASUWTgHtJkx7NKi60mUIEw1J2FCPq3Esa1fCkSC7FZ+y9tqdGbR3+VpZoATuFpAPAOlzGc9cmVgcbapvdtwnYvruNZwpA6Gqln7F8NLVtG2wisXwIXZJ97BSSDgDJFdpaH7f9UMZY9Gu/a2lmN5L4Ee/nJp5p6oFWiT5jJ3pOfvdC3JB5VDa6H7Az/rPpAwCwN74o69dxoeY74yfufla3MEZu+U3Zj66U9SuYl0ddigLOgbJCzhd3n0VCcxivPRZeK959PTazu+K+3P1tYb+Xkt7FPm5bjvW4sO/HONaraJpUtf5Ez31ffom/8S1GAdtG3+N5YmaTvHaqyzmKc1M158CtpHd5olq6jl/d/aJwHaXnQuznZe52L3Pu+17n2KY1jmve+5Gyjtj/xvYTSbP8vReWK7Z7sXyZ4+l4TIex/HPhmHp9xno6VkvSkfo8rvM6FdwrS7j2oi8LRsLdefDgwSP5Q1kB0yX9aFhnqqygU7fsTtLHiv3+kHRasf55/M25pI+SjmLZTbw+LW3jygqLTe9jqqxduisbM79uvXkc76T0+mn5PcTrE0mXFa9fSnoo76e0zkPTsXS8Pj+yn4Te23k8jrqeozg35zXn9kcxBkrX8SrOR/m65X/r1Xntco6WPPd9r3PnOC6dx6v4dznOP+axrKwAfl5anp+7o5rjH/K56nxMNfHS+BkbELenLeskPY/ruE51cbeq88iDxzoeGz8AHjx47M8jCjcu6bhm+byqoBLLHuoKK4Uf9FeFw0JB4Lzw2lFNgbBzgSgKO3WF2Hnd8dS9T2UF3LqCYe3fKpybTScdr65p1XErK+A3JZ7nqkg8C3+nLj7yQltlAbTpHA099wOvc+84zo+hKmaLcduy/FVSNfR4ehxTVSK36qSj9vtk4DEPOo/r2H9p3XNJD6s6jzx4rOOx8QPgwYPH/jwKBcO6Qlxd4aftbu0kltcWVjseX5+ko7IQq+xOZuWxxPLLWF6+0/lQV6iOgkzte2gqUPe4NimSjlfHpecar7rkobK2qyluSu+hMqFpOkdDzv2Q6zw0jtuuTeH465KfB1XcFV/yc9XlmKo+HytLOgrH17V2IMl5XNf+S+ueDvm88uCxyQcdyQGsjb/sUP5icqsYTreuA/lFbF/Z3tmfR7qq6iMgZe2f1yXvr3JTs/xB2aR55Zm/71U/Qd9WjsxTuoaVM5mXxTVcKJtY8LQcB571Ibis3Lh9AsOv6jc0c27IuR9ynZeJ47bzu/D6Ed8WygroZct+rtqO6aBl+bLy/fcZ6S7FeVzn/ovrAjuFjuQA1u1a2V26c0nFTrofvL5T9pGkRXR2rbNQfSGnU4F4Rd41/U3POia/6pxcfu8xylfewfQoXps0FFg24edIRF7qcNzid0n/KGtqIjO7V9YZ+Mbdb3vuqyjvnPybsjjrZOC5H3Kdl4njtnMy5Jzt0ueqypBZuVOcx3Xu/4Ut/E4AapF0AFi3z8qSjgtFoSwKeZU/xoUhdp+8eSShpmVPA45zqKnUuxAu6ed7vVBWGLxXVvPzXVkhehuHx8wL3r1mHY87629iVKMTZe/to6SPZnYr6WxgQSq/zr2HZR1w7ntd5xXF8cps2/EMtPeFbRIO7BKaVwFYqyhwPiqb3CovzF2ovknNOhOGSoXj7LNNr7uwUQB/kCR3P3H3mbvfb3mhIq8hqLt2lfJz4+5f3P3M3d9IeqOsydKxogZkgPyOfK+YWebc97jOG4/jkq06niGfsULCN6TGY9dNRNKFHUPSAWATyjOUT+vuGPvzRFgbmbgvCpV1bdqr5HNXvGtc6+XfOFZ2Tq7dvXV2722YiTjmGTiWdO8N81HUbHdeft3dF3HH/UwdJpGskc/1UNfPoup4hp77Xtd503Fctk3HM+AzVpa678g2OtCWJY5AG5IOAJuQdyg/7TgD+Vxqvxva0jZ9qAP1u6OYJ1SNhahSZ+c8+aqrMSgXDIcWylfpr3iunRyxwYe6Be7e1FSr7Y72e2WTPvZp7jX03A+5zpuM4yrbcjx9P2NFC21B4rQBh9p8nxqgF5IOAGsXd1nzguG8rZAYo17dKgpJVaLgtOyP8L1eF2Cmer6r3Srey7WkeV3Tm7jbX3V3tu7OZX5M+TaThnWH6txExcyulBW2TwZ2+j5qKeguavb7ruGcflT2HoYkQVLPcz/kOq8xjssqj29Dx7P0Z6zku55ruFJL3Yyrz/6PRNKBHUPSAWBT8jvFXzuufybpKQq8L0TB6Kgheel6J/RSWYG4ePf6rGZI0QPVN+v4Q1lh7p9yjUTs+0Nh+OD870rSp/KOzGwe+5OeOzT/Uupv0HQsrYqF5qY+CmZ2bmYPys7n2w7NqpqO66yqtsbMLvX8fsu+SzqvGG75XNm5q7tWTceyzLnve52lYXE8UXMMH6i5wNp4HQYczzLH1Ocz1sVNy3EUpTyP69h/0Tv1aEYIbANz900fA4A9FQXYXnfLo7lK3jwn3+6mXAAuFI5zC2V3sxv/XhRgL5QVcBfKZgh+LCy/08smNQtJn6tGACoc65Oem488VBRE874Cc2WFkntJ/8aiL+6+iH19ivc8c/fHmmO5bRh6uOr45npdUCoXACeF1/9uq5lqOkdR2Hzn7l+iduKXwnv9Jfb/qgBqZq6s38VZYbvisc2qOn53OUdDzn3pb3S+zhXbSDVxXBPD3939pOG9tS1/dPdXNQNLfq46H1Os0/gZ6yPi6c7drWGdpOdxndcp1p8qG/jgzZYPNAG8QNIBANh6xaRj08eC7RKF/os+AxrsskjazoqJHLALaF4FAAB22aWeBwTYB01DjANbi6QDAADssi/KRhUb/Xwd0bRq0nOENmArkHQAAICdFf0aPqthFK4R2bdaHYwISQcAYKsV7mDv43wM6CAGcnhXGhVrVKKz/2Jf+q5gfEg6AABbKzoJ/4j/HpnZj6rhXQFlw/+OsrYjEu8LBlLALmP0KgAAMAqF+VFmmz6WVYpE+9VwzcAuIekAAACjkU/UOJYCeiRSi7G8H+wvkg4AAAAASdGnAwAAAEBSJB0AAAAAkiLpAAAAAJAUSQcAAACApEg6AAAAACRF0gEAAAAgqf8H40O6FERCJroAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Figures have been saved in V:\\03_Projects\\04_Basel_Project\\13_Tests_on_Type_E_walls_with_plaster\\09_Zenodo\\02_TEST_DATA\\01_WALL_STRUCTURAL_BEHAVIOUR\\OUTPUT_PLOTS\n"
]
}
],
"source": [
"for test in range(test_number):\n",
" legend_tmp = str(test_unit(test)) + \" ($\\sigma_v/f_{cm}=$\" + str(wall['alr'][test]) + \"; loading: \" + wall['LH'][test] + \")\"\n",
" lim_x_low = -45 \n",
" lim_x_upp = 5\n",
" lim_y_low = -300\n",
" lim_y_upp = 0\n",
" plot_one(where_to_save_pic + os.sep + 'Test_' + test_unit(test) + \"_N_vs_v\",\n",
" sc_tests.dataset['Test' + str(test)]['v'],\n",
" sc_tests.dataset['Test' + str(test)]['N'],\n",
" 'k','Vertical Displacement (mm)','Vertical Force (kN)',\n",
" legend_tmp,'upper left',lim_x_low,lim_x_upp,lim_y_low,lim_y_upp,None,32,12,10,True)\n",
" \n",
"print(\" Figures have been saved in \" + where_to_save_pic)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.7</span> Plot loading history"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section plots the <b>u-sampling step</b> diagrams for each test"
]
},
{
"cell_type": "code",
- "execution_count": 31,
+ "execution_count": 154,
"metadata": {},
"outputs": [
{
"data": {
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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Figures have been saved in V:\\03_Projects\\04_Basel_Project\\13_Tests_on_Type_E_walls_with_plaster\\09_Zenodo\\02_TEST_DATA\\01_WALL_STRUCTURAL_BEHAVIOUR\\OUTPUT_PLOTS\n"
]
}
],
"source": [
"for test in range(test_number):\n",
" legend_tmp = str(test_unit(test)) + \" ($\\sigma_v/f_{cm}=$\" + str(wall['alr'][test]) + \"; loading: \" + wall['LH'][test] + \")\"\n",
" if test == test_number - 1:\n",
" lim_x_low = 0 \n",
" lim_x_upp = len(sc_tests.dataset['Test' + str(test)]['ss'])\n",
" lim_y_low = -0\n",
" lim_y_upp = 90\n",
" else:\n",
" lim_x_low = 0 \n",
" lim_x_upp = len(sc_tests.dataset['Test' + str(test)]['ss'])\n",
" lim_y_low = -45\n",
" lim_y_upp = 45\n",
" plot_one(where_to_save_pic + os.sep + 'Test_' + test_unit(test) + \"_LH\",\n",
" sc_tests.dataset['Test' + str(test)]['ss'],\n",
" sc_tests.dataset['Test' + str(test)]['u'],\n",
" 'k','Sampling Steps','Horizontal Displacement (mm)',\n",
" legend_tmp,'upper left',lim_x_low,lim_x_upp,lim_y_low,lim_y_upp,None,32,12,5,True)\n",
" \n",
"print(\" Figures have been saved in \" + where_to_save_pic)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.8</span> Calculate envelope curves"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section computes the <b>F-u envelope curves</b> starting from the experimental curves. The envelopes are save in the dictionary <b>envelope</b> having the following structure:\n",
"<ul>\n",
" <li><b>envelope.positive</b> = including the positive envelope </li>\n",
" <li><b>envelope.negative</b> = including the negative envelope </li>\n",
"</ul>\n",
"Inside the dictionaries <b>positive</b> and <b>negative</b> the following variables are contained:\n",
"<ul>\n",
" <li><b>F</b> = horizontal force </li>\n",
" <li><b>u</b> = horizontal displacement </li>\n",
"</ul>"
]
},
{
"cell_type": "code",
- "execution_count": 32,
+ "execution_count": 63,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Envelope curves have been calculated for all test units\n"
]
}
],
"source": [
"# loop over the test units\n",
"envelope = {}\n",
"for test in range(test_number):\n",
" \n",
" # initialize\n",
" envelope['Test' + str(test)] = {\n",
" 'positive': {},\n",
" 'negative': {} \n",
" }\n",
" u = []; V = []\n",
" uPos = []; VPos = []; indPos = []\n",
" uNeg = []; VNeg = []; indNeg = []\n",
" uEPos = []; VEPos = [] \n",
" uENeg = []; VENeg = []\n",
" \n",
" # tmp arrays used for brevity in the notation\n",
" u = np.array(sc_tests.dataset['Test' + str(test)]['u'])\n",
" V = np.array(sc_tests.dataset['Test' + str(test)]['F'])\n",
"\n",
" # define type of loading\n",
" if test == 5:\n",
" # monotonic\n",
" type = 1 \n",
" else:\n",
" # cyclic\n",
" type = 0 \n",
" \n",
" # calculate envelope response\n",
" if type == 1:\n",
" uEPos, VEPos = fEnvelope(u,V,1)\n",
" uENeg = uEPos \n",
" VENeg = VEPos\n",
" else:\n",
" #positive response\n",
" uPos = np.array([val for val in u if val >= 0])\n",
" indPos = [ind for ind in range(len(u)) if u[ind] >= 0]\n",
" VPos = np.array([V[ind] for ind in indPos])\n",
" # negative response\n",
" uNeg = np.array([val for val in u if val <= 0])\n",
" indNeg = [ind for ind in range(len(u)) if u[ind] <= 0]\n",
" VNeg = np.array([V[ind] for ind in indNeg])\n",
" # envelopes\n",
" uEPos, VEPos = fEnvelope(uPos,VPos,1)\n",
" uENeg, VENeg = fEnvelope(-uNeg,-VNeg,2)\n",
" \n",
" # apply corrections\n",
" if test == 0:\n",
" uEPosTmp = []\n",
" VEPosTmp = []\n",
" oo = 0;\n",
" jobdone = 0;\n",
" for kk in range(len(uEPos)):\n",
" if kk > 44 and kk < 56:\n",
" if jobdone == 0:\n",
" oo += 1\n",
" uEPosTmp = np.append(uEPosTmp,1.05)\n",
" VEPosTmp = np.append(VEPosTmp,66.03)\n",
" jobdone = 1\n",
" else:\n",
" oo += 1\n",
" uEPosTmp = np.append(uEPosTmp,uEPos[kk]);\n",
" VEPosTmp = np.append(VEPosTmp,VEPos[kk]);\n",
" uEPos = []\n",
" VEPos = []\n",
" uEPos = uEPosTmp\n",
" VEPos = VEPosTmp\n",
"\n",
" # save in dictionary\n",
" envelope['Test' + str(test)]['positive']['F'] = VEPos\n",
" envelope['Test' + str(test)]['positive']['u'] = uEPos\n",
" envelope['Test' + str(test)]['negative']['F'] = VENeg\n",
" envelope['Test' + str(test)]['negative']['u'] = uENeg\n",
" \n",
"print(\" Envelope curves have been calculated for all test units\")\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.9</span> Plot envelope curves"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section plots the <b>F-u envelope curves</b> for each test and for the two sets of tests investigated in the campaign. The plot of <b>Fig.5</b> and <b>Fig.8</b> in Godio et al. (2019) are reproduced"
]
},
{
"cell_type": "code",
- "execution_count": 33,
+ "execution_count": 156,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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mUk8HTah1UJuPWC7VSA+bLMv68qVi+9RJ1AD0x1VV1XsDMv9nGE1WWg3lPEeh3gxx31SsEFdqg1+8F4W2LzU/h6h/rfNz5Ht+BiAEsKeDaFrL7Lkwsm1q40dRFP3Lu5RVr1J1dXWlfWGIVZeMHK+cq5FGv5xEcFUsA7h4PWrRUAoGg7BYLBV9oYrGwEzKSfJRUetzvRKlPJ8YzpQZGIneUavVCp/Ph5aWFlgslrznorggMJ0bkB6PB6FQKOvihViFL9+QrVrp6+srOT+Hx+MpeBFiOufnyGU6ny80udjTQRUzeqV/9+7duP/++2tbmKtMKVczxZdU5petx+OB3W6Hz+erSl6BQCCgXznL9wUmGkTlNPTFPsV6PERjvVCdIpEIVFWtODDIx+fzVTQnQTQcZmLAUa05MtO5QVLrc70SRuZFCKKMqfv4/X44nU64XC7DQ8NkWa7Z3Khqsdls2LFjh/4/T1EU+P1+dHd3T8kQuF27dum/l5I1vNDnYjrn50jFHg7KxKCDaJozmlxJNCzyTaYOhUIIhUIlXemKRCJYvHhx2n0mkwlOp7NoYx+orCu/2JVcI409MQa9UI+R1+tFNBpFW1tb2lVQq9UKRVHShqulikQiiMViFQVypU4i93q9+pe4qqowmUywWCx6IrSuri79irXI0RCNRiHLMjweD1RVxbZt27B48eKKkqOJBms1iFwK09FknevlEHM1jAzrygxuQ6GQXi8jr7248GGxWPTkepMdZBnl8/kQDocRi8X0Hg+TyVR24s5Kiec12uAX+VIKSQ0iput8DiD5P7qU4Jiufgw6iKY5t9ttqGHY1dWV94tt586dWLt2Lex2O8LhsOEGw7Zt27LGfovVegrZsWMHZFkuOxOtGINeiKIoBVeiUVVVH/6U78vW7XbD4/EgEolg06ZNWUMvCg2rqUbPkWg8FGuwqqoKu92e1gAOhUJwu90Ih8P6Sj979uyB2+2GoihpjUlJknDHHXcgHo/r98diMbS1tWHz5s0lX410OBwfiSzDk3GuV0IkAix0MUH09qWe28WGJmbWWRzf6XTqK2ZN1/c/dd7JdCijCDqMNPgjkQj8fn8yn0EBpc7nKHV4V7VEo9FpG5zS1OCcDqJpTjQ4C4nFYvB6vdi+fXvOx2VZRjgcRktLC6xWa9GMvuI5c10FtVgs+pXEXEKhECKRSFawUor29vaiVybFilH5yrFp06aCGXFFBmIg2XDMvCInMhnn09nZWfHVfpEhuNhV0E2bNsFqtaYFOT6fD+3t7WlXncXE9lzv27Zt29IaYfnG+U9X5Q7rMbJfMBjM+Zmo9Fz3+/1FP2uVEEu8FuqtEEOMcm2T7yq0qK/oTVRVVZ/v4XA4Cj5fsSzotaYoCpxOZ1nnS77zoFyxWAx9fX0Aijf4xYWPYhcySg0iOjs79d8r7eko9TWNRCIMOiidkWQevM28G5MDXh0cDofmcrn0rMgejycrUVkgEDCcwVscE+PJtTITYSUSCc3n82kWi6VgIiiRBTnzOUVZfD6fwRrmJjIpF/OpT30qa7toNKpnIC8ktX4mkylnsrF8icS6uroKJkgzCgaSdYlEfPkS1KXWA0DWay+SD2YmJRNJ3KY7i8WiATB8fpe6X2om6lz/o8o916uZ4VqW5bzJIxOJRN4EgSKZaOZnuVACP5fLpSfSE3XL/BzYbLac+4oM4siTrNNIfTRN0/fPR5blvI+Hw+GsZHgYT6BnMpn0+mWqRUZykVSv0DHD4bD+PznX57TQMY0k6xPJZCtJ0lfuZ7CU7yUybjq2pcCM5B/tG4OOq4PL5UprbIqAQFEUzWQy6Y3lUjPFpmY3F1/gJpNJs1gsJX1JiGNYLBbNYrGUVZZcRKOnmF27dmk+n0+z2Wyaw+HQG0OlZP0VmX0zGyLRaDTvccTzVULUsVhwJd5no8fLfP1FIzCTy+WaltmCRdCoKEpW41Gcp7kavOXul0gkNEVRNJvNVvB/VKnnujiuLMsFM5oXIhqMqQ3nfMG0z+fTL1I4HA7N4XAUDP6j0ahms9k0i8WiuVwuzePxpF3UCAQC+muWq56BQEBzOBz6fqmNeVFWRVHSPie56pOadVxRlKzHUz8fufbP/PyI+vt8Ps3n82mBQEDz+Xyax+PRHA6H/hyZ2c5Tz4NK+Hy+vEFPoSzhhQKDfMfM9RpqWvL/U6Hti/1/LPezlHmMQhdLqHzTsS3FoOMjfmPQQTOdoihFvxyrcU6JL/RMmV/kqXIFKeU8b67GT67nytfjksrj8eSsh8PhyBm0KIpi6LgfJbX4HxUIBKoSiFNxIoAqRvQWTMb78lH93hMXyKj6puM5ZTTo4JwOIpqWnE5n3pWjqqmrq6ukxHzBYBCKolS8/KSYa1JosqsYQ20koVlXV1fOMdu5JhmL5GNiXkwt5x181E3nlZ6uJmIFNyOrcYn5WuXmLqLifD5f1Va4o6sHgw4impYcDkfOJF/VpqpqVqNQrHqVSzlfpqqqwmq16hPXgYlgoNDKUbIsF3zc6/Xqv3d3d2dNLBWTTjPvDwaDkGU5bQlVqo2LFy9OdRE+EuLxeMmrsE33nCMzlchsX428UHR1YdBBRNOSLMvo6OgoKSt7OaxWq76KFDDRUM/Vk6GqKkKhUMlfpp2dnQiFQvqqM+JL2chV2Y6ODuzYsSOrHG63Wy+HOF5moJRvac2LFy/q9/n9/mmxtChRJcT5HAwGi24rPos872tjsnqpaeZhng4imrZcLhfMZjMikUjNsum6XC5Eo1G43W69JyIzX4fQ2dkJk8lU8nCZ9vZ2yLKMnTt3AkjmV3C5XIbq5HK54PV69cSAIstvasAihvBklisej+cMkJxOJ5xOJ7xer+EEY1Q6r9fLISaTKBwO67lV8n2G/X4/PB6PnjSTqkv0ok52IkKaGRh0ENG0FggE4HQ68+bbqAajV+XKHadsMpnSem2K5VbIlK8BJVgsFkSj0az78yXxUxSlpq8nTeB8jsmjKAqi0aiecT0zqBDDHHN9VqhyqqrC5/PxfwvlxaCDiKY1kdhMZA+fKiLx3ubNm8va3+VyFQ0e6OrC93tqWCwWXmmfAlu3buWwKiqIQQcRTXtiCNBUrwTk8/k4JIOIKEMkEtFXBSPKh0EHEc0IU/1lpigKJ54SEeVQqzl3dHXh6lVERERERFRTDDqIiIiIiKimGHQQEREREVFNMeggIiIiIqKaYtBBREREREQ1xaCDiIiIiIhqikEHERERERHVFIMOIiIiIiKqKQYdRERERERUUww6iIiIauDy5RH87/99HLfeegpbtx6d6uIQEU0pBh1ERERVpGkafvSjD7Fs2RW4XKvw3nvL8atfzcPJkydzbh+PX8E//uNRfPGLRzA4ODrJpSUimhwMOoiIiCo0PDyM999/H6+++iqCwSC+/30JDQ3A9773Ae6993XE4y3o7Pw1RkcngoqXXz6Pz372KJYv1/A//sdqPP/8Grz+emIKa0FEVDv1U10AIiKimezAgQN49tlnMTQ0BAAYHZVw8uR/wWc/m0Bf37NYsuRGaFodolEgHA6jvf0OfO1rR/Af/7EWDQ3DuO++07jxxjH867+uwblzw1NcGyKi2mBPBxERURlOnhzAD394BFu3nsH27Xa88sr9AIDTp5fj8uV61NW9ihUrVuCaay4AAOrqbsRLL72Ce+45jP/4j7XYtOkYjh8fxc6d1+HP/3wBAODcuZGpqg4RUU2xp4OIiKhEqjqItjYJQ0NrIEnXoalpAEeProbLBbz+erK34hOfGMLDDz+MAwd+DACYNetmdHYuw/79Cv7qr47jhz9chbo6CQCwbNlsAMCFC2NpzzM6quHIkX588MFlHDw4hJtvbsRnPrNkEmtKRFQdDDqIiIhKtG/fCQwNXY97730Nn/zkazh1agX+/d+/jgMHFJw82YuWlov42tcexODgIBobr2Dp0mG8+eZFHD26GmbzfvzoRzelHW/FikYAwMWLyaDjnXdO4atflRCLLcHIyDwA8wAAy5bFcebMpFaViKgqOLyKiIioRAcPJleiuuaaC5g9exh/8zcmzJvXjyefTKC3dwEWLerB4sWLMTAwAABYvrwXp04twJUrs9HaOjvreAsX1mPWrBGcOzeKH/xgNyyW+Th6tAUPP3wC3/nOEfzoRydw113HcelS06TWk4ioWtjTQUREVKJDh04BABoahmE2m7Fx420wmw/h7bfXY86cIdxwwzkAQH9/PwBg/vwT+NOf1mN4eDYaG5MrWI2MjOA3v/kNDhw4gLVr16Kp6UG88spi/Pa3KzF/PvDKK3Vob1+jP+cf/nAEb73ViNFRDbNmSZNaXyKiSrGng2gaCwaDaG5uhiRJabe2tjaYzWaYzWa0tbWhubkZZrMZTqcTsVhsqotNVxG73Q6z2Yzm5mbY7fapLs60cPnyZZw/fxkAMHv2MNauXQsAWLv2IIaGGnHp0iIsWjQIYCLoWLDgFAYHk0OomppGMTg4iGeeeQZ//OMfcd1112H//v2YM2cIqtqMVas07N3biPb2hrTnbWkBAAlnzw5OTkWJiKqIQQfRNGaz2ZBIJJBITKzdH41GEY1GEQ6HEQ6HEY1GkUgkEAgEAABtbW1wOp1TVWSoqgq/3w9VVafVsag8Ho8HHR0dUFWV78O4o0eP4sqVZEDQ0DCM1tZWjI6OQtPO6dvIcnrQIVawAgBJuox///d/x9GjR/Hwww/DYrGgoaEBVmsXHnjgFXR2nsaqVdnPe801ya/s06eHalU1IqKaYdBBNAPIsqz/rihKzm0URYHP54PP54Pf75+ywMPtdsPpdGLr1q0FtwsGg1U7FtWOoiiw2Wxp5+BH3eHDhzE8nAw6Fi6sx6JFi/DBBx9gzpwr+jaip6O3txcAcOedi/THVPUkEokEHnnkEdx4443o7OxEQ0MDNmw4gE9+8jUsWJC+gpWweHHyK5u5PIhoJmLQQTRDGG30ORwOKIoCv99vqGFfbVarFbIsY8uWLQW327FjR9WORbXXkhzbQwAOHTqE4eHkZPCVK5PDH/fs2YO6uols483Nyd6ISCQCAPjsZ29EY6MGAJg9+wq+/vWvQ1EU/OY3v8H58+fxpS99Sd9XknLP11i6NDkN8+xZBh1ENPMw6CC6ClksFgDGGvbVJoaE2Wy2vNsYnXdi5FhEk6m3txevvroKwWDynLzuumtw9uxZHDt2DDfcsE7fTpbTh0CtW9eGVauSK1nNmwcsX74c3d3d2LdvHz796U+jra1N3zZf0DGRy4MJBIlo5mHQQXQVEg0YcZV1upmKHhiiajhw4CR+9auJXom1a5ehu7sbs2bNwk03bdDvb24ewvnz5/W/+/v70dR0FACwYcNKXLhwAS+//DLWrVuH++67L+058gUdK1bMAQCcOJF7+BUR0XTGJXOLkCTJByCsaZrf4PYKADcAMeNSAbBH0zRvLfclShWNRgEYH5I12Xw+H0wm01QXg6hk//APF9L+bm1txs6d/4lbbrkFTU2N+v2LFg2ju7sbALBu3Trs3LkTzc2LANyIpqYx/P73v0dDQwO++MUvZgUZ+YKONWvmYskSFV1dc6pbKSKiScCejgySJMmSJJkkSXJIkhQF4ABgqOUmSZIFQBcAj6Zp7vGbffyxcK32JcokGjtTuYpVPlarlcv60oy1f/91aX/H4ydw5coVmEwm1NWlBgsj+OMf/wgAGBwcxN69e7Fy5QnMmjWCY8fewsGDB/HJT34S8+bNy3qOfEFHXZ2Ez30ugf37r8WHH/ZWrU5ERJOBPR0pxnsaAgBiAHYg2esQKGHfLgBmTdPSWlSapnklSbJKkhQQgUS19iXKFAqFEIlEYLPZ4HA4cm4TDAbR1dUFWZahqiri8TisVmve7cUxM1ksFnR3d+v7OZ1OdHd3IxaLwWKx6Mv4AoDf74fP50s7ptlsTjteODwRXxc6ltPpRGdnp76EqyzLcDgc8Hg8acdzOp3w+yc6KV0ul76N1+vFnj179NXAVFWF2+3OuzqYUUaPa7VaEY/HEYvFsHnzZvh8PkQiEezYsQOLFy9GNBpFPB5HR0dHWq9QNepeq/qXcl7lqr/f79d76URgmln/XGr1Xma6cmUMp08vR3NzHIlEcmL98eNH0dDQgJWSVuO/AAAgAElEQVQrV+L48YklhQ8dOqT/fvz4cSxYsAAbN57BqlVPoLFxCM3NzbjzzjtLLsN//a8yfvYzCT/60UX84AcLKq8UEdEkYdCRYrzBr7eCJEkqZfaqB0BM07R8g+g9ALokSVIyA4sK951y3/428O67xbdT1dsxTUf7lO3224HvfW+qSzHB7/fD7XbD4XCkNfAFVVWxdetWtLS0ZD3u9XphtVoRCATShmW53W60tbXB5XKlbR+LxWA2m9MalG63G5FIBHa7PSung8Ph0LeVJCkrkMhU6FhiaeD7778fr776KgKBgD55PnM7INnzs3PnTsiyjFgsBrvdji1btqQ9fyQSgdlsxvbt28uauF7qcUWQYbfbEY/H9XkumYGB2WxGNBrVG9Ci7na7HcFgsKS6l1NOI8o5r3w+H0KhEJxOJ+LxOJxOp37uCsFgEGazGR6PJ+v8q1VdCnnzzQRGRhajtfWkHnQcO3YMq1atQl1dXVaW8Dlz5mBoKDmh/LOf/Sx++ctf6itYWa1W1Nfn/grO19MBAB//eDNWrz6P556bhx/8oBq1IiKaHBxeVQWSJMkAbABC+bbRNE085q7WvvTRZLfbs25WqxVWq1VPGJgr4BD7Asj5uMvlgslkwqZNm/T7RHK+XFeqFUXJurpezZwORo71yCOPAAC6urrybiPLclqD12q1QlGUrEasyWRCR0dHziDHiFKPm1o/VVURi8WyGsjiWJmvM5DsAQBKq3s55TSi1PMKSNZfnFfBYDBnz4TNZoPP54Pb7c65+ECt3st8du3qAwC0tp7S7zt79iyuuy455ErECpKUnOh944036tvddNNN0DRN/3vDholJ55kKBR0A8PDDfTh2bAn+8IdEwe2IiKYVTdN4y3NDMhjQALiqtF0CQLRa+xa6mc1mbbrZtWvXVBdhRpNlWQOgJRKJsvYPBAIaAC0cDufdJpFIaAA0j8ejaZqmhcNhDYAWjUZzbh+NRjWXy5V1v6IomsViyfs8ADSbzWao3IWOtWvXLs1kMmmyLOfd3+Fw6L/7fL6Cr4Gof646FVLJccX7mk+h+pdS90rLma8c5ZxXqQAUPFc0LfkaZdazFu9lsf9Rn/1sVJszZ0B75JH/0ABNAzTt8ccf1w4fPqxpmqa9/XZcAzRt/vxL2uOPP679+te/1h5//HHt+eef1zQtue3jjz+uPfvsszmPLx4/fvx4wXIcONCrSdKo9tWvHjZcN5oa/N6japuO5xSAbs1A25Q9HdVxx/jPYkOfYgCU8d6NauxLZJjb7YYsywXHx8uyDEVRsG3bNgDJK8ayLMNsNiMYDGZdNVYUZconq3d0dEBV1ZxXwoPBoH4VHpi4Ep/vNRA9AqUuNVzpcYvNPYjH4znvL6Xu1ShnLuWcV/meN5/Nmzdn1bNW72Uh+/bNwfLlp1FXN9FjUVdXh9bWVgBAf3/yK3XevMsAgHfHx53eeeedGBwc1PcRPSOpRkcnEgs2NDQULMe6dfNx001n8OKLzRgb0wpuS0Q0XXBOR3WIb8xi/fii5dCSsm0l+xIZIobvGJlYK+Y9iO137tyJTZs26Q1Yk8kEi8UCq9UKi8VS9cm6pRJDlLZt25Y1PKmrqyttyE8kEoEsy/B6869CLcty3kZ+PpUet9zXsJS6V6OcmSo5r0ohFhzYs2ePXs9avZf5DAyM4syZa/GJT7wFSZpo6Le2tupBQnNzcljV7bf/MW0+x/z587F//359n9mzZ2cdPzUoaWxsTHvs4sWLOHDgAFauXInW1lbU1dXBZhvGP//zIvz2t+fwZ3+2tCp1JCKqJQYd1dFS4vapl/Uq2ZfIkFIaXi0tyVNSNA5NJhMSiQT8fj+6uroQCoXg9Xrh9Xr1yeBTnQ/E4XDA6/WmNWhjsVhalmexGlJLS0vOSclCocdyqdVxjTJS91qVs5LzqhSp+6b+nMzX/NSpXoyNyViw4BKSI2KB+vrhtF6LZcuG4HZ70Ng4iKGUhORNTU3Yt2+f/vecOdl5NlKDjqamJgDJ4c979+7Fyy+/jOHhYQDJgERRFNx993WYNasVP/lJP/7sz6pWTSKimmHQUR2ixWX0Gzg10Khk3zSSJDmQzCuCZcuWYffu3QYPOTn6+vqmXZlmkpGREQDA66+/jvnz55e0b19fcgLs4OBg0ffg6NFk1uRYLIbdu3ejr68P8+fPx/r167F+/Xr89V//Nfr6+vDCCy/A7/fDYrHgiSeeSDvG4OAgEolEwec6f/581uPhcDhrGd1CxxLn1Mc+9jEAwN/+7d/i7//+7wEkh988+uij+n6lvAalqPS4IyMjBV+rwcFB9Pb25n3cSN2rUc5c70Ml51WqXOdCqj/84Q9pz1PL9zLf8Y4c6QfweUiSpvd0NDQMo6enR9/n2LFjaGoaTNuvvr4ev//973HkyBH9vv379+PUqVNp2126dEn//Y033sDIyAgOHjyI8+fPQ5ZlXH/99ejv70c8HsehQ4dw5cp+3HDDfOzcuRrPPfdbLFqUne+Dph6/96jaZvI5xaCjOqZFT4eWzJruB4D29nbt/vvvL/HQtbV7925MtzLNJGJ5zXvvvbesngVFURCLxYq+B+fPnweQvIIeiUTwzjvv5Lxi/NBDD8FqtcJut+O6665Lu3rd2NiI5ubmgs+1ZMmStMdVVcU777yTtU+hY6WeU08++SR+85vf4IUXXgAAvPTSS3jooYfStjf6GpSqkuPW19cXfK0aGxuxYMGCgsc2UvdKy5nvfSjnvMqUeS5k+vnPfw4A+NrXvqZvV4v3stD/qJ07k8Oj6uo0fZWq+voRfOELX9CHQ33/+99P2+e6665DX18fFixIz6dx11134dprr02779ChQ9i7dy+AZN2effZZ9PX1YdOmTbj77rtRVzcxBVPTNJw/fx5nzryLH//4Zrz99jz8r/+Vu9w0tfi9R9U2k88pTiSfGpXMyeB8DiqL251ccTkUyrs6MyKRCFRVTQsyduzYkXf7auZAiMfjFQ3TEvXz+/3w+/3YsmVL3m0KvQYACs4TKPTc1T5uqc9fqO6p21WznOWeV6mKLWvb2dmpLzFcyvMC1XvNe3qSvSuSNJbW05E6/yKzHvX19Zg7d27a0Cqg+JyOp556CvX19fjmN7+Je++9Ny3gSJZBwtKlS+F2J3sF33+f1w+JaPpj0FEdqZO8S9m+0n3pI6TSfAMOhwMmkylnzgfB5/Nl5d+IRCIFG3ZiZaJSmEwmfVy+EIvF0N7eXtJxUolJ7R6PB+FwOOeqRg6HAxaLRW+w5hIKhUquT62Oa5SRuteqnOWeV6m6u7vznt9erxeqqmYlkpzs1/zSpWTQkVy5Khl0zJ49pj+eGjQAwN13343+/n709vbi7NmzWLt2rf5YrjkdZ86c0X+/7bbb4HA49FWx8mloGEJ9/TAuX07OAXn//Uv4P//nOL797SP44IPe0ipIRFRjDDqqw2hrUAQWqdtXsi99RKQ2yDIb66XYuXMnAGQtpQokG3fd3d05k80FAoGcz+t0OrF9+/as++PxeMFJxk6nE5FIJG0500AgkLOxXOxYmceNxWKwWq15twkEAmhpacn5GoRCIUQikbJ6cMo9rlgBKp94PG4o4DRS90rKWeh9KPe8Etrb2+H3+7Pq6ff7sW3btrznRq3ey1zefTfZW5Ha0zFv3sRXaOYcjTVr1mBgYAA9PT2QJAlr1qzRH8sMOi5evIg33nhD//vhhx/OGZhk6u29hKamAezcaYYs9+KWWxbiO99Zhe9/fw1uuWUe7rrrOH7xizNcVpeIpgX2yVaHaDEUu6SWa9J4JfvSVU5kak5tlJrNZj0/Rqmr88iyjK6uLvj9fjidTj0btjhuOBzO2sfn8+krJF28eBGLFy8GkGwoOZ3OtMag2WzWA4lIJILm5mZ0dHRklVOM69+6dSva29shy3LWFWujx8o8rs/nK9jQFK9Bah4LcTXcarWWveJRqcdta2tLW42pubkZ7e3teuM8tf6qqmY9Xk7dyylnrvdBrFqWecxSzqvMMrlcLv0cE3UGgMOHD+cddler9zKXsbHkRI66Og2algw25s+fpT9+4sSJtO1nz56Ny5eT+ToyVxKbNWtiv+Hh4bTX8pZbbilalvPnz6O7uxvvvPMObr3Viv37b8TNN/fhzjsvYtOmuViypAFPPNGD3/xmGb7ylSb84z+exfvvL8Xs2YUznRMR1RKDjurYM/6z2IB0BYCqaVrq5bxK9qWrnM1mq+q8CSHXZN5cTCaTHlQYacAVa1xmlqFQOUo5liDLMqLRqKFta/XaGj1usXKWWv9S6g4YL2ep72klyg0SavVeCj09w3j66UcBJHs6hoeTX53z5uUPOiRJ0lecu/XWW3H8+PG0x4QXX3wRZ8+exaJFi9DT05OVoyO9HD144YUXEI1G9Xken/lMF/77fx/EAw88kLZtZ2czenqG8Vd/9T5+/vOb8dJLGr74xXJqT0RUHRxeVR1iwHtbvg1SMol3VnFfIiKqse985wji8WQPX12dhpGRZDJAER9ompYVdIiAAwA2bNiAnp6erOPu3bsX7777Lu677z59/obI0ZHpwIED8Pl8OH78ODZt2oS/+7u/w7p16wAAy5cvz7nPokUN+Iu/OI358/vw05+yl4OIphaDjioY730IAthcYDPxWFqK4Er2JSKi2guHh/XfJWkMIyPJno6mpuRciXg8joGBgbR9rly5AiC5gtXs2bORSCTSHj9z5gxefPFFrF27Fvfff78elGT2dIyOjqKrqws///nPsXDhQjgcDtx7772YN28eTp8+DQAFV30bG7sCs/k9/Pa3QMpcdSKiScego3rcAGRJkvL18TsB+DVNi+R4rJJ9iYiohs6eXaT/Pm9eoz68as6cZNCR2csBQE8GuHHjRgDQ56oAwNDQEAKBABobG/GlL30JdXV1elCS2tMxNDSEp556Cm+++SbMZjMee+wxfU4VMJGcsVDQMTIygrvu+gCjo8DPflZStYmIqopBR2F3ZPzMS9O0GAA7AI8kSWmTwiVJEutE5lzbsZJ9iYhmKjFZvJIV2WptbExDPJ66ovko1q8/AFlO4LHHkoFCrqDjww8/BDAxMVzTxDK7s/H8888jkUjAZrNh/vz5AID+/n4AEz0dmqbh2WefxYkTJ/ClL30JDz30kJ4gNFOheSAjIyNYsaIX99wD/PSngMaFrIhoinAieYrxuRM7kZzU3YKJyd02SZISSK4cpQKwjwcKaTRNC0qSFAHgHp8oqCI5AXyPpmnmQs9dyb5ERDNN6upd+VbFmg5OnBjA4OBc/e/R0SuYP78f3/72D3DDDV8FAHzwwQdp+0iSpA+XWrx4McbGJvJ5XLlyBfv374fFYsHq1auznk/0dOzatQsHDhzAgw8+iFtvvbVgGVMnpmcaHh5GQ0MDvvUt4JvfBN58E7jnniKVJiKqAQYdKcbnV1TUwB8PRpyTvS8R0UxSykpbUykc7gUwEXSMjU3M76ivr8eVK1f0pXEbGxsxODio92oAySAic77HDTfcgLvvvlv/O3X7xsZGvP/++3jttdewceNG3HnnnRWVf2RkBPX19bDbgb/5m2RvB4MOIpoKHF5FRESUx759yUzjspzIeqy+vj4tKeCiRYuytqmrq9ODEuGLX/xiWu/E8PBEINPT04PnnnsOK1euxOc///m8vRiawXFSw8PDqK+vx/z5wJYtwI4dQC+TlRPRFGDQQURElMef/qRBksaweHFyIvjY2MTX5qxZs/ShVR//+Mf1FasEMcE7Nei4/fbbs5bFTe0Jee6559DY2IgtW7bkncOResx8S+wKV65cwezZswEkh1ddvgxMsxFsRPQRwaCDiIgojyNHZkGWVdTXJ/NujI1NJASsr6/HO++8AyC5SlVqjwUAzJs3D0B60HHTTTdlPcfg4KD++9DQELZs2aJPMM9HLJebL0eH0NfXp5fjE58ANmwA/u3fCu5CRFQTDDqIiIjyuHSpDnPn9qOuLjkZPLWnI7UnYunSpVk9HXPnJueCnDx5Ur8vV8+EWLkKAO699149UWAhRoIOTdNw+fJlPYCRpInJ5OOLaxERTRpOJCciIspjYGAM9fWjmDVrFABQXz+xPG1qDwWAtKBj1qxZetDx9ttv6/eL+1KJpYMB4L777jNUrnxBx8DAAN59913s2bMHDQ0NGBsbw4IFC/THv/pVoKMjOaHc6zX0VEREVcGgg4iIKI/BQQmNjSN6T8fcuQv1x/bu3QsAaG9vx8jISNp+dXV1aGpqgqZpWatZZXr++ef13wvN40h1/PhxAMC1114LADh79izeeecd7Nu3D8PDw2hqatITDqYO1br2WuChh5KJAv/n/wQaGgw9HRFRxRh0EBER5aBpGoaHG7BgQa8edDQ1TfQaiB6MXJPIh4eHMXfuXJw9ezbt/sxEfseOHdN/v/322w2XTcwTOXnyJF544QUcPXoU9fX1uPXWW3HnnXfiwoUL+OUvfwkgPei4dOkSHnggjueeWwOP5yz+239bZvg5iYgqwaCDiIgoh6GhIYyM1KO+fgT33fc6zpy5Fg8+OITu7vTtFi9enDZE6pprrsGFCxcwd+5c/Od//mfatqlL4I6MjOCFF17Q/164cCGMSB3W9atf/QqyLMNqtWLjxo16T8qsWRMT3o8dO4Z9+/bhyJEjuHjxIkZHJaxY8Rj+8R9X4JVXjuGZZ5bi2mvzZzUnIqoGBh1EREQ59Pf3Y2SkHg0NI1i8OI6//Es/1q9/JCvokCQpbeWq1tZWXLhwAY2Njdi3b1/e47/11lu4cOGC/nexFat6e3vx1ltvoTulAF/+8pexbt061NVNTHA/c+ZM2javvPIKZs+ejdWrV8NsNmPNmjVwu6/BX/7lYTzzzGrccEM/nnjiJLZuLT6BnYioXAw6iIiIcujv78fwcIu+XC4ANDc3p23T1tYGAFnDqwDg3Llz6Ovry3nssbExdHd3Y+3atTh9+jQGBwfzBh2JRAJvvPEG3n33XYyNjWHDhg16fpAbbrhB3+7KlSvYtWsX3n777bSejsceewzLly9PC0wA4P/+37V45JHz+Na36uBwtOIXvziGp59mrwcR1QaDDiIiohySPR1LUV8/0YuR2XDfsGEDAODixYv6fWNjyfkfhw4dQl1dnf53qmg0ip6eHnzmM59BYDxbX2bQcfbsWbzxxht47733UFdXh4997GO45557AAAffPAB5syZo2974MABvPjii+jp6YHZbIbFYoHH4wGAgkvwfu5zS3Dw4AgcjsP4xS9WY8OGy3jiiYt47DH2ehBRdTHoICIiyuH8+QsYGbkeDQ0TPR2ZAcSyZcmJ2NFoNGubU6dOQVEUxGIxAOkBS3d3N+bPn5/WUyGCjng8jt/97nc4cOAAZs+ejbvuuguf+MQn9KVvRS/Hddddh97eXrz88svYv38/lixZgm9+85tYtWpVWhkHBgYKZi6fN68eTz+9Fo8+eg7f+lY9nM7luO++AdxwQ+Fs50REpWDQQURElMPRo6egaXVpw6tGR0fTtlm6dCmAZK9Grm1Sg46WlhYAQE9PDw4ePIh77703LRCZP38++vr68LOf/QyDg4O4//77ceedd2YFDEePHgWQ7An513/9V4yMjOCBBx7A3XffnTasSjh37hxWr15dtL6f//xS/PM/74fT2YIPP5SQEg8REVWMQQcREVEOhw+fAYC04VWpAcWCBQv0IU4DAwP6/aKnY+HChbjmmmv0+0XQEYlEoGkaTCZT2kpUmqbhmWeeQX9/P77+9a9jxYoVOcslJolfunQJa9euxUMPPaQfOxejQQcANDf3AABOnpxtaHsiIqMYdBAREeWgqsmAIHV4VWrQIbKBZ2Ym7+3tBQDceuut6O/v1+9vaWnB6OgoIpEI1q1bB1mW0+aCBAIBnDlzBl/+8pfzBhz79u3Ty7Bp0ybcc889acvwCqkT21OX8y1m3rwezJo1imPHsntMiIgqUVd8EyKaKsFgEG1tbWhuboYkSZAkCcFgsOA+VqtV31bc7Hb7JJWYPsrsdjvMZjOam5uvinNueDh5XS51eFVqgCGGVp04cSJtv9OnTwMAbrvtNj2JH5AMOg4cOIC+vj60t7cDQNrjhw4dwhe+8AWsX78+qyyapuGVV17Bs88+q99399135ww4AKStmiXLcpGaTrhyZRDNzZdw5IjhXYiIDGHQQTSN2Ww2RKNRJBIJKIoCANi6dWvBK5ddXV1IJBIwmUwwmUxIJBL66jhXK1VV4ff7S7qiS9Xn8XjQ0dEBVVWvivdiZKQBQPrwqtQM4mISeep9DQ0N+u9Lly5NCyqam5vR3d2NRYsW4frrrweAtJ6Q++67D2azOascV65cQWdnJ1577TVs3LhRvz9zJa1UorcFAJYsWVKglukGBgZwzTWXcfiw4V2IiAxh0EE0Q1gsFjgcDqiqCrfbXXBbWZbhdDrR0dFR0lXO6ahYzw4AuN1uOJ1ObN26dRJKRPkoigKbzTbjzzkg2bMwMpLs6UgdXiUmcQO5g47UJIFAek/GyMgIYrEYTCaTHjC8+eab+uOf/vSns8qhqip++tOf4k9/+hMefPBBPPTQQ4bKn9rTkTqvpJj+/n5ce+0AezqIqOoYdBDNIB6PB7Isw+/3IxKJFNy2paXlqmj87dixo+g2VqsVsixjy5Ytk1AiKqbQpOaZIpkYMHt41fHjx/XfxRyNkydPZu1/8803A0gPOj744APU1dXpvRXRaFQ/3n333Zc1VOrYsWPYvn07VFXFo48+io9//ON5kw1mSt1u3rx5hvYBkj0dy5cP4dw5IKXoREQVY9BBNIPIsozt27cDwFUxZr4YsdRoMTabDYlEAjabrcYloo+KeDyec3hVqlmzZuHUqVMYGRnJChhEL0hq0BGNRnH99ddjwYIFOHPmDDo7O/XHFi9enLb/3r178dRTT6GxsRGPPfaYnvlcDFsTx89HDK9qbW3NO+8jl4GBAaxYkZyEntKpQ0RUMQYdRDOMzWaDyWRCLBaD1+ud6uLUlJGhVUS1cPHixZzDqzKJoVXXXntt2v1z584FkB50XL58Gbfccgt6enrw9NNPo7GxUR9mJRIDjo2N4Xe/+x2ef/55rFmzBo899lja8CjRq5KZADCT6OkoZT6HpmkYGBjA6tXJ1bE4xIqIqolBB9EMJCaGu93uq2LCbj4+n2+qi0AfUfF4PGV4Ve6eDiA53Grx4sVpE8iBZNChaVraRPH6+nqsX78ezz77LIaHh/HII4/oOT3mz5+vTxh/6623cMcdd+DRRx/NSgwohmNdd911Bct/4cIFAKXN57hy5Qo0TYNI6cHJ5ERUTQw6iGYgRVHgcrkAYNInT0ciEXi9Xrjdbvj9fv3+YDAIr9cLp9OZdn+5rFar4eFVRNWWXPVtM4D0OR3CsmXLoGkajh07hlWrVmVNIG9qasLg4KAeVADADTfcgA8//BDHjh3DZz7zmbQhUpqm4cknn8SBAwfwuc99Dp///Odzrk4lelaKBROiR6TUSeQAsGpVAxob2dNBRNXF5IBEM5TH44Hf70cwGEQoFILFYin5GF6vF3v27NGX4xUrY4m/M4l5JKKnJRQKobm5GZs3b4bT6YTNZkMwGITP54PD4dD3E0vaAslhK7FYDHfccYceOKXy+/1pPRyhUChrGdFwOKz/7nQ60d3djVgsBovFkrY8sNPpRGdnp94bJMsyHA4HPB5P2vEyAyWXy5W2Tamvk1FGj2u1WhGPxxGLxbB582b4fD5EIhHs2LEDixcvRjQaRTweR0dHB0wmU1XrXqv6B4NBdHV1QZZlqKqKeDwOq9Wadt4Uqr/f70c0GgUwMfcntf75GK3L6dPn9d9zDa9atWoVLly4MD4caTUOHTqU9vjcuXPThlYBQFtbG7q6utDa2pq29C0APPPMMxgaGsJXvvIVrFu3Lm/5xTEXLVpUsJ5CU1MTNE0zNK9DzAOZN28uVq9m0EFE1cWggyr37W8D775bdLPbVRW4ClZTSnP77cD3vjdlTx8IBGC1WuF0OvUGmBGxWAx2ux1btmxJa6RHIhGYzWZs3749a1K22+1GKBTC4ZQxF2IZX7/frzdUbTZb2r6iUZc5VMrpdKKtrQ3hcDhtlS2Hw6E3PCVJygokMrndbkQiEdjt9qyhZj6fDz6fD3a7HcFgEIFAIGdwJsrW3d2NnTt36uUp53UyotTjiiDDbrcjHo/rc10yAyOz2YxoNApFUSque63qr6oqtm7dipaWlqxzwuv1wmq1IhAIpJXD5/MhFArB6XQiHo/D6XTC7XanBSjBYBBmsxkejydnMGukLqm9AocPTwyLmj+/F5kWL16sJwVcuXJl1qpSc+fOTcs2DiSTCF6+fBmPPvpoVhAgSRK+8Y1vZM0NySeRSOC9997D+fPnMTg4iMHBQQwMDGBwcDAt2HnyySfR2NiIVatW6bfW1tas4WAAcObMGQDJXpw1azi8ioiqi8OriGYwi8UCi8WCWCxWNHdHKqvVmjZESzCZTOjo6MjZgPd6vbBYLFnL8G7ZsgWqqmLbtm05n0vk0Mjk8/kQj8crXoXLSG6Ijo4OAMnEifnIspzV2C3ndTKi1OOm1lFVVcRisazGvjhWZi9FuXUvp5xGiPc713wdl8sFk8mETZs2pd2vKIoeYASDwZw9EzabDT6fD263O+cCBEbqIgKHsbEx9PYuGN/v98iVg6+hoQEnTpxAY2Nj2spTc+bMAZDsYcjs6di7dy/a29uxfPlyAMDrr7+uP/bYY4/lDDg0TUMikcC+ffvw8ssv6/f/5Cc/wUsvvYT33nsPp06dQn9/P+bMmYNly5alTTJ/8MEHcdNNN0FVVbzyyit46qmn8N3vfhc/+clP8Pvf/x5/+tOfoGkagGTQ0dTUhIULF2LtWvZ0EFF1saeDKmfwSv+7u3fj/vvvr21ZPoICgQCam5v1+RTFhrz4/X7EYrG8vQcOhyXZYLwAACAASURBVANutxvbtm3TG7AiJ0iuY4vhLPnyhoRCIX0oTOb+7e3tCIVChStoUKHcECI7e2qPTCZVVdPKV87rZESlxw2FQnkDCEVRsubBlFP3apQzFzEUMHV4XKaOjg54vV54vd6cPRYWiyXvOS7KtHXr1rSgzGhdnn76aTz00EO4fPmyHnSsXXsEkiTpDXOhoaEBp06dQmtra9bx5syZg1mzZmUFHU1NTXjggQcwNjaGl19+GXv27NEfW7Ag+XwDAwM4efJk2i11Mrpgt9vR2tqKhQsXZvWanDx5EgcPHsSsWbPw8Y9/XL+/v78fJ06cwLFjx3D8+HG88847+MMf/oCvfvWrUBQFZ86cwfLlyyFJEtasAS5eBHp7gfGiERFVhD0dRDOcLMt6o89Ir4G4wpxv7Lu42l0s+WC+/TKZTKaCj02Wjo4OqKqa8yp4MBjMeu1q9TpVetxiQWU8Hs+6r9S6V6OcubjdbsiyXPB9l2UZiqLk7TkrlvBy8+bNWXU1WpeDBw8CAC5duoTLl5NL3s6bdxm33357zv3Onj2LFStW4PTp0/p9Y2NjOZfLBZK9LXV1dfjFL36BPXv2YOXKlfpjv/rVr/DDH/4QXq8XTz/9NHbv3g1VVbF+/Xp84QtfgNPpxLe+9S0AQGNjI2666SYsWrQo51wNUZ4NGzak3T937lysX78eFosF3/jGN/CVr3wFQDLfyOjoKM6dO6f3tqxdm9yHvR1EVC3s6SC6CrhcLn3cfzAYLDjOPhKJQJblgjk+ZFlOa7wW6s0Q991xxx05j5V5dTkWiyEWi0FVVX1fVVVrnj1dDE/atm1b1uvT1dWVNdynnNfJiEqPW87k7VLrXo1yZhLDwoyUX5Zl/Twptb5i0YE9e/bodTVal0uXLgEAenp6MDiYXKq2sXEAGzZswN69e9O2P3/+PDRNQ2trK/bv36/fPzo6qgcdmUPPlixZgu9+97v632JOCJBMHLhy5Up87GMfQ2trK1pbW/WhWsL7778PoPhyuR9++CEAFJyQDiR7VYBkMHL+/HmMjo7qQceaNcltjhwBbr214GGIiAxh0EF0lfD5fLBardi6dWvelazE0JuWlpacQ1eEXI95PB49L0jmJN9cY+Uzn1cERSaTCVu2bEF7ezv27NlTteFVRjgcDni93rTGbCwW07M9p5YXKO91KqRWxzXCaN1rVc5SgjMxVK6coCN139SfRuqye/duAMmejoGBRtTVjWL27OGsSeIAcO7cOQDJjN+/+93v9PtFT0c8Hscf//jHtH1+8pOf6L+vXbtWX5ThxhtvhN1uL7rClNEcHWJRiaVLlxbcTgzbmjt3rt7LI+abiKCDk8mJqFo4vIroKmGxWGCz2fTVonIpNO+hGJEJ3W636w05v9+P7u7ugpOU/X6/3rDt6uqCx+MpOOTKiHIDFTGhPXUOQubyvkBlr1MhtTquEUbrDtSmnKUcUwQo5ZQjc99yjnHp0iUMDjahsXEQkjTR2E919uxZLFq0CA0NDUgkEmmPHTx4EP/yL/+S89hLlizBP/3TP+Ev/uIvcNtttwFI9kgYWdJW5OhIze9RSOoE91xE0NHU1ITTp0+joaFBf72WLAHmzuXwKiKqHgYdRFeR7du3Q5Zl+P3+tEmqghgvX07SPZ/Ph3A4rC9f6vV6oSgKwuFw3qvRYplTm81maLKxkXKlDssqlaIosFgsWckLMwOgSl6nQmp1XCOM1l3cV+1ylnJMsU05c37EJHWr1Vry8wqip6OpKTn8KFfQ0dPTg9bW1rzHvffee7PuW7hwIb7+9a/rAcbZs2cBGE/gJ+ZqFMrRkTrpfPbs2QWP19/fj8bGRtTV1eHs2bNYtmyZnpBQksBlc4moqhh0EF1FUieV5xu/LnpBivUWZO4vthfLl7pcrqIJCcVcgVxL5gLZQUYoFCraOIzH4xX1koj6+/1++P1+bNmypeB2pb5ORp+/2sct5bmL1T1122qW08gxI5EIVFXNOxSq2BK9nZ2d+hLDpTwvAPz85z8HIHo6GtHYOAgAWfk2hMWLF6OzszPr/vvuuy9rEjkA/Pmf/7k+3wOYCDoWLlxYsFyZCgUdYtiXEQMDA3rywDNnzmQt2btmDXs6iKh6GHQQzRBGx8Q7HI6CV4gdDgcsFkvBvB6hUCir90JRFDidzrLyUuQb4iICDFE3VVXTtjWZTFlBSCwWQ3t7e8llEMSSqx6PB+FwOO9rVe7rVEytjmuE0brXqpzi3CzU6yXmCOXbpru7O+856PV6oapq1uIFRuuyYsUKAMlejIGBJr2nI5/XXnst5/2zZ8/Omnj+wAMP5J2LMX/+/ILPk+v4+YhA5uabby56nP7+fsydOxeJRAJDQ0P6fA6BuTqIqJoYdBDNAF6vF8Fg0PCwou3btxd8PBAIoKWlJedSqaFQCJFIJGuVo46ODnR2dqK5uRmSJOm35uZmmM1mPTN4KtHDkWv5U7fbrZdTXIG+ePFiWi+G0+lEJBJJO24gEMjZWI7H44YDM6fTiVgspg/Byaec18mIco8rVoDKJx6PFw0Kjda9knIWei927twJIPfyzl6vt+gcofb2dvj9/qx6+v1+bNu2Le/5YaQun/rUp8YTA/am9XTk09zcDABYvXp12v1vvfVW1ra5hlsJs2bNKvg8AHDlypWi2wATy/6uETPBCxgYGMDcuXP1TOS5ejpUNXkjIqoUV68imsaCwSC2bt2qN7DMZjNkWcbhw4cLDjEymUwFV+qRZRldXV1pORrEFWur1Zpz3x07dmDz5s36kqQtLS16IzcajSIYDMLr9cLj8ej7WywWRKNRuN1uWK1WmEwmfXJrR0eHngl727Zt+iTzVGKS89atW9He3g5ZlrOuVpvNZj0oiUQiaG5uRkdHR8H6OxwO+Hy+ogFDOa+TEaUet62tLW01pubmZrS3t+uN89TXQFXVrMfLqXs55cz1XlgslrSeB3FMv98Pp9OpZ1kX+xdKHCj2d7lc8Hq9+rAnsX+hz4WRuuzevRt9fX3QNA1DQ3MwZ85QwbKYzWaEQiGsWrUKR48e1e/PNbTKyETxQoz2MIqVq5YsWVJwu9HRUVy4cAErV67E6dOnIUlS1mpXqbk68qQqISIyrGZBhyRJCzVNu1Sr4xN9FNhstrKupAMwNHHb6PFFwJArn0Mqt9sNt9sNm82mN+gURcmbCdpIGRwOR84VloRijdRcZFnWG2dGVPI+VOO4xcpaymtQat0B4+UspRyF3lMjyg34itVF5OooFnRs3LgRhw4dwtKlS7PyadSCWCGrUA9Gatb0YpPTz5w5g+HhYaxevRrvvvsulixZgvr69CZB6rK5DDqIqFIVDa+SJGmNJEmPSZK0Q5KkPZIkHZQkaVSSpFEAifHfL47f/ztJkv4/SZL+iyRJpc2aI6IpE4lEEAqFDAUxHo8HiqJMau4Nomrq6+vDyEgdRkYaCgYdS5YswbFjx3D99ddjaKhwj0imQ4cO4cc//nFJ+4jlcgsFHT09PfrvqRPWcxE9M6tXr8aZM2ey5nMknyv5k/M6iKgaSu7pGA8YNgP4fwGsBXAYQATATgBRAHEAqf3AMoAWAG0ATAD+DcAiSZJCAH6sadqvKqkAEdVWOatFlTPZnGg66O3txdBQsueisTF/MDE0NISxsTGsW7cOH3zwgeHj79u3D7/+9a8xNjam3/fkk09i48aNuOmmm/JOEhdBwqpVq/IeO3XlqmLDuY4ePaoPdezr68uazwEALS3AggUMOoioOkoKOiRJ+n8AdADoAuAGENI0rafwXjmPsxaABcA/SJLkBeDQNG1XqcchotoTy+IGg8GiQ2zEkreVDp0hmip9fX160FGop6Onpwdz5szBqlWrsjKPJ/edo/eANDU1AQDeeecdvPTSS1i9ejVuu+02vPDCC/pzPvfcc3jxxRdx8803Y+PGjVi1alVa4HDy5EkAhZMdipWrbrrppoJ11DQNx44dw4033qjn/sgVdDBXBxFVk6GgQ5KkjQAC47e15QQaqTRNOwxgO4DtkiQpAH4sSdJfapqWf9F4Ipoy4XAYVqsVsVgs71h6v98Pj8eDaDRaUR4NolxE71mtEysmezoaAWQHHQsWLEBvb69eDkVRMGvWrJzDq9ra2rB////P3nlHR3Wmaf53q5QlJJVQRAEkIUAYIxkwGLANJhnsxpFgezB2J7tnZnfP7oT2zB9zNpw909PdM3N2ZrdPr+2eabvbobHBxr0EG4RNFAhQAgQIUKJKOQtJJVX69o/SvVRJFUUhY/v7naPj0s1VksV97vs+73MZcOZ5HD16lGPHjjF37ly2bNnCsWPHAFi1ahWrVq3CaDRSVVVFTU0NVVVVJCUlUVxcTFFRkVuOh69MD7UakpmZ6fM9dnR0MDIyorVWgWfRATKrQyKRhA6/okNRlB8DW4D1Y2IhpAgh6oENiqJsURTlC+B1IURjqM8jkUgmT15eHnV1dVrC+HhR0dfXx/r164M2KEskgeA6vcvbVKxQMTQ0xOios8VpvOgwGAya6BgYGGDVqlWAewq4er1Wq1X73mQyYTKZKC4uZvPmzeh0Oq3CMGPGDBRFIScnh5ycHDZu3Mjly5epqqriyy+/5KuvviI/P187lpoY7gn1/z9/JnJXP8fhw4cxGAxERUV53DY3F44eBSGclQ+JRCKZLD5Fh6IozwOJQojH7/aFCCF2j/k83lIU5adSeEgk9x7r1q3zm0IukYSaqRSz165dw2KZDUBEhG+D+OzZzu1cx+UCzJkzZ0LL1fLly1m/fr3WMuWtrSkiIoLi4mKKi4vp6emhqqqK8+fPa+sPHDjAAw88QHp6ulv7ld1u1177G5fb1NREQkICiYmJtLa2eq1ygLPScesW9PTAmAVEIpFIJoW/SkefEOKXU3IlgBCiD9g21s7VOFXnlUgkEolEbZOyWJyejogI90A+18DD6dOnEx8f7zamVmX27NkcPXpU+z4zM5MNGza4baNWR6ZNm+b1epKSklizZg3z58/XxlVXVFRw7tw5kpOTyczMJD09nYyMDLcKSEJCgtdjCiFoamoiPz+fkZERent7KfYxD9c1q0OKDolEcif4FB1CiCNTdSHjzlv5dZxXIpFIJN9N7Ha75sGwWJztVeNFx+DgoPZ6xowZwO0EcFeio6Mxm83a90899ZTX8wYSGtjZ2QnAvHnzeOqpp7h06RLXrl2jrq7Oo4n91KlTmhiJi4tzW9fT08PQ0BA5OTma8dzTuFwV16yOsVxQiUQimRQykVwikUgk33kOHz6sBQN6Ex2uqKLjww8/nLBufIimr4lTgaD6WfLy8oiOjubBBx/kwQcfBJxCqLW1lQ8++EDb/ssvv9Rex8XFkZ6eTnp6OqmpqTSMjaKaOXOm1rbmr70KpJlcIpHcOYFOr9olJ0tJJBKJ5NtITU0NZWVlJCQk0N/fH5DoyMzMnODlUHEN6QMmJH0Hiyo6VKHjSlxcHAUFBeTn51NXV8eqVat46KGHaGtr075aW1upq6tzawX7zW9+o7WTlZWVYTAYMBgMJCUlER8fr7VrJSY6v6TokEgkd0qgfwm3KIoyTQhx665ejUQikUgkU0hnZyefffYZ2dnZxMfHa6JDr7cRFubwul96ejp///d/73Hdxo0b+fzzz73u62r6DgS1AmMwGLxu4zq5KioqilmzZrmll9tsNnp6evj1r38NwMKFCzl37hwAp0+fdgsr1Ol0JCYmkpSUhMFgICVlFefP6xgcDCcuTjZISCSSyRHoXw8FOKIoyj/gnjY+aYQQX/rfSiKRSCSSu8Po6CgfffQRERERbNmyhQMHDgDO9ipfVQ64HdY3nieffHKCj2I86thdb2NqvaGGDI7HNSfE27jcsLAwLe1848aNLF68mPLycpYvX86aNWsYGBigt7eXnp4eent7tddGo5Ho6EzKyopISrIyf34zq1db2bo1nuXLDeh0co6uRCIJjGAeWeiAJJwCJBgEsBT4a5dlvwCk6JBIJBLJ14IQgj/+8Y90d3ezc+dO4uPjXaZXhRMebvW5/7vvvgtAYWEhV65c0Zbn5ORgNBp97qsaw30ZuF2vU8Wb6Vw9Hjinannj5s2bgNPP0dnZicPh0CZfJSYmkpiYSK46rsrl/K+9Zubjj5vZv99KWVkC//IvBv7lXyAxcYAHH+xl0yYd27cnM2OGZ1EkkUgkEJzoWCOEGAjm4IqixOMUGD/GKVYqgB/L6VQSiUQi+To5c+YMly9fZt26dVobksViGfuv/0qHiqvgAIiJiWFoaMjnPmpGRyCiQ62K+KKjo0N7HR4e7nW7pqYmoqKiSE1NpaqqCvBtIgen0ElKiuH112N4/XXnsurqAXbt6qGkJIzjx9M4fDiKv/xLB7m5HTzyyDDPPBPNE0+kEBHhPchQIpF89wj0L0LJJATHc0ADTsHRjzNpfIkUHBKJRCL5OmlqauLw4cMUFhayYsUKbbkqOmy2MMLCbJM6dnR0NENDQ0RGRnrdpq2tDQhMdKjZIKmpqV63UUffuiaXe6KpqYmcnBx0Oh1tbW1ERERMarJWUVE8f//3szh7NouBgQh2725jx46bCAHvvjuTZ59NIyHBwvLlRv7u75q4fn3Q/0ElEsm3noBEhxBig/+tnCiKMktRlHPAx4AB2APkCiHentwlSiQSiUQSGqxWK3v37sVgMPD000+7tSyposNq9d9eBc4Qvu9973va95GRkej1eoaGhrSJVZ4mV6mVDl+tUCpqq1ZeXp7XbVTR4SuJfHBwkO7ubnJycgCn8Bmfaj4ZIiJ0PP98Or/73Szq61MxmUb4x380snJlO1euJPI//+dMiov1tLWN3NF5JBLJN5+Q1j4VRfkZUAcsxlnlWC+E2CaE6Pe9p0QikUgkd5/jx4/T19fH5s2bJ1QjXCsdgYiOHTt2aOZscLZWAQwNDWn+EE/G7r4+5zyW2NhYv+dwzdXwhjq611c1xNXP4XA4NNERajIzo/nLv8ympGQmPT1x/Nu/tTA8HM2vftUe8nNJJJJvFiERHYqirFEU5TrwU5zejTeEELO/rkRziUQikUjG09HRQWlpKUVFRW7jZFVUoWC1hvttr/rBD35AcnKydjMPt6dLDQ0NYbM59/dVzQhGdHibSuWaku5PmISHh5ORkUFPTw9Wq/WuiA5XdDqFV1/NIDW1l48/9t5uJpFIvhvckehQFCVeUZRdwGEgHzgCGIQQvwzFxUkkEolEEgqEEOzbt4/IyEg2bJjYMWyxWLRJUf7aqyIiIsjOzgbg2rVr2nLXSoeKL9Gh1+sDvv7ExESPy11N5L5yPJqamsjOzkav1wflKblTdDqFp57qo7Y2nQsXgrKGSiSSbxmTFh2KovwV0AtsxWkUXy+E2CBbqSQSiURyr1FZWYnRaGT9+vWaOHDFtWLgz0j+0ksvaa/V4D5wig6Hw8Hw8LC2bLzocB2BGwzeUs1V0ZGbm+vVn2E2m2lvb9f8HK2treh0Op8ekFDyH/+j8zP43/+7e0rOJ5FI7k2CFh2KohSPtVL9HGcr1S+EEEmylUoikUgk9yJDQ0McPnyYmTNnUlxc7HUbFWelw7voUG/WXVO8wdleZTab3ZaNFx2ugsQfrqF/3rh69SoA8+fP97qNakZX26/a29tJTU0NqtJyJyxcGM+cOW388Y+JOByTE10SieSbT8CiY6yV6tdAOc5WqkogXwjxN8GedCy/QyKRSCSSu86hQ4ewWCw8+eSTXqsBrpUOf+1VahaGOjVKxVNGx/i2KNfz+KO3t9fvNqqJ3J+fQ6/Xk5mZiRCC1tbWu+7nGM/WraN0dBg4eLDT/8YSieRbSUCiwyVz43WcrVRbxzI3GiZ53snuJ5FIJBJJwDQ0NHDhwgVWrlzps53IVSzY7Xr0eu+VDrXVqbGx0W25J9ERFRXl9r0a9hfITb8qOrwJCtdWLW9Gc3CKjszMTMLDw7l16xbDw8NT4udw5T/8hzTCwmy89VbglR6JRPLtItBKx24gEXgTmCWE2DPZEyqK8sDYsSQSiUQiuWvYbDb279+PwWDgkUce8bmtq1gQQkFRvLcBqdUStcqg4kl0jG9h6u932h7T0tL8Xn9LSwvgXXS4VkK8VXAsFgutra1u+RwQmOgJJenpUTzwQAP79+fw7rtTemqJRHKP4NmZ5pkGnB6On4/9cVOAYJszpwNbJrGfRCKRSCRBcfLkSbq7u9mxY4fWEuWNYNqewFllcB2XC07Rod7Ue0NtyQpEdPjL37h+/ToACxcu9HoMk8mEw+HQhIsaTBjI+UNJV1cXa9fuweH4Ca++mkhTE/zd38EdZhNKJJJvEIGKjl4hxOxQnFBRlJ8CPwvFsSQSiUQi8URXVxcnT55kwYIF5Ofn+91+fIXC381wd3f3BNN4dHQ0Q0NDKIridUqVKkp8jbdVUQ3gCQkJHtefO3cOgCVLlng9RlNTE4qiaCN+29raSEpKmhCMeLcpLy8nJsbKoUNh/MVfwH/9r9DYCG++CX70oEQi+ZYQaHuVfzdbgAghfoHTFyKRSCQSScgRQnDgwAHCwsJ4/PHHA9on2ErH+CoH3G6v8hX6p1Y6AgkGVImP9zx7pbvbOYI2KyvL675NTU1kZGRoIqOtrW3K/RxWq5Xq6mrmzZtHUlIcv/2tU3T89rfw5JMwIOM7JJLvBIGKjjdCfN4fh/h4EolEIpEAcOHCBRoaGli7di1xcXEB7aP6J8Dp6fCH0WickPcRExPD8PCwT0FhsVgA/6LDdRyvv/fgzc9hs9kwmUyan8NsNtPX1zflfo7Lly9jNptZvHgx4Kwi/bf/Bv/+7/DVV/DII2AyTeklSSSSr4GARMedGMen4ngSiUQikYDzqfrhw4fJzMz02XY0HrvdPm6J5/Yo1Rty8+ZNrWVJRa/XMzQ0REREhN/z+RMdrqGDOt3Ef6pVE7m30EBwCim73a75OVSPSGZmpt/rCyXl5eUkJSWRm5vrtvz734cDB6ChAR56CC5cmNLLkkgkU8ykE8nvBEVRpKdDIpFIJCHn3LlzDA0NsWHDBq8VgPFcunRp3BLv+8XGxjI0NERPT4/bzbta9RgaGtJEwvjzu/o8/AkTfxkd5eXlADz44INet1FFhlrpqK2tJTIyUvt+Kujo6MBoNLJ48WKPP4/16+HkSefrhx+Gw4en7NIkEskUE8z0Kq8oinJdCFEQxC4/Bf42FOeWSCQSiQScrUunTp0iLy8v4BvrgYEB9uyZWHwff38cHh6O1WolLi5OM3i7ToBSQwCHhoa01+PN4mprFcDnn3/O4OAgiYmJGAwGkpKSMBgMJCQkoNPpNNHhrSqhmsiLioq8vrempiZSU1OJiYnB4XBw7do1CgoKpiyJHJziSK/Xe02CB1i4EM6ccfo7nngC3nrLWQXxR0uLma++6qO0dJTLl3X8p/8UzbPPes9ikUgkXy8hER1AvqIoM4UQTf42VBTlUIjOec+hKEodzkyTXUC9EKJPUZREIA/YDuQJIbb62D8Pp3+mb2xRHnBuzHwvkUgkEh+cO3eO4eFhVq9eHdD2DoeDTz75JKBt1SpFbGwsN2/eRK/XM336dG19TEwMVqsVi8WitWq5ig4hBNXV1dr35eXlJCQkUFtb69bapdPpSEhI0ERHc3MzV65cwWAwYDAYNEO4KmC8hQI6HA6MRqM2TtdkMjE8PMzcuXMDer+hQDWQFxYWTvC/jCcrC06cgC1b4Ac/gKYmp9lcFX9G4zBfftnH6dMWqqv1XL8eT3d3AhA9dgSBEB08++xdfUsSieQOCJXoAGdw4EZvKxVFmQUcBvL59uZ05OGs4vwUJpTWS4QQ673tqCjKOpyf4XohRL3L8p8qilIuhFh8dy5ZIpFIvvlYLBZKS0vJz8+f4LWw2+309fXR09OjffX29mo5F4FgszkTymtrawFndoarWHANBhwdHQWcosNqtXLx4kXOnDlDZ2entv1//s//mbi4OBwOB7du3aK3t1e7LvVL5aOPPtJeR0REuFUqjh8/Tnx8PPHx8SQkJBAfH09kZCRtbW1YLBbNz3H16lV0Oh0FBcE0JdwZNTU1jI6OagZyf8THw/798NprDv77f9dx+HA3Ntsw168n0NsbDziFy/Tp/RQUDLBlSy8PPRTB6tXxbN7cwOXLcxBCZn9IJPcqoRQd6xVFeVYI8en4FYqi/BXwc5yNsruB50N43nuJCqAeWAQkAT1jy94UQpR422mswnEYWOwqOMA5YlhRlPWKonzsq0oikUgk32XOnj3rVuXo6Ojg7Nmz1NXV0d/fP8FP4drqlJWVhWnC+CTfz8Y6Ojr49a9/rX3f29urmb/VY1dVVVFTU4PZbCYtLY38/Hzq6urIysrSJlKplY2EhARmzZqlHe/KlSs4HA42b95Meno6vb299Pf3MzAwQFlZmbbd8ePHJ1yb2goGTsGltlbl5uZOaT7H+fPnSU5O9pqoriKEoL29nYaGBurr65k9u4nHHlvO8eOPkJSko7Cwn+LiHh56KIK1aw3MmJEA3M4uMZvN5OQYuXTpfoxGmELLikQiCYJQiY4KYCvwuqIoDUKIKgBFUeKBI8BinGLjx0KIfkVRvq2i47wQ4vVJ7PdznO1YFT7WH1YUJW+8KJFIJJLvOqOjo1qVY3BwkHfffZfGxkb0ej1z5sxh4cKFJCUlab6J8PBw3nzzTRwOBz/5yU84d+6cJjocDt+PyTMzM2lubmbGjBm0t7dr1Q6j0chvf/tb4LYJ3GazYbPZUBSF6Oho6urqAGer07//+78jhHD7ioqKwmAwkJiYqI3MnTZtGhkZGcyYMUO7hpGREaqrq1m9ejUPP/wwg4ODDAwMaF/9/f2aMNm7dy979+4FcBM1d5u2tjaam5t5/PHHPRrIe3t7qa+vp6GhgYaGBoaHhwGYPn06xcVFPPdcOjk5VmJjDYDvIEWLxUJ2ttNnc+qUFB0Syb1KSESHEEKdS/g3iqL8X0VRZ/8CRwAAIABJREFU/gHn0/6PcQYBbnUdkytH5t5mzPOxBXjL2zZCiJKxP9pvAJMRNRKJRPKt5fjx45jNZurq6qirqyM+Pp61a9eyaNEij16CvXv30tfXx6uvvkpUVJRbsnhbm9Mcnpzc7fFc/f3ObNuXXnqJpqYmPv74Y5/Xlp2d7TGhPDw8XLsZVxQFRVEYHh7m6tWr2g04wAcffEBkZKQmRgwGg+YNiYiIQAihVUpUGhoaKCsr43vf+x5RUVHs3r0bcPpITCYT999/P/fff7/X0MFQoBrIi4qKEEIwMDCA0WjUhEZfn9O6GBcXx+zZs8nNzSUvL29S12SxWEhNbScmxk5pqZ4XXwz1u5FIJKEglO1VAAghfjJmFl+Ls8qxVQghE8i9s27sv3V+tutz2VYikUi+87S3t3PixAlqamoAmDlzJkuXLmXevHkesy0ALl68SHV1NatWrdImXLmmkff3OydPJSd3etx/cHCQ6dOnEx0dzeXLl31e35/92Z+RknJ7mtLbb79NS0sLzz77rGbw9kRTUxPvvPMOAOvXr6e/v5/e3l66urq4evWqtt2hQ4c4dOgQCQkJZGZmkpWVRVZWFufOnSMqKoqFCxcSHh7OmTNnuHXrFitWrODixYuUlJRQUlJCbm4uCxcupLCwMKRtV2azmfPnzwOwb98+jEYjt27dAiAyMpLc3FyWL19Obm4uycnJAY829obFYkGvFxQVjXDqVOBJ7xKJZGoJuegAEEJsGBMeW4QQA+PXK4ryayHEn96Nc38DUYes+2ubqgcWKYqSKITo87OtRCKRfCtxOBzU1tZy9uxZGhsbteVPPfUUDzzwgM99e3t72bdvH9nZ2Tz66KPacleDt9XqDP+LiLB6PU53dzf//M//rBnHAVavXo3ZbKaiokLzU0RFRbnt197eDuB3kpPrcVesWOG27urVq+zatQuAZ555hr6+Prq6ujCZTBNE0JEjR0hMTMRkMrF69WqWLl3K0qVL6e7u5uLFi1y4cIHPPvuM/fv3M2/ePAoKCoiJiSE6OpqoqCjty9+I3Vu3bmE0GjGZTJhMJm2kMDgDCmfOnEl2djZZWVmkp6d7FYSTRfXQPPiglf/zf2BwEAIMopdIJFPIXREdY2zF6UXwJC62eVn+rWCsZWoJzhazPuAjH0Ihcey//oREz9h/kwLYViKRSL5VDA8PU1FRwfnz5+nv7ychIYGHH36YkydPMmfOHL+CQx2PqygKzz33nNuNb1tbm/ZaFR3h4d5FBzgD9/r6+mhtbQVg3rx5lJaWEhsbq7UOjRcdqv/DXxp5T4/zz31qauqEdWrgX0ZGxoSMjsHBQfbs2UNjYyNRUVGUl5drU7eOHj1KW1ubVg1ZuXIlq1atwmQyceHCBWpqajyEJDL2WYRPECLR0dHYbDZMJpPWcqbX6928J3/xF3/BtGnTfL7XUKBOC1u2zM6//iuUlcHatXf9tBKJJEgCEh2Kovza/1YeyVMU5Qvcn+IncftG+1uHoihbcL7HkjEvxiLgiKIou7zkbSQFeYpv7WcnkUgk4xkZGaGkpITq6mpsNhuzZs3i8ccfZ+7cuZw4cQIgoFyOo0ePYjKZ2LJlixbe54lARMcPf/hDsrKyOHjwoCY6YmJiGBwcdBMdYWGe/4n1V+lQjeiurVkqquhwvblXUdPSMzMz+dGPfoTdbudf//VfGRgYYOHChZhMJq09S6fTkZaWRnZ2NrNnz+axxx5jcHCQkZER7ctsNrt9r34NDAxoVZvMzEyWLVtGdnY26enpdHR08Pbbb7Np06YpERzgnCQGsHZtLIoCpaVSdEgk9yKBVjq2E9qb3W9rTsc24OeuE6bGJlItVhSlV1GUfA/TrdTPtYfACFakSCQSyTcSk8nEnj17GBgYoLi4mGXLlmlP/0dGRjh9+jRz584lIyPD53EaGxs5ceIExcXF3HfffT63DUR0qCnh6ohcuJ3T4WrodvUqqBUH8F/pUEXHeFP16OioJnI8CRKTyURnZyebN28GnJWV4eFhli5dyqZNmwBn61ZzczNGo5Hm5mYqKio4e/YsOp2OrKws8vLyyM/PZ/bs2ZNqgyovLycsLMynZyXUmEwmkpOTSUuLYsEC5wQriURy7xGo6KgH/q8Q4jehOKmiKHb/W30jyfXRRvUG8KaiKG+OG40bskqHoiivAa8BpKWlcfTo0SAPfXcZHBy8565J8s1G/k59OxFCYDKZaGhoIDIykqKiIqZNm8bly5c130JjYyOjo6PExcX5/B2wWq2Ul5cTHR3ttq3FYqGvr09rDbq9fTiK4kCv9/zPVGRkJMeOHQOcaeEqJ06coLe3101ouF7XyMiI9vrkyZM+3//NmzcB5xN812N0d9+eqNXS0jLhfdfW1qLT6ejp6eHo0aN0dXVhs9kYGRmZsK1erycnJ4esrCzNqN7T08PNmzc5evQoYWFh2rQsg8FAdHQ0/rDZbFRVVZGamsqZM2f8bh8KhBA0NDSQnJzM0aNHmTVrDl9+mcqXX54kxNaRSSH/RklCzTf5dypQ0dEDeA23mwQNITzWPYMfg7f6+b2NM7dksng9hxDiLcZG7y5ZskQE0nIwlRw9ejSgNgiJJFDk79S3j6GhIfbu3Ut9fT3z589n8+bNE7wRZrOZM2fOUFhYyPe+9z2vxxJC8PHHH2O1Wtm5cyeDg4M0NjbS2NhIV1cXMLEFymoNJzzc6jXVuqCgQPudKy8v15avWrWKEydOuFUxkpKSyM3NZdq0aRiNRi07w9fvrN1u10TN4sWLKSws1NaVlNz+Z3jdunVu7UtqVklRURHr1jkHHX722WdERUXx1FNP+TWDqwwPD1NfX09dXR319fVaarvBYCA/P5+8vDxyc3Mn/EzAGQbocDh48sknycrKCuh8d0pPTw/Hjx9nyZIlLF68GKMR/t//g5SU1dx//5Rcgk/k3yhJqPkm/04FJDqEEBtCeVIhxOxQHu+bgBCifuwJ2KJxq1wN4oEQaBuWRCKRfG3cuHGDvr4+lixZ4n/jMRoaGvjkk08wm808+eSTLF682OM41TNnzjA6OsqqVat8Hq+yspIrV66wZMkSDhw4QEdHBxEREeTk5FBcXMysWbOIjIzkV7/6lbaP1RpGWJjN6zGzs7O1166jdo8dO4bD4dACAAE+/fRTAJKTkzWzsz9cW7bGt1epfo6oqCgt0Vzl4sWLWK1WFi92PtNSU8gLCgoCFhzgbBNbsGABCxYsQAhBd3e3JkCqq6s5f/48iqIwZ84ctm7dqh1bCMH58+dJS0vT2s+mAnVSlvpzUYd9lZZyT4gOiURym7s5vUoykT4gcVyyeKCTqFRRIidXSSSSexaLxcIXX3xBRYWzi1Sv1wc0Wero0aOcOHGC5ORkduzYQVpamtfjl5WVMX/+fK/bAHR1dfH555+j0+moqalBCMH27duZM2eOm1dBrSqo2GxhPv0c6s2tOqbV23H0ej0//OEPtTA8VzHym9/8RqsYZGdnu1Vb1MlVgJs/xGKx0NLSAjj9HOPFWGVlJampqZrB3GQyMTw8zNy5c72+F38oikJycjLJycksW7YMu92ujeY9e/Ys5eXlLF26FHC2mrW3t/Pkk0/ece5GMJhMJiIiIkhOTgYgLw/S0pyi43UZpSuR3FP4FB2KoswSQjRO0bV87eedLGMTq94GfiyE2B3ALq6+DFV85AW4j6x0SCSSexKj0cinn35Kb28vK1asoLW1lQMHDpCRkUF6errHfQYGBtizZw83b96kuLiYTZs2ERER4fUcV65cYXR0lGXLlnndxmazsWfPHi0vIzY2lhdeeIHp06dP2LaystLte6s13Gelo7+/n9LSUreQPoAnnniCAwcO8NBDD3HmzBmSkpLIyMggIyODlStXcujQIU6fPg04b+ZPnjzJiRMnCAsLIycnh9zcXHJzc918G66tWiaTCYfDAaDdYKu0tbXR0tLCxo0btRv+q1evotPpmD07dI0Fer2emTNnkpOTQ2dnJ0ePHuX+++8nOjqa8vJywsPDuX+Kywsmk4nMzExNSCqKs9ohzeQSyb2Hv0rHYkVRFgkhPpmSqwEURfkZ8OZUnS9EqNO91gO+RIcqHFxHCJ8bt84beUCfDAaUSCT3Gna7naNHj3Lq1CkSEhJ49dVXmTlzJkNDQ7z55pt89NFHvPbaaxN8ALW1tXz22WfY7Xa/Kd0q1dXVGAwGtzan8ZSUlGjZGwUFBTz33HMePQg2m22CkdxfpWPXrl1ER0dTVFSkeTqKi4s1gaDe/BoMBrf9zGYz4Az7W79+PaOjozQ2NmqVkCNHjkw4182bN8nMzCQsLExrrYKJk6vKy8vR6/Xa5yeEoLa2ltzc3JAmjasoisKGDRt48803OXHiBI8++iiXLl1i4cKFd+V83rBYLLS3t/Pwww+7LV+5Ej79FNrbnVUPiURyb+BTdAgh9iiK8tdjOR0/FULculsXoihKMc4wwTe+SVWOMc6Nfb3lbYOxwECA+nHCQXUG5gew70d3cpESiUQSajo7O/nkk09oa2ujuLiYjRs3ajeesbGxbN26lXfeeYe9e/eyfft2FEXBZrNRUlJCWVkZ6enpbNmyxWMVYjz9/f00NDSwatUqry08dXV1mmF75cqVrFmzxuvoV9dEcxV/lY4XX3yR/Px89Hq9JjoSExO1FHEhnBPhx4sOtW1KzeiIjIxk7ty5WvvT4OAgTU1N7N59+7nVO++8g16vJzMzU5toBe6iw2q1cvHiRebPn69NmOrq6qKnp4eHHnrI6/u4U9LT0ykuLqasrAyHw4HNZtP8JFNFa2srQogJpnVXX8ezz07pJUkkEh/49XQIIX451j5UqSjKz4QQ/xbKC1AUJR74Bc6JTtuEEN/EyVYlwDo/VYjXxv77c9eFQog+RVF248z48NaBum3sv9+0CpBEIvmWIoSgrKyMkpISIiMj2b59O/PmzZuwXXZ2NuvXr+eLL76gtLSUwsJCdu/eTWtrK0uXLmX9+vVeQ/TGc/HiRYAJSdwqbW1tvPfeewBs2rRJ8xt4Y3yLFDgrHb5Ex5w5c4Db4gJuZ3TA7XTs8QGEapiet4yOuLg47rvvPk6ePElbWxsFBQUsXryYpqYmGhrc/1ncu3cvCxcuZObMmfT39zM6OsqiRbdnlNTW1gLckZ8jENasWUNNTQ1lZWVkZGR4DCy8m6gm8vGiY9EiiIyUokMiudcIdHrVbkVRDgM/VxTlFzif6O8SQlRN9sSKoqwBfgKsBX4mhPjJZI/1dSOEqFAU5fWxVrSK8evHKhV/izOl3FM15A2gTlGULV48Ia8Db3k6tkQikUw1/f39fPbZZzQ0NDBnzhw2b948YZqSK8uWLcNoNFJSUkJJSQlRUVFeRYo3hBBUV1eTk5MzoYoATq/HRx85i8FLly71KzjUFqTxWK3hxMUNethj/Ha3W7BiYmLo6OggJiZGSyMfn2uhihFfwYDqtChwVhLUSkhLSwtvv/22tt306dM5e/as5hEB5+QvnU5HZmYmtbW1ZGRkTJh+FWqmTZtGSkoKLS0tPk39d4vm5maSkpImJLxHRsKSJdLXIZHcawQ8vUoI0Q/8ZEx0/BT4UlEUgfMpfz3O9qI+nEZn1yf+iTgnL+XhrGbkAevG9nkLp/navan2m8kbwNuKohx2FRaKouQBh4GPPKSRA9o43a04RV2Fa6K5oihqZeSNu3jtEolE4hchBJcuXWL//v04HA42b97MAw884HdakaIobjfAO3bsCHqsaktLC11dXVratus1HT9+XAvLSk5OZuPGjX6PZzKZ3EbeqvirdKi4jsBVKx2xsbGaaHD1kKgGcHVbb5jNZk3MuE6uUp/oJycnExERwfe//30tiG///v2AM5zw+PHj2j6xsbF0dXUxffr0uzZNSgihhR62tbUhhJiyyVVCCIxGI/n5njuTV66E//W/YGQEPNh5JBLJ10DQI3PHboh/glOArMMpINbjfBqv1pOFyy7qX6A+4DzOG/C/EUK4jwz5hjPWWrVVUZTXFEVRE6NUAfa6EMJnuOJYNakCeGPsj3YfToF2TggxtY2yEolEMg6z2cz+/fupqakhOzubZ555hqSkwOKFzp07x5kzZ8jMzKStrY3Dhw+zc+dOr14LT1RXVxMWFsb8+fO1ZRaLhb1793LlyhVtmeob8Yc63clVEMDtcEBPuAoJb6Kjs7MTwM1QrbZege9KR29vr/Z6vOiIj49ndHRUE2thYWH09PSg0+n4L//lv6DX62loaGDPnj04HA6Ghob41a9+RXx8PHl5eeTn55Obm+vz/MFSU1NDT08Ps2fP5saNG1y8eDGgYQChoL+/n6GhIa8hhCtWwC9+AeXlTgEikUi+fu4op2PsRtrtZlpRlASclY1EnNOWvokejUnjmgo+iX3r8e7rkEgkkq8Fs9nMO++8Q1dXF2vWrGHlypUBC4YrV65w4MAB5syZw/bt27l06RKffvopR44cYf369QEdw263c+nSJebNm6fd+A8MDPDBBx/Q0dFBQUEB169f59FHH50wTtYTQgiuXr1Kbm6uW34GqJUOu8f9XFvIXHM6VNHhOhbYVaC4VlR8VTp8iY7U1FRu3LihvT+73U51dTVz587Vrmv+/PlUV1fT3t7Ozp07qa+vp76+nqtXr1JV5eyGTk9P10RITk5OwH6a8ajZKikpKbz44ov827/9G0eOHKGwsJDw8PBJHTMYTCYTMNHPoeJqJpeiQyK5Nwh5OOBYq9S3oV1KIpFIvvNYLBY++OADuru7+ZM/+RPy8vxFCt2mqamJPXv2kJWVxZYtW9DpdCxcuJCbN29SWlpKdnZ2QL6Oa9euYTabtafovb29/O53v2N4eJht27ZRUlKCwWCYMDrVG+p0pyVLlngRHZ7bq1yrBK6VjujoaIaGhtwEhavouHXr9uBHXxkknkTHwMAAAwMD5OTkALcnV129epXh4WE3A7nFYqG+vp5FixaRlJREUlISS5YsweFw0NLSoomQM2fOUFpaqmWEqCIkLS0t4PaoCxcu0N3dzbZt29DpdGzYsIF33nmH0tJSv0nxocBoNBIeHu7VS5KSAgUFTl/HX//1Xb8ciUQSADKRXCKRSCQesdls7Nq1i+bmZrZt2xaU4Ojo6ODDDz8kMTGRF1980e3p98aNG2ltbWXv3r289tprftu0Lly4QFxcHPn5+XR1dfG73/0Oq9XKzp07qaur0wRRoE/Y1alVngILHQ4dOp3nSoer6HCtdCiKwsjIiJvQcDWSe/KOeEL1g0RHR2viRPVzqO1aquioqKggISHB7WdSX1+PzWabIOR0Oh1ZWVlkZWXx6KOPYrFYtIyQ+vp6zeAfExNDXl6eJkK8GdHtdjvHjh0jIyNDO9fMmTMpLCzk1KlTLFq0iGnTpgX0nidLc3MzM2bM8FlxW7ECDhwAIZyhgRKJ5OtFig6JRCKRTMDhcPDpp59SX1/P008/HdSkqf7+ft577z3Cw8PZsWPHhJaisLAwtm7dqgUH/vCHP/QqGIaHh7l27RrLli2js7OT3//+9wC8+uqrhIeHc/z4ce67776gkrevXr1KZmYmNtvEioZTdDg87OW90qF6NlyrBK4VDVV0pKam+ryurq4uYGJrVVhYGGFhYej1ehITE+nt7aW+vp5Vq1a53XTX1tYSFRWlVUW8ERERwZw5c7TxvwMDA5oAqa+v59KlS4DTuD5r1iyio6MRQmhjgs+dO4fFYiE8PJxDhw5p65qbm7FarXz44YcUFxcTFxfn9uWryhMMNpuN1tZWli9f7nO7lSvh3Xfhxg1n1UMikXy9SNEhkUgkEjeEEOzbt4/Lly+zYcMGiouLA97XbDbz3nvvYbFY+P73vz8hr0IlMTGR5557jg8++IADBw7w9NNPe9zu0qVLOBwOUlJSeOeddwgPD2fnzp1Mnz6d999/H71ez+OPPx7w9Q0MDNDS0sLatWv58MMPteU5OTncvHlzTHQIj/u63jQPDw9rr12N4iquAkRtr/I1wlYI4VF0mEwmMjMz6enpITk5GZ1OR2Wlcw7LAw88oG3ncDi4du0aBQUF6PV6r+fxRHx8PMXFxRQXFyOEoKOjg7q6Ourr66mursZms6EoCoqiYLffrgL19fVRUVGhrVMnWbW2ttLa2jrhPOHh4W4iJDY2lri4OBITE5kxYwbJyckBtXe1trbicDi8+jlUXH0dUnRIJF8/UnRIJBKJxI2SkhIqKyt55JFH/D5NdkV9yt3b28uOHTv8ZjcUFBTwyCOPcOLECXJyctxuolWqq6sB+Pzzz4mJiWHnzp0YDAZqamqoq6tj48aNQbXyXL9+HXCG9bkG/KlVDyEUr5UOV9ExMDCgvfYkOlxRKx2+TOSDg4Na9UQVHVarVXuiX1NTQ1ZWFg6Hg6qqKmbPnj2hIjI8PHzHgYCKopCWlkZaWhor1Lt2F06fPs2hQ4d45ZVXmDVrlrZ8ZGSEf/qnf6KoqIgnnngCs9nM4ODghK+hoSEGBwfp6uqisbERs9msHSMiIoIZM2YwY8YMMjMzyczMJD4+foIQ8WciVykshMREp6/jlVfu4EORSCQhQYoOiUQikWicPHmS0tJSlixZwmOPPRbwfg6Hg08++QSj0ciWLVvcbkh9sXr1apqbmzlw4AAZGRluPovOzk5aWloA59P4l19+WRsd+/nnn5ORkcGDDz4Y1PtT073VFiIVm82GECCEDkXxLDpcW8BczeHj26uixgVDBCI61CoH3BYdLS0tOBwO0tPTOXXqFMXFxdy4cYNbt26xadMmt/1ra2vR6XRBtZkFy+joKCdPniQvL2/Cz7empgabzcYDDzyATqcjNjaW2NhYv8LTZrPR29tLc3Mzzc3NtLS0cObMGW2UcWxsLJmZmZoQmTFjBiaTicTERJ+BlAA6HSxf7qx0SCSSrx8pOiQSiUQCQHl5OUeOHGHBggU88cQTAU8yEkJw4MABrl69ysaNG7nvvvsCPqdOp+O5557T/B2vvfaadtOuJozHxcXx6quvap6KL7/8ksHBQV544YWgsj6sVis1NTUAFBUVaVUUdZ3DoYxdk/9KR3+/c0hjYmLihErH9OnT3b7v6ekBfGd0eBId6hN99fNISUnhwoULxMTEaH4MuJ2unpub65YPEmrKysoYHh5mzZo1E9ZVVlaSkpLCjBkzgjpmWFgYKSkppKSkaG18NpuN9vZ2TYQ0Nzdz7dq1CfuePn2aGTNmkJGR4dUvsnIlHDwIvb3gIcheIpFMIVJ0SCQSiYSamhr27dtHQUEBzzzzTFDJ0sePH6e8vJyVK1eybNmyoM8dGxvL1q1beeedd9i7dy/bt2/n4sWL2o34n/3Zn2nToFpbWzl37hwPPvhgUKnmjY2NvPvuu4DzRnf16tUeRIdTwHjzdLhWOvr6+gBISkpiaGgIvV6vpYm7+liEEJr/I9hKh9Fo1I6vLq+traW4uNjNt6GOAH7ooYf8fQyTxmw2U1payty5cyd87p2dnTQ3N7Nhw4aQJJKHhYVp7VUqo6OjtLS0cPXqVc6ePQvAoUOHAGeFKSUlxa0ikpqail6v13wdZ87AuOKQRCKZYqTokEgkku84N27c4JNPPiEnJ4etW7cGZUSuqKjg6NGjFBUVsXbt2klfQ3Z2NuvXr+eLL77gf/yP/6Etf+qppzTB4XA42LdvHzExMR6ftntiZGSEw4cPU1FRoS378z//c63ioWKxWBBCFR3+Kx1qe1ViYiLDw8PExsZq4sJ1XK5qrobAKx2JiYkIITAajRQUFNDV1YVOp6OjowObzcb999/vtm9tbS3AHfs5fFFaWsro6CirV6+esK6yslLLYLlbREZGkpubi9ls5uzZs/zoRz8iISFBq4SogkQ12YeFhZGenk5SUjZ6/XqOHbOxadPdDy2USCTekaJDIpFIvsMYjUY++ugjLVk6mDTp2tpa9u3bR35+Pps3b77jp9zLli2joqKCzs5ObZndbsdut6PX6ykvL6elpYXnnntugm/CE1evXmX//v0MDQ2xfPlyOjo66OnpITExkfLycrdtLRYLDoezNSkQT4dKUlISTU1NxMbGahUJb8GAgVQ69Ho9sbGx9Pb2Mjw8THZ2NtevXycpKYnLly+TkJBAdna22761tbVkZGT4nI51JwwNDVFWVsZ99903IdvEbrdz4cIF5syZ41NUhQqTyYReryc9PR29Xu82+lcIQV9fn5s/5MqV86SmLmDfPj3/8A++/SUSieTuIkWHRCKRfEdpb2/ngw8+YNq0aezYsSOgG3kVo9HI7t27ycjIYNu2bUGPafXEqVOn6OzsZNasWTQ2NgKwf/9+jh8/zoIFCzhz5gx5eXksWLDA53EGBwc5ePAgly9fJi0tjRdffJH09HR++ctfUlhYiBDCLf1b5banw//IXBWDwcDly5c1oQDegwG93ZRbLBZtGpY6rUkNBczOzqa0tJRp06ZRV1fHihUr3MTd4OAgJpPJYwUiVJw8eRKbzebxHDdu3GBoaCioscp3gslkYsaMGR5/3xRFwWAwYDAYtN8Rh8NBV9cecnKmARun5BolEolnpOiQSCSS7yC9vb38/ve/Jzw8nJdfftnvJCBXurq6+PDDD4mPj+ell14KSehbaWmpZmLPzc2lsbGRH/zgB4yOjnLq1ClOnz4NOKsIQ0NDHq9XCEFlZSWHDx/GarWyZs0aVqxYgV6vp6WlhZGREXJzc93G3YKzguHu6Qi80mEwGBgaGiIlJYUbN25o16jiKjq8VTrUJHK47QcxGo1ERkZiMBjo7e3FbDYjhJjQWqUarO9Wa9XAwADnzp2jqKiI5OTkCeurqqqIjY29q1OzVOx2Oy0tLSxdujTgfXQ6HZmZN8nLk0EdEsnXTUhFh6Io8cDfAosAgxBiqcu6vwbqhBCfhPKcEolEIgmO4eFh3n//fex2O6+88orXAD9P3Lp1i/feew+dTseOHTtC0lJz5swZDh+jjfRNAAAgAElEQVQ+zH333cezzz7L73//e5KSksjKykJRFHQ6nVb5uHz5smamXrFiBUlJSYBzQtS+fftoaGhg5syZbN682W2KlDoqNzc3l5s3b7qdPz4+nu7ubs3T4a29ypO4UtuqXD8H10qHa3uVt8lS3iZXZWVl0dPTgxACs9lMamrqhBG0tbW1JCQk+B1NO1mOHz+OEIJVq1ZNWDc0NKSlxYei0uWPtrY27Ha733yO8YyMjARVxZNIJHeHkIkORVGeA3a7LHKrXQshfqkoylpFUf5KCPGPoTqvRCKRSALHZrPxhz/8gb6+Pnbu3ElKSkpQ+3700UcMDw/z6quvYgjBDNKzZ8/yxRdfUFhYyLPPPovVaqWpqYmHH34YRVGw2Wzs37+fpKQk/vRP/5T+/n5KS0upqqqioqKCwsJCUlJSOHXqFHq9nu9973ssWrRogr+ksbGRlJQU4uLiaG5udlt326juu73KU6UjLCwMm83mts5Te9W0adO8el5cRYeaQ9Le3s68efPo6OjQ1o1vK7NYLNTX13t8v6Ggt7eXyspKFi1a5FGYXrhwAYfD4THU8W4QaCigK3a7HZvNJkWHRHIPEBLRoShKLvAb4A3gLSFE/1hlww0hxBFFUVAUZY0Q4stQnFsikUgkgSGEYO/evVqAX05OTlD7Hzx4EJPJxJYtW4LOY/BEeXk5Bw8eZO7cuTz//PPo9XoaGxsRQjBz5kzAmQ3R09PDjh07CAsLY/r06WzevJnVq1dTVlbG+fPnuXz5MnPnzuWJJ57waKa22+00NTVpvgM1cFBFvSEVwnnjHkylQ51O5XrT76m9yp+JXFEUhBAkJiZqN9fZ2dnU19dr240XHXV1ddhsNubNm+f12HfCsWPH0Ol0PProoxPWqa1smZmZQQnXO8FkMhEfHx+UYV79+UjRIZF8/YSq0vFTYK0QotJlmcdHRWPC42eAFB0SiUQyhZSUlFBTU8O6deuCCvADOH/+PBUVFTz88MNB7+uJyspKLRdky5YtWnvOzZs3URSFrKwsRkZGOHnyJAUFBeTn57vtP23aNNatW8cjjzxCX18fqampXp/2Nzc3Y7Vayc3NxeFwaDf1KmqV4rbo8F3psNls2rLxwYDgub3K37jc8PBwLBYLCQkJWvtXVlaW5mXJzs6eUFmqra0lKioqaPEYCF1dXVy4cIFly5Yxbdq0CetbWlro7OzkySefDPm5vaG2nAWDFB0Syb1D4FGuvukfJzgAQl/rlUgkEsmkOHfuHKWlpSxZsoQVamJagNy8eZODBw8ye/ZsHnvssTu+lurqav74xz+Sn5/Ptm3bCAu7/fzLaDSSlpZGZGQkp0+fZmRkxOc5IyMjSUtL89lepPo5Zs2aRXd3t5toALR8jdueDs+iQ00/Hx0d1ZZ5Eh2eKh3ejPoOh4Pu7m5N0CQkJGAymUhLSyMiIoK6ujpgYpXD4XBw7do1CgoK7oqf4ujRo4SHh/Pwww97XF9ZWUlYWJjfSWKhYnBwkL6+vqBFh5ocPxXjfCUSiW9CJTo8/YX2/FfbSV6IziuRSCQSP9TW1nLw4EHmzJnDpk2bgur/HxgY4KOPPiIxMZHnn39eu/GeLBcvXuSzzz4jNzeX7du3uwkOu92OyWQiJyeHoaEhzpw5w/z588nIyLijczY2NpKRkUF0dPQEPwfcFgZqpcObp0PFYrForz2JDk8hgt5uevv7+7Hb7ZromDZtmvZE33Xy1fjqktFoxGw235WpVW1tbdTU1LBs2TKP1221Wrl06RKFhYVTVkGYjJ8DnIJTp9MFvZ9EIgk9oRIdwYoIWQWRSCSSKaC5uZk9e/aQkZERtGhQjeNWq5Xt27ff8Q1mTU0Nn376KTk5OR6DCNvb27FareTk5HDy5EmsVusdV1asVitGo5FZs2YBeBQdqjDw116l4qvSER4erok6i8WiCRRvosM1FDAuLo6+vj5GR0fJzs6mtbVVO+b4/Wtra9HpdHdlVO1XX31FVFSU14rY1atXGR0dnTIDOThFh06nC1qANjQ0kJmZ6XVymEQimTpCJTrOK4ryV+OWeRQWiqLsAv4QovNKJBKJxAu9vb18+OGHxMbG8uKLLwaVpyGEYP/+/TQ3N/PMM8+Qmpp6R9dy5coV9uzZQ3Z2Ni+99JLHSVCqlyExMdFnNkQwGI1G7HY7ubm5wEQTOdyuXAQqOsZXOiIjIzUh4mpyds0D8dZepYoOnU5HUlKSWyjg+fPnAVi3bp3bPkIIamtryc3NDfnNdHNzM9euXWP58uVeRWZVVRWJiYmakJsKTCYTGRkZbpUxf5jNZlpaWsjLk80VEsm9QEhEhxDil8ALiqL8QVGUInWx6zaKoqxRFOUckCizOiQSieTuYjab+eCDD7Db7bz00ktBhf+B0wNSVVXFo48+SmFh4R1dS21tLbt37yYzM9NnmKDRaCQxMZHKykqv2RDB0tDQgKIo5OTkYLPZaGtr87ptoKJD9YAAWlChusz1Rl31E4DvSkdMTAxms1kTHTExMRgMBq5fvw5AUVHRhH16enruSmvViRMniIqKYtmyZR7X9/X1UV9fT1FR0V0Z0+sJh8NBc3MzmZmZQe2nTkJTBadEIvl6CVWlA2Ab8CBQoSiKHfhbRVGuj33ZgcM4szu2hfCcEolEIhmHzWZj165d9Pb28sILLwQ90rSxsZEvvviCOXPmsHr16ju6luvXr/Pxxx+Tnp7On/zJn3h9Mi+E4ObNm8TFxVFZWcnixYuDCi30RmNjo9Ze097ejsPh8HqzrOZ0eBIdrqKts7NTe60GA5rNZsB9cpWr6PBV6UhISGBwcBCDwYDRaCQ7OxuH4/bY3vGfWW1tLRD6FPL29nZqa2tZtmyZ159TdXU1gDZ+eCpob2/HZrORnZ0d1H719fWEh4dLP4dEco8QMtEhhKgXQuQDfwpUAQYgf+yrAfiJEGKDEKLfx2EkEolEcgcIIfjss89oamri6aef1vIuAqW/v5+PP/4Yg8HAs88+e0dPs+vr69m1axepqans2LHDpyekt7eXwcFBrXf/kUcemfR5VUZHR2lubtaedKt+DjX1ezy+Kh2ulYr29nYAkpKSNNHhqdLh2l7lq9KhTp+Kioqip6eHrKwsrl69CuDRw1BbW0tGRkZQeRWBcPLkSSIiIrxWOYQQVFVVkZubGxJBGCh3YiKfNWvWlKSlSyQS/4Sy0gGAEOItIcRi4Zw9mA8YhBCzhRBvh/pcEolEInHnyJEjXLp0ibVr13L//fcHta/VamXXrl3YbDZeeOGFOzKOm0wm/vCHPzB9+nR27NjhVgHwhOrnAFi6dKnHbIhgaWpqcmuvaW5uJi4uzutNqK9wQE+iIz09naGhIWJiYjTR4a3S4Ul0DA8PMzw8rJn7VVN6dnY2R44cAZgwslYVZqGucnR3d1NTU8OSJUu8/qwaGxvp6+ub0ioHOH+X4uLivIpFT/T399Pd3S1bqySSe4iQiw5XhBANsrIhkUgkU8P58+c5deoUixcvZuXKlUHtK4Rg3759tLa28txzz92Rgbu9vZ3333+fuLg4Xn75ZZ9p3CqqgToiIiLoa/dGQ0MDer1ee0Ku+gI8jbmFwCsdqvk7JSWF4eFhYmNjtWN6qnTExMR4nBrmOrkKnKJDp9ORkpJCb28vwAQfg9paFeoU8pMnT6LX61m+fLnXbaqqqoiMjLxjj0+wqCOEg6m6qdks0kQukdw7hFR0KIoyS1GUHymKssbDuucVRflRKM8nkUgkEie1tbUcOHCAgoICnnjiiaDbosrKyrhw4QKrV6++o6foPT09vPfee4SHh7Nz586ADewVFRUArFixIiCREgiNjY1kZ2cTHh7OyMgI3d3dpKWlaSnV4/ElOjx5HNSKQHR0tDa9ylOlw9+4XJ1OR1RUFF1dXWRkZFBfX69tM76Fqra2lsTExDueJuZKf38/Fy5c4IEHHvD68xoZGeHy5cssWLDA4+Sxu8Xw8DA9PT1Bm8gbGhqIjY0N6eckkUjujJCJjrGRuT8B3gI+Hr9eCLEHKFcU5WehOqdEIpFIbpu1MzIy2LJlS9ABfg0NDRw6dIh58+bx6KOPTvo6BgYG+P3vf4/dbufll18OuO/fdRrUQw89NOnzjz9mW1vbhFG5vlp0fIkOTxO31Jtv13YttdIhhNBEhy8TuV6vx+FwkJiYSHNzM1lZWVy8eBGAmTNnuolHi8VCfX09c+bMCenkqFOnTgH4rDDV1NRgs9m+ltYqICgTuRCC+vp6cnNzp2zClkQi8U/gA699MFbZaBBC/KOiKAbghqfthBCViqKgKMqPhBC/CcW5JRKJ5LvMjRs33MzawWRxgHME6scff0xycjLPPPPMpG/ShoeHee+99xgeHmbnzp1BTcw6ceIE4JzGFKrcicbGRoCATeQATiuiZ9Hh6+m+62emVjrMZjM2mw3wXuno7u5m+vTp9PX1IYTAZrORnJxMWVkZMNFE3tDQgN1uD6mfY3BwkIqKCoqKinx+NlVVVaSkpARdcbhTTCYTiqIEFQrY2dnJ4OCg9HNIJPcYoap0bB2rZCCEeH0st8MjQohKnAZziUQikdwB6nSolJQUXn75Zb9m7fGoxnGHw8H27dsnfcM/OjrK+++/T09PDy+++GJQN6ZCCM6cOQPA008/Panze6KhoYHw8HBmzJgBOCsdSUlJ2O12r/s4HM5/EnW6iUZyT2JOFRWuokOtdASa0ZGUlERfX5+Wiu7qN0lPT3fb/saNG4SHh5OTk+P1PQTL6dOncTgcEwzrrnR2dmIymSguLp7yyoHJZCI9PT0oMS39HBLJvUmoREdfiI4jkUgkkgBobGzkww8/JCkpaVKCQwjBH//4R9ra2nj++eeZPn36pK7DZrPxhz/8gdbWVrZu3Rp0SvWNG7cL48G+B180NjYyc+ZMrfVJNZEPDg563Wd01HljGxFhmbDOU6XDk+hQ34O/jA6bzUZvby9hYWEIIbDb7UyfPl27YYaJoqOuro5Zs2YFlcrtC7PZzPnz57nvvvtISkryul1VVRWKorBw4cKQnDdQJhsKWF9fT1JS0pSO9ZVIJP4JlegI9nGC/EsgkUgkk6SpqYkPPvgAg8HAzp07J2W8Pn36NJcuXWLNmjUUFBRM6jrsdju7d++msbGRZ555Jui2HyEEhw4dAvCaDTEZbt26RVdXl9ZeMzAwwK1bt5gxY4bXyVUAFouz0hMZOTphnacn7WazGUVREOJ2O1aglY6enh6EEG7+G4PBQFNTE+D0ibhOEOvp6aG3t5fZs2d7vf5gKSsrw2Kx+MxEcTgcXLhwgTlz5gSdan+ndHZ2YrFYgsrncDgcNDY2ytYqieQeJFSiQ1EUJaCh6oqi5AKTe6QmkUgk33Fu3rzJ+++/T0JCAjt37vTauuOL1tZWSkpKKCws9NlW4wu1UlJbW8umTZsm9RT88uXL2gSnUN4kqtWC8SZyf5UOq9VZzQgPt05Y56nSMT6NHDyLDk83666Tq1TUFit1OpWrQV2tCOXnh6Y7eXR0lLKyMubNm+dzwtONGzcYHByccgM5TM5E3tzcjMVika1VEsk9SKhEx1vAl/6Eh6Io8cBHwB9CdF6JRCL5zmAymXj//feJj48PahytKzabjb179xIbG8vmzZsn1aMvhODgwYNcuHCBxx57jKVLlwZ9DIfDwVdffaV9H8yNpT+ampqIjIwkLS0NcN6I6nQ6LczPG3a78yZfr5/o+/BU6VAzOlxFh7qdvzRyb6JjxowZWCwW7dpV6urqSExM9NkGFQznzp1jZGTEb/J7ZWUlsbGxk66G3Qkmk4mYmBgMBkPA+6jjhoNt85NIJHefkIgOIUQJ8CXQpyjK3yuKskZRlFngFBpj3/8V0Av0CCE+CcV5JRKJ5LtCc3Mz7733HrGxsezcuXPSid3Hjh2jo6ODp556atIeiqNHj3Lu3Dkeeughvzet3qiurqa7uxuA5OTkkGVzwO0wOfWGvqWlhdTUVMLDwyctOtRKh6sRXa10qCN/IyIiNBHnr9LR3d1NfHy8VnnR6XQMDw+Tk5PD8PCwm5/DbrfT0NDA7NmzQ2LktlqtnDlzhvz8fM1o74nGxkauXr1KUVGR1xT3u8lkQwEzMjJC+vskkUhCQ2jcaIAQ4o2xPwx/A7wBePpDsQf4cajOKZFIJN8FWltbee+994iOjuaVV16ZEBgXKM3NzZw6dYri4uJJP7k+ffo0x48fp7i4mA0bNkzqJthms3Hs2DEyMjLo7e0NaZVjdHSUjo4OLTVbCEFzczMLFiwA8NleFUilwzVTZGhoCIPBoFU6XKd/+fN0dHV1kZKSQk9PD+Cs/ADazbKr6Lh58yZWqzVkrVUVFRUMDQ35FIzDw8N88sknJCUlsWrVqpCcNxjMZjNdXV3cf//9Ae9jsVgwGo0hy3qRSCShJaSJ5EKIN4DZwG+ASqB/7OsIsE0IsU0I0e/jEBKJRCJxoa2tjd/97ndERkbyyiuv+MxS8IXaVjVt2jQef/zxSR3j/PnzHDp0iMLCwkm3ZoHzpvf/s/emb1Hda/rv/S0mmedZAcEhoMQJjYlDosY4JEYjKo5xd3Z37z7X7+p3fa7dff6A7rO7357f6bN3d+/BJBoHsh0SEwecoxgmQRGZxyqqgCqoAoqav+dFsZY1UlWwmMzzuS4uYdUavgWo617Pcz+3VqtFYWEhDAaDpCNgBf+GYD5Wq9UwGo3iBKSJRYf9v8SJKh1DQ6+HNbpWOgTRYbVaRX/GggUL3KoEnHNxXK7QZgXYBYcgPhxFR2trK2QymSS+F6vVisePHyMrKwvZ2dke9+Gc49q1axgdHUVxcXHA2S9SIOSqBGIi7+rqgs1mIz8HQcxRJKt0CHDO2wD8RurzEgRB/NJQqVQ4c+YMQkNDcfr06SmNAL179y4GBgZw8uRJ0ewcCFVVVfj++++xdOlSHDx4MODUcwGTyYQHDx4gOztbvJGXUnQI5mNBZAgiJCMjA1arFQaDweuxrysd3nM6HEWHyWTyKDoEwQF4bq0aHh6GyWRyy0VZvHgxent7kZiY6PRaS0sLFi1aJElwYm1tLXQ6Hfbt2+d1n6qqKrx69Qo7d+6csP1qOhGmeAUyLretrQ1BQUGS/j4RBCEdklU6BA8HQRAEMXX6+/tx5swZBAcH4/Tp0wGZaV3p7u7GkydPsHbt2km16NTU1OC7777DkiVLcOTIkSnlRPz8888YHR3F9u3b0d3djcjIyCm9N1d6enqQmJgo+lXkcjlCQkKQnJw8oZ8DsIsOmcwKTwUcQXQMDg46bXcUHf6OyxWqG64VEEF0ON7oj4yMQKVSSdJaZbPZ8OjRI6Snp3s9X39/P27cuIHc3Fy8++67U77mZNBoNHj69CmWLl0akNBqb2/HokWLJkyPJwhi9pBEdDDG/m8AreNmcYIgCGIKaDQanDlzBjKZDKdPn57SxCKz2YwrV64gJiYGH330UcDH19bW4urVq8jNzUVJScmUBIfVasWTJ0+wZMkSZGVloaurC1lZWZKlXHPORfOxgFwuR0ZGBmQy2YStVfb1BXlsrQI8t1cB9jBAV0/HZMblAkBKSgp0Oh3S09PFba2trQAgST5HfX09BgcHsWXLFo/fc4vFgkuXLiE0NBQHDhyY8fRxwP4zvHLlCmQyGT7++GO/jxsdHYVSqaTWKoKYw0gZDlgG4LZE5yMIgvhFotVqcebMGVitVpw6dWrSSeECd+7cgVqtxqeffhpwe05dXR0uX76MxYsX4+jRo1NOwm5qaoJer8f69euh0+kwNDQkaSvM0NAQ9Hq9KDqsViuUSqVYOfCn0uFNdAhVCWHilut2wH1crkwm81rpCAsLQ19fn7gtLi5OFC+OlY6WlhZERka6pZMHCuccDx8+RHJyMt566y2P+9y6dQt9fX3Yv3//pKejTZXy8nJ0dXVhz549AfmXhGwWEh0EMXeRSnS0cc4/4pw/82dnasUiCIJwZ2RkBF9++SUMBgNOnTo1YWibP3R1daG8vBxFRUUB34y9ePECly9fRk5ODo4dOyZJy0pNTQ2io6OxZMkSdHd3A5A2n0PwcwiiQ6VSwWq1+mUiByYWHQJKpRLA6+mMjtUAx0pHSEgIbDabV9GRlJSE+vp6cZvQWgW8NpFzztHW1oa8vLwpVx0aGxvR39/vtcrR1NSEn3/+GRs2bMCyZcumdK3J0t/fj7KyMixfvjzgsMm2tjaEhYU5VYkIgphbSCU6WhljgcSV3pLougRBEG8EY2Nj+PLLL6HT6XD8+PEp3zyZTCZcuXIFcXFx2LlzZ0DH1tfX49tvv8WiRYskExw6nQ4tLS1YtWoVZDIZurq6EBISMuUn+I709PQgJCREFGvCBCRBdPiqdNhsvkWHyWQC8Lo1ypPo0Ol0YgXEW3tVUlKS07bc3FwoFAokJSWJ5+nt7YVer5+yn0OocsTHx2PFihVurw8PD+PKlStITU0N+HdFKmw2Gy5fvozQ0FB88sknAYus9vZ2LF68eNIDDgiCmH6kCgf8LwA7GWN/6+chU+sXIAiCeIMwGo34+uuvoVarcfToUUlajsrKyqDRaLB///6ARp42NDSgtLQUCxcuxIkTJyQbl1pbWwvOOdasWQPAbm5fuHChpKFzjv4NwD65KiIiQmzT8V3pkPkUHQJBQUEICQmBxWIRtzlWOoRWNNdKh9FoxPDwsFvbnCcTeUtLCwBMWXS0trZCoVBg8+bNbjflnHNcvnwZJpMJxcXFU26hmyyPHj2CQqHAxx9/7FGoTcTg4CCGhoYkGSlMEMT0Icm/Loyxfxv/tIgx9nsA1QDaAGg87J4LYHKD5gmCIN4wzGYzzp07B4VCgZKSEkl60js6OsRWmZycHL+Pe/XqFS5duoTMzExJBQfnHDU1NcjOzkZCQgKMRiOUSuWk08w9YbFY0Nvb6zRxSS6XIzMzU3xqPllPh6cb8aCgIISFhTmFBTqKDuFz1xtowUQu5HEAQGpqKmw2G4aHh91M5Onp6R5btALh4cOHiImJwapVq9xee/LkCdra2vDxxx8jOTl5SteZLEqlEvfv38fKlSs9VmJ80dbWBoD8HAQx15HqkcZvYBcSQj103fiHN7hE1yUIgpi3WCwWXLhwAZ2dnTh48CCWL18+5XMKbVUJCQnYsWOH38c1NTXh4sWLSE9Px4kTJyTJhBDo7OzE4OCgmGytUCjAOZfUz9Hb2wubzSa2UplMJvT396OgoEDcxx9Ph0zmntHh7abfcVwuYB+ZazQaYTAYxGRx12P7+/sBvG79Apz9HEKlw2AwoLu7G5s2bZpwzb5QKBTo6urCrl273KpKCoUCZWVlyM/Px7p1E/2XPX0IoZURERHYs2fPpM7R3t6O6OjoKQ9dIAhiepHMSA7gHzjnMn8+JLomQRDEvMVms+Hbb79FS0sL9u3bh8LCQknOe+vWLQwNDQXUVtXc3IwLFy4gNTV10uGBE1FTU4OwsDBRAKhUKgCQ1PTryUTueo3JVjo8tftYLBZERkaKE6cAe6VDmFzlzdPR39+PoKAgdHR0iNsEPwdjTPS4tLe3g3M+5VG5FRUVCAkJwerVzrZLk8mE0tJSREVFTSldfqrcv38fKpUK+/btE4VaIAhm+9zc3Fl7DwRB+IdUAkCDwMzh7RJdlyAIYt4hZBE0NDRg165dWLt2rSTnbWtrQ2VlJTZu3Oi3L6S1tRXnz59HcnIyTp06JbngMBgMePnyJVauXCka0lUqFSIjI6fcNuSIXC5HbGysOOpVmDLlaFSf7PQqYZ2cvy7SC6LDtb1KyOiQyWRYsGCBW2tWf38/kpKSYDabxW3Z2dmiiVwQii0tLQgNDXXKHAkUvV6PFy9e4O2333b7uf7www/QaDT47LPPxCDFmaanpwc//fQTVq9ePemJWUqlEmNjY9RaRRDzAKmM5B9xzjsC2H/qKUcEQRDzEM45rl+/jrq6Omzbtg0bN26U5LxGoxFXr15FYmIitm/f7tcxcrkc33zzDZKSknDq1Klpufl88eIFLBaLaCAH7KIjNTVV0uu4hgL29vYiPDwcMTExAOyZHY5VCU94Ex3CDbujaZxz7rHS4Sg6PGVd9PX1OVU/hARtRxM55xytra3Izc2dktH+2bNnsFgsWL9+vdP2Fy9e4NmzZ9iyZUtAnh8pMZvNuHz5MqKjo7Fr165Jn0fI5yATOUHMfaat1YkxlsMY2x7gKF2CIIg3Fs45bt++jcrKSrz33nuSGqlv3rwJnU6HAwcO+DXidnBwEOfOnUNUVBROnTo1qdYWf6ipqUFKSop4Q22z2dDf3y+p6BgeHoZWqxX9HIBd2KSlpYktN76qHIB30SF8P11Fi7dKB2MMjDG31iqTyQStVut0ntzcXAwPD2NkZERsBVOr1dBqtVOaWsU5R2VlJbKyspy+10NDQ/juu++wcOFC0WMzGwihlfv3759Sda2trQ3JycmzFmZIEIT/SC46GGP/xBhTA2iFveWqijFmZYz9q9TXIgiCmE88ePAAjx8/RlFRET788EPJetBbWlpQXV2Nd9991692nLGxMZw9exZWqxUnTpyQtM3JEZVKBYVCgTVr1ojvVaPRwGKxSCo6XP0cVqtVFB0Cw8PDPs/jTXQILU/+iA6dTofo6GiMjo663QgLJnLHYzyZyKUYldvS0oLBwUGnKofNZkNpaSkA4ODBg5KOKw6Ejo4OlJeXY/369VNqi7JYLOjs7KQqB0HMEyQTHYyxGMZYJYB/BzAIoAZA2fifWgD/zBhrZoxlS3VNgiCI+UJ5eTnu3buHVatWYe/evZIJDoPBgKtXryIpKQnbtm3zub/VasWFCxeg0WhQUlLiFlInJTU1NQgKCnJKlxYM3lKLDplM5lQpsFqtAfk5gKlXOkJDQ6HVahETE4ORkRG3SkdfXx8Ae7VBYOHChW4m8tbWViQmJiI+Pt7nmr1RUVGBqKgo5Ofni9vu37+Pnp4efPzxx1M693RaTZAAACAASURBVFQwGo24cuUK4uPj8eGHH07pXD09PbBYLOTnIIh5gpSVjksAbgOI55wv4ZwXjXs9ijjnCQCKANwZ348gCOIXQ1VVFW7cuIH8/Hx8+umnkk7ZuXHjBkZGRnDgwAGfwW6cc1y7dg0dHR3Yv3//tPbzWywW1NXVYfny5U6tWyqVCowxScWOXC5Henq6+P6FyoHUlQ6DweC0PSIiQhQioaGhkMlkYkaH1Wr1OLnKlaCgICgUCiQnJ4thgx0dHVOqcgwODqK5uRlr164Vqxnt7e14+PAhVq1aJdmktMkgTFc7cODAlHNg2trawBhDdjY9yySI+YAkomM8ifwW5/yfOedaT/twzqs5578BcCGA5HKCIIh5TXl5Ob777jssWbIExcXFbonQU6GtrQ3Pnj3Dpk2bnPwM3njw4AFqa2vx/vvvO1UfpoPGxkaMjY05GcgBu+hISkqSLPnaZrNBoVA4vX+lUong4GAnYTMV0eGt0hEcHCxOtAoLCwPnHDqdTvwZe2uvEigsLATn3MlE3tnZCYvFMiXRUVlZCcaYmL2h0+lw6dIlJCYmYu/evZM+71RpaWlBVVUV3n33Xb+nq3nCYrGgqakJ9fX1yMzMlHziGkEQ04NU4YA7Oecl/uzIOf8Pxth/Avhvia5NEAQx5+Cc4+bNmygvL0d+fj4+++wzSXvoOecoKytDbGysX4bguro6sb1rJgzENTU1iImJcWt9UalUkoYC9vX1wWw2O3lZlEolUlJSnASeP+1VNpvMYzigN0+HI2FhYRgdHYXVahWv66vSsW7dOuh0OoyOjoqtYa2trQgKCpp0FcpsNqOmpgb5+fmIiYmB1WrFpUuXYDabceTIEclS5gPFsQ3Q3+lqjphMJrS0tKChoQFNTU0wmUwICwsLKACTIIjZRSrRMRjg/pTgQxDEG4uQslxfX48NGzZg165dklY4AODVq1dQKBTYv3+/z6pBR0cHrly5gpycnBkJghsaGkJrayu2bt3q9L4NBgO0Wi2Kiooku5ariZxzDqVS6ZREDvhX6bDZZAgKchcdQqXDUbhEREQ4tVs5jssVxKVjpcNoNIqvC2RlZaGxsRGAs4k8Kytr0uKgvr4eY2NjooH89u3b6O7uRnFxMZKTkyd1Tin48ccfMTIygqNHj/pd5TIajWhqakJDQwOam5thsVgQHh6OFStWID8/f8ojhQmCmFlmS3QEuj9BEMS8YGxsDOfPn0dnZyd27tyJd999V/KbfJvNhjt37iApKclnm9TAwADOnz+PhIQEHDlyZEZu0mprawHArbVKMFJLbSKPjIxEXFwcAECr1cJgMDj5OQBpKh2OosHRRM4Yc0oj91Tp8OTnYIyJJvLU1FTodDr09/dj1apVPtfqjYqKCiQnJyM7Oxv19fUoLy/Hhg0bsHLlykmfc6q8evUKtbW12Lp1qyiuvKHX69HY2IiGhga0tbWJ3pjVq1ejoKAA2dnZkgt4giBmBqlER6BjMGZnbAZBEMQ0otVq8fXXX0OtVuPgwYPTZtitq6vDwMAADh8+POEN2OjoKM6ePYugoCAcP358RpKnOed49uwZFi9eLAoBgemaXLVw4UJR2AlJ5EK7koC/lQ5PokOodDhOnXIUHUFBQW7BgCEhIQgLCxP39yQ6AEChUCAlJQUhISF4/vw5AGDp0qU+1+oJuVwOhUKBPXv2QK1W4+rVq1i4cCE++uijSZ1PCjQaDa5du4a0tDRs3brV635GoxF3795FRUUFbDYbYmNjsX79euTn52PRokXTXp0jCGL6kUp03GKM/Sfn/P/wtSNj7Dzs+R0EQRBvDEqlEmfPnoXJZMLJkyenLTvAYrHg3r17SE9PdxqH6orZbMY333yD4eFhnD59esZGpLa3t2NoaMhj375KpcKCBQskC3IbGxuDWq12qgwIoiMlJUXcZrPZMDo66vN8viodg4Ovi/TeREdwcDCsVqvbexSqPAJvv/02OOeQy+Xiz7GlpQXR0dGTboOqqKhAaGgoCgoKcObMGQQHB+PQoUOz1oKk1Wpx5swZcM5RXFzscR2cc7x8+RI3btzA8PAw1qxZg6KiIqSnp5PQIIg3DElEB+e8lDFWMi4o/pVzXuu6D2NsO4Dfju9PJnKCIN4Y2tracP78eSxYsABffPGF0w2v1FRXV0Or1U7ozeCc469//St6enpw5MgRvwIDpaKmpgYLFizwKIhUKhVSU1Mlu5mUy+UA4GYiT0pKcvJE+NNaBfiudDgayYVxuUKlSWivio2N9ZjRMTAw4PR1bm4uNBoNDAYDFi5cCKvVira2NhQUFEzq+6PX6/HixQusWbMGN2/eRH9/P06ePInY2NiAzyUFo6Oj+PLLL2EwGPD55597HJGs0Whw/fp1tLa2Ii0tbcZ/VwmCmFmkqnQAwN/BnsFRzRgbAqBxeE0YX1INgEZNEATxxlBXV4crV64gKSkJJ06cQExMzLRdy2Qy4cGDB8jJyZkwEO327dtoaGjARx99NGE1RGrGxsbQ0NCAtWvXupmFOefo6+vD6tWrJbueYCJ39AkolUq36ViBiA7GvFc6HImMjIROp0N4eDhGR0cRFhaGnp4exMbGYmhoyK29q7Oz0+nrhIQEUTRlZmaip6cHRqMRS5Ys8WutrlRXV8NqtYIxhufPn+ODDz6Y0tjdqTA2NoYvv/wSWq0Wp06dcvNxWCwWPHr0CI8ePUJQUBB2796N9evXk1eDIN5wAhYdjLEcAHGwC4kEoWoxns+xkzF2CMDvADj+a9cG4Hec8/+a6oIJgiDmApxzPHr0CHfu3EFOTg5KSkqmPS/g6dOnGB0dRUlJiden4ZWVlXj8+DGKioqwcePGaV2PK8+fP4fVasXatWvdXhsaGoLJZJLcz5GSkiJ6J8bGxqDVasXJTQL++DkAwGYLmrDS4UhkZCRUKpUoroT2qiVLlqCnp8ep0mE0GmE2m52OT0hIwIsXLxASEoLk5GTcvXsXjLFJpWvbbDZUVVUhJCQE1dXVWLJkyYT+ienEZDLh7NmzGBgYwLFjx9zyOFpbW3H9+nVoNBqsWLECu3btkqzdjiCIuY1fooMxVgG7yIiDvVrxewDtAMpc9+WcXwJwiTEWCyABgMZbYCBBEMR8xGaz4YcffkBlZSUKCwvx6aefShZ2542xsTE8fvwYy5Yt85pz0d7ejuvXr2Pp0qXYs2fPjPfE19TUIC0tzW1yFCC9iVzwQziOxhX8HK7X989Ebv/Tm6dDCAEUEDwdwtP5oKAgjIyMIDw8HCaTyefkqoiICMjlcmRkZEAmk6GlpQWLFi2alHBtaWkRTe6xsbE4ePDgrPghLBYLvvnmG8jlchw+fNip0jI8PIwbN26gvr4eCQkJOHny5KxVYgiCmB38/V8yD0AsgI84525CwxPjQoPEBkEQbxRmsxmlpaVobGzEpk2bsGPHjhm5wXv8+DEMBoPXYDWNRoMLFy4gKSlJ8uRzf+jt7YVSqcSePXs8vi6IDqmyItRqteiHEPAmOvwdlwt4Fh1BQUFOmRzAa9EhmKNNJpO4L+Cc0eFqIk9LS4PVaoVSqcSGDRswMjICpVI5qdA8APj5558B2EfwHjlyZEamlLlitVpx8eJFtLe348CBA2Jbn81mw88//4y7d+/CarXigw8+wKZNm6ZdpBMEMfcI5G/9b/0VHARBEG8ier0e586dQ09PD/bs2YMNGzbMyHVHRkbw9OlTFBYWeqwUGAwGnDt3DowxHDt2zGlU60xRXV2NoKAgr2OCVSoVEhISJEvEdg0FBOyiIzo6GpGRkU77+jsuF/AsOhhjbmnkgugQKhqCKPGU0fHy5UunY+Pj46FSqWC1WrFw4UK0tLQAwKT8HBqNBq2trQCAvXv3+szBmA5sNhuuXLmCpqYm7NmzR5wm1tPTg++//x5KpRJ5eXnYu3cvEhISZnx9BEHMDQIRHZembRUEQRBzHI1Gg6+//ho6nQ5HjhyZUYP2gwcPxKfErthsNly6dAkajQanTp2asdG4jpjNZrx48QIFBQVen7ILk6ukoqenB2FhYU5TkZRKpcfWrqlWOgB4rHSMjY2JFQ2j0QjAc6VDEAUCribyW7duISoqyuPafXH+/HkA9mlY69atC/j4qcI5x/fff4/nz59jx44d2LBhA8bGxlBWVoaqqipER0fj8OHDyM/PpxG4BPELx2/RwTnvcN3GGFsDoAQAdzvAzi3O+Z3JLY0gCGJu0NfXhzNnzsBms+Hzzz/36qmYDoaGhlBVVYU1a9Z4fEp88+ZNtLa24pNPPkFOTs6MrcuRV69ewWAweJ1MZTKZoNFofKanB4JSqXTKcjCbzejv78fy5cvd9p1qpQOAW6XDfoxNvL4gSgTR4Toy15H4+Hh0dXUhMjIS0dHRaG1txfLlywO+KR8YGBBbt44ePTrjN/Wcc9y6dQvV1dXYvHkzNm/ejIGBAXz55ZcYHh7Gxo0b8cEHH8xK5Y0giLmHv6JD42kj57yGMdYGu8n8d7CPw20D8BsAVWQgJwhiviOkjDPG8MUXX3jMG5hO7t27B5lM5nEaUXV1NZ4+fYp33nlnVp5yC9TU1CAuLs5rIKJgpJaq0mGz2aBSqVBUVOR0Dc65BJUO52dojpOxBKKjo8VgQKGdymg0ituDgoLEio+nayckJODJkydYuHAh5HI5DAZDwK1VVqsV//t//28AwL59+zxO2JpuHjx4gCdPnmD9+vXYvn07FAqF+Hfl17/+NTIzM2d8TQRBzF38dRoOeXuBc67lnNcAOAKAAfgN5/wOCQ6CIOY7Y2Nj+Prrr2E0GnHixIkZFxz9/f2oq6vD+vXr3fI/Ojs78f333yMvLw8fffTRjK7LkcHBQbS3t2P16tVen7RLPblKrVbDYrE4CYze3l4A7iZym83mVXQ4mu29VToEf4ij6IiKihK/dqx0xMfHi8GAwvbKykqn4wAgPDwcarUaGRkZaGlpAWMsoElOnHN899134tdr1qzx+1ipKC8vx71797Bq1Srs2bMHnZ2d+Mtf/oLQ0FB88cUXJDgIgnDDX9HhrX3q9Q6cD8Fe5aj0tS9jbPrSswiCICTAbDbj3Llz0Gg0KCkpmVS//VS5e/cuQkJCsHnzZqftg4ODuHDhAuLj43Ho0KFZDVWrqakBgAlD/1QqFUJDQxEXFyfJNT1NqVIqlQgLC3PztOj1erdxtwKOIolzz6LD1SgOvDaRC+cIDg7G8PAw4uLi3NLIy8vLxc/j4uLE0boARBN5ZmZmQBOnHj9+jGfPngEAPv7441kZjXzjxg289dZb+PTTT9HY2IivvvoKsbGx+Ju/+RsyixME4RGpZ9YNcs51fuxXBmC9z71+YTDGcgH8Fq8rS7kAKjjn/z57qyKIXx42mw2lpaXo7u7GoUOHvLYNTSdyuRwNDQ344IMPEBERIW43Go04d+4cbDYbjh07Nu2BhBNhs9lQW1uLJUuWIDY21ut+KpUKKSkpkt0cK5VKBAUFuZnIU1NT3a4xkZ/DZrM5fO5ZdAhiwLHS4Sg6ZDIZQkNDodPpEBsbi97eXiQmJor7CgbzkJAQREREID4+HgqFAoBdhCgUCo8DArzR0NCA27dvA7Dnh0jpk/GH+vp6XLt2DXl5eSguLkZdXR2uXr2KjIwMHD9+3Ol3lSAIwhF/H49J83jqNYFHrr7hMMY+BHAL9uT2345/HB5/rWp2V0cQvxyEaTyNjY3YvXs3VqxYMSvruHPnDiIiIpxSxW02G7799lsMDAzg8OHDTje3s0FbWxt0Ot2EVQ7OueSTq5RKJVJSUkTTtuDx8FSNmkh0OFZAvIkOYcSvN9HBGIPZbAbn3K3SodW+7jLOy8uDVqtFfHw85HI5EhMTxbG//vo5FAoFvv32W7Gas2rVKslGEPtDU1MTvv32WyxatAhHjhxBRUUFrly5gsWLF+Pzzz8nwUEQxIT4KzoSGWPZU22LYozFjE+8klrEzGvGKxy3ABzmnLc5vjZe5dAwxi7OyuII4hfGgwcPUF1djU2bNuGdd96ZlTW0t7ejra0Nmzdvdpr8U1ZWhqamJuzevRu5ubP/7Ka5uRkhISEeJ0YJDA8Pw2AwSJpELlQ1BDQaDcxm86RN5IB30SEYtF3bq8bGxpwmZwF2g7njGF3HUbl5eXkYHBwURcfChQvR2tqKiIgIv7I1dDodzp07h8jISCxbtgwAsH79zDUMNDY24sKFC0hNTcWxY8fw6NEj3Lx5E/n5+Th27NiMih+CIOYngTQCtwEYZIxZvX0AWOvj9UH44fn4BfI7AG2c8+oJXj80Lk4IgpgmqqqqRHPsjh07ZmUNnHPcuXMHMTExTjeVtbW1ePz4MYqKimYslNAXcrkcGRkZE6ZLS20iHx4ehl6vR3p6urhN8Hg4bnPc3x98iQ5PlY7w8HAnMSJ8H4RKh2MoYFpaGkwmE4KCgjA6Oor09HS0tLQgLy/PZ9uZyWTCuXPnYDKZcOzYMbx69QqLFy+WLN3dFw0NDaLgOHnyJMrKyvDw4UOsWbMGhw4donRxgiD8IhDRwST8IMZhjMUBOATgtrd9OOfCa7+dkUURxC+QV69e4fvvv8eSJUuwb9++WQsya2pqQk9PD95//33xZq67uxvXrl1DTk4Odu/ePSvrcsVisaC3t9cpEdwTguhISUmR5LreTOQymczjTbij6JjoZ+qrvUpopwJeVzoiIiKcplgJhv7o6GjYbDanSofQyiXsL5PJoNfrfbZWCf4ilUqFw4cPY3R0FFqtFmvXrp3wOKmor6/HxYsXRc/GDz/8gMrKSrz33nvYt2/frA4xIAhifhHIvxa5nHPZVD8A0FgLZz4c/7N1wr3s5vIPfexDEMQk6OrqQmlpKdLT03H48GHRKzDTCFWOhIQE0Seh1Wpx/vx5xMTEzOraXOnt7YXNZvM5GlWlUiE2NlYyw7sgOhwrJ64eD0cc26smeiIviA7GPIsOR3+GUOmIiIgQKx0xMTEYHR0FYBcdglkcAJYvXw6Nxh53NTY2hqCgIFEM+RqVe+vWLTQ1NWHPnj1YsmQJnj17hgULFuCtt96a8DgpeP78OUpLS7Fw4UKUlJTg8uXLePHiBT788EPs3LmTEsYJgggIv0WHp0TyyTA+WrddinO9IQj9E20T7mV/PXe8MkIQhET09/fj3LlziImJwfHjx2e1N/3Fixfo6+vDtm3bIJPJYLVaUVpaCrPZjGPHjs0po65cLgcAvyodUpvI4+PjRa8L5xy9vb1eRxoLQgBwnlblis1mv4H21l5lMpnEbYLoWLBggTidKi4uThQSQsq4wLp166DRaMAYw8jICNLS0tDR0YGMjAwxB8QTlZWVKC8vx4YNG7B+/XoYjUY0NDRg5cqV097SVFtbi7/+9a/IysrCoUOHcOHCBbS2tmLfvn3YtGnTtF6bIIg3E39Fx99JfF1qE3qNICK8BjCOI6TCU6WIICRCp9Phq6++QnBwME6ePDnhDeB0Y7VacffuXaSlpYkTs+7evYvu7m7s27dvxvr3/aWnpwcxMTGiadoTFosFAwMDkosOR4ExMjICvV7vVXQ4VjqsVqv4uWtVZKL2KovF4rQtIiJCTB4XEESHTCZDRESEk+jIycnB4OAgIiMjoVKpkJSUhJ6englbq1pbW3H9+nUsXboUu3btAmBvdbJYLFi1apXX46SgpqYGly9fRk5ODj799FN8/fXXUCgUOHTo0Iy1dREE8ebhl+jgnJdKeVGpzzfPCVREUKWDICRASBs3GAw4fvy4W6jcTFNTU4PBwUFs374djDG0tLTgp59+wpo1a7By5cpZXZsnhAlMEzEwMADOuWSiw2g0YnBw0M3PAbgnkQs4VjoccRQgABDabsL/g/+F8B690/aQkBAnszhgFyx6vd6pvSg2NhbDw8OIjo6G0WgUx+EK59BoNBgbG4PFYoHVagXn3Kvo6O/vx8WLF5GcnIzi4mLRN1FbW4ukpKRpTfuurKzE1atXkZeXh7179+Krr77C4OAgjh8/joKCgmm7LkEQbz40cmL2EUSEZsK9XuNVpDDG/h7A3wP2fud79+5NbWUSMzIyMufWRMxvJvs7ZbPZUFdXB51Oh8LCQjQ2NqKxsVH6BQZAVVUVoqOj0dPTg7a2NlRVVSEiIgKRkZFz7u+NyWTC0NAQEhISJlybIAg6OzvR398/5esKvor+/n7xup2dnQDs43vb2507d61WqzjO1hd5Ia34X/h/8W/h/wwTXvtPGhsbxWsIlJWVwWazOb0nlUoFlUoFzjmuXbsmGsdDQ0Nx79499PX1iUKnt7cXwcHBaGlpcaqIAPbvbU1NDWw2GxYvXownT54AsIvkrq4uLF68GPfv3/frPQWKXC5HS0sLEhISkJycjD/+8Y8wm80oLCxEV1cXurq6puW6bzL0/x4hNfP5d4pEx+wjWaWDc/4HAH8AgKKiIh5Iyu1McO/evYCSdwnCF5P5nbLZbLh06RK0Wi2Ki4vnRBVheHgY9+/fx44dO/Dee+/hq6++Auccv/rVr+ZcWxVgvxF/8uQJ3n//fWRlZXnd7+bNmwgKCsLu3bslmXL09OlTAMDOnTsRE2OPjbp48SLi4+Px4YfuczYGBwfx6NEjv86dkWw3fidnDECO1xWcdevWQSaTobKy0mnbTz/9hLS0NFF4bNy4Ed9//z2Sk5OdTPPvv/8+1q5dKwqFlJQU6PV6LF++HNu2bXNag8ViwZkzZ2CxWPCrX/3KqaJx9+5dMMZw4MAB8b1LSXl5OVpaWrB8+XLs378fX3/9NcxmM06dOjXhz5iYGPp/j5Ca+fw7RbPu5h++vB8EQXiBc47r16+joaEBu3btmhOCA7A/pQeAZcuW4eHDh2hvb8fevXvnpOAA7H4OmUzmMRfDEZVKhZSUFMnGqiqVSkRERDj5SCYykfsbDAgAQeMmc6vLWkNDQ93aq4SWLU+ejqioKKfqRUFBgTi5CgAWLFiAkZERt9YqzjmuXr2K7u5ufPbZZ06Cg3OO2tpa5ObmTovg+Omnn3Djxg3k5+fj4MGDKC0thUKhQHFxMQkOgiAkg0TH7BOoQdzfNiyCIFx4+PAhqqqq8N5772Hjxo2zvRyR5uZmxMbGQq/X4/79+ygsLBRH5s5F5HI5UlNTxclO3pB6cpVKpUJaWpropfDk8XDEm5/DE7Lx1iebi8E8NDTUKRhw8+bNophxFB3h4eEwGo0wmUxO43VjY2PR19cnfi20e7mKjrKyMjx//hzbt2938050dHRAq9VOi4H8wYMHuH37NlasWIHi4mJ8//33aG1txSeffDIjY3kJgvjlQKJj9vG3ciGIEqp0EMQkkMvluHv3Lt5++22PrTizhcViQWtrKzIzM/Htt98iPj4eH3/88ZzNQLDZbH6ZyPV6PUZHRyWr1litVvT19QVkIpeq0iGMxQXsmRuuoiMiIkLc5igwAHtooOM2k8mEtLQ0MbUcsLc2/fTTT1i3bh02b97strba2lqEhYVJKgI457h37x7u3r2LwsJCHDx4EGVlZairq8O2bdtoShVBEJJDomP2EfI5cn3sF6jhnCAIB+7cuYOIiIg5d0Pf2dkJs9mMly9fQq/X4/Dhw2IGxVxkYGAAJpPJ5wQltVoNAEhKSpLsular1aPo8NbmNVGlw7XSNVGlw/FmPzIy0k10JCcnixkdjgKjsLAQAETfR2RkJDQaDZYtWybuU1dXhxs3bqCgoAB79+51+900mUx4+fIlVqxY4bOy5C+cc9y9exf379/HqlWrcODAAZSXl+PJkydYv349tmzZIsl1CIIgHCHRMftUjP/paxRuLoCh8XBFgiACoKOjA21tbdi8efOshv95oqmpSfz8o48+8vrUfq4gjIL1VekQfAwJCdJEC3mqaggeD8eqgSMTVTpcb6xl45UOm4dKh6OPIiwsDCMjI4iIiBADA+Pj40XR4TiKNzc312ntJpMJnHMsX74cANDS0oIrV64gJycHn332mUfvy8uXL2E2myVrt7PZbLhx4wYePnyINWvWYP/+/Xjx4gVu3bqFgoIC7N69e06JcoIg3hxoetXsc3v8zzxvOzikkF+Y/uUQxJuF8FQ3OjoaRUVFs70cJzjn+PnnnwEAb731FtavXz/LK/JNT08PwsPDfYoJtVoNxphk+SdKpRLBwcFITEwUtykUCmRkZHi9SR4a8v6MxjXwz1t7lasQCA0NxejoKKKiokRR45hG7khmZiaMRqO4n9lsRnR0NNLT09HT04MLFy4gJSUFR48e9ZowXltbi4SEBJ8izx9MJhNKS0vR1NSEd955B7t27UJra6tP4UMQBCEF9K/LLDNeubgE4MgEuwmv/X76V0QQbxatra3o6urCli1bJGtPkQq5XC5+/umnn86LJ8xyuRyZmZk+16rRaBAXF+eW/D1ZlEolUlNTxZtis9mM/v5+ZGRkeD2mu7vb43bGmFvrlbf2KleCg4MxMjIiposD3kVHUlKSm8dj2bJlGBgYwNmzZxEVFYUTJ054bacbHBxER0cHVq1aNeXfDZ1Ohz/96U9obm7Gnj17sHv3bigUClH4lJSUeBU+BEEQUkCiY27wWwBxjLFDXl7/DYA/cM6rZ3BNBDHvEaoccXFxc84YyznH//zP/wAADh8+jPDw8FlekW+MRiP6+vr8SsRWq9VOVYmpwDkXRYeAUqkE53zCsb2OBnBHVqxY4dZ65a3S4YmRkRFERUWJlRRPomPx4sVgjLmFIqalpeGrr76CTCbDqVOnvLaGAfYqB4ApT63q7e3Ff//3f0Oj0eDYsWPYsGED1Go1zp49i8jISJw4ccIpW4QgCGI6mBXRwRg7PxvXnatwztsAHAbwO8aYk6GcMfa78U9/O+MLI4h5TmNjIxQKBd5//33JnrhLhWPYnOuI1LmKQmEP0PPV6sM5h0ajkczPodVqYTAYnPwcwlomqnR4o6CgwK9Khyf/D+dcFB0CcXFxTt4cAKIwE/wcAo8fP4bR43i17AAAIABJREFUaMTJkycnbD1zzOaIjY31852509jYiD/96U9gjOGLL77A0qVLMTw8jC+//BIAfAofgiAIqZitWurcmVc5R+CcX2KMVQP47XgZfQh283gF53zdrC6OIOYhQpUjMTERb7/99mwvxwmlUonr168DADZt2jTLq/EfwUTuq9IxOjoKk8k0rSby3t5eREVFOQUFOuLq2QgLCxMrH1lZWXj27JnT654qHZ7ObTKZYLFYEBkZ6bSfkL8hIAizFy9eOG3X6XQ4efKkz4EBXV1dGBoackst9xfOOcrLy3Hz5k1kZGTg6NGjiI6OhsFgwNdff42xsTGcPn1asp8RQRCEL/wSHeOVCV/TlfwlQcJzvVGMVzx+M9vrIIg3gRcvXqCvrw/FxcVzyhxrMplw6dIl8WthktF8QC6XIzEx0WcrmDAuV6r2KkF0OLZXKRQKpKene/U6uFYyMjMz0dZmn1DumKsh4KnS4akCIBzn+JqnNQjCzDFYEACKi4uRk5Pjcc2OPHv2zG1cr7/YbDZcv34dVVVVyM/Px2effYaQkBBYLBZ888036O/vx/HjxydVJSIIgpgs/lY6dsIuFIYw9ZwIeqxCEMS0YrPZcO/ePaSkpGDFihWzvRwnbt68CY1Gg9jYWL/yLuYKnHP09PS4JWl7QupxuSqVComJiWK7k8lkwsDAwIRtaa6iwlF0eDKSB9lssDEGOAiIiIgIr+d1bL0aGBhw2ic2NhZRUVHQ6/VO27dt24b8/HyvaxYQsjkKCgoCHvFsMBhw6dIltLa24r333sOHH34IxhgsFgtKS0vR2dmJ4uJi5OV5HZhIEAQxLfgrOtoA/Cvn/FspLsoYs/reiyAIYnLU1tZCo9GgpKRkTk2EGhoaQk1NDdatW4eXL19i6dKlc6oKMxFarRajo6N+m8hlMhni4qQpaiuVSqfr+mMid50a5ZqM7ubpsNk8ZnQAdsEl4BoMCABVVVVOxwlrdV3D1q1bva7XkYaGBphMpoCzOYaGhnD27Fmo1Wrs27dPHJ6g1+tx/vx5dHV1Yffu3Vi5cmVA5yUIgpCCQESHlJOTaiQ8F0EQhIjFYsH9+/eRkZEx51qXHj9+DADIyclBZWUlli5dOssr8h9/QwEBe6UjPj5eEkE1NjaGoaEhrFv32trmj4m8q6vL6WvH0D7Ag+iwWmH1kEbueqxwnCBE0tLSnIYCAK9Fx1/+8hdx244dO7yu1ZXa2lrEx8cjKyvL72N6enrwzTffwGKx4MSJE2Iw4cDAAM6dOwetVovi4mISHARBzBp+iQ7O+UQZEn7BGMsBoOGc6zjncyuhiyCIN4aamhpotVrs27dvTlU5RkZGUF1djVWrVkGlUoExNq9aXHp6ehAcHOzkq/CGlONyhSyMQEzkgLvocB1d62lkrrdKh2BADw0NxcjICBhj0Ol0AOxZHK4TqjIzM90M5P4KYK1Wi/b2dnzwwQd+//7W19fj8uXLiIqKwunTp8WqTkdHB86fPw+ZTIbTp09j0aJFfp2PIAhiOpiR6VWMscWwT6yKY4wlAPg957xjJq5NEMQvB7PZjAcPHiA7O1t80jtXePz4MWw2GzZv3oyLFy8iKytrXmRzCMjlcmRkZPisXgjjcqX6/nuaXCUkkU+E4CsRcG118qfSIdz0C/vGxMS4BQO6GsUZY7Barbh8+bK4LT4+HklJSROuVyCQbA7OOR49eoQ7d+5g0aJFKCkpEadq1dTU4LvvvkNCQgKOHz8uWTI8QRDEZJmRZmLOeTvn/L845//BOf8XAL/zeRBBEESAVFRUYGRkBNu2bZtTVQ69Xo/KykqsXLkSwcHBUCqV86q1ymKxoLe31y8/x/DwMCwWi6TjcqOiosRpUUajEQMDAxP6OTzhWvlwxVOlo7ra3lUsVDUE0REVFSWKIeE1gZCQEJSWliImJkbctnz5cr9+H4VsjpycHJ9+GKPRiCtXruDOnTtYuXIlPv/8c0RGRoJzjrKyMly9ehU5OTn49a9/TYKDIIg5wbRVOhhjMR42J8Be8ZhbjyAJgpj3GI1G/PTTT8jLy0N2dvZsL8eJp0+fwmw2Y/PmzWhubgYALFu2bJZX5T8qlQpWq9UvP8d0jMt1rHIIN/uBjHtduHCh6EkJDvb8356nSoder8fw8DC0Wi0Au+jo6+tDVFSUOAlrcHDQ6RiTyYSgoCBs3rwZ165dA+B/a1V3dzc0Gg22bNnidR/OOV69eoUff/wROp0OW7duFVuxzGYzLl++jJcvX2Lt2rXYu3fvnAvFJAjil4tkomNcZFyEf8F/h6W6LkEQBGC/sdfr9ZMOU5sujEYjfv75Z7z11ltISUlBWVkZ4uLi/G63mQsEYiKXUnRYLBb09/c7VYX8MZHbxoP+BHJycsT34DrFSsDT9CoAuHv3rugdiYmJQVtbG1JSUsRruIYQAkBJSQkqKirEr/31UtTW1iIkJMTrKOChoSH88MMPaGpqQmpqKg4fPiz+TEZGRvDNN99ALpdj586dePfdd+dUtY8gCELKSkc17JWMsvHP18J54lUegMUA/pZz/sz9cIIgiMkxNjaGx48fY/ny5XMu96KiogIGgwFbtmyB2WxGe3s7Vq9ePa9uCOVyOaKjo51ahryh0WgQHBzs176+6O/vh81mczORR0dHewzuE3BteXJsVfLW9uVJdCQlJaGmpkZs5XL0dHhj06ZNyM7Oxp///GcAQHZ2tl/VBrPZjPr6eo/ZHFarFeXl5bh//z4AYOfOndi4caPor+nr68PZs2eh1+tRUlIyqUBBgiCI6UYS0cEY+z8B3Oac/4PDtmIAtzjnOpd9/40x1ua6nSAIYrI8fvwYRqNxzlU5zGYznjx5gry8PGRkZKC5uRlms3letVYB9kqHP1UO4PW4XClE1WRN5K6mcceQP2/+hiAP7VUffvghrly5gt7eXgD26VU2m21CwbN9+3anXI+iIv+GNb569QpGo9Etm6O7uxvfffcd+vr6sHz5cuzZswexsbHi6y0tLbh48SJCQ0Pxq1/9ilLGCYKYs0hlJC9yFBzjDMGDd2PcSP73El2XIIhfOKOjo3j69ClWrlzp1zjXmaS6uhp6vV7s0W9ubkZISAhycnJmd2EBMDo6isHBQb8rSFKOy1UqlQgJCRGFgtFohFqt9mki7+7udvrasXIQSKUjNjbWKdBPqFiEhYV5PEdOTg5kMpnT5Cx/EtwBe2tVXFyc6EcaGxvDtWvX8Mc//hEGgwElJSU4evSok+CoqKjA2bNnER8fj7/7u78jwUEQxJxGqvaqdg/b2mAXF55aqeZPXwFBEHOaR48ewWKx4P3335/tpThhtVrx+PFjZGVlITs7G5xzNDc3Izc316uZeS4il8sB+OfnsNlsGBwclKySo1KpkJqaKrYRCRUHXzfXgn9DwGw2i587Vj0c8VTpCA0Nxfr163Hjxg2n7Z58HMDrUMCOjg5x24IFCyZcK2BvB2ttbRUFTl1dHW7evAm9Xo+NGzdi27ZtTsKJc45bt27hyZMnWLp0KYqLi70KIYIgiLmCVP/zDbhu4Jy3M8bWetlfmlmKBEH8ojEajaioqMCqVavmnDG7trYWOp0O+/btA2D3JwwNDWHz5s2zvLLA6OnpAWPMr6foWq0WVqtVkkoH5xwqlcrJVO2v6HCtdDiKBG8iwFOlIzQ01MmP8fTpUwDOIsYRQXSUl5cDwIThhY7U1dUBsBvOv/zyS7S3tyMzMxMnT550ai0TePLkCZ48eYKioiLs2bNHkuR3giCI6UYq0SFWLsaTxzEe/lfDGPtXzvn/5bK/NzFCEAThN11dXeCcz7kqh81mw6NHj5Ceni6mjgujcudTPgdgr3SkpqYiJCTE575CW5EUGR3Dw8MwGAxOLXMKhQIxMTETGrkBe5VJgDEGg8Egfu2tIhBktcLiUoFyNXQLWR+uwYMCmZmZ4JxjYMD+HM4fgck5R01NDQDgm2++QXBwMPbu3Yt169Z5FBPNzc24ffs2CgoKsHfv3nk1kIAgiF82UomOPzDG/hPA72GfWKUBkATgDwBaGGO5459rAPwL7H4PgiCISTM4OIje3l6sW7fOZ5DaTPPixQsMDg7iyJEj4k1hU1MT0tLSJJnqNFNwziGXy7Fy5Uq/9pdyXK6Q+O0qOnxVORxN3IC9ncpxmlUglQ5vQquqqsptmzDdyzG3wx+B+eTJE1HE5OfnY9euXV6N6v39/SgtLUVqair2799PgoMgiHmFJKKDc65ljP0z7EnjbRgflcs5b2OM/QOA/w/O2Rx5UlyXIIhfLg8ePABjzMnoOxfgnOPRo0dITk4WR5eOjY2hu7t73rVWDQwMwGg0BjS5KiQkZMLpTv4iTKBKSUkBABgMBmg0GqxatWrC44aHh52+joiIEMP9AHulwzXHA/Ds6Qjkpl74Hr18+VLcNpEY7u/vx61bt8QK2MGDB1FYWOh1f71ej3PnziE4OBhHjx51q8IQBEHMdSRzM3LOtQBcJ1iBc/4HxlgbgN8A4AB+P956RRAEMSkGBgZQW1uLzMxMv/vmZ4pXr16hv78fBw8eFG9aW1pawDmfl6NyAf9M5IBddCQmJkryBL6vrw8xMTEIDw8H4L+fwzUhPDw8XKzAAHbRYTKZ3I7zFg7oL8K6bt++LW7z9H3Q6/W4d+8eKisrxUpKXl7ehILDarXi0qVL0Ol0OH36tNMEK4IgiPnCjIxQ4ZzfBnDb544EQRB+cO/ePQQHB/ud9DxTcM7x8OFDxMfHY8WKFeL25uZmREREzLuRpj09PViwYIHf7VJqtdqj8XkyqFQqscoB+C86XP0W4eHhaGxsFL+WyWQYHR11O85VdARaSVi4cKFTa5drS5rVasXPP/+MBw8ewGg0Yt26dcjOzkZpaSnWrFkz4bl//PFHtLe348CBA3Pud54gCMJf5s/cRoIgCNifgNfX12PLli1zbmpPa2srent7sW/fPnFtNpsNLS0tWLZs2Zxbry/kcjkyMzP9qlxYrVYMDg46TZuaLFarFf39/aIJH7D7OWJjY72OvBVwrHRERER49HB4Eh2u7VWBVtAyMjJEYQQAycnJAOxC9NWrV7h9+zY0Gg2WLFmCnTt3IiUlBVeuXEFoaOiEFbCKigpUVlbivffe89laRhAEMZeZdtHBGNsB+7SqQQCVnHNPuR0EQRB+IfTAb9iwAZWVlbO8GmcePnyImJgYp5vDnp4ejI2NzbupVSaTSUzB9oehoSFwziUxkavVathsNicTeW9vr1+VIkfRYTabPfo3/Kl0CBOynj9/7teaQ0NDcffuXfHr5ORk9Pb24saNG+js7ERycjJOnDghhgVaLBY0NDSgoKDAq2G9vb0dP/zwA5YuXYodO3b4tQ6CIIi5iiSigzFWwTlf7+k1znkZY6wS9myO3PEpV78jXwdBEJNBLpcjPj5eErOylHR2dqKrqwu7d+92ynZoamqCTCZzemo/H1AoFOCcB+TnAKQZl+s6uUowka9evdrnsf39/eLnZrPZo39jZGTEbVuQ1Qqbw88tLCwMDQ0N+Pbbb31eUxBaLS0t4rbHjx+jp6cHERER+Pjjj7F27VqnSldTUxOMRqNXL4dGo8HFixeRlJSE4uLieVclIwiCcEXynA5PjJvMtbAnl5cxxv4N9tG5BEEQASGXy5GVlTXby3Dj4cOHiIyMxNq1zjFEzc3NyMrK8iuZei4hmMiFwDtfSDkut6+vDzKZTAx89NfPAbwWLCEhIV5Fh7dKh9Xhxr6zsxOtra1ITEx0MqJ7oqCgwCkbBLD/nr733nvYsmWLx599XV0doqKikJOT4/aa0WjEuXPnAABHjx6ltHGCIN4IpHp0wn3v4sTcGqpPEMS8YHh4GDqdbs4ZsuVyOVpbW7Fx40anVhmtVou+vr5511oF2N9TQkKCTw+FgFqtRlhYmN/7T4RKpUJSUpJYMVIoFACA9PT0CY9zDAEUfkccRYdQOfHm6XCsdJhMJqSmpoqJ8hORlZWFv/71r07b/vEf/xE7d+70KDjGxsbQ3NyMwsJCtwqGzWZDaWkpNBoNDh8+LEnliCAIYi4w4/VaxthqAEUzfV2CIOY/ws2nv0/fZ4qHDx9iwYIFWL/eucu0qakJAObdqFzOOXp6evxurQKkH5frOrkqLi7Op6BxnFzlSXQIuRn+eDoA4OTJkzAajT7Xe/nyZdTX14tfFxQUID4+3uv+9fX1sNlsHlurbt++jebmZuzZsweLFy/2eW2CIIj5QkDtVYyxYgAlcK9s5DLGzvtxilzYTeW/CeS6BEEQgP3pO2PM5xPvmUSlUqGxsRFbt251a4Npbm5GfHy8JC1HM4lOp8PIyEhA4k6j0QQkUrxhMBig1WpRVPT62ZQ/SeSAs4lcyLJwFB1CGrwnT4dre9XatWvd0swdCQ0NFc/tKmIcBZMnnj9/juTkZLfxws+ePcOTJ0+wfv16p/dPEATxJhCQ6OCclwIoZYwtBnAIdvGQO/7yYa8HvqYawD9wzv87oFUSBEHALjpSU1O9TvuZDR49eoSQkBC88847TtvNZjPa29uxdu1aSZ7+zySBhgJaLBZotVq8/fbbU762axL52NgYBgcH3bwynnCsdAitWY6VCmEilT/tVUJbk2OauSPeQgaFYw0GAywWCywWC6xWq/j5wMAAurq6sHDhQrx8+VLcbjAYcPfuXSxevBi7du3y+V4JgiDmG5MyknPO2wH8B4D/YIzdAhDnbXoVQRCEFHDOIZfLnUL3ZhuNRoP6+nq8++67bq0/7e3tsFgs8661CrCLjuDgYKeRtRMxODgo2bhc18lVgZjIHUWHIAgchYHgr3AVHcxmAwOcKh1COKC3Ssfw8LDXdfgz8aqnpweXLl1y2pacnIzDhw87TT8jCIJ4U5jy9CrO+c7xkbgEQRDThlqthtFolKSFRyoePXoEmUyGd9991+21pqYmhISEIDs7exZWNjXkcjnS09P9vvmVenJVWFiY2Arlr4kccB5ZOzY2BgBOOR1C+5urT0M2PnnKsdLhS3QI7Ny5E7du3XLa9sEHHyA0NBTBwcFOH0FBQTh37hwYY/jbv/1bt9cXLFhAo3EJgnhjkWpk7u8lOg9BEIRH5HI5gLllIm9ubkZ+fr5bZgjnHM3NzcjLy0Nw8LRnsEqK1WpFb29vQJ4CqTM6UlNTxZa03t5exMfHIzw83OexglcjPDxcFB2OeBtbHDQuTBwrHYJA8SU6BO8IAOTl5WF0dBTvv/++x32Fqs3evXvn3AQ2giCI6UaSRyqc8/8KZH/G2A0prksQxC8HuVyOkJAQMbthtjEajRgZGfFoGu7r64NOp5uXo3JVKhUsFktAFSW1Wo3w8HC/hMFEcM7dJlf5ayK3WCzi54sXL3YanyvgLe9iokqHY8uWJ5qbmwHYJ5S5rt2V58+fQyaTzakWQYIgiJlituq4NJaDIIiAEG4+50r7idBS5EkECaNy56PoCNREDrwelztVtFotjEaj6OfQ6/UYGhryq7VqaGhI/DwmJkaySocvamtrAQBbt27F8PCwV9Fhs9nw/PlzLF26dMrijCAIYj4iWd2fMZYD4LewT7OaqMYeBwoHJAgiACwWC5RKpduEqNlkIh9Dc3Mz0tPTER0dPdPLmjJyuRxRUVGip8IfNBqNJJkSrpOrAjGRO47LjYqKQkdHh9s+YWFh+Omnn9y2y8ZFh82DkdyVtWvXorq62m27kEjuTXR0dHRgZGREkglfBEEQ8xFJRAdjbA2AqvEv23zsTvGqBEEEhEqlgtVqnVN+joGBAQDuPgbOOZRKJdasWTMby5oyQiigv2N+zWYzdDqdZH4O4PWNeyAmcmFfwC46PFU6bt26hVevXrlt99Ze1dnZ6bavJ5GZlJTkJphcef78OcLCwublNDOCIAgpkKpP4V8A/JZzLuOcL/HxQaKDIIiAmIsmcrVajbi4ODej+MjICMxm87wLBATs7UwajSbgUEBAGhN5X18fYmNjxTao3t5eJCQkeG2LckRoaQO8i45Xr15hy5Ytbts9tVfJ5XL8+c9/dt/Xw0SvTz75BH19fQgNDfVYITKbzXj58iXy8/Pn3WABgiAIqZBKdGg45/8RwP41El2XIIhfAJNp+Zlu1Gq1Rz+HlDfhM40g7gI1kQPSjMsVJlcJKBQKv9PnHSsdERERHoP79u/fj+3bt7tt91TpcM3QcFyjK1lZWaKJ3FOFqKmpCSaTiVqrCIL4RSOV6GjxvctrOOdkJCcIwm/kcjkyMzPnTLI35xxqtdqjsJjPoqO/vx8AkJaW5vcxUr1fi8UCtVotticZDAZotdqA1iLgLV9k9erVnvf3UOnw5COJiYlBY2Oj0zZhsMFEk6vq6uoQHR09LzNbCIIgpEIq0TE3ZlgSBPHGYTAYoFar51SuwfDwMMxms8dKh1qthkwmQ1zc/JuXMTQ0hLCwML/amQTUajWioqL8nvbkjYGBAdhsNrHS4csj4QjnXPxcJpMFLE49VTo8tWGlp6dDr9c7bdu/fz9GR0cxNjbmca16vR4tLS0oLCycM5PXCIIgZgOp/gU8zxg76O/OlNNBEIS/CG0zc83PAXhuKRocHER8fPy8vMHU6XROYXf+oNFoJPNzAK9FhtDG5Nhu5Y3h4WHx88jISLeEcF+4VjoWLFjglG4u4ElIFhYWTiiQ6uvrYbPZUFhYGNCaCIIg3jSkCgesAcAYY//k5yHUXkUQhF8IPoO5VOkQJld5q3TMx9YqwJ6TEWiFRqr3q1KpEBQUJAq5vr4+hIWF+eXjEUbrAnYBIgT2eUIYbeuIWOkYFx3R0dF49eoVFi1a5LSfJ58IY2xC0fH8+XOkpKT4JZ4IgiDeZKQamfufsI/CjWOM/Q72sbneRufmgnI6CILwE7lcjsTExDkVqKZWqxESEuKWw8E5h0ajQU5OzuwsbIoMDQ0FZCI3GAwYHR2VJCW+r68PSUlJoh+jr68PqampfrVKOU6uAuwVCcewQACieDGbzW7Hizkd49ceGBgA5xxr1qxBd3e3uN/IyIjTcVu3bgVgF0wRERGIjIx0en1wcBDd3d3YsWPHnPEjEQRBzBZSze4rgV1IDAHQAkgc//BEHADu5TWCIAgRzjnkcjlyc3NneylOqNVqJCYmut1ICuNy52Olw2g0wmAwBNReJfXkKiFgkHMOlUrld0uSY1gfYwzvvPMObtxw7uIV3pcn0eHaXsU5h0wmc3tfrqJD8H309/d7rXIAoNYqgiAISOfpaANwiHOe4MfH/Gt0JghiVtDpdBgZGZlTfg7gtehwRZjkNB8zOrRaLQDPvgVvTNRmFghjY2MYHh4Wb9x1Oh2MRqNfJnJh4pbA5s2bxYwOR0O8UOnwlN/hyUiem5uLly9fOu0n/HwFgoODwTn3OLmKc47nz58jOzs7YJ8MQRDEm4hkOR0Aqn3u9Zp2ia5LEMQbzFwMBbRYLBgaGvIoLIQn//Ox0iGIjkArHYwxxMfHT+narqZxf03kXV1d+OMf/+i0zTEYMDQ0VNwuiI7Kykq383gamfvWW2+5tW0ZjUa3Y4eGhmA2m91ER29vLwYGBqjKQRAEMY5URvKPOOcdAey/RIrrEgTxZiOXyyGTyeaUCVej0YBz7rXSIZPJ5uWT7cmKjvj4eK+5GP4iGLEDGZfb0NCAM2fOuPkoHEWHY/p3dHQ0nj59ioqKCrdzeap0LF26dMI1b9y4ccK11tXVISgoCAUFBROehyAI4pfCtLU6McZyGGPbGWOe05gIgiB8oFAokJaW5nTzONsI1QxvaeTzdVyuVquFTCZDVFSU38cMDAxIYiJXqVQIDw8Xr93X14fY2FiveSFPnz7FhQsXkJ6ejkOHDjm9FhUVBZ1OB8BZdDx69Ag//vijx/N5qnQ4juH1hKtASk5OFl8zm82oq6vD8uXL59QABIIgiNlE8v8ZGWP/xBhTA2gFcAtAFWPMyhj7V6mvRRDEm4vNZoNCoZhTrVXAxOZpqTIrZgOtVouYmBi/BZPNZvPqbQkUwRMhGPNVKpXHKgfnHLdu3cKPP/6It956C59//jl6enqc9omKihLbsxxFh16vR1FRkThxyhHXSkdQUJBba5Urgvelv78fMTExTgLp5cuXGBsbQ1ERTYcnCIIQkEx0MMZiGGOVAP4dwCCAGgBl439qAfwzY6yZMZYt1TUJgnhzGRgYgMlkmpOiw1MCtzAudz6LjkBaq7RaLaxW65RFh2DEFioHVqv1/2fvzuObvK9E/38eybZkW95tbLMYMFtMIBAwZKMhrCmQNEshaSddJm2W9v7mdmbuZG5u23ubO51Op5nMa+Z2emeaSZNJb9pJQkuatEnIRgJNQkjYw74YY2y8YsuWvGr9/v6QnodHsmRLWAQbzvv14oWkZ7XxC+vofM85tLe3Dwo6/H4/L7/8Mh999BHV1dVs2LCB9PR0IzjQ57g4HA6j9sI8k6OyspK1a9fGLiTXW+aGA645c+YkHHTEKiLfs2cPRUVFY7Z1shBCXAypzHRsArYABUqp6Uqp6nCtR7VSqpDQQMD3wvsJIcSQRmMROcTvXKW3yx2Lnasg+cGAQy0zS0ZXVxder9d4497e3k4wGIyo4xkYGOD555/n4MGDrFixgrVr1xoZGX0Q4Lhx40hPT48oHtczHgDLly9H0zT6+voG3UP08qqioiJaWlqGvO/c3NyYAVJbWxsNDQ0sWLBAZnMIIYRJSoIOTdMeAN5RSv0PpZQr1j5Kqb1KqYeB34T3F0KIuBobG7HZbKPuTXx7e/tl17kqGAzidrsTmv6t09vljvTfJ7pTVXRRudvt5pe//CVnzpzhrrvuYsmSJTHfzPv9fhwOB36/P+Z19OVPsYKO6OVV9fX1Q95zXl4eFosFp9NJIBCICDp2796N1Wpl/nwpZxRCCLNUZTpWKaWeSGTH8H4LU3RdIcRlqrGxkQkTJoyqT4v7+vro7+8fckbHWAw6uru7UUol3bnKZrMN6h4GvQhdAAAgAElEQVSVrOjuT62trcZgvrNnz/L000/T2dnJfffdxzXXXBP3PD09Pdjtdl566SXjNfO96cvhEsl01NXVDZn1MS+tMt+71+vlwIEDzJ49m6ysrGG+ciGEuLKkKujoTHL/0fMuQggx6vh8PlpbW411+qPFUEuKOjo6sFqtY7JdbldXF5DcYMCOjg6Ki4tHHBS2tbVRUFBgLItqa2ujuLiYvXv38uyzz2K1Wrn//vtjTqU3Txevq6ujubmZY8eOGa+Z6270TEdvb++g80RnOvx+PzNnzox7z/q/sR506D8Phw8fxuPxSAG5EELEcKmCjmT3F0JcQVpaWlBKjcp6Doi9pKizs3NMt8uF5GZ0xFtmlqzotruNjY20tbWxefNmpk2bxkMPPURZWVnMY801Gzp9fobD4YjIauizRBLJdABDBh3mzlWFhYWkp6cDoaVVJSUlTJo0Ke6xQghxpUrVb8dkx9GObHytEOKyNlqLyNvb27FYLDEzAh0dHWNyaRUkH3R4vV66u7tT0rnKXJjf3NxsBAW33HILX/7yl4ecc3H48OGI59XV1UZ2bNy4cQwMDBjb9IxMMBxgmOmZDmUKOiZPjt9o0Zzp0JdWNTc309TUxMKFC0fVkkAhhBgtUhV0vKNp2s8T2VHTtI3A7hRdVwhxGWpsbCQ3N5ecnJxLfSsR4k3gvhza5WZlZRmf2A8nVZ2rXC4Xfr+f4uJiTpw4wVNPPQXA4sWLWbp06ZBv3puamvj444+B85mH8vJyo8A9maJ4azAYynKErzdlypSIdrvR8vPz8fl8OJ1OI+jYvXs3aWlpQ9adCCHElSwlQYdS6iWgSNO0jZqmzYu1T3g6+VtAvlLq6VRcVwhxedKLyEcbvY4hWnd3N36/f0wHHckurYKRd67Sz3Pw4EFeeOEF4/Ubb7wx7jFKKXbs2MEzzzxjvLZy5UogtKRKb3WbTMBqCQaNGR0QmtMRPc/DPPwvPz+f9vZ2lFKMGzcOj8fDoUOHmDNnjkwgF0KIOFK5+PhBoBDYq2laR3gQoP4nQGg6eSGwIYXXFEJcZvr6+ujs7Bx1ReTBYBCn03nZda6C5IOOVLUH1qeJnzlzhvnz5zN//nxsNlvcLEVvby/PP/88b7/9dkTNhZ4RcTgcNDc3A0TM6xiOJRAgYMpezZo1a1DQsXjxYuNxbm5uROeqgwcP4vV6WbhQGjMKIUQ8KQs6lFIupdQq4F6gC5hm+nMa+JZSapFSyp2qawohLj96PcfEiRMv8Z1EGmoC91AF5qOdUuqCgo78/PyEl2PF0tTUxB//+EcAbrvtNu644w46OjooLS2Nuazq9OnTPPnkk5w+fZq1a9fyxS9+0dim14E4HA66u7sBSEtLM7abH8dijcp0OBwOo6OXzhwEp6Wl0dbWhsViobCwkN27d1NaWjoqs3NCCDFaDP0/8QVQSm0CNmmalkcos+GMNzBQCCGi6UFHeXn5Jb6TSEMFFk6nE6vVmlQdwWgxMDCA1+tNennVSOo59u7dy+bNm4FQlmLhwoUopWhra2Pu3LkR+waDQbZt28YHH3xAUVER9913H2VlZcbSLAjN6IDIuRxKKePxcP8u0ZkOgNra2ojn+vn0AKa1tZWSkhKam5tpbW1l3bp1UkAuhBBDSHnQoQsHGhJsCCGS0tTURElJScSMhdFAf5Mb68220+m8Ytrl6h2nhuruFI/f72fz5s3s27ePyspK6uvrmT17tnEfHo/HmESulOLEiRNs3bqV1tZW5s+fz5o1a4xlU/q/x7hx4+jp6SErKyuiwN/cGne4ry26pgNCheG6FStWGPM9JkyYgFKKpqYmrrrqKvbs2UN6evqgYEkIIUSklAQdmqbNV0rtj7PtWkITyGsBJ6GlV05ZZiWEiKaUorGxccgZCZeKPoE71qTpsd65ChIfDNjd3Y3P50t6KVlPTw8bN27k7NmzLFmyhCVLlvCTn/zEOI+5RqKmpoatW7fS1NREYWEhGzZsMIITnT6jo7Kykq6uLhwOR8R28xDA4TIdVlOmI1YwVVVVxcGDB4HQMquuri76+/spLCzkj3/8I9dcc82oC5KFEGK0SVWmY4+maY8rpb4XvUEptS+ccq4EvgWsB4IpvLYQ4jLR1dVFX1/fqFwbH28Ct94uN9bE7LFAr11INNMxVMYnnqamJl588UUGBgaMAEIv+NbPowcRr7/+Om1tbeTl5fGFL3yBefPmxcwg6cufysrKOHv2LA6HI2JJlTnTMezyKlOmw9ylSldUVGR0xSoqKqKpqQkI/Uz4/X6ZQC6EEAlI1Rt/N/A/NE1bCWxQSp0xb1RK7QP2AS9pmrYe2Jii6wohLiOjdSgghN5gTpkyZdDrervcsVhEDqFMR1paWswMTizJFs0fOHCAV199lezsbL7xjW8Y08XNbXfr6+t57733AOjv72fdunVce+21g+ahmNXX1wOhDE1PTw8VFRXGMMC0tLSkMh3RQYfH4zG26Q0N9OsVFRVx4sQJrFYr9fX1jB8/ftTVHwkhxGiUqqDjx8BeYBNQq2naeqXUy7F2VEpt0jTtdIquK4S4jDQ2NpKWlmYMXBstvF4vbrd7yM5VY3l5VV5eXsJF0O3t7WRkZAw7ByMYDLJlyxZ27NjBlClTWL9+fUSht/59e+ONNzhz5vznVN/5zneG7TZlpgcd2dnZRrakvLzcKC4HjNkZ5kyImXl5lc1miygiX7JkCYDRQrewsJDm5mYCgQBOp5Pbb7894XsVQogrWaqqHpVS6l1gKrCfUPeqF4fYf2+KriuEuIw0NjZSXl4+5Cfcl4I+h0NmdISChaKioiGDlP7+fl544QV27NjBokWL+MpXvhIRcDQ3Nxvtcs+dO8fy5cuB0Bv8RAIOPaMBoXkcfr8/YkZHWVlZRKZDr7fw+Xwxzxed6fj9739vbJs+fXrEvg6Hw1heZbPZmDNnzrD3K4QQIrXDAVFKdSmlFgL/CNyjadqJOBPKa2O8JoS4ggUCAZqbm0fdUEAYuo6ho6MDq9Wa1Bv30eRCg4542tvbefrpp6mtreW2225j7dq1RhDZ2trKxo0beeqpp4z9v/Od7xiNAxLNcOlZEjhfMG6eRl5SUoLX6zX20es0YgUd9v5+ZtTUkOb3A6FAwry8KjoAdjqdxrmvueaapIYQCiHElSxVQUfEbyCl1KNANVBCaEL5N6P2j53jFkJcsc6dO4ff7x+19RwQO5vR2dlJQUHBmJzR4Pf76enpSTjo8Pl8dHV1xQ06Tpw4wdNPP43H4+HrX/+6MaHb7/fzhz/8wRjud/PNNwNw3XXXYbPZjGVRervc4ej/Hjk5OcYyKnOmI7qGY6hMx/Uffxy6drh7Vqx9gsGg8VjPcgAygVwIIZKQqpqOQW1blFJ7NU2bQqjO4xeapm0gVGTeDYy9385CiItqtBeR5+XlxZzAPdwn/6OZ2x3qXJ5o0KEvJYvO+Cil2L59O++++y7l5eXce++9xjl7e3vZuHEjDQ0N3HDDDXzuc5/D6/Xy/vvvR7TLtVgsCX8f9aBj6tSpEUHHuXPnAAa1r9UzHXpdhlkwKlj85JNPBu2jZ1NsNlvEz2miQZIQQojUBR0LYr0YHhC4StO0h4AngdOapt2DZDqEEFEaGxvJzMykoKDgUt/KIPECC6UUnZ2dg9b9jxXJDgY0d5zS+Xw+/vCHP3Do0CHmzJnDF77wBSM4a29v5/nnn8ftdrN+/XquvvpqgJjtcktKShKu5dEzI0VFRRFBh84fXiql04MQcxtdnYpqxxsrMNEDjUmTJrFz504AFi1alNC9CiGECEnV8qppmqb9ON5GpdRThJZbuYB3gC+m6LpCiMtEY2MjEyZMGHXLlJRStLe3xww63G43fr9/TBeRQ+KDAaPb5ba2tvL0009z6NAhVqxYwd13320EHHV1dTzzzDN4PB7+9E//1Ag4YHCNTFtbW1Idy06dOmXcd09PDxaLxehQBZGDAQHjnqJfh8GZjlj0drl6+1xg0LBCIYQQQ0tVpuNdYLWmaauA3cAepdTT5h2UUnsJBSe/Be5O0XWFEJcBr9fLuXPnuOqqqy71rQzS09OD1+u9LDtX6YMBh5tjoevo6CA3N5f09HR27NjBu+++i91u57777ovI9nz66af84Q9/oLCwkD/5kz8ZlL3q6OggIyMDh8NBf38/brc74aVKSikjk5Gfn09tbS0OhyMiWI0OLvRtiWQ6YmloaABCzQ4AsrOzYy61E0IIEV9Kgg6l1Kok9t2gadq1qbiuEOLy0NTUhFIq4pPk0UL/dD9e5ypIfFDeaONyucjJyUl4WZM+o+NXv/oVp0+fZtasWdx+++1GO1ylFFu3buWDDz5g6tSp3HPPPTEnfJvb7raFC7gTzXR0d3cbj/VMh8PhiFhS1dfXh9VqNYIE8+vRhsp06MvOzp49C8Du3bsBZDaHEEJcgFRlOpISnlB+2dE07RShwvmNQK1SqkvTtHxChfb3ApVKqQ1DHF8JPAp0hV+qBHYppf7h4t65EJeWvmZ+NLbLHSqwcDqdWK3WhDMFo00y7XKVUkbnJpfLxW233caCBQuMLILf7+f3v/89hw4d4tprr2XdunVxg5n29nYqKioAku5cpS/NglAdh959Sy+Kh1CmIz09fVDQEWt51VCZjuhJ43q9h97iVwghROIuSdChadojSql/vBTXvsgqgf8e/hO9Nn3LUBkhTdNWAv8OrFJK1Zpe/++apu0Jzz8R4rLU1NREfn5+xAC50aK9vZ20tLSYb86dTieFhYWjrg4lUS6Xa9Ab61g8Hg+bNm0ynj/88MMRQZi5Q9WKFSu46aab4n5PfD4fLpcronOV3W4fdsK5Tg8CrVYrFouFnp4eJkyYYAQdxcXF9PX1xRwyqC8nixBnSjkQt6nBWP33FkKISymlwwGT8N1LdN2LbS+hTEctoWxFbfj5qmECjkpCBfYbzAEHQDjL4QzXwghxWdKLyEejoQILfdtYpJRKKNPR0NDAk08+SU1NDQBf/vKXIwKO9vZ2nnnmGZqbm1m/fj1LliwZ8k15dOaora2N0tLShN/I68dXVFQQDAbp6+vD4XAYAYU+jTxW0FFbO3gurS9cm7F3weAmjIWFhYOyJYsXL07oPoUQQkRKONOhaVoe8BTwolLq5ahtG4HE2p9AYRL7jjW7lVIPX8BxjxNajrV3iO3vaJpWGR2UCDHW9fT04HK5uO666y71rcTU3t5OWVnZoNeVUjidzjHbLre3t5dAIBA36AgEArz//vt88MEH5OXlMW/ePD799NOI2ou6ujo2btyI1Wrl61//ekI1OeYaGaUUra2tzJs3L+H71o/Pz8+nr68PpRQOhyNimdbZs2eNoCNWTYlZMLy86v3wwEKznJwcOjs7I14bjUsAhRBiLEhmedU9wAZgJfBy1LZVhAKJLsA5zHnG5seCF0m45mM9oYAuJqXUlvCngI8CFxLUCDFqjeahgIFAgM7Ozoh2rzq3200gEBizmY6hZnR0dHTw8ssv09jYyLx581izZg3btm2LWGa2f/9+Xn311bgdquIxz/pwuVx4vd6k2uXqwYVeRA6h2o6jR48CoU5cvb29xr+LXm+j4iyjsoRfD8ao7bDb7UaQo0tkOZoQQojBkgk6fgMsJLQMKFot8GOl1O8SOZGmaYHh97pirAz/fWqY/bpM+wpx2WhsbERjdL6Z6+zsRCkVs4j8cuhcBZFBRzAYZPfu3WzZsgWr1Rox0K+jo8N4I//ee+8N26EqHvN092SLyP1+v9G9KjroaGlpAUIzOXw+n5Hp0IOO9957L+Y5LcFg6GuPsbwrMzOT48ePG8/T0tJidjETQggxvISDjvB08W/F2bybUD1Doi7L7lUXSB9rO9yyqVpggaZp+UqpGNWQQoxNV/3FXzDFaiX9sccu9a0MMlznKhi7MzqiBwM2Njby+uuv09zcTGVlJXfccUdEVy69ze2mTZs4cuTIsB2q4jFPd0+2Xa55qVN+fr7xb6DP+4DzGQ3979zcXPr7+/nwww9jnlPTg444mY4dO3YYz0tLS7EkMNdDCCHEYKma0xEvGIm3f3UqrjtahZdMVQMLCGUofjNEoKDXtwwXSOjL1grj7atp2kPAQxD65bht27Yk7vri6+npGXX3JC69CiC3ufmCfjYu9s+UPhTu2LFjRiG17tSpU1gsFvbu3TsmuxnV1NRgtVr54IMPqKuro6mpiYyMDKqqqigpKWHv3vOfIwWDQZxOp/Emv7KykpycHD744IOkrqnXcOj/Px05cmTQG/uhmNvlHj161MiUmO/10KFDwPmgyul08txzz8U9p768Klbr3I8//jjieTAYlP/DRFLk955ItbH8M5Wylrmapk1RStWl6nxjlaZp6wkFBlvCtRgLgHc1TdsYZ95Gsh+Txi3CV0o9Rbg2pLq6Wt1yyy1Jnvri2rZtG6PtnsSlVzdrFvlHj3LzkiVYYnQcGsrF/pn6wx/+QHZ2NitXDl7Z2NLSQlFREcuWLbto17+YWlpaCAQCfPrpp/T19bF48WKWLVsWc6nUp59+ajz+8pe/fMFzKrq7u3n//feZN28eixcv5siRI1RUVCT8b7h9+3YOHz4MwOrVq3nrrbdobGzkc5/7nJHJqKqq4ujRo9jtdnp7e8nLy6Ouri7uOYdaXhWdxVq4cCELF0r3cpE4+b0nUm0s/0ylJE+sadpPgFOapj2SivONYfcAe5VST+ldppRSe8MzNr6radq/xzhGDyKGK8DXjc21HELEoc2cSZrfT/eRI5f6VgYxLwVKZttod+7cOaNWIT8/nwcffJA1a9bEDDgOHTrEK6+8AsAdd9wxosF45iJyv99Pe3t7UkXk+vF6C2N9Grme1QCMyeT63+aAKZahlldFL8mK1cVMCCFEYlK1OLUSeBfYkqLzjVVTh2hp+yjwUDjzYZayTIcQY5Ft7lwAeveNvlKveIFFMBiks7NzzNVzeL1etmzZwpNPPgmEhtx985vfjFnEr5Ri69atvPTSS8ZrVVVVI7q+uV1ue3s7SqmEi8jhfB2NXocSK+jo6+sDzgcdAFlZWTgcjpjnHGp5lfm8kHjBuxBCiMFSFXTUKqVWK6X2J7KzpmlTUnTdUWWYAm89IPvFCC8jReTispI9fz4A3lGW6RgYGKC3tzdm0DEW2+UeO3aMf/u3f2P79u1G8LB8+fKY9Sher5ff/va3vP/++1x77bXMnTsXh8OBzWYb0T20t7eTnp5Obm6ukbUoKSlJ+HjzjA44H3TogwHT09ONwYC9vb1AqCtaIBBgxowZMc9pGSLTYVZSUhJz4KAQQojEpOp/0FOaps1PNOgg1HY39m+AiyScYUjFO4TaCxnQp5SqDf9yj850mAvEE5HoMiwhxgTHzJl409PhxIlLfSsRLpfOVV1dXbzxxhucOHGCcePGcf/995OZmcnhw4djzuhwu9288MILtLa2snr1aq6//nqeffbZlCwl0zNHmqYN6p41HI/HYwQS5qBj2rRpxrnGjRtHX18fdrvdaKc7b9483nzzTWbOnMm+GNk0fXmVihF8WSwWguHtMhRQCCFGJlXdq36hadpfa5pWrZR6OoFDPtOF0OGAY0+KTtcFJDYFK/ax+VGTxRPNXOjvbiTTIS4rmsWCu7SU9CGKfS8F/ZP4WHMZxsKMjmAwyMcff2x0OVm1ahXXXXcdVqvV6MQVHXScPXuWjRs34vV6+fKXv2xkB9rb20e8tApC3zf9zbvL5cJmsyWcPYlul+vz+fB4PDgcDs6dOwdAdnY2vb29RsABoba8VquVysrKmOe1BIOhIvIYQUdFRYVRhC71HEIIMTIpCTo0Tfv78MPqcLH0XkJzJWJ9Kl8JDP547SJSSu0FLlpPy3DHql8ADyqlNiVwiPmjPT34iP0bcfAxkukQl53+iRNxnBpuPuZnq6OjA03TYk7adjqdpKWlkZOTcwnubHhNTU28+uqrtLS0MHPmTNauXRsRYMQaDHjw4EF+//vfk5OTw1e/+lWjwLu/v5/+/v4RB1h+v5/Ozk7mhmt43G53zExLPHp2CQYPBtSDqMzMTE6fPh1x3JkzZ5g8eTIZGRkxz2tRKu7SKnPwMhqHVwohxFiSquVVDxMKJPQ39gvDf+JRKbruaHEvoaBgFTBU0KEHDublWbuitsVTCXTJYEBxOQpMnUruzp0EPB6sI6wbSJWOjg4KCgpiDr9zOp1GB6XRxOv18t5777Fz506ys7PZsGEDVVVVg+7T5XKhaRo5OTlGwfgHH3zA5MmTueeee8jKyjL2dbvdwOCsSLL0oEHPHLlcrhEFHXodh7mQPDMz07hfXUdHB4sWLTKGBUbTgsGYS6tmzZrFCdOSP8l0CCHEyKQq6KgF/l0plVCRtKZpgRRdd7TYFf7zVLwdwgMDIVQTYg4c9ALzaQkc+5uR3KQQo5Vl1iyswSCdBw5QsGjRpb4dYOiWuE6nM+ayq0vp+PHjbN68GbfbTXV1NStWrIjZAhdCb/hzc3Px+/288sorHD16NO6Ecf1NvHk6+YWIXq7mdruZMGFCwsfrS9qsVisOh4OzZ88Coc5U5qAjlhkzZhAIxP61YwkGY2Y6HA5HRKAy0iJ6IYS40qWqe5WTUHF4ok4Pv8uYsgWG7V71UPjvx80vho/ZRGjGRzz6tlhzPoQY8zLmzAGgb3+ivSguLqXUmGmX293dzW9/+1tefPFFbDYb3/jGN1i3bl3cgANCQUcwGOTZZ5/l2LFj3Hrrrdx+++0xszqpCjrMdTA+n4++vr6kMh16TUdeXp4xowOICAz0drnmAKG4uJjCwkJ8Pl/M88ZbXqUXrUOoVkQIIcTIpKqQfHWS+09PxXVHC6XUXk3THtY0bUG4fiRCOFPxXUJTymNlQx4l1AFsfZyakIeBp2KdW4jLQc6CUFM33yhpm+tyufD7/TGzGaOlXa5Sij179rBlyxb8fj/Lly/nxhtvjBk4RB935swZAHw+X0TBeCx60BFvzkWiOjo6yMnJISMjwwhAkglk9OVVeo2NHnSYg4lDhw4BsGDBAnbs2AFgfG3xgo54y6vMQcfs2bMTvk8hhBCxXbSm4+FZHJWAM4lWumPZo8AvNE17xxxYaJpWSSgL9Bul1MOxDgy3090APK5p2l5zS15N0/TMyKMX8d6FuKSyJk9mwGaDkycv9a0AQ3enGg2dq9ra2njttddoaGhg6tSprFu3LqH7cbvdxnRxgG9/+9vDvvF3u904HI5hg5nhtLe3R9RzQOJ1Il6vl+7u7ohjenp6yM7ONl6H84GCecq5PkF9YGAg5rnjLa8yF5FfffXVCd2nEEKI+FIedGia9gihT/XzTa8BPK6U+l6qrzdahJdJbdA07SFN0/T2vE5CLW4fVkoNOa1dKbVJ07S9wKPh71cXoaBtl1JqqKJ8IcY8zWKhu6yMjPAn8JfaaJzR0dfXx8mTJzl58iRHjx7FZrNx5513cs011wxb0K6U4uDBg7zxxhvGm+9169YllGno7u4e8dIqpRTt7e1G56pkg47odrkQCjCip5HrzEP8Jk2aBJxfehUtkeVV+jmEEEJcuJQFHZqm5QLvERp+V0uobsNJaL5EJfA/wp/mr1RKjY53FhdBOMsRt6B8mGNrCS2lEuKK0z9pEnmjZHlVe3s7GRkZMZcUfVbtcpVStLW1ceLECU6ePMnZs2dRSuFwOFi4cCG33HJLRJepePr6+njttdc4evQokyZNYuHChbzyyisJD+Vzu90jzur09vbi8XiM8+iBQqLfw+jOVTB4GrmZxRRE6BkacxBhFm95ldfrjXk+IYQQFyaVmY5NhAqqVyilBn30FB7Q93B4v9HRnkYIMWoEKivJ2b4df28vaZe4cNfpdBqTs2Ntu1jtcv1+P6dPnzYCDf3NeXl5OTfffDMzZ86kvLw84WsfP36cV199lYGBAVauXMkNN9zA4cOHgcSzDG63m6lTp17YFxSmZ47MnascDkdERmIo8YKO4uLiQS1yAVpbWwe9Fi/oiLe8SgghRGqlajjgA8A7Sqkn4u0TLoJ+ODy5/IEEJ5cLIa4Q1lmzsChF1/79FN500yW9l/b2dioqKmJu6+joiKgZGKmenh6OHz/OyZMnqa2txefzkZ6eTmVlJTfffDMzZsxIOqvi8Xh488032b9/P6WlpXz1q1+ltLQUSG5pk8fjwePxpLxd7khndCiljJqOxsbGiH3T09ONwGry5MnG6/GWV2lDDAeEkRfQCyGECElVpmOVUureRHZUSj2hadrPAQk6hBAG+zXXAKG2uZcy6PD5fLhcriHb5c6aNWvE1zl37hzbt2/n4MGDBINB8vLymD9/PjNnzmTKlCkJZwGi1dXV8corr+B2u1myZAm33HJLRBG4y+UiMzMz7oRuM71IOxXtctPS0oxAw+12U1JSkvDxek2HPqNjYGCAQCAwqKZj8uTJdHV1DcqswIVnOqqqqhK+TyGEEPGlKujoHH6XCKNrjK8Q4pLT2+b6jx69pPfhbG9nam0tRXffPWibPt9iJDUODQ0NbN++nePHj5OWlkZ1dTULFixg3LhxI1qy5fP5ePfdd/nkk08oLCzk/vvvj1kAnUyWIZUzOvQlaUopXC4X06cn3jldz3Tk5+dHzOiwWq0RrXDT0tIiMhrm+45bSB6npkOnZ4iEEEKMzKUKOpLdXwhxmcscP56+rCy0mppLeh/ar3/N1557juZ77oFwtyXdhXauUkpx8uRJtm/fTn19PZmZmSxdupTFixcnVAw+nMbGRl555RXa29tZtGgRK1eujJvJcLlcxqyL4aQq6DBPcB8YGMDn8yV8Tr/fb2QzzPUcwKAp4319fRFBiPkacQvJTcurrFbroHMmswxMCCFEfKkKOhL7DXbh+wshrgDd5eWXvG1u7rvvAhA4dWrQtmRndAQCAQ4dOsRHH31EW1sbubm5fP7zn+faa69NaHnTcAYGBnj//ff5+OOPycnJ4atf/W61oRUAACAASURBVCqVlZVDHuNyuZgyZUpC59eDjpF26uru7jbuKxXtcmMFHePHj4+YrQGR9Rhn4vxcpfn9BMLLzzIyMujv74/YLkGHEEKkRqqCjnc0Tfu5Uurbw+2oadpGQsPyhBAigmfSJAr27bt0N9DXh+399wHwNzQM2ux0OklPTx+2uNjr9bJv3z527NiBy+WipKSEO++8kzlz5ox4yB6E3mzv2bOHbdu20d/fz/z587n11lux2+1DHjcwMIDH40lqeVVWVtYF15dA6Hvh8XiMwCXZoMNcRG4eDAihLIiutLSUpqamiGNtNtuw57cPDDAQ/r7F+jpHmuURQggRkpKgQyn1kqZp94YDih8rpT6N3kfTtOWEp2pL5yohRCzBadPI2bYNb2cnGQkuAUqpt99GC3/SraLewMLw7XIHBgb4+OOP2blzJ/39/VRUVLB27VpmzJiRkha7+jKtd955h/b2dqZMmcLq1aspLy9P6PjoZUrDcbvdI37THb1EayRBh36Onp4erFZrROeqWLM09KBDKRX3/PaBAdzh80afIyMjI6HARQghxPBSOafjQUIzOPZqmtZFaDCgTs/37wVWpPCaQojLiOWqqwBw791L8YpL8F/FK69Afj69gQDWlpZBm51OZ8x2uUopjhw5whtvvEFvby8zZ87kpptuitt290K0tLTw9ttvc/r0aQoLC/nSl77EzJkzkwpm9EF6yWQ6Rrq8KHqJlsvlwmKxkJ3gLJZ4QYfD4aDGVP8TK7DQA4aWGP+WOnOmw+PxRGxLtPZFCCHE8FIWdIQHAq7SNG098DgwzbS5FnhcKfWLVF1PCHH5yQy3ze0/cAA+66DD74dXX4XbbqN3+3bSzp2L2Ky3y70qHBjpXC4Xmzdv5sSJE5SXl/Mnf/InjB8/PmW31d3dzdatW9m3bx+ZmZl8/vOfp7q6+oKWaSWbZXC73UycODHp65hFt93VA5lEg6Whgg5zu1y9O1V5eTnNzc0ARt3MoUOH4p5fDzpyc3MHDRqUoEMIIVInlZkOAJRSm4BNmqblAYWAM9aEciGEiJart809duyzv/j27eB0wp134j1+nMyooXN6u1y9c1UwGGTXrl289957KKVYvXo11113XcxlPhfC5/OxY8cOPvzwQwKBANdffz0333wzmZmZF3xOl8uF1WpNKMvg8/no7+9P2fIqc6YjmXOagw79HD09PRH1HADHwj8zCxYs4PXXXwdCmQ6lFB999NGg8+Z3dlJZW0u638+A3U5FRcWg4CTRZWhCCCGGl/KgQxcONCTYEEIkzFZcTE9ODpYYnaMuuldeAZsNbr0V/7PPkhWeaq3raG6m+Nw5ioqKaGlp4dVXX6WpqYnp06ezdu3alH0qrpTi4MGDvPvuu7jdbqqqqli5cmXSbXpj0Wd0JJJlSNVgwO7ubmw2m5F1cLvdEZPChxIIBIxsht1uN87R09NjZDaKi4uNiedAxPwPi8VCQ4yGAADfeOYZcsIF6QN2O5MmTZKgQwghLqKEgg5N0zYmOnE8wfMl1OlKCHHl6Skvx/4Zt81VgQCBl15CW7ECq8OBKi8ns68Pf08PaQ4H9PdT8s1v8u1PPuG1RYvYf+YMmZmZ3H333cyZMyclReIQauv69ttv09TURHl5OXfffXfCb9ATcSkGA3Z3dxvnCAaDSRWnd3V1GbUa+jGBQCBi0F9BQUFE0BGdxYm3tMphaq87YLfHDDBkeZUQQqROopmOlSm+7j2ABB1CiEE8FRUUf/zxZ3KtwMAAjf/4jzj+7/+lsLWVV6+/HuvmzUwOvzHvrakhb+ZMuOMO8sL3dOrTT5m3dCmrVq1KyWA/gObmZj744AOOHj1Kbm4ud911F3Pnzk1ZMKNzuVxMmzZt+B1JXdBhDjJ6enpQSo2oc1X0ZPH09PS4z4PBIDt37hz2OgN2e8S/ZVpaGn6/XzIdQgiRQokGHQWapn0TOJ2Ca1YC8j+5ECKm4PTpZG/ZwkBrK/bS0otyDX9PD2f/9m8pePppKpxO2idMoPbHP8Y/axaf7t2Ls7WVq4GTb7zB/D//c6wffMDJGTOYefIkK5cuZe4dd4z4Hnw+H4cPH2b37t00NjaSnp7OsmXLuOGGGwa9kU6FQCBAd3f3Jcl06B2/LrRdrqZpEfUcZubvVW5uLsFg0HgebyAggNI0tHAWZcBuj5hkPn36dI4dOyZBhxBCpFAyNR1PXbS7EEKIsPSqKgC69+7FvmZNSs/t7eig6bHHKH7uOaZ0d9NWWUnjj3/M+AcfpNhioRJYfeut7HjqKfj1r6n60Y+w9Pfz8p13okpLmXnyJLl79sAIgo729nb27NnD/v37GRgYoLi4mFtvvZV58+aNqEh8OHoQkUzQYa6juBDBYJCenp4RDQbUsw568KPXmujM2aCcnJyItrdDda0yG7DbI4IZezjzkYqp8UIIIUKSCTpOA9HzN6KtBLYMsb2QUJZjahLXFUJcQTLnzQPCbXNTFHT0NzbS8j//J2UbNzKlv5/mq6+m+3vfo+xLX0KL6jaVnZ3NjevXw3/7b2T29/Py3XdzaO5cLJrGokmTKPqnf2Lgz/4Me4x5HfEEAgGOHz/O7t27OX36NBaLhaqqKqqrq5k8eXLKl1HFkuxgQHMtxoXSl1NFDwZM9LxOp5OMjIyIoMM8myM7O5sTJ05EPDcHHXv37k3oOgN2e0T7XbfbLfUcQgiRYokGHZ1KqenD7aRp2m6l1OoE9utI8LpCiCtM7rXXhh68+SZts2eTOWMG2dOmYbmAJUe9p05x7rvfpfz3v2eq18vZhQvJeOwxym+/fcjjMidMoGH1agaWL+euv/5rbunsZNeuXbzZ2MiDTz3FjrvuwvYv/8LcuXOH/DTc5XKxZ88e9u3bR09PD3l5eSxfvpxrr70Wh8OR9NczEhcyGDAVS6vgfKtbt9uNzWbDHh7GNxw902E+x65duwAoLS3FYrEYMzn07ET0gL94LKZhggN2OydPnjSed3Z2pnTWihBCiCSCjgT3GzwSdmTnE0JcYdJzc+kYP56Kbdtg2zYAghYL3bm59BcW4hk3jkBZGUyciM1qpaWjg8wZM3DMnIk1/GbWdeAAnd/7HhPfeouKQICzN91E9t/+LRNvuSWhe9AsFia99ZbxvKioiM9//vN4ly9n/65dXPfxx/zbL3/JOxMmMH/+fBYtWkRRUREQanlbU1PDnj17OHHiBEopZsyYQXV1NdOnT0/ZHI9kJZtlcLvdlI6wpia6LiSZGR1KKVwulxGc5ebmRkwdV0qRk5NjBB1er3dQpiNR/vR06uvrjecul4vZs2cnfR4hhBDxJRp0rErxdVN9PiHEZSTn0CHa9+zBc+oU/ro6VEMDlqYm0ltbcdTWkr1nDxk+H1MAfvpTIPSJR09ODv35+RQ2NuLQNM4uX07ej39MRXV1Su4rIyODmZs24Z89mzVbtvDpj37Erl27+OSTT6isrGTixIkcOHCArq4usrOzuemmm1i4cOGoKEjW38DrmYOhBAIBenp6LkqmY7hMix5YDAwMEAgEjNdzc3NpamqKOHd0p6oLDTpKy8pobW0FYMaMGZw8eXJU/JsJIcTlJKGgQymViq5VF+18QojLS0ZBAcUrV8LK2N26VTDIQFsbn7z0EjMyM/GdPo1qaEBrbCS9tZWG6mqK/u7vmBwuSk+l7MpK6h54gOn/+q9kdnZy61/+JXv27GHPnj3U1tYyefJkVqxYQVVVFVarNeXXv1DJzOhI1WBAt9uNxWIxZme4XC7Ky8sH7aeUorm5mSNHjnD06FG6u7uZOnWqsS0tLQ273c7h8MDGoqIiOjo6aAxPja+oqKC+vp7s7OxBLXUB1q5dy+bNm2PeY7/dTnl5uRF06EGZ1HQIIURqXbSJ5EIIcbFoFgv2sjLU1VczPsElU6k06Ykn6PzNb8j6/vfJ/MpXWLp0KUuWLKG/v/8zr9VIlMvlSni5VCrb5ebk5KBpGj6fj76+PiPwUUpx9uxZI9BwuVxomsbUqVMpLy83Agy32218T48cOQKAzWaLuI7e9Ss7OzsiG6IbajZJzfTpETM6vF4vINPIhRAi1SToEEKIJFkzM+n70Y+Y8PDD1D36KFN++lOsVuuoDTiUUhTv2kXRnXcmtH+qgw7zOTs7O9m8eTPHjh2ju7sbq9VKZWUlt9xyC7NmzTICiLy8PD766CMg1AXr+eefN+pSzLM49K8PICsry7iOrqqqiv7+/rj3uG/BAizhLAdgLM9KNCskhBAiMQkFHZqmPaKU+sdUXVTTtAeUUk+n6nxCCPFZG//AAzT9679S9tRT9P7FX5A9dfR2Ag92dXHvr35FndcLd9017P6pXF5VXFzMqVOneP311wHYv38/aWlpTJ8+ndmzZzNjxoyY3ayiZ5aYW+X6/f6IbXrQkZ2dHbEfwJo1a2hpaYl4zZzFOF1ZCadOGc+9Xi+5ubkJ1b4IIYRIXKL/q34XSFnQATwKSNAhhBizNIuFzCefJH3JElq//W2y33zzUt9SXNb+flAKx44dCe3vdrtJT08ftIwpUYFAgFOnTtHR0UFHRwfHjx83tq1YsYLFixcPO3ivu7vbmNERndlob2+PeG7OdOitgXU5OTnU1tZGvFY5RIDo9XplaZUQQlwEiQYdBZqmzQNOK6XcQ+w35P/UmqblAkVAZYLXFUKIUavghhuou+MOJr/8Mk3z5uG76y7GPfQQmaNtxkO4uLr4zBn66uvJqqgYcnd9RkcyQwuDwSD19fUcPHiQI0eOMDAwYGy79957OXv2LNu3b+f6669PKIvQ09ODxWIxAo5ly5YxZcoUnn322ZjXttlsg8578803AwwqLs8NF7bHIkGHEEJcHMnkj/cCw/4S0jQtMOQOQghxGRn/zDOcsdspePtt8v7mbwj86Ec0zplD4O67KXnggdERgIRrGjSg4ze/IeuRR4bcPdHBgHrXqYMHD3L48GGjje1VV11FWVkZ77zzDnfffTdXXXUVJ06cIDs7O+FlS93d3RGBy5IlSzh27FjMffVMhtPpjHh95syZwOCgIxi1PEunaRp9fX0SdAghxEWQTNCR+Edew0t0iKAQQoxqGQUFTHn+eVQwyLm33qL32WcpePdd8h57jMAPf0jj3LkEvvhFxj3wAPaysktzk6ZC6uBbb0ECQcfUIZYgtbe3c/DgQQ4dOoTT6cRisTBjxgzmzJnDzJkzycjIMAKBZGZ0RN+DbsOGDVgsFnp6eiL2WbJkCR9++KHx/Gc/+1nEdn2qeHTQ4QsHM1tWrIh4XV+mVVhYmPB9CiGESEyiQYcCCoZZWpUQTdPygY6RnkcIIUYTzWKhZM0aStasQQWDtL3xBn2//CWF775L7v/6X/j/9//m7Lx5BL/4RUoffBBbSclnd3PhN92enBwKdu9GBYNocSajB4NBuru7B2U6XC4Xhw4d4tChQ0Zh9tSpU7npppuoqqoaVPgdaxp5SYJfsz6NXDdp0iSAQUHHwMAAmZmZZGVl0dER+Wtlzpw5RmY+unuVN/xcxfkeFBcXJ3SfQgghEpdo0OFKRcABoJTq0jRNhgMKIS5bmsXCuHXrYN26UADy+uuhAOS998j9/vfx/+AHnJ0/n8CaNdiuvprMWbNwXHUV1qg37ikTfpPdvXQpxa+9RufOnRRcf33MXXt7e1FKkZmZSWtrK/X19Rw6dIj6+noAJkyYwK233srVV19tZDFiMU8j14OIoeZlmJ0ydZMyDxc0Bx2VlZX09/eTlZXFwMAAlZWVEQXjc+bMMR5HZzo6zp0DQMVZLixBhxBCpF6iQceDKb7uoyk+nxBCjEqaxcK422+H229HBQJGAFK0dSs5P/qRsZ8CenJz6SsuxlNaSmDCBKioIK2yEvusWWRXVWEvL4+boRhSOOiw33svvPYark2bKLj+evx+P52dnTidTqPT1MGDBwF4++23jcNLSkpYtmwZc+bMSXjpkdvtxm63k56eTn9/Pz6fL6HlVR6Ph//8z/80nufk5GAJf829vb3G61VVVRw5coTMzEycTid1dXUR56msPN+vJDroaAlPMg/GCDpycnIuuGuXEEKI+BIKOpRSL6Xyoqk+nxBCjAWa1cq4L3wBvvAFVCBA17599B8/jvfkSYJnzmBpaCCjpQVHTQ05u3aRFlXw7M3IoKewEJ/DQdBmI5CZSdBuR9ntqKwsVFYWZGWhhf+25OSgZWfjOHyYAqDGZqOioADPq6/y00mTcLlcRh0DhGZj+Hw+IPSmfvbs2ZSWllJcXJxUJysgYomWvlQqkaDjTVPrYYvFEpFNMbfDzc3Npa+vD5vNhlIq4usASE9Pj3kcgBbeN9byKslyCCHExSHTj4QQ4hLQrFbyq6vJr66OuV0Fg/SeOUPfsWMMHD9O4PRpqK8nrakJa08PloEB0l0urB4PaV4v6R4PaT4faYHYDQSDmsbbu3ezfNo05h44wIRx47jmmmsoKiqiqKiIwsJCMjMz+eSTT3jzzTdZt26dsazpQpinketBx3AdsQ4fPsz+/fvJz8+nq6sLpVTEMW1tbcZjPegYbt4HYARSOi3chjfW8ioJOoQQ4uKQoEMIIUYhzWIhe+rU0KTzNWsSPi7o9eJzu/G7XPjdbvxuN4HuboLZ2fx/ixfTOWECtj//c+Z7PExesiQiIwChZVFWq5WsrKwR3b/b7WbcuHHGYxg60+FyuXjttdeYMGECM2fOZOvWrSiljMAlOpOhBx3JdMTS6ZmOWMurJOgQQoiLQ4IOIYS4jFgyMrAVF2OL8+bZes89+P/qr/A9/jh/f+YMJePGUV5ebvxpb29PejBgtGAwSG9vb8TyKovFgsPhiLv/yy+/TDAY5O6772bnzp3GNv0c5roMq9WK1WolEAgMCkYSYdGXV0nQIYQQnxkJOoQQ4gpiLyvD84MfUPWDH/BFr5dP8/Koqanh008/jdjvpZdeoqysjPLycgoLC8nJycFqtSZ0jZ6enogsxXATzj/66CPOnDnDHXfcQWFhodH5Cs4HHUePHo14TW+Dq7fvjSd6aRWYllfFqOlItK2vEEKI5EjQIYQQVxjb974Hmzdz9c9/ztWHDsH48XR3d9Pc3MwLL7wAQENDA4cOHTKO0TQNh8NBXl4eeXl55ObmGo/1P5mZmWiaFnNGR7xlUE1NTWzdupXZs2czb948ILI1rn6O3bt3R7ymZz4CMWpYzLUojeFOVWZanEyH/jUKIYRIPQk6hBDiSmO1wi9/CfPnw0MPwauvkpOTg8PhwGq1ct1117Fq1Sr6+vpoaWmhq6sLl8uF2+3G5XLR3NzMsWPHBr3hT09PJy8vj/b2dgAOHjyIz+ejvr6e6dOno5SKyHZ4vV5+97vf4XA4uO2224xt0ZkOpRStra3Gazk5OYPa4JqZO16dOXNm0HZLnJoOh8MxomVlQggh4pOgQwghrkSzZsHf/z385V+GApD776evr49AIGBkF7KysiLmXZgppejr68Plcg36owcd+gRzgJqaGn7yk5+Qn59v/Ons7KSjo4Ovfe1rxkRzpVRE0JGTkxMRcEBkpiP6dbfbPWzQES/TMdLieSGEEPFJ0CGEEFeq73wHXn4Z/uIvYOVK3GmhXwnDtbaF0FKk7OxssrOzGT9+fMS2LVu28PHHH/PII4/Q0NDA888/T1FREdOmTcPlctHZ2UldXR1er5elS5cydepU41iPx4M/PJ8kOzsbq9XKsWPHIs4fL9MxceJEjhw5YgQdgUCAhoaGwfcep6ZDgg4hhLh4JOgQQogrlcUCzz4L11wDDzyA+6c/BRILOoaiz+iw2+3Y7XYAVq9ezcyZM419lFL4fL5BczZiFZFHBx25ubk0NTVFvGaz2SgoKADOL69qamoyAhizeC1zJegQQoiLZ3DrDiGEEFeOykp44gl4+21s/+//ASMPOsxLnOLN6NA0LeZgv+igo7OzM+byKnORO8CMGTPo7e0Fzgcdg5ZWBYOgVNyWuRJ0CCHExSNBhxBCXOm+9S1YuZKJ/+f/UOhyjWgSOZxvkQvnp5EnOsTP3LkqJyfHyHKkpZ1PzDscDuO8ulmzZhkBi14fcubMmYgWuI/98Ifcs3Hj+ZqOqOVVelZGCCFE6knQIYQQVzpNg2eeQWkaa99+G0uM+RWJ0gvB9WyDy+UiIyMDm82W0PHRmY7jx49TWloaMTndHIDopk+fbhybkZFBMBikvr6eioqKiP2qjh07X9MRlekYydcthBBiaPI/rBBCCKiooGXBAgrb2kZ0Go/Hg8/ni1helZeXl3ArWnPQYbVaqa+vZ8aMGcYwwLS0NGpqagYdZ7fbjSxJRkYGzc3NeL1epkyZEtrBNLk8VstcPTsihBDi4pCgQwghBAAqLQ1LjGF7yUhmMGAs5uVVLS0tKKWYNGmS8VpmZiYfffRRxDF69yy9o5XNZqOurg7ACDrSTJPJ071eAPymjMm0adMSvkchhBDJk6BDCCEEEA46wkuPLpSeqTAvr0qmMN2c6WhsbCQ/Pz/ieL/fz7lz5yKO0SeZ6zIyMqirq6OkpMSYMJ4RDjQASsLHtxcXG6/NmDEj4XsUQgiRPAk6hBBChKSlkebxoEaQ7TBnOnw+H319fUllOsxBh9PppKqqioGBAeM1fZmVWXl5ecTztLQ0zpw5c35pFWAzBR2lbW302+10m4IZczZFCCFE6knQIYQQAgBt6VIy+/tpfPLJCz6HOdMRr11uPEqpiOVVAAsWLIgZaJhF12O0t7fj8/mYMmUKwXDmJiLT0dZG27hxoQL6sPz8/ITuUQghxIWRoEMIIQQAE//qr3AVFWF74gnUBS6zcrvdZGZmkpaWZrS1TXR5lV6Erps8eTLFxcURmY5YooMOfQr5lClTjOGAGR6Psb20tTUUdJgkWuguhBDiwkjQIYQQAgBLRgZdDz9MyZkzND/33AWdo7u72wgyks10RGc5qqurgcFLqhYvXhzxPHq+Rl1dHaWlpWRlZREILxUzZzrsHg9tpaUJ3ZMQQojUkKBDCCGEYcL3vkd3Xh6Wn/zkgo6PntEBiWc6zPUcAFdddRXAoExHZWWl8TgjIwOr1RqxvaGhwajniBV0ABGZDr3YXAghxMUjQYcQQghDWnY2HX/6p5QdP07rSy8lfbzb7Y4IOrKzs2MO84slOujQjzMHHenp6Rw9etR4ri+tUqY5HH6/n6lTpwIYy7VsUUFHR1GR8Vg6VwkhxMUnQYcQQogI4x97jN7sbAI//GFSxwUCAXp7e43MhnmpVSLMQceNN95oPG5tbTUe33rrrXz66adAKIOiBx0BU8ctTdOYPHkyAN5wsBGd6ejNzjYeT58+PeF7FEIIcWEk6BBCCBEho6CAtvvuY/yBA5x7882Ej9NrMvRMh8/nIyMjI+HjzUGHud1tfX298bigoCDiGL2ew2sKKsrKyozXnU4nEFlIDkR0riopKUn4HoUQQlwYCTqEEEIMUv7DHzJgt+N57LGEj3G73dj7+ozsRjAYxGJJ/NfMkSNHjMf6OfQp47qzZ88aj5VSRqbD3PXKHLCcOXMGGJzpMEsmGyOEEOLCSNAhhBBiEHtpKc3r1zNx506cH36Y0DHaq6/y1088QU5HB5B80GHOdOjZkp07d0bsowcR+vljZTrMy6X0+g+b14snnHU5O2FCxDltNlvC9yiEEOLCSNAhhBAiptK/+zu8GRn0fPe7Cc3tKHzzTSxKEQjXXCQTdOidriBUQJ6ZmYnH4+GPf/xjxH76UiubzcbAwEDMTEdFRYXx2N3VxY3bt5PrctGfmcmTDz/Mf37lKwndkxBCiNSRoEMIIURMWRUVNN1xBxUffkh3cTF1d9xB069+RSDWsD6Ph8xt2wDwnTgBhIKO6Ha28ezdu9d4nJubi6ZpfPLJJ4P28/v95OTkYLVaCQQCRtBhznToXa8CgQBXHT/Oqnfe4arjx/FmZNBaXs6AaZhgdI2IEEKIi0OCDiGEEHFNeu45zvzgB7grK5mweTPjv/Y1fAUF1C9dSsM//ROe9vbQjtu2oenLo06fBkJv+hPJdASDQfbt22c87+7upr+/n61btw7aNzMzk7KyMqNFrh50NDU1Ddq3oaEBh2nJli9qiCBE1n8IIYS4eCToEEIIEZfVbmfy3/wNE3fvRrW1cfZnP6Ptxhsp3r2bSX/1V1jLymicP5/u730PlZVFV3ExaQ0NQOLLq06cOEF3dzd33XUXEFoqtX379pj7zpo1C6/XOyjo0NvomoOIX//612jm+R0xajck0yGEEJ8NCTqEEEIkJKOggIl/9mdUvPsu9s5OWjZu5Owdd+A4e5acvXs5PHUqrYWFpDU08Lvf/Q6n00lNTQ2dnZ0Rw/ui7d69m9zcXObMmWO8pgcdEydOjNh39uzZeDwe43x6IXlbWxsAE8JF4rW1tRGzOwD6YgwpLC8vT/bbIIQQ4gIkNiZWCCGEMLFkZFB2zz1wzz2oYJCOTz4h6PfT9dd/zZS6Os7U1QGhaeL/8i//Qnp6OiUlJZSUlJCRkUEgECAYDNLR0UFDODPy4osvDrrONddcE9Emd+rUqQwMDERkOsxF5A6Hg+PHjxvn0kzn8saYGVJWVjbSb4UQQogESNAhhBBiRDSLhaIbbqAIOH399dg++YSHN2zgn597jqKiIhYvXkxbWxvnzp3j1KlTRq2H1WrF7XYDoYyF/liXkZExaIZGWlraoKDjdLiGBEItdd955x3jeY5p8nh00JGVlYXD4UjJ90AIIcTQJOgQQgiRMukzZgDQc+AA6enpVFRUsGDBgpj7BgIB/vmf/5mJEyfypS99iYGBAR5//HEAioqK6Ovro6ury9h/4sSJKKXweDxGV6zMzExqamrI6u2lsKODY4Ra5uqtda8O3w8MDjomRM3rEEIIcfFITYcQQoiUyZw9GwDPsWPDFpIfO3aM3t5eFi5cCMDx48eBUIZj/fr19Pf3R2Qt5s6dSyAQQCmF3+9H0zQyMjKoqanhpg8/YKyfEwAAIABJREFU5Ku/+hV2m4377rvPOCbf1LEqOuiQpVVCCPHZkaBDCCFEyjjmzgXAX1MTM+hQSuF2u6mrq2PHjh3k5+czbdo0XC4Xr7zyCgCf//znKSsrY/78+RHF4Lm5uREF6ZmZmTidTjo7Oyl0Osnw+bhv/Xp6enqMfTSPx3jsjepeJUXkQgjx2ZHlVUIIIVLGVlxMX3Y2wZoafGVl7Nmzh2AwSGdnJ06nk66uLvx+v7H/mjVrCAQCEUXkeh3HsmXL2L9/v/F6VlZWRNBht9v5j//4DwDyw8uwgl1dvLVrFwCrV6+GTZuM/SXTIYQQl44EHUIIIVKqZ9w4KrZt477Tp3l/6VL2KkVBQQHFxcXMmDGDwsJCCgoKKCoqIi8vj5dffpmWlhaqq6vZvXs3tnBGIrqIPNM0SRzA6XSGHihFYbgI3dvezonwRPTq6mr49a+N/T2moMNut5Ofn5/yr10IIURsEnQMQ9O0fwf2KKWeSnD/SuBRQK9+rAR2KaX+4WIeK4QQo4X15z+n69lnKXnjDb763HO0/du/MeHBB2Puu2PHDg4ePMiyZcsoKChg9+7dxuwNCA0D1Gs9ojMduhuqqsjo7wfAFW6/C5Ceng4DA8Zzc6ajrKwMTTM31BVCCHExSU1HFE3T8jVNW6Bp2kOapp0CHgIS+jhM07SVwDvA40qpR8N/NoS37blYxwohxGhSdOutlLz4ImkHDtA1fjxl3/oWDf/0TxH7dB87xun77yfzv/wXZs+Ywec+9zk84foLm6n2oj8cTEAo0xEMBgdd7ypTkHIwPFTwuuuuC71gqunwpacbj2VplRBCfLYk02ESzjT8FqgFNhLKOvw2iWPfARYqpWrN25RS/6Bp2ipN036rBxKpOlYIIUar7MmTse7cybnPfY4JjzzCmc5O0isrCf7854zfs4eccABxdTjrECvoGAhnKux2O0opfve730VcIy0tjfGmwMIefnzDDTfoJzC2pZtqSSToEEKIz5ZkOkyUUrVKqYVKqQ1KqU3DHxHhcaBWKbV3iO3rwwFGKo8VQohRy15aStGuXbTMmcPkH/2I8d/4BgVHjnDmnntwvfceWCyk//GPAHg8HjRNCy2LCtODjoyMDDZt2kRNTU3E+adMmUKaaWK5LRx05OXl6ScAwJueTqNpLkdFRUXqv1ghhBBxSdCRApqm5QPrgS3x9lFK6dseTdWxQggxFqTn5TFuxw7q7r+f+ieewH7uHFNfeIG8Zctg0SIIz+IYGBjAZrNF1Froy6vcbjfHjh3j5ptvjjj39OnToa4OFW7Na/N4qKqqOr/DwADceCN///3v0xeeTl5ZWUlBQcHF/JKFEEJEkaAjNVaG/z41zH5dpn1TcawQQowJadnZTPmP/6DikUewmrtQrVoFO3eCy4XX641YWhUIBPD5fMbz22+/ncWLF0ecVw86/FOmAKGg4/rrrz+/w8AAvvD0cp0+jFAIIcRnR2o6UmNR+O/aIfcKbV+gaVq+UkrvUDWSYyNomvYQocJ3SktL2bZt27A3/lnq6ekZdfckxjb5mRr78oqLuTYQ4ODPfsbZ/Hz8fr/xb+rr62P5li00TJrEyZkz6ezsZHu4UFx34MABFh06RGdhIeVWKzaPh1OnTlFbG/ovdUF7O25TIJORkUFLSwttbW2D7kV+nkSqyc+USLWx/DMlQUdq6N2tYgYDJuGm8hSa9h3JsRHCbX2fAqiurla33HLLMKf8bG3bto3Rdk9ibJOfqcvAjTfC97/P3JYW9k6aRHZ2tvFvGnjzTawffghAw8SJZF9zDemrVrFjxw7j8GW33II6d44jZWUU2mzYPB6WLFt2/vzp6Zw1ZUuuu+46li9fHvNW5OdJpJr8TIlUG8s/U7K8KjUKk9zf3IJ3JMcKIcTYlpEBS5fCO+/g8XgilldZ33oL7Ha6/u7vyHO5KPziF8m8807KGxuBUEcrnE60nh6cubl4bDZspm5VAN7ubvxp5z9fW7BgwWfzdQkhhIggQUdq6IGAc8i9zjMHGiM5Vgghxr5Vq+DECdKbmyOCDjZvhmXLsP3lX/Kz73yHuv/6X7Hs389Dv/gFU06fpqKiguCpUDlcV0FBKOgwtc91uVwMdHURCNd0LFq0SKaQCyHEJSJBR2pIpkMIIS7UylCPjPLDh88HHTU1cOIErF2L3W7H6nBw+NZbadm6FYAJjY20tLRw6v9v7+5+I7nKPI7/HvJOJmA7m2QBhQ1tXhRQkPB4VggpQSEeRQIEEbJnVtxnLPaSi7FGXHEVHP4CT6S9QAIpYytcIAUke4IUAYLM2KtdIZbsys4SJhIixG5QQl4g++xFnbJrylXd1d11+vX7kVo9467qPl39tH2e83r5siSpOTV1XdLx7rvvan19XTf87W+HPR2PPvpon98YACBF0jEY7eZvxDoXAIbPpz4lfeADuve3vz1KOn784+T+i1+UmWlmZkYHBwf6j1de0ds336ypt97SX/7yF70UkpCbP/7xw6Tjrbfe0o9+9CPZL3+pW996S3+/6SZ985vf1A25VawAAP0zUhPJzWxO9Qwv2svv/N2j7CTvTo7v9VwAGH1m+r8vfEH3/fCHei3dGPDZZ6VPfEJqJHuiTk9P69q1a7p27Zr++cQJTYUejalmU2/eeqs+++ij8h/8QLe8+qr+7Tvf0QPPPaev/Oxn+vP73697vvUt3XHHHYN6dwAAjVDSERKO7Zqerimpzp2hqvY+pIlF9vhezgWAsfC3z39et3//+5q5dk3661+ln/5U+sY3Dh+fnp7Wb37zG0nS6ydO6IZXX5WUJB3NqSndf//9+t1dd2n66lX967e/LUn69898Rn//7nd16pFH+v+GAADXGZmkw913JFnbAwcj7TVptDmuaNJ4L+cCwFh4Nyxje/vPfy5NT0tvvy198YuHj8/MHHUGv37ihO7+4x/1LydOaHZ3V//56U/rT7/+tWYee0wvvfii/ve++/TfH/uY7njwQX29ZHlcAEB/jUzSMeSuhPt2k7wbkpq5zf16ORcAxsJ7Z2f1pw99SLc+/7z0nvdI732v9NBDh4+/+eabh/9+48QJTb/4oqZXVrR/7736r8cf1/8884xOnTql358/rz/84Q/65Cc/qS996UsyG9a2KgCYLCQd9dgK97NlB5hZmlRcqvFcABgbr3/uc7r3mWfkf/6zbGFBuuUWvfPOO3ruuef0q1/9SpL0ta99TSeuXdONL7ygVz/8YZ34xS909p579Oyzz+rKlSu6/fbbdebMGd1///0DfjcAgCySjhq4e9PMNiSdkbRcctiZcL9W17kAME5u+epXdcP6uvTKK3pnZUW/fP55vfDCC3rjjTc0Pz+vRx55RLfeeqte+/rX9buXXtLd3/uebvvgByVJX/7yl/XAAw/onnvu0W233TbgdwIAyCPpqM+KpF0zW3T3jYLHlyVdDHNT6jwXAMbCXY89pnduvlk3v/OO1l5+Wfv7+/roRz+qhx56SPfee+/hcXc+/LDufPjh6841M9133319LjEAoCqSjtZO5e5LufuemS1JWjWzneySvGa2Gv65Uve5ADAubrz9dv3+5Em95+WX9U8PPqizn/2s7r777kEXCwBQA5KOjDB34rKSSd0zOprcvWhmB0pWjmpKWira58PdN8xsR9JKmLzYVDIB/Iq7n2z12r2cCwDj4h9/8hO9+/bb+spddw26KACAGpF0ZISVoXqq4IdkpGxuRrRzAWAc3PS+9+mmQRcCAFC79wy6AAAAAADGG0kHAAAAgKhIOgAAAABERdIBAAAAICqSDgAAAABRkXQAAAAAiIqkAwAAAEBUJB0AAAAAoiLpAAAAABAVSQcAAACAqEg6AAAAAERF0gEAAAAgKpIOAAAAAFGRdAAAAACIiqQDAAAAQFQkHQAAAACiIukAAAAAEBVJBwAAAICoSDoAAAAAREXSAQAAACAqkg4AAAAAUZF0AAAAAIiKpAMAAABAVCQdAAAAAKIi6QAAAAAQFUkHAAAAgKhIOgAAAABERdIBAAAAICqSDgAAAABRkXQAAAAAiIqkAwAAAEBUJB0AAAAAoiLpAAAAABAVSQcAAACAqEg6AAAAAERF0gEAAAAgKpIOAAAAAFGRdAAAAACIiqQDAAAAQFQkHQAAAACiIukAAAAAEBVJBwAAAICoSDoAAAAAREXSAQAAACAqkg4AAAAAUZF0AAAAAIiKpAMAAABAVCQdAAAAAKIi6QAAAAAQFUkHAAAAgKhIOgAAAABERdIBAAAAICqSDgAAAABRkXQAAAAAiIqkAwAAAEBUJB0AAAAAoiLpAAAAABAVSQcAAACAqEg6AAAAAERF0gEAAAAgKpIOAAAAAFGRdAAAAACIiqQDAAAAQFQkHQAAAACiIukAAAAAEBVJBwAAAICoSDoAAAAAREXSAQAAACCqGwddgGFnZmuStt39YoVjdyVtSHpa0p67N81sSlJD0llJDXdfanF+Q9KKpGb4UUPSFXd/sse3AQAAAAwMSUdOJkmYV5IApIlAFQ1J58NNZpZ9bMvdT7d43QVJa5JOu/te5ufnzWzb3U928j4AAACAYcHwqozQ03BZ0gVJ+6qebKR2lPR07CnprdgL/z/dJuFoSNqUtJRNOCQp9HLsm9l6h2UBAAAAhgI9HRmhwn/Yo2Bmix0+xVV3X+7ipVeVDMfaafH4ppk18kkJAAAAMOzo6RiwMJxrUdJW2THunj7Wac8LAAAAMHAkHYO3EO532xzXzBwLAAAAjAySjsE7Fe7bDZvak9QIPSMAAADAyGBORwQhMZiXNKekh+KSuzdLDk+TiLLHU/vhfqbsWDM7J+lc+O/rZvZi5UL3xz9I+tOgC4GxQkyhTsQT6kZMoW7DGFP/VOUgko6ahcnnM0qWyN0yszlJl83s6ZL9NmY6fInSno6wl0jb/UQGxcyuuvv8oMuB8UFMoU7EE+pGTKFuoxxTJB31OiNpNbvCVFiR6qSZHZjZbMHqVmkSsa9qOk1SAAAAgIFiTke9PtJiSdsVSedCz0dWbT0dAAAAwDAi6ahRi3kb0tGSuE/1+DLt5n4Ms6Ed+oWRRUyhTsQT6kZMoW4jG1MjNbwq9BLUMbxor9+b7Ln7nplJyeTyrOwE8SqqDsMaOmHOCVAbYgp1Ip5QN2IKdRvlmBqZpCMkHNs1PV1T0nRNz9Xp607ldhav2nORJiWj3NMBAACACTQyw6vcfcfdraZbrQmHmS2GieKLFU/JzstIk49GxXNGtqcDAAAAk2lkko4hd1ZJUnC6zXFp4pAd2nUl91iZhqRmm3kjAAAAwNAZmeFVQ+5KuJWOs8vsJL6XSxzSCeazFc691EshAQBHzKyhZGXB9HdyQ9KVkj2VAEmH+3FdUNJYOCPpqqTNKnFDzKEqM1uQtFSw1UL+uJGJKZKOemxJWmjTC5HuFL6a/aG7N81sQ8keH2WBdSbcr/VUSgCApMM/6GuSTmcXFjGz82a27e4nB1c6DCszW5X0WhofoVHwjKQ1M1tWUkncKTmXmEMn1iQVxlJq1GKK4VU1CL9gZgv24JB0+EvpgpJdyot6Q1aUTDAvmxOyLOli2S8yAEB1oWVwU0kF8bqVDEPr4L6ZrQ+kcBhaZnZeuRZkd2+Gv+snlbQwb4f4yp9LzKGykNy2nOs7ijFF0tHaqdx9KyuSLpjZuewPQ1BsS7rk7oVzPkKwLElazf+yCoGXPv/YMbMFM2vbg2NmDTNbM7PVcFsPfwAwwcIiDttmthsWc9isGhfE1ERbVTLUtawhZ1XSYlHlEZMpNB7OuvtG0eMhltJGxdWCQ4g5VNJBDIxcTJm7D7oMQyP8Urmso3Ga2cndTSUrRzVVkFVmnuOcjoZJpcevuftW0fG5c9NxeenrDe24vLqY2a6kHXdfanFMafehpLPD1n2I/sgMc3gy/P9wmIOSxRq6GuYgYmqshTg5UNJ7XDpW2sy83TGYHOFv+16rv+XZpf3d3TI/J+ZQWWiIXVESMxtF9aNRjSnmdGSEORk9VTZCN2tXG7eEys9QBEY/ZLoPS4eNZboPTxZ1H5rZaTNbb5W0YPxkhjkctjqG7+9FM7uq5A//tpnN5uOGmJp4C+F+t81xzcyxwEkl8zaedPfCkQfuvhM2AVZuPy5iDpWE5LbK/N2RjCmGV2Egxrn7EHExzAE9SofLFvZWZ+xJamRWD8RkSzfo7aYCR8yhrczftirzd0cypkg6MCgrkp5odUD4kizqaFnhYzJd3WM55wWFzkhqNzkubSm6bnEGYgo6Gjbbbs+jdCPWmZZHYVKsSHpS0uNlB2QbKnK9qMQcqlhVm3pRxkjGFEkH+m7cuw8R3UlJm5lFFo7JthTleiyIKXT6x3coWggxWO6+5+4rbVqh098Z+UYNYg4thXmGmx1sAD2SMUXSgb6ahO5DRMcwB/Qi/Uz3Wx51ZChaCDES0jmZ+V5SYg7tLJUNGS4xkjHFRHL026qqD1vppvuwaisBRteKkqTg6bIDah7mQEyNl5FsIcRwC/tszal4Ty1iDqVCr31pz32JkYwpkg70zaR0HyKukES0S1wZ5oC6kHSipdAj+pSSDYDrWIGSmJsQYZnl18q2YajRUMQUw6vQTxPRfYihwDAHlOl0YmXVWMHkWpd0tWwDYBFzKLfc5V5sIxlTJB3oi0nqPsRgMcwBbXTa0zoULYQYTmEjN7VIOCRiDgU6WFSnyEjGFEkHopu07kMMDsMcUEH6e6jdPiyd9ophwqQb3LZJOCRiDjkdLqpTZCRjijkdSJOCOoaR7JUkFstdVgBHsvsQfYmpMgxzQDtXwn27XqyGpGYHc9AwQUIrdZWEQyLmcNy8kk1oF9sct2hm6RLvTXc/Gf49kjFF0jHhQuVwu6ana0qazj3/xHUfTrrYMdXidRnmgCrSxQVmyw7ILJV8KX5xMGpCRfG0uy+1eHwn02BCzOE6YRPaVvHQULKf1EZJnI1kTDG8asK5+467W023fMIxkd2Hky5mTJVhmAOqCi1+G0p2ti+TPtZtgwnGVGhUOVuWcASnsz20xBzqNqoxRdKBmNLuw92im45aw7PHZFvIR7L7EP3FMAd0YUXSVIuhDcsqXogAEyy0Pi+3STik4kYNYg51G7mYYngVopnU7kP0D8Mc0A133zOzJUmrZpaNj7TXTKq+iSkmQPi9sC1pPzPGvkhDx/cHIubQqblwX9orP4oxRdKBoeXuTTNLuw/LJqIPXfch+qODYQ6He8MQU0i5+4aZ7UhaMTMpmb/TkHQlM1kTSD2lpIe0yjLahS3LxBzaCQntjI7ibM7MXMnQ4LX8nh6jFlPm7oMuAyZUhZ6O7DGFGwuG4VhXa1oeFSMixMVKu8/dzDbzw66IKQAA+o+eDgzSWHYfIi6GOQAAMHpIOtB34959iOgY5gAAwIhheBUAAACAqFgyFwAAAEBUJB0AAAAAoiLpAAAAABAVSQcAAACAqEg6AAAAAERF0gEAAAAgKpIOAAAAAFGRdAAAAEgys0Uzawy6HHUxswUzWxx0OQCJpAMAAEBmdl6S3H1v0GWpi7tvSWqY2blBlwUg6QBwndDSd2BmnrsdpH+UM8c2zGy34PgDM1sf1HtAa2a2bmbbvXxOLeJkNzz3diY2dsNrLtT9XmKq4zphNITegFl33xh0Werm7k9KWjKzuUGXBZPN3H3QZQAwhMxsStJB+O9Jd99pc/yupIakZXe/GLt8JWWYknRG0iV3bw6iDKMgDB+Zk7QuacvdT/fwXNk4mS1qJc58LquS9iQttWpNHpbPsc7rhOEV4m1bye+5sfy9EWJ5091nB10WTC56OgAUyv3xrTLcID1+kEMTViWtSXpqgGWoTayx2O6+F1p0e65gZeOkLJFw92ZIRD8iaV/Sdptx80PxOdZ5nVCPSN+JVUmr45pwSIffzY18bzXQTyQdANqq+Md4P3pB2ttUUkF8etAFqcnZyM9f12dWqbIWko/TOko8pkoOHbbPcRhiG4lavxMh+T0zqN7ZPntC0oUW3zsgKpIOAGPD3TfcfXocxmWP0wo6BZYlTamkJ2OcPkfUJ9J3YkXSJCQcaePRlpKhi0DfkXQAwHAa22Uuw4o6O5LGanlSRBfjO3FGw9Oj1g9PK0m0gL4j6QCA4bQ86AJEthXuqQChqlq/E+lqau0WyRgz6RK6JPvoO5IOABgyZrapZCWwcbYZ7hnqgbYifSdO6yj5nQhhiNWepJFavhrj4cZBFwDAZAmrz5xWMlF4StKMkqUcj42rDhWNGSWVjYvuvhI2uZoNP9tz95Vw7Jqk+fDzLXdfKniuBSV/cHfC/WuZQy6E8hQuD9xDuS+5+3JYI/9seM3Z8PgT2dcK7y3bmrtgZtvZ53b3kwWvNyUp3fzrzvC6V8L6/MPqarifMrOpdLGCdp9jOGZByVK2eVuS5tPPpORzSONHOqrEPtFLa3cv1z+8l/Qz31MSW+thCFrZOeclndLRSnFTSlZf2ssc0y4GT4XzVtL3nnlc4bzrHu+lPBXLdOx70e13oqIFtUk6Yl/Hfn5OGTtKfpdNxFwWDBF358aNG7fCmyRPfk1UOnYzHL9Q8viUkv0O1goeOx/On8r9vKGkMudKlrU8L2ku93qNzLGL4WebBa+xraQiVFS2hfQ1aix3Wpb18O/FgnMPy19y7dcrXPepkrKtSdrNly13zG7RteoiTg6qxklRfKWfacXPcVXSuYKfN0I5VnM/S+NnPVyTRu689LXOd3Oderz+qyEu8/GzWFSe8H62848pScAOsjHWaQyG78C53OPptZsrKX/l8tTxvaj6negwbhfbHBP1OvbjcyqLu7quIzduVW8DLwA3btyG96ajSuFuqFy0uqXHliUdm60qDK3+EGb+IJ/L/GyupGJ2oJKko+S5083tyh7vpdwH4fzCCm14X8cqrNn3XOEzWmtRKSy8FpnHhyXpOBYzRWVPP6sWz3dOxYlj+jplCV5aaSusgLa6Tt1e/xA3rpKkJDyeT5B2y2IiUzHNJzBVYnC9yxjtuDwdlKkokas76Sj9fdVlmbu6jv14/tyx5yTt1nUduXGreht4Abhx4za8t7SyVvHY0p4OHbXklbbEhQplYYtzh+UorCC2qDilCVNRy2qv5W5ZGW9Tma2adOy2KP9mt6/fYZzESDqOlU1JotkqeWioPOlo+T7DeyhMaNp8Th1f/1BOLyprGqvh8WyS3a7XYaroOSvGYKvkZ1cFSXW35emgTEXf4dqSjkz5qvYORLmO/Xr+3LGL3XxfuXHr9cZEcgD9sCqp6S3GHPvRBMcLJYf0usLMdv4HZraqpCK75MW7addR7nY7tM+0ebydHZVvzje0q/LkNiirtIt9+ByaSjYWXMxvchY+w7WS09ttYHhJyfySTpdl7eb6pyt2bZY8vhueM3tdlqXylZb8aAPPorku7a5v08s3AE3nMOX1Up4qZer1e9FO+vyd7EIe4zr28/mzxwJ9x0RyAFGFimFD1SqWTYXlHAuSgEoV0zKem/AdJmOel7ThBZvQDUu52/HjE+YbOppcOhd+NtWisjIohysRlSR8ZR6RdFnJUBOZ2Y6SycCb7r7V4XNlpUnpKUmVNyXs8vrPh/vCsnoyAT0/CX1OUjNM2i7TVHFlvd016eaa9VKebl+zTt3syh3jOvbz+a8zpL8XMMZIOgDE1kmL5X64L6rs76smIaG4rGT1q2OrIwV1lTu6UNFdVlIR3FGyAdhVJRXoYV0aM614d7TreGhZnw6rGp1W8v7OSzpvZltKeq26qUhlP8OOdHH9G1L1ZCuzp8K+t14Rqy+rlQ1bebo08ZVtEg70G8OrAMTWSbKQVvRrSzBKrCtp6SxajjUdDjKM5T7c0Czz/3NKhuPI3U+7+4q774xAhSK99mXDoQqlQ6rc/aK7L7n7tKRpJUOWFhR6QLrQ1WfYy/XPDw9rIXpcdWioypP/TlSRSfi66fEYdVMi6cIAkHQAiCoz56FKC3LaAhxtLkKoJC5IWs6/Tkg45kMZhqrc0mEldS7z/wUllfYND/uVtDl/KDYcDNd5QdKOt9iPouS8c/mfu3sztLgvKdnHoZv3me71UDbPoqg83V7/dI+S+bJjszqMxeiGqTz570QXYs8dGUYzGrLEEZOBpANAP6xKrVskQ4VyShGHZITXWFOy6VzRxlj54VFDUe6MGV3fQplumlbWW5CvFHZbIa/bU+G+bGhbK2fLHiiam5PRrkX7jJLhdp0M9+r2+qfHt6ws5ya1t43F8HirORZ1Gpby5L8TnWhqCBKnAZjV4OfUYAKRdABoq+IwkNIWw1DB39HRqj1FlpXZYTySdSUVjbLK7lllWgAHXO4dHa8QNXTUSp5V1mqZnp9+NlMtju1F5SEqZraupLJ9ustJ33NtKrrNkuedL4vjUDEuHG5XUUfXPyQ2G5JWW5RpLnNeGotbCpX9knMWVH9lsrB8AypPJ9+JKq7qqIcrttjDuDp5/jmRdGAASDoAFMpVhqoMQUiPL2s5fCQ877Ex96HSN69kYnCZqi2SMyoob3jdhkomGodW5UUdbzXtpdzpClitylpWWVhTUsHOtoYv5YZwpS3mx5brDcsBPx7+m1bS78y998Jr1YlsnLRKTs3snJntKrkeJysMq2pVtqWiHhszW9PRe867KulcvoxhuN0FHb+2VcrSy/V/XEml/XL+vYTP/GxBb9ySpP2SWFxQsudEvqemlxhMHy/9HLooTy9lqvKd6MRmm3JkxbyO/Xj+rHl1MIwQqIu5+6DLAGCIhMr3qo7/AdxTstHXxcyxDSV/vPJ/EJuSLrn7snJCJe+krl9XfrtouFOmkpp93n0VtJKb2bauH67SlPSEuz8ZKinb4T3kK0GNcF76OtMlSUmv5b7q7qdblPXw8dxrLiupMDeVbHCYf98NJZ/XlJKW4NfCQxfdvRk+zwvhva+4+17J62+1WMnrmBZxkq8ATmV+/nS74UsVPsd5d78YEr4iSv9yAAABaElEQVQ7dfR+7wzPf6wCamauZN7FUua8bNlWSj7zttepm+ufe41FHfWwpWXYLRn+lz9HOmqx3swmcr3GYMnje+5+rGegSnnqKFM4pu13oqr094K7W4tjol7Hfn5O4fiGkoUPCn/PATGRdAAAxlo26Rh0WTBcQqV/uZMFDUZZSNqW8g0cQD8wvAoAAEyqNR0tCDAJltXhMtVAXUg6AADApLqoZFWxsd+vIwytmupwhTagNiQdAABgIoV5DU+oxSpcY2TSenUwZEg6AABjK9OCPYn7MaCCsLHkfG5VrLESJvs3J2XuCoYTSQcAYCyFScIH4b9zZnZQtLwroGT537Hs7QiJ9zILKWDQWL0KAABMvMz+KDE3KO27kGgfW64Z6DeSDgAAAB1Otta4VNBDItUcl/eD0UbSAQAAACAq5nQAAAAAiIqkAwAAAEBUJB0AAAAAoiLpAAAAABAVSQcAAACAqEg6AAAAAET1/7ZK8vjVw2bBAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Figures have been saved in V:\\03_Projects\\04_Basel_Project\\13_Tests_on_Type_E_walls_with_plaster\\09_Zenodo\\02_TEST_DATA\\01_WALL_STRUCTURAL_BEHAVIOUR\\OUTPUT_PLOTS\n"
]
}
],
"source": [
"# plot for each test unit\n",
"for test in range(test_number):\n",
" str_tmp = str(test_unit(test)) + \" ($\\sigma_v/f_{cm}=$\" + str(wall['alr'][test]) + \"; loading: \" + wall['LH'][test] + \")\"\n",
" legend_tmp = [str_tmp,\"Positive envelope\",\"Negative envelope\"]\n",
" if test == test_number - 1:\n",
" adjust_axis = 0\n",
" else:\n",
" adjust_axis = 1 \n",
" lim_x_low = -45*adjust_axis\n",
" lim_x_upp = 45\n",
" lim_y_low = -150*adjust_axis\n",
" lim_y_upp = 150\n",
" plot_multi(where_to_save_pic + os.sep + 'Test_' + test_unit(test) + \"_Envelopes\",\n",
" [sc_tests.dataset['Test' + str(test)]['u'],envelope['Test' + str(test)]['positive']['u'],-envelope['Test' + str(test)]['negative']['u']],\n",
" [sc_tests.dataset['Test' + str(test)]['F'],envelope['Test' + str(test)]['positive']['F'],-envelope['Test' + str(test)]['negative']['F']],\n",
" ['gray','b','r'],'Horizontal Displacement (mm)','Horizontal Force (kN)',\n",
" legend_tmp,'upper left',lim_x_low,lim_x_upp,lim_y_low,lim_y_upp,None,32,12,10,True)\n",
"\n",
"# effect of axial load ratio\n",
"legend_tmp = []\n",
"lim_x_low = -45\n",
"lim_x_upp = 45\n",
"lim_y_low = -150\n",
"lim_y_upp = 150\n",
"plot_multi(where_to_save_pic + os.sep + \"Envelopes_01_axial_load_ratio\",\n",
" [ envelope['Test0']['positive']['u'],-envelope['Test0']['negative']['u'], \n",
" envelope['Test1']['positive']['u'],-envelope['Test1']['negative']['u'], \n",
" envelope['Test2']['positive']['u'],-envelope['Test2']['negative']['u'], \n",
" envelope['Test3']['positive']['u'],-envelope['Test3']['negative']['u'] \n",
" ],\n",
" [ envelope['Test0']['positive']['F'],-envelope['Test0']['negative']['F'], \n",
" envelope['Test1']['positive']['F'],-envelope['Test1']['negative']['F'], \n",
" envelope['Test2']['positive']['F'],-envelope['Test2']['negative']['F'], \n",
" envelope['Test3']['positive']['F'],-envelope['Test3']['negative']['F'] \n",
" ],\n",
" ['k','k','darkred','darkred','r','r','firebrick','firebrick'],'Horizontal Displacement (mm)','Horizontal Force (kN)',\n",
" legend_tmp,'upper left',lim_x_low,lim_x_upp,lim_y_low,lim_y_upp,None,32,12,10,False)\n",
"\n",
"# effect of load history\n",
"legend_tmp = []\n",
"lim_x_low = -45\n",
"lim_x_upp = 45\n",
"lim_y_low = -150\n",
"lim_y_upp = 150\n",
"plot_multi(where_to_save_pic + os.sep + \"Envelopes_02_load_history\",\n",
" [ \n",
" envelope['Test4']['positive']['u'],-envelope['Test4']['negative']['u'], \n",
" envelope['Test5']['positive']['u'],-envelope['Test5']['negative']['u'], \n",
" envelope['Test3']['positive']['u'],-envelope['Test3']['negative']['u'] \n",
" ],\n",
" [ \n",
" envelope['Test4']['positive']['F'],-envelope['Test4']['negative']['F'], \n",
" envelope['Test5']['positive']['F'],-envelope['Test5']['negative']['F'], \n",
" envelope['Test3']['positive']['F'],-envelope['Test3']['negative']['F'] \n",
" ],\n",
" ['r','r','k','k','firebrick','firebrick'],'Horizontal Displacement (mm)','Horizontal Force (kN)',\n",
" legend_tmp,'upper left',lim_x_low,lim_x_upp,lim_y_low,lim_y_upp,None,32,12,10,False)\n",
" \n",
"print(\" Figures have been saved in \" + where_to_save_pic)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.10</span> Calculate key parameters"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section computes the key parameters of the wall structural behaviour. The results contained in <b>Table 3</b> and <b>Table 4</b> of Godio et al. (2019) are reproduced. The parameters are appended to the <b>key</b> dictionary. Inside the dictionary the following variables are added:\n",
"<ul>\n",
" <li> <b>peak_force</b> = peak shear force, <b>$V_\\text{max}$</b> </li>\n",
" <li> <b>initial_stiffness</b> = initial stiffness calculated as secant stiffness at 15% the peak force, <b>$K_\\text{init}$</b> </li>\n",
" <li> <b>delta_cracking</b> = drift corresponding at the onset of cracking in the masonry, <b>$\\delta_\\text{cr}$</b> </li>\n",
" <li> <b>delta_yielding</b> = drift at the yielding point of the bi-linear curve, <b>$\\delta_\\text{y}$</b> </li>\n",
" <li> <b>delta_max</b> = drift measured when the peak force is reached, <b>$\\delta_\\text{max}$</b> </li>\n",
" <li> <b>delta_SD</b> = drift at the Severe Damage (SD) limit state, <b>$\\delta_\\text{SD}$</b> </li>\n",
" <li> <b>delta_ultimate</b> = ultimate drift, <b>$\\delta_\\text{u}$</b> </li>\n",
" <li> <b>delta_collapse</b> = drift at collapse, <b>$\\delta_\\text{c}$</b> </li>\n",
"</ul>\n",
"Each variable contains values for both the positive and the negative envelopes, e.g. <b>peak_force.positive</b> and <b>peak_force.pegative</b>, plus the average value <b>peak_force.average</b>\n"
]
},
{
"cell_type": "code",
- "execution_count": 34,
+ "execution_count": 65,
"metadata": {},
"outputs": [],
"source": [
"# initialize the key dictionary\n",
"key = {}\n",
"for test in range(test_number):\n",
" \n",
" key['Test' + str(test)] = {\n",
" 'peak_force':{},\n",
" 'initial_stiffness':{},\n",
" 'delta_cracking':{},\n",
" 'delta_yielding':{},\n",
" 'delta_max':{},\n",
" 'delta_SD':{},\n",
" 'delta_ultimate':{},\n",
" 'delta_collapse':{},\n",
" }\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Peak force"
]
},
{
"cell_type": "code",
- "execution_count": 35,
+ "execution_count": 66,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Peak force (kN)\n",
"\n",
"Test unit Positive Negative Average\n",
"----------- ---------- ---------- ---------\n",
"SC1 74 -77 76\n",
"SC2 90 -89 90\n",
"SC4 142 -133 138\n",
"SC5 113 -107 110\n",
"SC6 109 -106 108\n",
"SC7 103 -103 103\n"
]
}
],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # save in dictionary\n",
" key['Test' + str(test)]['peak_force']['positive'] = max(envelope['Test' + str(test)]['positive']['F'])\n",
" key['Test' + str(test)]['peak_force']['negative'] = max(envelope['Test' + str(test)]['negative']['F'])\n",
" key['Test' + str(test)]['peak_force']['average'] = (key['Test' + str(test)]['peak_force']['positive'] + key['Test' + str(test)]['peak_force']['negative'])/2\n",
" \n",
" # save in tmp table to plot\n",
" tmp_table.append([test_unit(test), format(key['Test' + str(test)]['peak_force']['positive'],'.0f'), format(-key['Test' + str(test)]['peak_force']['negative'],'.0f'), format(key['Test' + str(test)]['peak_force']['average'], '.0f')])\n",
" \n",
"# print\n",
"print('Peak force (kN)\\n')\n",
"print(tabulate(tmp_table, headers=['Test unit', 'Positive', 'Negative', 'Average']))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Initial stiffness"
]
},
{
"cell_type": "code",
- "execution_count": 36,
+ "execution_count": 67,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Initial stiffness (kN/mm)\n",
"\n",
"Test unit Positive Negative Average\n",
"----------- ---------- ---------- ---------\n",
"SC1 184 -177 180\n",
"SC2 207 -235 221\n",
"SC4 267 -295 281\n",
"SC5 247 -216 231\n",
"SC6 226 -225 225\n",
"SC7 216 -216 216\n"
]
}
],
"source": [
"# initialize\n",
"tmp_table = []\n",
"beta = 0.15\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" u = []; F = []; f = []; u_pre = []; F_pre = []; ind_15_pos = []\n",
" u = envelope['Test' + str(test)]['positive']['u']\n",
" F = envelope['Test' + str(test)]['positive']['F']\n",
" F_15_pos = beta*key['Test' + str(test)]['peak_force']['positive']\n",
" ind_15_pos = [ind for ind in range(len(F)) if F[ind] >= F_15_pos]\n",
" F_pre = F[0:ind_15_pos[0]+1]\n",
" u_pre = u[0:ind_15_pos[0]+1]\n",
" f = interp1d(F_pre, u_pre)\n",
" u_15_pos = f(F_15_pos)\n",
" key['Test' + str(test)]['initial_stiffness']['positive'] = F_15_pos/u_15_pos\n",
"\n",
" # negative value\n",
" u = []; F = []; f = []; u_pre = []; F_pre = []; ind_15_neg = []\n",
" u = envelope['Test' + str(test)]['negative']['u']\n",
" F = envelope['Test' + str(test)]['negative']['F']\n",
" F_15_neg = beta*key['Test' + str(test)]['peak_force']['negative']\n",
" ind_15_neg = [ind for ind in range(len(F)) if F[ind] >= F_15_neg]\n",
" F_pre = F[0:ind_15_neg[0]+1]\n",
" u_pre = u[0:ind_15_neg[0]+1]\n",
" f = interp1d(F_pre, u_pre)\n",
" u_15_neg = f(F_15_neg)\n",
" key['Test' + str(test)]['initial_stiffness']['negative'] = F_15_neg/u_15_neg\n",
" \n",
" # average value\n",
" key['Test' + str(test)]['initial_stiffness']['average'] = (key['Test' + str(test)]['initial_stiffness']['positive'] + key['Test' + str(test)]['initial_stiffness']['negative'])/2\n",
" \n",
" # save in tmp table to plot\n",
" tmp_table.append([test_unit(test), format(key['Test' + str(test)]['initial_stiffness']['positive'],'.0f'), format(-key['Test' + str(test)]['initial_stiffness']['negative'],'.0f'), format(key['Test' + str(test)]['initial_stiffness']['average'], '.0f')])\n",
"\n",
"# print\n",
"print('Initial stiffness (kN/mm)\\n')\n",
"print(tabulate(tmp_table, headers=['Test unit', 'Positive', 'Negative', 'Average']))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Drift at masonry craking"
]
},
{
"cell_type": "code",
- "execution_count": 37,
+ "execution_count": 68,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Drift at cracking (%)\n",
"\n",
"Test unit Positive Negative Average\n",
"----------- ---------- ---------- ---------\n",
"SC1 0.11 -0.1 0.11\n",
"SC2 0.09 -0.08 0.08\n",
"SC4 0.07 -0.06 0.07\n",
"SC5 0.11 -0.14 0.13\n",
"SC6 0.1 -0.12 0.11\n",
"SC7 0.16 -0.16 0.16\n"
]
}
],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# displacement values measured after visual inspection + DIC check\n",
"def disp_cracking_positive(i):\n",
" switcher={\n",
" 0:1.0145,\n",
" 1:0.8284,\n",
" 2:0.6674,\n",
" 3:1.0204,\n",
" 4:0.9239,\n",
" 5:1.48\n",
" }\n",
" return switcher.get(i)\n",
"def disp_cracking_negative(i):\n",
" switcher={\n",
" 0:0.8821,\n",
" 1:0.6767,\n",
" 2:0.514,\n",
" 3:1.29,\n",
" 4:1.0567,\n",
" 5:1.48\n",
" }\n",
" return switcher.get(i)\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive negative and average values\n",
" key['Test' + str(test)]['delta_cracking']['positive'] = disp_cracking_positive(test)/wall['height'][test]*100\n",
" key['Test' + str(test)]['delta_cracking']['negative'] = disp_cracking_negative(test)/wall['height'][test]*100\n",
" key['Test' + str(test)]['delta_cracking']['average'] = (key['Test' + str(test)]['delta_cracking']['positive'] + key['Test' + str(test)]['delta_cracking']['negative'])/2\n",
" \n",
" # save in tmp table to plot\n",
" tmp_table.append([test_unit(test), format(key['Test' + str(test)]['delta_cracking']['positive'],'.2f'), format(-key['Test' + str(test)]['delta_cracking']['negative'],'.2f'), format(key['Test' + str(test)]['delta_cracking']['average'], '.2f')])\n",
"\n",
"# print\n",
"print('Drift at cracking (%)\\n')\n",
"print(tabulate(tmp_table, headers=['Test unit', 'Positive', 'Negative', 'Average']))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Drift at yielding"
]
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": 69,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Drift at yielding (%)\n",
"\n",
"Test unit Positive Negative Average\n",
"----------- ---------- ---------- ---------\n",
"SC1 0.05 -0.05 0.05\n",
"SC2 0.09 -0.04 0.06\n",
"SC4 0.08 -0.07 0.07\n",
"SC5 0.06 -0.07 0.07\n",
"SC6 0.06 -0.06 0.06\n",
"SC7 0.09 -0.09 0.09\n"
]
}
],
"source": [
"# note: I use here the interp function which is the closest to matlab interp1 function\n",
"# initialize \n",
"tmp_table = []\n",
"beta = 0.70\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" u = []; F = []; u_pre = []; F_pre = []; ind_70_pos = []\n",
" u = envelope['Test' + str(test)]['positive']['u']\n",
" F = envelope['Test' + str(test)]['positive']['F']\n",
" F_70_pos = beta*key['Test' + str(test)]['peak_force']['positive']\n",
" ind_70_pos = [ind for ind in range(len(F)) if F[ind] >= F_70_pos]\n",
" F_pre = F[0:ind_70_pos[0]+1]\n",
" u_pre = u[0:ind_70_pos[0]+1]\n",
" key['Test' + str(test)]['delta_yielding']['positive'] = np.interp(F_70_pos, F_pre, u_pre)/wall['height'][test]*100\n",
"\n",
" # negative value\n",
" u = []; F = []; u_pre = []; F_pre = []; ind_70_neg = []\n",
" u = envelope['Test' + str(test)]['negative']['u']\n",
" F = envelope['Test' + str(test)]['negative']['F']\n",
" F_70_neg = beta*key['Test' + str(test)]['peak_force']['negative']\n",
" ind_70_neg = [ind for ind in range(len(F)) if F[ind] >= F_70_neg]\n",
" F_pre = F[0:ind_70_neg[0]+1]\n",
" u_pre = u[0:ind_70_neg[0]+1]\n",
" key['Test' + str(test)]['delta_yielding']['negative'] = np.interp(F_70_neg, F_pre, u_pre)/wall['height'][test]*100\n",
"\n",
" # average value\n",
" key['Test' + str(test)]['delta_yielding']['average'] = (key['Test' + str(test)]['delta_yielding']['positive'] + key['Test' + str(test)]['delta_yielding']['negative'])/2\n",
" \n",
" # save in tmp table to plot\n",
" tmp_table.append([test_unit(test), format(key['Test' + str(test)]['delta_yielding']['positive'],'.2f'), format(-key['Test' + str(test)]['delta_yielding']['negative'],'.2f'), format(key['Test' + str(test)]['delta_yielding']['average'], '.2f')])\n",
"\n",
"# print\n",
"print('Drift at yielding (%)\\n')\n",
"print(tabulate(tmp_table, headers=['Test unit', 'Positive', 'Negative', 'Average']))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Drift at peak"
]
},
{
"cell_type": "code",
- "execution_count": 39,
+ "execution_count": 70,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Drift at peak (%)\n",
"\n",
"Test unit Positive Negative Average\n",
"----------- ---------- ---------- ---------\n",
"SC1 0.17 -0.54 0.36\n",
"SC2 0.2 -0.12 0.16\n",
"SC4 0.41 -0.39 0.4\n",
"SC5 0.34 -0.45 0.4\n",
"SC6 0.21 -0.37 0.29\n",
"SC7 0.64 -0.64 0.64\n"
]
}
],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" u = []; F = []\n",
" u = envelope['Test' + str(test)]['positive']['u']\n",
" F = envelope['Test' + str(test)]['positive']['F']\n",
" ind_peak = [ind for ind in range(len(F)) if F[ind] >= key['Test' + str(test)]['peak_force']['positive']]\n",
" key['Test' + str(test)]['delta_max']['positive'] = u[ind_peak[0]]/wall['height'][test]*100\n",
" \n",
" # negative value\n",
" u = []; F = []\n",
" u = envelope['Test' + str(test)]['negative']['u']\n",
" F = envelope['Test' + str(test)]['negative']['F']\n",
" ind_peak = [ind for ind in range(len(F)) if F[ind] >= key['Test' + str(test)]['peak_force']['negative']]\n",
" key['Test' + str(test)]['delta_max']['negative'] = u[ind_peak[0]]/wall['height'][test]*100\n",
"\n",
" # average value\n",
" key['Test' + str(test)]['delta_max']['average'] = (key['Test' + str(test)]['delta_max']['positive'] + key['Test' + str(test)]['delta_max']['negative'])/2\n",
" \n",
" # save in tmp table to plot\n",
" tmp_table.append([test_unit(test), format(key['Test' + str(test)]['delta_max']['positive'],'.2f'), format(-key['Test' + str(test)]['delta_max']['negative'],'.2f'), format(key['Test' + str(test)]['delta_max']['average'], '.2f')])\n",
" \n",
"# print\n",
"print('Drift at peak (%)\\n')\n",
"print(tabulate(tmp_table, headers=['Test unit', 'Positive', 'Negative', 'Average']))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Drift at SD limit state"
]
},
{
"cell_type": "code",
- "execution_count": 40,
+ "execution_count": 71,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Drift at SD limit state (%)\n",
"\n",
"Test unit Positive Negative Average\n",
"----------- ---------- ---------- ---------\n",
"SC1 0.17 -0.29 0.32\n",
"SC2 0.2 -0.12 0.16\n",
"SC4 0.22 -0.17 0.2\n",
"SC5 0.34 -0.43 0.39\n",
"SC6 0.21 -0.35 0.29\n",
"SC7 0.49 -0.49 0.49\n"
]
}
],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" key['Test' + str(test)]['delta_SD']['positive'] = min(3*key['Test' + str(test)]['delta_cracking']['positive'],key['Test' + str(test)]['delta_max']['positive'])\n",
" \n",
" # negative value\n",
" key['Test' + str(test)]['delta_SD']['negative'] = min(3*key['Test' + str(test)]['delta_cracking']['negative'],key['Test' + str(test)]['delta_max']['negative'])\n",
"\n",
" # average value\n",
" key['Test' + str(test)]['delta_SD']['average'] = min(3*key['Test' + str(test)]['delta_cracking']['average'],key['Test' + str(test)]['delta_max']['average'])\n",
" \n",
" # save in tmp table to plot\n",
" tmp_table.append([test_unit(test), format(key['Test' + str(test)]['delta_SD']['positive'],'.2f'), format(-key['Test' + str(test)]['delta_SD']['negative'],'.2f'), format(key['Test' + str(test)]['delta_SD']['average'], '.2f')])\n",
" \n",
"# print\n",
"print('Drift at SD limit state (%)\\n')\n",
"print(tabulate(tmp_table, headers=['Test unit', 'Positive', 'Negative', 'Average']))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Ultimate drift"
]
},
{
"cell_type": "code",
- "execution_count": 41,
+ "execution_count": 72,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Ultimate drift (%)\n",
"\n",
"Test unit Positive Negative Minimum*\n",
"----------- ---------- ---------- ----------\n",
"SC1 0.99 -0.9 0.9\n",
"SC2 0.93 -1.07 0.93\n",
"SC4 0.7 -0.81 0.7\n",
"SC5 0.88 -0.95 0.88\n",
"SC6 0.23 -0.71 0.71\n",
"SC7 1.56 -1.56 1.56\n",
"\n",
"*For SC6, the maximum value is retained due to the asymmetry of the loading protocol\n"
]
}
],
"source": [
"# note: I use here the interp function which is the closest to matlab interp1 function\n",
"# initialize \n",
"tmp_table = []\n",
"beta = 0.80\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" u = []; F = []; u_post = []; F_post = [];\n",
" u = envelope['Test' + str(test)]['positive']['u']\n",
" F = envelope['Test' + str(test)]['positive']['F']\n",
" ind_peak = [ind for ind in range(len(F)) if F[ind] >= key['Test' + str(test)]['peak_force']['positive']][0]\n",
" F_post = F[ind_peak:len(F)]\n",
" u_post = u[ind_peak:len(u)]\n",
" F_80 = beta*key['Test' + str(test)]['peak_force']['positive']\n",
" if F[-1] < F_80:\n",
" ind_80 = ind_peak + [ind for ind in range(len(F_post)) if F_post[ind] <= F_80][0] \n",
" key['Test' + str(test)]['delta_ultimate']['positive'] = u[ind_80]/wall['height'][test]*100\n",
" else:\n",
" ind_80 = len(F)\n",
" key['Test' + str(test)]['delta_ultimate']['positive'] = u[-1]/wall['height'][test]*100\n",
" \n",
" # negative value\n",
" u = []; F = []; u_post = []; F_post = [];\n",
" u = envelope['Test' + str(test)]['negative']['u']\n",
" F = envelope['Test' + str(test)]['negative']['F']\n",
" ind_peak = [ind for ind in range(len(F)) if F[ind] >= key['Test' + str(test)]['peak_force']['negative']][0]\n",
" F_post = F[ind_peak:len(F)]\n",
" u_post = u[ind_peak:len(u)]\n",
" F_80 = beta*key['Test' + str(test)]['peak_force']['negative']\n",
" if F[-1] < F_80:\n",
" ind_80 = ind_peak + [ind for ind in range(len(F_post)) if F_post[ind] <= F_80][0] \n",
" key['Test' + str(test)]['delta_ultimate']['negative'] = u[ind_80]/wall['height'][test]*100\n",
" else:\n",
" ind_80 = len(F)\n",
" key['Test' + str(test)]['delta_ultimate']['negative'] = u[-1]/wall['height'][test]*100\n",
"\n",
" # minimum value\n",
" if test == 4:\n",
" key['Test' + str(test)]['delta_ultimate']['minimum'] = max(key['Test' + str(test)]['delta_ultimate']['positive'],key['Test' + str(test)]['delta_ultimate']['negative'])\n",
" else:\n",
" key['Test' + str(test)]['delta_ultimate']['minimum'] = min(key['Test' + str(test)]['delta_ultimate']['positive'],key['Test' + str(test)]['delta_ultimate']['negative'])\n",
" \n",
" # save in tmp table to plot\n",
" tmp_table.append([test_unit(test), format(key['Test' + str(test)]['delta_ultimate']['positive'],'.2f'), format(-key['Test' + str(test)]['delta_ultimate']['negative'],'.2f'), format(key['Test' + str(test)]['delta_ultimate']['minimum'], '.2f')])\n",
"\n",
"# print\n",
"print('Ultimate drift (%)\\n')\n",
"print(tabulate(tmp_table, headers=['Test unit', 'Positive', 'Negative', 'Minimum*']))\n",
"print('\\n*For SC6, the maximum value is retained due to the asymmetry of the loading protocol')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Drift at collapse"
]
},
{
"cell_type": "code",
- "execution_count": 42,
+ "execution_count": 73,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Drift at collapse (%)\n",
"\n",
"Test unit Positive Negative Minimum*\n",
"----------- ---------- ---------- ----------\n",
"SC1 4.51 -2.47 2.47\n",
"SC2 1.12 -2.44 1.12\n",
"SC4 1.28 -1.52 1.28\n",
"SC5 1.77 -2.43 1.77\n",
"SC6 0.23 -1.16 1.16\n",
"SC7 12.43 -12.43 12.43\n",
"\n",
"*For SC6, the maximum value is retained due to the asymmetry of the loading protocol\n"
]
}
],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# displacement values measured after visual inspection + DIC check\n",
"def disp_collapse_positive(i):\n",
" switcher={\n",
" 0:40.63,\n",
" 1:10.06,\n",
" 2:11.51,\n",
" 3:15.93,\n",
" 4:2.1,\n",
" 5:111.8860\n",
" }\n",
" return switcher.get(i)\n",
"def disp_collapse_negative(i):\n",
" switcher={\n",
" 0:22.19,\n",
" 1:21.93,\n",
" 2:13.71,\n",
" 3:21.84,\n",
" 4:10.44,\n",
" 5:111.8860\n",
" }\n",
" return switcher.get(i)\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive negative and average values\n",
" key['Test' + str(test)]['delta_collapse']['positive'] = disp_collapse_positive(test)/wall['height'][test]*100\n",
" key['Test' + str(test)]['delta_collapse']['negative'] = disp_collapse_negative(test)/wall['height'][test]*100\n",
" if test == 4:\n",
" key['Test' + str(test)]['delta_collapse']['minimum'] = max(key['Test' + str(test)]['delta_collapse']['positive'],key['Test' + str(test)]['delta_collapse']['negative'])\n",
" else:\n",
" key['Test' + str(test)]['delta_collapse']['minimum'] = min(key['Test' + str(test)]['delta_collapse']['positive'],key['Test' + str(test)]['delta_collapse']['negative'])\n",
" \n",
" # save in tmp table to plot\n",
" tmp_table.append([test_unit(test), format(key['Test' + str(test)]['delta_collapse']['positive'],'.2f'), format(-key['Test' + str(test)]['delta_collapse']['negative'],'.2f'), format(key['Test' + str(test)]['delta_collapse']['minimum'], '.2f')])\n",
"\n",
"# print\n",
"print('Drift at collapse (%)\\n')\n",
"print(tabulate(tmp_table, headers=['Test unit', 'Positive', 'Negative', 'Minimum*']))\n",
"print('\\n*For SC6, the maximum value is retained due to the asymmetry of the loading protocol')\n"
]
}
],
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"title_sidebar": "Contents",
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diff --git a/.ipynb_checkpoints/Test_SC1-checkpoint.csv b/.ipynb_checkpoints/Test_SC1-checkpoint.csv
new file mode 100644
index 0000000..635256f
--- /dev/null
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diff --git a/.ipynb_checkpoints/apt-checkpoint.txt b/.ipynb_checkpoints/apt-checkpoint.txt
new file mode 100644
index 0000000..34bf0bc
--- /dev/null
+++ b/.ipynb_checkpoints/apt-checkpoint.txt
@@ -0,0 +1,9 @@
+texlive-latex-base
+texlive-latex-recommended
+texlive-science
+texlive-latex-extra
+texlive-fonts-recommended
+dvipng
+ghostscript
+latexmk
+texlive
\ No newline at end of file
diff --git a/.ipynb_checkpoints/environment-checkpoint.yml b/.ipynb_checkpoints/environment-checkpoint.yml
new file mode 100644
index 0000000..da1820d
--- /dev/null
+++ b/.ipynb_checkpoints/environment-checkpoint.yml
@@ -0,0 +1,17 @@
+channels:
+ - conda-forge
+dependencies:
+ - numpy
+ - psutil
+ - matplotlib
+ - scipy
+ - tabulate
+ - jupyter_latex_envs
+ - ghostscript
+ - latexmk
+ - pandas
+ - ipywidgets
+ - IPython
+ - zipfile
+ - pip:
+ - jupyterlab_latex
\ No newline at end of file
diff --git a/01_DATAVIZ_TOOL.ipynb b/01_DATAVIZ_TOOL.ipynb
index 2c912a5..10c6e28 100644
--- a/01_DATAVIZ_TOOL.ipynb
+++ b/01_DATAVIZ_TOOL.ipynb
@@ -1,1253 +1,1261 @@
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# <span style=\"color: red;\">1.</span> Wall structural behaviour\n",
+ "# <span style=\"color: red;\">DataViz Tool</span>\n",
"\n",
- "This script reproduces the results of the shear-compression tests, focusing on the structural behaviour of the walls. Part of the results that are reproduced by the script are contained in the journal article: \n",
+ "This script allows the results of the shear-compression tests to <b>visualized</b>, <b>modified</b> and <b>saved</b>. \n",
+ "\n",
+ "Part of the results that are reproduced by the script are contained in the journal article: \n",
"\n",
"Godio M., Vanin F., Zhang S. & Beyer K. (2019) \"Quasi-static shear-compression tests on stone masonry walls with plaster: Influence of load history and axial load ratio\". Engineering Structures. https://doi.org/10.1016/j.engstruct.2019.04.041"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "`Created by: M. Godio (EESD @ EPFL) on: August 3 2019 - \n",
- "Last modification by: M.Godio on: August 14 2019`"
+ "`Created by: M. Godio (EESD @ EPFL) on: August 23 2019 - \n",
+ "Last modification by: M.Godio on: August 30 2019`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Import libraries"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section imports the Python libraries needed to run this script"
]
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Libraries have been imported\n"
]
}
],
"source": [
"# libraries to import\n",
"import os\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import scipy.io as sio\n",
"\n",
"from matplotlib import rc\n",
"from scipy.signal import find_peaks\n",
"from tabulate import tabulate\n",
"from scipy.interpolate import interp1d\n",
"\n",
"# to install a library from the anaconda prompt, run a command of the kind:\n",
"# pip install numpy\n",
"\n",
"print(\" Libraries have been imported\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Define classes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section defines the classes used in this script"
]
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Classes have been defined\n"
]
}
],
"source": [
"\"\"\" \n",
"These classe contain the test data from shear-compression tests:\n",
"F = horizontal force (kN)\n",
"u = horizontal displacement (mm)\n",
"N = vertical force (kN)\n",
"v = vertical displacement (mm)\n",
"ss = sampling step \n",
"\"\"\"\n",
"class Dataset_sc():\n",
" \"\"\"Import the dataset contained in the -mat file.\"\"\"\n",
" \n",
" def __init__(self):\n",
" \"\"\"Initialize variables.\"\"\" \n",
" self.dataset = {}\n",
" \n",
" def get_mat_sc(self, pwd, nameset, test_num):\n",
" \"\"\"import mat file and create dictionary out of it.\"\"\"\n",
" dataset={}\n",
" sio.loadmat(pwd + os.sep + nameset + '.mat',mdict=dataset);\n",
" for test in range(test_num):\n",
" self.dataset['Test' + str(test)] = {}\n",
" F = []\n",
" u = []\n",
" N = []\n",
" v = []\n",
" ss = []\n",
" for dataId in range(len(dataset['TESTS'][0][test][0])):\n",
" F.append(dataset['TESTS'][0][test][0][dataId][0])\n",
" u.append(dataset['TESTS'][0][test][2][dataId][0])\n",
" N.append(dataset['TESTS'][0][test][1][dataId][0])\n",
" v.append(dataset['TESTS'][0][test][3][dataId][0])\n",
" ss.append(dataId+1)\n",
" self.dataset['Test' + str(test)]['F'] = F\n",
" self.dataset['Test' + str(test)]['u'] = u\n",
" self.dataset['Test' + str(test)]['N'] = N\n",
" self.dataset['Test' + str(test)]['v'] = v\n",
" self.dataset['Test' + str(test)]['ss'] = ss\n",
" print(\"The dataset \" + nameset + \" has been imported.\")\n",
" \n",
"print(\" Classes have been defined\")\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Define functions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section defines the functions used in this script"
]
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Functions have been defined\n"
]
}
],
"source": [
"\"\"\"\n",
"This function gives an xy line plot on a defined domain\n",
"\"\"\"\n",
"def plot_one(setname,x,y,col,lab_x,lab_y,leg_lab,leg_pos,x_lim_lw,x_lim_up,y_lim_lw,y_lim_up,if_grid,f_size,x_size,y_size,if_show):\n",
" \n",
" rc('text', usetex=True) \n",
" # change font gloabally\n",
" plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
" \n",
" # plot function\n",
" plt.figure(figsize=(x_size,y_size))\n",
" plt.plot(x, y, color = col)\n",
"\n",
" # config the graph\n",
" plt.xlabel(lab_x, fontsize=f_size-1)\n",
" plt.ylabel(lab_y, fontsize=f_size-1)\n",
" plt.tick_params(axis='both', labelsize=f_size)\n",
" plt.ylim([y_lim_lw, y_lim_up])\n",
" plt.xlim([x_lim_lw, x_lim_up])\n",
" plt.grid(if_grid)\n",
" plt.legend([leg_lab], loc=leg_pos, fontsize = f_size-1, frameon = False)\n",
" \n",
" # save\n",
" plt.savefig(setname + '.pdf',bbox_inches='tight')\n",
" \n",
" # show the graph\n",
" if if_show == True:\n",
" plt.show()\n",
" else:\n",
" plt.close()\n",
" \n",
"\"\"\"\n",
"This function gives multiple xy line plots on the defined domain\n",
"\"\"\"\n",
"def plot_multi(setname,x,y,col,lab_x,lab_y,leg_lab,leg_pos,x_lim_lw,x_lim_up,y_lim_lw,y_lim_up,if_grid,f_size,x_size,y_size,if_show):\n",
" \n",
" rc('text', usetex=True) \n",
" # change font gloabally\n",
" plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
" \n",
" # plot function\n",
" plt.figure(figsize=(x_size,y_size))\n",
" for plot_index in range(len(x)):\n",
" plt.plot(x[plot_index], y[plot_index], color = col[plot_index])\n",
"\n",
" # config the graph\n",
" plt.xlabel(lab_x, fontsize=f_size-1)\n",
" plt.ylabel(lab_y, fontsize=f_size-1)\n",
" plt.tick_params(axis='both', labelsize=f_size)\n",
" plt.ylim([y_lim_lw, y_lim_up])\n",
" plt.xlim([x_lim_lw, x_lim_up])\n",
" plt.grid(if_grid)\n",
" plt.legend(leg_lab, loc=leg_pos, fontsize = f_size-1, frameon = False)\n",
" \n",
" # save\n",
" plt.savefig(setname + '.pdf',bbox_inches='tight')\n",
" \n",
" # show the graph\n",
" if if_show == True:\n",
" plt.show()\n",
" else:\n",
" plt.close()\n",
" \n",
"\"\"\"\n",
"This function gives the test label\n",
"\"\"\"\n",
"def test_unit(i):\n",
" switcher={\n",
" 0:'SC1',\n",
" 1:'SC2',\n",
" 2:'SC4',\n",
" 3:'SC5',\n",
" 4:'SC6',\n",
" 5:'SC7'\n",
" }\n",
" return switcher.get(i)\n",
"\n",
"\"\"\"\n",
"This function calcultes the envelope force-displacement curve starting from a cyclic one\n",
"input: u = displacement array\n",
" V = force array \n",
" oddindex = 1 for positive envelope\n",
" = 2 for negative envelope\n",
"Note: the first peak in the negative envelope will be skipped \n",
"not to obtain me too high values of initial stiffness\n",
"\n",
"Created by B. Wilding (EESD @ EPFL) in Matlab format\n",
"Modified, and implemented in Python, by M. Godio (EESD @ EPFL)\n",
"\"\"\"\n",
"def fEnvelope(u,V,oddindex):\n",
" \n",
" # find peak position and value\n",
" nPE, _ = find_peaks(u) #,distance=2) #,height=0.05,distance=2)\n",
" uPE = u[nPE]\n",
" nPE = np.append(nPE,len(u))\n",
" uPE = np.append(uPE,u[len(u)-1])\n",
" \n",
" # decide from where to start in calculating the envelope\n",
" if oddindex == 1:\n",
" startfrom = 2 - 1\n",
" else:\n",
" startfrom = 3 - 1\n",
"\n",
" # calculate envelope only if input is cyclic response\n",
" if len(nPE) == 0 or len(nPE) == 1:\n",
" uE = u\n",
" VE = V\n",
" else:\n",
" uE = 0\n",
" VE = 0\n",
" # take the origin plus the first valid point - only for positive envelope\n",
" if oddindex == 1:\n",
" uE = np.append(uE,u[0:nPE[0]])\n",
" VE = np.append(VE,V[0:nPE[0]])\n",
" for C in range(startfrom,len(nPE)):\n",
" # if current peak > previous peak\n",
" if uPE[C] > uPE[C-1]:\n",
" ulap = u[nPE[C-1]+1:len(u)]\n",
" if C == 1:\n",
" max_prev = uPE[0]\n",
" else:\n",
" max_prev = max(uPE[0:C]) # this was C-1 and has changed to match matlab\n",
" for ulap_index in range(len(ulap)):\n",
" # look for first time value greater than peak ever seen\n",
" if ulap[ulap_index] > max_prev:\n",
" n_first = ulap_index\n",
" break\n",
" else:\n",
" n_first = 1000\n",
" init_pos_tmp = n_first + nPE[C-1] + 1 # nPE[C-1] in matlab\n",
" end_pos_tmp = nPE[C] + 1 # nPE[C] in matlab\n",
" if init_pos_tmp == end_pos_tmp: # new part in Python\n",
" addu = u[init_pos_tmp:end_pos_tmp+1]\n",
" addV = V[init_pos_tmp:end_pos_tmp+1]\n",
" else:\n",
" addu = u[init_pos_tmp:end_pos_tmp]\n",
" addV = V[init_pos_tmp:end_pos_tmp]\n",
" uE = np.append(uE, addu)\n",
" VE = np.append(VE, addV)\n",
" \n",
" return uE, VE\n",
"\n",
"print(\" Functions have been defined\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Define working directories"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section defines the working directories used in the script:\n",
"\n",
"<ul>\n",
" <li><b>cwd</b> = current working directory </li>\n",
" <li><b>where_to_import</b> = directory from where importing the dataset </li>\n",
" <li><b>where_to_save_pic</b> = directory where plots are saved </li>\n",
"</ul>"
]
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Working directories have been defined\n"
]
}
],
"source": [
"# get current working directory\n",
"cwd = os.getcwd()\n",
"\n",
"# define other working directories\n",
"where_to_import = cwd + os.sep + \"01_WALL_STRUCTURAL_BEHAVIOUR\" + os.sep + \"INPUT_DATASET\"\n",
+ "where_to_save_pic = cwd + os.sep + \"01_WALL_STRUCTURAL_BEHAVIOUR\" + os.sep + \"OUTPUT_PLOTS\"\n",
"\n",
"print(\" Working directories have been defined\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.1</span> Define wall properties"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section defines the geometry and material properties of the test wall units tested in shear-compression: SC1, SC2, SC4, SC5, SC6, SC7. The variable <b>test_number</b> gives the number of tests performed. The dictionary <b>wall</b> containing the following variables is created:\n",
"\n",
"<ul>\n",
" <li><b>height</b> = wall height [mm]</li>\n",
" <li><b>length</b> = wall length [mm]</li>\n",
" <li><b>thickness</b> = wall thickness [mm]</li>\n",
" <li><b>b</b> = wall aspect ratio</li>\n",
" <li><b>H0</b> = wall shear span [mm] </li>\n",
" <li><b>N</b> = axial load [kN] </li>\n",
" <li><b>alr</b> = axial load ratio </li>\n",
" <li><b>LH</b> = load history - for labels </li>\n",
" <li><b>LHn</b> = load history - for plots </li>\n",
" <li><b>density</b> = stone density [kg/m3] </li>\n",
" <li><b>porosity</b> = stone porosity [%] </li>\n",
" <li><b>W</b> = wall body weight [kN] </li>\n",
" <li><b>fcm</b> = masonry compressive strength [Mpa]</li>\n",
" <li><b>fb</b> = stone compressive strength [Mpa]</li>\n",
" <li><b>fbt</b> = stone tensile strength [MPa]</li>\n",
" \n",
"</ul>"
]
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Wall properties have been imported for all test units\n"
]
}
],
"source": [
"test_number = 6\n",
"\n",
"wall = {\n",
" 'height': [900, 900, 900, 900, 900, 900],\n",
" 'length': [900, 900, 900, 900, 900, 900],\n",
" 'thickness': [200, 200, 200, 200, 200, 200],\n",
" 'b': {},\n",
" 'H0': [450, 450, 450, 450, 450, 450],\n",
" 'N': {},\n",
" 'alr': [7.5, 10., 15., 11.5, 11.5, 11.5],\n",
" 'LH': ['$LH1$', '$LH1$', '$LH1$', '$LH1$', '$LH2$', 'monotonic'],\n",
" 'LHn':[1, 1, 1, 1, 2, 0],\n",
" 'density': 2688,\n",
" 'porosity': 7,\n",
" 'W': {},\n",
" 'fcm': 10, \n",
" 'fb': 65.60, \n",
" 'fbt': 8\n",
"}\n",
"\n",
"for test in range(test_number):\n",
" wall['N'][test] = wall['alr'][test]/100*wall['fcm']*wall['thickness'][test]*wall['length'][test]/1000\n",
" wall['b'][test] = wall['height'][test]/wall['length'][test]\n",
" wall['W'][test] = wall['height'][test]/1000*wall['length'][test]/1000*wall['thickness'][test]/1000*wall['density']*9.81/1000\n",
"\n",
"print(\" Wall properties have been imported for all test units\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.2</span> Import test data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section imports the dataset related to the structural behaviour of the walls. Tha data is contained in the corresponding <b>TESTS</b> MAT-file and is imported in the dictionary <b>test</b> which includes the following variables:\n",
"<ul>\n",
" <li><b>F</b> = horizontal - shear - force </li>\n",
" <li><b>u</b> = horizontal displacement </li>\n",
" <li><b>N</b> = vertical - axial - force </li>\n",
" <li><b>v</b> = vertical displacement </li>\n",
"</ul>"
]
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The dataset TESTS has been imported.\n"
]
}
],
"source": [
"sc_tests = Dataset_sc()\n",
"sc_tests.get_mat_sc(where_to_import,'TESTS',6)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.8</span> Calculate envelope curves"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section computes the <b>F-u envelope curves</b> starting from the experimental curves. The envelopes are save in the dictionary <b>envelope</b> having the following structure:\n",
"<ul>\n",
" <li><b>envelope.positive</b> = including the positive envelope </li>\n",
" <li><b>envelope.negative</b> = including the negative envelope </li>\n",
"</ul>\n",
"Inside the dictionaries <b>positive</b> and <b>negative</b> the following variables are contained:\n",
"<ul>\n",
" <li><b>F</b> = horizontal force </li>\n",
" <li><b>u</b> = horizontal displacement </li>\n",
"</ul>"
]
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Envelope curves have been calculated for all test units\n"
]
}
],
"source": [
"# loop over the test units\n",
"envelope = {}\n",
"for test in range(test_number):\n",
" \n",
" # initialize\n",
" envelope['Test' + str(test)] = {\n",
" 'positive': {},\n",
" 'negative': {} \n",
" }\n",
" u = []; V = []\n",
" uPos = []; VPos = []; indPos = []\n",
" uNeg = []; VNeg = []; indNeg = []\n",
" uEPos = []; VEPos = [] \n",
" uENeg = []; VENeg = []\n",
" \n",
" # tmp arrays used for brevity in the notation\n",
" u = np.array(sc_tests.dataset['Test' + str(test)]['u'])\n",
" V = np.array(sc_tests.dataset['Test' + str(test)]['F'])\n",
"\n",
" # define type of loading\n",
" if test == 5:\n",
" # monotonic\n",
" type = 1 \n",
" else:\n",
" # cyclic\n",
" type = 0 \n",
" \n",
" # calculate envelope response\n",
" if type == 1:\n",
" uEPos, VEPos = fEnvelope(u,V,1)\n",
" uENeg = uEPos \n",
" VENeg = VEPos\n",
" else:\n",
" #positive response\n",
" uPos = np.array([val for val in u if val >= 0])\n",
" indPos = [ind for ind in range(len(u)) if u[ind] >= 0]\n",
" VPos = np.array([V[ind] for ind in indPos])\n",
" # negative response\n",
" uNeg = np.array([val for val in u if val <= 0])\n",
" indNeg = [ind for ind in range(len(u)) if u[ind] <= 0]\n",
" VNeg = np.array([V[ind] for ind in indNeg])\n",
" # envelopes\n",
" uEPos, VEPos = fEnvelope(uPos,VPos,1)\n",
" uENeg, VENeg = fEnvelope(-uNeg,-VNeg,2)\n",
" \n",
" # apply corrections\n",
" if test == 0:\n",
" uEPosTmp = []\n",
" VEPosTmp = []\n",
" oo = 0;\n",
" jobdone = 0;\n",
" for kk in range(len(uEPos)):\n",
" if kk > 44 and kk < 56:\n",
" if jobdone == 0:\n",
" oo += 1\n",
" uEPosTmp = np.append(uEPosTmp,1.05)\n",
" VEPosTmp = np.append(VEPosTmp,66.03)\n",
" jobdone = 1\n",
" else:\n",
" oo += 1\n",
" uEPosTmp = np.append(uEPosTmp,uEPos[kk]);\n",
" VEPosTmp = np.append(VEPosTmp,VEPos[kk]);\n",
" uEPos = []\n",
" VEPos = []\n",
" uEPos = uEPosTmp\n",
" VEPos = VEPosTmp\n",
"\n",
" # save in dictionary\n",
" envelope['Test' + str(test)]['positive']['F'] = VEPos\n",
" envelope['Test' + str(test)]['positive']['u'] = uEPos\n",
" envelope['Test' + str(test)]['negative']['F'] = VENeg\n",
" envelope['Test' + str(test)]['negative']['u'] = uENeg\n",
" \n",
"print(\" Envelope curves have been calculated for all test units\")\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.10</span> Calculate key parameters"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section computes the key parameters of the wall structural behaviour. The results contained in <b>Table 3</b> and <b>Table 4</b> of Godio et al. (2019) are reproduced. The parameters are appended to the <b>key</b> dictionary. Inside the dictionary the following variables are added:\n",
"<ul>\n",
" <li> <b>peak_force</b> = peak shear force, <b>$V_\\text{max}$</b> </li>\n",
" <li> <b>initial_stiffness</b> = initial stiffness calculated as secant stiffness at 15% the peak force, <b>$K_\\text{init}$</b> </li>\n",
" <li> <b>delta_cracking</b> = drift corresponding at the onset of cracking in the masonry, <b>$\\delta_\\text{cr}$</b> </li>\n",
" <li> <b>delta_yielding</b> = drift at the yielding point of the bi-linear curve, <b>$\\delta_\\text{y}$</b> </li>\n",
" <li> <b>delta_max</b> = drift measured when the peak force is reached, <b>$\\delta_\\text{max}$</b> </li>\n",
" <li> <b>delta_SD</b> = drift at the Severe Damage (SD) limit state, <b>$\\delta_\\text{SD}$</b> </li>\n",
" <li> <b>delta_ultimate</b> = ultimate drift, <b>$\\delta_\\text{u}$</b> </li>\n",
" <li> <b>delta_collapse</b> = drift at collapse, <b>$\\delta_\\text{c}$</b> </li>\n",
"</ul>\n",
"Each variable contains values for both the positive and the negative envelopes, e.g. <b>peak_force.positive</b> and <b>peak_force.pegative</b>, plus the average value <b>peak_force.average</b>\n"
]
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# initialize the key dictionary\n",
"key = {}\n",
"for test in range(test_number):\n",
" \n",
" key['Test' + str(test)] = {\n",
" 'peak_force':{},\n",
" 'initial_stiffness':{},\n",
" 'delta_cracking':{},\n",
" 'delta_yielding':{},\n",
" 'delta_max':{},\n",
" 'delta_SD':{},\n",
" 'delta_ultimate':{},\n",
" 'delta_collapse':{},\n",
" }\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Peak force"
]
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # save in dictionary\n",
" key['Test' + str(test)]['peak_force']['positive'] = max(envelope['Test' + str(test)]['positive']['F'])\n",
" key['Test' + str(test)]['peak_force']['negative'] = max(envelope['Test' + str(test)]['negative']['F'])\n",
" key['Test' + str(test)]['peak_force']['average'] = (key['Test' + str(test)]['peak_force']['positive'] + key['Test' + str(test)]['peak_force']['negative'])/2\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Initial stiffness"
]
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# initialize\n",
"tmp_table = []\n",
"beta = 0.15\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" u = []; F = []; f = []; u_pre = []; F_pre = []; ind_15_pos = []\n",
" u = envelope['Test' + str(test)]['positive']['u']\n",
" F = envelope['Test' + str(test)]['positive']['F']\n",
" F_15_pos = beta*key['Test' + str(test)]['peak_force']['positive']\n",
" ind_15_pos = [ind for ind in range(len(F)) if F[ind] >= F_15_pos]\n",
" F_pre = F[0:ind_15_pos[0]+1]\n",
" u_pre = u[0:ind_15_pos[0]+1]\n",
" f = interp1d(F_pre, u_pre)\n",
" u_15_pos = f(F_15_pos)\n",
" key['Test' + str(test)]['initial_stiffness']['positive'] = F_15_pos/u_15_pos\n",
"\n",
" # negative value\n",
" u = []; F = []; f = []; u_pre = []; F_pre = []; ind_15_neg = []\n",
" u = envelope['Test' + str(test)]['negative']['u']\n",
" F = envelope['Test' + str(test)]['negative']['F']\n",
" F_15_neg = beta*key['Test' + str(test)]['peak_force']['negative']\n",
" ind_15_neg = [ind for ind in range(len(F)) if F[ind] >= F_15_neg]\n",
" F_pre = F[0:ind_15_neg[0]+1]\n",
" u_pre = u[0:ind_15_neg[0]+1]\n",
" f = interp1d(F_pre, u_pre)\n",
" u_15_neg = f(F_15_neg)\n",
" key['Test' + str(test)]['initial_stiffness']['negative'] = F_15_neg/u_15_neg\n",
" \n",
" # average value\n",
" key['Test' + str(test)]['initial_stiffness']['average'] = (key['Test' + str(test)]['initial_stiffness']['positive'] + key['Test' + str(test)]['initial_stiffness']['negative'])/2\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Drift at masonry craking"
]
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# displacement values measured after visual inspection + DIC check\n",
"def disp_cracking_positive(i):\n",
" switcher={\n",
" 0:1.0145,\n",
" 1:0.8284,\n",
" 2:0.6674,\n",
" 3:1.0204,\n",
" 4:0.9239,\n",
" 5:1.48\n",
" }\n",
" return switcher.get(i)\n",
"def disp_cracking_negative(i):\n",
" switcher={\n",
" 0:0.8821,\n",
" 1:0.6767,\n",
" 2:0.514,\n",
" 3:1.29,\n",
" 4:1.0567,\n",
" 5:1.48\n",
" }\n",
" return switcher.get(i)\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive negative and average values\n",
" key['Test' + str(test)]['delta_cracking']['positive'] = disp_cracking_positive(test)/wall['height'][test]*100\n",
" key['Test' + str(test)]['delta_cracking']['negative'] = disp_cracking_negative(test)/wall['height'][test]*100\n",
" key['Test' + str(test)]['delta_cracking']['average'] = (key['Test' + str(test)]['delta_cracking']['positive'] + key['Test' + str(test)]['delta_cracking']['negative'])/2\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Drift at yielding"
]
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# note: I use here the interp function which is the closest to matlab interp1 function\n",
"# initialize \n",
"tmp_table = []\n",
"beta = 0.70\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" u = []; F = []; u_pre = []; F_pre = []; ind_70_pos = []\n",
" u = envelope['Test' + str(test)]['positive']['u']\n",
" F = envelope['Test' + str(test)]['positive']['F']\n",
" F_70_pos = beta*key['Test' + str(test)]['peak_force']['positive']\n",
" ind_70_pos = [ind for ind in range(len(F)) if F[ind] >= F_70_pos]\n",
" F_pre = F[0:ind_70_pos[0]+1]\n",
" u_pre = u[0:ind_70_pos[0]+1]\n",
" key['Test' + str(test)]['delta_yielding']['positive'] = np.interp(F_70_pos, F_pre, u_pre)/wall['height'][test]*100\n",
"\n",
" # negative value\n",
" u = []; F = []; u_pre = []; F_pre = []; ind_70_neg = []\n",
" u = envelope['Test' + str(test)]['negative']['u']\n",
" F = envelope['Test' + str(test)]['negative']['F']\n",
" F_70_neg = beta*key['Test' + str(test)]['peak_force']['negative']\n",
" ind_70_neg = [ind for ind in range(len(F)) if F[ind] >= F_70_neg]\n",
" F_pre = F[0:ind_70_neg[0]+1]\n",
" u_pre = u[0:ind_70_neg[0]+1]\n",
" key['Test' + str(test)]['delta_yielding']['negative'] = np.interp(F_70_neg, F_pre, u_pre)/wall['height'][test]*100\n",
"\n",
" # average value\n",
" key['Test' + str(test)]['delta_yielding']['average'] = (key['Test' + str(test)]['delta_yielding']['positive'] + key['Test' + str(test)]['delta_yielding']['negative'])/2\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Drift at peak"
]
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" u = []; F = []\n",
" u = envelope['Test' + str(test)]['positive']['u']\n",
" F = envelope['Test' + str(test)]['positive']['F']\n",
" ind_peak = [ind for ind in range(len(F)) if F[ind] >= key['Test' + str(test)]['peak_force']['positive']]\n",
" key['Test' + str(test)]['delta_max']['positive'] = u[ind_peak[0]]/wall['height'][test]*100\n",
" \n",
" # negative value\n",
" u = []; F = []\n",
" u = envelope['Test' + str(test)]['negative']['u']\n",
" F = envelope['Test' + str(test)]['negative']['F']\n",
" ind_peak = [ind for ind in range(len(F)) if F[ind] >= key['Test' + str(test)]['peak_force']['negative']]\n",
" key['Test' + str(test)]['delta_max']['negative'] = u[ind_peak[0]]/wall['height'][test]*100\n",
"\n",
" # average value\n",
" key['Test' + str(test)]['delta_max']['average'] = (key['Test' + str(test)]['delta_max']['positive'] + key['Test' + str(test)]['delta_max']['negative'])/2\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Drift at SD limit state"
]
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" key['Test' + str(test)]['delta_SD']['positive'] = min(3*key['Test' + str(test)]['delta_cracking']['positive'],key['Test' + str(test)]['delta_max']['positive'])\n",
" \n",
" # negative value\n",
" key['Test' + str(test)]['delta_SD']['negative'] = min(3*key['Test' + str(test)]['delta_cracking']['negative'],key['Test' + str(test)]['delta_max']['negative'])\n",
"\n",
" # average value\n",
" key['Test' + str(test)]['delta_SD']['average'] = min(3*key['Test' + str(test)]['delta_cracking']['average'],key['Test' + str(test)]['delta_max']['average'])\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Ultimate drift"
]
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# note: I use here the interp function which is the closest to matlab interp1 function\n",
"# initialize \n",
"tmp_table = []\n",
"beta = 0.80\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" u = []; F = []; u_post = []; F_post = [];\n",
" u = envelope['Test' + str(test)]['positive']['u']\n",
" F = envelope['Test' + str(test)]['positive']['F']\n",
" ind_peak = [ind for ind in range(len(F)) if F[ind] >= key['Test' + str(test)]['peak_force']['positive']][0]\n",
" F_post = F[ind_peak:len(F)]\n",
" u_post = u[ind_peak:len(u)]\n",
" F_80 = beta*key['Test' + str(test)]['peak_force']['positive']\n",
" if F[-1] < F_80:\n",
" ind_80 = ind_peak + [ind for ind in range(len(F_post)) if F_post[ind] <= F_80][0] \n",
" key['Test' + str(test)]['delta_ultimate']['positive'] = u[ind_80]/wall['height'][test]*100\n",
" else:\n",
" ind_80 = len(F)\n",
" key['Test' + str(test)]['delta_ultimate']['positive'] = u[-1]/wall['height'][test]*100\n",
" \n",
" # negative value\n",
" u = []; F = []; u_post = []; F_post = [];\n",
" u = envelope['Test' + str(test)]['negative']['u']\n",
" F = envelope['Test' + str(test)]['negative']['F']\n",
" ind_peak = [ind for ind in range(len(F)) if F[ind] >= key['Test' + str(test)]['peak_force']['negative']][0]\n",
" F_post = F[ind_peak:len(F)]\n",
" u_post = u[ind_peak:len(u)]\n",
" F_80 = beta*key['Test' + str(test)]['peak_force']['negative']\n",
" if F[-1] < F_80:\n",
" ind_80 = ind_peak + [ind for ind in range(len(F_post)) if F_post[ind] <= F_80][0] \n",
" key['Test' + str(test)]['delta_ultimate']['negative'] = u[ind_80]/wall['height'][test]*100\n",
" else:\n",
" ind_80 = len(F)\n",
" key['Test' + str(test)]['delta_ultimate']['negative'] = u[-1]/wall['height'][test]*100\n",
"\n",
" # minimum value\n",
" if test == 4:\n",
" key['Test' + str(test)]['delta_ultimate']['minimum'] = max(key['Test' + str(test)]['delta_ultimate']['positive'],key['Test' + str(test)]['delta_ultimate']['negative'])\n",
" else:\n",
" key['Test' + str(test)]['delta_ultimate']['minimum'] = min(key['Test' + str(test)]['delta_ultimate']['positive'],key['Test' + str(test)]['delta_ultimate']['negative'])\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Drift at collapse"
]
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# displacement values measured after visual inspection + DIC check\n",
"def disp_collapse_positive(i):\n",
" switcher={\n",
" 0:40.63,\n",
" 1:10.06,\n",
" 2:11.51,\n",
" 3:15.93,\n",
" 4:2.1,\n",
" 5:111.8860\n",
" }\n",
" return switcher.get(i)\n",
"def disp_collapse_negative(i):\n",
" switcher={\n",
" 0:22.19,\n",
" 1:21.93,\n",
" 2:13.71,\n",
" 3:21.84,\n",
" 4:10.44,\n",
" 5:111.8860\n",
" }\n",
" return switcher.get(i)\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive negative and average values\n",
" key['Test' + str(test)]['delta_collapse']['positive'] = disp_collapse_positive(test)/wall['height'][test]*100\n",
" key['Test' + str(test)]['delta_collapse']['negative'] = disp_collapse_negative(test)/wall['height'][test]*100\n",
" if test == 4:\n",
" key['Test' + str(test)]['delta_collapse']['minimum'] = max(key['Test' + str(test)]['delta_collapse']['positive'],key['Test' + str(test)]['delta_collapse']['negative'])\n",
" else:\n",
" key['Test' + str(test)]['delta_collapse']['minimum'] = min(key['Test' + str(test)]['delta_collapse']['positive'],key['Test' + str(test)]['delta_collapse']['negative'])\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.11</span> Data Visualization Tool for Wall Structural Behaviour"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Import libraries"
]
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"# Import additional libraries for the dataviz tool\n",
"import ipywidgets as widgets\n",
"from ipywidgets import FloatSlider\n",
"from ipywidgets import interact, interactive, fixed, interact_manual, interactive_output, Text\n",
"from IPython.display import display\n",
"import pandas as pd\n",
"\n",
"%matplotlib nbagg\n",
"%matplotlib inline\n",
"\n",
"# to be able to use widgets I need to install this through the anaconda prompt\n",
"# conda install -c conda-forge nodejs\n",
"# conda install -c conda-forge ipywidgets\n",
"# jupyter labextension install @jupyter-widgets/jupyterlab-manager\n",
"# jupyter nbextension enable --py widgetsnbextension\n",
"# useful youtube video: https://www.youtube.com/watch?v=rkBPgTL-D3Y"
]
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "37c1522348b74500b218cf0a35c85b29",
+ "model_id": "c7874b62edcd49f1930c8ca93ddd1d6a",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(VBox(children=(ToggleButtons(button_style='success', description='Test unit', index=2, options=…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "c32183dc80044a99a71db52749c1eb1c",
+ "model_id": "2f9826ced8544163be922051f03ccadf",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def select_units(i):\n",
" switcher={\n",
" 'F':'Horizontal Force (kN)',\n",
" 'N':'Vertical Force (kN)',\n",
" 'u':'Horizontal Displacement (mm)',\n",
" 'v':'Vertical Displacement (mm)',\n",
" }\n",
" return switcher.get(i)\n",
"\n",
"def select_add(i):\n",
" switcher={\n",
" 'None':None,\n",
" 'Positive Envelope':print('ciao'),\n",
" 'Negative Envelope':None,\n",
" }\n",
" return switcher.get(i)\n",
"\n",
"def update_plot(test, xaxis, yaxis, add_PosEnv, add_NegEnv, colour, f_size, if_grid, what_to_save, where_to_save):\n",
" \"\"\"\n",
" this function gets called to update the plot\n",
" \"\"\"\n",
" if not where_to_save.strip():\n",
- " where_to_save = 'C:\\Temp'\n",
+ " # default\n",
+ " where_to_save = where_to_save_pic\n",
" \n",
" test_ind = [ind for ind in range(len(w_test.options)) if w_test.options[ind] == w_test.value][0]\n",
"\n",
" x = sc_tests.dataset['Test' + str(test_ind)][xaxis]\n",
" y = sc_tests.dataset['Test' + str(test_ind)][yaxis]\n",
" \n",
" plt.figure(figsize=(8,6))\n",
" plt.plot(x,y, color = colour)\n",
" \n",
" if add_PosEnv == True:\n",
" plt.plot(envelope['Test' + str(test_ind)]['positive']['u'], envelope['Test' + str(test_ind)]['positive']['F'], color = \"blue\" )\n",
" if add_NegEnv == True:\n",
" plt.plot(-envelope['Test' + str(test_ind)]['negative']['u'], -envelope['Test' + str(test_ind)]['negative']['F'], color = \"red\" )\n",
" \n",
" x_lim_lw = 1.2*min(sc_tests.dataset['Test' + str(test_ind)][xaxis])\n",
" x_lim_up = 1.2*max(sc_tests.dataset['Test' + str(test_ind)][xaxis])\n",
" y_lim_lw = 1.2*min(sc_tests.dataset['Test' + str(test_ind)][yaxis])\n",
" y_lim_up = 1.2*max(sc_tests.dataset['Test' + str(test_ind)][yaxis])\n",
" plt.xlim([x_lim_lw, x_lim_up])\n",
" plt.ylim([y_lim_lw, y_lim_up])\n",
" plt.xlabel(select_units(xaxis), fontsize = f_size-1)\n",
" plt.ylabel(select_units(yaxis), fontsize = f_size-1)\n",
" \n",
" plt.tick_params(axis='both', labelsize = f_size)\n",
" if if_grid == True:\n",
" plt.grid(if_grid)\n",
" \n",
- " if what_to_save == \"Figure\":\n",
+ " if what_to_save == \"Save figure\":\n",
" plt.savefig(where_to_save + '\\Test_' + test + '_' + xaxis + '-' + yaxis + '.pdf', bbox_inches = 'tight')\n",
- " print('Plots have been saved in ' + where_to_save)\n",
- " \n",
- " if what_to_save == \"Data\":\n",
+ " print(' Data have been saved in: \\n ' + where_to_save)\n",
+ " print('\\n If using Blender, files will be saved in the Home. To access it, go one level up by deleting the file name (01_DATAVIZTOOL.ipynb) in the adress bar')\n",
+ "\n",
+ " if what_to_save == \"Save data\":\n",
" data_x1 = pd.DataFrame({xaxis: sc_tests.dataset['Test' + str(test_ind)][xaxis]})\n",
" data_y1 = pd.DataFrame({yaxis: sc_tests.dataset['Test' + str(test_ind)][yaxis]})\n",
" data_t = data_x1.join(data_y1)\n",
" if add_PosEnv == True:\n",
" data_x2 = pd.DataFrame({'u, Pos. Env': envelope['Test' + str(test_ind)]['positive']['u']})\n",
" data_y2 = pd.DataFrame({'F, Pos. Env.': envelope['Test' + str(test_ind)]['positive']['F']})\n",
" data_t = data_t.join(data_x2)\n",
" data_t = data_t.join(data_y2)\n",
" if add_NegEnv == True:\n",
" data_x3 = pd.DataFrame({'u, Neg. Env': - envelope['Test' + str(test_ind)]['negative']['u']})\n",
" data_y3 = pd.DataFrame({'F, Neg. Env.': - envelope['Test' + str(test_ind)]['negative']['F']})\n",
" data_t = data_t.join(data_x3)\n",
" data_t = data_t.join(data_y3)\n",
" data_t.to_csv(where_to_save + '\\Test_' + test + '_' + xaxis + '-' + yaxis + '.csv', index = False)\n",
- " print('Data have been saved in ' + where_to_save)\n",
+ " print(' Data have been saved in: \\n ' + where_to_save)\n",
+ " print('\\n If using Blender, files will be saved in the Home. To access it, go one level up by deleting the file name (01_DATAVIZTOOL.ipynb) in the adress bar')\n",
"\n",
"w_test = widgets.ToggleButtons(\n",
" options = ['SC1', 'SC2', 'SC4', 'SC5', 'SC6', 'SC7'],\n",
" value = 'SC4',\n",
" description = 'Test unit',\n",
" disabled = False,\n",
" button_style = 'success',\n",
")\n",
"\n",
"w_xaxis = widgets.ToggleButtons(\n",
" options = ['F', 'N', 'u', 'v'],\n",
" value = 'u',\n",
" description = 'X axis',\n",
" disabled = False,\n",
")\n",
"\n",
"w_yaxis = widgets.ToggleButtons(\n",
" options = ['F', 'N', 'u', 'v'],\n",
" value = 'F',\n",
" description = 'Y axis',\n",
" disabled = False,\n",
")\n",
"\n",
"w_colour = widgets.ColorPicker(\n",
" concise = False,\n",
" description = 'Plot options',\n",
" value = 'black',\n",
" disabled = False\n",
")\n",
"\n",
"w_add_PosEnvelope = widgets.Checkbox(\n",
" value = False,\n",
" description = 'Add positive envelope (for F-u)',\n",
" disabled = False\n",
")\n",
"\n",
"w_add_NegEnvelope = widgets.Checkbox(\n",
" value = False,\n",
" description = 'Add negative envelope (for F-u)',\n",
" disabled = False\n",
")\n",
"\n",
"w_f_size = widgets.IntSlider(\n",
" value = 28,\n",
" min = 2,\n",
" max = 50,\n",
" step = 1,\n",
" description = 'Font size',\n",
" disabled = False,\n",
" continuous_update = False,\n",
" orientation = 'horizontal',\n",
" readout = True,\n",
- " readout_format = '.1f',\n",
+ " readout_format = '.0f',\n",
")\n",
"\n",
"w_if_grid = widgets.Checkbox(\n",
" value = True,\n",
" description = 'Grid',\n",
" disabled = False\n",
")\n",
"\n",
"w_save = widgets.ToggleButtons(\n",
- " options = ['Figure', 'Data'],\n",
+ " options = ['Save figure', 'Save data'],\n",
" value = None,\n",
- " description = 'Save',\n",
+ " description = 'Save options',\n",
" disabled = False,\n",
" tooltips = ['Save plot in PDF-format','Save data in CSV-format'],\n",
" button_style = 'warning',\n",
")\n",
"\n",
"w_path = widgets.Textarea(\n",
" value='',\n",
- " placeholder='Folder where to save plots and tables',\n",
+ " placeholder='Specify a different folder (not for on-line version)',\n",
" description='',\n",
+ " tooltips = ['Save plot in PDF-format Save data in CSV-format'],\n",
" disabled=False\n",
")\n",
"\n",
"out = interactive_output(update_plot, {\"test\":w_test, \"xaxis\":w_xaxis, \"yaxis\":w_yaxis, \"add_PosEnv\":w_add_PosEnvelope, \"add_NegEnv\":w_add_NegEnvelope, \n",
" \"colour\":w_colour, \"f_size\":w_f_size, \"if_grid\":w_if_grid, \"what_to_save\":w_save, \"where_to_save\": w_path})\n",
"\n",
"hbox1 = widgets.VBox([w_test, w_yaxis, w_xaxis])\n",
"hbox2 = widgets.HBox([w_add_PosEnvelope, w_add_NegEnvelope])\n",
"hbox21 = widgets.HBox([widgets.HTML(value=\"&#8203;\",description='',)])\n",
"hbox3 = widgets.HBox([w_colour, w_f_size, w_if_grid])\n",
"hbox4 = widgets.HBox([w_save, w_path])\n",
"ui = widgets.VBox([hbox1, hbox2, hbox3, hbox4])\n",
"\n",
"display(ui, out)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"for test_ind in range(6):\n",
" data_1 = pd.DataFrame({'F': sc_tests.dataset['Test' + str(test_ind)]['F']})\n",
" data_2 = pd.DataFrame({'N': sc_tests.dataset['Test' + str(test_ind)]['N']})\n",
" data_3 = pd.DataFrame({'u': sc_tests.dataset['Test' + str(test_ind)]['u']})\n",
" data_4 = pd.DataFrame({'v': sc_tests.dataset['Test' + str(test_ind)]['v']})\n",
" data_12 = data_1.join(data_2)\n",
" data_123 = data_12.join(data_3)\n",
" data_1234 = data_123.join(data_4)\n",
" data_1234.to_csv('C:\\Temp' + '\\Test_' + test_unit(test_ind) + '.csv', index = False)\n"
]
}
],
"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": "3.7.3"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
diff --git a/01_WALL_STRUCTURAL_BEHAVIOUR.ipynb b/01_WALL_STRUCTURAL_BEHAVIOUR.ipynb
index 9b2ec47..953bdc8 100644
--- a/01_WALL_STRUCTURAL_BEHAVIOUR.ipynb
+++ b/01_WALL_STRUCTURAL_BEHAVIOUR.ipynb
@@ -1,1947 +1,1947 @@
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# <span style=\"color: red;\">1.</span> Wall structural behaviour\n",
"\n",
"This script reproduces the results of the shear-compression tests, focusing on the structural behaviour of the walls. Part of the results that are reproduced by the script are contained in the journal article: \n",
"\n",
"Godio M., Vanin F., Zhang S. & Beyer K. (2019) \"Quasi-static shear-compression tests on stone masonry walls with plaster: Influence of load history and axial load ratio\". Engineering Structures. https://doi.org/10.1016/j.engstruct.2019.04.041"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`Created by: M. Godio (EESD @ EPFL) on: August 3 2019 - \n",
"Last modification by: M.Godio on: August 30 2019`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Import libraries"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section imports the Python libraries needed to run this script"
]
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Libraries have been imported\n"
]
}
],
"source": [
"# libraries to import\n",
"import os\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import scipy.io as sio\n",
"\n",
"from matplotlib import rc\n",
"from scipy.signal import find_peaks\n",
"from tabulate import tabulate\n",
"from scipy.interpolate import interp1d\n",
"\n",
"# to install a library from the anaconda prompt, run a command of the kind:\n",
"# pip install numpy\n",
"\n",
"print(\" Libraries have been imported\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Define classes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section defines the classes used in this script"
]
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Classes have been defined\n"
]
}
],
"source": [
"\"\"\" \n",
"These classe contain the test data from shear-compression tests:\n",
"F = horizontal force (kN)\n",
"u = horizontal displacement (mm)\n",
"N = vertical force (kN)\n",
"v = vertical displacement (mm)\n",
"ss = sampling step \n",
"\"\"\"\n",
"class Dataset_sc():\n",
" \"\"\"Import the dataset contained in the -mat file.\"\"\"\n",
" \n",
" def __init__(self):\n",
" \"\"\"Initialize variables.\"\"\" \n",
" self.dataset = {}\n",
" \n",
" def get_mat_sc(self, pwd, nameset, test_num):\n",
" \"\"\"import mat file and create dictionary out of it.\"\"\"\n",
" dataset={}\n",
" sio.loadmat(pwd + os.sep + nameset + '.mat',mdict=dataset);\n",
" for test in range(test_num):\n",
" self.dataset['Test' + str(test)] = {}\n",
" F = []\n",
" u = []\n",
" N = []\n",
" v = []\n",
" ss = []\n",
" for dataId in range(len(dataset['TESTS'][0][test][0])):\n",
" F.append(dataset['TESTS'][0][test][0][dataId][0])\n",
" u.append(dataset['TESTS'][0][test][2][dataId][0])\n",
" N.append(dataset['TESTS'][0][test][1][dataId][0])\n",
" v.append(dataset['TESTS'][0][test][3][dataId][0])\n",
" ss.append(dataId+1)\n",
" self.dataset['Test' + str(test)]['F'] = F\n",
" self.dataset['Test' + str(test)]['u'] = u\n",
" self.dataset['Test' + str(test)]['N'] = N\n",
" self.dataset['Test' + str(test)]['v'] = v\n",
" self.dataset['Test' + str(test)]['ss'] = ss\n",
" print(\"The dataset \" + nameset + \" has been imported.\")\n",
" \n",
"print(\" Classes have been defined\")\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Define functions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section defines the functions used in this script"
]
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Functions have been defined\n"
]
}
],
"source": [
"\"\"\"\n",
"This function gives an xy line plot on a defined domain\n",
"\"\"\"\n",
"def plot_one(setname,x,y,col,lab_x,lab_y,leg_lab,leg_pos,x_lim_lw,x_lim_up,y_lim_lw,y_lim_up,if_grid,f_size,x_size,y_size,if_show):\n",
" \n",
" rc('text', usetex=True) \n",
" # change font gloabally\n",
" plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
" \n",
" # plot function\n",
" plt.figure(figsize=(x_size,y_size))\n",
" plt.plot(x, y, color = col)\n",
"\n",
" # config the graph\n",
" plt.xlabel(lab_x, fontsize=f_size-1)\n",
" plt.ylabel(lab_y, fontsize=f_size-1)\n",
" plt.tick_params(axis='both', labelsize=f_size)\n",
" plt.ylim([y_lim_lw, y_lim_up])\n",
" plt.xlim([x_lim_lw, x_lim_up])\n",
" plt.grid(if_grid)\n",
" plt.legend([leg_lab], loc=leg_pos, fontsize = f_size-1, frameon = False)\n",
" \n",
" # save\n",
" plt.savefig(setname + '.pdf',bbox_inches='tight')\n",
" \n",
" # show the graph\n",
" if if_show == True:\n",
" plt.show()\n",
" else:\n",
" plt.close()\n",
" \n",
"\"\"\"\n",
"This function gives multiple xy line plots on the defined domain\n",
"\"\"\"\n",
"def plot_multi(setname,x,y,col,lab_x,lab_y,leg_lab,leg_pos,x_lim_lw,x_lim_up,y_lim_lw,y_lim_up,if_grid,f_size,x_size,y_size,if_show):\n",
" \n",
" rc('text', usetex=True) \n",
" # change font gloabally\n",
" plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
" \n",
" # plot function\n",
" plt.figure(figsize=(x_size,y_size))\n",
" for plot_index in range(len(x)):\n",
" plt.plot(x[plot_index], y[plot_index], color = col[plot_index])\n",
"\n",
" # config the graph\n",
" plt.xlabel(lab_x, fontsize=f_size-1)\n",
" plt.ylabel(lab_y, fontsize=f_size-1)\n",
" plt.tick_params(axis='both', labelsize=f_size)\n",
" plt.ylim([y_lim_lw, y_lim_up])\n",
" plt.xlim([x_lim_lw, x_lim_up])\n",
" plt.grid(if_grid)\n",
" plt.legend(leg_lab, loc=leg_pos, fontsize = f_size-1, frameon = False)\n",
" \n",
" # save\n",
" plt.savefig(setname + '.pdf',bbox_inches='tight')\n",
" \n",
" # show the graph\n",
" if if_show == True:\n",
" plt.show()\n",
" else:\n",
" plt.close()\n",
" \n",
"\"\"\"\n",
"This function gives the test label\n",
"\"\"\"\n",
"def test_unit(i):\n",
" switcher={\n",
" 0:'SC1',\n",
" 1:'SC2',\n",
" 2:'SC4',\n",
" 3:'SC5',\n",
" 4:'SC6',\n",
" 5:'SC7'\n",
" }\n",
" return switcher.get(i)\n",
"\n",
"\"\"\"\n",
"This function calcultes the envelope force-displacement curve starting from a cyclic one\n",
"input: u = displacement array\n",
" V = force array \n",
" oddindex = 1 for positive envelope\n",
" = 2 for negative envelope\n",
"Note: the first peak in the negative envelope will be skipped \n",
"not to obtain me too high values of initial stiffness\n",
"\n",
"Created by B. Wilding (EESD @ EPFL) in Matlab format\n",
"Modified, and implemented in Python, by M. Godio (EESD @ EPFL)\n",
"\"\"\"\n",
"def fEnvelope(u,V,oddindex):\n",
" \n",
" # find peak position and value\n",
" nPE, _ = find_peaks(u) #,distance=2) #,height=0.05,distance=2)\n",
" uPE = u[nPE]\n",
" nPE = np.append(nPE,len(u))\n",
" uPE = np.append(uPE,u[len(u)-1])\n",
" \n",
" # decide from where to start in calculating the envelope\n",
" if oddindex == 1:\n",
" startfrom = 2 - 1\n",
" else:\n",
" startfrom = 3 - 1\n",
"\n",
" # calculate envelope only if input is cyclic response\n",
" if len(nPE) == 0 or len(nPE) == 1:\n",
" uE = u\n",
" VE = V\n",
" else:\n",
" uE = 0\n",
" VE = 0\n",
" # take the origin plus the first valid point - only for positive envelope\n",
" if oddindex == 1:\n",
" uE = np.append(uE,u[0:nPE[0]])\n",
" VE = np.append(VE,V[0:nPE[0]])\n",
" for C in range(startfrom,len(nPE)):\n",
" # if current peak > previous peak\n",
" if uPE[C] > uPE[C-1]:\n",
" ulap = u[nPE[C-1]+1:len(u)]\n",
" if C == 1:\n",
" max_prev = uPE[0]\n",
" else:\n",
" max_prev = max(uPE[0:C]) # this was C-1 and has changed to match matlab\n",
" for ulap_index in range(len(ulap)):\n",
" # look for first time value greater than peak ever seen\n",
" if ulap[ulap_index] > max_prev:\n",
" n_first = ulap_index\n",
" break\n",
" else:\n",
" n_first = 1000\n",
" init_pos_tmp = n_first + nPE[C-1] + 1 # nPE[C-1] in matlab\n",
" end_pos_tmp = nPE[C] + 1 # nPE[C] in matlab\n",
" if init_pos_tmp == end_pos_tmp: # new part in Python\n",
" addu = u[init_pos_tmp:end_pos_tmp+1]\n",
" addV = V[init_pos_tmp:end_pos_tmp+1]\n",
" else:\n",
" addu = u[init_pos_tmp:end_pos_tmp]\n",
" addV = V[init_pos_tmp:end_pos_tmp]\n",
" uE = np.append(uE, addu)\n",
" VE = np.append(VE, addV)\n",
" \n",
" return uE, VE\n",
"\n",
"print(\" Functions have been defined\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Define working directories"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section defines the working directories used in the script:\n",
"\n",
"<ul>\n",
" <li><b>cwd</b> = current working directory </li>\n",
" <li><b>where_to_import</b> = directory from where importing the dataset </li>\n",
" <li><b>where_to_save_pic</b> = directory where plots are saved </li>\n",
"</ul>"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Working directories have been defined\n"
]
}
],
"source": [
"# get current working directory\n",
"cwd = os.getcwd()\n",
"\n",
"# define other working directories\n",
"where_to_import = cwd + os.sep + \"01_WALL_STRUCTURAL_BEHAVIOUR\" + os.sep + \"INPUT_DATASET\"\n",
"where_to_save_pic = cwd + os.sep + \"01_WALL_STRUCTURAL_BEHAVIOUR\" + os.sep + \"OUTPUT_PLOTS\"\n",
"\n",
"print(\" Working directories have been defined\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.1</span> Define wall properties"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section defines the geometry and material properties of the test wall units tested in shear-compression: SC1, SC2, SC4, SC5, SC6, SC7. The variable <b>test_number</b> gives the number of tests performed. The dictionary <b>wall</b> containing the following variables is created:\n",
"\n",
"<ul>\n",
" <li><b>height</b> = wall height [mm]</li>\n",
" <li><b>length</b> = wall length [mm]</li>\n",
" <li><b>thickness</b> = wall thickness [mm]</li>\n",
" <li><b>b</b> = wall aspect ratio</li>\n",
" <li><b>H0</b> = wall shear span [mm] </li>\n",
" <li><b>N</b> = axial load [kN] </li>\n",
" <li><b>alr</b> = axial load ratio </li>\n",
" <li><b>LH</b> = load history - for labels </li>\n",
" <li><b>LHn</b> = load history - for plots </li>\n",
" <li><b>density</b> = stone density [kg/m3] </li>\n",
" <li><b>porosity</b> = stone porosity [%] </li>\n",
" <li><b>W</b> = wall body weight [kN] </li>\n",
" <li><b>fcm</b> = masonry compressive strength [Mpa]</li>\n",
" <li><b>fb</b> = stone compressive strength [Mpa]</li>\n",
" <li><b>fbt</b> = stone tensile strength [MPa]</li>\n",
" \n",
"</ul>"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Wall properties have been imported for all test units\n"
]
}
],
"source": [
"test_number = 6\n",
"\n",
"wall = {\n",
" 'height': [900, 900, 900, 900, 900, 900],\n",
" 'length': [900, 900, 900, 900, 900, 900],\n",
" 'thickness': [200, 200, 200, 200, 200, 200],\n",
" 'b': {},\n",
" 'H0': [450, 450, 450, 450, 450, 450],\n",
" 'N': {},\n",
" 'alr': [7.5, 10., 15., 11.5, 11.5, 11.5],\n",
" 'LH': ['$LH1$', '$LH1$', '$LH1$', '$LH1$', '$LH2$', 'monotonic'],\n",
" 'LHn':[1, 1, 1, 1, 2, 0],\n",
" 'density': 2688,\n",
" 'porosity': 7,\n",
" 'W': {},\n",
" 'fcm': 10, \n",
" 'fb': 65.60, \n",
" 'fbt': 8\n",
"}\n",
"\n",
"for test in range(test_number):\n",
" wall['N'][test] = wall['alr'][test]/100*wall['fcm']*wall['thickness'][test]*wall['length'][test]/1000\n",
" wall['b'][test] = wall['height'][test]/wall['length'][test]\n",
" wall['W'][test] = wall['height'][test]/1000*wall['length'][test]/1000*wall['thickness'][test]/1000*wall['density']*9.81/1000\n",
"\n",
"print(\" Wall properties have been imported for all test units\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.2</span> Import test data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section imports the dataset related to the structural behaviour of the walls. Tha data is contained in the corresponding <b>TESTS</b> MAT-file and is imported in the dictionary <b>test</b> which includes the following variables:\n",
"<ul>\n",
" <li><b>F</b> = horizontal - shear - force </li>\n",
" <li><b>u</b> = horizontal displacement </li>\n",
" <li><b>N</b> = vertical - axial - force </li>\n",
" <li><b>v</b> = vertical displacement </li>\n",
"</ul>"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The dataset TESTS has been imported.\n"
]
}
],
"source": [
"# dispatch mat file\n",
"sc_tests = Dataset_sc()\n",
"sc_tests.get_mat_sc(where_to_import,'TESTS',6)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.3</span> Plot horizontal force-displacement diagrams"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section plots the <b>F-u</b> diagrams for each test"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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6A/jLCRTq91J9DZccC/056mOkOw5PTZHCjuQUtsceewzff/+93+UcDsdZ9+XVq1cvvP766/W6DzqdDgUFBejSpYvWkVql/jA5HI6QP//CwkKkpKTU2d/OVwdwV3a7HatXr4Zer/f5AxzNoR7V0cFWrFgRchnqRURKSkqkduusYrVa6+SziXZw6ok6VGogCTt1Op02dKm6fM3O0up8h8OhjVpX8/8+0ISjkRDKNtQLenX/XanT6muUt2Av+O12O4qKijBgwICIlOn6d412fg5v2z/bfsOpbrGmgyiG1ay5CGRZ14smvV6v/fC7DssYDHU0nboS6LbU4MpfBnD184jGRVZ+fj6MRmNYn496EdGQcpLUJZvNFvZnk52djcTExID+B+qyVjCYbSUlJQGoHRSpNZypqamwWq1ISkqC0Wj0+pmpQX0sXzxaLBYUFhbWugFhtVo9Dg1eF0LJz2GxWNCtW7eIlVmX+Tk8ieVzhhoG1nRQ2AK9079q1Sqfd3yotmDuhKp3g2v+UFssFqSlpcFqtTaIfATqsfqr8VAv1n0dk81mg8PhCDsw8MZqtYaVrVe94GiIAUegNVL++Pq7qBdZrVu3DmsbeXl52l1ibxdragBQFzUAKjWQCIS6f67rZGdnIyMjA2azOeBmYepwvLHMZDIhNzdX+97S6/XIzs7Ghg0b6rz5m2rRokXa62CyhickJHhdJpbzc7hiDQdFCoMOohgXaFIm9aKk5g+SyWSCwWBAYWFh0PkvbDZb2Bd8ofJ3FziQi0S1/bqvGqOsrCwUFxejS5cubndQU1NTodfrveYpsdlssNvtYQVyauAUaPOhrKws7cff4XDAYDDAaDRqSdQKCgq0u91qX4ji4mLodDpYLBY4HA5MmzZNy5cQamI19WI3Esxms9fATb3ICveCx2AwaLkdvKmPZitqX41AmnTVDFALCwu1Ywok8FVvXhiNRi25Xl0GWMGwWq0oKiqC3W7XajwMBkPIyTcjIdgL/szMTC3XSCBlxmp/DqD6uzaYAJnIGwYdRDEuMzMzoAvDgoICrz+IK1asQOfOnZGWloaioqKALzamTZsW9YRonqjt133R6/Ue232rHA6H1vzJ2490ZmYmLBYLbDYbBg0aVKvZhq/mOJGoOVIvOvxd6DocDqSlpbldOBcWFiIzMxNFRUUoLCyE2WzG+vXrkZmZCb1e73YhqigKevfujdLSUm263W5Hly5dMHz48KAv6tPT0+skUVik+lekpqb6LSs3NxcJCQl1ngAtMzMTGRkZPm8IqDV2ruenv+aFNY9XLT8jIwP5+fkxnWHatd9JrOxjMBf8NpsN2dnZEBGsWrUqImWG0rwrUoqLi2M2QKWGhX06iGKcesHpi91uR1ZWltesyjqdDkVFRUhKSkJqaqrPi3XXbQbbdChSzTZSUlL83tVUR4zydjE5aNAgLZOuJw6HQ8vEnJubW+tOnsVi8flDu2jRorDv9quZhf3dPR00aBBSU1Pdghy1g7XrHWu1Y7unv9u0adPcLuC89RGIJeq+BXqXNT8/3+O5bTQatTvnnhQWFsJms+H555/3OD87O9vv/0yo0tPTYTAYfP6vqU2MPC3j7bNRj1WtEXQ4HFp/j/T0dJ/bU2vJ6oter0dGRkZI3yfezoFwqJ3zAf8X/OoNDH83JIINIoJt3uVv28Gw2WwMOigyAhlXl4+G92CejrNDenq6mM1mLZuyxWKpNZZ7Xl5ewBm81TLhzAtRMzdAWVmZWK1WMRqNQY3lruYEiFSOAzULsz/9+/evtVxxcbGWgdwX1+MzGAwe82R4yxVQUFDgM7laoBDAmP9qIj5vY/i7HgeAWkn01OSDNZOZqQngYpmahyKQ88pfNmo163fNstT/H6vV6vE7KlJZrnU6ndfcCmrGdU/nrJoQtOb/o68EfmazWct3oZ4PNc9lk8nkcV01gzi8JNwM5HhExG9+IDW/jidFRUW1EuHBmTzPYDBox1dTtDKSq/ktfJVbVFSkfbe6/r95+91zLTOQ71o131A4OZdC/Z4O5veFoi8Wr6XA5IDn9oNBx9nBbDa7XWyqAYFerxeDwaBdLAeb7Mk1u7n6428wGMRoNAb046Je2Ov1+loXB2pZ4WQBVy+Y/Fm5cqVYrVYxmUySnp6uXUgFmi1YxHsywuLiYq/lqNsLh3qM/oIr9e8caHk1zwVvib3MZnPMZxlWk18Gcn6XlZWJXq/3e96p573RaBSj0ej2/+PpO0otN9QEherFouuFs7d9tFqt2o2G9PR0SU9P95mJvbi4WEwmkxiNRjGbzWKxWNxuTOTl5Wn/i54+QzXBqLqe68W8uq96vd7tXPd0PK6JBtVA0XW+6znuaf2a/wPq8VutVrFarZKXlydWq1UsFoukp6dr26iZ4DDQcyAQVqvVa+DjK0t4zcDA9ZzyVqanz1Gk+nvG1/L+vuci8T2t3rSIdnJOClwsXksx6DjHHww6qKHT6/V+f1QjcU6pFwI1+crY7ClICWW7ni6cPG3LW42LK4vF4vE40tPTPQYter0+oHLPJb7Op7y8vKCDewqeGkD5E2p27brW0H/31BtdFDti8ZwKNOhgnw4iikkZGRleR46KpIKCgqCSz+Xn50Ov14c9bKXa18RXR1m17XUgydAKCgo8tvX21EFZTSKn9ouJVn+Fs0ksj/Z0tlBHYQukL5na5yrU/EMUGKvVGrGR6ogYdBBRTEpPT/eYICzSHA5HrYtJddQrT0L5EXY4HEhNTdU6rgO/BwO+Ro7S6XQ+52dlZWmvN2zYUKtDqtpZteb0/Px86HQ6t+FXybeSkpL63oWzXmlpadAjqcV6zpGGTO1A3xDyO1HDwKCDiGKSTqfDpEmTgsrKHorU1FRtFCng9wt1TzUZDocDhYWFQf8IL1q0CIWFhdpoNeqPeSB3dCdNmoTc3Nxa+5GZmanth1pezUDJ25CcJSUl2rTs7OyYGZaUzm3qOZmfn+93WfX/iedu9NRVbTOdO5ing4hiltlsRnJyMmw2W9Sy8JrNZhQXFyMzM1OriaiZr0O1aNEiGAyGoJvZpKSkQKfTYcWKFQCqczOYzeaAjslsNiMrK0tLDKhmB3YNWNSmPzX3q7S01GOAlJGRgYyMDGRlZQWcmOxclpWVxSYmdaSoqEjLq+Lt/zA7OxsWi0VLfEmRp9aG1nUiQjq7MeggopiWl5eHjIwMr/k2IiHQu3mhtm82GAxutTb+8jLU5O3iS2U0GlFcXFxrurckfnq9Pqqf59mI/Tnqhl6vR3FxsZZxvWZQoTZV9HS+U2Q4HA5YrVZ+R1DEMeggopimJkVTs4fXFzXx3vDhw0Na32w2+w0eKDbx71b3jEYj77LXk/Hjx7NZFUUFgw4iinlqE6D6HkHIarWyOQcRnbVsNps2MhhRpDHoIKIGob5/BPV6PTutEtFZLVp954gAjl5FRERERERRxqCDiIiIiIiiikEHERERERFFFYMOIiIiIiKKKgYdREREREQUVQw6iIiIiIgoqhh0EBERERFRVDHoICIiIiKiqGLQQUREREREUcWgg4iIiIiIoopBBxERERERRRWDDiIiIiIiiioGHUREREREFFUMOoiIiIiIKKoYdBARERERUVQx6CAiIiIioqhi0EFERERERFHFoIOIiIiIiKKKQQcREREREUUVgw4iIiIiIooqBh1ERERERBRVDDqIiIiIiCiqGHQQEREREVFUMeggIiIiIqKoalzfOxDrFEWxAigSkewAl9cDyATgcE7SA1gvIlnRXJeIiIiIKFYx6KhBURQdqi/2U1AdAKiBQCDrGgFYAaSKiN1lullRlCIRSY7GukREREREsYzNq1w4axpWAJgEoBQBBhsu6xYASHMNGgDAWVNRqihKXqTXJSIiIiKKdazpcOG84NdqFBRFMQWxugWAXURsPuYXKIqirxlYhLkuEREREVFMY01HBDibZJkAFHpbRkTUeW61J+GsS0RERETUEDDoiAyj87nYz3IOl2UjsS4RERERUcxj0BEZvZ3P/po+2QHonbUbkViXiIiIiCjmMeiIDDUQcPhcqrpzOgAkRWhdIiIiIqKYx6AjMoINBFxrK8JZl4iIiIgo5nH0qshQA4FSn0v9zlNNRyjrulEUJR1AOgC0b98eq1atCrDIunHs2LGY2ydq2HhOUSTxfKJI4zlFkdaQzykGHZEREzUdzqzp2QCQkpIiAwYMCLLo6Fq1ahVibZ+oYeM5RZHE84kijecURVpDPqfYvKp++Ou/Ea11iYiIiIjqHIOOyAi2k3eph9ehrEtEREREFPMYdERGoLUPamDhunw46xIRERERxTwGHZGh5tjQ+1nOU6fxcNYlIiIiIop5DDoiY73z2d9wtnoADhFxra0IZ10iIiIiopjHoCMyCp3PXbwt4JJJfFEE1yUiIiIiinkMOiLAWfuQD2C4j8XUedZIrUtERERE1BAw6IicTAA6RVFMXuZnAMgWEVuE1yUiIiIiimkMOnzrXePZKxGxA0gDYFEUxa1TuKIoFufLzEivS0REREQU65iR3IWz78QKVHfqTsLvnbtNiqKUoXrkKAeANGeg4EZE8hVFsQHIVBQFzmX1ANaLSLKvbYezLhERERFRLGPQ4cLZvyKsC3xnMJJR1+sSEREREcUqNq8iIiIiIqKoYtBBRERERERRxaCDiIiIiIiiikEHERERERFFFYMOIiIiIiKKKgYdREREREQUVQw6iIiIiIgoqhh0EBERERFRVDHoICIiIiKiqGLQQUREREREUcWgg4iIiIiIoopBBxERERERRRWDDiIiIiIiiioGHUREREREFFUMOoiIiIiIKKoYdBARERERUVQx6CAiIiIioqhi0EFERERERFHFoIOIiIiIiKKKQQcREREREUUVgw4iIiIiIooqBh1ERERERBRVDDqIiIiIiCiqGHQQEREREVFUMeggIiIiIqKoYtBBRERERERRxaCDiIiIiIiiikEHERERERFFFYMOIiIiIiKKKgYdREREREQUVQw6iIiIiIgoqhh0EBERERFRVDHoICIiCtKaNWtQVFRU37tBRNRgMOggIiIKQkVFBW644QakpKRARHD06NGIlPvf//4XixYtwuHDhwNa/vTp08jJycHu3bsjsn0iomhi0EFERBSEwsJC7fV9992Hiy++GHv27Am5vKqqKkyaNAm33HILRowYgTZt2mDw4MH45ZdfvK6zdu1a9OrVC+np6bjttttw6tSpkLdPRFQXGHQQEREFYeHChdrr999/Hw6HA0899VRQZaxZswZ79+7F6dOnMWrUKLzyyivIyMjAl19+ifvvvx8FBQVYt25drfWOHj2KiRMn4oYbbsCJEyfw3HPP4Ycffgh6+0REda1xtApWFKWliByJVvlERER17dChQ5g/f772/s4770RcXJzHAOHEiRNo2rQp4uLitGkigqysLDz11FO47777sGfPHqxcuRLTpk1DZmYmFEVBkyZNkJOTg/POO8+tvM8++wwPPvggfvnlF/zlL3/BSy+9hISEBJSVlWHWrFlITU3FkCFDonfwRERhCKumQ1GUToqijFMUJVdRlPWKomxXFKVSUZRKAGXO1yXO6csURZmtKMqdiqK0jND+ExER1ZlBgwa5vX/33XehKAri4+Pdpu/cuRNdu3Z1q4GorKzEI488ok177733sGbNGsyfP1+b9t1332H27NkAgC1btgAASktLMXLkSAwdOhStWrXC119/jVmzZiEhIQEAYLFY0LNnT4wZMwb79++PzoETEYUp6KBDUZSWzkDjZwDFAJ4CoABYASALwHAAg10e6c7p3wHoAuAdVAckyxRFuTMiR0FERFQHNm7cqL2+7LLL0KJFC1RUVKBx498bDjgcDgwZMgT79+/H5s2bAQAnT55EWloa3nzzTTz++OPasvn5+bj33nshIhg7diwMBgPeffddAEBeXh5+/PFH9O7dGx999BGmTp0Km82Ga665xm2fzjvvPHz44Yc4ceIERo0ahaqqqmh+BEREIQmqeZWiKE8CmASgAEAmgEIRCWyYDfdyOgMwAnhaUZQsAOkisjLYcoiIiOrCSy+9BIfD4TbtzJkzAIDy8nKtpqO8vBxpaWnYtm0b9Ho9fvnlF4gIhg0bhv9fs/AuAAAgAElEQVT+9794/fXXccMNN+C1114DANx2220AgOeffx7z5s3D448/jtatW2Py5MlYt24drr32WrRs2RKrV6/Gtdde63X/Lr/8crzxxhsYN24cpk+fjszMzGh8DEREIQuopkNRlKucNRtJADqLyAgR+SiUgAMARGSHiOSISAqAmwBMUhQlN5SyiIiIoqmsrAxTpkzBq6++6jZ9165dANyDjkmTJqGwsBDZ2dnaCFTLli3D0qVL8eqrr2LChAkYM2YMAOCxxx4DAMydOxcvvPAC7r//fkyfPh0VFRXaNnr06IENGzb4DDhUDzzwANLS0jBlyhR8++23kTh0IqKI8VvToSjKeAAmAKkisiPSOyAidgCDFUUxKYqyDECGiOyM9HaIiIhC8d5773mcfvnllwOA1rxq8+bNeP311zF+/Hjcf//92LdvH0pKSnDLLbegc+fOGDVqFJo0aaKt3759eyxbtgzp6ekYPHgwrFYrjh49imeffRYA0LhxY6xatapWh3JvFEVBdnY2vv32W4wcORLfffcdWrZkF0oiig0+azoURRkGQCciN0Uj4HAlIvkARgDIUhSlUzS3RUREFCjXIXJdXX755aisrMSKFSvQokULPProo2jRogVefvllAHDr1P3iiy/innvucVt/x44dMJlM6NGjB/Ly8mC329GnTx9t/uLFiwMOOFQ6nQ4LFy7Erl278NBDD0FEglqfiCha/DWvcojI9DrZEwAi4hCR4QAS62qbRERE3oiI1hm8pssvvxzvvPMOAGDZsmVYsWIFXnzxRbRp0wYA8NZbb2nLXnHFFSgoKHBbPzs7G/Hx8fj000+xbds29OnTB4cOHdLmJyaG9lN43XXX4dlnn8XChQvxzTffhFQGEVGk+Qw6RGRFXe1Ije1+Vx/bJSIicvXLL7/g+PHjHud169YNb7zxhvb+j3/8Ix588EEAwIoV7j+fV111FQDghRdecKvxmD59OnQ6HUaOHImWLVviiy++0Oa1a9cu5P3u1q0bAKBZs2Yhl0FEFElRSw5IRETU0P30009e5+3bt8+tFuSZZ55B48aNISJ49NFHPa6TmZmJpk2bAgAuvfRSPPDAAxg/fjyKi4uxatUqnDx5Ulu2Q4cOIe/3999/j8aNG6N79+4hl0FEFEkBBR2KouSKyIho7wwREVEs8RV0fPbZZ27v1Wzgixcv9tgka968eW4dyT/55BMsWbIE77zzDiZNmoR+/fppOToAoEWLFm7rl5eX49ChQzh48CCOHDmCiooKlJeXe3x+5ZVXAFSPjFVRUQGdToe77767VhJDIqK6EmhNh0lRlBYicjSqe0NERBRDfAUda9euxdChQ/Hpp58CAGbPno2EhAStiVVNF110EaZMmaK93717N+666y40a9YMAwYMwKJFizBx4kRtvslkwm+//YbffvsNBw8eRGlpadD7P2HCBO31zp078cwzzwRdBhFRJAQadCgAViiK8goAh7+FAyEiX/hfioiIqP74CjqA6g7kqieeeMLnskaj0e394MGDAVRnK7/ppptqLb9lyxa0bdsWV155Jdq2bYt27dqhXbt2aNu2LVq1aoX4+Hg0bty41nNpaSluuOEG/O1vf8OTTz6J+Ph4PPzww/j73/8Ok8nEJldEVC+C6dPRCNXJAZUgtyEArgbwpMu0LAAMOoiIKKb5CzrKy8u116+//jreeOMN2O32Wst99dVXmDNnjlvzKQAYMGAAHnzwQbRr1w5t2rTBlVdeCQCwWCwwm80h7fPy5csBAEOHDtX6hbzxxhsoKCjAuHHj8NVXX6FRo4ByAxMRRUwwQceNInIkmMIVRWmJ6gBjPKqDFRuA8RydioiIYt2pU6e0rOOBaNOmjRZwTJ8+HU8+WX2vbd68eUhJScGf//xnt+Vvv/12LF68GIpSfS9v69at2rzrr78+5P3+/vvvAQA9e/bUprVr1w4zZ87E6NGj8fbbb7s14yIiqguB3uooDCHguAvADlQHHIdRnWk8hQEHERE1BNu3b/eZXO/55593e7948WLt9SWXXKK9HjVqFN5++23s2bPHbfmcnBwt4ACqa0NUycnJoe421q9fj4suughJSUlu00eNGoXBgwdj0qRJ2L17d8jlExGFIqCgQ0QGB1qgoiidFEVZDyAP1Un+PgLQWURyQttFIiKiuvPDDz9g1KhRWlMnbw4fPuz2/qOPPgIAjB492q1p1LFjx/DSSy9pfTiA6pGv2rZt67a+GnRce+21QWciV505cwbLly9325ZKURRYrVaICLOVE1Gdi2ijTkVRpgEoBpCM6lqOVBEZLiKHfa9JRERUv3788UcMHToUvXr1wpIlS/wu/+2333qcbjKZsHPnTu39q6++itLSUowcOVKbduutt9ZaT81YfsMNNwS5579btWoVjhw5gjvuuMPj/E6dOuGll17C559/jg8++CDk7RARBSsiQYeiKDcqirIdgBnVfTcyRaRrfWU0JyIiCoSIYOnSpejXrx8eeeQRrFu3Di+++GJAzY/+97//1ZrWq1cvrFy5Unt/+eWXY9asWTCZTLBarV7L2rt3Lw4cOAAgvP4cS5Yswfnnn49BgwZ5XWbixIno06cPHn30URw6dCjkbRERBSOsoENRlJaKouQCKADQBcAKAIkiMj0SO0dERBQNlZWVyM3NhcFgwK233oqdO3di4sSJ2LlzJ6ZMmYLExES/ZVRVVdWa9tBDD2HGjBna+61bt+Lo0aPo378/vvnmGwCeg4o1a9Zor6+77rpQDglVVVX4+OOPcfPNN6NZs2Zel4uLi8OcOXNw+PBhPPbYYyFti4goWCEHHYqiPAGgDEAaqjuKp4rIYDalIiKiWHX69GnMmTMH3bt3x913342TJ09i3rx5+PnnnzFs2DA0b9484LJat26NTp06uU2r2XkbqB661rUpk2szK5Xan6Nr165o06ZNwPvgqqioCPv27cPtt9/ud9kePXpg0qRJWLBgAZYuXRrS9oiIghF00KEoSi9nUyoLqptSZYlIEptSERFRrDp+/DhmzJgBvV6P8ePHo2XLlsjPz8fmzZsxZswYNGnSJOgyb7zxRq1JFADcddddGDVqVK3levbsia+//tptuZq+/PJLAED//v2D3g/VkiVLEBcXhyFDhgS0/OTJk9G9e3dkZGTg6NGjIW+XiCgQAQcdzqZUswEUobop1XcAuojIU8Fu1Jm/g4iIKOoqKysxZMgQPP744+jWrRuWL1+O9evXY9iwYYiLiwu53L59++LUqVPae6PR6PYeqA5MPv74Y1x66aXatI4dO7otU1ZWhk2bNgEIrz/Hxx9/jH79+qF169YBLd+0aVO888472Lt3L55++umQt0tEFIiAgg6XnBsZqG5KlebMubEjxO2Guh4REVFQXnvtNaxevRo5OTn44osvkJqa6pYfI1Q1h9RVEwMajUZtWufOnbFp0yb8/e9/91rO2rVrtdehBh3bt2/H5s2bA2pa5eraa6/FxIkT8eabb3rsGE9EFCmB1nTkA9ABsALoJCIfhbpBRVGucpZFREQUVT/88AOmTJmCYcOGYezYsQGvV7PGoqZ27drV6r/x6quvAgAsFos2rbCwEMnJyejWrRsA4OKLL65VltqfIyEhwa1GJBgff/wxAAQddADASy+9hAsvvBBjx47F6dOnQ9o+EZE/jYNYdgeq+3BYnHeIFADBZhZqDcAUwnpERERBOXXqFO655x60adMGVqs1qNqN0tJSn/MHDBigXegDwFVXXYXvvvsOAPDhhx9q03ft2oWcnBz861//AgCPgY8adAwaNCjkGpiPP/4YPXv2rNWxPRAtWrSA1WrFrbfeipdffhlTp04NaR+IiHwJNOgoE5GukdigoihmANMiURYREZE3Tz/9NDZv3oylS5cG3M9BtWvXLp/zBw4ciJdeekl7rwYcU6ZMcWtKNWjQIKSmpmLYsGEAqrOVuzp58qTWrKlv375B7aPqt99+w9q1a/Hss8+GtD4A3HLLLbjnnnswbdo0pKWloUePHiGXRUTkSaDNq8oitUERyUJ1vxAiIqKo+OKLLzBjxgxMmDABN998c9Dr22w2n/P79++PvXv31pretm1bt/fTplXfY1NHh7rkkkvc5q9bt057HWp/jk8//RQi4jULeaBef/11tGrVCuPGjUNlZWVYZRER1RRo0JEZ4e2Oj3B5REREAACHw4ExY8bgsssuw/TpoeWqdQ0GPCkvL681LT4+HrNnz9be9+vXD71794aI9xbFatMqADAYDCHsKZCbm4tOnTqhZ8+eIa2vatOmDWbMmIF169YxdwcRRVxAQUc4HcfrojwiIiLVxIkTsW/fPrz//vs4//zzQyrj22+/9Tl/yZIltaaNHDkSW7du1d6//PLLAKBNa9WqVa111KCjb9++aNq0adD7uX//fhQWFuLee++NyIhcer0eANC4cTBdPomI/As5I3k4FEVhnw4iIoq43NxcLFiwAM8++yx69+4dcjk//fSTz/l5eXm1ptlsNm2UKgC47rrrAADz5s0DADz88MNuy5eXl6OgoABAdT6PUHzwwQeoqqrCvffeG9L6Ne3ZsweA51G2iIjCEZGgw5mhPBjmSGyXiIhI9csvv+Chhx5Cnz59MHny5KhuS03mV3Na9+7dtfdqzcNbb70FoHYnctf8HK65PYIxf/589O7d2y3YCcfu3bsBABdddFFEyiMiUkWq/rSLoiiXiIjv4T4AKIqyPELbjDmKohSjOqdJLgC7iDgURdEB0AMYAUAvImk+1tejuv+MwzlJD2C9s/M9ERF5UVVVhfvvvx+nT5/G/Pnz67x5UOfOnVFeXo5Vq1YBgNvoTydOnACAWjk4PvnkE+11nz59gt7mpk2b8P3332PWrFkh7LFne/bsgU6nQ4sWLSJWJhERENnmVVZfMxVF6eSsEQntdk7DoEd1LU4RgDJFUQTVI38VATD4CTiMAAoAWEQk0/lIc84riv6uExE1XG+99RYKCgowc+bMkBPshWPHjh24/fbb4XBU3zMaNWoUAODMmTPaMjX7XHz66acAqoerbdKkSdDbfP/99xEXF4e777471N2uZffu3azlIKKoiGTQkaooyp2eZiiK8gSAYgBdUF0TcLayofr47KiurbA736eKSKq3lZw1HAUA0kTE7jrPWctRqihK7QbERESELVu2wGw2Y8iQIRg/vv4GR1SbUQFAamr1V/769esBAF26dHFbdtu2bdi2bRuA6lwewaqqqsKCBQtw0003oV27dqHuci179uxhfw4iiopIBR02AF0B9FEUpZc6UVGUloqirAeQBeAjAIkiMhzA8AhtN9ZsEJE0EekiIonO5zQRKfSzngXVzbG8DQxvAWByBidEROR05swZ3HvvvUhISMCcOXMiMoJTJBiNRgwbNkxL+PfAAw+4zXdtWhVKf47Vq1dj7969Wo1KpLCmg4iiJSJBh4ikiMgOEXkKwIPOplR3obppURdU38EfLiKHnctzyFwnZ58PEwCvgYlL0BLpfClERA3aCy+8AJvNhpycHHTo0KHe9iMjI8Pt/c0334zvv/9ee//000+jd+/e+Mtf/oKFCxfizTffBFCdG+OPf/xj0NubP38+WrRogdtuuy28HXdx4sQJlJSUMOggoqiI+JC5IvIggGwAeQBWAOjMIMMn9RZXsZ/lHDi7+8MQEQWlqKgI06ZNwwMPPBB2Nu5wxMXF4eeff0ZCQoI2bcGCBSgu/v1r/amnnkJCQgLmzp2Le+65Bzt37gQAHDp0CG+99Ra+++67gLOAnzx5Evn5+Rg2bFjIeUg84XC5RBRNURneQ0QGO0epMonIkZrzFUWZLSIPRWPbDZA6kLzd51LV8w2KouhExOFnWSKis97s2bNx/vnnY+bMmfW6HyNGjMDChQuRmpqKgoICXHHFFQCAw4cPa8tMm1adnqqiogJPP/00srJ+H5TwkUceAQC0aNEC11xzDfr27Yu+ffuiT58+aN68uVbWrl27sHv3bkyfPh1Hjx7F0qVLceedd+LMmTMoLy/XHjXf15zWqFEjxMfHo0mTJoiPj9deb9y4EUB1J/h//etf2vyay3l6rjmtVatWSExMhE6nc3s+77zz6uRvQkSxJ5pjCqahui+Cp+BiuJfpZwVnk6kUAAZU11As8hEo6JzP/gKJUudzUgDLEhGd1U6dOoX8/HzcddddaNmyZUTLLi8vD2r5yspKNG7cGO3btwcAmEwmAMCXX34JALj66qu1ZRs3boy9e/dq7+12O+Li4pCfn4/33nsPBQUFWsJAf8477zwUFxe7Xfg3bdoULVq00N7XDAzi4+MhIloQ4hqMqEHHxRdfjJMnT+Lw4cO1ghZP61VUVAT8WTVt2hSJiYm1ApLrrruuVvJEIjq7BBR0KIoyO8Ty9YqiLIP7Xfwk/H6hfdZRFMWE6mMsFJFCRVEMAFYoipLrJd9GUpCbOGs/OyKiQC1duhSHDx/GPffcE9Fyjx07FvQIWMuWLcOwYcO0ZH9DhgwBAOTk5AAAHnro93tsFRUVWLp0qfb+9ddfx/Lly7F169agttmyZUvMmDEDBoMBl1xySUQ60E+dOhVTp07F9u3bgxrCt6qqChUVFVogcvr0aRw+fBgOhwNlZWUoKyvTXtecduDAAdhsNnzwwQcYMmQIOnXqFPZxEFFsCrSmYwQie7ErESwrlgxHdZ4NLchyjkiVrChKmaIoXUQko8Y66udaisAEG6QQEZ11FixYgHbt2uHGG2+MWJk//PADHnjgAezYsSOo9RwOByZMmIDc3FwA0JpXqSNUpaamorKyEjabDc888wzKysq0dXNyctCvXz+MHTsWPXr0wMUXX4yLL77YrX/ImTNnYLPZ8PLLL2tlHj9+HMOGDQMAJCYmwmAw4KqrroLBYIDBYMCll16KRo1qd9sUERw+fBj79+/H/v37ceDAAe31a6+9BgAwGAxo3LgxdDoddDodWrVqpb329T4pKUkLfoLp1L9r1y507twZ8+bNw9SpUwNej4galkCDDjuAf4rInEhsVFGUwHrLNTydfTSjygRgVRTFWmNo3IjVdCiKkg4gHQDat2+vZcaNFceOHYu5faKGjefUuenYsWP4z3/+gz/96U9Ys2ZN2OVVVlYiOzsbeXl56NixIyZMmIC333474PU7derk1gn822+/dZt/zz334LvvvsORI+5dHIcMGYJHHnnErVbht99+w2+//VZrG7/++itWr16NTp064e2330ZcXBzsdju2bduG7du34+eff8aXX36pNQ1r1qwZunbtigsvvBDHjh1DaWkpSkpKUFpa6pawUOW6D0lJSaisrERZWRn27t2LY8eO4dixYzh+/LjPz6Fr166YMmUKLrnkEp/LeZKSkoJ//vOfGDhwYNDrxjJ+R1GkNeRzKtCgoxQ+hnQNQXC3kRoIPx281c8vB0ByGJvxug0RyUb1yGFISUmRAQMGhLGZyFu1ahVibZ+oYeM5dW6aO3cuysvLkZmZ6dZfIlQvvvgiFi1ahNtuuw0LFizA6tWrgwo6Hn/8cVxzzTXa+3//+99YsGCB9n779u248847MXjwYPz1r3/Vgop58+ahbdu2fss/deoUbrjhBgDVTbkuu+wyj8uVl5djy5YtsNlsbo/WrVujY8eO6NWrFzp27IiOHTuiQ4cObq9btWqFP/zhD+jRowfy8jznoq2srMTRo0e1plPq4/Dhw/j1118xffp0PPTQQ5g5cybS09ODavI1YMAAvPrqq7jhhhsQFxcX8Hqxjt9RFGkN+ZwKKOgQkcGR3KiIdI1keQ2BiNidX8CGGrNcO4gHItBmWEREZ6WFCxeiS5cu6N27t/+F/bDZbHjhhRdw9913IyMjAwkJCdi1a1dQZZhMJmzevFl7n5OTg1OnTgEA2rZti71790JRFJSUlGgBR8+ePQMKOIDqHB8bNmzAkiVLvAYcABAfH48rr7wSV155JcaMGRPUMYgIdu/ejVtuucXrMnFxcVqTKk+1Gffeey/GjBmDBx98EMuWLUNOTg5at24d0PYLCwtx3XXXQVEUnDhxAsePH8fJkydx6tQpnD592uez+rqiogLnn38+EhIS0Lx5c6/PzZs3R+PG0RxHp1p5eTkOHDiAr776ChUVFejfv7/HJm81iYiWM+XIkSPaYACuo4Opj7i4uJhJiEnkT/T/68iVA4BOURS9S7+PQEeiUoMSjlxFROesffv24YsvvsAzzzwT9sXWqVOncN9996Ft27Z46623tNGbtm/fHlQ5HTp0wOTJk7X3a9euxaRJk7B8+XLMmjVL28+vv/5aWybQLORVVVWYP38+hg8fjttvvz2o/QpGWVkZTpw4EXCOjtLSUpSWlmoBgvo8evRo7N27F4sXL8bixYvRt29fXH311bWWc33esmWLVm5d1XI0bdoUjz76KCwWi99lRQS//voriouLceTIEa2z/N69e2G3290enpquqQYOHIhHHnkEJSUlWlM3b69Pnz4d0HEoiuIWhNR81AxS/u///g/XX389+vbti+7duwcUBBFFis+gQ1GUTiKys472pd63GyrniFU5AMaLSH4Aq7j2y1CDD32A67Cmg4jOWR9++CFEBH/+85/DLuuZZ57B5s2b8fnnnyMp6ffK5mCCjvvvvx+//PIL5s2bBwCYNWsWDAYDli9fDgBufRS++uor7fWgQYMCKv/777/HwYMHMXTo0ID3KRS7d+8GgFrZyMvKyrB582Zs3rwZmzZt0l576nfiyZo1a7BmzRokJiaiVatWaN68Oc4//3w0b94c7du3R/PmzbWg44477kDPnj21+c2aNcN5552Hpk2bBvQcFxenBTOu/VA8Pb/zzjtYt26dtp8iggMHDuDnn3/W+siozz///DOOHTsW9me8cuVKrFy5UnsfHx+P1q1bo3Xr1khKSkLXrl1x9dVXu01r1aoVKisrcebMGbfhiv09PC13+vRpLF++HPPnzwdQPQCBGoD07dsXKSkpaNq0adjHSeSNv5qOZEVRDCLy7zrZGwCKokwDYK2r7UWIOrpXKgBfQYcaOLgOIby+xjxv9AAcTAxIROeyhQsXIjk5Gd26dQurnK+++gqvvfYa0tPTazUpCibouOuuu9wCi7Fjx7rNdx3FSQ064uPjtT4a/ixbtgwAMHhwRFs516I2D1u+fDnWrFmjBRf79u3TlklISMAVV1yBoUOH4g9/+APatWvnFkTUfBYRPPXUU3jnnXdw6aWXorCwEC1atKi17YEDB+LgwYNYvHhx2MfhOupXeXk5duzYge3bt+O3337D9u3b0b59ezz22GP4+9//jt27d2P06NHYuHEjtm/f7tZRvnHjxrjgggu0YEwVFxeHyy67DHq9Hnq9Hvv27cNHH32kze/evTvat2+PJk2a4MCBA9i9ezccDs8/2yUlJR4/j0jatWsXvvzyS3z11VfYvn07hgwZgiZNmuDQoUMoKSnBTz/9hE8//RRAde1P7969tSDkuuuuQ2JiYlT3j84xIuLzAeBJALMBtPC3bDgPAL0ALAPQK5rbidK+m50PnY9ldKgeKrjYy3RrAOt6XabmIzk5WWLNypUr63sX6CzDc+rcsnXrVgEgM2bMCKucI0eOSOfOnUWv18vRo0e16er55Py+9fpISkrSXnfr1k2aN2+uvRcR2bdvn9t7EZHjx49LfHy8AJB+/foFvK/9+/eXXr16hXW8vhw8eFDGjx/vdnzNmjWT5ORkGT16tGRlZclnn30mO3fulKqqqpC28eabbwoAyc/PrzXv0KFD0qhRI5kyZUrIx3DgwAEpKCiQN998Ux599FG59dZbpWvXrhIXF+f3b9m+fXu56aab5NFHH5V//OMf8t///leWLFkiDz/8sPZ37tSpk7z44ouyd+9eERGprKyUJUuWyHXXXScApHXr1vL888/LwYMHa+2b63eUev4CkObNm0tFRUXIx+xJVVWVbNmyRbKzs+Xee++Viy++WNueTqeTPn36SPv27d2Ov2nTptKhQwdp0qSJx8+nR48e8uyzz0Z0Pyk8sfi7B2CDBHBt6rdPh4hMdzYf+k5RlGki8o6/dYKhKEpLAFmoHtFpuIg0xJGtCgEYxXctRLrz2a0BqYg4FEXJR3WOj5o5PFTDnc8NrQaIiChiFixYAEVRcPfdd4dVzhNPPIGdO3di9erVbnfGA9W7d2+tBmLPnj34/PPP3UaTUZvQ3HTTTdq0b7/9VhvONtCmVUePHsXatWvx+OOPB72P/lRWVmLOnDmYPHkyDh8+rE3/+eef0blz54i29e/RowcAoHnz5rXmffrpp6iqqsIdd9zht5wzZ85g69at2LhxI3744Qft4drUS61lOXjwYK3127Zt6zb9pZde0vriHDt2DLm5uXj++efxzTffID4+HnfeeSfGjx+PG2+8EY0aNcLp06cxd+5cTJ8+HVu3bkWnTp3wj3/8Aw888ADOP/98v/vfrVs33HHHHViyZAmuuuqqsPuvVFZW4scff8SXX36pPdTja9++Pfr164cnn3wS/fr1Q48ePbS/aWlpKX766Sds2bIFW7du1Z7tdjuqqqrctrFp0yZs2rQJ7dq1w9ChQ0MaDplIE0hkUh3EoBWAfwIoATANYdZIALgRwCJneU+EU1YsPFAdEBi8zNMBKANQ4GW+HtV3FUxe5hchiFoOYU0HnSN4Tp07qqqqpEuXLjJo0KCwyvn8888FgDz55JO15gVa0/F///d/2usVK1bI3r17tRoCEZEbb7xRAEhubq5W9osvvqits3bt2oD2dcmSJQJAvvjii7COuaZ169ZJcnKyAJD+/fvLjz/+KCNHjhS9Xh/R7ahmzZolAGTfvn215t1xxx1y4YUX1qpFqayslI0bN8obb7wh9913n/Ts2VOrKYLzDr3BYJAxY8bIzJkzZcWKFfLll1/KuHHjJD4+XuLi4sRkMsnMmTNl1apV4nA4RETkySef1EuHZI0AACAASURBVMpwOByybt06GT9+vCQkJAgA6d69u8yYMcOt1sLhcIjFYpGOHTsKAOnVq5d88MEHUl5e7vfYXb+jtm3bpm37+eefD/pzPH36tHz99dfyyiuvyK233iotW7bUyuvUqZPcd999MmfOHPnpp59CqpU6efKk/Pjjj7Jo0SJ54YUXZOTIkW7nff/+/YMukyIvFn/3EGBNRygX13pn8FHqDBhynUHIXc5AoheATi6PXs7p41DdTGsZgEoA21HddKtVsPsQiw9nYJEHIN3D51XsL2gAYHIup68x3eIMOrw23fL0YNBB5wKeU+eOb775RgDI3LlzQy6jpKREOnbsKFdccYWcPHmy1vxAgo5u3bpprxVFERGRd999VwCIyWRyW3/Pnj1a2YMHDxYAkpCQIGfOnAlofx966CFp3ry5nD59OuRjdnXw4EEZN26cKIoiHTt2lIULF2oXp3379o3aReUDDzwgbdu2rXUhfPz4cWnWrJlMnDhRqqqqZOvWrfL2229LWlqatG3bVvscO3ToIDfddJOYzWZZsGCBbNq0ye0z3Lhxo4wcOVIaNWokTZs2lYceekjsdrvHfbHb7Vq5V155pQCQ888/X+6//35Zu3at2z7+8ssvYjabtYt7o9Eoy5cvD+qC3vU7asyYMdq2CwoK/K57/PhxWbFihTz33HMycOBAadasmbZ+9+7dJSMjQ95//33ZtWtXwPsTjJMnT0rXrl3l0ksvldTUVLnqqquish0KTiz+7kUt6HBbGTACeAXABmcQUuV8VLo81GmlAJY7A42rwtluLD9Q3YyqyPkocAYixgDX1aO6xsTqDDbyAJhD2Q8GHXQu4Dl17vjLX/4iTZs21e5Yh+Luu++Wxo0bi81m8zg/0JoO9TF27FgRERk+fLgAkHnz5klVVZU2X704LS8v1+6kDx06NOD91ev1QS3vTUVFhcyePVsSExMlLi5OHn/8cTl8+LDbMpdccomMGjUq7G15kpycLEajsdb0GTNmaEGFWosAZ03SqFGjZO7cubJjxw6v5f7vf/+TP/3pT1ow9+STT3qsTXHl2n8lOTlZ/vnPf9Y6p7Zs2SJjx46VJk2aSKNGjWTEiBGyYcOGkI5dPafsdrvWx6RRo0Zy5MgRj8vv379fJk+eLNdcc400btxYW95gMMhjjz0mH330kfz6668h7Uuwpk6dKgBk+fLl0qdPn6j2LaLAxeLvXp0EHR4LrG6G1RnAVQA6R7p8Phh0EKl4Tp0bysvLpV27djJs2LCQy/jwww8FgLz44otelwk26Jg8ebKIiNaRfP/+/VpTK7h0Ii8qKtKmzZw5M6D93b59uwCQf/zjHyEfs0h1DZHalGrAgAGyadOmWstUVFRIXFycdjyRVF5eLk2bNpXHH39cRER+/fVXmTlzpvTq1Uv7TJKSkmTEiBFitVpl27ZtPmsSqqqqpLCwUGvClpSUJFOnTpWSkhKf+/Hrr7/Kvffeq23TU/O6r7/+Wm6//XYBIOedd548/PDDUlxcHNbxq+dUenq6NGnSRLp16yYGg6HWckePHpXnnntOmjdvLnFxcXL99dfLU089JZ9//nlYgXYoHA6HPP/889pnpQZ2o0ePFrvdLqWlpRHvBE+Bi8XfvUCDjognBxSRwwAO+12QiIgoACtWrMBvv/2Ge+65J6T19+/fjwkTJuDqq6/GU089Fda+NG3aVEvc1r59ewDQhlrt0KED/v3v6hHmr7nmGm0d1/wcgSYFVDuqu3ZGD8ahQ4cwadIkzJkzBxdccAE++OADjBgxwmNCxQMHDqCysjLgxIDB2LZtG06fPo3i4mLcdtttWLp0KSoqKtCzZ08AQHJyMtavXx9QoseNGzfikUcewerVq3HBBRdgxowZGD9+vM/BAKqqqjB37lyYzWaUlZVp06dNm6bN/+yzz5CVlYU1a9YgKSkJzz77LCZOnBhwxnh/9uzZg3nz5mHMmDFYsGCB27DKFRUVmDt3Lp577jkcOHAAJpMJ06ZNQ9euXSOy7UAdO3YMn3zyCXJzc7F06VK3JIeffPIJAODdd9/Fu+++q01v2bIlEhMTtSz1Op3O73t1WkJCAjOpn4OYkZyIiGLaggUL0KpVK9x6661BrysiGDduHE6cOIH33nsPjRuH97MXHx9fK+hw9cEHHwAARo8erU1Tg4727dvjiiuuCGg7y5Ytg16vD/riU0Tw7rvv4m9/+xuOHj2KJ554As8++6zPfBDeEgOGQ0SwYcMG3HzzzQCAJUuWoGPHjvjrX/+K0aNH4+DBgxg4cCAmT57s9+KztLQUzz33HN5++20kJibizTffxLhx4/wmstu0aRMefPBBrF27Fv369cPll1+O7OxsXHPNNYiLi8P//vc/PPjgg9i4cSMuvvhizJo1C2PHjvU4ylY4srKyICK4+eabkZOTg+uvvx4igk8//RSZmZnYsmULrr/+eixevNgtWI22kydP4vPPP8eHH36Izz77DCdPnsQFF1yADh06YPfu3Xjuuefw0UcfYdOmTcjJyUGbNm3gcDi0R1lZmdv7HTt2wGazweFw4OjRoz633ahRI5+BysCBA0P6f6fYxqCDiIhi1okTJ7B48WKMGDEipGzJ77zzDj7//HPMmjUr7ISCANwyU7dv3x6VlZVu8/Pzq/PDqhePIqIFHYMGDQro7u6ZM2ewcuVKjBo1Kqi7wSdOnMCECRPw7rvvol+/fpg9ezb+8Ic/+F1vz549ABCRmg6Hw4GcnBzMmzdPyzQOAP/5z39wyy23aEHfY489hvPOO89nTY46rO/TTz+NsrIyTJgwAVOnTnXLHu/JiRMn8MILL+C1115Dq1atMHfuXIwZM0YbMnbq1Kl45JFH8Oabb+LCCy/E/PnzMWLECMTHx4d9/DWVlJQgJycHo0eP1j7nJk2aYODAgVi9ejUuu+wy/Pvf/8Ydd9xRJ3f+T58+jWXLliE3Nxf/+c9//p+9846L4njD+HNHrwrYAEUJNlCQiBV719gxosYWFWvsJWhC1Ghs2BVrjDXYY++ADUFU7CAiil0RsQBKPe75/UFuf560OziMyn4/n/lwtzs7M7s73M6zM+/74t27dyhVqhQGDBiAHj16wNnZGdWqVYOTkxNsbGwQFhaGxYsXw8PDQ616ZDIZEhISsgiT7MSKYtvz58+F71KpVBQdXyOqrMES05eXRJsOkaKA2Ke+fhS2GPlxGxsdHU1jY2M2a9aMGRkZeeY/deqUkiF4dsnExET4fOvWLT548IAAaGpqqnRsSkoKSWU3qevWrVOp3WfOnCEA7t27V+VzjYyMpKOjIyUSCadNm6bWmvv58+cLLmTzy+PHjzlhwgTBYL5hw4b8888/Wa9ePdaoUUMpr1wup42NDTt27JhjeYGBgYLdR5MmTXj9+nWV2nH48GFWqFCBAPjjjz8Krm8fPnwo3Idy5cpRIpFw1KhRORp0a4ru3btTS0uLd+/eZa1atYQ2lCxZkitWrFDZk1lBSEtL49GjR/njjz+yWLFigi3M4MGD6e/vr+T6V+FSePfu3SxevDgbNGjwye030tPTVfp/Lap8js89/FeG5GL6PJIoOkSKAmKf+vrp2LEjra2t1R74yGQyNmrUiKampiq7FD116hTj4+NzFR1ubm7C51evXnHHjh0EwE6dOgkCBB8Yka9fv17YdvfuXZXaoYjp8fr1a5Xy79y5kyYmJrSwsODx48dVOuZDRo8eTRMTE7WPI8nw8HD279+f2tra1NLSYu/evXnt2jVhf5kyZdi/f3+lY65cuUIA/Ouvv7KU9+TJE/bu3ZsAWLZsWe7YsUMlF7VPnz7l999/TwCsWrUqT58+rbR/4MCBwn1wcHBgcHBwvs5XHWJjY6mvr8/27duzR48eQv1eXl5ZvIdpGplMxoCAAA4ZMoQWFhaCMO7fvz+PHDmSrdi5efMmtbW1OXDgQHbo0IH6+vqMjIws1HZ+THJyMnV0dFR2uFAU+Ryfe6LoKOJJFB0iRQGxT33dxMXFUVtbW/B8pA4LFiwQ3NiqyqlTp3jp0qVcRYci0B3+dYk7fPhwAuCiRYu4e/duApmxPBQMGDBAcAuranyH1q1bs3r16nnmS01N5ejRowmA9evX56NHj1Q+1w/p0qULq1WrpnJ+uVzOwMBAdujQgUBmnIvRo0dncW/74sUL4dp8yNSpUymVShkbGytsS0tL49y5c2lkZEQ9PT16eXnx3bt3ebZFJpNx+fLlNDExob6+Pv/44w9hlknR1s2bNwv3rH379kr7C5Nx48Zl6T9nz54ttPoyMjIYGBjIkSNHskyZMgRAIyMj9urVi/v27cs2No0CuVzOxo0b09zcnEuWLCEALly4sNDamhOK/9vt27d/8rq/FD7H554oOop4EkWHSFFA7FNfN6tXryaAHONq5ER4eDj19PTYuXNntQK5KURDbik4OFhpNsPe3p4AGBoaSg8PDwLgrFmzhDIrVqxIAHR3d1epDYqYHsOHD88138OHD1m3bl0C4NixYwsUQNDFxYVt27bNM19GRgb37dvH+vXrEwBLlCjB33//nXFxcdnmP3HiBIHMqO0f4uTkxMaNGwvfQ0NDhUB9nTt3VtlNbXh4uHANWrdunWUm6f79+2zTpo3S/ctPpG51ycjI4LJly4Q6FQIgOze9BUUul/PChQscP348y5YtK7j77datG3ft2sX379+rVI5CmM2cOZNmZmasX7/+J19WtXLlSqEPfIplZ18qn+NzTxQdRTyJokOkKCD2qa+bRo0a0d7eXu2BYrt27WhmZsaYmBiVj7l//z6trKzyFB2nTp1SEh2Kz0lJSZRIJAT+H236+fPnwn4fHx+V2qGI6bF169Yc8xw9epTm5uY0MTHh7t27VT7HnChZsiSHDBmS4/7ExEQuX75cEFAVKlSgj49PngNaha3Ih6Lk3r17wuxHUlISPT09qaWlRUtLS+7fv1+l9qalpfGPP/6grq4uLSws6Ovrq9RHZDIZFy9eTENDQ8HGBAAHDx6sUvkFISAggDVr1hTq/Omnn9ikSROWKFFCY/E25HI5r169Sk9PT9ra2hIAdXV12alTJ/r6+qptp/L69WuWKlWK9erVY6dOnainp8fbt28r5UlNTeXx48c5ZMgQ9uvXT+NR0NesWUMgMyZIQQR0UeBzfO6JoqOIJ1F0iBQFxD719aKwj8gtmF92BAYGEgDnzZun8jERERG0tramiYmJMHORU9q1axeBzKjZJLMVIIplQ4q8AFQ2hFYsbcluqZRMJqOXlxclEgmdnJx4584dlc8xJ5KTk3O8zg8fPuTEiRMF4+N69epx+/btSobHudGnTx/hOilYuHAhAXDTpk2sXLkygczI7m/evFGpzCtXrggG5u7u7lmic9+4cYN16tQhAH733XeMjo4W7oG6M2bqcPPmTbZr144AWLx4cQJgly5dBPuclStXFriO8PBw/vbbb8J109bWZtu2bblhwwaVr192jBgxglKplD///DMBcP78+STJpKQk7tu3j3379hXOycjIiIaGhjQxMeHatWs1MnP0559/fvKlb18yn+NzTxQdRTyJokOkKCD2qa+XOXPmEIBaEaEV69LLlCmj8rKSy5cvs0SJEixdujTXrVsnDLCzS9WqVROWfLVu3ZokhX0K+wWFACEp2FsYGRmp7I3n+++/Z/ny5bNsf/HiBVu0aEEAHDhwIJOSklQqLy8Ukc83bdokbAsODha8LmlpadHd3Z3nz59Xu2xHR0d+9913Sts+jERua2tLf39/lcpKSUnhr7/+Si0tLZYpU4Z79uxR2p+cnEwvLy9qa2uzRIkS3Lp1K+VyOY8dO1aoS6sePXrEQYMGUSqVsnjx4pw/fz69vLwIgOfPn6e1tTUdHBxUFmofc+fOHc6cOZPVq1cnAEqlUjZv3pxr167NcVmbOly6dIkSiYQ9evSgubk5HRwcuGXLFn7//fc0NDQkAJqZmbF///48cOAAk5KSGB0dzWbNmhEAW7ZsyQcPHuS7/vXr11MikbBt27a52pyI/J/P8bknio4inkTRIVIUEPvU14ujoyPr16+v1jHHjx8nAK5YsUKl/IGBgTQ1NaWNjQ3v3LmjtHQquzRq1CjhzfXYsWOVXOQGBAQIb58VKJbZdOjQQaX2yOVyli5dmr17987STisrK+rr63P9+vWqXxAVULT78OHD3L59u2AjUaxYMU6aNCnfy2hSUlKora3NKVOmCNu2bNkiXK+xY8eqZChOkufPnxdmoH788ccsXr0CAwNZtWpVAmC/fv0EN7kk2apVq0Kxp3j27BlHjhxJXV1d6ujocNy4cYyLi2NiYiItLCzYvn17YVbn6NGjapUdExNDb29vpWVaDRs2pI+PD58/f66xc5DJZKxVqxZ1dHSy9PXSpUtz2LBh9PPzy9a+IiMjg6tWraKxsTGNjY25evVqtUXdxo0bKZFI2Lp1a1FwqMHn+NwTRUcRT6LoECkKiH3q6+TGjRsEwOXLl6t8jFwup4uLCytUqKDSmvBjx47RwMCAlStXFpYy5SU61q5dy/79+ws2CU+fPhVmMhT2Cz/++CNJKrneVXWpl2LWYfXq1STJly9fcujQoZRKpaxYsaKSK1pNEB0dzdq1ayudY8WKFbl8+XImJiYWqOyrV68SyPRC9OrVK+G6qSMK379/z/Hjx1MikbBcuXJZBu/x8fGC97Dy5cvz2LFjSvsTExOFOm/evFmg81Hw4sULjh8/nvr6+tTW1ubgwYOVhJm3t7cg4ooVK8batWurVK5cLufJkyfp7u5ObW1tAmDdunW5aNEiPn78WCNt/5CnT5+yWrVqWfr4+PHjee7cOZWNyO/fvy/MwDVv3jyLB7Oc2LJlCyUSCVu2bKmxWbuiwuf43PtPRAcAUwBzABwHcPGjfZMAuGmyPjGJokOkaCP2qa8TxTKaj9fr58Y///xDANy4cWOeeXfv3k0dHR06Ozsr1ZGX6Dh37pwwSPf19RW8XbVv316wI9i2bRvJ/8+6KJbZqIIipse1a9e4ZMkSFi9enFpaWhwzZoxG4jqkpqYyICCAEyZMEGYGFGno0KE8fvy4xoKybdy4kUCmi+EyZcoIA2lVXQefOnWKdnZ2BMDhw4dnOf/9+/fT2tqaUqmU48aNy1YkfTizUlDi4uLo6elJQ0NDSqVS9u/fP8vSv/fv37NUqVJs1aoVR44cSS0trTxnpuLi4rhw4ULBTsPc3Jzjx4/PYsitCe7du8f58+cL3sc+TNra2vleAiaXy7lmzRqamJjQyMiIK1euzLUf+fr6CsvEVF0GKfJ/Psfn3icXHQDcAMg/SK+yydMCwERN1SkmUXSIFG3EPvV14urqynr16qmcXyaT0cHBgfb29nm+od2wYQOlUildXV2zGN/mJToeP34srHP39/fnyJEjiX8NbxV5bt26RZLCun4AKnvjUcT0UAiCVq1aMTw8XOXrkB0PHz7k2rVr2bVrV8GTk66uLlu1asXFixezSZMmLF26dIHqyA7FDAT+tYUJDAyknp4ex4wZk+tx8fHxHDZsGAHQzs4uy//4vXv3hCCAjo6OvHDhQo5lKewgpk+fnu/zePPmDX/77TeamJhQIpHwhx9+yFEQKJwArF27llpaWhw+fHi2v1FyuZxBQUHs27cv9fT0CIANGjTgli1bNLrMSC6XMzw8nDNmzFCypfn222+Fz9WrV6eurm6B+xmZ2ddat25NAGzatGm29ljbt2+nVCpl06ZNVV5eJ6LM5/jc+6SiA4AtgNf/zmYU+3fbpBzytgDQXBP1ikkUHSJFG7FPfX0kJSVRR0eHEydOVPkYRYyBXbt25ZpPEdivVatW2Q548hId6enpSst1HB0dCYAXLlxQykOSTZo0IQA2a9ZMpXO4e/euUIadnR3379+fL8Pn9+/f88iRIxwzZozSbEbZsmU5ZMgQ7t+/X2lWoE2bNqxVq5ba9eTGzZs3hXpHjRrFpKQkYVYot//ZI0eOsFy5cpRIJBw/frzSW/AXL15w1KhR1NHRoYGBAWfOnJmrmHv27JnQhvzMGsTHx3PGjBmCY4Hvv/+eYWFhOeZPTk6mlZUVmzRpwvbt29PU1JSxsbFK5/v27Vv6+PgI/cbU1JQ//fQTb9y4oXb7ckIulzM0NJRTpkxhlSpVhGvg6urKhQsXMjo6mqdPnyYAVqpUiQA4Z84cjda/bt06mpqa0tDQkMuXLxdmPXbu3EktLS02atRIFBwF4HN87n1q0bEKwLcfbctxRgPAHE3UKyZRdIgUbcQ+9fVx5swZAlA5ZkNqaiptbW1Zs2bNHJd0yOVyzpgxgwDYtWvXHN1y5iU6SAqfP/RWFRkZqZQnNTVV+D5t2rRc25+QkEBPT08hv4WFhVpuQ+VyOa9fv8758+ezZcuWwptzfX19tm7dmgsXLmRYWFiOAsbBwYFdu3ZVub682rJ06VKhDeXKlRP29enTh+bm5tku4bl//z67dOlCALS3t1dajpaQkMDp06fT2NiYWlpaHDJkCJ8+fZpnWxRG3Hp6emqdw7t37zh37lyam5sTADt16sSrV6/meZwisN3kyZMJgN7e3iQz+5QicKRilszFxYXr1q3T2MBbJpMxMDCQY8eOpY2NDQFQS0uLLVu25MqVK/ns2TMhb1paGh0cHGhoaEgjIyPWqlUr38uqcuPRo0ds27YtAbBJkyb09vamlpYWGzRoUGB7oaLO5/jc+9SiY24227Kd6aAoOkTRISKiIcQ+9fUxa9YsAlDZHeiqVasIgEeOHMl2v1wu56RJkwhkejbKbYCljuj4cNbj0KFDwrIokkpRy3NyCZuRkcGNGzcK0aqNjIwIFe0/UlJSePjwYQ4aNIiWlpZKy5jGjx/P48ePq2ScK5fLaWxsnOeSJ1V4/vy5MMhULOVRBERMS0tj8eLF2b9/f6VjkpOTOWPGDOrr69PQ0JBz5swRBFdqaip9fHxYqlQpAmC3bt3UmrGwsLAgAM6ePVul/ElJSVy0aJFQX9u2bXnx4kWVjk1NTaWNjQ3r1q1LR0dH2tra8tWrV/zzzz+F2QZDQ0N6eHjw0qVLKp9DbqSlpfHEiRMcOnQoS5cuLQisjh07csOGDTn+/ygM3Q0MDKirq6sxA/vskMvlgp2SImkqQGJR5nN87n1q0ZFFROQx07FDE/WKSRQdIkUbsU99fbRt25YODg4q5U1KSqKlpSUbNmyY45v8FStWEABHjBiRp5F0XqIjLS0tWwGiEDVeXl4k/z+wA5Dt2+yQkBDB8LxOnToMCQnhmDFjaGBgkOOSoffv33PPnj3s3bs3TU1NheU57u7u/Ouvv/Ll4ejNmzcEwAULFqh97IccOHCAJUqUoL6+PleuXMmDBw8SAAMDA0mS/v7+BMC9e/cKxxw6dEgwFO/evbvgQSwjI4Pbtm0T9jVp0oQhISFqtScsLEy4/nfv3s01b0pKCpcvXy6ItxYtWjAoKEit+tatW0cAdHNzI5DpblZxj2xtbenj46ORwbZMJqOfnx8HDhxIMzMzQay6u7tz+/bteUYif/TokTDbAoCzZs0qcJvyYv/+/Ur/Q40aNWJUVFSh1/s18zk+9z616MgiIvIQHTs1Ua+YRNEhUrQR+9TXhUwmo6mpKYcOHapSfoUB99mzZ7PdHxQURG1tbX733XcqeWXKS3TExMQInz+M0aEYIB88eJAk2bFjRwLIYitx48YN9urVi0CmF6dNmzYJ7apZsyabNm2qlD8hIYHbtm1TCtRmbm7OgQMH8vDhwwWO3nz9+nUC4M6dO/N1/Pv37wWjb2dnZ8EYWTFbpfA4NXLkSBoYGPD9+/e8d++ecH2qVq1KPz8/obwTJ04IsSmcnJx45MiRfNm1KCJrf7i862PS0tK4Zs0alitXjkBmHIz8/J6kp6fT2tpaqZ/o6uqyT58+PHfuHE+ePKl2mR8il8t5/vx5jh49WpjRMDExYd++fbl//3613M0qRJFiiVdhLKv6kIMHD1JHR4d16tTh27dvuXHjRhYrVowGBgZcvHixym55RZT5HJ97n1p0TPpYZOS0vArADoiuc0XRISKiAcQ+9XWhiO2wZcuWPPPGx8fTwsKCbdq0yXb/s2fPaGlpSTs7uyzB5HJCESgvp/ThG/TY2FjiX9sJxbbIyEhmZGQIb7lHjRpFkjx37hzbt28vvJmePHmy0lvpd+/eUUtLi7/++itTUlLo6+vLjh07CrYRikBt/v7+Gh0oKpaF5Sfa+MWLF4WlQxMnTlQSQO7u7rS1tSWZOWguW7Ys27Rpw2nTplFPT49GRkb09vYWZnVCQ0PZsmVLApnxNrZs2ZJv17137twR7ofCrkJBRkYGQ0NDOWPGDNra2hLIjIVx4sSJfImbyMhIlixZUqmP9OzZU2lpU35/o27evMlffvlFaKeenh7d3Ny4a9eufMW1OHz4sNBGHR0djRqv51Sfrq4ua9WqpeQl7smTJ8L/QoMGDRgZGVmo7fga+Ryfe59UdGTWh1AA2wHU+Pf7xyKkOYBLAI5rqk4xiaJDpGgj9qmvi2XLlhEAHzx4kGfe6dOnEwBDQ0Oz7EtNTWWDBg1oaGio1uBqz549uYoOhdcfY2Nj7t27lwCEwbJi+dWHg97evXuzUaNGBDINxH///Xe+evUqS70K43knJydhEFuuXDmOGTOGZ8+eLbQ3wgp7GFUMsxWkpaVx2rRp1NLSYtmyZbO1WalSpQq7dOlCkrx06VKWQfmTJ09IZgZD7NGjh3B9Fi9eXKDZG5lMxgYNGgh1PXjwgK9fv+b27dvZv39/wV4DyPTmdOjQIbXFRmpqKnfs2MHmzZtn6R99+vTJkl+d36jo6GjOmjVLcPWrpaXF1q1bc+PGjQVanpWUlMRvvvlGaOfMmTPzXZYqHDt2jHp6eqxZs2a2gl8ul3Pz5s0sXrw49fX1uXDhQnHWQw0+x+fefyE6vgFwD0DGv+kVgKh/k2LbCfzrUldMougQGwsadAAAIABJREFUESkoYp/6unB3d891SYyCuLg4mpiYsFu3btnuHzVqFIH/B+pTlcWLF+cqOhQBCF1cXDhmzBgCmRHIFftJctu2bUrHlC1blkuWLMnWtkMRhfrD/J07d6afn5/GgvTlxpQpU6itra3ygC8iIoK1atUSBtgfxzkhM5dcSaVSTps2TckNcOnSpYWlRjExMRwxYgS1tbVpaGhILy8vjdg8KOJkKFKDBg0olUqFZWm9evXi5s2b1Qo6qSA6OppTpkwRhEv58uWVZg4MDAyytavJ6zcqJiaGy5YtY7169ZQEkY+PT77amR1Tp04Vyv7222+ZlpamkXKz48SJE9TT06Ozs3O2AvtDnj59Kiy1q1+/fqEERPwa+Ryfe59cdAgFAkMAXIZyoMC7AAZrui4xiaJDpGgj9qmvB7lcTktLS/bq1SvPvJMmTaJEIsk2oJkiZsf48ePVbkPfvn1zFR1r1qwRZjAUAdbGjx8vDGoVMweKtGHDhmwNwxMSErhixQo6ODgo5b9//77abS4Iffr0YYUKFfLMl5GRwaVLl1JfX58WFha5xkNRxCz5MEaEYhYoPj6eU6dOpZGRkRA870N3rvnlzZs3nD17dpb75eLiQi8vLwYHB+frTXpcXBy3b9/Odu3aUSKRUCqVslOnTjxy5AgXLFhAAEKE+qlTp2ZbRna/UW/evOH69evZsmVLQRTVqFGDc+fOVWmWTx3u3LlDXV1dAplRx69fv67R8j/E39+f+vr6dHJyUtn7nFwu599//00zMzPq6+tz/vz54qxHHnyOz73/THQoFZ4ZNFCc2RBFB8nP8x9F5MtG7FNfD4q34itXrsw139OnT6mvr89+/fpl2XflyhXq6+uzadOm+bJ9KFu2bK6iQxGDYebMmcK2IUOGZJu3Q4cOWcq/d+8eR40aRRMTE2FQvGHDBpqbm7N3795qt7egNG7cmI0aNco1z6NHj9iiRQsC4HfffZerSHj06JGSjYsi7d69mzNmzBCWjnXv3r1Aa/nlcjmvXr3K2bNns2HDhpRIJFnqVHjDUoekpCSeOHGCP//8M2vWrCmUa2lpyalTpwpl7ty5kxKJhF27dmXt2rVpaWmZY+wJxW/U+/fvuWPHDnbp0kUQAd988w29vLw0Eg08O+RyuRAhHAB///33QqmHJE+ePEkDAwNWr16dsbGxah///Plzdu7cmQBYr1493rp1qxBa+XXwOT73PgvRISZRdHzI5/iPIvJlI/apr4eNGzcSQJ5xA0aMGEEdHR1GR0crbX/16hUrVKhAa2vrfC9LyU1wABAC2Cna+nEKCAgQvEx9GB8iPDycffr0oZaWluDZKCQkhHK5nI8ePSIALl++PF9tLgi2trY5ih3FG+hixYrRyMiIa9euzdH+ITIykgMHDqSOjo7StVB81tbWJgC2adNG5dgXH/P27Vvu2rWLAwcOpJWVlVB2zZo1BcN9hWgMCAhQqUyZTMaLFy9y9uzZbN68uWC4r6OjwyZNmnDGjBkMDg5WErBnz56lnp4eGzRowL/++kuY0cqOtLQ0zpkzh3369KGxsbEgYMaOHcsLFy7ky3hdHXbt2iVcJ2dn50JbVnX69GkaGhrSwcGhQEvC5HI5t27dSnNzc+rp6XHevHmfZJnhl8bn+Nz7T0QHgAoAPAA0z2ZfNwAemqxPTKLoECnaiH3q62HQoEE0MzPLdZBx7949amtrc/jw4UrbZTIZ27RpQ11dXbVjOnxIboLDzMyMVatWJfD/YIAfplOnTjEuLk74fvLkSV65coXdunWjRCKhoaEhx48fn8Voe+fOnQSgsaBxqpKRkUEdHR1Onjw5y74nT56we/fuxL92ETnFurh69Srd3d0pkUior6/PkSNHCrM4H6bx48fzzp07arUvJiaGe/fu5aRJk+jq6ioIl2LFirF79+7csGEDnz9/zrt379LQ0JCVK1emnp4ee/bsmWOZcrmckZGRXLFiBbt27crixYsLbaxRowYnTJjAo0eP5hgp/NatWzQzM2OVKlX45MkTlitXjt9++61Sn83IyOCZM2c4bNgwIUBh8eLF6eHhwYCAgE+2dCghIUFw5SuRSFSKqp4fzp49SyMjI9rb2zMmJkYjZcbExLBTp04Ecg76WZT5HJ97n1x0AJgIYC4ybThe5ZDnW4jRyEXRISKiIcQ+9fVQuXLlbJckfUi/fv2or6+fZeD+yy+/EADXrl1boDbkJjoaN26sZKvx8f5nz54pvd1X5Dc1NaWXlxdfvnyZbZ3jx4+nvr5+jkEBC4tnz54RAFesWKG0bfTo0dTT06OOjg7nzp2b7SD53Llz/O6774TzmzJlCo8ePcqBAwcqXZNixYqp5N5VJpPxxo0bXL16Nfv16yfEPQEyY17Ur1+fU6ZMYWBgoNKsQ0ZGBps0aUJTU1PWqFGDxsbGWfpGTEwMfX19OWDAACEmBwDa2Nhw0KBB3LZtm0pv558+fUobGxuWLl2a0dHR/OOPPwhkejSTy+W8fPkyJ06cKMy2GBoasmfPnvzjjz8KHE9FXRITEwWvYAA4bdq0Qqnn3LlzNDIyYpUqVfj8+XONln3s2DECOcfgKcp8js+9Tyo6kOkOt9u/n9cghxgd/L/wEGc8RNEhIlJgxD71dfDixQsC4Ny5c3PMEx4eTqlUykmTJiltV7i5HTx4cIHbkZvo+Omnn3LdL5fLhfgDQKYL2FmzZuXplcnV1ZWurq4Fbru6hISEEMgMaBgTE8Nx48ZRX1+fWlpaHDhwYJbla3K5nMeOHRPEVIkSJejl5cWlS5eybt26Wa5HsWLFcjQmjo+P54kTJzh9+nS2bt1aWB4FgKVKlWLXrl05f/58BgUFMTk5Ocdz8PHxIQDhrfjChQuZmJjIw4cPc9y4cXR0dFSaqerWrRtXrVrFqKgotZY2JSQk0NnZmUZGRgwNDeXz589pZGTEatWqcfr06axcubKwjKxDhw7cunWrYOPxqX+jgoODlUSbk5NToQja4OBgGhsbs1KlSmq5XFaF0NBQlitXjoaGhvmyD/na+Ryfe6qKDm1ohu4khwMAyaG5ZSR5VSKRuGuoXhERERGRL5xz584BABo1apRjnqlTp8LIyAienp7Cttu3b6N///6oU6cOli9fXqhttLe3z3W/q6srQkJChO8PHz6EkZFRrsekpaXhypUrGDFihEbaqA6PHz8GACxbtgznzp1Damoq+vbti99++w12dnZCPrlcjr1792L27Nm4cuUKypYti1GjRiE9PR0rV67E69evUbVqVSxduhQmJiYYOHAgAMDLywsWFhYgifv37yM4OBhBQUEIDg7GzZs3QRISiQSOjo7o3bs3XF1d4erqCltbW0gkkjzbHx0dDU9PT9SvXx8HDhwAAOzatQuenp6QyWTQ09NDw4YNMWfOHLRs2RLffvsttLS01L5O6enp6NatG65du4YhQ4Zgz549mD17NgAgPDwc4eHhAAArKyu4ubnBzMwMt27dQlhYGEji4cOHOHbsmDDoksvl2Q7GstuuTt7U1FTs3r07S/tJomfPnvmqT09PD1ZWVrC2tlZKT58+Ra9evVCmTBmcOnUKVlZWal/XnPD19YWHhwdKliyJs2fPomTJkhorW+S/R1Oi462GyhERERERKWKcO3cO+vr6cHFxyXb/48eP8c8//+DXX3+FhYUFACAxMRFdu3aFvr4+du/eDT09vUJto7GxsfB5zJgxWLp0qdL+58+fC583bNiQp+AAgBs3biAlJQX16tXTXENVIC4uDj/88AMAwM/PD3369MFvv/2GypUrC3nevHmDjRs3YuXKlbh79y5sbW3RsWNHJCQkYPny5dDW1kbXrl0xfPhwNG3aFBKJBFOnThWOT0lJgZubG4KDg/HixQsAgKmpKerVqwc3Nze4urqibt26MDU1VavtJBEWFgYnJycAwPnz54V9MpkMEydORMuWLeHq6goDAwO1r01GRgaioqJw4cIF7NmzRxA0ALB27docj3v27Bl8fHwAABKJBFKpVBBPis+Kvx+n7Lark/f+/fvZtqlSpUqQy+WIiorKV31v377F1atX8eLFC2S+zFYmOTkZPXr0yCJKFMnKygr6+voqXXeZTIbJkydj4cKFaNy4MXbt2oVSpUqpdKzIl4OmRMc3auYvrqF6RURERES+cAIDA1GnTp0chcO2bdsAAAMGDACQOfD88ccfERUVBT8/P5QrV67Q26ioGwA2bdqktK9ChQoICwsThImqIkIxM/KpREd0dDT+/PNP+Pj4ID09HQAQERGBqlWrCnmuXLmClStXYuvWrUhOToatrS2qVauG169f4+DBgyhbtixmzJgBDw8PlChRAmFhYfjzzz8RGhqKP//8Uyjnt99+Q8WKFdGmTRthFsPBwUHt2YaUlBTcuHEDly9fRnBwMPz9/RETE6OUx8DAAE+ePIG5ublaZScnJ+Po0aPYsWMHdu7cqdaxmzZtQqVKlVCpUiWYm5sLA/WPOX36NJo2bapW2aoil8uxZMkSTJgwQdjm4uKCDRs2wNHRUWP1pKenIyYmBgcOHMDIkSMBAL169YJUKsXTp09x9epVHDp0CElJSVmONTc3z1GUKJJEIkGvXr3g7++PkSNHYtGiRdDR0dFY+0U+HzQlOiQSicSEZKIKGW0BWGioXhERERGRL5h3797h6tWrmDx5co55fH19Ua9ePWHZj7e3N/bs2YOFCxeiWbNmn6SdH77pfftWeXJ/9uzZiIqKEr5/OGOQGyEhIbCyskLZsmU108hsePPmDXbu3IktW7YgKCgIEokE3bt3x82bNwEAVatWRUpKCnbt2oWVK1cKQqhYsWKwtrbGgwcPIJPJ0LJlS4wePRqlS5fGlStX4ObmhmvXriElJQUAlN5o79mzB66urihdurRabU1OTsb169dx+fJlXL58GVeuXEF4eDhkMhkAoGTJkrCzs0NMTAwqV66MChUqICQkBJGRkTkKjoyMDDx+/BjXr1/HP//8gx07diAtLU3lNlWpUgVnzpyBr68vJkyYAA8PD6xdu1alJWCFycOHD/Hjjz/i9OnTwrY5c+Zg4sSJ0NbW1NAuEx0dHcTFxeG3335D+fLlcebMGZQvX14pD0nEx8fj6dOnSunZs2fC52vXruU4a6IgNjYWnp6eBZo1EfmMUcXwI68EoCWASwBM8shn+m8+N03UK6ack2hILlIUEPvUl4+fnx8B8NixY9nuv3nzplIcixcvXlBHR4fff/+9RuMcpKWl5WoonlsKDQ0VYneoEuFbgZ2dHd3c3DR2DgpSU1O5b98+urm5CYHo7O3tOXv2bD58+JAkWbt2bVauXJmenp4sUaJErudnbW2t5ArXyMiIjRs35oQJE7h9+3bevXuXkyZNIgC2a9dOpTa+e/eOQUFBXLZsGfv3709HR0dqaWkJdZQoUYJt2rThlClTuHv3bt6/f58ZGRls3rw5TUxMuHjxYgLg0qVLmZGRwUePHjEgIICrV6/moEGDsnXdm11q1aoV161bxydPngj96dChQ9TS0mK7du2YlpbG9evXE8gMaqiuy1tN/0bJ5fIscWLq1KlTaAEGSfLatWs0NzenjY1NFgcD6pKWlsZHjx7x/Pnz7Nmzp3AOFStWZNOmTVmpUiUh1s3HycLCgk5OTmzXrh09PDw4bdo0rl27locPH+a1a9f48uXLQo998jnwOT738CkNyUn6SySSVgDeSiSSeQD8AUSTfCCRSEwB1AJQE8A8AP4k92iiXhERERGRL5vAwEBIpVLUr18/2/2+vr7Q0tKCu3um/5G///4b6enpmDFjhkbfNj979kylfGZmZnjz5o3StkqVKmH16tUAgD59+qhUTlxcHO7du4ehQ3P1vaIyJHHhwgVs2bIFO3bswKtXr1CqVCkMHz4cffv2Rc2aNSGRSCCXy3Hs2DFcunQJADBv3rxcy9XV1YW1tTW6dOmC2rVro1atWqhatarSMqkXL15g/vz5AICffvopSxmK2awrV64Isxi3b9+GXC4HAJQqVQouLi7o1KkTXFxc4OLignLlyindX5IYOnQoTp48CXt7e4wbNw4AMG3aNIwZMybP69O4cWO4u7ujQ4cOsLGxybHvXLp0Ce7u7qhRowZ27tyJQ4cOwcPDA61bt8aWLVvyZYyuKV6+fImhQ4di7969wjZvb2+MGzdO47MbCm7cuIEWLVrAyMgIp06dgq2tbYHK09HRgZWVFVavXo3t27ejfv36+Oeff2BpaSnkYQ6zJh+mK1euIDY2Nsusia6ubrbG79bW1ihdujRMTU1hYmICExMTmJqawtDQ8D+ftSpKaKyXkvT898ZNBuAJILsb+Q+AwZqqU0RERETky+bcuXOoUaNGtgbFcrkcW7duRevWrVGqVCmQxF9//YX69evn6U1KXU6cOJHr/j179sDNzQ329vYIDg5W2mdqaoqtW7cCAGrVqqVSfZcvX1Yrf3a8f/8eZ8+ehb+/Pw4ePIioqCjo6+ujS5cu6Nu3L1q3bi0MRh89eoRp06Zh48aNuZbp5OSE2rVrC6l69erQ1dXN9Zjp06cLn7/55hucOXNGWB51+fJlREZGCoPDMmXKwMXFBd9//z1q1qwJFxcXYV0/ScTExODu3bvw9/dHVFQUoqKiEBYWhsjISKGOiIgI4fPHS93q1q2Ljh07olatWvj222/VMka+d+8e2rdvj1KlSuHw4cO4cOECevbsibp162LPnj2F7qwgNw4dOoSOHTsK3+vWrYuNGzcq2eNokuTkZMyfPx9z5syBhYUFTp06hW++Udd8Nytv375Fnz59cPjwYXh4eMDHxyfLdZVIJChevDiKFy+OatWq5VhWeno6nj9/nqswOXjwIJKTk3MsQyqVwtjYOIsYyc9nY2NjSKXSAl+jrxmNSuN/hccaZIoOF/zfwDwUwBqS/2iyPhERERGRL5f09HSEhITAw8Mj2/1BQUF49OgRZs2aBQC4cOECbt26hXXr1mm0HSQxZMiQXPMoPDBVqVJFSXSYm5uDpGBEW716dZXqvH79OgDA2dlZ5XbKZDKEhobC398f/v7+CA4ORnp6OvT09NC4cWNMmTIFnTp1wosXLxAREYEJEyZg2bJluZbZo0cPNGzYEDVr1oSzszMMDQ1Vbk98fDx8fX2FWR4AcHBwED5bWVnBxcUFPXv2hIuLC2rWrAkrKyskJiYiIiICERERWLVqFaKionDnzh3hmqjKsGHDULVqVTg7O8PZ2RnFihVT6/gPiYuLQ7t27ZCRkYFjx47h4cOH6Ny5M6pUqYLDhw+r5I2sMEhMTMT48eOV+vyiRYswevToQpl1IYmDBw9i7NixuH//Ptzd3bFw4UKN2B1FRESgS5cuiI6OxqpVqzB06NACzTLo6OjAxsYGNjY2Oeb5cNYkNjYWiYmJQkpISMjxc0xMjNJ2hV1RXhgZGWlEwJiYmBTa7NV/icbPiGQ0AM3MF4uIiIiIfLVcuXIFSUlJaNiwYbb7t27dCkNDQ3Tp0gUA8Ndff8HIyEhYalVQUlJS4Ovri0WLFuWZ986dOwCQJW5AmzZt8OTJE+G7qstPrl+/DhsbG5iZmeWYhyQiIyMFkXHq1CkkJCRAIpGgcuXKaNKkCaytrWFubo4HDx5g3rx5QpyMnJg6dSocHBzQs2dP+Pv7o0WLFnm2VS6X4/79+7h586aQrl69irt372bJO2PGDEFgGBgYICIiAuHh4Th16hRWrFiBixcv4vXr13lfIACOjo5ITEzEgwcPAABnz57FpEmTcPv2bdy5c0djLlWvX7+OXr164fHjxwgICIBMJsN3332H0qVL4/jx47neo8Lk3LlzaNGihWD4XqdOHfz999+oVKlSodR39+5djBkzBkeOHIG9vb3K/UMVDhw4gD59+sDAwAAnT57MNSaPJlF11iQ3yMw4KLmJlNw+P3z4UGl7amqqSvUaGBhkK0aSk5Oxbds2YXuxYsXQo0cPlClTJl/n9ynRmOiQSCQVSD7QVHkiIiIiIl83uQUFTEtLw86dO9G5c2cYGxvj3bt32L59O9zd3WFiYlKget+/f48VK1Zg4cKFiI2NFWI+5IZiec/Hbx9dXFxw7do14buqyyuuXbuGGjVqKG179eoVLl26hAsXLuDixYu4ePEi4uLishxrZGSEyMhIpSVHOdGtWzf8+uuvcHZ2Ft4qb9myBQCyfUMcGxuLmzdvIiwsTBAY4eHheP/+vZDH1tYWzs7OKF++PAICAoTtI0aMwOvXr7Fo0SKl7blhbW2N6tWro0qVKkrJ2toad+7cQYMGDVCxYkUEBwdj69atuHDhAnx8fDQiOEhi+fLlmDRpEszNzXHkyBFYWlqiYcOG0NPTg5+fn5KtwaciNTUVU6dOhbe3t7Bt2bJl+Omnnwpl+c779+8xZ84czJ8/H7q6uliwYAFGjx6tEbe1crkcf/zxB6ZNm4ZatWphz549n8TFtSaRSCTQ19eHvr6+RvpdWlpavsRLYmIinj17htjYWISHhyMhIUFYOhYTE4M5c+YUuG2FjUZEh0QimQtgkkQi8SS5QBNlioiIiIh83QQGBqJixYrZvqE7fvw4Xr9+jd69ewPIjDb97t07DBo0KN/1JSUlYdWqVZg3bx5evnyJ1q1bY9KkSWjRokWeg7nbt28DQBZ3q5UrV8aNGzcAQOUZmJSUFNy6dQuWlpZYunSpIDLu3buX63FSqRRVq1aFg4MD3rx5k+PAvn///pg5c2aOgzuFe98XL14gMDBQaQYjNjZWyFeiRAk4Ojpi0KBBcHR0FJbYPHr0CGFhYVmiwK9cuTLHtteuXRv29vZKwqJixYo5ukF9/vw52rRpAy0tLRw7dgw7d+7E2LFj0blzZwwbNizni6QisbGxGDBgAI4cOYIOHTpg/fr1yMjIQMOGDZGcnIyzZ89qxIZBXW7evIkmTZoIzgpcXFywY8cOpSjxmoIk9uzZg3HjxuHx48fo06cPvL29NSa0EhMT0a9fP+zbtw/9+vXD6tWr8xWw8WtDV1cXFhYWQqBTdfkw9otMJsM333yjFJz0c0aTwQEDkOm1SkREREREJFfkcjnOnTunZBz7Ib6+vihRogRat24NIHNpVZUqVeDq6qp2XSkpKVizZg3mzJmDFy9eoGXLlvj999/VKis6OhoAsiwNqlixojD4zskDFwA8ffoUQUFBCAoKEvIHBATkKByMjIxQo0YNODs7w8nJCdra2oiMjMT8+fNx69atLPk9PT3x66+/ZpkFkslkuHv3rpKw2LdvH4D/zzAZGBigWrVqaN++PRwdHWFpaQktLS28evUKt27dQnh4OLZs2ZLFa9fHSKVStGvXLou4KFmypFpr9xMSEtCuXTvExcXh9OnTOHbsGEaOHInOnTtj586dBbZlOH78OPr374+3b9/Cx8cHI0aMwNu3b9GyZUvExMTA399fZdscTZGSkoJly5bB09NT2LZixQoMGzasUGY3IiIiMHr0aPj7+8PJyQm+vr4aXfJ09+5ddO7cGZGRkViyZAlGjx4teokqBLS1tVG6dGmllwWfM5oSHdEkc47s9BHiUiwRERGRok1kZCRevXqV7UAnMTERBw4cwIABA6Cjo4PIyEgEBQXB29tbrYFLamoq1q1bh9mzZ+PZs2do1qwZdu3alaXODwP75cXDhw+VvpcrVw5+fn4AIESBzsjIwI0bNxAcHIxz585h+/btuZZpaWkpGEMrkpaWFgICArBgwYJsZxD09PSwZs0a9OrVC7q6uiCJZ8+eISgoSElgRERECGvIpVKpkj3AmjVrIJVKkZKSgtu3b+PWrVs4cuSIYDSvCg4ODrh16xZCQkJQt25dlY/LibS0NLi5uSE8PByHDh3CxYsXMXLkSHTq1Ak7d+7M05NWbqSmpuKXX37BokWLUK1aNfj5+cHR0RHv379Hhw4dcPv2bRw+fPiTRYh//fo19u/fj4kTJyqJ2Ro1amDfvn2oUKGCxutMTEzEzJkzsXjxYhgZGWH58uUYNmyYRo2Wjx07hl69ekFLSwvHjx/XmF2ISPaUKlUKMTEx/3UzVEOVYB55JWS6wXVWI3+UJuoVkxgcUKRoI/apL5c1a9YQACMjI7Ps27RpEwEwKCiIJPnzzz9TS0uLz58/V6ns1NRUrl69mmXLliUANmrUiCdPnswxf/ny5VUOBFixYkWl73K5XPjcr18/amtr53q8nZ2d8Pno0aOMiYkhmRn0cNu2bXRzc8vx2P79+/PcuXOMj49nSEgIV69ezREjRrBx48Y0MzNTymtlZcU2bdpwwoQJ9Pb25sKFCzl//nwOHjxYrcCHVlZWbN++PX/55Rfu2LGDkZGRnDlzJgHw1KlTbNSoEatVq5aPHpCVjIwM9urViwC4adMmrlixggDYqVMnpqamFqjs27dv89tvvyUAjhgxgklJSSQz+0qbNm0olUr5zz//aOI0lPj4N+rhw4ecO3duttfayMiIW7duLZQAd3K5nFu3bqWVlRUBcODAgXzx4oXG65g7dy4lEglr1KhR4ECCItmj6FPR0dH85ZdfaG5uTjs7u/+0TVAxOKDGBrkAJgHwUDHva03VKyZRdIgUXcQ+9eXSt29flipVKtsBVuvWrVmhQgXK5XKmpaWxdOnS7Ny5c55lZmRk8O+//2aFChUIgPXr16efn1+ug7gjR47kOxJ5XsnGxoYjRozgqlWrGBISwnfv3pEkGzVqRDs7Ox44cIBjxozJ8fhvv/2Wixcvpq+vL+fPn88ffviB9vb2lEqlQh4TExO6urpyyJAh9PLy4tSpUzl9+nQOGzaMjRs3poWFhUpt1dbWZo0aNdivXz8uXLiQAQEBfPnyZZbrdfv2berr67NLly588uQJJRIJZ8yYocadz5kJEyYQAGfPns2VK1cSADt27FggwSGXy7lu3ToaGhrS3Nyc+/btE/YlJyeze/fuBMC//vpLE6eQhZMnT/L69escPXp0tte9atW3Dfg7AAAgAElEQVSq3L17t9A3CoMbN26wcePGBEAXFxeGhIRovI53797R3d2dANijR49CPZ+iTGpqKqdNm8ZWrVoRAKVSKTt06MDTp0//p+36pKIDwJx/0w4AGQAu/ft5VTbpOIAMTdQrJlF0iBRtxD715VKhQgV269Yty/bnz59TKpXyl19+IUnu27ePAHjgwIEcy5LL5Tx+/DidnZ2FwfrRo0fzfGOcmJhIGxsbjYmMMWPG8Pjx43z69KlS3fHx8Tx58iTnzZuX60wGADo6OrJt27Zs3749y5Urp7SvbNmy7NixI3/55Rd6enpy3LhxHDx4MBs2bEhzc3O12lq8eHGOGzeOGzdu5LVr11Qa2MtkMtavX59mZmZ89uwZFy9eTCD72Sp1WbBgAQHwp59+4qpVqzQiOF6/fi2IiubNm/PJkyfCvqtXr7J69eoEwAULFhS4/R+Snp7O06dPs2vXrtle+7Zt2zIgIIBpaWkarfdj3rx5wzFjxlBLS4vm5uZcs2YNZTKZxuuJjo6mk5MTJRIJ582bVygzNUWdyMhITpw4kSVLlhReaPz+++98/Pjxf900kp9edLz+V2zIVUyi6BBFh4hIgRH71JfJ48ePCYCLFy/Osm/JkiUEwPDwcJJkx44daWlpyfT09GzLCg0NZYsWLQiAFSpUoK+vLzMyMlRqR26zDKqm+fPnEwA7dOhAkkxJSeHFixfp4+PD/v37097eXu0ypVIp7e3t2atXL3p7e9PPz4/nz5/nihUr2LVrVxYrVkylciQSCStXrszu3bvzjz/+4KFDhzh06FAC4Pv379W+b4pz/fvvv0mS9erVo7Ozs9rlfIhMJuPYsWMJgN26dROWVHXo0IEpKSn5LjcwMJA2NjbU1tbmnDlzhMG2TCbj3LlzqaOjwzJlyvDIkSMFar+C9+/fc+/evaxZs2a292Lw4MEMDQ39JAPyjIwMbty4kaVKlaJEIuGwYcMYFxdXKHUFBATQwsKCxYsX59GjRwuljqJKcnIy//77b2GWSltbm25ubpw3b16hiMeC8KlFRyiAwWrkF0WHKDpERAqM2Ke+TLZt20YADA0NzbKvTp06wkD22bNn1NLS4uTJk7Pku3fvHnv27EkAtLCw4JIlS7IdpKakpPDOnTv08/PjunXr6OXlxb59+1JPT6/AgmPGjBnC23ItLS3Wrl2burq6apWhr6/P2rVrc8iQIVy5ciXPnz/Pd+/e8eXLl9y+fTs9PDxUsjnR1tams7MzBw0axBUrVjA4ODjbJS69evWira2t2vcsIiKCenp67Ny5M+VyOR88eEAAnDNnjtplKXj79i3btm1LABw1ahR9fHwKLDji4uI4efJkSqVS2tnZ8cKFC8K+6OhoNmzYUBA42S0fU4eXL19y3bp1Oc4yTZs2TRBon4rLly+zfv36BMB69erx8uXLhVKPXC7n4sWLqaWlRQcHB0ZFRRVKPUWRmzdvcvTo0YKdlp2dHefOnSvYtH2Oz71PLTpOAKigRv67mqhXTKLoECnaiH3qy2TEiBE0NjbOMntx584dYfaAJOfMmZNl+U5sbCxHjRpFHR0dGhgYcMKECQwODubhw4e5cuVKenp6smfPnqxXrx4tLS2znUUoXbq08H3QoEF5DuirVKlSYIECgMbGxsLnNWvWMCwsTLgGSUlJ9PPz488//8waNWrkWo6uri5r1arFIUOGcM2aNbx06ZLKg/QaNWrwu+++U+t+yWQy1q1bl+bm5sLAx9vbmwB47949tcpScPfuXdrb21NbW5urV68WbDjat2+fL8ERHR3NkSNH0tDQkECm0X1CQgLJzAHy+vXraWxsTFNTU27evDnfMw7R0dGcNm1ajgJy5cqVgnMA8tP9Rr169YrDhw+nRCJhyZIluWHDBpVn/NQlKSmJ/fr1IwB26dJFuM4i+efdu3dcv369IBh1dXXZs2dPBgQEZLmPn+Nz75OKDjF9fkkUHSJFAbFPfZk4OTmxVatWWbZPnz6dEomEjx8/plwuZ6VKldioUSOSmUtG1q5dqzTIMzExUTKqBkAdHR3a2dmxefPmHDBgAH///Xdu3LiRp06d4v3795mWlsYZM2YQAA8dOsTg4GCNCIrsUtOmTTl16lTu3buXDx48oFwuZ9euXVm5cmVmZGTw8uXLnDVrVrbi6MMZjLp163L48OFct24dr1y5km87B5lMRj09PU6cOFGt4+bNm0cA3Lp1q7DNxcWFtWvXzlc7Tp06RXNzc5qZmXH9+vXs0KFDvgVHaGgoe/ToQalUSh0dHf74448MCwsT9sfGxrJLly4EwCZNmvDBgwdqlS+Xy3np0iW2a9cu2/tTtWpV7tixI8eBd2H/RslkMq5du5YWFhaUSqUcPXo037x5U2j1PXr0iLVq1SKQOdNXWMKmqHD58mUOGzaMpqamQn9atGhRrrNwn+Nz7z8XHQAqAGgONVzpikkUHSIi6iD2qS+PN2/eZOvxSCEymjZtyri4OEEY6Orqsm7dulkGe3Z2duzatSunTp1KX19fBgUF8cmTJ3kOgm7dukVdXV3Wrl1bIzYdH6Zx48bRz88vxwFDVFRUnmU4OTlx5MiR3LBhA2/cuKFRY2NF/evXr1f5mPDwcOrq6tLNzU2YHVCUkx8D7LVr11JbW5t2dnb08PCggYEBjYyMuHDhwhztdj5GLpfz6NGjbNasGQHQ1NSUkyZNUjIUJ8mDBw+yVKlS1NXV5YIFC1QeIKelpfHvv/8WBoIfp549e/Ls2bMq3ZvC/I26cOGCIAAaNWrE69evF1pdJHn27FmWKlWKJiYm3L9/f6HW9TUTHx/P1atX08XFRZgh69evHwMDA1Wagfscn3v/megAMBHAK2Qaln+YZmu6LjGJokOkaCP2qS+PQ4cOEciM8ZCSksKrV69y06ZNbNq0aY5LVj78fuLEiXy745TJZBoVGR/OvHxMamoqAwICcnxDrkg9evTg5s2bGR4eXujGofv37ycAlV2mpqens3bt2ixRooRSTIdZs2YRAB89eqRy3enp6YLIMzY2FmKodO3aVeVy0tLSuHnzZjo6OhLIjCHi7e3Nt2/fKuVLTEwU4pE4OTnxxo0beZatWJ6U031aunQpY2NjVT5fBYXxGxUbGyssC7S0tKSvr2+hGagnJiYKy/60tbVZuXJlRkREFEpdXzNyuZwhISEcOHCgsATQycmJPj4+as9MfY7PvU8uOgCYItOgXA7g7r+fT/z79/W/26MAlNdUnWISRYdI0UbsU18Or1+/5vHjx4VBXIUKFailpZVlcNepUyf+9ttvBMDWrVsLweIGDRqUr7f+qamp3L17t0bFhiIp3PkC4PLlyzls2DBhQJFbWrhw4X+yLEURlC4+Pl6l/LNnzyYA7tixQ2m7k5MTXV1dVa737du3bNOmjdI1KF++fK5ukD8kPj6eCxYsEIRKtWrVuGHDhmyXmQUHB9POzo4SiYQ///xzjsu15HI5AwMDc7SfqVevHoOCggp8nzT5G5Wenk4fHx8WL16c2tranDhxosr3UlViYmL4zz//cOzYsaxVq5bwPyqRSOjm5laoS7e+Rl6/fs1ly5YJQtnIyIgeHh68cOFCvoXi5/jc+y9ExwkAcwEUy2F/TQBrAFzSVJ1iEkWHSNFG7FOfJ0lJSQwKCuLixYv5ww8/ZInirRAXv/76K3fs2MGbN2/SwsKCXbt2Jfn/aOU6OjoEMj0k5faATk9P5927d3n06FEuW7Ysx/gInzpVqVKF69evFwa+CmNpdWYINEm/fv1obW2tUt6bN29SV1eX3bt3V9oeEREhvPlXhejoaFatWlW4Jtra2vT09FRptio6Opqenp6Ci+CmTZvy8OHD2faF1NRU/vrrr5RKpaxQoQLPnDmTJU98fLzg9je7NHHixCyzJgVFE79RsbGxXLp0KatVq0YAbNGiBW/dulXgcuVyOaOiorh+/XoOHDiQlSpVEq6Fvr4+mzRpwl9//ZVHjx7V+HX5mpHL5Txz5gz79OkjzNTWqlWLa9as0YjR/ef43PukogOAB4BJKuZVOXK5mETRISKSG2Kf+u9JT0/ntWvXuHbtWg4ePJjOzs5KMxjW1tbs2rUrZ8+ezRMnThAAhw0bplSGYgZk9+7dJCm4itTT0+OOHTuYkZHBJ0+eMDAwkFu2bOGMGTM4cOBANm/enLa2tmqLASsrK3bo0IFeXl4aExgmJiYcPnw49+7dm+Pb4OHDh7NYsWL/WfC0WrVqZWvA/zFpaWl0cXFhyZIlsywpUhj7P336NM9yFN7IFKlBgwa8efNmrsekpKRw+/btbNmyJYFMb2Pdu3fnxYsXs83/7t07rlu3TnBdPGDAAOHtf0ZGBkNCQrLMsihSmTJluGfPnkK9H/n9jUpJSeGuXbvYsWNHamtrEwCdnZ25a9eufLc3PT2doaGhXLJkCbt166bkxc3MzIwdO3akt7c3g4ODCxQjpagSGxvLBQsWCN7uTE1NOWLECF69elWj9XyOzz1VRYc2NEMrkj1UyUhyvkQiWQVgnYbqFhERERH5BJDEvXv3cOnSJVy8eBGXLl3ClStXkJycDAAwMzND7dq1MXnyZNSpUwe1a9eGpaWlcHxUVBQAwMXFRalcX19fAICFhQWaNGmCN2/eAAC0tbXh5eWFvn37Ii0tLV9tlkgk0NfXR3JyMurUqQMvLy8kJCQgKioKp0+fzleZHxMeHg4HB4c884WFhaF69eqQSCQaqVcd5HI5IiIi4OHhkWdeb29vXL58Gbt370bJkiWF7SSxY8cONG7cGFZWVrmWceDAAXTu3Fn4vm7dOgwYMABSqTTb/OHh4Vi3bh22bNmCV69ewcbGBr///jsGDBiAcuXKZckfFhaGNWvWYPPmzUhISEC1atWwZ88e1K9fH5s3b8b48eORnp6e5bjvv/8es2fPRqVKlfK8Dp8akggJCcHmzZuxfft2vH37FpaWlhg3bhz69u0LR0dHtcpLSkrChQsXEBgYiHPnzuH8+fN49+4dAKB8+fJo1aoVGjZsiIYNG8Le3j7HeyOSM3K5HCdPnsSff/6JvXv3Ij09Ha6urtiwYQO6d+8OIyOj/7qJnxWaEh1v1Mz/6X9xRURERETU4u3btzh79qwgMC5duiQIAgMDA9SsWRNDhw5F7dq1UadOHdjZ2WU7oCaJuLg4rF69GgBw8uRJXLlyBffv30dERAQePnwIAGjWrJnScQ4ODrC1tUW7du3w7Nkz+Pn5IT4+XqW2N2vWDNWrV0dCQgI2bdoEALh48SI6deoEIFOMZL6gyx9z587F5MmThXbmBUmEhYXB3d0933UWhCdPnvyPvTOPqyn94/jntG+KirInawyGIWtKZEiyjF2yZ59hbBNjMBi7sVOMNTuTLbtkN5ZkK1uh7EtK2rv38/sj9/xc91a3hcJ5v17Py+05z3me55z7uOf5nu+G+Pj4LOd67do1TJkyBV27dsVPP/2kdOzGjRsICwvD8OHDMzz/xo0b6NGjB65duwYAaNGiBfz8/JSEFwXv3r3D1q1bsWrVKpw/fx66urpo164d+vfvj2bNmkFbW1upfVJSEnbu3IkVK1bg9OnT0NPTQ9u2bVG9enXcuHEDHTp0UBlDW1sbixYtgoeHB0xNTTO99vzi/v372LBhAzZs2IB79+7B0NAQHTp0gKenp9r7kBGvXr3C6dOnxXL58mWkpaVBEARUr14dnp6ecHBwQKNGjdQKchKa8/TpU6xduxarVq1CREQEzM3NMXToUPTv3x/VqlXL7+kVXDRRh2RVAMz4lO2lIplXSUioQ1pTec+zZ8/o4+PDH3/8UfSp0NbWZs2aNTlgwAD6+voyJCREJbxpfHw8g4ODuXPnTs6bN4/Dhg2jm5sbq1WrRmNjYxXTFnNzc9auXTtDc6Xu3bvn2uRJEASlv2fPns1du3bx5s2bTExMFH0sclJWr14tftaER48eEQCXLFnyKb62LDlw4AAB8OTJkxm2SUlJYa1atVisWDG1YX8nTJhAbW1tpUhWCi5fvqziS6POr0IRxad///5iskQ7OzvOmzcvw+hQd+7c4ejRo2lhYSH2Xbp06Qy/GxcXF548efKTRwPThIx+o2JiYrhy5Uo6ODiI827atCnXrFmjkd2/XC5neHg4161bxwEDBij5zejp6bFx48b09vZmQEAAo6Oj8/iqvk3S0tIYEBDAdu3aiSakTk5O3LhxIxMTEz/bPAricw+f2byqyCduLyEhISHxibh//z78/f3h7++PM2fOgCTKly+PESNGwM3NDXXq1IGRkREAIDU1FTdu3MDq1atx6dIlXLp0CVeuXMlyDDMzM1FL0ahRI8hkMkRHR2fYftOmTWrr1WkoHB0d4eXlBUtLS5ibm4vF1NQUzZs3x61btxAREQEDAwMAwIsXL+Dv748hQ4ZodH/UoTD30vTt+Y0bNwAA3333XY7HzA2hoaEAMtfKzJgxA1euXMG///4LS0tLpWMksWXLFjg7O6NYsWJi/fnz5zFt2jQEBASIdQYGBggJCUHlypXFutevX8PPzw+rVq3CjRs3YGRkhK5du6J///6oX7++ioYsNTUVe/bswYoVK3D06FGVuUZFRSn9/eeff6Jbt26oUKGCBncjf0hLS8Phw4exfv167N69G0lJSahcuTKmT5+OHj16oGzZshmeSxKhoaE4fvy4aC715MkTAEDhwoXRqFEj9OrVC40bN0adOnXEtS6Re6KiorB69Wr8888/iIqKQtGiRTFq1Cj079+/QJrpFWTySug4IgjCcpKDs2ooCMJWAEfyaFwJCQkJCTWkpaXhyZMnePDgAR4+fIjXr18jKSkJSUlJSExMxOXLl3Hs2DG15xoZGcHY2BiLFy/GnDlz8mQ+H5pFJSUlwdzcHEZGRrhz547a9lpaWlizZg06dOgAExMTyGQy+Pj4YNKkSXj16hUcHBzg7e2Nli1bKm1Y5XI5YmJi8Pz5c/j6+uL48eOoXLky5s6di6dPn+LMmTO4evVqrq9HYRLWpk0bjdorhI78Mr0IDQ1FsWLFYGFhofZ4SEgIpk6diu7du6N9+/Yqx4ODgxEeHg5vb2+QxMmTJzFt2jQcPXoUFhYW6NixI3bt2gVra2scP34cFSpUQGRkJPbu3Ys9e/bg+PHjSE1Nhb29PXx9fdGlSxe1AtvDhw+xatUqTJs2LdPrsbe3x4gRI9CyZUsUKVKw32OGhIRg/fr12LRpE54/fw5zc3P069cPnp6eqFu3boY+Pvfv30dgYCCOHTuGwMBAPH/+HABQqlQpODo6wsHBAY0bN0a1atUkf4w8JjU1FQEBAVi5ciUOHjwIknBxccH8+fPh7u4OPT29/J7iF0meCB0kdwqC0OW9QPEXSZVfdEEQnAGMe99eciKXkJCQyAWpqamIiorCw4cPRcHiwYMH4ueoqCjIZLIc9Z2QkCDa5KujatWqqFOnDmrVqgUzMzMYGBhkWkxNTfHq1StUqVIFixcvhp6eHgYOHKi2765du2Lz5s3i33K5HAcOHECnTp0QHx8PAOjZsycqVqyIAwcOYP369Xjx4gVevnwplo+v+/bt25g4cSJMTU1Ru3ZtTJs2DS4uLujUqRMiIyNzdI+Cg4MBZE/osLa2VtEgfC5CQ0Mz1HKkpqaiT58+sLS0xKJFi9S22bp1K4B04bF27doICQmBlZUV5syZg7p166Jdu3YoXrw45s2bhw0bNmDPnj0ICQkBAFSuXBkjRoyAh4cHatSoodRvSkoKzpw5g/3792Pu3LmZXsPQoUPRsWNHNGrUCLq6utm9BZ+Vp0+fYtOmTVi2bBkiIiKgq6sLNzc3eHp6wtXVVe2m9dmzZwgMDBTL/fv3AQDW1tZo1qwZnJ2d4ezsjHLlyn3uy/lmuH//PlatWoU1a9bg6dOnKFGiBMaPH4++fftK9z0PyCtNBwAMALADQLAgCDFITwiowPb9v8EAmuXhmBISEhJfJcnJyYiMjFQRJhT/Pn78GHK5XGwvCAJKlCiBsmXLomHDhrCxsUHJkiURGRmJ4OBgnDlzBgkJCWJ7fX19lC9fHq9evcKLFy/EenNzc1SvXh3Vq1fHd999JxYzM7McX8vr16/h5eUFAGqdkMuVK4cnT54gOTkZERERaNasGV6+fImwsDCkpaWptN+wYQOAdNOmYsWKoWjRoihXrhzq1auHokWLomjRonj8+DHmzZuHjh074u+//0bRokWhr6+vdH8/NtHJDocOHQIA1K1bV6P2169fz3b0obyCJMLCwtC9e3e1x+fPn4+QkBDs3LlTrSbk0aNHosZr1KhRqFatGnx9feHh4YGLFy/C0dERQHrggc6dO0NLSwuNGjXCnDlz0KZNGyUzKwAIDw/HwYMH4e/vn6G2TcGgQYPQu3dv2Nvb50vUr+yQkJCA3bt3Y/369Th8+DDkcjns7OywdOlSdOnSReXexsTEICgoSNRmKEzgChcuDCcnJ/z6669wdnaGnZ1dgb/2L5mUlBTs3r0bvr6+OHr0KLS0tODq6ooBAwbA1dUVOjp5uVX+tsn2nRQEwQZAYaQLEuYKrQXJWAAugiB0BDALQPkPTosAMIvkytxOWEJCQuJrIDExMUMtxYMHD/D06VOl9lpaWihVqhRsbGzg5OQEGxsb2NjYoGzZsrCxsUHp0qWhp6eHxMREBAQEYMaMGeLbeHVoa2vD2NgY9erVEwWM6tWrw8rKKlsbHIU504faBsXnEydOZLmpBCC+0QWA6OhoCIKA69evK811yZIlsLW1FYUMS0tLJSHiYzp16gRTU1OsXLkShQsXVjl+7949Fd+QnJCZHb4CmUyG0NBQDBo0KNfj5YRnz54hJiYGdnZ2Ksfu3r2LyZMno0OHDirRny5cuICFCxcq+dccPXoUNWrUwP79+1GxYkU8fvxYPPbTTz/B3d0drq6uShqdd+/eISgoCAcPHsT69esRFxeX6XxbtmyJ3r17o23btgXeN0Eul+PUqVNYv349tm/fjri4OJQpUwbe3t7o2bMnnj59CicnJwBAfHw8zpw5I5pLBQcHQy6Xw9DQEA4ODujVqxecnZ1Rq1YtjSNWSeSc27dvY9WqVVi3bh1evnwphmnu27cvSpUqld/T+yrRSOgQBOEi0oWMwkjXVvgAuA9A5WlCcgeAHYIgmAEwBxD9XiCRkJCQ+OZ4+PAhDh06hHv37ikJFR9qF4D0nBRlypRB2bJl0bJlSyWBomzZsihZsmSGJiUJCQnw9vbG/Pnz1R4vV64c7O3tlbQX5cqVU2sHLpfLER0drSJAZPT51atX2TLj8vb2xqVLl3DkSLpr36ZNm1C+fHnUq1cPM2fORLNmzUQHb0dHRyxZsiTbztdhYWHYuXMnvL291QocQPqGI6fY2toiIiICADTaHN6/fx+JiYkFzomcJLy8vKCvr4/FixcDSDe12rFjBxYuXIj//vtPye9ixIgRmDBhAi5evKikZVu5ciU8PDxEAYEkrl27hoMHD+LQoUMIDAzMco5VqlRB79694eHhgZIlS+b6mj81d+7cEcPcPnz4ECYmJujUqRM8PT3RpEkTaGlpISUlBYcPH8aJEycQGBiIc+fOITU1Fbq6uqhfvz4mTpyIZs2awd7ePlMBWiLvSEhIgL+/P3x9fXHy5Eno6OjA3d0dAwYMgIuLiyTsfWI01XSUB2AGoAXJrF9bQdR8SMKGhITENwVJ3Lx5E/7+/ti1a5eobdDX10eZMmVgY2ODtm3bKgkUNjY2KF68eLYeeLGxsZgwYQKWLl2qcqxOnToYNmwYateujcqVKyvZj799+xaRkZE4ePCgaL4VGRkplsePH2coRBQuXFg0X6pQoQIaNGgg/p2YmIjp06eLfhcKfHx84OnpieLFi6NLly7w8PDAkiVLAAAVK1ZEt27d4OvrCwAICAiAt7c3ihUrBj8/P3Tv3j1HZiUzZsyAoaEhRowYkWGb3AgdGQkyGaHQ2uSXeVVGQsc///yDoKAgrFy5EsbGxpgzZw4WLFggRkUC0teLgmXLlsHe3h6DBg3CsmXLYGFhgfPnz6NChQriBnvPnj3YtWuXkgZEgb6+PpKTk8W/zczM0K1bty/CfOrFixcICgoSS1hYGLS0tODi4oIZM2agbdu20NfXR0hICObNm4djx47h1KlTSEhIgCAIqF27NkaOHAlnZ2c0btxYShr3GUlJScGhQ4ewefNm7NmzB/Hx8ShfvjxmzpyJXr16wdraOr+n+M2QHfOqcZoKHBISEhLfEnK5HOfPn8euXbvg7++Pe/fuQRAENGjQALNnz0bbtm1RoUKFXEeYefDgAaZPn45Vq1RjcfTv3x/Tp09HUlKSKEAEBARg+fLlSkLFx8n1dHR0ULp0aZQpUwaOjo4oVaoUrKysRGHiQ3Omj51fU1JSsGXLFvTu3VvJVKlkyZI4efIkbG3T3fnCw8MRExODcuXKwd3dXTSv6devH0iKTuVnzpzBzz//jClTpuTYhyQiIgKbNm3Czz//rDYhnYI7d+5AS0tL6Y29pigEK3XmSupQRK7SJIngpyAsLAxFihSBlZWVWPf06VOMHj0aFStWxN69ezFgwACV8woVKiR+V5s2bUL79u1BEs7OzjAwMMD69etx/vx5jB8/Hnv37kVSUpJKH/Xr10dycjKio6Px8OFDaGlpoUWLFgXefEphHhgUFITjx4+LgpuJiQkcHBwwYMAAdOnSBbGxsQgMDISHhweCgoLE5Jl2dnbo27cvihUrhmHDhhX4CFtfGzKZDMePH8eWLVuwc+dOxMTEwMLCAh4eHujatauojZL4vGRH6NjxyWYhISEh8YWRkpKC48ePw9/fH7t378azZ8+gq6sLZ2dnjB49Gm3bts31GzS5XI4LFy5gyZIl2Lhxo9o2bm5uiImJweHDh7FmzRoVLYW5uTnKlCkDW1tbODk5oUyZMkrFysoq2yYF8fHxWLVqlYomYfDgwZg1axYKFSqkVH/58l2p76cAACAASURBVGUA6Vm8ExMT4e7ujj179sDFxQVt27YV2wUHB6NmzZrZmsvHzJ49G9ra2hg9enSm7SIiInIkcAD/15JkJ3KVra1tvr3dVkSuEgQBMpkMV69exQ8//AAgXWN29+5dsW2HDh3g4OAABwcHVKlSBTY2NnBwcEC3bt0gk8lQu3ZtMbJZ69atVcbS1dVFx44dUb58edy6dQsBAQFITExElSpVMHPmzAJrPvX69WslIUMhKBobG6Nx48bw9PSEk5MTzM3NcerUKQQGBmLOnDmi71XZsmXRvn17NGvWDE2bNkXx4sUBAEFBQZLA8ZkgiXPnzmHLli3Ytm0bnj9/DhMTE7Rv3x7dunVD8+bNC3zUs68djYUOkg8+rhMEoRaALkjPgqmOIySzNuaUkJCQ+AJ49+4dDhw4AH9/fwQEBODt27cwNjaGq6sr2rdvD1dX1xy/oVfk1QgNDcU///yDHTuyfs+jq6uL0NBQlClTRq1AUbp0aZiYmORoPuqIjo7G4sWLMXnyZKX6hQsXon///mICwY+5dOkSgPRoPevXrxcjIbVu3RrPnj0DAOzbty/XAsfjx4+xZs0a9OnTByVKlMi07YfO6zmlVatWGrW7fv16vvlzJCUl4cSJEwDSHbQVUbc+xNvbG7169UKlSpWUTJw2btyIV69eoWbNmvjtt98wa9YstWOYmJigXbt26NSpE0hi6dKl2Lx5MwwNDdGzZ0/07du3wJlPRUdH4+TJk6KQoRCkjIyM0KhRI3Tv3h1OTk6wsLDAmTNnEBQUhGXLlokhlosVKwZnZ2cxlK1CqyfxeSGJq1evYvPmzdi6dSsePnwIfX19uLm5oVu3bnB1dYWhoWF+T1PiPZoKHWrTxpK8IghCBNKdzGchPRxuBICBAC5LDuQSEhJfOi9fvsSePXvg7++Po0ePIjk5GUWLFkWnTp3Qrl07NG/eXCMTkdjYWNHE6WM/ijNnzmR5vpubGxwdHZWECmtr689iIvD48WPMnz9fxVHd19cXnp6eWTrBKoSMsWPHonLlyqKPg6WlJcqVK4dr166hWbPcR1OfO3cuZDIZxo0bl2m7lJQUPHr0KNfjaeKjkZycjDt37qhEhvpUxMbG4uzZszh16pSYuVrBxwLH06dP1WrjSOLChQvw8PAAABUhE0gPV+zu7o7OnTujSZMm2L59O7y9vREaGooSJUrgr7/+wsCBA2Fubp63F5hD3rx5g1OnTolCxtWrV0ESBgYGaNSoEaZNmwYnJycULVoUZ8+eRVBQEHx8fMQkkJaWlnBycsLYsWPh5OQkao4k8oc7d+5g8+bN2LJlC27dugUdHR20aNECU6dORdu2bdUmnpTIfzQVOmIyOvBesLgiCEJnpAsnAyXthoSExJfMgwcPRP+M06dPQy6Xo2zZshg8eDDat2+PRo0aKZkkpaWl4fHjx0qCxMflQ4dcTejXrx+GDBmCWrVq5dvm5u7du5g9e7aKD8mGDRvQtWtXjeLXK7IoA+mCU7169QAAHh4eWLlyJSpVqgQXF5dc2/a/fPkSPj4+6NGjR5ZJvKKiovIkXG5G2b0/5Pbt25DJZJ9M0/H27VscO3YMQUFBOHXqFK5evQq5XA4dHR3RhErBh1G3Ll26pCJwREVFwc/PD+vWrcvQ0b579+7o0qULWrRogdjYWCxbtgz9+vXDy5cvUatWLWzYsAGdO3fO94zNsbGxOHXqFI4fP46goCBcuXIFJKGvr4+GDRtiypQpcHJygpWVlShkrFy5UkXIGDNmjCRkFBAiIyOxdetWbN68GVeuXIEgCHB0dMSIESPw008/5VviTQnN0VToyPLXmWTMe63HpazaCoJgSjJ7T2AJCQmJTwRJ3LhxA/7+/vD39xczKVevXh2///472rdvj5o1a4qbjpcvX2LatGm4fPmyGPHpY/8AS0tLlClTBhUqVICzszMsLS1x9+5dhISEKOWg+JDevXujR48eaNq0ab6GbgwODsbMmTOxfft2pXpfX1/06dMnW8myXF1dxc+KfAV6enrYsGEDrl27hqioKEyaNCnXc16wYAGSkpLg7e2dZdu8MK3SFMV3nVdCB0ncvn0bAQEB2L9/P06dOoXU1FQYGhqiQYMGmDhxIhwcHKCtrY1p06aJ502ePBmNGzdG8+bNMXr0aFEgiY+Px7///ot169ZlmVMlOjoaRYoUwY0bNzB06FD4+fkhJSUFbdq0wa+//gpHR8d825i/ffsWp0+fFoUMRQ4MPT09NGjQAJMmTYKTkxOKFy+Oc+fOISgoCKtXr8aDBw8ApAuQTk5OGD16tChkSI7G+c/z58+xY8cObN68WdQI29vbY/78+ejcuXOB9A+SyASSWRYAF/Oj3bdWkG6m5oN0U7VZALYDGJuTvn744QcWNI4fP57fU5D4ysjNmkpLS+Pp06c5atQoli9fngAoCAIbNWrEuXPn8t69eyrnyGQyrly5kkWKFKGuri6dnJzYq1cvTpw4kStXruShQ4cYFhbGd+/ekSQfP35MHx8furm50cDAgEh/gaNU3N3duW3bNiYkJOT4WvICuVzO48ePs0WLFipznDhxIt++fZvtPnfs2KHUT82aNQmAq1atIklOnz6dAPjkyZNczf3Nmzc0NTVlp06dNGrv6+ur9rvIbtGE0aNHU09PjykpKTm+voSEBB44cIDDhg2jra2tOP53333HcePG8cSJE0xOTiZJ3rx5k+3btycAWlpaEgB1dXWZkJDAihUr0tbWlnFxcTx+/Dh79+5NfX19lesSBEH8bGpqSltbWz5//pwHDx4U14ehoSGHDBnC27dv5/i6ckNsbCz379/PsWPH0t7entra2uK1Ojg48I8//mBgYCBv3brFtWvXsnfv3rSxsRGvy8LCgh06dODixYt5/fp1ymSyTzJP6bmXfd68ecN//vmHLi4u1NLSEtf69OnT1f4uf2sUxDUF4BI12edq1Ai4q2E7TYWO15q0+5YKgOYAwgHYflQ/Fun+MZLQISHxEdldU0lJSdy/fz8HDBhAKysrcZPSqlUr+vj48OnTpxmee/36dTZq1IgA2KRJE968eVNtu9DQUE6ZMoU//PBDhpvV7777jkuXLuWrV6+yNf9PgUwm465du1i/fn2Vefbu3ZuPHj3KUb+vXr1S6mv79u0cNWoUdXV1GR0dTZJs0KAB69atm+trmDp1KgHwypUrGrUfP368uEnNaWnWrJlGYzVr1ow5+T1++PAhly1bRjc3NxoaGoobfTc3Ny5fvpwPHz5Uan///n16enpSS0uLpqam/PPPP/n27Vs2b96cdevW5fjx4wmADRs2ZJEiRVSux8TEhD169ODu3bu5YMECsd7IyIhjxoxh1apVCYDFixfnX3/99dnX7qtXr+jv78+RI0fyhx9+EDejurq6bNSoEX///XcePXqUt27d4rp169inTx+WK1dORchYtGgRr1279smEjI+Rnnua8e7dO27evJnu7u7U09MjANra2nLChAm8fv16fk+vQFEQ11ReCx3RAMoCMM2iXaZCBwBTALUAyDQZ91sp7zUcBFA7g+NHAGzPTp+S0CHxLaDJmnr37h23bt3Krl27slChQuIGq3Pnzty8eTNjY2OzPH/s2LHU0dGhhYUF16xZQ7lcrrbtf//9Rx0dHQqCQHt7ezZo0IClSpUiAOro6LBz5848ceJEhud/TlJSUrh+/XpWq1ZN7YZa0w28OlJTU5X6K126NGUyGUuVKsU2bdqQJF+8eEFBEDhlypRcXUdcXBwtLCzYunVrjc/p1q2bqAXIaVmyZEmW48jlcpqbm7N///4atT137hzHjh3L7777ThzH1taWw4cP54EDB5iYmKhy3osXLzhs2DDq6urSwMCAo0ePVhIILCwsMrwGIyMjenp6cvfu3WLfcrmcFSpUUGn7/fffc/369aJG5VPz5MkTbtmyhUOGDFG6H/r6+nR0dOQff/zBo0ePMiwsjOvXr1cRMszNzdm+fXsuXLjwswoZHyM99zImKSmJu3fvZteuXWlkZEQALFGiBEeOHMkLFy4UiN/JgkhBXFOfQuiQ5WXRZNxvpSDdjCo8k+PN3/+Q2mrapyR0SHwLZLWmUlNTRY1D0aJF2b9/fwYEBKjdvKlj7969LFu2LAGwb9++mb7djYuLY/ny5WloaMjhw4eL55UoUYJTpkzJtQlRXhEfH8/FixeL8/uw2NnZMSAgIFcP+9evXyv1WahQIQ4YMIAnTpwgAG7cuJEkuXbtWgLg5cuXc3U98+bNIwCePXtW43Pq169PXV3dXAkdmph5PHz4kAC4dOnSDNu8efOGixcvZvXq1UXh1NnZmfPmzWNYWFiG34VMJqOPjw+LFClCbW1tenl5KWmlnj17plZ7ZWZmxnHjxvH06dNMS0tT6lMul3P27NlK7du0acPAwMBPvgF88OAB169fz379+rFixYri+MbGxmzevDkHDhzIyZMn8++//+bIkSPp5uaWoZBx9erVfBMyPkZ67imTmprKI0eOsG/fvixcuLCohRo4cCCDgoJU1qSEKgVxTX0KoUOeh0USOv5/bwu//9H0yaJdlm0+LJLQIfEtkNWaWrhwIYF0H4LsPMyioqJEu/iqVavy5MmTmbaXy+UqGgMnJydu3749V7b8eUlSUhLnz5/PokWLisKQQvNTrFgxrlixgqmpqbka4+bNm0oahFu3bhEAV6xYwcGDB9PQ0JBxcXEkyY4dO7JEiRK52swmJibS2tqazs7O2TrP2to6VwIHAI02tbt27VIrECm0Gr179xZNp+rUqcOVK1dmqXkjyZCQEDZo0IAA6OjoyNDQUJLk27dvRVOzj0uDBg0yFJTevXvHlStXslatWkrn3Lp1S4O7mX3kcjlv377NlStXsmfPnixTpozKfLW0tFiyZElWrlxZxR/K0NCQNWrUYKdOnbhgwQKGhIQUGCHjY6TnXrqAfPr0aQ4bNozFihUTX0Z4enpy//79BeY38kuhIK6pTyF02GjSVoO+CktCh9L96Pj+hzRTh3EAb5CJNuTjIgkdEt8Cma2pJ0+e0NTUlC1bttR4Y5uamsr58+fTxMSEhoaGnDFjRqbmJAkJCVy9erXShmjIkCG8ceNGdi/lkyGTyejn5yc60To4OLBp06bU19engYEBJ0yYoNFGNyv27NkjCjEAeOnSJW7bto0AeO7cOVpaWrJz584kyeTkZFEDkhuWLVtGADx27JjG5yQkJORa4ACg0Vh//PEHtbS0xMACMTExXLp0KWvUqEEg3czPy8tLY23P27dv+euvv1JbW5tFixbl+vXref/+fS5evDhTH5Vq1aqp/T8QGhrK4cOH08zMLEfXpykymYzXrl3j4sWL2bRpU43ur56eHu3s7Oju7s7Ro0fTx8eHgYGBjIqKKrAChjq+1eeeXC5ncHAwx44dKwqVBgYG7NixI3fs2JHvgTO+ZArimspzoUOTdpoWAPfysr8vuSA9ShUBdMyi3eX37Qpr0q8kdEh8C2S2pjw8PKinp8c7d+5o1Nf58+fF6Equrq6MiIjIsG14eDhHjx5Nc3NzpY3S69evs3sJn5TDhw+Lb6+///57Tp48mXZ2dgTArl27MjIyMtdjyOVy/vXXX0oRj7y9vUmS48aNo66uLnfv3k0A9Pf3J0kePXqUALh79+4cj5uYmMhSpUqxYcOG2dKWhIaGfjaho02bNrSzs+N///3Hvn37inbrtWvXpo+Pj8YRweRyOf/991/RP6hmzZocPHgwK1eurDKvZs2aiaZ8iroPnc6Tk5O5detWOjo6ipv77t27s2fPnmL73ArNL1++5LJly1i7du0s72P58uXp6urKX375hUuWLOGhQ4d4//79r8bM5lt77t26dYuTJk0S16aOjg5dXV25YcOGPHm5IVEw11ReCx0/adJO05LX/X3JBekhcgmgeRbtjrxvp5FfhyR0SHwLZLSmFP4Dv//+e5Z9vHnzhoMHD6YgCCxRogR37NihdhMrk8kYEBBAV1dXCoJAbW1tdujQgVpaWjQyMtJYuPkcBAcH08XFhQBoY2PDFStWcMiQIRQEgaVLl2ZAQECejJOQkMCuXbsSAFu3bs2iRYvSzs5O9Jlp3rw5a9WqxV69etHMzIxJSUkkyREjRlBfX1/UAOSERYsWEQCPHj2arfP279+fa4GjcuXKWY4TGxurdI6xsTH79+/PixcvZmu+ERERomYkM63A6tWrlXyV9u3bpyQgPXz4kBMmTBCjtpUrV44zZ87kixcvRDMwID26lSbIZDLevXuX27dv588//6yRyVqrVq34999/MyAggHfu3PkmzGq+hefegwcPOGvWLH7//fcE0kMuOzk50cfHhy9fvszv6X11FMQ1ladCh1Q+qdCxPZtCh9oIVx8XSeiQ+BZQt6ZSUlJYrVo12tjYMD4+PsNz5XI5N23aRCsrK2ppaXHEiBEZvnk+cuSImB/B2tqaf/zxBx89esRZs2YR+H/eifwmIiKC3bt3J5DuWDt//nz6+/uzTJkyFASBw4cPz1G+DXUkJCSwWbNmFASBM2bM4KBBgygIAs+dO0cy/f4WKVKEPXv2pKmpKXv37i3Wly9fnq1atcrV2NbW1nR0dMy2T8iUKVNyLXRkFnHr6dOnHDNmjFL7ZcuWZestb0xMDP39/bOcR8uWLXn48GGVe5CcnCw6YxcqVIju7u7U0tKiIAh0c3Pj/v37RROl06dPK/lMbN68WWU+CQkJvHDhAn18fOju7q7RPeratSuPHDmicdCGr5Wv9bn37NkzLl68mA0bNhS/c3t7e/799998/Phxfk/vq6YgrilNhQ7N08pKfCoKv/83WsP25hkdEATBC4AXAFhZWSEoKCh3M8tj3r17V+DmJPFlo25Nbdu2DTdv3sS0adNw4cIFtec9evQICxcuxKVLl1ClShVMnToVFStWxOXLl1XaxsbGonfv3ihUqJCY7VlXVxf79u3DhAkT0KRJE9ja2ubr2o6NjYWfnx92794NQRDQvXt3uLq6Yu3atTh69CjKli2LRYsW4bvvvlN7jdklJSUFEyZMwOXLlzF27Fjo6+tjxYoV6NSpE5KSkhAUFISnT5/izZs3uHPnDt6+fQs7OzsEBQUhMjIS4eHhcHNzy/E92759O549e4Zx48bhxIkT2To3L7KflyxZUmXuL1++xObNmxEQEIC0tDSYmZkhNjYWc+fOhZ2dHYKDgzPsLy0tDWFhYbh06RIuX76MmzdvKh0vXbo0EhMT8erVK+jq6sLFxQUdO3ZEuXLlAEDlHvj4+ODu3bsAgLi4OJw6dQrdunWDm5sbrK2tAQAnT55EVFQUhg4dCktLS5ibmyMyMhJaWlqYPXs2wsPDcfLkSdy6dSvTe1G6dGk0a9YM1atXR8WKFVGoUCGl4+fPn8/0/K+dr+m5l5aWhuPHj+PQoUO4cuUK5HI5bG1t0a9fPzg7O6NEiRIAgDt37uDOnTv5PNuvly96TWkimUjlk2o6FL4amWow8H9NR6a+H4oiaTokvgU+XlOPHz+miYkJW7durfYNeFJSEqdMmUJ9fX2amppy6dKlWdqOe3h4UEdHh1evXhXr3r17x8qVK7NkyZL56scRHx/Pv/76i6amptTS0mK/fv0YFRVFPz8/WlpaUldXl5MmTRLNmvKCpKQktmrVigD4zz//MD4+nra2tqxQoYKSZmnnzp0EwBo1atDU1FQ0pZk7dy4B8MGDBzka/927dyxWrJjGyfk+BrnUcgBQWlvh4eH08vKirq4udXR02KdPH96+fVuMnPb8+XOVOcjlcoaFhXHRokVs06aN6ICvSHinKIr7CqRHG5s+fXqG5ipyuZxnzpxh8+bNlfro3Lmz2mAI7969E5OwNWnSRKPrdnR05MKFC3nmzBkxCplE5nwNz72EhAQuWbJEDEahSNpXkAJmfEsUxDUFybzqyyg5EDoyNcNSFEnokPgW+HhNdevWjfr6+mpDgx47doyVKlUSTT80yZsREBBAAJw4caJS/cCBAykIQraiJuUlqampXLVqFUuWLEkgPZfCjRs3+ODBA1EgqFevXp5n8k1OTmabNm0IgD4+PiTJOXPmEAADAwOV2v75558EQFNTUzFqFUk6OTmxevXqOZ6DwqTtzJkz2T43Li4uT4QOkgwLC2PPnj2pra1NPT09Dh48mPfv3xfH+vnnn2liYkK5XE6ZTMaIiAhu3LiRvXv3Fh3CgXRH6oEDB9LPz080jfuwNGjQgJs3b87Q/+Ht27dcvny5it/Hjz/+KAp3cXFxPHv2LJctW8ZevXpRR0cny2vs0qULfX19eenSpTwVWr81vuTnXkxMDP/66y8xzG39+vW5e/fuLyp62NdIQVxTktDxhRRNhQlIPh0SEip8uKaOHTtGAJw8ebJSm2fPntHDw0Pc4B06dEijvmNjY1mqVClWrVpVadOlcLodM2ZMnlxDdpDL5dyzZw+rVq0qbgJOnjzJtLQ0LliwgCYmJjQ2NubChQvzPPpPSkoK27VrR7z3USDTN/GWlpZs0aKFSvsuXbqIG9h169aRTHfa19bWFqNbZZe3b9/SwsKCLVu2zNH5a9asyROho3PnzhQEgYaGhhw5cqRowy6Xy/nkyRMePnxYyc7d2NhY/LtIkSLs2LEjfXx8xAhpV69eVRmjR48evHDhQobXcv36dQ4ZMkTUknz//fccMGAAAShl8M6qmJqaip+vX7+e61wtEsp8ic+9Z8+ecdy4ceLa+PHHHxkUFCRlCC8gFMQ1JQkdX0iB5o7kCo2IFL1KQuI9ijWVnJxMOzs72traivHfZTIZV6xYwcKFC1NXV5cTJ07MVmz4QYMGUUtLi+fPnxfrnjx5QgsLC9aqVeuzv/29fPkyHRwcCICVKlXizp07KZfLeenSJTE0acuWLZXetucVqamp7NixIwFw0aJFYv3MmTMJQHQe/xDFxlcQBL548YIkuXXr1hxrKUhy2rRpBMD//vsvR+cr7l9uS6FChThw4EDu3LmTy5Yt45AhQ9ikSROVEMoA6OzszJ9//pm+vr68ePGikjAYFxcnZiJXlD/++CNDLVxSUhI3btzIxo0bi+1tbW3Zvn17MXJQZqVKlSrs3LkzgfQs0ElJSbx06ZKSICmRt3xJz72IiAgOHjyY+vr6FASBnTp10jiHjMTnoyCuKUno+EIK/p+nwyuLduHv20l5OiQk3qNYU7NnzyYA7tu3j2R6xub69esTAJs2bcqwsLBs9wuAv/76q1gnk8no4uJCQ0PDbPeXWyIjI2lqakorKysuX76cKSkpjI2N5c8//0wtLS1aW1tz69atn+RNZGpqqhgWd/78+WK9QuugLgpVSkoKdXV1RfMgBUOHDqWJiUmO3qbHxMSwcOHCbNOmTc4uhMwTgQOASoZsU1NTNmzYkF5eXly0aJGYh2T06NEqc0hISODOnTtVokDNmTMnQ0H2/v37/O2337I9T0EQuGvXLkZGRlIulzM5OZn29vY0MzMThdOhQ4fSwMCAb968yfF9lciYL+G5d/36dfbo0YPa2trU1dVl//79C1QIcAllCuKakoSOL6RA84zkBPBG034loUPiW+D48eOMioqisbEx3d3dGRcXx1GjRokZmzds2JDtjXh8fDzLly9PW1tbJcfo+fPnEwBXrFiR15eRKXK5nC4uLjQ2Nua9e/col8u5c+dOlixZkoIgcMiQIZ9swyiTyUTTtNmzZysdmz59eoZah7CwMHHjO23aNLG+du3adHZ2ztFcJk2aRAAMDg7O0flk3gkdvXr14pw5c3jgwAFxQ/8hUVFRBMDly5eTTNfE7d27lz169KCJiYlSXy4uLmpt5OPj45US9mVWWrRoIX6OiYlhUFAQAajkYxk9ejQBcMeOHSTTEywWKVKE3bp1y/E9lcicgvzcO3PmDN3c3Aik55H59ddf+ejRo/yelkQWFMQ1JQkdX0hBeshcAvDJTZuPiyR0SHwLHD9+nJ06daKBgQEXLFjA0qVLEwC9vLxyHFVq1KhRBJQdo0NCQqinp0d3d/fPbte8fPly0fzlwYMHoiN3jRo1lEy/PgWrV68mAE6dOlWpPjY2lkWKFKGbm5va83bs2CFugkNCQkimR0vS1tbmhAkTsj2P169f09TUlB06dMj+RbwnMTExTwQOhQN9Zig2/aNHj2bfvn1ZuHBhAun+HAozKH19fXHzn5CQwN27d4tBADIrbm5u3Lp1K+/duycKK97e3gQgrgeFc7/CrI38f1LEwYMHi3UKc7fDhw/n+L5KZE5Be+7J5XIeOHBAjFhmYWHBKVOm8NWrV/k9NQkNKWhripSEji+qIN2vI0MtBtJzbxAaOpFTEjokvhEUmytFqV69eo79BUjyv//+o5aWFr28vMS6hIQEVq1aldbW1kqbuM9BeHg4jY2N2bRpU86ZM4dGRkY0MjLinDlzPnk255iYGFpZWbFBgwYqgpYiMtWlS5fUnqtIwGdubi6eqzBZy0k29AkTJhAAr127lv0LeY/CubtOnTq5EjoyCxOalpbGoKAg6uvri+0LFSpET09PBgQEKDmyK5JNZlU2b96caWLBe/fuUU9Pj56enmJd586daWNjI/796NEjWlpaskaNGkrJ+n788UeWLl06z4MOSPyfgvLcS0tL49atW1mrVi0CYKlSpfj333/z3bt3+T01iWxSUNbUh0hCxxdUANi+f8CozcGBdCdyjbUclIQOiW+Ad+/eiRszbW3tXG/Ek5OTWa1aNZYsWZIxMTFi/bBhwwiABw8ezItpa4xMJhPfRioclN3c3HKc3yK7jBo1ioIg8OLFi0r1b968YeHChenu7p7huYooVwMHDhTr/vrrLwLItgbq5cuXNDExUQq7m13i4uJobW2dJ5oOdcEIrly5wpEjR7J48eJKbcePH8/ly5crRfLKqgwaNIi3bt3S+Nratm1LExMTJedzGxsbdurUiWT6ZtPJyYlGRkZKvkhRiotN5AAAIABJREFUUVEUBEElHLRE3pLfz72kpCT6+vqK+V4qV67M1atXq83dIvFlkN9rSh0FWugAsDU/xi3IBem+HeH4KDoV0h3NL0NDB3JFkYQOia+ZM2fOiJs0PT29PNmIK3wGFM7o5P/zdIwYMSLX/WeXyZMni9dYsmRJMVrV5+DWrVvU0dFhv379MpxXZr4Vinnv3btXrHNzc2PlypWzPZexY8dSEASGhoZqfI5MJmNwcDBnzJhBJycn0ak9L4qCp0+fcu7cuSr5MT7UcmhSLC0tOXDgQB47dizbGoeDBw8SAGfOnCnWvXjxgkC6Yzr5/+9r7dq1SucqfHLCw8OzNaZE9siv597bt285d+5clihRggD4ww8/cMeOHZJW6yugIO6lCrrQ8To/xi3o5b3Gw+d9mYV0s6tMHcwzKpLQIfE18vr1a3p5eYkbNi0trTzp99q1a9TR0WGPHj3EumfPnrFYsWIqJimfGrlcLpovAeDPP/+cqXnNpxi/ZcuWNDU1VcmmHR0dTVNTU7Zv3z7D81NSUsS5Kxzx5XI5LSws2KdPn2zN5c2bNzQyMlL6XjLi5cuX9PPzY8+ePWllZSXOoWbNmmKY2LwoirC9OSmGhoYEwMKFC7Nv3748dOhQjrVzCQkJLF++PCtVqqQU9UrhuxEUFMRz585RS0uLPXv2VDpXLpezQoUKdHR0zNHYEprzuZ97L1++5MSJE1mkSBEC6SGbDx8+LOXY+IooiHspTYUOHWiAIAhbke7MnBeY52FfXxUkIwAMzO95SEgUNEjCz88Po0aNQnR0tFi/adOmXPedlpaGvn37okiRIliwYIE4Xp8+ffD27VsEBgbCwMAg1+NoQkxMDLp06YLDhw8DAPbu3Qs3N7fPMraCgIAAHDx4EPPmzUOxYsWUjv399994+/YtJk+enOH59+7dEz8bGRkBAO7evYvXr1+jQYMG2ZrLzp07kZCQgF9++UXt8cTEROzZswd+fn44ePAg0tLSYGlpCRcXFzg5OSE+Ph4BAQHYtm1btsbNjN9//z3T4/Xr18f58+dV6gsVKoR27dqhS5cucHFxgZ6eXq7mMWPGDISHhyMwMBD6+vpi/YULFyAIAuzs7ODg4IBSpUphyZIlSueePn0a9+7dw8SJE3M1B4mCQ1RUFObNm4eVK1ciISEB7dq1w2+//YZ69erl99QkJP6PJpIJgGgA8vf/3stliQYg02RcqeS8SJoOia+FW7dusWnTpgTSM3DPmjWLAPjXX3/lyZpSOKNv2bJFrFu8eDEBcPHixbnuPzt8mIthw4YNn3VsMt3+u0KFCqxSpYqKzffr169ZqFAhduzYMdM+FJqA/v37i3Vr164lkJ7xOjs4OTmxUqVKSm9p09LSeOzYMfbp00fMxl2yZEmOHTuWFy5cYHBwMIcNGya+6bWxseG4cePyTNNRrVo1tmzZkuXKlSOQngvDwcGBf//9Nzdu3Mju3bsrta9Tpw537dqVp9qysLAw6urqqmgwSLJ169asWrUqR4wYQQA8duyYShvFvZOciD89n/q5FxYWxj59+lBXV5c6Ojr09PTkzZs3P+mYEvlLQdxLIS/NqwBcAtBBk7Ya9icJHZLQISGRKQkJCZw4cSL19PRYuHBhrlixggkJCaxQoYJoUpLbNXXnzh0aGBiwbdu24sb2xo0b1NfXp6ur62c1SYiOjhY3qh07dswXcwiFQKfOaX78+PEUBCFLwUEhCHzoDD1w4ECampqqzUeREZGRkRQEgVOmTCFJXr16lWPGjGHJkiUJpCfk69u3LwMDA/n69WsuW7aMP/zwg+hX0bVrVx45coQymYzHjh0jADFyT26LlpYWnZ2duXDhQm7fvp2//PKLaDv/YXn48KHG16spcrmcTk5OLFy4sIr5m1wuZ7FixViuXDkKgsChQ4eqnB8XF0djY2O1/joSec+neu5dvHiRHTp0oCAINDQ05PDhwz9bkAmJ/KUg7qXyWujYBsBGk7Ya9qfR5KQiCR0S3yaHDh1i+fLlCYA9evTgs2fPSJJTp04l8P+8ArlZU4roUGZmZnz8+DHJ9FwONWrUYNGiRcUxPxcTJ04UN6ufOzQvST558oQmJiZqM35nJ4KU4ho+pHr16mzRokW25qMQgLy8vFi9enUCoI6ODtu0acOtW7fy3bt3DAwMpIeHh5ghvGbNmly0aJEYIev58+f09/fPMy0HAA4fPpze3t5s3bq1KGDp6+uzTZs2LFq0qNjuU2WtX79+PQH1+UIePHggjl++fHm1mgxF7pXchJaW0Jy8fO7J5XIeO3aMzZs3JwCamZlxwoQJKsKnxNdNQdxL5anQkRcFgA0A08813rdeJKFD4kvkyZMn7Nq1KwGwYsWKPHr0qHjs/v37NDAwEEOBkrlbU8uWLSMA/vPPP2LdyJEjCShHsPocxMXFiZtFf3//zzq2Ak9PT+rp6fHu3bsqx8aNG0dBELI023jz5o2K0BEbG0tBEDh58mSN5hEbGytujBWlQYMGXLp0KV++fMnQ0FB6e3uLiSDNzMw4ePBgXrx4kTdv3qSvry979eolhgj9sCgE2ZyWD6NgVaxYkYMGDeL27dv55MkTuru7i8eMjY0/iabq9evXLFq0KOvXr69Wa7R9+3ZxDqdPn1bbh4ODAytXriw5Fn8m8uK5J5PJ+O+//9Le3p4AaG1tzVmzZn3WABMSBYeCuJcqUEIHgHIABgAYA2BGXmpNpCIJHRJfPmlpaVy6dClNTU2pr6/PKVOmqNjAt23blsbGxoyKihLrcrqmHj58SBMTEzZv3lzcfB06dIgA1JqkfGo+FLTyg3PnzhEAf/vtN5VjL168oLGxMbt165ZlP35+fgTAJk2aiHVHjhwhAB46dCjD85KTk7lnzx527txZ1FoAYLFixXj37l2+ePGCixYtEhP7aWtrs2nTphwyZAgnTpzI1q1bi7lMgPQwtO7u7pw1axZPnz4t1vv4+ORK6PDw8OCaNWsYGRkpzv3p06esU6cOtbS0uGTJEjo6OrJBgwbZ/AY0Y8CAAdTW1ubVq1fVHldkOx8+fLja42FhYQTAGTNmfJL5SaiSm+deSkoK165dSzs7OwLpCSVXrFjxWaPpSRQ8CuJeqkAJHSqDSnk6JKFDQuI9wcHBrFu3LgGwefPmvHPnjkqbffv2EQBnzZqlVJ+TNSWXy9mqVSsaGRkxIiKCZPrG2tramlWrVlWb/O1T8qF2IDo6+rOOTaa/Ra1bty5LlCjBuLg4leNjxoyhlpaWRuZCCp+KD3NCTJkyhYIgKCVcJNO/h3PnznHIkCG0sLAQhYVhw4bR0dGRALhs2TK2adOGOjo64j3S0tKijY2NktahSpUq7NevH1evXs3bt2+rvMVXtFMkLcxp+ZjQ0FDa2NjQyMiIe/bsoVwup7m5OQcMGKDp7dcYRW6a0aNHqz3+4TrKaFP6yy+/UFdXVzLH+Yzk5DcqPj6eixYtYpkyZQiANWrU4ObNm5mampr3E5T44iiIeylNhQ6NQubmBEEQTNVUmwNojvR8FBISEt8wcXFx+OOPP7Bo0SIULVoUmzZtQocOHRAbG4t79+4hNjYWsbGxeP78Obp37w4AePfuHUaPHi0ee/DgAbS1tREbG4u4uDjY2tqiYcOGaNiwIRo0aABLS0uVcf38/HDgwAEsXLgQ5cqVA0n0798f0dHROHjwIAwNDT/rfShdujQAYOzYsShSpMhnHRsA1q1bh4sXL2LDhg0wMTFROhYbG4tly5ahW7duqFKlSqb9yGQyXL58GQBQo0YNsf7cuXOoVq0azMzMQBLBwcHYunUrtm3bhocPH8LAwADt2rWDh4cHXFxccP78eTHE65AhQ1TG0dXVRalSpdClSxc0atQow+9ZQXx8vPh5165dWd8QDTlx4gTatWsHfX19nDhxAnXq1MHTp08RHR2N7777Ls/GAYDU1FQMGjQIpUuXxqRJk9S2UYQVtre3VxviOSEhAevWrcNPP/2kEgpZomDw5s0bLF26FAsXLsSrV6/QuHFjLF++HK1atYIgCPk9PQmJ3KOJZKJJAWAK4BAAmQYlzyJhSUXSdEh8edy7d0+MQgSAJiYmGmdyNjIyorW1NStXrswqVarQxcWFHTt2pKenJ+3t7ZXeileqVIm9e/emr68vb9y4wSdPntDc3JwNGzYUbeJXrFhBAJw/f/5nvw9BQUHiXPPDxj4mJoZWVlZs0KCB2vGXLl1KALxw4UKWfZ09e1a8FkVSQJlMxsKFC9Pe3p7e3t6iT4WOjg5dXV25du1axsbG8tq1a6J24+NiYWHBdu3acc6cOTx79qxSIryMSE5O5s2bN7lhw4ZcaTY+Lgp2795NfX192tnZ8f79+2L94cOHCYCBgYEa3H3NmT17NgFw165dao/v3r1bnOPHmccVKPxkTpw4kadzk8gcTZ57T5484ZgxY8TABK1bt+apU6c+/eQkvkgK4l4K+aDpCEa6JuPY+8+13/+roDzSfTv6kwzJw3ElJCS+MNLS0mBnZ4caNWrAzMxMLKampkp/v379Gn379oW9vT32798PU1NT6Orqiv0EBQXByclJqe/ExERcunQJZ8+exblz5xAQEIC1a9cqtSlbtiwCAwNhZmaGkSNHwsXFJcMEdJ+K+Ph4ce6bN2/OlzeZU6dOxYsXL7Bv3z6V8UlixYoVqF27NurUqZNlX/v27QMAWFhYwMjICDdu3MDkyZMRExODCxcu4PLly2jWrBnGjx+P+vXrIyQkBKNGjULv3r3V9rd06VK4uLigQoUKGd6bN2/e4NatWwgLC8OtW7fEcvfu3ezdCA3o2bMnAGDjxo3o1asXfvjhBxw4cADm5uZim+vXrwNAnmo6Hj58iMmTJ8Pd3R1t27ZVOf769Wt4eXmJf9etW1dtP8uXL0fVqlXh4OCQZ3OTyB3h4eGYPXs21q5di7S0NHTp0gW//fabkqZQQuKrQhPJJKuCdAfxFR/V/QQ10aqQ7kguRbGSNB0SEpkil8vZunVrmpiY8NGjR2rbaLKm5HI57969y7Zt24pvgwVBUHqD3bZtW27YsIHh4eGfTeMwZMiQfNVyJCYmUk9Pj7169VJ7XKG58PX11ai/GjVqiNdTtWpVpfs7cuRI7tmzh6NGjaK2trZaLcLy5cv5+PFjmpmZKc1JJpMxIiKC+/fv5/z58+nl5cUmTZqwWLFiSufr6emxUqVKGWopPvz+c1KOHDnCZcuWURAEOjk58e3btyr3oE+fPrSyssrJ15Eh7u7uNDIyyjDnR9euXamrq0sHBweamJgwLS1Npc2lS5cIgIsWLcrTuUlkjbrfqJCQEHbt2pVaWlrU09PjwIEDee/evc8/OYkvkoK4l8LndCSHGsdwAM0AfJ9B+9F5Ma5UJKFD4utFYTIyb968DNtouqaio6NpbW3N77//nikpKYyJiREj/QAQzRoA0MrKiu3bt+fs2bN5+vTpTxIpJjAwUBxv27Zted6/Jly8eJEAuGPHDrXHPT09WahQIbXO5R9y584dDhw4UGmD7ujoyEWLFon31crKSmUTX7x4ce7du1c0c4uPj+fvv/9OAGzYsCG7dOnCmjVrKkWzAkBzc3M2atSI/fr145w5c7h3717evHmTCxYsUBmjVatW4udnz57lSugYNmwYAdDNzS3DYAN16tRhs2bNcvfFfIAix8icOXPUHt+2bRsBcOrUqbS3t6ejo6Padv369aORkZGKM7/Ep0fxG5WWlsZ9+/bR1dVV/M0ZO3Ysnzx5kr8TlPjiKIh7qc8tdMxUU1cOwIwM2o/Ji3GlIgkdEl8n8fHxLFu2LKtVq8aUlJQM22m6pnr37k1tbW0GBweTJI8dO0ZBEDhw4ECS6RuCq1evcvny5fT09FTK8aCrq8v69evz119/5Y4dO3K9SYiNjRWj0pQpU0btm+nPwcqVKwlA7RvW169fU19fn4MHD1Z7bnh4OGfMmKE2w3fz5s05YMAApUR5imJsbMxBgwbRz8+PK1as4IgRI9iyZUva2NioaJ9sbW3p6urKX3/9lb6+vjx16hRfvnypNI/ExEQxt8qHZdKkSaJmQFGnCImcm9K1a9cM16NMJqOhoSFHjBiRy28mnbi4OJYqVYrVq1dXO+azZ89oYWHBunXrMj4+nnp6ehwzZoxKuzdv3tDIyIj9+/fPk3lJZI8tW7bwjz/+YKlSpQikh4GeNm1avkSqk/g6KIh7qc8tdKjVXAA4lEG9WmFEKpLQISFBUnzjHRQUlGk7TdbUwYMHCYDjx48nSb569YolS5Zk5cqV1WZsVvD8+XPu2rWLY8eOZePGjZUc3W1sbNi9e3cuWbKEwcHB2QplOWDAALGfdevWaXxeXjN06FAWKlRIbZK5+fPnEwBDQkLEugcPHnDOnDliWFwAtLOz46hRozTetJuYmCj9bWRkxFq1arFbt24cMWIEAdDFxSXLsMVv3rxhw4YNVfrat2+fkhD3YdLFMWPG5Erg8PLyylRAvHv3LgFw1apVOfg2VFHcV3WZw+VyOdu1a0d9fX2GhoaKWit1WrNFixYRAC9fvpwn85LImpSUFP77779s1aoVBUGgIAj88ccfuWPHDiYnJ+f39CS+cAriXkpToSOvHMlFLz9BEGwAgOQDAFcEQfiL5PiP2tfOo3ElJCS+Mu7evYvZs2ejR48ecHR0zFVfcXFx8PLyQpUqVTBx4kSQxMCBA/HixQvs2bMHxsbGGZ5brFgxtG3bVnTeTUlJwZUrV3D27FmcPXsWQUFB2LRpEwDA2NgY9vb2aNiwIWrVqgVdXV3IZDLI5XLI5XLxc0BAgHiOYn7Lly9Xaffh55zWpaWlITU1NcN/g4KCAKSHWP3wWEpKCh48eAAA+P777zO9v2FhYQgLC8vye7C2tkaVKlVQpUoV2NnZiZ9LlSoFLS0tAICvry8AYObMmRmGLQ4ODkadOnUUL68AAM2aNcP69etRokQJlfZXrlwBkB7C98iRI1nOMzNWrFiRqbP/jRs3AOSNE/nVq1exYMECDBgwAA0bNlQ57ufnh127dmHOnDmws7PD8uXLAag6kZPE8uXLYW9vj9q1pcfupyYiIgKrVq3CmjVr8OzZM5QsWRIeHh74888/YWNjk9/Tk5DId/JK6PAVBGE5AB+kR6yKBmAJwBfAPUEQbN9/jgbgDSAmj8aVkJD4iiCJ4cOHw8DAAHPnzs11fxs3bkRkZCROnToFAwMDrF69Gjt37sSsWbOyvQnT09NDvXr1UK9ePYwcORIkERkZiXPnzomCyMyZMyGTyTTuc9iwYdmagyAI0NbWhpaWlvjvh58/rNPV1YWOjo7Kvzo6OtDW1hb7tLKyUmqzffv2bM1JHW5ubggLC0N4eDiioqJQqlSpLM/x8/ODnZ0datWqpVQfGRmJDRs24Pfff1eq//333zFlyhRRaFHH7t27AQA//fRThvktNKFQoUJZRhdTCB3VqlXL8TgAIJfLMWjQIJibm2PmzJkqxx89eoThw4ejUaNGGDly5P/YO+/4mu7/jz9Plghi5hsEGTQiWisx41szdgWJVaW1qmhR1PhVlWqpmq2qL7FrFEmMFkGNlgpCokmQCIktYoQkJJHkfn5/3NzTRNa9canxeT4e55Fzz2ee47j3vM7nPQAIDg7GxsYGe3v7HHX//PNPzp07x8qVK59qTpL8SUtLY9u2bfj6+rJ//35MTEzo3LkzQ4cOpWPHjhw5ckQKDokkC6OIDiHEA0VRJgGzgRiyQuUKIWIURfkI+B/QM1uT6sYYVyKRvFps27aNPXv2sHDhQipWrPjU/cXFxQHg6OhIZGQko0aNolWrVowfP/6p+1YUBXt7e+zt7enTpw+gDYMbFRUFkEsEDBw4kOPHj6vto6OjsbKy0ktAmJqaoiiK0cLqXrhwgTfeeIMVK1YwaNAg4uPj8ff3Z9OmTapoqlGjBl26dKFYsWKEh4fz+++/8/jxYypVqkTDhg1JSkoiOjqaa9euqf06OTlx8eJFADw9PSlVqpReguPy5cscPnyYr7/+GkVRuHDhAv7+/qxevZrIyMgcdQMCAujevbte5xkQEABA586dn0p06BNOOTw8HEdHx1wJFg1l2bJlHDt2jLVr1+YIxwtaUT5kyBDS09NZvXq1Kh5PnDhBw4YNc90fS5YsoUyZMvTu3fup5iTJTVRUFL6+vqxZs4Y7d+5gb2/PjBkzGDhwIHZ2dv/29CSSFxKj5ekQQjwAPsrj+DJFUWKAYWhtY5dmmV5JJBKJysOHDxk9ejRvvfUWI0eONEqfGo0GIMeD799//02HDh2oWLEitra2uf7a2tpSoUKFAt+g50eJEiXyXEHZtm0bx48fp23btvz+++/MmzePGjVqFP3EnpLTp7Wpkk6cOMGGDRs4ePAgGo0mx0Ouvb09ixYtIjMzE3t7ez788EPMzc2JiIjg119/RQhBmzZtuHbtGm3atOGPP/5QxVdmZibHjx/nvffe02s+OpOzixcvUrduXcLCwnKUOzs7s2bNGpo0aWLQecbGxgJQq1Ytg9o9SdOmTQutExERwVtvvfVU41y5coUJEybQunXrPK/d8uXL2bNnD4sWLVLvn+TkZM6dO4ePj0+Ourdu3SIgIICRI0diZWX1VPOSaElJScHPzw9fX18OHz6MmZkZXl5eDB06lLZt2+ZYQZRIJLkxZnLAfBFC/A78/jzGkkgkLyfffPMNV69eZcOGDZiZGeer6bPPPqNevXp8//33/Pnnn5QuXZr//ve/xMXFER0dTVxcHKmpqbnamZqaYmNjQ8WKFbGzs8PZ2ZmaNWtSs2ZNnJ2dqVSpkt6rDrdv32bYsGHUr18fRVEoX748w4YNM8r5GUpCQgJbt25l8ODBACxdupQaNWrQv39/zMzMWLFihVr3ypUrfPbZZ7i4uBAaGsq6deu4e/cuVapUYcqUKQwcOJCkpCTq1q3LW2+9xf79+1XTojNnzpCUlFTgw7oQgtDQUPz9/Zk5cyYAq1evzuWvMWvWrHwT3ulL9oSSReGNN94osDwtLY2oqCi6detW5DF0/kaZmZksX7481/116dIlxo4dS+vWrRkxYoR6PCQkBI1GQ6NGjXLUX7lyJenp6Xz0Ua53gRIDCQ8Px9fXl59//pn79+9To0YNvv32Wz744ANsbW3/7elJJC8Nz0V0SCQSSUFERUUxd+5c3n//fZo3b260fkuVKkWPHj24ffs2f/75J2fOnMlh+iCEICkpibi4OG7dupXn3ytXrnDgwAFSUlJy9Ovs7JxLjDg7O+cwrxFCMGLECBISEpg7dy4DBgzg66+/LtCB3dg8ePCA7du3s2nTJvbt20d6erpa1rdvXy5evMiaNWtytDly5AhnzpxhxYoVfPvtt5ibm+Pl5cXgwYPx9PRU3+jqxILOZt3V1RWAoKAggFxO0BqNhuPHj+Pv74+/v7/qsK7D1dWVM2fOULNmTebNm0enTp2KbFKWXUw+bYZyJyenAsujoqLIzMx8qpWOtWvXEhgYyA8//ICjo2OOMo1Gw8CBA1EUhZUrV+ZYhTtx4gSQ04k8MzOTpUuX0rp1a2rWrFnkOb3OPHz4kE2bNuHr68uxY8ewsLDA29uboUOH0qJFiyKthEokrzvPXHQoitIGbbSqBLQhtU4/6zElEsnLg8553MrKitmzZz+TMXRmVomJiTlEh6IoWFtbY21tjbOzc4Htr127xvnz54mKilL/BgUF8csvv+R4O599ZSQ0NJTjx48zZMgQtm7dirW1tdFMxwoiKSmJHTt2sHnzZgIDA3n8+DHVqlXD09MTMzMzduzYAcDGjRtxc3Nj5syZmJmZMWHCBCwtLWnXrh2PHj2idu3azJ8/n/feew8bG5tc4+zcuRM3Nzfu3r2LiYkJLi4ugFZ02NjY4OTkREZGBkeOHMHf35+AgABu3LiBubk5np6efPHFF2zZsoXAwEAAbt68yaJFixg2bNhTr06cP38e0EbOOnjw4FP1VZjZjM4crKiRq27evMmYMWPw8PDI8/5YvHgxhw4dwtfXN5ezeHBwMPb29jn+fQIDA7l8+TJz5swp0nxeZ06dOoWvry8bNmwgKSmJWrVqMX/+fPr370+FChX+7elJJC81RhEdiqIECyHyXP8WQuxXFOUkUA5wyopyNVv6dUgkEgA/Pz/27dvHokWLnpmpgs5XwdXVlXr16tGuXTs8PT1p3rw5lpaWhbY3MTGhWrVqVKtWjbZt2+YoS01N5cKFCznESFRUFJs2bSIhIQHQ2uLrGDFiBB07dqRDhw55PsgbSkZGBufOnSM4OFjdwsLCSE9Px87ODg8PD0xNTbl27Rq7du1S29nZ2fHzzz9z9uxZdu/ezc6dOwGtCOzXrx+DBw+mUaNG+a403Llzh6CgIKZOnUpERATVq1dXr+Xu3bu5ffs2H3zwgbpfvHhxOnTogLe3N126dMHCwoI5c+aogmPs2LFMmTKFsmXLPvU1AdizZw8A3bt3f+pwuYURGhqKpaWlKroMQbcalpqammsVA7TiaeLEiXTs2FE1i8tOcHBwLvOzJUuWULFixacy93qdSExMZMOGDfj6+hISEoKlpSW9evVi6NCheHh4GC2Ag0Ty2qNPMo/CNvRMCpKtvkwO+Iw3mRxQ8jKQlJQk7OzsRP369YuUmVvfe0qj0Yjg4GDxzTffiJYtWwpzc3MBCEtLS9GuXTsxd+5c8ffffwuNRmPwHPIjLS1NAKJjx45qgrnmzZsLW1tbAQhFUUTjxo3FV199JU6dOpUjSV9SUpI4c+aMePDgQa7zOH/+vFi/fr0YM2aM8PDwEFZWVmr/1tbWolWrVqJly5aiWbNmwtHRUQDCxMREtGrVSsybN0/069cvV+I7XeLDOnXqiIcPH+p1fmvXrhWACA4OFi4uLsLZ2VnMnj1b1K5dW+23XLly4t133xVbtmxREzFmZmaKdevWiapVq6r1Zs6cabTrrqNp06YCEIGBgTnFJdvpAAAgAElEQVSukaFbq1atCh2rVatWomHDhkWa56ZNmwQgvvvuu1xlGRkZomnTpqJMmTLi+vXrucpv376dq+2lS5eEoihiypQpRZrP64JGoxFBQUFi4MCB6v1Rp04d8eOPP4qEhASjjSN/9yTG5kW8p/TVAcYSHcEG1l9ijHHlJkWH5OVmwoQJAhBHjx4tUvui3lNJSUli586dYvTo0cLV1VV9wLS1tRXvvfeeWLNmjbhx40aR+tbx4MEDAYiRI0cKU1NTMWbMGCGE9qE7ODhYTJ8+PcfYRdmaNm0qRo0aJdasWSN8fX3FJ598IqpUqSIAYWZmJtq3by8+//xzMX36dNGlS5ccD98NGzYUCxcuFFFRUWLatGlCURRx8eJFvc+va9euAhCDBw/Oc26zZs3Klan9yJEjolGjRgIQbm5uwsnJSVhbWxeagbwo6OZx69atp7rGixcvLnAcjUYjypQpIz788EOD5xgfHy9sbGxEw4YN88xq/9133wlA/Pzzz3m237VrlwBy/D/4v//7P2FiYiKuXLli8HxeB+7evSu+//578eabbwpAlChRQgwZMkQcP37cqC8ddMjfPYmxeRHvqRdWdAD1DBUpcpOiQ/LqcfbsWWFmZiYGDRpU5D6MdU9dvXpVrFq1SvTt21fY2NioD5xvvvmmGDt2rNi9e7e4ffu2SEpKEmlpaXo9nMTFxeV4eN22bZtYtWqVGD9+vOjUqZOwt7d/qofh/DY7OzsxYMAAMXDgQOHi4qIed3R0FCNGjBClS5cW5cuXV+eZnp4uqlSpItq3b1/oOV26dEksXrxYdOrUKde4LVu2FFevXhWTJ08WZmZmOVZMLl68KHr27CkAUblyZbFmzRqRnJwsSpUq9VT//gWhm5dGo3mq63n27NkCx4mNjRWAWLJkicFz7Nu3rzA3Nxfh4eG5yiIiIoSFhYXo3r17vvfb9OnThaIoIjExUQihXV37z3/+I7p27WrwXF5lNBqN+OOPP8R7772nruq5u7uLpUuXqtfuWSF/9yTG5kW8p56J6AC8gc3Apie2u3kcy2sLBjKBIYaMKzcpOiSvHr169RJlypQR8fHxRe7jWdxTmZmZIiQkRMyePVu0adNGfUh5cjMzMxNWVlaiTJkywsbGRtjZ2QlHR0fh7Ows3nzzTVG+fHm9HmrNzMwKrVOpUiXx8ccfiw0bNogvv/xSlClTptA2FhYWwtPTU8yfP19ERkaqD66urq45Hkq3b98uALF169Zc1+Lx48fi0KFDYsKECTnMpsqWLSsA0bZtW7F69WoBiNOnTwshhGjZsqVwd3cXQgiRmJgoJk2aJCwsLISVlZWYPn26amalMyvav3+/0f8NMzIy1LkKIQq9VgVtea1AZCcgIEAA4tixYwbNcdu2bQIQX331Va6y9PR04ebmJipUqCBu3bqVbx9dunQRrq6u6udffvlFAGLXrl0GzeVVJT4+XsyZM0fUrFlTgNb8cMSIESI0NPS5zUH+7kmMzYt4T+krOgxyJBdC+AP+iqI4Aj5oE/7pYgn2zLfhP4QAHwkhlhdaUyKRvNLcvHmT+vXrG8WZ2piYmJhQv3596tevz4QJE3j06BGHDx8mMjKS9PR0Hj9+rG7ZPz9ZVqlSpVwOzJaWllSrVg2NRqPWK168OG5ubjRs2JCGDRvi5uaGtbU1oM2V4efnx7hx4/jxxx/58ccfc/T3/fffM3ToUIoXL86jR4+IiYkhOjoaCwsLWrZsmSs0b0pKCpGRkfj4+CCEIDMzkwULFlCqVCmaNm1KXFwcKSkpHD58mJ07d7Jnzx4ePHiAmZkZb7/9NoMGDaJz587cu3ePZs2aMWrUKE6cOIGJiQk1a9YkIyODEydOMGjQINasWcOkSZOIi4tjwIABzJw5M0fksHXr1mFnZ0eLFi2M/m+oSwqoKAp37959qr4KyxkTGhqKiYmJQeFyExISGD58OHXq1GHSpEm5yufOncupU6fYvHkz//nPf/LsQwjBiRMn6Nixo3psyZIlODo60r59e73n8qqh0Wg4cOAAvr6+bN26lfT0dJo1a8aqVavo2bPncw1XLZFIclKk6FVCiFhgDjBHUZR9QBmRT/QqiUQieZmxsrKiffv2Bj/I3blzB3t7e7y9vVm7dq1BbRMTE9m5cyf+/v7s3r0b0GY7L1u2LJaWlqSmpnLt2jVGjx7N0qVLqVSpEunp6arw0e0/ud2+fRuAr776iq+++irHmBUrVsz12dvbm06dOuHp6akKIdAm8QNwcXFh9erV1KhRA0tLS0JCQnj06JEqjho3bsz27dtzJa67d+8eu3fv5tNPP30mWZyPHj0KaCNXHTlyxOj9Zyc0NBQXFxeDsn6PGzeO+Ph4fv3111yhgaOiopg2bRo9evSgZ8/83+VdvXqV+Ph4NXLVmTNn+OOPP/j2229fyxwSN2/eZNWqVaxYsYKYmBjKli3LiBEjGDp0qJq0UiKR/Ls8dchcIYRnVkhciUQi0RshxCsdinLhwoWkpKQwefJkveonJCSwY8cO/P392bt3L2lpaVSsWJH3338fHx8f3n77bfWtuxCC8+fPs3PnTvbu3UtSUhLm5uaUKFGCMmXKYG5ujoWFBebm5jm2VatWkZaWRu/evXF2dmbGjBkAjBkzBkdHR7VNvXr1qF+/fr4Pr5GRkZibm+Po6MiZM2eoXbs2169fx83NTa3z888/8+677+bZx+HDh8nIyKBr166GXla92Lp1K6AVHQEBAc9kDB2hoaG0bNlS7/p79uxh1apVTJ48Ocf1Au1b+iFDhlC8eHEWL15cYD/BwcHAP0kBZ8+ejZWVFUOGDDHsBF5iMjMz2bNnD76+vvz6669kZmbSsmVLZsyYQY8ePfQKhy2RSJ4fxkoOuNRI/UgkkteEV110bN68GRsbG0qXLp1vnfj4eLZt24a/vz8HDhwgIyODatWqMXz4cLy9vWnWrFmeD+2KoqiZ0MeOHav3nBRFYf369WzcuBFFUTh69CiJiYksWLDAoHOLjIzkjTfeIDMzk6ioKKKjo9m7d69anpSUlCMz+5MEBQVhbm6Ou7u7QePqy7Zt2wBtsr7+/fsXuZ82bdoUWB4fH8/169dp0KCBXv0lJSXx4Ycf4uLiwtSpU3OV//TTTxw5coRVq1blWnl6khMnTmBubk7dunWJjY1lw4YNjB49mvLly+s1l5eZq1evsnLlSlasWMHVq1exsbFh7NixDBkypMAknxKJ5N/FKKJDCOFrSH1FUfYIIV5fo1OJRPJSiw4hBI8ePSIpKYmkpCQSExPVfd3m4ODAvn37sLOzo2nTplStWjVXnUuXLqHRaKhRowbjxo3D29sbd3f3Z3ZdTp8+Tb169dT+IyIi6Ny5s8H9REZG4urqyqxZswDtG/r27dsTEBCAt7d3gYIDtKKjfv36z/xN9IgRI56qfWGCJTQ0FID69evr1d+kSZO4evUqf/31V65zv3z5MpMmTaJ9+/a8//77hfYVHBxM3bp1KVasGHPmzMHU1NQgAfqykZ6ezs6dO/H19SUwMBCNRoOnpyfz5s3Dy8sLCwuLf3uKEomkEIy10mEoz+b1lkQieWkQQpCSkkJ0dDRCCDQajRrhQref17Hs+xEREZibmxvU/sljGRkZJCcn5ykcsm/Zy5OTk9FoNHqfa1BQEEFBQbi7u1OqVCns7e0pVaoU/fv3p0ePHrz11lvPXIBlZmYSFhammt/cvn2bW7du8eabbxrUT3p6upp1XWfGtGDBAvr06UNAQABNmzYttH1wcDAffvhh0U6kELSBVLScOHHiqfry9PQssFwnOurVq1doX3/88Qc//fQTn376aa5rJIRQr8fSpUsLvRc0Gg0nT57kvffeIy4ujpUrV/L+++/ncNR/VYiJiWHFihWsWrWKmzdvUqlSJSZPnszgwYNxdHT8t6cnkUgMwGiiQ1EUB2Ai2mhW5QqoWiZrk0gkrzHFihXj0KFDL5w5hLm5OdbW1pQqVUrdypYtS7Vq1ShVqlSusuzbk2UlSpTgypUrdOzYkZiYGMaPH0/v3r3/lfO6ePEiDx8+VB+QIyIiAAyKunTnzp0c8y9Xrhz37t1j+PDh7Nq1C6BQ0REWFkZKSkqh9YpKdHS0ur9+/Xr69OlT5L4qVapUYHloaCgODg6ULVu2wHqPHj1i8ODBVK9ena+//jpX+dq1a9m7dy+LFi3C3t6+0HlFRUWRlJREo0aNWLBgAenp6UyYMKHQdi8LFy5cwN/fHz8/P06ePImJiQkdO3Zk6NChdO7cudCIYhKJ5MXEKP9zFUWpD5zK+hhTSPWCBIlEInlN+N///seJEydQFAUTExMURcmxn9exJ8vDwsKoV69ekdsrioKpqWkOoVCsWDGjnqeDgwN//fUXXl5e9OnTh2vXrjF27Njnblp2+vRp4J+38uHh4QB6rXSkpKSwePFivvnmG+7fvw/A7t27WbZsGWfPnqVYsWIEBQVhYWFRqH9DUFAQULg4KQrJycnUrFlT/Zw9nGxRKOzfKDQ0VC/Tqi+++IKLFy9y8ODBXFGu4uLi+PTTT/Hw8NDbHGzVqlWYmJhQp04dPvnkE3r37k2NGjX0avuicu7cOVVo/P333wC4u7sza9Ys+vXrR9WqVf/lGUokkqfFWK8LJgMThRBz9KmsKEqmkcaVSCQvKTpH6KfB0tLSoMhB/xblypVj3759DBgwgPHjxxMbG0ufPn2wtramdOnSWFtbY21t/UzCx+o4ffo05ubmuLq6AtqVjvLly2Nra5tvm8ePH7NixQpmzJjBzZs3ad++PTY2Nqxbt46mTZsyevRoVbQEBQXRoEGDQv00goKCqFy5stEfIpOTk3OIjAULFnD48GEANcywMUlKSiI6OrpQv49du3axYMEChg8fnue9OnLkSB49esSKFSv0CnV7+/ZtFi9eTN++fdm5cyfJycl55vp40RFCEB4ergqNs2fPAtCsWTPmzZtHjx49cHBw+HcnKZFIjIqxRMc9fQVHFqFGGlcikUheCiwtLfnll1+oWrUq8+fPzzMkaokSJVQRUtDfRo0a0axZM4NWS06fPo2rq6vqcBsREZGvL0lmZibr169n2rRpxMbG4uHhwcaNG2nRogUDBw6kUqVKFCtWjAsXLtC7d28eP35McHCwXm/qg4KCaNq0qVFXenSCQ7eKAlp/jCVLlgBQpkwZ4uLijDYeoL6NL2il48KFC7z77rvUrVuXuXPn5ir39/cnICCAWbNm6S3AFyxYQEpKCmPGjKF9+/a888471KlTp2gn8ZwRQhASEoKfnx/+/v5ER0ejKApvv/02ixYtonv37q+kX4pEItFiLNFxwZDKQgjpSC6RSF47TExMmDdvHoMGDeLmzZs8ePCABw8ekJiYmO/fa9euqZ+Tk5PVvhwcHOjXrx/vvfceLi4uhY4dGhqqJjjUOeE/GSVJCEFAQABffPEF586do379+uzatYsOHTqoIiEyMpKaNWsSFRWFRqPB1dWVv//+m7S0tEJNpuLi4oiNjWXkyJGGXrp8iYmJwcfHh7CwsBw+HM7OzqqfibW1tdFFR2GRq5KTk+nevTumpqZs3bo1l1nVvXv3GDlyJA0aNGD8+PF6jXnv3j0WLVpEr169OHz4MPfu3eP//u//nu5EnjEajYYTJ06oQuPSpUuYmprSqlUrxo0bR7du3QpcbZNIJK8OxhIdFYzUj0Qikbzy1K5du0hZkjMzM0lISGD37t2sW7eOWbNm8c033+Dm5ka/fv3o06dPns7PcXFxxMXFqf4cV65cISkpSXUiF0KwZ88ePv/8c0JCQnBxcWHLli306NEjh8mPEIKoqCh69+7NmTNn1HM5fvw4UHjoWGP7c+zYsYMBAwagKArbt2/PkTXe3Nyc2NhYQJtPw1A++uijAstDQ0OxsbGhcuXKucqEEAwePJizZ88SGBiYp5nQ2LFjuXv3LoGBgXo7Ri9cuJDk5GQmTJhA165dadmyJU2aNNGr7fMkMzOTo0ePqkLj+vXrmJub07ZtW7744gu8vLxei3wiEokkJ4UbkOrHJkVReuhbWVGUPUYaVyKRSF4bTE1NqVChAv3792fPnj1cv35dTew3duxYqlSpQvv27Vm7di1JSUlqO50pUF5O5IcPH+btt9+mY8eO3Lt3j9WrVxMeHo6Pj08uH4Pbt2+TkJCAi4sLZ8+exdTUFGdnZ8LDw7GyssLJyanA+evrbF4YGRkZTJ48GS8vL6pXr05ISAidO3dWI1c9abqlc343hE6dOhVYHhoaSoMGDfI0E5s3bx6bN29m5syZeYbdDQwMZM2aNUycOFGvcLugzVj//fff4+3tTUhICNevX3+hVjkyMjLYv38/I0aMwM7OjrfffpulS5fi7u7O2rVriY+PZ9euXQwaNEgKDonkdUUXr/5pN8AbGK9n3bvGGldueW9ubm7iRePgwYP/9hQkrxjynvqHc+fOiSlTpggHBwcBiOLFi4u+ffuK3377TcyYMUMAIiEhQQghxKxZswQgmjZtKgBRsWJFsXjxYpGWllbgGH/88YcARGBgoOjWrZtwcXERQgjRqlUr0ahRo0Ln2Lx5c9GkSZOnOs+bN2+Kli1bCkB8+OGHIiUlRS374YcfBCAGDBgghBACKPJ29+7dfOeQnJwsTE1Nxeeff56r7PfffxcmJibCx8dHaDSaXOWJiYmiWrVqwsXFRaSmpup93tOmTROAOHXqlKhevbpwd3fPs//nSVpamti9e7cYMmSIKF++vACElZWV8PHxERs3bhSJiYn/6vxeBOR3lMTYvIj3FHBS6PFsaqyQuUvQhsItoyjKbLRhc/MLneuEzNMhkUgkRsXFxYUZM2bw1VdfcfToUdavX8+mTZvYuHGjWicyMpJSpUoxefJkQJvv4bvvvmPkyJG5fA7yIjIyUh0rKiqKWrVqIYQ2CpGXl1eBbR8/fszJkycZPnx4kc/x8OHD9O7dm/v377NmzRoGDBiQo3z9+vUA9O7dm4cPHxZ5HNBGHMuP4OBgMjMzc5mJXb58md69e+Pi4sLKlSvzXAWZMmUKV69e5ciRI3qHZ37w4AELFy6kW7dunD9/nosXLxIQEPDcwy4DpKamsm/fPvz9/dm+fTv379+nZMmSvPPOO/j4+NChQwe97iWJRPL6YSyfjt5ohcR94AFQPmvLizJo3yRJJBKJxMgoioKHhwceHh4sXLiQwMBAVRA8+ZAcExND6dKl9e47MjKS4sWLU6VKFWJjY+nUqRO3bt3izp07hSYZ/Pvvv0lNTS2SP4cQgnnz5jFp0iScnJzYs2dPnuPpfEsaNmzIoUOHAGjSpAnHjh0zeMyC0PmmZPenSElJoUePHqSnp7N161ZKlSqV5/wWLVrEiBEjaNasmd7j/fjjj9y/f58pU6YwaNAgatWqVajIMyaPHj0iMDAQPz8/fvvtN5KSkihdujReXl74+Pjg6elZaKhkiUQiMZboiAFmCiEC9Kks83RIJBLJs8fCwoI2bdqgKApjxozhrbfe4tq1a0ydOpWJEycaJDhAuzLi7OxMfHw8qampODo6qv4hhYmOojqRP3jwgIEDB7J161a8vb1ZuXIl1tbWBbaxsbFh9+7dADg6OnLs2DFq1arFuXPnDBo7P4KCgnB2dlZ9E4QQjBgxgpCQEHbs2IGzs3OuNunp6QwdOpTKlSszc+ZMvcdKSkpi/vz5dOnShbi4OMLCwli7dq1eOT2ehqSkJHbt2oWfnx+7du3i0aNHlC9fnl69euHj40Pr1q3V8MsSiUSiD0bL0wGEGFA/1kjjSiQSiaQAIiIiEELQokULvLy8OHv2LFOnTtUrE/mTREZG0rBhQzUqlKGio0qVKlSpUkXv8U6cOEG/fv2IjY1l/vz5jBkzJl+TooSEhByfdaKjRIkSADRq1MgookMIQVBQEF26dFGPLVmyhNWrVzN16lTeeeedPNvNnTuX8PBwtm3bVqhoys7ixYu5d+8eU6dOZfTo0djb26thgY3NgwcP+PXXX/Hz8yMwMJC0tDRsbW0ZMGAAPj4+tGjRQu9IWxKJRPIkRvn2EEK0M7B+DWOMK5FIJJKC0eWTeDJyVWEi4UlSU1OJjY2lf//+OUTHli1bsLW1xcbGpsD2uqSA+nDq1CmmT5/Or7/+SuXKlTl06BDNmzcvsE1IiPa9l+68YmK0boW3bt0CMFrEpIsXL3Lnzh31XP766y9Gjx5N586d+fLLL/NsEx0dzfTp0/H29jbILCo5OZl58+bRsWNHHj16RFBQEIsXL8bc3Nwo5wJw9+5dduzYgZ+fH/v27SM9PR07OzuGDRuGt7c3Hh4emJqaGm08iUTy+vLMXlkoiuKA1mn8nhDi9LMaRyKRSCT5c/r0acqWLUu1atUA7cqHqampXgkFsxMdHY0QAhcXFzU0rYODA+Hh4YUKmJs3b3L58mVGjx5dYL3sYqNcuXJ88803fPzxx3qtDPj5+QHw3nvv5Tiu8+0w5MG5oIf67GZiN27cwMfHBwcHB9atW5enyZMQgmHDhmFpacmiRYv0ngPA//73P+7cucMXX3zBtGnTsLW1ZeDAgQb1kRfx8fFs3boVf39/Dhw4QGZmJvb29owaNQpvb28aN278zM23JBLJ64fRRYeiKOOByWSLUJW1HD5bCPHiBBWXSCSS14DTp09Tr1491SwpPDwcZ2dnvSMn6cgeuWrv3r1UrFgRCwsLzpw5U2hEqsL8OZ5GbOhYt24dAB06dMhxXJev5O7du3r31bp163zLgoKCKFWqFG+88QZt2rQhKSmJffv2UaZM3kEZV61axcGDB1m6dGmeiRvz49GjR8yZMwdPT0/Mzc3Zu3cvs2fPpnjx4nr3kZ0bN24QEBCAv78/f/75JxqNhho1avDZZ5/h4+OTb84RiUQiMRZGEx2KolgDB4AGaB3LY9H6epRDu+IxSVGUnkBbIcRlY40rkUgkkrzJzMwkLCwsR3btiIiIIiXni4qKAuCNN94gNjYWJycnLl68SGpqql7+HBYWFrkylhtDbOhITk4GtKIor3C5hvhz1K1bN9+yoKAgGjduzNixYzl69CibNm3K1z/m1q1bjB8/nv/+978MGTJE7/EBli5dSnx8PFOnTuXrr7+mTJkyhWZJf5IrV67g7++Pn58fR48eBcDV1ZXPP/8cHx8f3nrrLSk0JBLJc8OYKx1+wO9AGyHEgycLFUVpAAzLqtfQiONKJBKJJA+io6NJSUlR/TkePnxITEwM77//vsF9RUZGUq1aNUqUKEFsbCzNmzc3yInczc2NYsWKkZycTFBQEIsWLTKK2ADQaDTqvoWFhepE3rp1aw4cOABoV3z0Ja9wt6AVNmFhYVSsWJHff/+dzz77jF69euXbz5gxY3j48CHLli0zyFwpJSWF7777jtatW5OZmcn27dv5+uuv9bo+Fy9eVIVGcHAwoBVRM2bMwNvbm1q1auk9D4lEIjEmxkoOOATYJ4SYk18dIUQIMExRlM8URRkihFhujLElEolEkje6B22d6Dh79ixCiCJHrnJxcSE9PZ2rV6/i6OhIWFgYiqLg6uqab7vY2Fj++usvANzc3Pj777/JzMw0itjQoXMa17FlyxYAmjdvroqOlJSUHHVMTExyiBV9CA4ORqPRcOPGDdq1a1dg6Ntdu3bxyy+/MH36dIP9Z5YvX05cXBzr16/n008/pVq1aowdOzbf+pGRkarQ0P2bu7u78+233+Lt7U2NGjJ2i0Qi+fcx1kqHpxCitz4VhRBzsjKYS9EhkUgkzxCdSZHOibqokauEEERGRjJ48GCuXr2KRqPB0dGR3377jRo1aqgZqDMzM4mIiOCvv/5St8uX/7GmLV26NJMnT8bDw4PmzZtTsmRJY5ymKix0oWQ3b94MQO3atQGoU6cOYWFhOdpYW1tz//59g8b56aefAKhWrRpbtmzJN3xscnIyw4cPx9XVlUmTJhk0RmpqKt9++y1vv/02ly5dIjQ0lF9++SWHL4cQgoiICFVonDlzBtD6zMybN48ePXrg4OBg0LgSiUTyrDGW6EgovEoOpBGpRCKRPGN69OjBTz/9hIeHBxs2bCAiIoLixYvj6OhoUD/Xr1/n4cOHuLi4qOFy7e3t2bp1K6A1Izp16hSnT59WfSsqVaqEh4cHiqJw6dIlLl26hL29vXFPMAudE3nfvn0BbSI+QBU8LVu2fGrRceXKFTVC1tGjRwtcnfniiy+4cuUKR44cMTiB3sqVK7lx4waLFy/mo48+olmzZvTq1QshBKGhofj5+eHv78/58+dRFIX//ve//PDDD3Tv3t2gHCgSiUTyvPm3RIeh9SUSiURiIHXr1iU4OJju3bvTpUsXhBA0aNDA4LwLZ8+eBbTmRZ999hkAbdu2VcuXLVtGvXr1+OCDD2jUqBHNmzfHwcEBRVHo3bu3GpL1WXH48GEAGjdujBBCPX7w4EEA9cE8O4aYdN2/f5+OHTsC0LBhQ+zs7PKtGxwczA8//MDw4cPx8PDQewyAtLQ0Zs2ahYeHB8ePH+fWrVtMmTKFCRMm4O/vT2xsLKamprRq1YpPP/2Ubt26UbFiRYPGkEgkkn8LY4mOss+4vkQikUiKgIODA3/99ReDBw/ml19+ISQkhIcPH6qZuvMiIyODU6dOcejQIQ4ePMiePXsAbfhXHe7u7pw8eZKvvvqKyZMn52tqZEhSwKKQmZmp7tva2nLt2jX1sy5Hx5MiwdraOl9ncSCHcElLS6NHjx6q8Bo6dGi+7R4+fMigQYOoWLEis2bNMug8ANasWcO1a9do2bIl3377LQCffPIJ5ubmtG3bls8//xwvLy8qVKhgcN8SiUTyb2Os7D/7svw0CkVRlE3ASSONK5FIJJJCsLKyyvGm38PDg0uXLqmfMzMzOXnyJHPnzqVz586UK1eOJk2aMGnSJK5evarWCw8Pp2fPnjg6Oqq5Ofr06ZOv4Lh+/TpXr16lWbNmz+bEQI3QVLaPBSsAACAASURBVK5cOQD27dsHQJcuXVTn8SfNqMqXL6/XSocQgsGDB3Pw4EF1ZSc/ASWEYNCgQZw5c4YVK1ZQunRpvc8hIyODvXv3MmzYMOAfc7EGDRqwdu1a4uPj2bVrF4MHD5aCQyKRvLQYZaVDCOGvKErvLEExUwjx95N1FEVpDUzMqi+dyCUSieQ5onM2/vTTT1m1ahXu7u6MGjWKkydP8ueff/LggTbSec2aNenXrx+tWrWiRYsW2Nra4unpyYMHD3jzzTe5cuUKTk5OhIeHU7x4cZycnPIds7CkgMZAtyIwY8YMAJYs0b7/Gj58OL/99hsA58+fz9HG1NS0wJUOHVOmTGH9+vV8/fXXXL58mdKlS+cbqWvWrFls3ryZ2bNn50pQmBfp6ekcOHAAf39/tm7dyp07d3KUjx8/njlz8g0IKZFIJC8dxszTMRRtDo4QRVHuo00MqEP3qxQCtDHimBKJRCLRg4iICED7MDt8+HC6devGl19+SY0aNejVqxctW7akZcuWVK5cOVfbyMhIWrVqBWhD4Hbt2pXw8HBq165doH9IUFAQlpaWasjeZ8H27dsB6NevH/DPykejRo3UOrpjOlJSUrC0tCyw32XLljFz5kyGDh3K//3f/+Ho6EirVq3yzLfx66+/MmXKFN59913V5yUv0tLS2LdvH/7+/mzfvp2EhARKlixJhw4d8PPzw8XFBSsrK+Lj45k+fbp+F0AikUheEowmOrISAnoqiuIDzAaqZyuOAWYLIXyNNZ5EIpFI9Cc8PJxy5cpRqVIlFEXh9OnT3Lt3D1tb2wLbJScnc+3aNTXTd3x8PI6OjuzYsYPOnTsX2FaXFNDQCE76kt2f40lzpps3bwJQpkwZjh8/nqMsMTExX5Mw0ObYOHHiBB07duSnn37iwoULXL58mQkTJuSqe/bsWfr160f9+vVZvnx5rgzfKSkpBAYG4ufnx2+//UZiYiKlS5fGy8sLb29v2rVrx6ZNm/Dz88PV1ZWAgADWr1+vhiGWSCSSVwVjrnQAIITwA/wURSkNlAPu5ZWhXCKRSCTPj4iICN588031odjc3LxQwQH/mCbVrFlT9QMpUaIE8fHxBeb7SEtL49SpU4waNerpJ58PR44cAVBzUty+fVst00Wu8vb2ZsWKFTnaJScnc/369Xz7PXbsGA0aNGDz5s2YmZmpfiLt2rXLUS8hIQEvLy+srKzYtm2bmksjOTmZXbt24efnx65du3j48CHly5enZ8+eeHt706ZNG1WIZWRk8M0331CjRg2OHj1KkyZN1NC/EolE8iphdNGhI0toSLEhkUgk/zK6ZHL9+/c3uG1kZCRAjhwdDx8+BApOMhgaGsrjx4+fqT+HzgRJ58+xevVqAAYPHqzm1PDx8cklOoQQ7N+/v8C+d+7cqSYv3Lt3Lw4ODlSv/s8CfkZGBn369OHy5cscPHgQa2tr1q9fj5+fH4GBgaSmpmJra0v//v3x8fGhRYsWea6uLF68mOjoaFxdXYmLi2Pr1q25VkskEonkVcAookNRlHpCiNP5lNUH3NCaWN0D7qNd/Ug0xtgSiUQiKZirV6+SmJjIm2++aXDbyMhITExMqFGjhvqgrksAWJDoeB5O5LrVjJ49ewLaB3iAESNG4ObmBmgTA+aFRqPJt9++ffuq+S/S09M5ePAgffr0ySEGJk2axN69e2nevDmzZs1i3759PH78GDs7O4YOHYqPjw8eHh4F+rz4+voyZswYateuTXR0NP369aNJkyb6XwCJRCJ5iTDWSscpRVFmCyH+78kCIURo1he1E/AR4ANojDi2RCKRSAogPDwcoMiiw8nJiWLFihEbG4uVlRVxcXHY2NgUaJ4VFBSEvb09lSpVKvK8CyK7aChWrBjwTwbyBg0aqGWFOYznRa1atdT9EydOkJiYiKenJwDx8fF4e3urpl1HjhzB3t6ejz/+GB8fHxo3bpyns/mTLFu2jGHDhtGxY0csLCyIiYkpUm4PiUQieVkw1oN/IjBJUZS2QE8hxOXshUKIUCAU8M9yNN9kpHElEolEUgi6yFVFFR0uLi6ANnKVo6MjERERBa5ygFZ0NG/e3PDJ6klgYCAAderUAXIm9MtOdmfzwqhQoQIffPAB77zzjnps3759mJiY0Lp1a44dO5Zj5WbcuHH06dMHNzc3g0yili5dykcffUSnTp0YN24cbdq04csvv6Rq1ap69yGRSCQvG8YSHTPRhsP1A2IURfERQmzNq6IQwk9RlFgjjSuRSCSSQjhz5gx2dnaUKVPGoHaZmZlER0fTvn17QCs67O3tOXjwIB9++GG+7a5du8a1a9eeqWnV1KlTgX/8OaKjowFttvGwsDAAqlSpoq7y6DAzMyMjIyPPPkeMGJErVO3evXtxd3dXI3/puH37dpES9S1ZsoQRI0bQuXNntmzZwttvv42dnV2BoXYlEonkVcBYGcmFEGI/4AicRhu96pcC6ocYaVyJRCKRFEJ6enqRQrBeuXKF1NRUatasiRCC2NhYhBCkpKT86/4cp06dArSZx0HrHwEwcuRIli5dCmgTBOr8PnTklYdER7Vq1XJ8vn//PidOnKBdu3aEh4fTtWtXSpQoQVhYWJEEx08//cSIESN455138Pf3Z+PGjZw8eZJZs2ZRokQJg/uTSCSSlwljiQ4AhBD3hRBuwFygl6Io5xVFqZtH1RhjjiuRSCSS/LGysuLRo0cGt8seuerevXskJSXp7URuaWlJ3bp5ff0/Pdn9OXT+Ezon8v79+6tZyQcNGpRLdNy9ezfffp8UJAcPHiQzM5NDhw7RoEEDbt68ib+/f6GmZXmxePFiRo4cSdeuXdmyZQsJCQmMGzcODw8PNbGhRCKRvMoYS3SUz/5BCDERcAds0GYoH/xE/byNbyUSiURidIwhOnThcpOTk1EUhdq1a+fbLigoCHd392eWFHD58uUAtGjRQj2WkpICoK7KAFSsWJFDhw7laKsL95sXujwbOiZPngxoncX79+/PuXPnVFMzQ1i0aBEff/wxXl5ebNmyhWLFivHJJ5/w6NEjli9frpfjuUQikbzsGOubzunJA0KIEMABOAD4KooSqChKqaxiGYRcIpFInhNWVlbqQ7khREZGUr58eSpUqEBMjHaBOjk5merVq+drDpSamsqpU6eeqWnVsGHDAPjxxx/VOel40qE8KSnJ4P7v3r3LwIEDiYqKAmD//v2sXLmS8uXLF9IyNz/88AOjRo2iW7dubN68GQsLC7Zt24afnx9Tp05VnfQlEonkVcdYoqNBXgeFEA+EEJ5oQ+W2A2IVRWmNXOmQSCSS54aVlRWpqakF5qbIi6ioqByRq0D7EF+QeVFISAjp6enPTHRkX6nQRePauHEjAJ06deLYsWMARXqYF0KwYcMGatWqpSYanD17Nq1bty7SXBcuXMjo0aPp3r27Kjju37/PiBEjqFOnDhMmTChSvxKJRPIyYqzoVdUVRZmZV54OACHEMkVRTgJbgH3ARWCykcaWSCQSSQHoViWqVq1K2bJlKVu2LOXKlVP3n9ysrKywtLTkjz/+oFmzZly6dEl1Do+Liysw9K5udeDkyZN4eXkZ3XRIZ/LUt29f9dgXX3wBaDOU//DDD4DWidxQJk6cSHBwMI0bN6ZXr14sXryYrl27FmmeCxYsYOzYsXh7e7Nx40bMzc0BmDBhArdu3WLHjh3qMYlEInkdMJbo2A+0UxTFEzgJnBJCLM9eIcvcqrqiKFuAHkYaVyKRSCSF0LdvX27fvs2dO3dISEggISGBy5cvc/r0aRISEgo0QTp69CiOjo45js2YMYPvvvsOc3NzzMzMMDU1xdTUFDMzMx4/fgzAzJkzmTlzJpUrV6ZChQqUL1+eatWqUa1aNezt7dX9qlWrFhhZSwjBvXv3uHHjBjdu3GDRokUAmJqaMm7cOEqWLMmtW7cAreD5+eefAXBycuLo0aMGXaeIiAgWLVrE8OHD8fLywt7enpo1axrUB8D8+fMZN24cPj4+bNiwQRUXhw4dwtfXl3HjxuHu7m5wvxKJRPIyYxTRkWVCpW/dnoqi1DfGuBKJRCIpHDs7O2bPnp1veXp6Ovfv3ychIYH79++TkpLCoUOHmDZtGu+++y6enp4MHDhQrd+7d2+qVatGRkYGmZmZef5dt24dADdu3MDc3JySJUuyf/9+bty4kcvMq0KFCqoIsbW15e7du6rIuHHjhipksvPbb7+Rnp6ew9zqvffeU/ezJ/jTl9WrV9OrVy+SkpLYt28fI0aMMCjpH8DcuXP57LPP6NmzJ+vXr1cFR0pKCkOHDsXJyYmvvvrK4LlJJBLJy46xVjoMIitD+SuHoigX0SZI3ATECCHuK4pSBq2jfW/ASQjRs4D2TsBE4H7WIScgWAjx3bOduUQieZ0xNzfHxsYGGxsb9ZjOh2PatGlUr16dYcOG8fjxYywtLVm/fj2mpqYF9vnzzz9z7NgxfHx8uHXrFtOnT+f9998nPT2d69evc+XKlVxbdHQ0R44coUKFClSuXJnmzZtTuXJldevVqxcAK1asYNCgQcA/D/lvv/02CxYswM3NDQBvb2/8/f0Nug7/+c9/ANi9ezePHz+me/fuBrX/6aef+Oyzz+jVqxfr16/HzOyfn9hp06Zx4cIF9u/fX6ScKRKJRPKy86+IDkVRxgsh5v4bYz9jnIAJWduTb8h+L2hFSFGUtsBSwFMIEZPt+ARFUU5l5T+RSCSS50JUVBTm5uY4OjrmWG1wdXUtVHDoaNKkCSEhIfTt25cPPviAo0eP8sMPP+Dg4ICDg4NB88meRfyDDz5Q93WZvP/3v/+pQgkwWHBkZ9u2bdjY2ODh4aF3m127dvHJJ5/wzjvv5BIcISEhzJs3j8GDBxfZKV0ikUhedv6t4OCvqhN5CNqVjhi0qxUxWZ89CxEcTmgd7HtmFxwAWasc97J8YSQSieS5EBkZyRtvvIGZmZkaLhcKTgqYF//5z3/Ys2cPkyZNYtmyZfz3v//lypUrBs/np59+AsDd3T1P53SNRkPnzp3Vz7qIVvpSpkwZAB4/fszOnTvp2rWr3uIqLCyM3r17U7duXTZs2JBDcKSnpzN48GBsbGyYM2eOQXOSSCSSVwm9VzoURSkNLAN+EUJsfaJsE1BGz67KGVD3ZeOkEGJYEdrNRmuOFVJA+T5FUZyeFCUSiUTyLIiMjKRWrVoAOVYQipKN28zMjFmzZtGkSRMGDBhAgwYN2LBhA+3atdO7j9GjRwOwefNm9VhgYKC6X6dOHXU/KioKZ2fnHBGuCqNixYoAHDhwgMTERLp166ZXu5s3b9KlSxdKly7Nr7/+SsmSJXOUz5s3j9OnT+Pv70/ZsmX1no9EIpG8ahiy0tEL6Aksz6PMM2trCFTXY5NkkeXz4QP8nl8dIYSubOJzmZREInmtSU9P58KFC7lydEDRRIcOLy8vTp48SeXKlenQoQMzZszQK3eILjM6oEbSevToER07dlSPjxw5Ut1/4403DJ6bra0tAFu3bqVkyZK0bdu20DYPHz7knXfe4d69e/z666/Y2dnlKD9//jzTpk2jR48e9OghgzZKJJLXG0N8OjYDbmjNgJ4kBpgphAjQpyNFUTINGPdVR/fLdrGQevez1ZVIJJJnRkxMDBkZGUYXHaAVBEFBQXz00UdMnTqVoKAgunfvnmfuEGtraxRFoUuXLgAsWrQIjUbDunXr+Pzzz9U+o6KisLS0VMPpKorC/fv38xw/PypWrEhmZibbt2+nY8eOWFpaFlhfo9HQv39/QkJC2L59O/Xr189VPnToUIoXL65mTpdIJJLXGb1FhxDiAdrM4nlxEq0/g768ktGrikjDrL+FmU3FAA0URSkjhDDs11QikUgMQJfg70nRUb58edUM6WkoUaIEa9eupWnTpowdO5bdu3fnWc/ExAQhBEIIQOscvmzZMsLDw9U6FhYWODs7s2HDBgBatWoFkG+f+WFra8vZs2e5deuWXlGrJk2axNatW1mwYEGe4Xl9fX35888/Wb58OZUqVTJoLhKJRPIqYqw8HfmJkfzqv9JZkbJMptyBBmhXKDYXIBR0/i2FCYl7WX/L5VdXUZQPgQ9B+wN66NAhA2b97ElOTn7h5iR5uZH31LNh586dAMTHx3Po0CHVvKlq1ar88ccfRhvH1dWV7du38+DBA5KSkkhKSiI5OZnExESSk5NJSkpS832ANhs6wOeff87PP//MlStXGD9+PIcOHWL+/PkANG7cmEOHDqmO5/ry8OFDDh48iJmZGaVKlSrwvvrtt9+YN28eXl5e1K1bN1fdyMhIxo0bR/369XFycpL36GuM/I6SGJuX+p7SvUV62g1wMFZfL+uGNuStD9oHf6esYw2AU8CEfNpsAQTQtpC+92XVa6DPXNzc3MSLxsGDB//tKUheMeQ99WwYOHCgqFixohBCiNTUVJH13SM++eST5zqPtLQ0deyLFy+qxzUajXr88ePHQgihfo6JicnxWd/N19dXVK5cWXTo0KHAOe3bt0+YmZmJDh06iPT09FzlBw4cECVLlhSOjo7i8uXLRrwakpcR+R0lMTYv4j2FNpBSoc+mRgmZqyjKt8BFRVHGG6O/l5heQIgQYpnIijIlhAgR2hwbkxVFWZpHG91Kx708yvKinBHmKZFIJPkSGRmpmlZdvnxZPf60/hyGsn79enXfyclJ3f/9d21sjZIlS2Jubk56erpapnM0z4uCQuDGxcVx48aNAk2rzp49i4+PDy4uLmzatClHaFxA9Qext7fnyJEjVKtWLf+Tk0gkktcMY+XpcAL2U0AEptcER5F/SNuJwIeKojR44rihIuJVDTcskUheAIQQOURHdify7GFpn8c8dFnHAwJyxijp06cPAFu2aNMXHT16FCBHRvW8yMzMP4bJwYMHURSFrl275lkeHx9Ply5dsLS05LfffsPa2jpH+c8//4y3tzd169bljz/+oHLlygXORSKRSF43jCU6YoQQ7YQQp/WprCiKg5HGfaEQBTt46wSZ71MOI53IJRLJM+POnTskJCTkKTpq16793OaR3WY5u6N2ZmYm9+5pF4bbt28PwKxZswD45ptvAK1AMJQDBw7g5uaWp6N8amoq3bp14+bNm+zYsQN7e/sc5YsWLWLAgAG0aNGC33//nfLlyxs8vkQikbzqGMWRHK1pVT19RQda/wTDA6k/BVkrDMYwTYopYDUjX4QQMYqigNbHIzvZHcT1QV8zLIlEIjEYndP4k6LDwcEhV+K7Z8mYMWMAmDhxYg4zJj8/PwBq1KhB1ncqe/bsAaBnz545PhuKTsRkR6PR8MEHHxAUFMSWLVto1KiRWiaE4Ouvv2bq1Kl069aNjRs3FhpqVyKRSF5XjBW9yldRlM8URXEXQuSVPPBJnutroCzBccpI3d0HippW9j5Q5onM4vquXOhEiVzpkEgkz4z8REfdunWf2xyuXLlCWFgYAB9//HGOMp1plc7fIzU1VS0rU0Zrffrll18aPGbJkiVp3rx5ruPTpk1j06ZNfPvtt/j4+KjHNRoN48aNY+HChQwYMIAVK1bk8vGQSCQSyT8Y5RtSUZRZWbvuWc7SIWjzSuT1Vt4JKG2McfVFCBECKM+qf0VRfNCaTQ0VQvjp0SS7X4ZOfDjlVTGPNnKlQyKRPDMiIyMpXrw4VatWBeDcuXPA83Ui1yXTq1evHlWqVFGPZ/fJ0K046PJxZE/Ol90kTF/69OmTY5UiIyODWbNmMWPGDAYNGsSECRNylA0dOpTVq1czatQoFixYgImJsayVJRKJ5NXEWK9lhqEVEroHe7esLT+EkcZ9UeiNVhR4AgWJDp1wyG6eFfxEWX44AfcL8RuRSCSSpyIyMhJnZ2f1IToiIgJ4fqIjLS2NOXPmAP/4aujQmVbVq1dPPfbFF18A8PXXXwOQkpJSpHE/+OADNQpWZGQk77//PidOnKBPnz4sWbJENeVKS0vj3XffJSAggGnTpjF16lS1TCKRSCT5YzRHcuAjIYSJPpuRxnyRCEYbnWpifhWyEgaC1icku3DQOZhX16Pt5qeZpEQikRRGVFSUalqVmJioHn9eoiN7pKp27drlKBs8eDCgzfat48yZMwB4enoCsHlz0b4mmzVrhkajYeHChdSvX58LFy7wyy+/sHHjRiwsLAC4ePEibdu2JSAggIULF/Lll19KwSGRSCR6YiwBcA+tc7i+GL72/WLzOxQaverDrL+zsx/MauOHNsdHfujK8srzIZFIJEYhNTWV2NjYPCNXvfHG84n9MWrUKEAbiepJk6WHDx8C4O7unuMzgLm5OUAOMyhDuHTpEmPHjuXTTz+lbdu2RERE0Lt3b0Br1rVgwQLeeustwsLC2LBhA6NHjy7SOBKJRPK6YhTRkRUu95IB9WsYY9wXhSyfkep55OAA1JWKycDvQohleVSZiNbB3CePMtCary3LGkcikUieCRcuXECj0eQpOp6Hk3RYWBh37twB/lnV0PH3338D5PC7WLt2LfBPSN0zZ84UKVwuaHOQREdHs3LlSnbs2EGlSpUArU9L8+bNGTt2LG3atOHs2bP07du3SGNIJBLJ68wzM3VSFMVBUZTWiqLUK7z2K8FEtFnHP8x+UFEUJ7SRszYLITzzapgVyaonMDurfvb2upWRfE23JBKJxBjoIlfpVjV0oqNTp07PZfz58+cDWlMpW1vbHGU634158+apxyZPngzA9OnTgX8c0ItC48aNWblyJQMHDkRRFNLT05k5cyb16tUjOjqa9evXs2PHDuzs7Io8hkQikbzOGF10KIoyXlGUu8BFtCZXpxRFyVQUZaaxx3qREELcF0L0BFAU5VTWtg+tOdUwIcSwQtr7oXVEn6goylJFUWYrirIFuCuEcJMO5BKJ5FlTtWpVFEVh4cKFCCFU0XH27Fl1BeJZkZiYyJo1awD4/PPP/7+9uw+Sq6rzP/45PAhBITMTCS5oTDrIkizk504CWwr4QCY/w8OSsMwQYM1SIJlZZZG4UhkCWFIKholPYAkygTVsKMsiGdGFJGUx4bdKQGIlM0KkEijJKAjFgzLpJEiQUs/vj3tuz52ee7tvd9/bDzPvV1VXz/Q9997Tt0/PnO89T2O2P/zww5KkK664Ivfavn37JHkDy1999VWtXbs28vhnnXVW5LZzzjlHjzzySC7Qeeqpp3T66afrxhtv1OLFi7Vr1y5ddtlljN8AgAok1l5ujDlG0v+Tt/jdkLxxG8Py1pfISLreGNMhqc1a+0JS5603rvtUWBeqOPsOyetKBQBV90//9E/66le/qptuukkf/vCHc0HHK6+8oo6ODj3yyCO5sRNJu//++3M/f+xjHxu17S9/+Uvu50mTJklSblVySblAyZ99Kszq1av1kY98JHTbnXfeqUMOOUTvvPOObrrpJvX09GjKlCl68MEHdeGFF5b1fgAAoyXZSbdP3oDq+dbaffkb3XiHLpfutATPCwBIyA033KCnn35aK1as0N/+9jctWrRI7e3tWrp0qb7whS9U1IWpEH8RwNtvv31Mi8KmTZskjV6Lw+9m9dnPflbZbFZ33XWXzj77bG3ZskVhDhw4EHnuadOm6Re/+IU6Ozv1wgsv6PLLL9e3vvUttbS0RO4DAChNIt2rjDFXSeq31l4fFnBI3mBr18VovUsPAKgzxhitXbtWp5xyiiRv5qZPf/rTuu6663TnnXeOmq42Kb/61a9yP//bv/3bmO3XX3+9pNHrdnzta16P3RtvvFHf+973dODAAc2ePTvyHPnT7wYtXbpUZ5xxhg4ePKjNmzfrvvvuI+AAgIQlNaZjgbX263ESunSFFg4EANTQu9/9bq1Z4/US3bhxo/bv36/bbrtNn/rUp3T11Vfr8ccfT/R8d9xxhyTpggsuUHNz85jt/gD3tra2MdtaWlp0++23a+HChRoYGCjr/D/+8Y/1pS99Sffdd5/OOeecso4BACgsqaBjb4npGY0HAHXMWpv7eenSpTLG6Ic//KGmT5+uiy66SC+++GIi53n77bdzA8hvuOGGMduD3aIOPfRQSdJLL72Ue23t2rV6/fXXtXLlSj3xxBOh5wgOPg/z3HPP6Stf+UpuvAgAIHm1CjpKTQ8AqKJs1pswr6OjQw899JBuvvlmNTc366GHHtLbb7+txYsX66233qr4PP/zP/+T+/n0008fs/2YY47J5cPnt4x84Qtf0Ne//nWdeuqpo7po5Tv//PMjt33uc5/TtGnTSs43AKA0SQUdY9vDk00PAKiik046SZI3FuLKK6/UV7/6Vf3oRz/SySefrB/+8Id66qmndOWVV45qESnH7bffLkn64he/WHBK2ptvvjn38ze+8Q1J0uDgoH73u9/p17/+tZYvX57bfsYZZ4za159uN0xXFxMGAkA1JDV7Vb8x5nvW2s8WS2iMeUDe+h0AgDr1wQ9+UJMmTdLu3bt11113adeuXbr88sv1oQ99SOeee65WrVql66+/Xi+//LJmzJihqVOnjnoce+yxuZ+jui29+OKL2rZtmyRp0aJFBfMze/Zs7d27Vz/96U9zr/385z+XJLW3t6uvry/3en43q/vuuy/yuLRyAEB1JBJ0WGt/ZIxZ4gKKr1lrn85PY4w5W25VbWvtvUmcFwCQjkMPPVQnn3yydu3apSOOOEIPPvig5s2bp0WLFunOO+/Uv/7rv+rAgQPq7+/X1q1b9dprr+ngwYOhx3rPe96jqVOn6vjjjx/1+K//+q9cmn/4h3+QtXZUa0dw7MbHP/5xPfHEE/rrX/866tg///nPZYwZFXTEceSRR+rwww/X5MmTS9oPAFCeJNfpWCZvDY5BY0xW3sKAvox7HpQ0P8FzAgBSMnv2bG3dulWS9Hd/93f68Y9/rPnz5+u8886TJDU3N+vUU0/Veeedpzlz5iiTyWjq1Kk6ePCgXn/99VGPV199Va+88op+9atfadOmTfrTn/406lxTtpKMFAAAIABJREFUpkzRpEmT9O53vzt09fPHHnssNI/XXHONdu7cmft9xowZuUUNC5k7d66y2SyrjANAlSQWdLj1ORYYY9ol9UiaGdg8JKnHWpv8BO8AgFTMnj1bP/jBD3TgwAEdffTROv300/Xyyy9r586ducevf/1rrVu3btQsUzNmzNCcOXN06qmnas6cOWptbdXw8LCGh4f1xhtvaHh4WGvXrtX+/ftHne/gwYORrSUnnXSS3nnnHf3ud78b9fprr7026vd169bprLPOKvre3n77bbpWAUAVJdnSIUmy1vZJ6jPGTJbUImk4asFAAED98hfbe/bZZ3XaaadJ8maTOvPMM3XmmWfm0llr9cILL4wKRHbu3KmHH35Yf/vb38Yc95hjjhkVcJx77rmaPn26WlpaNGXKFJ144ok6++yzddJJJ+nll1/WDTfcoFtvvVWSci0TX/va17Ry5Uqdd9552rx5c+5YS5cujfXenn/++dDZsgAA6Ug86PC5QINgAwAalB907Nq1Kxd0hDHGaPr06Zo+fbouuOCC3OsHDx7U7t279dZbb2nKlCmaMmWKmpubdeihh6q5uVn79+9XW1ubNm3aNOaYv/3tb/Xyyy9LUm4g+uuvv57b3t3drccff3xUwCFpTEtIlH379o0KnAAA6Yo1Za4bIJ4YY8z3kjweACB5mUxG73rXu7Rr166y9p80aZJaW1t15plnatasWZo6daoOP/xwDQ0N5Vo6/vmf/zl0X38siSQdddRRstbqM5/5TO41Y4yuu+66yHMXCiiOPPJISdL8+QwxBIBqibtOR1vC57044eMBABJ22GGH6e///u9zQYe1VtlsVjt37tS2bdvKXqMjuJBf3KDj3nvv1caNGyV509xu2rRJv/zlLyWNrFQeFPaa74gjjtApp5yi4447rqz8AwBKF7d7VbMx5jOSik8JUlxGUlMCxwEApGz27NnauHGjTjnlFL344oujBozfd999uvzyy0s+5lNPPSVJ+tCHPqQZM2aEptm6datmzZql3bt366WXXtK3v/3t3LYrrrhC//mf/ylJam1tzR0vyF/DI8y+fft0xRVXlJxvAED5ShnTsSa1XAAA6tIll1yioaEhnXDCCZo/f76mTZumadOm6Y477tC1116rtrY2nXDCCSUd83//938leYv6hXn99df13HPPaenSpdq9e7duvfVWNTc366233pIk/fnPf9ZvfvMbSdLq1avV1la8MX7+/Pl69NFHc7/H2QcAkJxSgo7fSspffyNfm6QtBba3yGvlCL+1BQCoK4sXL9bixYvHvP6P//iPmjNnjrq6uvTwww+XtN7Fk08+KSm6a9Xjjz8uyVtL4/7775ck9fb26uKLvZ65t912myTpk5/8ZOxxGbNmzcoFHYcddpg+9rGPxc4vAKBycYOOvdbaE4slMsbssNb+3xjp3oh5XgBAHTrxxBO1atUqLV++XOvWrYvdzerVV1/N/Rw1Ze3WrVt15JFH5tbg+MAHPqCOjo4x6b7zne9oz549ud9vueUW3XTTTaHH3LZtm6ZOnarJkyfr2GOP1dFHHx0rvwCAZMQOOmKmizuqMO7xAAB16pprrlFfX19J3az8QeTHH3985GDvrVu3KpPJaNWqVZKk73//+2Omwr3hhht0yimnjJqlaseOHaHHe+9736sdO3aot7dXs2bN0uTJk+O8PQBAguIGHQsSPm/SxwMAVNkhhxyitWvXltTNyh/0fc4554RuP3DggAYHB0fNjHXsscfqm9/8Zu736dOn66abbtJrr72mJ554Ivf6T37yk9BjNjc36/DDD9fll1+uI444Ivb7AwAkJ9aUudbaJGatSu14AIDa8LtZbdq0SevWrSuaftu2bZIUOWvVk08+mQs4/FaMo446St/97ndzae655x5NmjRJnZ2dsfL4m9/8Rl/84hcJOACghuKu0wEAQKhrrrlGZ511lq699trcKuJR/MHcU6ZMCd3uj8k455xztHTpUklSX19fbvunP/1ptbW1afPmzXrooYdyr1966aWjVkMPev/736+urq74bwgAkDiCDgBARQ455BB9//vf1zvvvKPOzs7IRQP379+vP/3pT5KklpaWMdufeeYZbd++XZL0wAMP6ODBg5K88Ru+b33rW3rzzTd13nnnjdr3y1/+8qggJOiuu+7Se97zntLfGAAgMbGCDmPMdUme1BhzVZLHAwDUlt/NavPmzfrv//7v0DRPP/107ufm5uZR21599dVcILFo0SIdffTR2rdv35hjHHvssbrooovGvH7WWWeFnrOjoyNyal4AQPXEbelYmfB5uxM+HgCgxvxuVsuXLw/tZhVcOfyPf/xj7ueDBw9q0aJFudeGhoZkrdWXv/zlMcdYvny5HnnkEUneWiGf+MQnJEl/+MMfxqS95557dPfdd1f0ngAAyYg7e1WzMeb/SPqttXZ/gXRNhQ5ijDlG0hRJmZjnBQA0CL+b1Zw5c9TZ2amNGzeOms3q85//fO7n559/XpIXcCxZskTbt2/Xgw8+qDfeeENXXXWVli9fHnqOO+64Q5L0vve9T9u2bVNTU/i/nUceeUQLFjBRIgDUi1LGdAxK2muM+WvUQ1KmyPa9kp5P5Z0AAGruxBNP1G233abNmzfr4x//uAYHB3PbDjlk5F/O888/r3379mnhwoXauHGj7rrrLi1evFiXXnqpJG/hv0J27dqlZ555Jjfuo62tTe9617skSf39/QQcAFBnSgk6TIIPAMA4dc0116i3t1fPPvus5s2bpyuvvFKvvPKKrr766lyadevWqampSY899pi+853v6N///d8lKTeQPOjcc88d9fvQ0JCee+45nX322bnXnnzySb3zzju6++671dbWltI7AwCUK273KiupuUjXqliMMU2S3qj0OACA+mSMUWdnp5YsWaJbb71Vt99+u9avX5+buSrftddeq/Xr1+u4444bNT2uJB155JHavHlz7vcjjjhCl1xyiZ555hkdf/zx2rlzp37/+9/r6quv1vnnn8/UuABQp+K2dOxLIuCQJGttVhKLAwLAODd58mStXr1au3fv1iWXXJJ7vbOzUy0tLfrFL36h7du368Ybb9TWrVtzAcfChQu1bds2LVy4UG+//bY+/OEP5/b96Ec/qpaWFl100UV67LHHNG3aNJ1xxhl66qmndMstt1T9PQIA4onb0rEs4fMyexUATBAzZ87Uvffeq7a2Nl166aX6/e9/r5deekmTJk3SwYMH9YMf/ECS14rxk5/8RAsXLpQkXXjhhZo1a5ZWrVrFauIA0OBiBR3W2h8ledKkjwcAqH+XXHKJDhw4oM7OTv3Lv/yLbrzxRi1btkzPPvus/uM//kM9PT066qijcuk7OztrmFsAQJLitnQAAFCxZcuWyRijZcuW6ac//alOOOEEprcFgAmAoAMAUFVXXXWVjjrqKP3yl7/UzTffPGZ1cgDA+EPQAQCoussuu0yXXXZZrbMBAKiSUtbpAAAAAICSEXQAAAAASBVBBwAAAIBUEXQAAAAASBVBBwAAAIBUEXQAAAAASBVBBwAAAIBUEXQAAAAASBVBBwAAAIBUEXQAAAAASBVBBwAAAIBUEXQAAAAASBVBBwAAAIBUEXQAAAAASBVBBwAAAIBUEXQAAAAASBVBBwAAAIBUEXQAAAAASBVBBwAAAIBUEXQAAAAASBVBBwAAAIBUEXQAAAAASBVBBwAAAIBUEXQAAAAASBVBBwAAAIBUEXQAAAAASBVBBwAAAIBUEXQAAAAASBVBBwAAAIBUEXQAAAAASBVBBwAAAIBUEXQAAAAASBVBBwAAAIBUEXQAAAAASNVhtc5AvTPG9EoasNauiZk+I6lbUta9lJG03Vq7Os19AQAAgHpF0JHHGNMkr7I/T14A4AcCcfZtk9QraYG1dijw+gpjzIC1dm4a+wIAAAD1jO5VAa6l4VFJKyUNK2awEdi3X1JHMGiQJNdSMWyM2ZD0vgAAAEC9o6UjwFX4cy0Kxpj2EnbvkTRkrR0ssL3fGJPJDywq3BcAAACoa7R0JMB1yWqXtCUqjbXW3zaq9aSSfQEAAIBGQNCRjDb3vKdIumwgbRL7AgAAAHWP7lXJOM09F+v6NCSp1RjTZK31Z6iqZN9RjDGdkjol6bjjjtPPfvazohmvpjfffLPu8oTGRplCkihPSBplCklr5DJF0JGMJvccGgwEDLvnlkDaSvYdxU3ru0aS5s2bZz/xiU8UOWR1/exnP1O95QmNjTKFJFGekDTKFJLWyGWK7lXJaCkxfVPg50r2BQAAAOoeQUcy/EBguGCqEcFAo5J9AQAAgLpH0JEMWjoAAACACAQdtVFs/EZa+wIAAABV11ADyY0xrUqme9FQwovsBQd5l5K+0n0BAACAutcwQYcLOAYSOlxWUnNCx/KPF4cfWATTV7IvAAAAUPcaJuiw1g5KMrXORwS/1SRTJF3YoPFK9gUAAADqHmM6krHdPRcb5J2RlM1b3K+SfQEAAIC6R9CRjC3ueWZUAmOMH1SsT3BfAAAAoO4RdCTAtT70Sbq4QDJ/W29S+wIAAACNgKAjOd2Smowx7RHbuyStcWNTktwXAAAAqGsEHYWdlvccyU3B2yGpxxgzalC4MabH/did9L4AAABAvWuY2auqwY2deFTeoO4WjQzubjfG7JU3c1RWUkfYOh/W2j5jzKCkbmOMXNqMpO3W2rmFzl3JvgAAAEA9I+gIcOMrKqrgu2Ckq9r7AgAAAPWK7lUAAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVBB0AAAAAUkXQAQAAACBVh9U6A/XOGNMracBauyZG2j2S+iQ9IGnIWps1xjRJykhaIiljre0osH9GUrekrHspI2m7tXZ1hW8DAAAAqBmCjjyBIGGevADADwTiyEha4R4yxgS3bbHWLihw3jZJvZIWWGuHAq+vMMYMWGvnlvI+AAAAgHpB96oA19LwqKSVkoYVP9jwDcpr6RiS11ox5H5fUCTgyEjql9QRDDgkybVyDBtjNpSYFwAAAKAu0NIR4Cr8uRYFY0x7iYfYYa3tKuPUPfK6Yw0W2N5vjMnkByUAAABAvaOlo8Zcd652SVui0lhr/W2ltrwAAAAANUfQUXtt7nlPkXTZQFoAAACgYRB01N5p7rlYt6khSRnXMgIAAAA0DMZ0pMAFBvMktcproVhvrc1GJPeDiKjtvmH33BKV1hjTKanT/fqmMea52JmujvdK+mOtM4FxhTKFJFGekDTKFJJWj2Xqg3ESEXQkzA0+b5E3Re4WY0yrpEeNMQ9ErLfRUuIpIls63FoiRdcTqRVjzA5r7bxa5wPjB2UKSaI8IWmUKSStkcsUQUeyLpbUE5xhys1INdcYs9cYMzNkdis/iBhWPKUGKQAAAEBNMaYjWTMKTGnbLanTtXwEJdbSAQAAANQjgo4EFRi3IY1MiXtPhacpNvajntVt1y80LMoUkkR5QtIoU0haw5aphupe5VoJkuheNFTtRfastUPGGMkbXB4UHCAeR9xuWHXHjTkBEkOZQpIoT0gaZQpJa+Qy1TBBhws4BhI6XFZSc0LHKvW8TXkri8dtufCDkkZu6QAAAMAE1DDdq6y1g9Zak9Aj0YDDGNPuBoq3x9wlOC7DDz4yMfdp2JYOAAAATEwNE3TUuSXygoIFRdL5gUOwa9f2vG1RMpKyRcaNAAAAAHWnYbpX1bnt7hHZzy6wkvhQXuDgDzCfGWPf9ZVkEgAwwhiTkTezoP83OSNpe8SaSoCk3HpcK+XdLGyRtENSf5xyQ5lDXMaYNkkdIUst5KdrmDJF0JGMLZLairRC+CuF9wRftNZmjTF98tb4iCpYF7vn3opyCQCQlPuH3itpQXBiEWPMCmPMgLV2bu1yh3pljOmR9IZfPtxNwYsl9RpjuuRVEgcj9qXMoRS9kkLLkq/RyhTdqxLg/sDMDFmDQ1Luj9JKeauUh7WGdMsbYB41JqRL0pqoP2QAgPjcncF+eRXEUTMZuruDw8aYDTXJHOqWMWaF8u4gW2uz7v/6XHl3mAdc+crflzKH2FxwW3CsbyOWKYKOwk7Ley6kW9JKY0xn8EVXKAYkrbfWho75cIWlQ1JP/h8rV/D84487xpg2Y0zRFhxjTMYY02uM6XGPDe4fACYwN4nDgDFmj5vMoT9uuaBMTWg98rq6Rt3I6ZHUHlZ5xMTkbh7OtNb2hW13Zcm/qdgTkoQyh1hKKAMNV6aMtbbWeagb7o/Koxrppxkc3J2VN3NUViFRZeAYnRrpJuWn77XWbglLn7ev3y/PP1/d9stLijFmj6RBa21HgTSRzYeSltRb8yGqI9DNYbX7PdfNQd5kDWV1cxBlalxz5WSvvNbjyL7SxhhbLA0mDve/fajQ//Lg1P7WWhN4nTKH2NyN2G55ZaYvrH7UqGWKMR0BbkxGRZUN18xa1sItrvJTFwWjGgLNh5HdxgLNh3PDmg+NMQuMMRsKBS0YfwLdHHJ3Hd33d40xZoe8f/wDxpiZ+eWGMjXhtbnnPUXSZQNpgbnyxm2sttaG9jyw1g66RYCVtx4XZQ6xuOA2zvjdhixTdK9CTYzn5kOki24OqJDfXTa0tTpgSFImMHsgJjZ/gd5yKnCUORQV+N8WZ/xuQ5Ypgg7USrekVYUSuC9Ju0amFR4j0NQ9Lse8INTFkooNjvPvFI2anIEyBY10my225pG/EGtLwVSYKLolrZa0LCpB8EZFXisqZQ5x9KhIvSigIcsUQQeqbrw3HyJ1cyX1ByZZGCN4pyivxYIyhVL/+dbFHULUlrV2yFrbXeQutP83I/+mBmUOBblxhv0lLADdkGWKoANVNRGaD5E6ujmgEv5nOlww1Yi6uEOIhuCPycxvJaXMoZiOqC7DERqyTDGQHNXWo/jdVsppPox7lwCNq1teUPBAVIKEuzlQpsaXhrxDiPrm1tlqVfiaWpQ5RHKt9pEt9xEaskwRdKBqJkrzIdLlgohigSvdHJAUgk4U5FpE75G3AHASM1BS5iYIN83yG1HLMCSoLsoU3atQTROi+RB1gW4OiFLqwMq4ZQUT1wZJO6IWABZlDtG6ylyLrSHLFEEHqmIiNR+itujmgCJKbWmtizuEqE9uITcVCDgkyhxClDCpTpiGLFMEHUjdRGs+RO3QzQEx+H+Hiq3DUmqrGCYYf4HbIgGHRJlDnhIn1QnTkGWKMR3wg4IkupEMRQQWXWVWABuy+RBVKVNR6OaAYra752KtWBlJ2RLGoGECcXep4wQcEmUOY82Ttwhte5F07cYYf4r3rLV2rvu5IcsUQccE5yqHAwkdLiupOe/4E675cKJLu0wVOC/dHBCHP7nAzKgEgamS16efHTQaV1FcYK3tKLB9MHDDhDKHUdwitIXKQ0beelJ9EeWsIcsU3asmOGvtoLXWJPTIDzgmZPPhRJdmmYpCNwfE5e749clb2T6Kv63cGyYYp9xNlSVRAYezINhCS5lD0hq1TBF0IE1+8+GesIdG7oYH0wTvkDdk8yGqi24OKEO3pKYCXRu6FD4RASYwd/e5q0jAIYXf1KDMIWkNV6boXoXUTNTmQ1QP3RxQDmvtkDGmQ1KPMSZYPvxWMyn+IqaYANzfhQFJw4E+9mEyGrs+EGUOpWp1z5Gt8o1Ypgg6ULestVljjN98GDUQve6aD1EdJXRzyK0NQ5mCz1rbZ4wZlNRtjJG88TsZSdsDgzUB3z3yWkjjTKMdemeZModiXEDbopFy1mqMsfK6Bvfmr+nRaGXKWGtrnQdMUDFaOoJpQhcWdN2xdiQ0PSoahCsX3cU+d2NMf363K8oUAADVR0sHamlcNh8iXXRzAACg8RB0oOrGe/MhUkc3BwAAGgzdqwAAAACkiilzAQAAAKSKoAMAAABAqgg6AAAAAKSKoAMAAABAqgg6AAAAAKSKoAMAAABAqgg6AAAAAKSKoAMAAECSMabdGJOpdT6SYoxpM8a01zofgETQAQAAIGPMCkmy1g7VOi9JsdZukZQxxnTWOi8AQQeAUdydvr3GGJv32Ov/Uw6kzRhj9oSk32uM2VCr94DCjDEbjDEDlXxOBcrJHnfsgUDZ2OPO2Zb0e0lTEtcJjcG1Bsy01vbVOi9Js9aultRhjGmtdV4wsRlrba3zAKAOGWOaJO11v8611g4WSb9HUkZSl7V2Tdr5i8hDk6SLJa231mZrkYdG4LqPtEraIGmLtXZBBccKlpOZYXeJA59Lj6QhSR2F7ibXy+eY5HVC/XLlbUDe37lx+XfDleV+a+3MWucFExctHQBC5f3zjdPdwE9fy64JPZJ6Jd1TwzwkJq2+2NbaIXdHt+IKVrCcRAUS1tqsC0RnSBqWNFCk33xdfI5JXickI6XvRI+knvEacEi572Zffms1UE0EHQCKivnPeDj1jBTXL6+C+ECtM5KQJSkfP6nPLFZlzQUfCzQSeDRFJK23z7EeyjY8iX4nXPB7ca1aZ6tslaSVBb53QKoIOgCMG9baPmtt83jolz2eZtAJ0SWpSREtGePpc0RyUvpOdEuaCAGHf/Noi7yui0DVEXQAQH0at9Ncuhl1BiWNq+lJkbo0vhMXq35a1KrhAXmBFlB1BB0AUJ+6ap2BlG1xz1SAEFei3wl/NrVik2SMM/4UugT7qDqCDgCoM8aYfnkzgY1n/e6Zrh4oKqXvxAKNBL8TgutiNSSpoaavxvhwWK0zAGBicbPPLJA3ULhJUou8qRzH9Kt2FY0WeZWNNdbabrfI1Uz32pC1ttul7ZU0z72+xVrbEXKsNnn/cAfd8xuBJCtdfkKnB64g3+uttV1ujvwl7pwz3fZVwXO59xa8m9tmjBkIHttaOzfkfE2S/MW/prjzbnfz89erHe65yRjT5E9WUOxzdGna5E1lm2+LpHn+ZxLxOfjlRxqpxK6q5G53JdffvRf/Mx+SV7Y2uC5oUfuskHSaRmaKa5I3+9JQIE2xMnia26/bf++B7XL7jdpeSX5i5mnM96Lc70RMbSoSdKR9Hav5OQUMyvtbNiHGsqCOWGt58ODBI/QhyXp/JmKl7Xfp2yK2N8lb76A3ZNsKt39T3usZeZU5K29ayxWSWvPOlwmkbXev9YecY0BeRSgsb23+ORLMt5+XDe7n9pB9c/mPuPYbYlz3poi89Urak5+3vDR7wq5VGeVkb9xyEla+/M805ufYI6kz5PWMy0dP3mt++dngrkkmbz//XCvKuU4VXv8eVy7zy097WH7c+xnI3yYvANsbLGOllkH3HejM2+5fu9aI/MfOTxLfi7jfiRLLbXuRNKlex2p8TlHlLqnryINH3EfNM8CDB4/6fWikUrjHVS4KPfy0UUFHf6EKQ6F/hIF/yJ2B11ojKmZ7FRF0RBzbX9wuansl+d7r9g+t0Lr3NabCGnzPMT6j3gKVwtBrEdheL0HHmDITlnf/sypwvE6FB47+eaICPL/SFloBLXSdyr3+rtxYRQQlbnt+gLQnqkwEKqb5AUycMrihzDJacn5KyFNYIJd00BH596rMPJd1Hatx/Ly0nZL2JHUdefCI+6h5Bnjw4FG/D7+yFjNtZEuHRu7kRd6JcxXK0DvOJeYjtIJYoOLkB0xhd1YrzXfByniRymzcoGNPgfz3l3v+EstJGkHHmLzJCzQLBQ8ZRQcdBd+new+hAU2Rz6nk6+/yacPy6pdVtz0YZBdrdWgKO2bMMlgo+NmjkKC63PyUkKew73BiQUcgf3FbB1K5jtU6fl7a9nK+rzx4VPpgIDmAauiRlLUF+hzbkQGOKyOSVDrDzED+C8aYHnkV2Q4bvpp2EvkutkJ7S5HtxQwqenG+up2VJ2+Bslir2LvPIStvYcH2/EXO3GfYG7F7sQUM18sbX1LqtKzlXH9/xq7+iO173DGD16VLip5pyY4s4Bk21qXY9c3a6AVA/TFM+SrJT5w8Vfq9KMY/fimrkKdxHat5/GBaoOoYSA4gVa5imFG8imVWbjrHkCAgVsU0is0b8O0GY66Q1GdDFqGrl3wXY8cOmM9oZHBpq3utqUBlpVZyMxFFBHxR5kt6VF5XExljBuUNBu631m4p8VhBflB6mqTYixKWef3nuefQvFpvAHr+IPRWSVk3aDtKVuGV9WLXpJxrVkl+yj1nkspZlTuN61jN449Sp38XMI4RdABIWyl3LIfdc1hlf1gJcQHFo/JmvxozO5KTVL5T5yq6XfIqgoPyFgDbIa8CXa9TY/oV75JWHXd31pvdrEYL5L2/FZJWGGO2yGu1KqciFfwMS1LG9c9I8YOtwJoKw7bwjFhVma2s3vJTpglf2SbgQLXRvQpA2koJFvyKfmIBRoQN8u50hk3H6ncHqcd85xY0C/y8ENsLAAAEuklEQVTeKa87jqy1C6y13dbawQaoUPjXPqo7VCi/S5W1do21tsNa2yypWV6XpTa5FpAylPUZVnL987uHFZB6uSpRXeUn/zsRRyDgK6fFo9E1iaALNUDQASBVgTEPce4g+3eAUxuL4CqJbZK68s/jAo55Lg91lW8pV0ltDfzeJq/S3mfdeiVF9q+LBQfddW6TNGgLrEcRsV9n/uvW2qy7494hbx2Hct6nv9ZD1DiLsPyUe/39NUrmRaUNKrEspq6e8pP/nShD2mNH6lGL6ixwxMRA0AGgGnqkwnckXYWySSl2yXDn6JW36FzYwlj53aPqIt8BLRp9h9JfNC2qtSC/UlhuhTxp97jnqK5thSyJ2hA2Nieg2B3ti+V1tyulu1e5199PX7CynDeovWhZdNsLjbFIUr3kJ/87UYqs6iBwqoGZqv2YGkxABB0AiorZDSTyjqGr4A9qZNaeMF0KrDCekg3yKhpRld0lCtwBrHG+BzW2QpTRyF3yoKi7lv7+/mfTVCBtJWJ3UTHGbJBX2V5Q5qDv1iIV3WzEcedFlWNXMQ7tbhdTSdffBTZ9knoK5Kk1sJ9fFrfIVfYj9mlT8pXJ0PzVKD+lfCfi2KGRFq60pd2Nq5Tjt4qgAzVA0AEgVF5lKE4XBD991J3D+e64Y/rcu0rfPHkDg6PEvSPZopD8uvNmFDHQ2N1VbtfYu6aV5NufAatQXqMqC73yKtjBu+EdeV24/DvmY6brddMBL3O/+pX0KXnvPfRalSJYTgoFp8aYTmPMHnnXY26MblWF8tYR1mJjjOnVyHvOt0NSZ34eXXe7lRp7bePkpZLrv0xepf3R/PfiPvMlIa1xHZKGI8pim7w1J/Jbaiopg/72yM+hjPxUkqc434lS9BfJR1Ca17Eaxw+apxK6EQJJMdbaWucBQB1xle8ejf0HOCRvoa81gbQZef+88v8hZiWtt9Z2KY+r5M3V6HnlB8K6OwUqqcHjDivkLrkxZkCju6tkJa2y1q52lZQB9x7yK0EZt59/nuaIoKTSfO+w1i4okNfc9rxzdsmrMGflLXCY/74z8j6vJnl3gt9wm9ZYa7Pu81zp3nu3tXYo4vxbCszkNUaBcpJfAWwKvP5Ase5LMT7HedbaNS7gm6KR9zvFHX9MBdQYY+WNu+gI7BfMW3fEZ170OpVz/fPO0a6RFjY/D3siuv/l7yON3LHuDwZylZbBiO1D1toxLQNx8pNEnlyaot+JuPy/C9ZaUyBNqtexmp+TS5+RN/FB6N85IE0EHQCAcS0YdNQ6L6gvrtLfVcqEBo3MBW0d+Tc4gGqgexUAAJioejUyIcBE0KUSp6kGkkLQAQAAJqo18mYVG/frdbiuVU0lztAGJIagAwAATEhuXMMqFZiFaxyZaK06qDMEHQCAcStwB3sirseAGNzCkvPyZsUaV9xg/+xEGbuC+kTQAQAYl9wg4b3u11ZjzN6w6V0BedP/jsvWDhd4dzGRAmqN2asAAMCEF1gfJc0FSqvOBdpjpmsGqo2gAwAAQLnB1hovFXQXSGXHy/tBYyPoAAAAAJAqxnQAAAAASBVBBwAAAIBUEXQAAAAASBVBBwAAAIBUEXQAAAAASBVBBwAAAIBU/X+Ly5xvCIddKAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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KQRqNBqmpqTCbzdizZ4+rUkjdrg2hdCkJld1uR1paWoPHIgQyeFcxf/582O12mM1mr8srJyDh+vIzm80NKu2rVD1KSkpSq0mNQhkn1NBbYwlXV8NIdGFUmEwmaDQanyeSyoBeZayQQqfTeX39vW1P2UZjjAnwF8SH+pkWiZLU0TCeIxIV8lj+m+pipoMa7OGHH8bOnTv9LheuK82RdMUVV2DhwoURbYNGo0Fubi4SExPrzV6ufMHY7faQX3+r1Yrk5GS/615//fWYOXNmQINQfQk0K2Oz2fDFF19Aq9X6/CIN55U2pTrY+vXrQ96GcjIQS5mOaKOc8Ady7ATzHgjXdtWglEsNJMOm0Whc4xWU5esOllYet9vtrmxA3c+MQCcrVUMo+/CVzVDui0SFuGBP+JX/ha/lg52fo7HHc9Tdf1P77qfQMNNBFMV8Dcr0tqz7SbZWq23w5GVKRRxfUlJSMHHixAYHHEDgJ29KcOVvBnDl9QjHiZLFYoFer2/QF6pyMhBLc5JEG+V/6+vqdyjHQbi2q4ZgrvR7K+urZEdTUlJgNpuRkJAAvV7v9VhUgq9oPoHMyMiA1WqtFyiazWaPZcXD7fjx40HPz5GRkeHzIkQ0z8/hSTQfL9S4mOmgBgv0Sn9eXh6GDx8e3sY0McFczVS+pOp+2WZkZCAtLS2kCkuBSE9Ph06nU+3LXHmu/q4uKyfrvp5TQUEB7HZ7gwMDb8xmc4Nm3XWvrhVr1BonpMb/Rema5iurpZykB3OlO1zbVUMw3bmUNrqvk5WVhfT0dBiNRp8TfbpTyvFGs9TUVKxatcr1mafVapGVlYXt27cH/DzVtGHDBtfvwcwa7ut9Ec3zc7hjhoPqYtBBFOUCnVxJObGo+8WiDKa2Wq1Bz39RUFCALl26eH08MzMTGo3G64l33cGrwfB3JVd53FdApvRB95UxyszMRFFRERITE2u1NSUlBVqttl5JUUVBQQFsNluDArlgB5Errzfg+ELX6XTQ6/WuidByc3NdV6yV0spFRUWu/5Hdbse8efNccx6EOjmacsKqBqPR2KDADfh9Es2ioiKvyyiBQzDHf7i2qwZlrEYg3QfrBrdWq9U1X0Ugr71y4UOv17sm12vszE6gzGYz8vPzXaW7lfdJqBN3NpSy30BP+E0mk2ueEW/cg4hoHc8BOD6jIzHWiaJYICWueIu9G0vmNg0Gg8FneUp33kpjSukor6iUTgym7KGvspc5OTl+y516K2vpj0ajkWaz2W/b4KP8o1JS0ldpTqX9+fn59V5nvV7vs9yjwWBocClepaRxTk6Oz+XKysqkXq+vtVxubq7r/62UFk1NTZWpqan1/i/KPtxfU6VUr6dSy9Ek0HKdOp3OZ9lhf/9PKT1/Rqmx3YbyVjJXKV3sqwyrp1KxynvH23rK48qxYTabZVFRkascrr/3JvyUzPVVAlhK/yV1tVqt1/9JtJWe7tixY0CloaX8/X/lj1LKOZBtqlGuN9SSuUaj0ef/kUITjedSCLBkLsd0EEU5pSqULzabDZmZmViyZInHxzUaDfLz85GQkICUlBSfZSPd9+ntKmhBQQG2bdvm8yppQUFBrdmKg5GcnOz3yqRSMcrbld7rr7/eNSOuJ3a73dW+VatW1bsil5GR4fNqbnZ2doOv9iszBPu7Cnr99dcjJSWlVlbFbDa7JkF0r9BVUFDg8f8yb968WlkNb/38o5W/bj05OTmu7JOnda1Wq9eslcVi8fqeaMh2s7Ky/L7XGsJgMECn0/l8HypdjDwt4+0qtPJclWyi3W53jfcwGAw+96dk2CJFq9UiPT09pG5gvo6DUNhsNhw/fhyA/7EXBQUFuP766/1mToMdz5Gdne36vaGZjmBf04KCgqjNiFGEBBKZ8BZ7N2Y6mgaDwSCNRqMsKiqSWq1WZmRk1LsynZOTIzUajd+r5e7bhHNyrboTYZWVlUmz2Sz1er3Xq1pFRUVSo9G4rgB7uilX4gJtU10ZGRkBXSEbNmxYveWKioqkTqfzm4Vwf346nc5jVsbblcTc3NyAM1C+IIDJupSr2d4yEu7PAx6uQisZjbpXOZWr1tFOr9cHfCyZzWap0+nqvVY6nc7n/1L5P3j7jGrodhtKeb95omTBPB3vymSidd/LvibwMxqNrivuyrFU9zkqGbW6cnJyXBNyepqsM5DnI6V0re+NRqPx+riStVRee+Wm7FN5fnWp+f9SKBkCX9vMz893fSZ7ep/62mYgmQdlMtmGZOOCeQ+6C+Z7iQIXjedSCDDTIRzLUlOTnJwslauo0YIDyYNnMpkwc+ZMV7/drKws5OTk1BpomJycDJPJFNQVJZvNBovFglWrVsFmsyEhIQEajQYJCQmuvt7epKSkBFwJy9PEY4EoKChAUlIS/H0+5eXlYffu3cjNzUVCQoLrymx6enrAV/Xsdjvi4+ORn59fK+Pgq2xlWloaEhISvF7hDoTyHPV6vc8BrspgZn+ZH2V7dV9zi8WCtLS0eq+lyWSCxWLxOV4hEmw2G9LS0mC321FaWlrr6qoyJ4FWq61X8lVhtVqRk5Pjen/YbDafx4PdbkdSUhJ0Oh3uv/9+r59RoW63tLQ0oMnbPElKSqp15V2j0UCv13t87llZWa4JMpXXzNeYHaVylTLmQRm7ZTAYoNFoYLFYMG/ePFeWpO772GKxuEp1A0BJSQkmTpwInU4HIYTr80Sv17veJ56ej3uZ7cTExFoZJY1Gg+TkZNf7w9P67o8DcD0n5X2jfC7Y7XYUFRXBarXCZrMhIyOj1hgu9+PA27EViKysLFcb3Hn6/9ddRqvVenw/etumst26pcrT0tI8VvBSls/JyfFbZrwh70FlG4mJiSgrK+NgcpVF47mUECJfSul/cGIgkQlvsXdjpoNinVar9XvVT41jymw2e8xaKOMkPAHg9SpuMPsF4HM/yr4C6budkZHh8XkYDAaPV5W1Wm1A221OwvEZlZOTE3RfeAqNXq8P6JgOdYxCKJrr956SMSf1ReMxBY7pIKJYlp6e3qBMQqByc3ODmpjPYrFAq9U2uPykcnXWV/Uo5QpjIOVYc3NzPV699FSxTMniKONiwjnuoLmL5kpPTYlSwS2QalxK5ibUuYvIP7PZrFqFO2o6GHQQUVQyGAxeuwioyW63e+w64q37QShfpna7HSkpKbUG1ivBgK+uBxqNxufjmZmZrt+3b99eb2CpMui07v0WiwUajaZWCVUKj5KSkkg3oVkoLS0NuhtPtM85EquUme3DMS8UxTYGHUQUlZS+ysHMyh6KlJQUuI9/Uk7UPWUylGpFwX6ZZmdnu/qSA79/KQdyVXbmzJlYtWpVvXaYTCZXO5Tt1Q2UvNXnLykpcd2XlZUV0lwdRNFEOZ4tFovfZZX3Io/78GisLDXFHk4OSERRy2g0ugaPhms2XaPRiKKiIphMJlcmwtuEhtnZ2dDpdEF3l0lOToZGo8H69esBOAa7Go3GgJ6T0WhEZmama2JAZZZf94BF6cJTt12lpaUeA6T09HSkp6cjMzMz4AnGKHiZmZnsYtKI8vPzkZKSApvN5vU9nJWVhYyMDNekmaQuJYva2BMRUmxg0EFEUS0nJwfp6ek+Kzw1VKBX5ULtp6zT6WplbfzNrVCXv1nd9Xq9x6o3BoPB49VcrVYb1teTfsfxHI1Hqf6kzLheN6hQujlGW8W2psJut8NsNvOzhbxi0EFEUU0p2WkymYI6UVebMvHehAkTQlrfaDT6DR6oaeH/OzL0ej2vtEfAtGnT2K2KfGLQQURRT+kCFOlKQGazmV0yiIjqKCgo8DifC5E7Bh1EFBMi/WWm1Wo58JSIyINwjbmjpoXVq4iIiIiIKKwYdBARERERUVgx6CAiIiIiorBi0EFERERERGHFoIOIiIiIiMKKQQcREREREYUVgw4iIiIiIgorBh1ERERERBRWDDqIiIiIiCisGHQQEREREVFYMeggIiIiIqKwYtBBRERERERhxaCDiIiIiIjCikEHERERERGFFYMOIiIiIiIKKwYdREREREQUVgw6iIiIiIgorBh0EBERERFRWDHoICIiIiKisGLQQUREREREYcWgg4iIiIiIwopBBxERERERhRWDDiIiIiIiCisGHUREREREFFatIt2AaCeEMAPIl1JmBbi8FoAJgN15lxbANillZjjXJSIiIiKKVgw66hBCaOA42U+GIwBQAoFA1tUDMANIkVLa3O43CiHypZRJ4ViXiIiIiCiasXuVG2emYT2AmQBKEWCw4bZuLoA096ABAJyZilIhRI7a6xIRERERRTtmOtw4T/hdGQUhRGoQq2cAsEkpC3w8niuE0NYNLBq4LhERERFRVGOmQwXOLlmpAKzelpFSKo/Vyp40ZF0iIiIioljAoEMdeufPIj/L2d2WVWNdIiIiIqKox6BDHYOcP/11fbIB0DqzG2qsS0REREQU9Rh0qEMJBOw+l3IMTgeABJXWJSIiIiKKegw61BFsIOCerWjIukREREREUY/Vq9ShBAKlPpf6nadMRyjr1iKEMAAwAMC5556LvLy8ADfZOI4fPx51baLYxmOK1MTjidTGY4rUFsvHFIMOdURFpsM5a3oWACQnJ8vhw4cHuenwysvLQ7S1iWIbjylSE48nUhuPKVJbLB9T7F4VGf7Gb4RrXSIiIiKiRsegQx3BDvIu9fB7KOsSEREREUU9Bh3qCDT7oAQW7ss3ZF0iIiIioqjHoEMdyhwbWj/LeRo03pB1iYiIiIiiHoMOdWxz/vRXzlYLwC6ldM9WNGRdIiIiIqKox6BDHVbnz0RvC7jNJJ6t4rpERERERFGPQYcKnNkHC4AJPhZTHjOrtS4RERERUSxg0KEeEwCNECLVy+PpALKklAUqr0tEREREFNUYdPg2qM5Pr6SUNgBpADKEELUGhQshMpy/mtRel4iIiIgo2nFGcjfOsRPr4RjUnYDfB3enCiHK4KgcZQeQ5gwUapFSWoQQBQBMQgg4l9UC2CalTPK174asS0REREQUzRh0uHGOr2jQCb4zGElv7HWJiIiIiKIVu1cREREREVFYMeggIiIiIqKwYtBBRERERERhxTEdRETU7FVVVWHv3r1Yt24dfvvtNxQXF6O4uBjl5eWoqqpCVVUVKisrUVNTg27duqFnz57o1asXevbsifj4eLRu3dp1i4uLQ8+ePeEsCkJERGDQQUREzYyUEt988w2sVit27dqFr7/+Gt9//z0qKytrLdemTRtoNBq0adMGrVu3Rps2bSCEQHFxMUpLS33u48ILL8TYsWMxbtw4DB06FK1btw7nUyIiinoMOoiIqMk7deoU1q9fjzVr1uA///kPDhw4AAA4//zzcdlllyElJQWtWrXCTTfdhO7du6N79+7o1KmT12zFyZMn8euvv+LgwYOw2+04e/asKyNSXl6Ozz77DEuWLMGrr76Kzp074+6778YLL7yAjh07em2jlJLZESJqshh0EBFRkySlxNatW/Hmm29i5cqVqKioQMeOHZGSkoK//e1vGDVqFHr06OFaPi8vD9dcc01A227fvj369u2Lvn37enz8gQcewIkTJ2C1WmGxWPDqq6/i448/xltvvYWhQ4e6ljt79ixWr16NhQsXYtu2bXjiiScwa9YstGnTpmFPnogoynAgORERNSnHjx/HP/7xDwwYMACDBw/G8uXLMW7cOHz66ac4evQo/vWvf+Gee+6pFXCEQ4cOHTBu3DisWLECGzduRIsWLTB8+HAsX74cZWVlePHFF5GYmIi0tDQcOnQIN9xwA5599lkMGjQIO3bsCGvbiIgaGzMdRETUJFRUVOCf//wnFixYgJKSEgwePBhZWVmYOHEizjnnnIi27dprr8WuXbvQu3dvGI1G3HfffTh58iRGjBiBV155BTfddBNatmyJf//730hPT8egQYOQnJyMK6+8EldccQWuvPJKXHbZZWjXrl1EnwcRUagYdBARUUw7ffo0XnzxRSxYsAB2ux2jRo3C7NmzcfXVV0e6abV06NABcXFxKC0txZ133omHHnoIl19+ea1lxo4di2uvvRYvvvgiNm/ejJUrV2Lx4sUAgBYtWuD8889H165d0bVrV3Tr1g3du3dH3759cckll+APf/gDevXqxXHWJ0OAAAAgAElEQVQhRBSVGHQQEVHM2rVrFyZNmoRvv/0WY8eOxezZs5GcnBzpZnm1adMmdOrUCd26dfO6TEJCAubNmwfAMS5l79692LlzJ3bs2IEDBw7g6NGjOHr0KPbu3YvDhw/j+PHjrnU7dOiA/v37Y8iQIRg2bBiGDBmC+Pj4sD8vIiJ/GHQQEVHMqa6uxvz58zF79mx06dIF//nPfzB69OhIN8svrVYb1PJCCPTp0wd9+vTBLbfcUu9xKSUOHz6Mn376CT/++CN+/PFH7NixA6+99hoWLFgAIQQuv/xyLF26FElJSWo9DSKioDHoICKimHLgwAHcfvvt2LRpE2699VYsXrwYXbt2jXSzIkIIgR49eqBHjx4YPny46/7Tp09jy5Yt+OKLL/Dyyy9j7ty5+OCDDyLXUCJq9hh0EBFRzPjqq68wfvx4nDhxAsuXL8ekSZM4hsGDuLg4DBs2DMOGDcOhQ4ewYsUKnD59GnFxcZFuGhE1UyyZS0REMWHJkiUYPnw4OnbsiM2bN2Py5MkMOAIwZswYnDhxAnl5eZFuChE1Yww6iIgoqlVVVeH++++HwWDAiBEjsG3bNgwYMCDSzYoZ1113Hdq3b49///vfkW4KETVjDDqIiChqSSkxffp0vP7665gxYwY++eQTVmMKUlxcHEaOHImPP/4YUspIN4eImikGHUREFLXmz5+PN954A08//TQyMzPRsmXLSDcpJo0dOxYHDhzAzp07I90UImqmGHQQEVFUWr16NUwmE2677TbMmTMn0s2pJ5ayBn/5y18ghMDHH38c6aYQUTPFoIOIiKJOQUEB7rzzTlx11VV44403om7A+LJly9CmTRvk5+dHuikB6d69OwYPHsxxHUQUMQw6iIgoqvz6668YM2YMunbtio8++gjt2rWLdJPqmTlzJs6ePYuvv/460k0J2JgxY5Cfn4+DBw9GuilE1Awx6CAioqghpcQ999wDu92ONWvW4Nxzz410k+opKyvDkSNHAACnTp2KcGsCN3bsWADAmjVrItwSImqOGHQQEVHUMJvNWLduHebPn4/LLrss0s3x6IsvvnD9HktBR//+/aHVatnFiogigkEHERFFhaKiIjz++ONISUnB9OnTI90crz7//HO0bt0aAHDy5MkItyZwQgiMGTMG69evx4kTJyLdHCJqZhh0EBFRxFVXV2PKlClo1aoVli1bFnUDx91t3rwZ1157LVq2bBlTmQ7A0cXqzJkzyM3NjXRTiKiZYdBBREQRt3DhQmzatAmvvPIKevfuHenmeFVTU4Pvv/8el112Gdq3bx9zQceQIUPQuXNnls4lokbHoIOIiCKqsLAQs2bNws0334zJkydHujk+7d+/HydOnMCAAQPQrl27mAs6WrdujVGjRmHNmjWoqamJdHOIqBlh0EFERBE1a9YstGrVCosWLYrqblUA8N133wFwDMqOxaADcJTOLS4uxtatWyPdFCJqRhh0EBFRxGzduhU5OTl4/PHHcd5550W6OX59//33AH4POmJpILli1KhRaNmyJatYEVGjYtBBREQRIaWEyWRCt27d8Nhjj0W6OQH5/vvvcd555yEhISFmMx3x8fEYMmQIx3UQUaNi0EFERBGxbt065OXlYfbs2ejUqVOkmxOQ7777Dv379weAmA06AEcVq2+//RY2my3STSGiZoJBBxERNbqamhqYTCb06dMH6enpkW5OQKSU+OGHH5pE0DFmzBgAYLaDiBoNgw4iImp07733Hr7++mu88MILaNOmTaSbE5CSkhIcO3YMffv2BYCYLJmr6Nu3Ly699FIGHUTUaBh0EBFRo6qursYzzzyDK6+8EhMnTox0cwL2/PPPAwBOnz4NAIiLi4vZoANwZDu++OILlJeXR7opRNQMMOggIqJG9eGHH8Jms+Gpp55Cixax8zX08ssvAwA2btwIADhz5gzatm0bySY1yNixY3H27Fl8+umnkW4KETUDsfNpT0REMU9Kifnz5yMxMRHjxo2LdHNCsmfPHgDAiRMn0KFDhwi3JnSDBw9G165dWTqXiBpF2IIOIcQ54do2ERHFpq+++gpbtmzBI488gpYtW0a6OQErLS11/d69e3cAsR90tGzZEn/5y1/wySefoKqqKtLNIaImrkFBhxDiIiHEvUKIVUKIbUKIQiFEtRCiGkCZ8/cS5/3rhBCLhBC3MCAhImqeXnrpJcTHx2PKlCmRbkpQduzY4fr9zJkzAGI/6AAcXazsdju+/PLLSDeFiJq4VsGu4AwYJgB4AkAfAHsAFABYD6AIQCkAu9sqGgAJABIB6AAsA9BZCGEFsFhK+WFDngAREcWGn3/+GatXr8bMmTNj7mR99+7drt+VWcibQtAxcuRItGnTBp988gmGDx8e6eYQURMWVNAhhJgBYCaAXAAmAFYpZdBlL4QQfQDoAcwSQmQCMEgpNwS7HSIiih0LFy5E69at8cADD0S6KUFzDzqUilVNIeioqqrC2bNn0a5du0g3hYiauIC6VwkhrhRC/AxHxqKPlHKilPKDUAIOAJBS7pFSLpFSJgO4AcBMIcSqULZFRETRr7S0FG+++SbuuOMO9OjRI9LNCdoXX3zh+r0pBR0bN25ETU0N9Hp9pJtCRE2c30yHEGIagFQAKVLKPWo3QEppAzBSCJEqhFgHIF1KuVft/RARUeQsXrwYJ0+exGOPPRbppoTEfUzHqVOnIKVUJeg4ceIEfvrpJ/zwww/Yv38/AKBFixZo0aIFhBA4deoUysvLUVFRgYqKCiQlJeGhhx6qN6Hivn37MH/+fJSVlbnuE0LgoYcewqBBg7zuf+PGjWjbti2uuuqqBj0PIiJ/fAYdQohbAWiklDeEuyFSSotznEeWEMLIwIOIqGk4ffo0Xn31Vdxwww0YOHBgpJsTtLqVnU6ePInTp09DShlQ0FFaWorvvvsO3333HWw2G3755RfX7eDBg37Xj4uLQ+fOndGuXTu8//77ePPNN7F48WIMGTIEZ86cwUsvvYTnn38eUkr07NnTtd6+ffsQFxfnN+gYPHhwTM83QkSxwV+mwy6lfLFRWgJASmkHMEEIcSWAvY21XyIiCp833ngDhw8fxnvvvRfppoSksLCw1t+nTp3CDz/8AAB47rnn8OWXX+KZZ56pd3K/atUqPPLIIzh06JDrvrZt26J379644IILkJKSAq1Wi0svvRSXXnop+vTpgxYtWqCmpsZ1i4uLq5XVWLNmDR544AEMHToUd955J7Zt24bdu3fjlltuwcKFC3HBBRe4lr3mmmtQVFTk9XkdO3YMBQUFmDVrVoNeHyKiQPgMOqSU6xurIXX2u8P/UkREFO2qqqqQmZmJq6++OmarI3kqJ5uUlATAEYBs2LABhw4dwrZt21wzrJ86dQr/93//h27duuHRRx/FgAEDMHDgQPTq1QtCiJDbctNNN2HEiBF49tlnsWDBAlx44YX45JNPMGrUqHrLJiYm1hqLUtdXX32FmpoaDB06NOT2EBEFKuiSuURERIF69913sW/fPrz++usNOtluTFVVVdi8eTPWrVuHdevWYfv27fWWeeCBB/DPf/4Tb731Flq3bo0777wT77zzDu666y4AwJtvvonffvsNq1atwrBhw1RtX4cOHZCRkYGHH34YCQkJXrtGJSYm4t1338WZM2c8LrNx40a0atUKV199tartIyLyJNDqVawsRUREQamursbcuXNx5ZVXerwSH03OnDmD//3vf5g6dSrOO+88DB06FH//+9/Rpk2beoO2O3XqhLvvvhsAkJCQgNtuuw1XXXUVnnzySZw4ccKV3bnmmmvCmkXo0aOHz7EYffv2hZQSe/Z4rgGzceNGJCUlxXwFLiKKDYHOSJ4qhOgU1pYQEVGTYrFYUFhYiCeffDJqsxw7duyAwWBAt27d8OSTT+LDDz/E6NGjkZOTg6NHj+LLL7/E/fffX2sdjUaDEydOAHBkHVq0aIEFCxbg4MGDeOmll7By5Urs27cv4s87MTERADyO6zh16hS2bt3KrlVE1GgC7V4lAKwXQvwdtWcbD5mU8nM1tkNERNFHSom5c+fikksuwfjx4yPdnFpOnjyJ7OxsLFq0CFu3bkW7du0wceJEXHrppXj44YfrZTaOHDlS6+/4+PhaQQcA/PnPf0ZaWhoyMjJw3nnn4Y9//CNGjx7dOE/Iiz59+gCAx0zH1q1bUVlZiaFDh0JKic2bN2PFihXYuXOna5kOHTpg+fLlMTmvChFFn2DGdLSAY3LAYC/bSABXAZjhdl8mAAYdRERN1Jo1a/D111/j7bffdg2ujrQff/wRZrMZb731Fux2Oy699FK8/PLLuOuuu6DRaJCXl1cv4ACAXbt21fq7bqZD8fe//x0fffQRbDYbVq5cGfHsjt3uuEao0WjqPbZx40YAwOeff45HHnkEP//8M9q1a4fBgwejVatWKC8vh9Vqxc6dOxl0EJEqggk6rpNSVgSzcSHEOXAEGNPgCFYKAExjdSoioqZt7ty56NOnD26//faItqOmpgZr1qzBwoULsWHDBrRu3Rrjx4/Hfffdh6FDhwYUGHzzzTe1/vaU6QAArVaL2bNnY+3atUhLS1P3iYRg9+7dAIB+/fq57pNSIi8vD08//TQAYOHChRg+fDhmzZqF8ePH45xzzgEA5OfnIzk5GWfPnm38hhNRkxRo0GENIeAYD2AJAA2AcgAmKeWSINtHREQxZufOndi8eTNefvlltG7dOiJtOHXqFJYvX44FCxZg9+7d6N27N+bOnYt77rkH5557bsDbqampqXeft0wHADz11FN46qmnGtZ4lSjzi/Tr1w9SSlgsFmRmZrqqcQ0cOBBr1qzBhRdeWG/dVq0cpwd1J0YkIgpVQEGHlHJkoBsUQlwEIAeADo7shgWO7EZ5CO0jIqIYs3TpUrRt2xaTJk1q9H0XFxfjtddew+uvv46jR48iOTkZK1euRGpqqutEOhiLFi1y/d6lSxeUlJR4zXREm8LCQiQkJODAgQO45ZZbsHHjRmi1WgBA//798fXXX3vN9CivFTMdRKQWVefpEELMA2CEI9iwAUiP1ASDRETU+E6dOoV33nkHt956KxISEhptvz/++CNeeuklrFixApWVlRgzZgwee+wxDBkypEFjKx544AHX7xdccAFKSkpqZTratWvX4LaHy/bt21FaWgqdTofOnTvDbDajpqYG9913H+bPn+/zdVEyVAw6iEgtqgQdQojrAJgBaOEIOExSyhfV2DYREcWODz74AOXl5Zg2bVqj7G/37t149tln8d5776Ft27aYOnUqHnnkEVx88cWq70vplhUfH49ffvkF7du3j5pB8nVt2bIF+fn5AACDwYDnnnsOHTt2xMUXX4w//elPuPHGG32uz+5VRKS2BgUdzoHiSwCkwhFsWAGksSsVEVHztHTpUvTt21f1Wbjr2rNnD5599lksX74ccXFxmDFjBh5//HF069Yt5G1KKXHgwAEcPXoUJSUlKC0trfW4MhGfRqPBDz/8ELVdq5YsWQKDwQAAGDNmDF5//XUAjq5iv/zyC5YsWeI3+8NMBxGpLeSgQwjxOIAMOIINOxzBBrtSERE1U7t378YXX3yBefPmha1c7PHjxzF37ly89NJLaNGiBf7v//4PJpOp1uDwmpoaHDp0CEVFRfVux44dQ69evdC7d2/07t0b5557Ln7++WcUFBRg+/btrm5TnlRXVwNwBB0VFRXo3LlzWJ5jqE6fPo0HH3wQS5cuRc+ePXHw4EHccccdrsdeeOEF/PnPf0ZKSorfbXFMBxGpLeigQwhxBRwDxZWuVJlSyifUbhgREcWWZcuWoWXLlrj77rtV37aUEitXrsSMGTPw66+/YvLkyZg3bx46d+6MgoICrFixAlu3bsV3330Hm82G06dPu9Zt2bIlLrjgAiQmJuKCCy7AgQMHsG7dOhw6dAhSSsTFxeHyyy/H9ddfj1GjRuHcc89Fly5dsHv37lrdxJTMR5cuXVBRUeEqLxst7r77bmRnZ2PWrFm44oorkJaW5iqX+8Ybb+DgwYN4++23AwoI2b2KiNQWcNDh7EqVAcCA3+fcSJNS1p/qNIBtBVuCl4iIoldVVRXeeust3HTTTapPJrd7926kp6cjLy8PSUlJyMnJQUVFBe644w5s2rTJVda2T58++OMf/4gbb7wRiYmJrtuFF17osXRvZWUljhw5gnPPPRetWrVCXl4ehg8f7nq87qSAR48eBQB07doVFRUV6NSpk6rPsyH27t2LnJwcmEwmPP/888jIyADgKJdbVVWFjIwMXHPNNbjuuusC2h67VxGR2gIKOtzm3IiHoyvVNCnlBw3Y7x4AXRqwPhERRZE1a9aguLhY1QHklZWVyMzMxPPPP4+4uDgsWrQI3bt3x0MPPYT8/Hz07t0bs2bNwuDBgzFo0KCgx3O0adMGPXv29Pr4f//731p/79+/HwDQuXNnVFRUoHfv3sE/qTBZvHgxhBC4//77ATjK5Xbv3h3nnHMO3nzzTfzyyy+uZQLB7lVEpLZAMx0WABKOClWmhmQphBBXwjFhIBERNRFvvfUWzj//fNxwww2qbG/btm246qqrXH+3aNECjzzyCE6fPo3ExEQsXboUkydPRps2bVTZnydffvllrb9PnToFwFEm99ixY43avers2bPYsGEDsrOz0b17d8yZM8eVjTh9+jSWLVuGsWPHugKhwsJC9OvXD9XV1Zg7dy50Op3filXu2L2KiNQWzJiOPXB0q8pwXikRcAQiwegCR6WrYNcjIqIopZwQT5o0KaQJ+NxVVVXhhRdewN/+9jfXfSNGjECPHj1w/vnnIzk5GbfeemuD9xOIX3/91eP97dq1a7QxHdu3b8fbb7+N7OxsFBcXo0OHDjhx4gS2bt0Ki8WCzp07w2Kx4OjRo64sB+AIOm644QZkZ2fj559/xr/+9a+gBvefPHkSQHTPQ0JEsSXQT+0yKWVfNXYohDACmKfGtoiIKPLy8/Nx7NixWuMh/LHZbJg9ezZ++ukn3Hnnnbjrrrtw5MgRTJo0yTW/hE6nw/r166HRNH5y3H0gel2tW7cOa9BRWVmJnJwcvPrqq9iyZQvi4uIwZswY3HbbbRg1ahSys7Nx7733YsiQIfjPf/6D1157DRdffLFrvMbx48dx6NAh9O3bFy+88AIGDBiAcePGBdWG4uJiAED37t1Vf35E1DwFHHSotUMpZaYQgtWuiIiaiLy8PAAIKOg4cuQInn/+eSxatAitW7fGJZdcgkcffRSPPvporeUmT56MpUuXhrX7lC979nivkVJeXo4zZ86oHnTYbDa88cYbWLZsGQ4fPoyLL74Yr7zyCu6+++5a+7r77rvRs2dP3HrrrdDpdDh69Cj+8Y9/uCYq/PnnnwEAP/zwA7777ju8++67QU9ieOTIEQAMOohIPYF+CplU3m/jTFVLRERht2HDBvTv39/nCWpJSQnmzJmDxMRE/POf/8TUqVPx888/43//+x+GDBlSa9mnnnoKb7/9dsQCDsB71yoAePHFFwEAmzZtwosvvojly5ejrCy0a3MVFRVYtWoV9Ho9EhMTMW/ePCQnJ+PTTz/FDz/8gAcffNBjcKPX67Fp0ybExcWhQ4cOmDJliuux3bt3AwBWrVqFvn37YsKECUG3i5kOIlJbQJmOBlaqCvv2iIgoMqqqqrBp06ZaJ73ufvnlFyxYsABLlizByZMncfPNN2Pu3Lm49NJLceDAAQwbNgybN2/GjBkzMHv2bPzyyy8YMGBA4z4JD5STbk/mzp0LAFi7di3Wrl0LwDHwesSIEbjlllswfPhw9OzZs1awIKVEcXEx9u7di2+//RabN2/G5s2b8d1330FKiYsuugjPPfccpkyZgl69egXUxssuuwy7du3C0aNHa3VBKywsBOAYazNr1qyQxr8omY6GzPBOROQu/CPxPBBCzJNSzozEvomISD3KLN51u1YdPXoUs2bNwhtvvAEAuOOOO2A0Gl0BxY4dOzB69GgcP34cFosFt956KwBERcAB+A46RowYgQ0bNuDRRx/FU0895Rqo/cEHH+Cvf/2ra7mOHTvi/PPPR4sWLbB3795a40Ti4+MxePBgpKWlYciQIRg2bFjQXaAAICEhAQkJCbXuW7duHQDHHB2TJk0KepvA78+/a9euIa1PRFSXKkGHEKJQStkviFWMABh0EBHFOGU8x7BhwwAANTU1WLZsGZ544gmUl5dj+vTpmDFjBi688ELXOrm5uRg/fjwSEhKwZcsW9O/fPxJN98lX0PG3v/0NGzZswOjRoxEfH49BgwZh0KBBmDt3Lr7//nvs2rULv/76Kw4ePIhff/0V1dXV+Mtf/oKLLroIF110ES6++GL069cvqGpSgdq/f79rfpFnnnkm5CpfxcXFiI+P9zipIhFRKNTKdCQKIS6UUu7zt6AQ4jOV9hl1hBBFcMxpsgqATUppF0JoAGgBTASglVKm+VhfC8f4GbvzLi2AbVLKzPC2nIgoNBs2bMDAgQPRrVs3bNu2DQ8++CC2bNmCoUOH4rXXXsPAgQNrLf/OO+9g6tSp6N+/P9auXYvzzz8/Qi33raSkxOtjFRWOqarqjrUQQmDAgAERzda8++67AIC2bdvitttuC3k7R44c4XgOIlJV8Llc78y+HhRCXCSEKASgV3Gf0UYLRxYnH0CZEELCUfkrH4DOT8ChB5ALIENKaXLe0pyP5Ye/6UREwamsrMSmTZtQWVkJvV6Pq666Cnv27MHy5cuRl5dXK+CQUmLevHmYPHkyhgwZgo0bN0ZtwAE4KlR54y3oiAYzZzo6EaxYsQItW7YMeTvFxcUMOohIVWoGHSlCiFs8PSCEeBxAEYBEODIBTVUBHM/PBke2wub8O0VKmeJtJWeGIxdAmpTS5v6YM8tRKoTICVuriYiCJKXErFmzcOrUKezevRs//PADMjMzUVhYiMmTJ9fqOlRZWYmpU6fiySefxB133IG1a9eic+fOEWy9fwcPHvT6WLQGHV9//bXrd2WMTKiOHDnCQeREpCq1ulcVAEgDkC6E2COl3AkAQohzAKwHkATHyfc0KWW5EKJhn4bRa7uUMj2E9TLg6I5V4OPxXCGEtm5QQkTU2A4ePIgHHngAq1evBgDMnz8fDz74oMcStyUlJRg/fjw2btyIOXPm4Omnnw7LWAa1KWVnPYnWoEMpjbto0aKQBqW7Ky4urlfKmIioIVTJdEgpk6WUe6SUTwCY7uxKNR6OrkWJcFzBnyClLHcuz5K5Ts4xH6kArN6WkVIqj6k9XwoRUcBqampgNpvRv39/V4Wk/v3747HHHvMYcOzbtw+DBw/Gli1b8N577+GZZ56JiYADAH777Tevj1VUVKBFixZo3759I7bINyklfvrpJwDAtGkNmwqruroaR48eZaaDiFSleslcKeV052Dx6+HIcqQpwQZ5pIxxKfKznB1NezwMEUWx/fv3Y+rUqVi/fj2uu+46vPrqq0hKSkJKiueeo4cPH4Zer8fRo0exYcMGXH311Y3c4vBo1aoVjh07hk6dOkVVAPXWW28BAC655BJs3LgR3377LQDgiiuuCDpjUVpaCiklx3QQkarCMk+HlHKkM/BIlVJW1H1cCLFISnlfOPYdgwY5f/rrNmUDoBNCaKSUdj/LEhGpQkqJ5cuX46GHHkJ1dTXMZjOmTZuGLVu24PTp0xg6dGi9dUpLS5GSkoJDhw7BarVi8ODBEWh5eHTt2hUVFRVR17XqnnvuAeDoznbddde57r/wwguxd+/eoLbF2ciJKBzUHEheVxocYxE8mRDG/UacEEIjhNALIYxCCIOzC5U3ymP+AolS588En0sREamkuLgYt9xyC6ZMmYLLL78cX3/9NQwGA4QQrq48dUviHj9+HKNHj8bu3buxevXqmAw4pJReH2usoMNutyMjIwP33Xefz/ElUkq89957rr/btWuHxYsXo7i4GFOnTsWpU6eC3jdnIyeicAgo0yGEWBTi9rVCiHWofRU/Ab+faDc5QohUOJ6jVUppFULoAKwXQqzyMt9GsEFEk33tiCh6/Otf/0J6ejqOHTuG+fPn4+GHH65VgrWwsBAtW7ZEnz59XPedPn0aN998M7Zv3w6LxQK9PjZ7hB4/ftzrY+EOOg4cOICXX34ZZrMZx44dQ9u2bbF06VJMnz4dTz/9tCsQkFLio48+wrPPPosdO3YAADp37ozCwkLX+JqOHTuiqqoq6DYw00FE4RBo96qJUPdk1/tlpNg2AY55NlxBlrMiVZIQokwIkeihupXyupYiMMx0EFHY2O12PPjgg3jnnXeg0+mwYsUKjzOGFxYW4qKLLnLNWF1VVYXbbrsN69evx/Lly3HzzTc3dtNVs2vXLq+Pde3aFfv374dGo+71n6qqKjzwwAN48803UVNTg4kTJ2LGjBno0aMH5syZg0WLFuHtt9/GE088gX79+uGFF17Arl270LdvX9c2fvvtt1oD+lu1atWgoIOZDiJSU6BBhw3AYinlUjV2KoSoVmM7UaiPj/EWJgBmIYS5Tmlc1TIdQggDAAMAnHvuucjLywty0+F1/PjxqGsTxTYeU+rau3cvnnjiCRw5cgR33303Jk2ahOLiYtdJqLuCggJ06dIFeXl5qKmpwd///nfk5ubioYceQu/evWPy/6IcT77muKisrMThw4cRFxen6nM0m814//33MXbsWNx+++0477zzYLfbYbfbMXHiRFx99dXIysrCrFmzAAC9e/fGk08+icrKSsyfPx8JCQn43//+V2ubhw4dQmVlZdDt3LZtG4QQ+Oabbxo0wSDxM4rUF9PHlJTS7w3AZwAuCmTZALf3s1rbipUbHLOVSwD5de7Pd96v87N+rnM5fSD7S0pKktFmw4YNkW4CNTE8ptTz3//+V8bHx8vzzjtPbtmyxeeyNTU1skOHDvKhhx6SNTU18v7775cA5PPPP99IrQ0P5dQVQP4AACAASURBVHhyftZ6vD311FOyZ8+e8p577lFtv59++qkEIKdPn+532a+++kr++9//lmfPnq3VVpvNVm/ZJ598UrZs2TLo9kyfPl1269Yt6PWoPn5Gkdqi8ZiCY546v+emAWU6pJQjVYhv3LfX1/9STYuU0uYsr6ir81CwA8QD7YZFRBSQ1atX4/bbb8cFF1yAdevW4aKLLvK5/OHDh3HixAn069cPzz77LF577TU8/vjjePLJJxunwRHUtWtXHDt2TLUxHYcOHcLkyZMxcOBALFiwwO/y7qWH9+3b5/rdfWyNonXr1qiuroaUMqjyvpyNnIjCIZzVq6g+OwAIIbR17wuAEpSwXC4RqebNN9/Erbfeissvvxxffvml34AD+H227pqaGjz33HOYNGkSMjMzo2reinBJSEgIOugoLy/H6NGj0atXL0ybNg0ff/wxTp48iZqaGtx11104fvw43n//fbRr1y6otijjZhYuXOjx8VatHNcVz549G9R2i4uLOYiciFTnM+gQQlzUOM2Ijv2GSgiR6hwonhrgKu7jMpRB51pPC3pYh5kOIlJFYWEh7rvvPlx33XVYv349unbtGvB6gGNCunbt2uGll15qFgEHALRp0wZSyoCDjsOHD2PYsGGwWq1ISkpCdnY2xo4di65du+JPf/oTrFYrXn75ZQwYMCCodhw/fhw7d+4EAEyfPt3jMu6D/INRXFzMTAcRqc5fpiNJCDG+UVriJISY15j7U4lS3cvz1Ly/UwIH9xLC2+o85o0WgF1yYkAiUoGUEtOnT0dcXByWL1+ODh06BLyuEnTs2LEDM2bMaFZXxZWsQSBBh81mw7XXXovCwkKsWbMGH330EY4cOYLc3Fzce++9KC0txdSpU3HvvfcG3Q6z2QwA6Nu3L9q2betxmVAyHdXV1dizZ09AGS8iomD4HNMhpfxACDHDOU+HUUp5LFwNEUJcAcdkgiYp5d5w7SdMtjlvWd4WcJsg0FYncLA6fyYGsG52QxpJRKRYvnw5Pv/8cyxevBg9evQIal2le1X37t3x6KOPhqN5UUvJGvgLOr755huMHDkSlZWV+Pzzz/GnP/0JgCNTotfrodfr8corr4TUhsrKSjz++OMAgJdeesnrcqFkOvbv34/Kykr069cvpLYREXnjd0yHlPJFAOsB7BBC/D+1GyCEOEcIsRjAEgDTpZQ71d5HI7ACgJ8shMH5s9Ys7c51LPA9S7vymDnUBhIRKY4cOYLHHnsMf/7znzFt2rSg11+9ejUA4Omnn0bHjh3Vbl5UU7IGnTp18rrM/v37kZKSgpYtW+K///2vK+BQy6uvvur6feRI73VelExHMEGHksVi0EFEagtoILmU0gIgCcAgIUSJEGKeMzMRMiHEdUKIbAB74CihO0hKuach24wU6Zh3I9E5+3g9zkzFTDhmKfeUDTEB0PgYE5IOIEvWnt+DiCgkjz32GCoqKmA2m9GiRXD1RNy76oQSsMSauhkNf5mOEydOYNy4cTh58iQ+++wzjxMrNkRxcTFmz54NALjzzjsRFxfndVkl0xFM9yoGHUQULgF/20gpy6WU0wEMAhAP4HNnALLKGYSMdwYSVwghLnK7XeG8/14hxCIhxDrn5IBmOLokaaWU88Pz9BqVCcBM5wR9Ls5KVfkAsqWUHsd8SMcM5mkAMupUtoIQQsmMmNRvMhE1N3l5eVixYgVMJlNAg5efffZZdO7cGfHx8ejatavrRHbEiBG1Zr9uqnr16lXrb19BR01NDaZMmYKdO3fi/fffVz3gAICnnnoKp06dAgCkpvquXaJM7Bds0NG+fXucf/75oTeSiMiDQGckd3GeIE8HMF0IoQegh2MAdTp+Hwwt3VZRSprYAWyHY5K7J6SUO0JtdDRydpNKE0IYhBD5zrtL4Xje6VJKq/e1HdkkIUQBAJOzCowdjsHj26SUSWFsOhE1I/PmzUOPHj1cM1v7UlVVhVdeeQVarRZDhw5FdXU1cnNzsXv37oDWbwrqdh/zFXQ899xzsFgsmD9/PkaPHq16W3bu3ImlS5e62nXDDTf4XP7kyZMAgPbt2we8j8LCQvTt27fZVCMjosYTdNDhznkiXetkWgjRGY45JTRwVFuKyS5ToXJ2n/I6oNzPujY4gjciItV98803+OyzzzB37lyf3XIU69evR0lJCZYtW4Zx48YBABYtWoS//vWvuPjii8Pd3KigZHYU3qpXffDBB5gzZw6mTJkSlsH1Uko8/PDDiI+PR3l5OcaMGeN3Xo/y8nIAQOfOnQPeT2FhIS677LIGtZWIyBPVJwd0dsPaI6Xc0dwCDiKiaPaPf/wD7du3R3p6YNc2Vq5cCY1GgxtvvNF1X2FhIeLi4tCzZ89wNTOiqqura/194sSJWn9XVlYCqD+QfM6cObj88suxePHisGQJPvjgA3zxxReYNGkSqqurfQ4gV5SXl6Nt27ZeS+rWdfbsWdhsNo7nIKKw4IzkRETNwOHDh/Huu+9iypQpSEhI8Lv8qVOn8OGHH2L8+PG1TloLCwvRr1+/oAegxwplvISioqKi1t/Hjh1Du3btamVA9u/fj2+//RaTJk0K+AQ/GGfOnIHRaMTAgQPxxz/+EQACqohVUVER1Mzp+/btw9mzZxl0EFFYNKh7FRERxYbXX38dVVVVePjhhwNafu3atTh27Bhuu+22WvcXFhYGPXt2LFHGQSjqBh0VFRX1shzr1q0DgFoZITW99tpr2LNnD9atW4cPP/wQnTt3xh/+8Ae/65WXlwfdtQpg5SoiCo+meamKiIhcTp48iddffx1jx44N+IRy5cqV6N69O0aMGOG67+zZsygqKmrSJ6V1u1MdO3as3t91swdr165Fr169whKMlZaW4vnnn8fIkSMxcuRIbNmyBYMGDQoo01RRUcGgg4iiBoMOIqImbsWKFSgpKQl4gPOxY8ewZs0aTJgwwTXBHND0ut9UVFTgtddew5QpU/DNN98AqJ/pOHPmTL113IOOqqoqWK1W3HjjjWEZy/HCC/+fvfuOiuraHjj+vSCoWEAFNXaxJWrsmmeJSWyxaxI1RtM0zRTTm77EJC9FjaaY38vL0xRNfPZYiBhBRey9IBYwCoiKNKUjfc7vDxgiMMDc4dJkf9aaFWbuufdcCAtnzzl778+Ji4tjwYIF3Lx5E39/f6ubDcbHx+vaXnXhwgVq165No0aNbL1dIYQolAQdQghxG1NKsWjRInr16sW9995r1TkeHh6kpqYW2FoVGhoKQOvWrQ2/z7J05swZXnrpJZo2bcorr7zC6tWr6dWrF6tWrSqwspFf/qDj4MGDJCQkMGLECMPvMyQkhH//+988/fTTdOnShRMnTpCVlaUr6NC70tGuXTsplyuEKBWS0yGEELexc+fOERAQwA8//GD1m8lVq1bRokUL+vbtm+f1a9euAVSqylWrVq1i3759REZGEhkZSUREBBcvXqR69epMnjyZl19+mVatWvHiiy+yZMkSliwpuuJ5QkICLVq0yH3u5eVFtWrVGDx4sOH3Pnv2bOzt7fn0008BOHz4MGBdErn5XvUGHT17SlsoIUTpkJUOIYS4jW3atAkgt89GcRISEti2bRuPPvpogbwBc9BRGbpVK6X44IMPmDJlCitXruTcuXPY29vTo0cPFixYQFhYGMuWLaN37964ubmxbt26Ag0PW7VqVeC6+Vc6tm7dSr9+/XS9ubfG0aNHWb16NW+++WZukHfo0CFatWpFw4YNrbqGnu1VGRkZXLp06bbZOieEqHhkpUMIIW5jmzZt4p577uGOO+6wavzevXvJzMy0WIkpLCyM2rVrF6jeVNGYTCbeeOMNvvvuO5577jl++OEH7O3tizxH0zSGDBlCREQEP//8MwCDBw/O/drs1upV4eHh+Pn58cUXXxj+Pbz//vu4ubnx7rvv5r52+PBh+vXrZ9X5JpNJ10pHSEgIWVlZEnQIIUqNrHQIIcRt6urVqxw7dozx48dbfY6vry+Ojo4FtlZB9kpHRd9alZWVxXPPPcd3333HG2+8weLFi4sNOG51a06HuaO3maura56Vjm3btgEYns+xa9cudu7cyaxZs3LnCg8P58qVK1ZvrUpOTkYpZXXQIZWrhBClTYIOIYS4Tf3xxx8AuoOOvn37UrNmzQLHrl27VqG3VoWGhvLwww/zyy+/MGfOHL766ivdSdGBgYG5Xx87dizPMWdnZ9LT03MDga1bt9K4cWO6du1a8pvPoZRizpw53HHHHcyYMSP3db35HOaAydrtVRJ0CCFKmwQdQghxm9q0aRMdOnTgzjvvtGp8bGwsJ0+ezNOb41YVNeiIiYnh7bffpn379mzbto1vv/2WTz75xKYqTGfPns39+tKlS3mOmbuN161bl6ysLLZt22Z4qVwfHx/27t3L7Nmz8wR+hw8fplq1anTv3t2q65iDDj0rHc7Ozri6uuq/aSGEsIKhQYemaXU1TZuraZq3pmlH8h17R9O0h42cTwghhGVxcXH4+vpanUAOsGfPHpRSFoMOpVSF216VkpLCl19+SZs2bfj666+ZOnUqFy5c4LXXXrP5mllZWYUec3R0BLKDjiNHjhAbG2toF3KlFB9++CHNmjXjueeey3Ps2LFjdOnSxeIKlCXmTup6gg4plyuEKE2GBR05AUUc8B4wFGhz63Gl1AIgXtO0t42aUwghhGV//vknmZmZurdW1ahRw+IWnhs3bpCenl4hVjqysrJYtmwZHTp04L333qNfv36cOnWKX375hWbNmpXavLeudHh5eWFnZ8fQoUMNu76XlxeHDh3igw8+yJ3LzN/fX9c2Lj3bqzIyMjh06BA9evTQd8NCCKGDIUGHpmmtgZ/IDjjqKaXsgHn5xymlfICTmqYNMmJeIYQQlnl4eNCoUSOrcwAgO+jo379/gTe8UHHK5Xp5edG9e3emTZtG48aN8fX1ZcuWLdx9992Gz5U/oLg16Ni2bRt9+vShfv36hsxlzuVo1aoV06ZNy3MsMjKSqKgoXd+jnu1VBw8eJDEx0dBVGyGEyM+olY53gcFKqQVKKXO5D2VpYE7gYdxHQ0IIIfJIS0vjzz//ZNy4cQV6bRTm+vXr+Pv7F5nPAeXbGHDevHmMGDGC5ORk1qxZw+HDh7n//vtLbb6JEyfmeW4OOkwmE0eOHDF0lcPb25tjx47xwQcf5G7jMjt9+jQAXbp0sfp6erZXeXt7Y29vz6BB8nmgEKL0GNWnI14pdTLfa7IxVAghysHOnTtJSkrSlc+xe/dugEKDjrCwMKD8Vjp+/vlnZs2axZQpU1i6dGmBN+alIX8pXJPJBMCJEycwmUwMGTLEsLm++uormjRpwhNPPFHgmDnosGWlw5rtVd7e3vTt29fwBodCCHEro1Y6LK1qWFzpyOFu0LxCCCHy8fT0pFatWro+ufb19cXJyYnevXtbPG5e6bC2yaCRPDw8eP7553nwwQfLLOAACiRtp6WlAXDkyBGcnJz4xz/+Ycg8p06dYseOHcycOdPi93b69GkaNmxodSdyyF7p0DSN2rVrFzkuOjqaEydO8OCDD+q+byGE0MOooENvECGrIEIIUUp8fX259957qVGjhq5zBgwYgIODg8Xj165dw9XV1WK+R2nau3cvkydPplevXvz+++9lFnDA30FG/ueHDx/mvvvuM+xevvnmG5ycnHj++ectHj99+rSurVWQvdJRt27dYrfXbd++HaWUBB1CiFJnVNBxzEJVKouBhaZpa4DVBs0rhBDiFhEREQQEBBS6TcqS6Ohozp07V+Q55dGjY9++fYwZM4aWLVuyZcuWYj+1N1r+oCM1NRXI7vRu1Naqa9eusXLlSqZPn24xKT0rK4szZ87oTpQ3Bx3F8fLyokGDBlK5SghR6gwJOnLK4U7WNG21pmnmmn55tldpmjZI07SjgItSaoMR8wohhMhr165dQOG5GZb4+fkB0KdPn0LHhIWFlVnQoZTim2++4f7778fNzY1t27aVSdO66OjoPM/NQYZZRkZG7tdGBR3//ve/yczM5PXXX7d4PCgoiNTUVN1Bx/Xr12nQoEGRY0wmE9u2bWPo0KHY29vrur4QQuhlZHPASUBv4ISmaVnALE3TLuQ8soDtQGzOOCGEEKXA19eXunXrWt25GqxLVC6rxoAJCQlMmjSJN998k7Fjx3Ls2DFatGhR6vNCdmnaW+UPOgIDAwFo2LChISV6k5OT+e9//8tDDz1EmzZtLI6xpXIVZK94FZd/4+/vT2RkpGytEkKUCcOCDqVUsFKqDfAi4AfUI7tBYBsgBJihlBp2S0ldIYQQBvP19WXgwIFUq2Z9cUJ/f38aN26Mm5ubxeOZmZlERkaW+krHX3/9RZ8+fdi4cSMLFixg/fr1ZVpRKX837vxBh9mQIUMM6dy9bNkyYmNjefPNNwsd4+/vj52dHR07dtR17fDwcBo3blzkGG9vbwCGDRum69pCCGELo0rm5lJKLQGWQG7TwBgJNIQQovSFhYVx4cIFZsyYoeu806dPF/nJfWRkJCaTqVSDjkuXLjFo0CDS09PZuXMnAwcOLLW5CpOYmJjnef6cDjMjtlYppfj+++/p06cP/fr1K3Tc6dOnadu2bYFKWkUxmUxERkYWu9Lh7e3N3XffXe4NH4UQVYOR26sKUEqFSMAhhBBlw5zPoadhXmZmJufOnSt2axXoawyYkZFRYLtSUdcfPHgwN2/exMfHp1wCDoDY2Ng8zwtb6Rg8eHCJ5zp69CgBAQE8++yzRa6aFBcQWnL9+nWysrKKDDqSkpLYt2+fbK0SQpQZQ4MOTdNaaZr2rKZpBYrDa5r2iKZpzxo5nxBCiL/5+vri4uJC165dix+c4+LFi6SmphaZM2AOOqz9RDwkJIR//OMftGjRIncLT2Fu3LjBsGHDiIqKwsvLy5BcCVvFxMTkeV5Y0GFEjsmvv/5KjRo1mDSp8DTH5ORkgoKCdOdzhIeHAxS5vcrHx4eMjAwJOoQQZcawoCOnZO4MsrdWrct/XCm1Hjiuadpco+YUQgjxN19fX+677z5dlYisTSIH64KOrVu30rNnT4KCgmjTpg3jx49n586dFscmJCQwfPhwLl68yObNm4usnlUWbty4ked5YdurSiotLY1Vq1bx0EMPFZmzcvbsWZRSugOxiIgIoOhGjhs3bsTZ2bncVpWEEFWPIUFHzspGiFLqfeBHYJ6lcUqpk8BaWfEQQghjXb58meDgYF2lciE76LCzs+Ouu+4qdExYWBj29vZFdsTOyMjgo48+YtSoUbRo0YLjx4+zZ88e2rZty5gxY9izZ0+e8cePH6dPnz74+fnx+++/69oSVpysrCyCgoK4dOkSkZGRJCQkkJmZWex5xa101KlThzfeeKPE97d582ZiY2N5+umnixxnTUBoiXmlo7CgIzMzk82bNzN69OgybbYohKjajEokn6iUehFAKfVCUQOVUic1TZOyuUIIYSBfX19AX38OyK6O1L59+yITla9du0bjxo3zrKAkJydz5MgR9u7dy549ezh48CA3b97kqaee4j//+Q9OTk5A9jae+++/n5EjR+Lt7c0//vEPFi5cyAcffECjRo3w9vZm0KDsHbkJCQl4eXnxxx9/EBYWRu/evenbty99+/YtcqtQZmYm+/btY8+ePezfv5+DBw8WSAq3s7NjzJgxzJw5k0GDBlnMoygupyMxMZE6deoUeh/WWrZsGU2bNi02N8Tf3x8nJyfc3d11Xb+47VV79uwhJiaGhx56SNd1hRCiJIwKOuIMuo4QQggb+Pr60qBBAzp37mz1OZmZmXh4eNCtW7cix3l4eBATE8OECRO4fPkyoaGhREVFAdllZrt06cL06dMZPnw4I0eOzPOGvmHDhrmBx4gRI+jSpQv79+/nkUceYcmSJdStW5fVq1ezdOlSfH19ycjIwNXVldatW7No0SIWLFgAQKtWrXIDkL59+9KpUyf279/P2rVr2bBhAzdu3EDTNO6++24ef/xxevbsiaZppKSkkJKSQlhYGMuXL8fDw4OOHTsyc+ZMnnzyydzgCMj9nswsba+ypst3USIiIvDy8uKdd94pdhvc6dOn6dy5M3Z2+jYlREREULdu3Tzf2602bdpEjRo1GD58uK7rCiFESRgVdOj7GAZcDJpXCCFuGyaTiT///JOvv/6aoKAgTpw4UWxXabPDhw8zYMCAIt+gxsfHc/r0afbt28fu3btzk7z9/PyYMmUKn3zyCe3atcsdHxsby+zZs3O3HZ05c4aWLVvStWtXWrZsSffu3enfvz8uLkX/Sb/jjjvYuXMn9913H35+fvzyyy888sgj/Pzzz3z77bdcvnyZ1q1b8+qrrzJu3Dj69euHvb09qampnDx5koMHD3Lw4EH27NnDqlWr8ly7Vq1ajB07lokTJ/LAAw8UeS9z585l9erV/N///R8vvvgiH374ITNnzuTll1+mQYMGubkQZpYSyUsadKxYsYKsrCyeeuqpIscppTh9+jTjxo3TPUd4eHihW6uUUmzatIlhw4ZRq1Yt3dcWQgibKaVK/ADWAnWsHNsaWGvEvPIo/NGzZ09V0fj6+pb3LYjbzO3yO3Xz5k21ePFideeddypANW3aVNnZ2am33nrL6vPt7OzURx99lOf1M2fOqHfeeUeNGDFCNW/eXAG5j44dO6pu3brlfu3k5KTs7e3Vc889py5fvqyWL1+uGjZsqOzs7BSgJk6cWOLvMz4+XgUGBqp//vOfqm7dugpQAwcOVB4eHiorK8uqa1y+fFmtWbNGzZ49W61fv17dvHlT932YTCa1Z88eNXr0aAUoJycn9fLLL+f5+RT2+N///qd7vlvn7dy5s7rnnnuKHRseHq4AtWjRIt3zDBgwQN13330Wjx09elQBaunSpbqvK/S7Xf5GiYqjIv5OAceUNTGANYOKvQgMAY4WF3gAdXPGPWzEvPKQoENUbbfD79SOHTtUy5YtFaB69OihVqxYodLT09W0adOUo6OjunTpUrHXML+RXL9+vVJKqYiICPXCCy8oOzs75ejoqLp27aqmTp2q5s6dqzZv3qyioqKUUkotWbJEASooKEiFh4ermTNnKgcHB6VpmgJU79691bFjx1S1atXUrFmzdH1fJpMpz/P4+Hj1ySefKGdnZwWoCRMmqKNHj+q6Zmk4e/asmjZtmnJwcLAq6ACUj4+PTXMdP35cAeo///lPsWO9vb0VoHbu3Kl7nrZt26rJkydbPDZ79mxlb2+vrl+/rvu6Qr/b4W+UqFgq4u+UtUGHIdurlFI7NE0bCsRpmjYf2AEEK6UuaZpWF+gF9ADmAzuUUhuMmFcIISqrxMRE3n33Xf773//Srl07tm/fzuDBg3PzIT755BNWrlzJnDlz+PXXX4u8lr+/PwAdOnRg3rx5fPHFF6SkpPDyyy8zZ84cXF1dLZ53+vRpateuTatWrbCzs+O7777jrbfe4t///jft2rXjmWeeIT4+nszMzDyVqw4dOoSnpyfp6elkZGSQnp5OYmIiYWFhuY+kpCRq1KiBk5MTTk5OxMfHk5iYyPjx4/nkk090954oLR07duSXX37h22+/LVC+9qmnnrL4sx88eDDjx49nwYIFtG3b1uq5fv31VxwdHZk8eXKxY22tXAVFb6/auHEjAwcOtHrbnhBCGMWonA6UUu/l/GP5PvAeYKk6yHrgOaPmFEKIymj37t08/fTThIaG8uabb/Lpp58WSPpt3rw5r776KgsXLuStt94q8k26Oeh46aWX2LNnD2PHjuXLL7+kQ4cORd6Hv79/gUTlli1b5iZvA0RHRwPZCeEmk4mFCxcye/ZsTCYT1atXx8HBAUdHR2rVqkWTJk3o3LkzDz74IM7OzqSmpnLz5k1u3rxJtWrVeOGFF+jZs6fun1dZsJSrERdXsEbKkSNH2L59O59//jmenp7MmDGDDz/8sMhywgDp6emsWLGC8ePHU69evWLv5/Tp09xxxx2FBoyFSUxMJDk52WLlqvPnzxMQEMCLL76o65pCCGEEw4IOyA08FpMddPTk7wTzY8Bild0gUAghqqSsrCy++OILPv74Y9zd3dm7dy/9+/cvdPysWbP48ccfmTVrFlu2bCl03O7duwHYv38/y5cv5/HHHy/2XpTKTlR+5JFHihxnrujk4ODA+PHj2bx5MxMmTODnn38ucVJ1RZe/hC6Am5sbs2fPZtq0afzrX//ihx9+YNmyZbz99tu8+eabhZbU/fPPP7lx40axCeRm/v7+Nq1yFNUYcOPGjQCMHz9e93WFEKKkDA06AJRSwUCRvTqEEKKqiYyM5PHHH2fHjh1MnTqVH374odieD/Xq1WP27Nm8++677Nq1y2IDvejoaPz8/ABYt26dxd4LISEhHDx4kMmTJ+euakRGRhITE1NsiV1z0DFp0iQcHBz47rvveOWVVyz2ubjdWAo6zIHWHXfcwQ8//MDrr7/OBx98wMcff8x3333H66+/zsyZMwtU0Vq2bBmNGzdm2LBhQPbKx6lTp9i3bx/79u1j//79JCUl4ezsTO3atfnrr78AePnll2natClNmzalTZs2dOvWjdq1axd6z0U1BtywYQO9evWiefPmtv1AhBCiBAwLOjRNa6WUumTU9YQQ4nbh6+vLlClTiIuL46effmL69OlWv2l/5ZVX+O6773jvvfc4dOhQnvOuXbtGx44dARg9erTFgOPUqVMMGzaMqKgoNm7cyLJly6hVq1bum9o777yz0Lnj4+OZOHEiAI6OjuzZs4d77rnH6u+7srMUdOQPFDt06MC6des4duwYn376KXPmzGHhwoW8+uqrTJs2jUuXLuHj44OHhwcAnTt3Jjo6Ok/3c3d3d4YNG4abmxvx8fEcOnQo99iqVavy3Iemadx111306tWLhx56qMCqRWGNAYOCgjh69ChffvmljT8NIYQoGUOCDk3T5gHvaJr2nlJqoRHXFEKIyu7W7VTtJirlqgAAIABJREFU2rXD29tbdwJ1zZo1+de//sX06dNZv349EyZMAODAgQNMmTKF+Ph4AN59990C5+7fv59Ro0ZRt25dZs+ezdy5cwkKCsLDwyM36Gjfvn2B85RSbNiwgZkzZ5orDxIREWFVLsLt5NbAALL/Xzg4OFgc26tXLzw8PPDz8+Pzzz/ns88+47PPPsszpkGDBnTp0oWGDRvi5ubGnXfeyYABA2jatGmecWvXruXRRx/lxIkTdO/enZs3b3Lt2jUCAwM5fvw4x44dw8vLi99++43nn3+eRYsWUaNGDaDw7VVr1qwB4NFHH7X9ByKEECVhTYmr4h5k9+nYBnQz4nrykJK5QlijIv9ORUREqCFDhihATZ06VSUmJtp8rczMTNWpUyfVrl07lZKSoj755BNlb2+vWrVqpR555BEFqNjY2DznbN26VdWsWVO1b99ehYaGKqWU2rJli6pbt65q1KiRGjBggKpevbrKzMzMPefixYvq448/Vm3atFGA6tatm+rTp49q0KCBzfdemVBMqdxGjRpZfa0zZ86o//u//1Pbtm1TTZs2VXr+Jn/wwQfK3t5epaSkFDomIyNDvffee7n/ny5evKiUUrmvTZ8+Xc2YMUN5enqqmzdvqrvvvlv179/f6nswmUxFzi+sU5H/RonKqSL+TlGWJXPJLo/7vrWDZSuWEOJ2VpLtVJbY29szb948xowZQ/v27bly5QpTp07l+++/58UXX6Rly5a5OQRpaWl89dVXfPzxx3Tu3BkvL6/cykojR47k4MGDjB07ln379gHQrVs3GjVqRFJSEocPH0bTNB544AHmzJnDlClTeOyxx0hMTCz5D6WCUzkrOmZOTk7cvHkzz2t6Euc7depEp06d8Pf3JywsjPfft/qfSE6fPk27du1yVy8sqVatGvPmzWPAgAE8+eST9OjRg08++YT58+cD2aslSin++9//5p7ToUMHfv31V5RSmEwmMjIyuH79OlFRUURHRxMdHZ3n68zMTNzc3HB3d6dNmza0atWK6tWr517vrbfekq7mQgirGRV0BGma1k0p5Wfl+O1AO4PmFkKICmPdunVMnjyZ9u3bs23bNpsqEFkyatQo7r//fo4fP56nQpW/v3/ulq2dO3fy0ksvcf78eSZMmMBPP/1UoPdEx44dOXz4cG4p1jZt2hAZGYlSinnz5jF16lSaNWuWOz4qKqrYcrC3g/wBRq1atQq8VlzivyW//fYbDg4OPPbYY1af4+/vT+/eva0aO3r0aE6cOMGkSZN44403cl+/fPkyTk5O7Nq1i+HDhwPZJXOffvrpAteoU6dO7pavli1b0rt3b9zc3KhVqxahoaEEBQWxb98+Vq1alSc4mzFjhgQdQgirGdUc8EdN097RNK2XUuonK06RrkRCiNvOgQMHeOKJJ+jbty9eXl5FVhnSS9M01q5dy+bNm9m+fTtff/011atX5+zZs5w9e5Zx48bxxx9/4O7uzp9//smIESMKvZazszMODg689dZbzJ07t8h5o6KiDAucKrKEhIQ8z2vVqpXbo8RMb4lgpbJzY4YNG2Z1M77ExERCQkKYPn261fO0atWKvXv34uvry8yZM+nUqVNu/s2wYcNo27YtLVu2ZOnSpWRkZGBnZ4emaVSrVo0GDRoUuaJyK5PJlOd5VahgJoQwjlGJ5OZ/tXrl9Ok4AQQDMRaGuwPOFl4XQohK6+LFi4wdO5YWLVqwadMmQwOOM2fOMHv2bLZv305qair16tXjnnvu4cCBA7ljDh06xIcffsisWbOoWbNmkdcLDQ0lIyPDYhJ5flFRUbi5uZX4e6joLAUd+ekNOs6dO0dISIiurVXnzp0DKLaUcX7Vq1dn+PDhxMfH56lcdeLECS5evMj7779f4lK5tzaRFEIIvYzaXvUC2YGE+WOPnjmPwqgijgkhRKVy48YNRo4cCWQ3gdPbRboo5g7jjo6OPP/884wfP54BAwbg4ODAr7/+ytNPP01gYGCx3cdvdf78ecBy5apbZWRkEBMTUyW2V5mrgJkZEXRs3rwZyN4aZ63AwECA3FLIeiQnJxMdHZ0nuFi9ejUODg4WyykLIURZMiyRnOyO4z9aM1jTtCyD5hVCiHKVmprK+PHjuXz5Mj4+PrRt29awa2/cuJHHHnuM1q1b4+3tTYsWLfIcP3v2LNWrV9c9Z1Hlcm91/fp1gCoRdFy9ejXPc6OCjh49ehQoiVuUgIAAHBwccHd31zUXQHBwMADt2mWnTJpMJlavXs2DDz5I/fr1dV9PCCGMZNRaaQzZyeHWCjFoXiGEKDcmk4lp06axb98+fvvtN/r372/YtRcvXsyECRPo3r07+/btKxBwQPaWLnd3d+zt7XVd+6+//sLFxaXYFRlzN/KqEHSYAzEzJyenAmP0BB3R0dEcPHiQMWPG6LqPwMBA2rVrR7Vq+j8TvHDhAkBuELp//36uXr3K5MmTdV9LCCGMZkjQoZQapqcErlLKuI8ChRCinHz44YesXr2aefPmMWnSJEOuaTKZ+Oc//8mMGTMYPnw4O3bsKDQJOSgoiDZt2uie46+//qJDhw7FJgJXpaDj1KlTeZ5bCuT0BB1//vknSindQUdAQECRXeKLcvHiRYDc34nly5dTq1atAl3LhRCiPJRaVpimaa00TRukaVq30ppDCCHKy08//cQXX3zB888/b7EbuC2Sk5OZOHEiX3zxBc8++yybNm0qtCSpUqpEQYc1SeTm6k1VMeiwlDStp2Tu5s2badKkCT169LD6nPT0dIKCgrjrrrusPudWFy9exM3NDWdnZ1JTU1m7di0PP/ywlLUVQlQIhgcdmqa9rWnaDSCI7C1XxzVNy9I07Quj5xJCiPKwbds2ZsyYwYMPPsj3339vSOnQq1evMnDgQDZu3MjXX3/NkiVLcHBwKHR8dHQ0ycnJuvf+Jycnc+XKFasrV0HVCDoCAgLyPLe0vcnalY60tDS8vb0ZPXq0rt+NixcvkpWVZfNKx4ULF3LzOTZv3kx8fDxPPPGETdcSQgijGRZ0aJpWV9O0Y8CXQCxwEvDJ+W888L6maRc0TWtp1JxCCFHWAgMDmTBhAp06dWLt2rU27b3Pz8fHhz59+vDXX3+xefNm3njjjWLfrAYFBQHoXukwb8GxNuioVq1abrfzqqQkQcfu3btJSkqyKZ8DKNFKhzmfY/ny5TRp0oRBgwbZdC0hhDCakSsdvwM7gHpKqbZKqV45uR69lFL1gV7AzpxxQghR6dy8eZMJEyZQvXp1PD09dVczyi8lJYXXXnuNIUOGUKdOHQ4cOGB1eVVbgw5rK1fB393Iq2ITuJIEHZs3b6ZmzZoMHjxY15zm1RY95Y/NUlJSuHr1Km3btiU6OpqtW7cyZcoU3UUGhBCitBjVHPBZYLtSakFhY5RSJ4AXcjqXP2tl53IhhKgwXn75Zc6dO4eXl5euRmtJSUmcP3+exMRE0tPTSUtLIyEhgc8++4zAwEBmzpzJvHnzLFZMKkxQUBCaptG6dWtd34M56DBvwymKOeioimwNOpRS/PHHHwwZMqTYJo35BQQE0Lx5c5saS5rL5bZt25Y1a9aQmZkpW6uEEBWKUX06hiqlHrVmoFJqgaZpPwASdAghKo2lS5eybNkyPvzwQ4YNG1bk2NDQUFatWsWhQ4c4ffo0ISEhKFWwJ2rTpk3Ztm0bQ4cO1X0/wcHBNGvWjOrVq+s676+//qJZs2ZWJRdX5aDD1upVJ0+e5PLly3z88ce65wwMDLR5a9Wt5XK//fZbunTpQpcuXWy6lhBClAajgo5YneOr3lq9EKLS8vf356WXXuKBBx7go48+sjgmKSmJ9evX8+uvv+Lr6wvAnXfeSc+ePXn66afp1KkT9erVo3r16jg6OuLo6Ejbtm11rW7cKigoyKYGcpcuXaJVq1ZWjY2KirJqReR2ZGv1qk2bNmFnZ8fo0aN1zWcymQgMDOSZZ57RdZ6ZOVfHZDJx5MgRFiwodOOBEEKUi/IKOvSOF0KIcpGSksLEiRNxcXFh5cqVuZ+Ap6amsnfvXnbt2sWuXbs4evQoGRkZuLu7869//YsnnnjC6jf3tggKCmLkyJG6zwsLC6NXr15WjY2KisLNzU33HLcDW1c6Nm3axL333qv75xYWFkZycnKJksgbNGiAp6cndnZ2TJkyxabrCCFEaTEq6KhXyuOFEKJcfPPNN/z1119s376dxo0bA9lvxh944AHOnTuHvb09vXv35s0332T06NH079+/1BOvk5OTiYiI0J1ErpQiLCyMcePGFTs2PT2d5ORk6tevb+ttVmr5VzqqVatW7KpUUFAQp0+f5ptvvtE9nzmJvCTlct3d3fntt98YMmQITZo0sek6QghRWowKOrZrmvaDUurF4gZqmraG7P4dQghRoUVGRjJ37lzGjRvHkCFDgOz+GIMGDSIkJITVq1czatQomxJ/S8KcNKw36IiNjSU1NZWmTZsWOzYuLg6AevWq5mdE+YMOFxeXYoPJTZs2AVgV1OVnRLnc9PR0IiIimD9/vk3XEEKI0mRIyVyl1HqggaZpazRN62ppTE53cm/ARSpXCSEqgzlz5pCamsqXX34JwPXr1xk8eDBBQUF4enry6KOPlnnAAX8HHXpzOq5duwZgVdARG5u9C7Yq9uiAgkGHs7Nzseds2rSJrl276q4oBtkrHS4uLjYl7qempnLlyhUiIiJwcXFh/Pjxuq8hhBClzcg+Hc8B9YETmqbdyGkEaH5kkb26UR+YaOCcQghRKs6cOcNPP/3ESy+9RPv27blx4wZDhgzhwoULbN68uVybrtnaoyMsLAzQF3RU1ZUOk8mU53lxwVdkZCT79+/noYcesmk+c+UqW7bm3VodbcqUKdSoUcOmexBCiNKkO+jQNK2VpmndNE17OKc/BwBKqXil1FDgUSAOaHPLIwSYoZTqrZRKMOjehRCi1LzzzjvUrVuXOXPmEBoayr333ktgYCAeHh65W63KS1BQEC4uLrrzLfQEHVVpe5WlcsZZWVl5nhe30rF582aUUjavMgQEBJS4XC7AtGnTbLqGEEKUNqtyOjRNOwq4Ay7ACWAx2YGET/6xSqnfgd81TXMme2UjRikVb9gdCyFEKdu2bRteXl589dVXhIaGMmrUKFJTU9m2bRsDBw4s79sjKChI9yoH/B10WJNkXJW2VyUkFPwsLH/QUdzPYdOmTbRq1cqm3hixsbFERkbanERubvjYpEkTevbsadM1hBCitFmbSN4GcAaGKaUKBBqW5AQaEmwIISoVpRTvvPMO7u7utG3bloEDB9KgQQN8fHzo2LFjed8ekJ3T0b17d93nhYWF4erqalVDwaq0vcqcxH2r9PT0PM+LWulISkpix44dvPjiizZtjyppEvm6desAeOutt0q9cpoQQthKz/aq96wNOIQQorLy8/PD39+fFi1a8PDDD9OuXTsOHjxYYQKOrKwsLl26ZFNjwLCwMKu2VkHVCjrOnTtX4LXk5OQ8z4sKOnx8fEhLS2PMmDE2zV/ScrlHjhwB4PHHH7fpfCGEKAt6go7fS+0uhBCigtiwYQMAu3btYuDAgezevbtC9TwICwvLbUJoy7nWBh1xcXHUrFnTqlWRys78pv9W+bdcFbW9asuWLdSpU4cBAwbYNH9gYCCOjo42Vb1KS0vL/dqWyldCCFFWrO7ToZS6lP81TdO6k504XjALL9t2pdRO225NCCHK3meffQbAkCFD8PDwKLYhXFkLDw8HrEsGz09PN/LY2Ngqkc8BloOOGzdu5Hle2M9CKcWff/7J0KFDcXR0tHn+9u3bW+yCXpzvv/8eQMrkCiEqPGuDjhhLLyqlTmqaFkx2kvl8YDAQDLwAHJcEciFEZfL222/nfv3HH39Qs2bNcrwbyyIiIgByu6NbKz09naioKF3bq6rC1iqA8+fPF3gtOjo6z/PCtlf5+/sTFhbGqFGjbJ4/MDDQphwdyM7jgOxqa0IIUZFZu70qrrADOaVyTwKTAA14QSm1UwIOIURlsmLFCr766isgu7tzRQw44O+VDr1Bh94VkqoUdNxactbs+vXreZ4XttKxZcsWAEaOHGnT3KmpqQQHB9uURB4VFZX7ddeuFvvyCiFEhWFt0FHY9qm/BygVR/Yqx7HixmqaVtfKeYUQotQdOHCA6dOnA9C9e3ebytGWlYiICDRN071/X0+PDsjO6agqQYcl+RPJiwo6evbsqTsINLt48SImk8mmJPIVK1bkfl2rVi2b5hdCiLJiZEdygFgrm/9JFSwLNE1z1zRtsaZp83Me6zRNe7e870uI29mlS5fy7Id/7LHHyvFuihceHo6bmxvVqlmdkgfoDzqqUk6HNSxtr7px4waHDh0q0dYqcz6J3pUOpRRLly4FJJ9DCFE5WBt0GP0vj/6yK7c5TdOGANuB+Uqp93IeE3OOHS/fuxPi9pSYmMiYMWNIT0/PXel46KGHyvmuihYREWHTp+q2BB1VeaUjP0sBmLe3NyaTqcRBh6ZptG/fXtd5x48f5/Tp0wB07tzZ5vmFEKKsWBt0NNA0rWVJt0VpmlY3p+KVfHx2C03T3MkOOCYqpYJvPaaU+hKI0TRtXbncnBC3KaUUU6dOJSAggHXr1nH27Fm6dOlC27Zty/vWihQREcEdd9yh+7ywsDCqV69O/fr1ix2blZVFfHy8BB23sLTSsWXLFho2bGh1RTBLAgMDadmype4qaeZVDoC7777b5vmFEKKs6NleFQzEapqWVdgD6FHM8VisyPmoguYDwUqpE0Ucn5ATnAghDLBnzx42b97MvHnz6NKlC/v27ePhhx8u79sqVnh4uM0rHU2bNrWqY7W5R4Vsr/pb3bp5P3PLysrCy8uLESNGYGdn+07lgIAA3fkcqamprFy5Mve5BB1CiMpAz19KzcCHyKFpmgswAdhR2BillPnYe2VyU0JUAf/5z3+oV68eL730Ep6eniilKvzWKqVUibZXSTdy29SuXbtADo2Pjw8xMTGMHj3a5uuaTCbOnz+vO5/Dw8ODuLg4unfvjqOjY4VfnRNCCNDRHBBwt9QgUK+cN9k3ih1YdQzJ+W9QMePibhkrhCiB8PBwNmzYwKuvvoqTkxMHDhzA1dW1wn9iHBsbS0ZGhs3bq3r37m31PCBBh5mlFZ/Fixfj6urKmDFjbL7u5cuXSUlJ0b3SsXjxYpo3b07Dhg0xmUw4ODjYfA9CCFFWrF7pMCLgyLlOHBBixLVuE+Z3AcFFjso+7p4TtAkhSuDHH38kMzOTGTNmAHDkyBF69+5t1daj8mRrjw6TycSVK1do0aKFVeMl6Mgrfz7HtWvX8PDwYPr06VSvXt3m69pSuerw4cP4+vry2muvce7cOUkiF0JUGtYGHc8ZPK9sE/qbOYgotAFjDnNX+OKzQIUQhcrIyGDx4sUMGzaMdu3akZyczLlz5+jTp09531qxbO1GHhERQXp6Oi1btrRqfFxc9p8jyenIlv/n8PPPP5OVlcXzzz9fouseOXIEOzs7unTpYvU5c+fOpV69evTp04crV67wj3/8o0T3IIQQZcWqoEMptd7ISY2+XiWnN4iQdwFClMDcuXO5du0ar7zyCgAnTpzAZDJZvfWoPJnL3urdXhUaGgpgddBh7sbdoEEDXfPcrk6c+LvGR2ZmJkuWLGHYsGElbiK5b98+unTpYrEyliVnz57Fw8ODV155heXLl1OzZk2mTp1aonsQQoiyoq+7lCgN5iAipshRfys0SNE07XngeYBGjRqxa9eukt2ZwZKSkircPYnKTe/v1OHDh/n4448ZOnQotWvXZteuXfzyyy/Y2dmRmZlZ4X8/t2/fjp2dHaGhoVy7ds3q83bu3AlAVFSUVd/jgQMHsLOzIzAwkAsXLth6u7eNcePG5f7cjhw5wtWrV3nuuedK9PuSlZXFvn37GDFihNXXmTt3LjVq1KBDhw4sWLCAQYMGcerUKZvvQZQ++XdPGK1S/04ppeRRjg/gOKCAHsWM254zboI11+3Zs6eqaHx9fcv7FsRtRs/vVEpKimrcuLHq0qWLSk5OVkopZTKZlLu7uxo6dGgp3aGxHnnkEdWuXTvd582dO1cBKiEhwarxTz/9tGratKnueSqjrKwslfO3tdBHUFBQ7vi3335bOTo6qps3b5Zo3mPHjilArV692qrx169fV46Ojurll19WixcvVoA6duxYie5BlD75d08YrSL+TgHHlBXvTW0vLi7KS3G5H0IIC5YtW0ZERATffvttbiO2I0eOEBwczJQpU8r57qxz/vx53ZWOIHt7Vf369alTp45V4/WU163soqKiih1za7L4nj176NOnDzVr1izRvPv37wegf//+Vo1fuXIl6enpPPfcc/zxxx+0bt2aHj16lOgehBCiLEnQUf70Johbuw1LCJEjMzOTBQsW0KdPH+6///7c11esWEH16tUrfH8OyN6Oc+HCBTp06KD73NDQUKvzOQCuXr1Ks2bNdM9TGVmzfczR0RGAxMREjh8/zn333VfieQMDA6lfv77VP+elS5fSo0cP2rZty44dOxg7dmyFr7YmhBC3kqCj/Fm7cmEOSmSlQwid1q1bR3BwMLNmzcp9o5aZmcmaNWsYM2aM1Ym85eny5cukpaVJ0GGw4ODiqpX/vdJx4MABsrKyGDhwYInnDQkJoXXr1laNPXnyJCdPnmTatGls376dtLQ0xo4dW+J7EEKIsiRBR/kz/4vnXsw4vQnnQgiy89bmzZvHXXfdleeNmo+PD1FRUZVqaxWgO+hQSukKOhISEkhMTKwy26uuXLlS7BjzSseePXuwt7enX79+JZ43ODjY6qBj6dKlODo6MmXKFP744w+cnZ259957S3wPQghRliToKH9Hc/5bXClcdyBOZTdXFEJYaevWrfj7+/Pee+9hZ/f3n7yVK1fi7OzMyJEjy/HurGfeBtS+fXtd58XExJCcnGx10GHuBdKkSRN9N1hJmRsuFsXc8Xv37t306tWL2rVrl2hOk8nEpUuXcHcv7rMmSEtLY8WKFTz00EM4Ozvj6enJyJEjpQu5EKLSkaCj/O3I+W+hBd9v6UK+tvRvR4jby9y5c2nevDmPPfZY7ms3b95kw4YNTJgwoUQdpctSWFgYDg4ONGzYUNd5ent0xMRkL6bWr181+pBaU3rY3t6elJQUjhw5YsjWqmvXrpGenm7VSseff/5JTEwMTz31FDt37iQ6Oprx48eX+B6EEKKsSdBRznJWLn4HJhUxzHxscenfkRC3j71797Jv3z7efvvt3C0yAJ6eniQlJVWarVWQ/Yn8HXfcoTt5WIKOol26dMmqcYcOHSIjI8OQJPKQkBAAq1Y6fvvtNxo1asTQoUP56aefqF+/vuRzCCEqJQk6Kob3ABdN0yYUcvwFYIlS6kQhx4UQ+ZhMJt566y0aN27MM888k+fYypUradKkiSFvIMuKOejQS2/QERsbC0C9evV0z1UZBQUFWTVu9+7daJrGgAEDSjynOXm9uJWOGzdusGXLFqZMmUJsbCwbN27kySefpEaNGiW+ByGEKGvlEnRomramPOatqJRSwcBEYL6maXk++tI0bX7Ol++V+Y0JUYn99ttvHD16lC+//JJatWrlvm4ymdi5cydjx47F3t6+HO9QH1uDjkuXLlGrVi0aNGhg1fiqttKRmJho1bg9e/bQrVs3QyqdhYSEoGlasYHg2rVrycjI4Mknn+S3334jIyOD5557rsTzCyFEeahWTvMOKad5Kyyl1O+app0A3svZPhFHdvL4UaVUz3K9OSEqmfj4eN5//3369u3L1KlT8xy7dOkSiYmJla6xWnh4uE0Vi8yVq6zdlmVe6XBxKa62RdWRlpbGwYMHmTFjhiHXCw4OplmzZnm2/FmyfPlyOnfuTNeuXZk8eTL9+vWjY8eOhtyDEEKUNauCjpyVCaP+Bapv4LVuKzkrHi+U930IUdl9+umnREVF4enpmadiFYCfnx8AXbt2LY9bs0laWho3btyweXuVnh4dsbGx1K5dW6oj5XBwcODYsWOkpqYakkQO2SsdxeVzXLx4kYMHDzJ//nz27dvH+fPn+eWXXwyZXwghyoO1Kx1DyQ4U4ih5n4iqsWYvhCgXgYGBLFq0iGeeeYZevXoVOH7q1Cns7Ozo3LlzOdydbcxlbG0NOu655x6rx8fExFSZrVXWaNiwIbt37wYwrDdGcHAww4YNK3LM8uXL0TSNqVOnMmvWLOrWrcukSUXVGxFCiIrN2qAjGPhCKbXBiEk1Tcsy4jpCCHErpRSvv/46tWrV4vPPP7c45tSpU7Rv3x4nJ6cyvjvbmXtJ6A06kpKSiImJ0b3SUVWSyK3h6urK7t276dy5M66uriW+XmpqKteuXStypUMpxf/+9z8GDx5M7dq1WbduHU8//XSe3CQhhKhsrE0kDwaMrJx00sBrCSEEkF3W1Nvbm48++qjQfhZ+fn5069atjO+sZGwNOvRWrgIJOvKrWbMm+/fvN2xrlblEb1GVqzw9PQkODuapp57C29ub1NRUHn/8cUPmF0KI8mJV0KGUmqSUulSSiTRNa6VpWt2c6xXc8yCEECW0cuVKatSowbPPPmvxeFxcHKGhoZUqnwPKNuiQ7VV5nTt3juTkZMPKK1+8eBEovEeHUoo5c+bQpk0bHn30Uby9vXFxcdG1RU4IISqiMqlepWlaa7IrVrlomlYfWFzSIEYIIW6VmZnJ2rVrGTNmDHXq1LE45tSpUwCVcqXDzs6u1LuRg6x05JeQkABg2EpHQEAAAHfddZfF45s2bcLPz4/ffvuNatWq4eXlxdChQ6lWrbyKTQohhDHK5K+YUioE+NH8PKca1qNlMbcQomrYuXMnUVFRPPbYY4WOMQcdlXGlo1GjRrr7ipiDlcaNG1t9jgQdBXXs2FHXz7AoAQEBNGrUyOLP2GQyMWfOHDp06MBjjz3GmTNnuHbtGsOHDzdkbiGEKE+lFnSxzjq3AAAgAElEQVSYt1LlU5/sFY+iawUKIYROq1atom7duowYMaLQMadOnaJhw4aGvYEsK7Y2BoyIiMDV1dXqYCUlJYXU1FTZXpXPuHHjDLtWQEBAoascv//+O2fOnGHlypW5qxxAsZWuhBCiMjAs6MgJMtZhXeO/iUbNK4QQqampbNiwgYcffpgaNWoUOs7Pz4+uXbta3SivoggPD6dJkya6z4uMjKRRo0ZWjzc3BqwqKx2ZmZlWjTMq6FBKERAQwJQpUwocy8rK4uOPP6Zjx465pXG9vb3p3LkzzZo1M2R+IYQoT0audJwgeyXDJ+frHuSteNUGaA08q5TyM3BeIUQVt3XrVhISEorcWpWRkcHZs2d59dVXy/DOjBEeHk7Pnj11nxcZGal7axVUnaAjKSnJqnG9e/c2ZL6IiAji4+MtrnSsWbOGgIAA1q5di729PUlJSezdu7dS/r4KIYQlhgQdmqa9A+xQSs245bVHgO1KqYR8Y+dqmhac/3UhhLDVqlWraNiwIYMGDSp0zPnz50lLS6t0+RyZmZlERkbatL0qMjKSdu3aWT0+Jia792tV2V4VFxdn1bj8Xe1tVVgSeUpKCh988AFdunThkUceAWDXrl2kp6fz4IMPGjK3EEKUN2P+kkKvWwOOHHFYyN1QSs0CnjdoXiFEFZeQkMDmzZuZNGlSkRV+KmsSeVRUFEop3UGHUkq2VxXD3Om9KIMHDzZsvsKCjrlz5xISEsKiRYtyAxxvb2+cnJwYMGCAYfMLIUR5MiroCLHwWjCFV6iqXBuqhRAVloeHB6mpqUVurYLsoKN69ep06NChjO7MGLb26EhMTCQlJUVX0FHVVjqsCTrGjx9v2HwBAQHUqVMnT37OhQsXmD9/PlOnTuX+++/Pfd3Ly4sHHnigyBwlIYSoTIwKOq7nfyGnTG6PQsZXjX/RhBClbtWqVbRs2ZK+ffsWOc7Pz49OnTrh4OBQRndmDFuDjsjISABZ6SiCNUGH3t4oRQkICKBjx465hQyUUrzyyivUqFGDhQsX5o67cOECFy9elK1VQojbilFBR+7KRU7n8VY5T09qmvaFhfGFBSNCCGG1+Ph4tm/fzuTJk4usSKWUws/Pr9I1BYSSBx16E8k1TcPZ2VnXXJWVNUFH3bqWqr/bJn+53PXr17Nt2zY+/fTTPP+f/ve//6FpmqGleoUQorwZVb1qiaZpPwCLya5YFQO4AkuAi5qmued8HQPMIjvfQwghSmT37t1kZmYWu7UqKSmJ6OjoSre1Cv4OOvT2FrFlpSMmJgYXFxfDEqcrurIMOuLi4ggPD88NOpKSknj99dfp1q0bL730Uu44k8nEsmXLGDJkCC1atDBkbiGEqAgMCTqUUvGapr0PzCc7l+NEzuvBmqbNAP5L3t4cbYyYVwhRtfn4+HDXXXfRpUuXIsfFx8cDlXPbUHh4OK6urjg6Ouo6z9btVZXxZ2Srsgw68ieRz5s3j7CwMNauXZunAMLOnTu5fPky8+bNM2ReIYSoKAzr06GUigfyV7BCKbVE07Rg4AVAAYuVUpeMmlcIUTVduXIFf39/Pv3002Kb/ZmDjsq4bagk3cg1TcPV1dXqcyToKKg0go6wsDC+/vprHnvsMfr165dn3NKlS3F2djY0gV0IISoCI5sDFkoptQPYURZzCSGqhjVr1gAwefLkYsdW9qBD79YqyF7pcHV1LbKMcH4xMTFVpnIVlH3QUb16dVq3bs0LL7xAZmYmn3/+eZ4xcXFxbNiwgWnTplGzZk1D5hVCiIqiamzcFULcdlatWsWdd95J27Ztix1bmYOOuLg4mwIBvd3IQVY6LKlTp44hcwUEBNC+fXsCAgJYunQpr7zyCq1bt84zZs2aNaSmpjJt2jRD5hRCiIqk1IMOTdMGa5r2jqZpz2qaVvlKxwghKpy//vqLEydOFNmB/FaVOehITEy06Y2v3saAUPWCjrS0tGLH2NvbGzKXuXLV+++/T506dfjnP/9ZYMzSpUvp1KkTvXr1MmROIYSoSAwJOjRNO1rYMaWUD9mVq3yABpqm/XBLSV0hhNBt1apVaJrGAw88YNX4yhx0JCQk2LTFJyIiQlfQoZSqcturiqM3aCtMSkoKISEhREREsGXLFmbPnk2DBg3yjDl37hyHDx9m2rRpxeYoCSFEZWR4nw5LlFLxSqkQpZSPUupFspPKhRBCN6UUq1at4v7777c6SbqyBh0mk4nk5GTdKx1KKd0rHUlJSWRlZVWplY7iuLi4GHKdwMBAlFLs2bOH5s2bM3PmzAJjli5dSrVq1Xj88ccNmVMIISoao4IOpXO8MX/JhRBVTmBgIOfPn2fSpElWnxMfH4+9vT1OTk6leGfGS0pKAvTnFSQlJZGSkqIrpyMmJgaonGWFS4tRSeTnzp3L/fqzzz4rkCSekZHB8uXLGTVqlGGrK0IIUdGUeSJ5Tl6HbFgVQtjE09MTgNGjR1t9Tnx8PM7OzpVu20pCQgKgP+iwtUcHINurbmFU0HHy5EkAOnbsyNSpUwsc9/LyIjIyUhLIhRC3NV0lczVNewR4lIIrG+6apq2x4hLuQA9ke5UQwkaenp5069aNZs2acfHiRavOMQcdlU1iYiKg/81vSYIOWen4m1FBx1dffQXAN998YzExfenSpTRs2JCRI0caMp8QQlREuoIOpdR6YL2maa2BCWQHD+45hycWeuLfTgAzlFI/6bpLIYQgewvQ/v37mTVrlq7zKnvQoXelw1wKVk/QYd5eJSsdfzMi6IiLi8v9etiwYQWOR0dHs3nzZl599VUcHBxKPJ8QQlRUNjUHVEqFAAuABZqmbQdclFK9Db0zIYTIx8vLi6ysLF1bq6DqBR2y0mEMI4KOjz76CIBx48ZZPL5ixQoyMzNla5UQ4rZX4pwOpdRQiqleJYQQRvD09MTNzY3evfV9xlFZg46S5HRomoabm5vV50jQUVBJf2euXLnCd999B2Axl0MpxS+//ELv3r3p3LlzieYSQoiKzqhE8sUGXUcIISzKzMxk69atjBo1Cjs7fX+6KmvQUZKcDldXV6pVs34xOyYmhmrVqlG7dm1dc1VWJpOp2DElXemYM2dO7tedOnUqcPzEiROcPn1aVjmEEFWCIUGHUupHPeM1TfM2Yl4hRNVx4MAB4uLidG+tguygw6ik4LJUku1VtnYjr2wVvmyVkpJS7JiS/M74+fnx66+/AuDg4EC7du0KjFm0aBFOTk5MnjzZ5nmEEKKysCmnwwBSMlcIoYunpycODg4MHTpU13lKKRISEir1SoctieS2Bh1VhXnrWlFsDTqUUrz99tvUq1ePTp06ERMTUyBJPDg4mJUrV/Laa69VqZ+7EKLqMizo0DStFfAe2dWsiip/4oI0BxRC6OTp6cn999+v+41gcnIyWVlZlTLoSEhIwN7enho1aug6LzIykr59++o6JyYmpkpVroqKiip2jK1Bx9atW/Hx8WHRokUsWrSIXr0Kfs42f/58qlWrxltvvWXTHEIIUdkYsr1K07TuQDDZJXTbAPWKeDQwYk4hRNURFBREQECAzVuroORJweUhMTGRunXr6t7ydOPGDVxdXXWdU9VWOsxlhYtiS9CRmZnJO++8Q9u2bXnqqacICQmhY8eOecZcvXqVpUuXMn36dJo0aaJ7DiGEqIyMWumYBbynlFpgzWBN07IMmlcIUQVs2bIFgFGjRuk+t7IHHXq3VplMJhITE3Fx0begHBMTQ4cOHXSdU5mFh4cXO8aWoOPnn3/m3LlzbNiwgaCgIJRSBZLIFyxYgFKKd999V/f1hRCisjKqelWMtQFHjpMGzSuEqAI8PT256667aNOmje5zq1rQkZiYiFJK9/cbGxtbpbZXeXh4FDtGb9CRmJjInDlzGDBgAOPHj+fs2bNA3spVkZGRLFmyhCeeeIJWrVrpur4QQlRmRq10XNQzWCklieRCCKskJiaya9cuXn/9dZvOr8xBR0JCgu6gw9wBW8/3m5WVRXx8fJXaXrVp06Zix+gNOr788kuioqL4448/0DSNs2fP4uDgQNu2bXPHfPHFF6Snp/P+++/rvmchhKjMjFrp0Ld5WAghrLRt2zYyMjJsyueAv6sUVcagw5zToYctQVZ8fDxKqSoTdFhTuQr0VQ2LjY3l22+/ZeLEidxzzz0AnD17lg4dOuRWrtq4cSPfffcdzz//PO3bt9d/40IIUYkZFXSs0TTtYWsHS58OIYS1PD09cXFxoV+/fjadb36DWVn7dOhd6TAHHXpyOszdyPNvr0pISODgwYO65q8Mli9fbtU4R0dHq6/573//m6SkJD744IPc186dO5ebRB4YGMiTTz5J7969+eabb/TdsBBC3AaMag54EtA0TXvbylNke5UQolgmk4ktW7YwYsQIXd21b5WZmQlQoE9CZWDL9ipbVjrMQUf+lY6ff/6Ze++91+qVgcpAKcX3339f7LiGDRtafc3k5GQWLVrEqFGj6NKlS+5rISEhdOrUiYSEBMaPH0/NmjVZv3697hLIQghxOzAkp0PTtB/I7s3homnafLLL5wYXMtwd6dMhhLDC0aNHiY6Otnlr1a2UUgbcUdmyZaXDlpyOmJgYoOBKR1xcHFlZWVy9erVA2dfKateuXQQEBBQ7Ts/K2E8//cSNGzeYNWtW7mtnzpxBKcXdd9/NU089xcWLF/Hx8aF58+Y23bcQQlR2RiWSP0p2IBEHxJPdi6OwfhwuQOX7118IUeY8PT2xs7Nj+PDhNl9Db4+LikIpVWY5HYWtdKSlpQHcVkHHf/7zH+rXr58baBXG2p97eno6Cxcu5N5776V///65r/v5+QGwZ88eNm3axDfffMN9991n+40LIUQlZ1RORzAwQSlV34qHUXMKIW5znp6e9O/f35BSrpVtpSMlJQWTyVSu26tSU1OB7KDjdhAWFsbGjRuZPn16sWOtDTpWrFjB1atXmT17dp7XzUHHkiVLGDlyJK+99pr+GxZCiNuIYX06gBM6xocYNK8Q4jZ19epV/Pz8DNlaVRmZ8yhsCTqqV6+uK2/A/Kl/USsdt4MlS5ZgMpl48cUXix1rTSWvrKws5s+fT/fu3XnwwQfzHDMHHQDff/99pV1xE0IIoxiyvUopNUzn+LbFjxJCVGXmLuQlDTrMb/Y+/fRT6tSpg52dHXfccQctW7akZcuWNGzYkIiICK5cucKVK1e4evUq0dHR3Lhxg+vXr5ORkcHChQsZOHBgib8nPZKTkwGoXbu2rvPi4uJsagxYo0YNatasmef122mlIz09nSVLljBixAjc3d2LHW/N6trGjRs5f/48a9asyRNUZGVlcejQIQA++eQTaQIohBAYl9NRgKZprchOGo9RSvkVPVoIIfLy9PSkdevW3HXXXSW6zp133omzszO//vorkF3NKiMjo9Dxjo6OuLm54erqSoMGDQgLC2Ps2LHs378/T2fp0paenp57P3rEx8fbFHRY+mT/dgo6NmzYQEREBC+99JJV44tb6VBKMXfuXNq1a8cjjzyS59itqxyyrUoIIbIZHnTklM2dxS0VqnI+AZqvlJpd2HlCCGGWlpaGj48PzzzzTIm3pQwcODC3ohNkv1m8fv06oaGhhIaGEh0dTePGjWnevDnNmzfHzc0tz5yhoaH07duX4cOHc+jQIZo2bVqi+7GWraV+4+PjdfXogOztVZY+2Tdvr7py5Yqu61U0SikWLlxIu3btrC5KUFzQsX37dk6cOMGPP/6Ivb19nmNjxowBspPWK2OpZiGEKA2GBR2aptUFdvL/7N15XFTl/gfwz4OoKKmIuWMKmma5IrmUJinYzQ01xC20xbTb7bb4M8kyr5aVaFnXa7ndcs1SKdesBITMm5GC3tIyTbTcN0CUi4rM8/tjzhmHYZYzcIaZYT7v12teo3Oec84zwwNzvudZvkA4jBPLj8E41yMYxh6Pl4UQwwFESSn/0Ou8RFT57N69G4WFhejXz6mRm5oIIVC/fn3Ur18fERGOUwY1b94c27ZtQ69evdC/f3/s3LmzQrKbq70xzuYnYU9HaWlpacjMzMTixYtLBQi2OAo63n77bTRp0gTx8fElXv/5559x5swZANA0YZ2IyFfouZJUEoAUAHWllK2klBFSyn7KczCMCQF3KOWIiGxKSUlBlSpVPGaJ0U6dOuGLL77AL7/8gmHDhuH06dMuP6cadDh7p7wsczpycnKsXmSrPR15eXm4evWqU8f0JImJiWjYsCHGjh2reR97czp++OEHpKen4//+7/9QvXp10+tSSjz33HMAgKZNm5bYRkTk63QJOoQQ4wEkSylfllJetlZGSpklpZwIYJ1SnojIqpSUFHTr1s3pHBWuFB0djY8++ghpaWlo1qwZHn74Yaxdu9bUG6C3ihxelZuba/Ui2/y9nTp1yqljeor9+/dj+/bteP75551a0cteT8fbb7+N4OBgTJgwocTrSUlJSE9PBwD07du3TPUlIqqs9OrpiJZSztVSUCnXRafzElElk5eXhz179iAqKsrdVSll7Nix+O233zB16lQcPHgQI0eORKNGjfD0009j9+7duuYC8ZThVerqWd46xGrOnDm47bbbNC2Ta85W0HHgwAFs3rwZzz33XImVxQoKCvB///d/pjk/HTt2LHuliYgqIb2Cjlwny3PBciKyKj09HQaDwSODDgC48847MWvWLBw/fhwpKSkYNGgQVq5cifvuuw933XUX3nrrLRw7Vv5URGUZXnXz5k0UFBQ4FXQUFRXh6tWrNodXtWplXOHcG4OOY8eOYd26dZg4cWKJ3h91ZTB7bAUdiYmJCAwMxN///vdSr584cQJPPvkkAOOQPCIiusVdQYez5YnIR6SkpKBmzZro1q2bu6til5+fH/r27YtVq1bh7Nmz+Oijj9CoUSO8+uqrCAsLQ0REBBITE5GdnV2m45dleFV5spHbGl6l5rTwxqBj3rx58PPzwwsvvFDidS3zU6x9HmfOnMFnn32GCRMmmLYbDAZ88cUXmDNnDkaPHm1K5sieDiKikvQKOhynbi1feSLyESkpKejdu7fT+SncqXbt2njiiSfw7bff4tixY5g7dy6qVKmCl19+GS1btkRERATmzp2L48ePaz5mWYZXqUGHM3M61KDDVk9HUFAQbr/9dq8LOo4dO4aPPvoIY8aMQUhISIlt5kso22ItcFu+fDlu3ryJp59+GsXFxVi7di06duyIRx55BC1atMDcuXOxf/9+NGvWDPXq1dPtvRARVQZ6BR3JQoiFWgoKIdYC2KvTeYmoEjlx4gR+++03jx1apUWLFi0wefJkZGRkmAIQPz8/TJkyBaGhoejWrRveffdd/Pnnn3aPU5bhVWXp6cjJyQFgu6cjICAAISEhXhV0XL16FTExMahevTpee+21UtvPnTvn8BiWS+saDAb8+9//RmRkJACgffv2GDlyJIqLi7F69WocOHAATZo0wf79+9nLQURkhS5Bh5TycwD1hBBrhRBW/9oKIfoIIb4BECSl/Lce5yWiyiU1NRUAvDroMKcGID/++COys7ORmJiI4uJiTJ48Gc2bN0ePHj3w3nvv4ejRo6X2rejhVbYmklevXh0hISFekyDQYDAgPj4eBw8exLp160zDw8ydPXvW6ePu2LED2dnZGDNmDIYNG4YLFy5g7dq1+PnnnzFmzBj4+/vj2rVrOHToEOdzEBFZoWeejqdgTASYJYS4JIQ4YvYoBpCsbB+u4zmJqBJJSUlBgwYN0K5dO3dXRXehoaGYMmUK9u7diyNHjuCtt97CtWvXMGnSJLRq1QphYWGYOHEikpKScOXKlXINr9Ir6Lh+/brX9XTMmDEDGzduxLx58xAdHW21jKOeDmuf39KlSxEcHIzk5GT88ssvWLNmDeLi4kr0iBw8eBDFxcUMOoiIrNAtI7mSnyNaCBELIBFAS7PN2QASpZRL9TofEVUuUkqkpKSgb9++8PPT836I52nVqhWmTp2KqVOn4siRI/jmm2+QnJyMTz/9FEuWLEGtWrVgMBgAONfToc5VcGZOh63hVQaDAUVFRaaejkuXLqGwsBA1atTQfOyKtm7dOrzxxht44oknTEn6rHHU03HHHXeU+P+FCxewYcMGVK9eHevWrcOMGTOsBjR79uwBAISHh5eh9kRElZvu3+xSyiQpZUsYJ4u3xK0M5Qw4iMimgwcP4ty5c5VmaJVWd955J5599lls2rQJly5dwrfffouhQ4eioKAAAPDwww9j8+bNpiDEnvL0dFgGKmo2crWnA/DsBIEHDhzAY489hvvuuw8ffvghhLC9MruzQceKFStMSwv369cP06ZNs7pfRkYG6tevjxYtWjhdfyKiys5ltxOllJellMdsZSgnIjJX2eZzlEXVqlXxwAMPYMWKFZgxYwYAIDs7GzExMbjnnnvw0UcfmYIBa9Sgw5lM7pcvX0ZgYGCpHhU1G3lAQACaNWsGwLOXzX355ZcREBCAL774AtWrV7db1lHQ0aRJE9O/pZR47733AABNmzbF6tWrS00yV2VkZKBr1652Ax4iIl+lS9AhhLA5gFUI0VkIMV6ZSN5JCNFCCKH9G5GIfMK+ffvQpEmTUneZfZXa83DixAl8+umnqFGjBsaPH4/Q0FDMmTMH//vf/0rtc/nyZdSsWdPpyefWghQ16FCHVwGeG3Ts2bMHX375JSZPnoyGDRs6LO9oTof5/JadO3fi9OnTAIA1a9agfv36Vve5fPkyDh065PH5ZYiI3EWvno5MIcRb1jZIKfcByIRxuNUrMM7vyNHpvERUSRw+fBitW7d2dzU8hrp6VY0aNTBy5EhkZmYiOTkZ99xzDxISEtCqVSssWrTINOEcMM7pcGY+BwDk5+dbHY5lPryqadOmADw36Jg5cyaCg4Px7LPPaip/5swZu9vN57eoPW+TJk3CAw88YHOfvXv3QkrJoIOIyAa9go58AC8LIX4UQjS33Cil3Cel/FxKGQcgDgD7nomohCNHjjDoMGO5epUQAlFRUUhOTsZ3332HsLAw/PWvf0Xbtm2xbt06AMa77c7M5wCMQYe9no6AgAAEBgaibt26Hhl0/Pjjj6ZeDq3Dyv744w+729Wejr1795qCv9mzZ9vdJyMjAwBw7733aqoDEZGv0SvoeAtANIA7AWQLIYbaKiilTAJwTKfzElElkJubi4sXL+LOO+90d1U8hr3kgD179sR3332HLVu2oEaNGhgxYgRWrFhRpqDD1vAqtadDnR/hqcvmOtvLoUVwcDCuXLliCiC2bt3qcMhaRkYGWrdubXXpYSIi0i/okFLKVAChAPYDSBJCfGanfJZO5yWiSuDIkSMAwJ4OM+oddluTloUQGDhwIPbv34/evXvj2Wefxb59+8rU02FtH/OeDgAemSAwIyMD27Ztw+TJk1GrVi3djrt8+XLTkDIAGDBggN3yUkpkZGRwaBURkR26rl4lpcyTUnYB8A6AOCHEYRsZyrP1PC8ReTc16GBPxy1FRUXw9/d3uBJSlSpVsHLlSlSpUgUXL17Ebbfd5tR5HA2v8uSejpkzZ6JevXpO9XJYm4Bv6csvv8SVK1cAGHs5HDlx4gTOnTvHoIOIyA69go565v+RUiYAiABQH8YM5U9alJc6nZeIKoHDhw/Dz88PYWFh7q6KxygqKtK8CtUdd9yBhQsXAgA+//xzp87jaHiVeU/H+fPn7S7ZW5F++OEHfPXVV071cly9ehX9+/d3WO6bb75Bt27dcOedd+Lhhx92WF6dz8Ggg4jINr2CjlJXClLKLAAtAOwAsFQI8bUQQv1m4ERyIjI5cuQImjdv7jC/gi+5efOmU0vfjho1yvTvH374QdM+BoMBV65c0TS8Ss3VoS4f627WejlycnJsrkx1+fJlPPTQQ9i1a5fDY9eqVQsZGRl47rnn4Ofn+GsyIyMD1atXR4cOHbS/ASIiH6NX0BFu7UUlQWA0gKcB9ANwTAjRB+zpICIzhw8f5tAqC+rwKq3MeyAeffRR0/Age65evQrAejJBaxPJAc9YNveHH37A119/jZdeeqnEcLIhQ4agXbt2pTKn5+TkICoqCj/++CPWrl3r8Pj/+te/ULt2bYwbN05TfTIyMtC5c2dUq1bNuTdCRORD9Ao6WtrK0wEAUsolMA63ugwgGcAjOp2XiLyclBJHjhxh0GHB2Z4ONRt5XFwcsrOz8fTTT0NK+/d37GUwtzaRHPCMoGPGjBm4/fbb8be//c302sGDB/Hdd98hJycH48aNg8FgAABcuHABffv2xU8//YQvvvgCw4YNc3j89evX48knn9Q0bOvmzZvIzMzk0CoiIgf0CjpSAfQTQuwRQiwUQoy3LCClzJJStgTwBYCWOp2XiLzc+fPnkZ+fz5WrLDgzpwO4FUAMGjQIM2fOxJo1a/Dhhx/a3Sc/Px+AdwUdu3fvxjfffFOql2Pp0qWoVq0a3n77baSmpmLevHk4e/YsHnzwQRw6dAibNm1CdHQ04uPjHZ6juLhY8+T0AwcOoLCwkEEHEZED2vvu7VCGUGktO1wI0VmP8xKR9+PKVdY5O7xKDTrq1KmDV199FRkZGXjxxRfRpUsXdO/e3eo+atBhLyO5OryqVq1aqF27ttuDDmu9HIWFhVi5ciWGDRuGhIQE7NmzBy+99BJeeukl1KxZE19++SXuvfde9O/fH2lpaQ7PERMTo3lRg++++w4A0KNHj7K9ISIiH6HrkrlaSSn3ueO8riaEOCqESBRChAshgpTXgpT/Jwoh1jvYP0wIsVgpmyiEWC+EmFIxtSdyj8OHDwNgjg5Lzg6vUudw1KpVC35+fli1ahVCQkIQGxuLCxcuWN3HmZ4OwP3L5n7//ffYvn07pkyZgsDAQNPrn3/+OXJzczFhwgQIITBt2jTTtg0bNqBDhw7o06cPdu7ciVWrVjk8z6uvvqq5Tjt27EBoaChatGjh1HshIvI1bgk6hBCT3XHeChAGYAqATEHNjHMAACAASURBVAC5QggJIFf5f7iUcritHYUQUTDOd0mUUiYoj+HKtkzXV53IPY4cOQJ/f380b97c3VXxKM4OryooKAAA08V43bp18fnnn+PSpUsYNWoUiouLS+1jb06HZU8H4P4EgTNnzkT9+vXxzDPPlHh9yZIlaNWqFSIjI3H06FEMGTLEtG358uV44IEHcODAAWzYsAEjRoxweJ6IiAhN9SkuLkZ6ejr69Onj3BshIvJBbgk6AEx103ldLQtAEozJD/OU5yQA0faGoAkhwmAMOIZLKUskTpRSzgGQ46iXhMhbHTlyBGFhYU4NJfIFzg6vsgw6AKBz58748MMPkZqaitdee63UPvaGV+Xn5yMgIKBE4OPOno79+/dj+/btmDRpUon3+Ouvv+K7777DhAkTcPjwYfTu3RtXr15FZmYmXnrpJXz66ac4efIkvv76awwaNMj0OdniKBmjZZ3y8vIYdBARaaD5G00IUQfAEgCfSSk3WGxbCyBI46GCnSjrbfZKKSeWYb9EANlKbhNb25OFEGGWQQmRtzt8+DCHVlnh7PAqa0EHADz++OP4/vvv8fbbbyMqKqrEBbK94VW5ubkICir5pzokJARnz551uhdGD++99x4CAwMxcWLJP7FLly5F1apVERERgd69e8NgMCA9PR3t27dHu3btEBAQgGHDhqFTp04A4DDo0DLRXLVjxw4AwIMPPujkuyEi8j3O9HTEARgO4N9WtkUrj3thXJnK0YMUytyPWAAptspIKdVtCRVSKaIKYjAY8Pvvv3MSuRXlHV5l7p///Cdat26Nxx57DHl5eabX1eFV5qtAqXJzc1G3bt0SrzVr1gxSSpsJ+Fzl9OnT+PTTT/Hkk0+a6iSlxLJly7Bo0SKEhoYiLi4Ofn5++Pbbb9G+fXsAQLVq1fD666+bAg4ADvOXtGyp/SsqLS0Nbdu2RePGjcvwroiIfIszQcc6GHs6JljZlg0gVkoZLKVs5eARrEvNK48o5fmog3J5ZmWJKoVTp06hsLCQQYcVegyvUtWsWROrVq3C6dOn8fe//930en5+PmrVqoUqVaqU2icvL89qTwdQ8cvmLliwADdv3sTzzz9vqtuoUaPwxBNPwN/fH4cPH0ZAQAC+/fZbtG3b1u6xcnNz7W7XumpVUVERdu7cyaFVREQaaQ46lOziT0spP7eyeS+M8xm0qpSrV5XRvcqzo2FT2QDC1FWxiCoDdblcDq8qrSzDq4QQJVabMte1a1dMmzYNq1evxvr1xili+fn5VodWAdZ7OtwRdBQUFGDRokUYOnQoQkNDkZKSgs6dOyMpKQkDBw6ElBItWrTAzp07NQWvFy9etLtda0/Hnj17UFBQwKCDiEgjvfJ0PO1keW1Lg3gpJTCIABAOYw/FOillno3iahBha7sqR3kOtlVWCDEBSk9Uw4YNkZ6e7kStXe/q1aseVydyr61btwIwXgiWpW1U5jZ16dIl1KxZU/P7O3TokOluvy09e/bEXXfdhfHjx8PPzw+///47/P39rZ7jzJkzqFu3boltV69eBQCkp6ejQYMGzrydMtuwYYMpAOrUqRN++uknNG7cGE8++SRWrlyJevXqITExEX/88Qf++OMPh8fbtWuX3e1nzpzR9JmvWrUKQghUqVKl0rZBKr/K/DeK3MOb25Ruy8UIIVpIKY/rdTxvJYSIhTEwSJFSpgghwgGkCiHWKitRWXJ2uJnNng4p5RIYh8AhIiJCRkZGOnlo10pPT4en1Ynca/fu3QCMWbRr1qzp9P6VuU3VqFEDDRo00Pz+Pv30U9SuXdth+Y0bN6Jz587497//jWrVqqFx48ZW97l27RratGlTYpuUEoGBgQgICKiQz/3SpUumSdofffQRGjdujPnz55vmcISGhiI1NdWpORV79uyxuz0mJsbqcDNL6lyRmJgYzecm31OZ/0aRe3hzm9Il6BBCzAbwkhAiQUr5jh7H9FJxMObZMA2VUlak6iKEyBVCtLSyupUaRORAG86JoUpDvbgzGAxuronrXblyBVOmTMGAAQMwcOBAh+XLMrzK2nwOS23atMHcuXPx7LPPml6Lj49H06ZNARjzc1y7dg05OTn44IMPcNtttyEwMBA1a9ZErVq1UFBQgPnz56Nnz55o06YN6tSpgzp16uC2225zarlZa65du4affvoJGRkZ2LJlC5KTk03b3n//fUyYMAFpaWkYNmwYWrdujZSUFKd7XBwNr9IScBQWFuL7778vkRWdiIjs06unIwxAKuyswOQjQu0Mo0oAsFgIsdhiaVzdejqIvI16gWctcZ0lg8EAg8Hglfk8zp8/jwEDBmDv3r1YtmwZduzYgfvuu8/uPmVZvUpL0AEAzzzzDG7evIkXXngBALB69WqbZd99913cvHmzxGvFxcV45JFHSrzm5+eHWrVqITw8HM888wxiYmIc1v/cuXNIS0tDWloaMjIycPDgQdO5zOf53LhxA1WrVsXGjRsRFxeH9u3bY/v27ahXr56m92vu7NmzTu9jaffu3bh+/TrncxAROUGvb+9sKeXLWgtX1qFYdgIO4FZAthRAl3KcxtHcDyKv4ainQ0qJH3/8EevWrcP69ethMBhw7NixCs8RUR7Hjh3DQw89hJMnT2LlypV4/fXXERMTgx9++MHupOWyrF6lBh1FRUX49ddfkZ2djaKiItMjNzcXBw8exIEDB3Dw4EHTvsHBwbj//vshhMDu3btx4cIF0zaDwYA6derAYDCUWG42NDQUx44dAwBERkaiZ8+euHTpEhYuXIi0tDRTOXWiemFhIW6//XbUr18ft99+O86ePYtffvkFgDE5Yffu3TFgwAB06dIFXbp0wfnz59G1a1fMmzcPVatWxdq1azFmzBhERETg66+/LrGyVnFxMc6ePYvCwkK0atXK7uf0+++/a/5MbdmxYweqVKmCXr16lftYRES+Qq+g46gQopOUcr/G8skAKnSNTGVuhR5Dk7LLkqBPSpmtDD0It9hkPkFcC63DsIg8nrWejj///BNpaWnYsWMHduzYgZMnT6Jq1apo164d9u3bh8zMTHTv3t3q8QwGAw4cOIDQ0FDUqlVLcz2ys7OxadMmbNy4EcePH0eDBg3QqFEjNGzYsNSjTp06yM7Oxi+//IJffvkFf/75J65cuWJ6VK1aFXfccQeaN2+OZs2aYc2aNbh+/TpSUlJw3333oXv37ujevTv69++P3bt3IzjY+q++M8Or8vPzTUOROnfujIMHD6KoqMhq2Xr16qF9+/YYO3YsPvjgA/zlL3/Bl19+CT8/42KGUkps3LgRw4YNQ69evdC7d2/k5OTg8uXL6NGjB3799VcsWrQIhw8fxp49ezB+/Hikp6fj2rVr+O2336zWTXXmzJkSOT769u2L+Ph4DBgwAEVFRTh37hzOnTuHb7/9FuPGjQNgDFa6deuGH3/8EQDQoUMHTJo0Cbm5ubh48SJOnDiBU6dOmXpIBg4ciHnz5lldyerixYv4/vvvNX2m9nz99dfo1q2bzZW/iIioNL1Wr1oqhHhJCBEhpbSWPNCS833i5aAEHJk6HS4PQF2HpWzvG2SRWVxrz4V6ZcKeDqo01Dv5d911F/z8/FBcXIycHGNcXa9ePURGRmLWrFmIiYlBUVERGjRogLS0NKtBR35+PsaOHYtNmzbBz88PnTp1wgMPPICuXbvCYDAgPz8f+fn5uHz5sunf+fn5OHr0KA4cOAAAaN++PR544AFcuHABJ0+eRGZmJs6fP29z+FeLFi0QGhqKBg0aoFatWqhVqxauX7+OP/74A//973+xZcsWNG7cGCkpKbjnnnsAAHfeeSc2bdqEvn37YujQodi+fTuqV69e6thnzpzBqlWr0KBBA1SpUsXqw2AwYOfOnSVWMmnYsCH69euHjh07ok2bNggICIC/vz+qVq2KWrVq4fbbb4cQAsXFxfjggw/QrVs3U8ABAEIIUy/C66+/XmrC4uLFi1FcXIxz586hR48e2LdvH2bPno2kpCQMGTIE0dHR6NOnDxo2bIjDhw8jKSkJf/75J06ePIlTp07h5MmTpnkVqampSE1NtdtGXn311RL//+STT1C3bl3UrVsX9erVQ69evdCsWTM0a9YMFy9exJw5c3DPPffg+eefx7Rp01CnTh1kZWVhwYIFWLNmjd1zaXH69GlkZmbirbfeKvexiIh8iV4Tyd9W/hkhhFgMY86ObFi/Kx8GoI4e59VKmUNRvhmOdigrVi0F8JSUMknDLubzMtTgw1FGKmcnnBN5vMGDB+O3337DjRs3TK+1bt0affr0Qbt27UpcDANAu3btkJaWhqlTp5Z4/dChQxg6dCiOHDmCGTNmmC7GFy1ahPfff79E2SpVqqBOnTqoXbs26tSpg8aNG+Pxxx9HTEyM1eFOBoMBly5dMt2Fz8vLQ2hoKNq0aeNwDoWUElLKUu+jZ8+eWL58OUaPHo2OHTvi/vvvR+fOnREeHo6zZ89i5cqVuHbtGgBg4cKFMBgMKC4uRnFxcamhaG3atMELL7yAuXPnIi4uDmvXrrVbJ5U6VKpOndJ/jtWs5ZbJAYGSuTqaNm2KatWqYfr06Zg+fXqpsq1bt8Yrr7xS6vXr16/j9OnTpkDk1KlTqFGjhql36Z133sHGjRvx5JNP4qOPPkJERAQ2bNiA+vXrWw3QzI0fPx6vvvoq3nnnHaxcuRJhYWH44YcfULNmTTz++ONYtGiR4w/HDnWZ50GDBpXrOEREvkav4VUTYQwk1Av7LrA/b0HqdF5PMQLGoCAagL2gQ/0GNx+etcdimy1hAPIczBsh8ipNmzYtFRTY06dPHyxduhT5+fmoWbMmpJTYvHkzHn30UVSvXh0pKSkl7szfuHEDv/32G6pXr24KMgICApxaZcnPzw/169dH/fr10a5dO2feHoQQNs81atQo3Lx5E5988gm2bNmCjz/+2LStUaNGAIDevXuXWo9dSmkKQgwGgykZ4OrVq50a7qMOe7K2j5q12zI5IFAy6OjWrZvm85mrXr06QkNDERoaarVeO3bsAGBcJnfQoEFYv369w2BD1bhxY3z88cd45plnMHnyZFy4cAHvvfceHnvsMQQFBdkNOrTModm6dStatGhh6rkiIiJtdJtIDmCxlHKplsJCCMdL1XiXPcpjia0CZpnEsy0CB3WCuc0ZpWb7ritPJYm8XZ8+fTB//vxSd+e7dOmCL774AnfccUeJ16tVq4b27dtXZBWdEh8fj/j4eEgpcerUKezbtw8BAQF48MEHUa9ePXTu3LnUPmpCOsulXZ1ZvQrQJ+hwhY8//thUt9jYWHzyySeoVq2a08eJiIhwOoGWumywLYWFhUhJScH48ePLvTwwEZGv0SvoyIFxcrhWx3Q6r6dIARDloBdigvKcaP6ilDJPCJEEY44PyxweqjjleXG5aknk5QYMGICFCxciLy8PRUVFOHLkCDp16oS//vWvqFGjhrurV2ZCCISEhJgu6AHnVq+SUjoddFy+fBmA7eFVfn5+uO2220ptCw4ORkBAgEuCjps3b+LFF18EAIwePRorVqyo0CWSHQUdqampKCws1JRnhYiIStJrInk/J8vbX9PQy0gps4QQE4UQ4RY5OACYeiqmwpil3FpvSAKMK4DF2pgTMhHAEmvHJvIl/v7+ePrpp03/9+bMrI44s3rVjRs3UFxcrGtPR1BQUKm5KMCtAOnEiROaz6WFlBJt2rQBYOxhWblypaZEfXpq0qSJ3e1bt27Fbbfdht69e1dQjYiIKo/S3yg6EUK0EEL0EUJ0ctU5PEwCgKlCiAnmLwohwmBcOWudlDLa2o7KSlbDASQq5c33V3tGEvSvMhF5IimlU8kBCwoKAED3oMOWkJAQXXs6pJR48cUXkZ1tnO52/vz5Cg84APs9HVJKbN26FQ899JDm+SVERHSL7v3WQojJMN7VDzJ7DQASpZSllzGpJJShVcOFEBOEEOryvDkwLnE7UUppN1u7lDJJCJEFIEH5vPJgnDy+R0pZnmSCRORl1CV6tQ4tKk/QoQ6vKigowKFDh3D58mUcPHjQ6nwOVUhICL777jvN57LHYDDgb3/7m2mC98KFC92Wdd5ehvN9+/bh1KlTXLWKiKiMdPvLLoSoDWAHjMnvsmGct5EDY36JMAAvCyGGwzj34Q+9zutplOFTNieUO9g3G7bndRCRj1AT3bmyp+Ps2bMAgJEjR+LkyZM4fvx4qTL33Xcf7r77bsTExGDgwIGmydPNmjXDqVOnYDAYIIRwaiiYueLiYjz11FNYtmwZAGOOkccee8zp4+ilZs2aNrdt3boVQgg8/PDDFVgjIqLKQ8/hVUkwTqiuK6VsJaWMkFL2U56DAUTAGJRoyWNBROSz1GziWi/k//e//wGwf9Fs7ty5c6a8Gvn5+ejRowfeeOMNJCUlISXlVqds9erVsXHjRgwePBgPPfQQfv31VwDGno6bN29ixYoVaNu2Ldq3b18i87gWN2/exNixY7Fs2TLTxOwXX3zRtASwO9gL2rZs2YLu3bujQYMGFVgjIqLKQ6/kgOMBJEsp59oqo0yCnqhkLh+vMXM5EZHPUXs6vvnmG1OiPku1a9dGZGQkwsPDTXMMrl+/7vDYBw4cKLH60n//+99SZRo1aoRBgwZhyZIlKCoqwsKFC/GPf/wDHTp0wLPPPmu6OH/iiScQFhaG48eP45lnnsGqVas0LSVbVFSE0aNHIykpCW+++Sb279+P2rVrl1gkwB1sBW0ZGRnYu3cvs5ATEZWDXsOroqWUI7QUlFLOFUIsBMCgg4jIipo1a6J58+ZITU1Famqq1TJqZvKgoCC0bt0aAPCf//wHsbGxVledKioqwldffYX4+HgEBgaiffv2NgOa3Nxc05yOqlWr4rnnnsOoUaMwbdo0/POf/4SUxvyuPXv2RGpqKhITEzF9+nT069cPY8eOtfverl+/jri4OGzevBnvvvsuBg0ahGnTpiEhIcHq8r16Uutti7Ulgk+cOIEhQ4YgLCwMEyZMsLIXERFpodfwqlwnyzOrEhGRDdWrV8fx48dRXFxs83H27FmsWbMGjzzyCH7//XcAwPz58xEcHIyHH34Ys2bNwuzZszFmzBh06NABgYGBiImJQWhoKH788UfceeedVleuKiwsxPXr10utXlW/fn0sXrwYe/fuRUKCcTG9ESNGoFq1anjllVfQu3dvPPPMMzh8+LDN91VYWIghQ4Zg8+bNWLBgASZNmoQ5c+agWrVqeOGFF3T8BK1z1BNk+XkUFBQgJiYGBQUF2Lx5s92J5kREZJ9ePR3OBh3OliciIjMNGzbEqFGjMGrUKCxduhR+fn5o3rw5HnroIfznP//Ba6+9BsA46bt9+/bo378/OnTogJiYGAQGBiI/P99mYkDAejZyAAgPD0enTp3w3nvvmZbNrVKlClavXo2OHTti5MiR2L17d6llZQsKCjB48GCkpaVh6dKlGD9+PE6dOoUVK1Zg/PjxaNiwoZ4fj1XXrl2zu9181SyDwYDHHnsM+/fvx9atW3HPPfe4unpERJWaXkGH7bUV9SlPREQ2CCFQt25dDB48GPPnzwdwK3iwlW/j8uXLVu/c5+Ya7wnZWzLXz88PTZs2LZEgMCQkBMuWLUNMTAymTp2KefPmmbbl5+djwIAB+P7777FixQrEx8cDAN5//30UFxdj8uTJTr7jsnEUdJibNWsWkpKS8M4776B///4urBURkW/Qa3hVsjJPwyEhxFoAe3U6LxERwZhvw3yORlBQkN0Ef/n5+TYTA6r722MtQeDgwYPx7LPP4r333sO2bdsAGIOffv36Yffu3VizZo0p4Fi9ejUWLFiAuLg4hIWFlTq+K2gNOrKysjBz5kzEx8dj0qRJLq4VEZFv0CXokFJ+DqCeEGKtEKKjtTJKdvJvAARx5SoiIn3VqVMHly9f1ly+rMOrVM2aNbOalXzu3Lno2LEjxo0bhyVLliAyMhJZWVlYv349RowYgcLCQjz11FOIj49H165d8f7772uuc3nZm9PRrFkzAMaVwyZMmIAGDRpg/vz5mlbjIiIix/RM+/oUjDk4soQQeTAmBlSpt7GyAPTV8ZxERISyBR169HRIKUtcmAcEBGDt2rXo2rUrJk405jp9+OGH0a9fP/z2228YPnw4fv75Z0ydOhWvv/56hWYft9fTcffddwMA/vWvfyEzMxPr1q1z+BkQEZF2uv21l1JeBhAthIgFkAigpdnmbACJUsqlep2PiIhuqVOnTok5FvbcvHkTBQUFdoMORz0dISEhuHHjBi5evIj69euX2Fa7dm00atTIlDDwq6++wh133IEbN26gevXq2LZtm1sye9sLOu666y6cPXsW06ZNw4ABAxAbG1uBNSMiqvz0zEgOAJBSJkkpW8I4WbwlbmUoZ8BBROQizvR0XLlyxbSPJUcT0FUhISEAUGqI1YkTJ/DAAw/g1KlTSE9Ph8FgwK5duxAZGYmoqCjs27fPLQEHYD/oaNSoEd5//30IIfDBBx9wWBURkc5c1q+t9Hxo7+snIqIycyboUHsgbPV0BAYGomrVqnaPYR50dO7cGQBw7Ngx9OnTBzk5Odi+fTvuu+8+AMD999+P+++/X/N7cZWrV6/a3Paf//wHGRkZmDdvHpo3b16BtSIi8g2aejqUFad0o3WlKyIi0kZdvSolJcVh5m01OLEVdDgaWgWU7uk4cuQIevfujcuXLyM1NdUUcHiSc+fO2dy2detWhIaG4u9//3sF1oiIyHdoHV4VpfN543Q+HhGRT4uOjkbdunURHR2Ntm3bYv78+TZ7PtSeDlvDq7QEHQ0aNIC/vz9OnjyJX3/9Fb1790ZhYSF27NiBiIiI8r0ZFzl16pTd7SNHjqzQie1ERL5E61/XukKIJwEc0+GcYQC4JAgRkY4iIyNx8uRJrFu3Dh9++CGef/55vPLKK4iKikJkZCQiIyPRoUMH+Pn5meZ01KpVq9RxcnNzNa3aVKVKFTRp0gTbtm0zZURPT0/36Mzdp0+ftrmtYcOGePDBByuwNkREvsWZWzpLXFYLIiIqt4CAAIwdOxZjx45FZmYmli5dipSUFGzatAmAcUWq2NhY05yFwMBA074XL17E/PnzsWfPHgwYMEDT+S5cuIA///wTTZo0wY4dO9CmTRv935SO7AUdkydPdjiPhYiIys6ZoOMYAMv8G5aiAKTY2R4MYy9HqBPnJSIiJ3Xp0gVdunQBYFxRKj09HSkpKVi1apVpFaeffvoJQUFBePfdd7FkyRL873//w9ChQzF79myHx8/IyEBhYSEAYOfOnWjZsqWDPdzvzJkzNrdNmDABWVlZFVgbIiLfojXoyJVStnJUSAixV0rZT0O5SxrPS0RE5dSsWTPEx8cjPj4ec+fORdu2bZGTk4MxY8bAz88PQgiMHj0aCQkJmoZH7dq1C/379zf9PywszE5pz2Gvp8PapHoiItKP1onkuRrL2V8yxfnjERGRjho0aICEhAQAwNtvv40pU6bg999/x8qVKzUFHDt27MBDDz2Exo0bY/LkyQBuJRT0dLZ6OrhELhGR62nt6YjW+bx6H4+IiDQqKCgAAEyZMgV+ftpzxH7zzTcYMmQIWrZsiZSUFOzatQuAcdnc4OBgl9RVTwaDwerrzD5OROR6mr5tpJR6rFrlsuMREZF2BQUFqFmzplMBx5YtWzB48GDcddddSE9PR6NGjWxmJfc2PXr0cHcViIgqPe3fOEREVCkUFBSUWLnKkc8//xzDhg1Dx44dkZqaittvvx1A6QSB3uruu+92dxWIiCo9Bh1ERD7GmaBjzZo1GDFiBLp27Yrk5OQSw6gaNWoEPz8/rw867rjjDndXgYio0tMUdAghJut5UiHEeD2PR0RE2mkNOpYvX45HH30UPXv2xNdff10qg7m/vz8aN26MEydOuKqqFcKZXh8iIiobrT0dU3U+b4LOxyMiIo20BB1LlizB448/jqioKGzbts1q9nLAuByvt/d0EBGR62kNOuoKIToKIRwtZB5kb6MQorYQIhSAdyzqTkRUCTkKOubPn4+JEyeif//+2Lx5M2rWrGmzbEhICIMOIiJyyJk5HVkAcoUQxbYeAMIcbM8F8LtL3gkREWliL+iYO3cunn/+eQwdOhQbNmxAQECA3WOFhITgxIkTkNKYpslgMCA1NRWzZs3ClStXdK87ERF5J615OgBA6HherUkEiYhIZ7aCjjfeeAPTp0/HiBEjsGrVKlStWtXhsUJCQlBQUIBffvkFGzZswMcff4xjx4yron/55Zf46quvEBRktxMcBoMBaWlpWLZsGfz9/bFs2TIIoedXju0cHUREVDG0Bh0SQF0pZX55TyiECAJwqbzHISKisrEMOqSUeO211/Dmm29i7Nix+Pjjj1GlShVNx1KXzW3Xrh0AoE+fPnjzzTfh5+eH+Ph4PPjgg9i+fTvq169fat9jx45h+fLlWLFiBf744w9Ur14d169fR2xsLAYOHKjDO71l7dq1Vl9/8MEHdT0PERFZpzXouKxHwAEAUso8IQSTAxIRuYl50CGlxEsvvYR3330X48ePx+LFi51KGnj//ffj/vvvR2RkJJ544gmEhd2aslenTh0MHToUkZGRSE5ORpMmTXDu3DkkJSXhs88+w65duyCEQFRUFGbPno0BAwagc+fOmD59OgYMGKBbb8eRI0fw17/+1eq2kSNH6nIOIiKyT2vQ8ZTO5+XqVUREbqIGHQaDAc8//zwWLFiAv/3tb5g/f75TAQdg7OnYtWuX1W1/+ctf8NVXX2HgwIHo1asXQkNDkZaWBoPBgHvuuQdvvPEGxo4dWyJPxvTp0zFu3Dhs3LgRQ4cOLdf7BIArV64gJiYG/v7Wv+5iYmLKfQ4iInJM07eLlPJzPU+q9/GIiEiboqIiFBUVoUaNGnj66aexYMECTJo0Cf/617+cDji0iIyMREpKCvLy8vDnn3/ilVdeH8In8wAAHuhJREFUwc8//4wDBw5g2rRppRLzjR49Gm3atMH06dPLPQ/DYDAgPj4ehw8fxrp166yWadCgQbnOQURE2jgzkZyIiLxcQUEBAGDBggW4cOECXnnlFcyaNUv3idvmunfvjrNnz8Lf39/hefz9/fGPf/wDo0ePRlJSEuLi4sp83jfeeAObNm3C+++/jz59+lgt48r3TUREt+h/W4uIiDyWGnRcuHABr7/+Ot58880KufCuWrWq5vPExcXh7rvvxowZM1BcXFym833yySeYMWMGxo0bh+eee65MxyAiIv0w6CAi8iG1atVCw4YNMWfOHLz22mvuro5VVapUwcyZM/Hrr7/is88+c2rfU6dO4ZFHHsGjjz6KHj16YNGiRRBClDl4ISIifTDoICLyIbVr18aZM2fw0ksvubsqdg0bNgwdOnTAzJkzcfPmTYflDQYDPvzwQ7Rt2xbbtm3DW2+9hfT0dFNyw8LCQldXmYiI7OCcDiIiH+MN8xj8/Pzw+uuvY8iQIejXrx969eqF8PBwdOnSBU2bNsX58+fx+++/4+jRozh69Ci++uor7NmzB1FRUVi4cCFatWpV4njXrl0rdY6GDRtW1NshIvJ5DDqIiMgjDR48GAkJCdiyZQtmzZplWs2qatWqKCoqMpXz8/NDy5YtsWrVKowZM8ZqUKXOZTHXo0cP11WeiIhKYNBBREQeSQiB2bNnY/bs2SgoKMBPP/2ErKwsHD9+HM2bN0fLli3RqlUrNG/eHNWqVbN7rPz80vltGXQQEVUcBh1EROTxAgMD0aNHjzIHCpcvXy71GoMOIqKKw4nkRERU6V25cqXUa+Hh4W6oCRGRb2LQQURElZ61oCMwMNANNSEi8k0MOoiIqNKzFnQQEVHFYdBBRESVHoMOIiL3YtBBRESV3tWrV0v8v3bt2m6qCRGRb2LQQUREPmfAgAHurgIRkU9h0EFERJVekyZNSvy/b9++bqoJEZFvYtBBRESV3vXr10v8v0WLFu6pCBGRj2LQQURElZ5l0NG0aVM31YSIyDcx6CAiokrv2rVrJf5vOdyKiIhci0EHERFVejdu3Cjxf65eRURUsRh0EBFRpWcedCxfvtx9FSEi8lEMOoiIqNIrKioCAPTq1Qvjxo1zc22IiHwPgw4iIqr01J6OgIAAN9eEiMg3MeggIqJKTw06OJeDiMg9GHQQEVGlZzAYAAANGjRwc02IiHwTgw4iIqr0evfuDQDw8+PXHhGRO/i7uwJERESuFhsbi0OHDmHs2LHurgoRkU9i0EFERJWev78/ZsyY4e5qEBH5LPYzExERERGRSzHoICIiIiIil2LQQURERERELsWgg4iIiIiIXIpBBxERERERuRSDDiIiIiIicikGHURERERE5FIMOoiIiIiIyKUYdBARERERkUsx6CAiIiIiIpfyd3cFPJ0QYjGATCnlEo3lwwAkAMhTXgoDsEdKOceV+xIREREReSoGHRaEEEEwXuxHwBgAqIGAln2jACwGEC2lzDZ7fYoQIlNK2cUV+xIREREReTIOrzKj9DSkApgKIAcagw2zfZMBDDcPGgBA6anIEUKs13tfIiIiIiJPx54OM8oFv6lHQQgR68TuiQCypZRZdrYnCyHCLAOLcu5LREREROTR2NOhA2VIViyAFFtlpJTqthK9J+XZl4iIiIjIGzDo0EeU8nzUQbk8s7J67EtERERE5PE4vEof9yrPjoY+ZQMIF0IESSnVFarKs28JQogJACYAQMOGDZGenu6w4hXp6tWrHlcn8m5sU6QntifSG9sU6c2b2xSDDn0EKc9WgwEzOcpzsFnZ8uxbgrKs7xIAiIiIkJGRkQ4OWbHS09PhaXUi78Y2RXpieyK9sU2R3ry5TXF4lT6CnSwfZPbv8uxLREREROTxGHToQw0EcuyWusU80CjPvkREREREHo9Bhz7Y00FEREREZAODDvdwNH/DVfsSEREREVU4r5pILoQIhz7Di7J1TrJnPsnbmfLl3ZeIiIiIyON5TdChBByZOh0uD0BdnY6lHk8LNbAwL1+efYmIiIiIPJ7XBB1SyiwAwt31sEHtNQlzUM7apPHy7EtERERE5PE4p0Mfe5RnR5O8wwDkWST3K8++REREREQej0GHPlKU55a2Cggh1KBinY77EhERERF5PAYdOlB6H5IAxNkppm5brNe+RERERETegEGHfhIABAkhYm1snwhgiTI3Rc99iYiIiIg8GoMO++61eLZJWYJ3OIBEIUSJSeFCiETlnwl670tERERE5Om8ZvWqiqDMnUiFcVJ3MG5N7o4VQuTCuHJUHoDh1vJ8SCmThBBZABKEEFDKhgHYI6XsYu/c5dmXiIiIiMiTMegwo8yvKNcFvhKMTKzofYmIiIiIPBWHVxERERERkUsx6CAiIiIiIpdi0EFERERERC7FoIOIiIiIiFyKQQcREREREbkUgw4iIiIiInIpBh1ERERERORSDDqIiIiIiMilGHQQEREREZFLMeggIiIiIiKXYtBBREREREQuxaCDiIiIiIhcikEHERERERG5FIMOIiIiIiJyKQYdRERERETkUgw6iIiIiIjIpRh0EBERERGRSzHoICIiIiIil2LQQURERERELsWgg4iIiIiIXIpBBxERERERuRSDDiIiIiIicikGHURERERE5FIMOoiIiIiIyKUYdBARERERkUsx6CAiIiIiIpdi0EFERERERC7FoIOIiIiIiFyKQQcREREREbkUgw4iIiIiInIpBh1ERERERORSDDqIiIiIiMilGHQQEREREZFLMeggIiIiIiKXYtBBREREREQuxaCDiIiIiIhcikEHERERERG5FIMOIiIiIiJyKQYdRERERETkUgw6iIiIiIjIpRh0EBERERGRSzHoICIiIiIil2LQQURERERELsWgg4iIiIiIXIpBBxERERERuRSDDiIiIiIicikGHURERERE5FIMOoiIiIiIyKUYdBARERERkUsx6CAiIiIiIpdi0EFERERERC7FoIOIiIiIiFyKQQcREREREbkUgw4iIiIiInIpBh1ERERERORSDDqIiIiIiMilGHQQEREREZFLMeggIiIiIiKXYtBBREREREQuxaCDiIiIiIhcikEHERERERG5FIMOIiIiIiJyKQYdRERERETkUgw6iIiIiIjIpRh0EBERERGRSzHoICIiIiIil2LQQURERERELsWgg4iIiIiIXMrf3RXwdEKIxQAypZRLNJQ9CiAJwFoA2VLKPCFEEIAwACMAhEkph9vZPwxAAoA85aUwAHuklHPK+TaIiIiIiNyGQYcFsyAhAsYAQA0EtAgDMEV5QAhhvi1FShlt57xRABYDiJZSZpu9PkUIkSml7OLM+yAiIiIi8hQcXmVG6WlIBTAVQA60BxuqLBh7OrJh7K3IVv4f7SDgCAOQDGC4ecABAEovR44QYr2TdSEiIiIi8gjs6TCjXPCbehSEELFOHmKvlHJiGU6dCONwrCw725OFEGGWQQkRERERkadjT4ebKcO5YgGk2CojpVS3OdvzQkRERETkdgw63C9KeT7qoFyeWVkiIiIiIq/BoMP97lWeHQ2bygYQpvSMEBERERF5Dc7pcAElMIgAEA5jD8U6KWWejeJqEGFruypHeQ62VVYIMQHABOW/V4UQv2mudMW4HcBFd1eCKhW2KdIT2xPpjW2K9OaJbaq5lkIMOnSmTD4PhnGJ3BQhRDiAVCHEWhv5NoKdPIXNng4ll4jDfCLuIoTYK6WMcHc9qPJgmyI9sT2R3timSG/e3KYYdOgrDkCi+QpTyopUXYQQuUKIllZWt1KDiBxo42yQQkRERETkVpzToa9QO0vaJgCYoPR8mNOtp4OIiIiIyBMx6NCRnXkbwK0lcZeW8zSO5n54Mo8d+kVei22K9MT2RHpjmyK9eW2b8qrhVUovgR7Di7IrOsmelDJbCAEYJ5ebM58groXWYVgeR5lzQqQbtinSE9sT6Y1tivTmzW3Ka4IOJeDI1OlweQDq6nQsZ88bZJFZXGvPhRqUeHNPBxERERH5IK8ZXiWlzJJSCp0eugYcQohYZaJ4rMZdzOdlqMFHmMZ9vLang4iIiIh8k9cEHR5uBIxBQbSDcmrgYD60a4/FNlvCAOQ5mDdCRERERORxvGZ4lYfbozxsjrMzyySebRE4qBPMW2rYd115KklERLcIIcJgXFlQ/ZscBmCPjZxKRABM+bimwnizMBjAXgDJWtoN2xxpJYSIAjDcSqoFy3Je06YYdOgjBUCUg14INVN4ovmLUso8IUQSjDk+bDWsOOV5cblqSUREAExf6IsBRJsvLCKEmCKEyJRSdnFf7chTCSESAVxS24dyUzAOwGIhxEQYLxKzbOzLNkfOWAzAaltSeVub4vAqHSh/YFpaycEBwPRHaSqMWcqt9YYkwDjB3NackIkAltj6Q0ZERNopdwaTYbxALLGSoXJ3MEcIsd4tlSOPJYSYAos7yFLKPOV7vQuMd5gzlfZluS/bHGmmBLd25/p6Y5ti0GHfvRbP9iQAmCqEmGD+otIoMgGsk1JanfOhNJbhABIt/1gpDU89fqUjhIgSQjjswRFChAkhFgshEpXHeuULgHyYsohDphDiqLKYQ7LWdsE25dMSYRzqautGTiKAWGsXj+SblJuHLaWUSda2K21JvamYaKUI2xxp4kQb8Lo2JaSU7q6Dx1D+qKTi1jhN88ndeTCuHJUHK1Gl2TEm4NYwKbX8YillirXyFvuq4/LU83nsuDy9CCGOAsiSUg63U8Zm9yGAEZ7WfUgVw2yYwxzl/6ZhDjAu1lCmYQ5gm6rUlHaSC2Pvsc2x0kII6agM+Q7luz3b3ne5+dL+Ukph9jrbHGmm3IhNgLHNJFm7PvLWNsU5HWaUORnluthQulnLlLhFufjxiIZREcy6D20OGzPrPuxirftQCBEthFhvL2ihysdsmIPprqPy+7tECLEXxi/+TCFES8t2wzbl86KU56MOyuWZlSXqAuO8jTlSSqsjD6SUWUoSYFjk42KbI02U4FbL/F2vbFMcXkVuUZm7D8m1OMyBykkdLmu1t9pMNoAws9UDybepCXrLcgHHNkcOmX23aZm/65VtikEHuUsCgLftFVB+SWJxa1nhUsy6uivlnBeyKg6Ao8lx6p2iEoszsE0Rbg2bdZTzSE3EGmy3FPmKBABzADxlq4D5jQqLXlS2OdIiEQ6ui8x4ZZti0EEVrrJ3H5LLdQGQbLbIQinmd4oseizYpsjZL1+PuENI7iWlzJZSJji4C63+zbC8qcE2R3Yp8wyTnUgA7ZVtikEHVShf6D4kl+MwByoP9WeaY7fULR5xh5C8gjon07KXlG2OHBlua8iwDV7ZpjiRnCpaIrQPWylL96HWuwTkvRJgDArW2iqg8zAHtqnKxSvvEJJnU/JshcN6Ti22ObJJ6bW32XNvg1e2KQYdVGF8pfuQXEsJIhwFrhzmQHph0El2KT2iS2FMAKzHCpRscz5CWWb5kq00DDryiDbF4VVUkXyi+5A8Aoc5kC3OTqzU2lbId60HsNdWAmCwzZFtE8uYi80r2xSDDqoQvtR9SO7FYQ7kgLM9rR5xh5A8k5LIDXYCDoBtjqxwYlEda7yyTTHoIJfzte5Dch8OcyAN1L9DjvKwONsrRj5GTXDrIOAA2ObIgpOL6ljjlW2KczpIDQr0GEaSbSOwmFjGC0Cv7D6kCmlTtnCYAzmyR3l21IsVBiDPiTlo5EOUu9RaAg6AbY5Ki4AxCW2sg3KxQgh1ifc8KWUX5d9e2aYYdPg45eIwU6fD5QGoa3F8n+s+9HWublN2zsthDqSFurhAS1sFzJZKXuf66pC3US4Uo6WUw+1szzK7YcI2RyUoSWjttYcwGPNJJdloZ17Zpji8ysdJKbOklEKnh2XA4ZPdh77OlW3KFg5zIK2UO35JMGa2t0XdVtYbJlRJKTdVRtgKOBTR5j20bHOkN29tUww6yJXU7sOj1h64dTfcvIz5HXKv7D6kisVhDlQGCQCC7AxtmAjrCxGQD1PuPk90EHAA1m9qsM2R3ryuTXF4FbmMr3YfUsXhMAcqCyllthBiOIBEIYR5+1B7zQDtSUzJByh/FzIB5JiNsbcmDKXzA7HNkbPClWebvfLe2KYYdJDHklLmCSHU7kNbE9E9rvuQKoYTwxxMuWHYpkglpUwSQmQBSBBCAMb5O2EA9phN1iRSLYWxh1TLMtpW7yyzzZEjSkAbjFvtLFwIIWEcGrzYMqeHt7UpIaV0dx3IR2no6TAvYzWxoDIca69Oy6OSl1DaRYKjn7sQItly2BXbFBERUcVjTwe5U6XsPiTX4jAHIiIi78OggypcZe8+JJfjMAciIiIvw+FVRERERETkUlwyl4iIiIiIXIpBBxERERERuRSDDiIiIiIicikGHURERERE5FIMOoiIiIiIyKUYdBARERERkUsx6CAiIiIiIpdi0EFEREQEQAgRK4QIc3c99CKEiBJCxLq7HkQAgw4iIiIiCCGmAICUMtvdddGLlDIFQJgQYoK760LEoIOISlDu9OUKIaTFI1f9UjYrGyaEOGqlfK4QYr273gPZJ4RYL4TILM/PyU47OaocO9OsbRxVzhml93txJT0+J/IOSm9ASyllkrvrojcp5RwAw4UQ4e6uC/k2IaV0dx2IyAMJIYIA5Cr/7SKlzHJQ/iiAMAATpZRLXF0/G3UIAhAHYJ2UMs8ddfAGyvCRcADrAaRIKaPLcSzzdtLS2l1is59LIoBsAMPt3U32lJ+jnp8TeS6lvWXC+HeuUv7dUNpyspSypbvrQr6LPR1EZJXFl6+W4QZqeXcOTUgEsBjAUjfWQTeuGostpcxW7uiW+wLLvJ3YCiSklHlKIBoKIAdApoNx8x7xc9TzcyJ9uOh3IhFAYmUNOADT72aSZW81UUVi0EFEDmn8Ms5xeUUcS4bxAnGtuyuikxEuPr5ePzNNF2tK8BGNW4FHkI2invZz9IS2TUa6/k4owW+cu3pnK9jbAKba+b0jcikGHURUaUgpk6SUdSvDuOzKtIKOFRMBBMFGT0Zl+jmSflz0O5EAwBcCDvXmUQqMQxeJKhyDDiIiz1Rpl7lUVtTJAlCplicll3PF70QcPKdHrSKshTHQIqpwDDqIiDzTRHdXwMVSlGdeAJFWuv5OqKupOVoko5JRl9BlsE8VjkEHEZGHEUIkw7gSWGWWrDxzqAc55KLfiWjcCn59gjLEKhuAVy1fTZWDv7srQES+RVl9JhrGicJBAIJhXMqx1Lhq5UIjGMaLjSVSygQlyVVL5bVsKWWCUnYxgAjl9RQp5XArx4qC8Qs3S3m+ZFZkqlIfq8sDl6Pe66SUE5U18kco52ypbH/b/FzKezO/mxslhMg0P7aUsouV8wUBUJN/1VPOu0dZn99T7VWeg4QQQepiBY5+jkqZKBiXsrWUAiBC/ZnY+Dmo7Qe4dRH7dnnudpfn81fei/ozz4axba1XhqDZ2mcKgHtxa6W4IBhXX8o2K+OoDd6r7Jegvnez7VD2K7G9PPXRWKdSvxdl/Z3QKAoOgg5Xf44V+XMykwXj3zKfmMtCHkRKyQcffPBh9QFAGv9MaCqbrJSPsrE9CMZ8B4utbJui7B9k8XoYjBdzEsZlLacACLc4X5hZ2VjltWQr58iE8ULIWt2i1HPoWG+1LuuVf8da2ddUfxuf/XoNn3uQjbotBnDUsm4WZY5a+6zK0E5ytbYTa+1L/Zlq/DkmAphg5fUwpR6JFq+p7We98pmEWeynnmtKWT6ncn7+iUq7tGw/sdbqo7yfTMttMAZgueZtzNk2qPwOTLDYrn524Tbqr7k+evxeaP2dcLLdxjoo49LPsSJ+TrbanV6fIx98aH24vQJ88MGH5z5w66LwqHJxYe+hlrUVdCTbu2Cw90Vo9oU8wey1cBsXZrmwEXTYOLaa3M7W9vLUO1fZ3+oFrfK+Sl2wmr9nDT+jxXYuCq1+FmbbPSXoKNVmrNVd/VnZOd4EWA8c1fPYCvDUizarF6D2Pqeyfv5Ku5GwEZQo2y0DpKO22oTZhallAKOlDa4vYxt1uj5O1MlaIKd30GHz71UZ61ymz7Eijm9RdgKAo3p9jnzwofXh9grwwQcfnvtQL9Y0lrXZ04Fbd/Js3olTLiit3nF2sh5WLxDtXDipAZO1O6vlrbfdi3EHF7Nag46jduqfXNbzO9lOXBF0lKobjIGmveAhDLaDDrvvU3kPVgMaBz8npz9/pZ7SWl3VtqpsNw+yHfU6BFk7psY2aC/4OQorQXVZ6+NEnaz9DusWdJjVT2vvgEs+x4o6vkXZ2LL8vvLBR3kfnEhORBUhEUCetDPmWN6a4DjVRpHyrjCTafmCECIRxgvZ4dJ6Nm096u0oQ3uwg+2OZMF2cj6PXZXHIkGZpiz2ys8hD8bEgrGWSc6Un+FiG7s7SmC4Dsb5Jc4uy1qWz19dsSvZxvajyjHNP5eJgO2VluStBJ7W5ro4+nzzpO0EoOocJkvlqY+WOpX398IR9fjOZCF3xedYkcc3L0tU4TiRnIhcSrkwDIO2C8s8KMs5WgkCNF2Y2iItJnwrkzGnAEiSVpLQeUq9HZGlJ8yH4dbk0nDltSA7FyvuYlqJyEbAZ0tfAKkwDjWBECILxsnAyVLKFCePZU4NSu8FoDkpYRk//wjl2WpdpXECuuUk9HAAecqkbVvyYP1i3dFnUpbPrDz1Kes59VSWrNyu+Bwr8vgleOjfBarEGHQQkas5c8cyR3m2drGfA50oAUUqjKtflVodSaFXvV1OudCdCOOFYBaMCcD2wngB7alLY6oX3k5lHVfurNdVVjWKhvH9TQEwRQiRAmOvVVkupMx/hk4pw+cfBmgPtsxyKuTI/2/vbq/aRqIwjj/qwEAH3g4cd7Cmg3ipILgETirIYTuArWCXdJBsB0AHoYNN3MHdD3OFh7FGlmTLFvb/9yWHWLKvXgz3jualfkasvcxWNrR4Ojr5ZJuCA/tG9yoAfWtTLJSJ/s4KjIwHhZbOqulYy+4gQ4z7dUGz6Odrhe44MrNLM7sxs+d3kFCU5z7XHapS2aXKzO7NbG5mZ5LOFLoszeRPQDrodA23Of9p97Aavd9XLQ0qnvQ70URU8HV54vHejUTRhQOg6ADQq2jMQ5MW5LIFuLexCJ4kziQt0s/xgmPqMQwqbuk1SZ1EP88Ukvav5uuVbNh/EAsO+nmeSXq2mvUoMvtdp/9vZktvcZ8rrOPQ5TjLtR5y4yyq4ul6/ss1Sqa5bWMt78XeDSme9DvRQd9jR4boXAMrHHEaKDoA7MOtVN8i6QnlSD12yfDPuFNYdK5qYay0e9Qg4o6c620LZbloWu5pQZoUdk3Id+0v/zfXta3OVe6FqrE5kU0t2n8odLdr092r6/kvt69NlpNB7RvvRX+9bozFLg0lnvQ70cZSAyicDuA3HX5MDU4QRQeAjRp2A8m2GHqC/6zVrD1VFopWGO/Jg0KikUt2rxS1AB447metJ0RjrVrJY7lWy3L/8tqMarbdRuMuKkVRPCgk25cdB31PNiS6y8z7TnP3sSfGld3tGmp1/r2w+SrptiamSbRfeS9+lyf7mX1m2n0yWRnfgeJp851o4lGrJ1x967sbV5v3n4iiAwdA0QGgUpIMNemCUG6fazn83d93rc+9J31ThYHBOU1bJM9VEa9/7liZgcbeqvxR662m28RdzoBVF2suWbhTSLDj1vB50oWrbDFfm67XpwP+5D+WSfpFcuyV56qN+D6pK06LorguiuKHwvn40KBbVV1s86onNkVR3Gl1zKlHSddpjN7d7rPWz22TWLY5/58UkvZ/02Pxa35V8TRuLuln5l6cKaw5kT6p2eYeLF/PXocO8WwTU5PvRBvfNsQR6/M87uP9Y1O16EYI7EphZoeOAcCAePJ9q/U/gC8KC33dR9uOFf54pX8Ql5L+MbOFEp7kfdDbeeWfqro7RUlq/L4/VdFKXhTFk952V1lK+mJmf3qS8uTHkCZBY9+v/JyzTFGybdyPZnZZE+vr68lnLhQS5qXCAofpcY8VrtdIoSX4P3/p3syWfj0/+7HfmNlL5vO/18zktabmPkkTwFH0/39v6r7U4DpOzezeC74LrY73wt9/LQEtisIUxl3Mo/3i2G4y13zjeepy/pPP+KjVE7Yyhh+Z7n/pPtKqxfpbXMhtew9mXn8xs7UnA03i2UVMvs3G70RT5e8FMytqtun1PO7zOvn2Y4WJDyp/zwF9ougAABy1uOg4dCwYFk/6F20mNHjPvGibpw0cwD7QvQoAAJyqO60mBDgFC7WcphrYFYoOAABwqu4VZhU7+vU6vGvVqOUMbcDOUHQAAICT5OMavqhmFq4jcmpPdTAwFB0AgKMVtWCf4noMaMAXlpwms2IdFR/svzyVsSsYJooOAMBR8kHCv/zHSVEUv6qmdwUUpv89yqcdXngvmEgBh8bsVQAA4ORF66P0uUDp3nmhvTZdM7BvFB0AAAB6HWytY0nQvZBaHsvx4H2j6AAAAADQK8Z0AAAAAOgVRQcAAACAXlF0AAAAAOgVRQcAAACAXlF0AAAAAOgVRQcAAACAXv0Pz2zkI3BnmyQAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Figures have been saved in V:\\03_Projects\\04_Basel_Project\\13_Tests_on_Type_E_walls_with_plaster\\09_Zenodo\\02_TEST_DATA\\01_WALL_STRUCTURAL_BEHAVIOUR\\OUTPUT_PLOTS\n"
]
}
],
"source": [
"for test in range(test_number):\n",
" legend_tmp = str(test_unit(test)) + \" ($\\sigma_v/f_{cm}=$\" + str(wall['alr'][test]) + \"; loading: \" + wall['LH'][test] + \")\"\n",
" if test == test_number - 1:\n",
" adjust_axis = 0\n",
" else:\n",
" adjust_axis = 1 \n",
" plot_one(where_to_save_pic + os.sep + 'Test_' + test_unit(test) + \"_F_vs_u\",\n",
" sc_tests.dataset['Test' + str(test)]['u'],\n",
" sc_tests.dataset['Test' + str(test)]['F'],\n",
" 'k','Horizontal Displacement (mm)','Horizontal Force (kN)',\n",
" legend_tmp,'upper left',adjust_axis*-45,45,adjust_axis*-150,150,None,32,12,10,True)\n",
" \n",
"print(\" Figures have been saved in \" + where_to_save_pic)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.4</span> Plot horizontal force-vertical force diagram"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section plots the <b>F-N</b> diagrams for each test. This can be used for checking the loss in vertical load bearing wall capacity"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Figures have been saved in V:\\03_Projects\\04_Basel_Project\\13_Tests_on_Type_E_walls_with_plaster\\09_Zenodo\\02_TEST_DATA\\01_WALL_STRUCTURAL_BEHAVIOUR\\OUTPUT_PLOTS\n"
]
}
],
"source": [
"for test in range(test_number):\n",
" legend_tmp = str(test_unit(test)) + \" ($\\sigma_v/f_{cm}=$\" + str(wall['alr'][test]) + \"; loading: \" + wall['LH'][test] + \")\"\n",
" plot_one(where_to_save_pic + os.sep + 'Test_' + test_unit(test) + \"_F_vs_N\",\n",
" sc_tests.dataset['Test' + str(test)]['N'],\n",
" sc_tests.dataset['Test' + str(test)]['F'],\n",
" 'k','Vertical Force (kN)','Horizontal Force (kN)',\n",
" legend_tmp,'upper left',-300,0,-150,150,None,32,12,10,True)\n",
" \n",
"print(\" Figures have been saved in \" + where_to_save_pic)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.5</span> Plot vertical-horizontal displacement diagram"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section plots the <b>v-u</b> diagrams for each test. This can also be used for checking the loss in vertical load bearing wall capacity"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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S00Nl3UhP+cJR20Lw5ZdfBgcqR7ogxvPJlzKbVXV1dav3oVzUU6nlgX4Q7+A0HGWaTjUtXjqdLjhtprJ+80HBynKfzxf83Db/zlCbtFILrSkjUuuC8rv2mNEs1ht35W8Raf1Y8zsox9/aaWLz8vJQUlLSqkzr6Xj9p9ZhywNRAoTL4Bxp3cY3MXq9PngRDtUNQQ1lBhdFLE/PWvN0UO1FZsmSJQAQNRuq8n7E44anqqoKRqOxTRdG5aKeSjktOoqysjJkZmaq+uzEo3VPq/KUQL95gKO0VppMJtjtdmRlZcFoNIY9F5XAPplvBG02WzAXTWN2uz3kdNbxduDAgZjzO9hstogPE+KZ3yEUk8mEoqKiVr93yXy+UGKx5YEAQPWT95qaGowdOza+lUlDsTxdVC42zS+aNpsNBQUFsNvtmsxLrzy5i/SkValDa27YlW2itUB88sknABDxmFwuF3w+X5tv8MOx2+1t6rOvvIepGDhoNYYkmW8sKisrg09tw910KTfxiXga35iacQMKpY6NtykrK4PFYoHValXd5UqZBjaZ5efno7y8PPidp9frUVZWhtra2nbpWrZy5crg/2PJAh3pcxGP/A7hWCwWGAwGtjiQJhg8ECWI2iQ7yg1CuEHDTqcz5vwJLpcLvXv3bvI7ZftI4xmUurSlK060J6vffvstgMg3bUof7UgtOKWlpXC73cjOzm5ygTSZTNDr9S3yXChcLhc8Hk+bArJYB0uXlpYGL8Y+ny+YlE/Jt+FwOIJPkJX5+91uN3Q6HWw2G3w+H6ZNmxacM7+1SbKUG08tWK3WpB00bTAYgnkBwmlrd5DWUsYyqOku1TxIdTqdweNS894rDzCMRmMwyVqigyW17HY76urq4PF4gi0QBoOh1Qkc20opV+2Ne3FxcTBPRTiNg4F4jndQvm/CnSOlpaURg4qGhoaYglzqANRMycQXp2pVJOv0YsnObDarnvI00pzaXq83OGVfLFNXhptuMdpUrMoUsa2dvlSn00m73R5xnTFjxkScdlCZyjDSlJDKtI11dXUtjifSFJxS+o+xrVPAKu9TtJwWXq9XGo3GJus5HI7g31uZ0lLJY9F8OkqljMbvqTJFbKRpSJNBe07V6nA4op6HBoOhTdMSqxFuqlZlytxI03+GmqJUmW4z3HbKcuXcsNvt0u12B6dhjfaeIMpUrZGmnpUy+lSuer0+7Hddsk153L17d9X5HZS/VTSx5Ixo7TSxlZWVUfcfLb+E1WqN+Hek2CXrvRQ4VStRclFmuYjE4/GgtLQUc+fODblcp9Ohrq4OWVlZMJlMUQcyN55ZIxTlKXao6SkB//SlVqu11U8nc3Nzoz4pHDduHIDw3afy8vKCGU5D8fl8walsy8vLWzwhs9lsEetfUVHR5qfvSsbXaE8l8/LyYDKZmjwBt9vtyM3NbfIUWBnAHervNm3atCatDOH6wSer1naXUbNdVVVVyM+E0WgMPsUOxel0wuVyhc1IXFZW1qpJA9RSphaN1HqgdN0JtU64p8LK8Sqtfz6fLzgewmw2RyxPafFqL3q9HhaLpVXnS7jzoLU8Hg8OHDgAIHrLlMvlQl5eXtSWzFjHO1RUVAT/r7blweVyYe3atRH/zi6Xq0l28XDrJGsLFbUTNREGX2x5UCRrtJzszGaztFqtwSy3NputxZPiyspKVRmZG+8TgSRLzRP9eL1eabfbpdFojPrEVim38T6UJ+RtfSKvZMaNZOXKlTI/P7/Fem63O5hROpLGx2cwGEI+RQv35M3hcGjytBkqkjYpT5fDtRA0Pg6EeCocLuO38hQ52RmNRlWtM63drnFm4VDfU0oG5+b7Uc7/cE/htcxYrNPpIrYqhvvMKUklm3+WIyVys1qtwSfgyrE1/xwoLVzNKRmhESZpo5rjkVJGzWCs0+nCLldaEZX3XnkpZSrH11w8MkwrrV+R9llXVxf8Tg71OY20TzWtakpSUbXJ2txud/C9CvdSWj6ifbZiuS6ROsl6LwVmmE79F4OH9GG1WpvcNCo39kqzvXLTG2uXjsbZqpULscFgaNE1Jpq6urrgDbxyA6PFxUJN871yTtntdpmfnx/sRpSfnx9T87zSrN/8hkLpphGKUl5bKMcYLUhS/s5q99f8XFBu5pqzWq1Jmf1VCf70en2Lm0DlPA1149ra7bxer9Tr9TI/Pz/i95TyeVHO9WifO2W/Op2u1V3DmmeT1+l0YYNiu90efNhgNpul2WyO2L3I7XYHP7tWq1XabLYmDycqKyuD71mo46ysrJRmszm4XeObcqWuer2+yeck1PE0ziKt3JQ2Xt748xFq++afH+X47Xa7tNvtwe56NptNms3mYBnNs1c3Pg/awm63hw1eImV9jnSDH26fod5DKX/oVhpu/Ujfj0rQreYV6fxPlW6RqSZZ76UYPKTBi8EDpQO9Xh/xIqfVOaVcmJtrfkFuLFSw0ZpyQ93EhCpLTd9mm80W8jjMZnPI4EOv16vab0cSj++pysrKVo/9odgogVA0rR1H0xod9dqnPOgibSXr+aQ2eOCYByKKK4vFEnamIy05HI6YZoVSEtO1dXpVZSxGpNmOlH7bahJbORyOkH2aQ82wpSShUjJjx7NffkeXzDMTpRNlxjE1s0cp45lam/uGorPb7ZrNyEbpg8EDEcWV2WwOmexJaz6fr8XNnZL8LZTWXBR9Ph9MJlOTAYbKTX2kqRZ1Ol3E5aWlpcH/19bWthhAqQyubP77qqoq6HS6JlN3Unzs27evvavQITQ0NMScUyDZc1akKiVTuRZ5hSi9MHggorjS6XQoKSmJKct2a5hMpuCsR8APN9yhWhZ8Ph+cTmfMF8WKigo4nc7gLCnKxVXNU9KSkhKUl5e3qEdxcXGwHsr+mgc84eZ337dvX/B3ZWVlrcr1QJRMlPM53AxwjSmfRZ738ZGoVmNKPUwSR0RxZ7VakZOTA5fLFbcszFarFW63G8XFxcGWgXCJjyoqKmAwGGLuhpKbmwudTofq6moA/kRQVqtV1TFZrVaUlpYGEzYpWVsbBx5K15jm9WpoaAgZ6FgsFlgsFpSWlqpONEWxKy0tZdeNBKqrq4PJZILH4wn7GS4rK4PNZgsmTyRtKa2asSako46BwQMRJURlZSUsFkvYfA1aUPuUrLX9eA0GQ5NWlGhz8zcXKYsr4H/q6na7W/zebDaHfLqq1+vj+n7SDzjeIXH0ej3cbncwg3bz4EDpPhjqs0Jt5/P5YLfb+d1CYTF4IKKEUBJcFRcXx3TDrTUlAVthYWGrtrdarVGDAEov/Hu3D6PRyCff7eDOO+9kdyWKiMEDESWM0rWmvWeusdvt7OpARNSMktmeLW0UCYMHIkqo9r4o6fV6DrAkIgohXmPSKL1wtiUiIiIiIlKFwQMREREREanC4IGIiIiIiFRh8EBERERERKoweCAiIiIiIlUYPBARERERkSoMHoiIiIiISBUGD0REREREpAqDByIiIiIiUoXBAxERERERqcLggYiIiIiIVGHwQEREREREqjB4ICIiIiIiVRg8EBERERGRKgweiIiIiIhIFQYPRERERESkCoMHIiIiIiJShcEDERERERGpwuCBiIiIiIhUYfBARERERESqMHggIiIiIiJVGDwQEREREZEqDB6IiIiIiEgVBg9ERERERKQKgwcNCSHcQgibEMIghNAFfqcL/GwTQlS2dx2JiIiIiFrrlPauQJrRA7AGXhBCNF7mlFKa2qNSRERERERaYPCgLRcADwADgCwADYHf2aWUzvasGBERERFRWzF40FatlNLS3pUgIiIiIooHjnkgIiIiIiJVGDwQEREREZEqDB6IiIiIiEgVjnmIg8A0rbnwD5z2AaiQUvrat1ZERERERG3DlgeNCSHyARQC8EgpSwHUAqgWQljbt2ZERERERG0jpJTtXYe0IYTwAsiRUnrCLKuINhuTEMIMwAwA/fr1y/nHP/4Rl7q21oEDB9C9e/f2rgalEZ5TpDWeU6Q1nlOkpWQ9n8aNG1cnpcyNth6DBw0JIXThuicFggI7/MGFS83+cnNzZW1trZZVbLOamhqMHTu2vatBaYTnFGmN5xRpjecUaSlZzychhKrggd2WNBRlXIOSJG5uIupCRERERKQ1Bg8J0qgrk6FdK0JERERE1EoMHhLLBwBCCH17V4SIiIiIKFYMHjQghMgXQngDMy2poYtrhYiIiIiI4oDBgzaK4A8ITFHWU4KGFrMxERERERElOyaJ08bawKss3AqBxHGAP/8DE8YRERERUcqJW8uDEKJnvPadhJxA1NmWzIF/bfGvDhERERGR9trU8iCEGAjACH93HT383XL0jZYD/kHCDfB31fEAeB9AtZTy27aUnUyklC4hhEUIYQiVwyHQ6lACwCmlDNs6QURERESUzGIOHgItCoUAHgQwCEA9ABeAagBu+AOFxk/gdQCyAGTDP03pywB6CSGcAF6UUi5qywEkkWIAc4UQjsYBQmBmJQdUZJcmIiIiIkpmMQUPQoip8D9Bd8B/s+yUUu6PtVAhxCD4WyweFkKUAjBLKVfGup9kEuiyVCCEMAsh6gK/VgIpi5TSGX5rIiIiIqLkpyp4EEIMB1AZeA1qTcDQmJSyHv5My3MDT+ZfFEJMllIWtWW/ySDQ6sCuSURERESUdqIGD0KIOwHkAzAFbvo1Fci8fHkgV8Jy+J/S79S6HCIiIiIiapuIsy0JIW4EoJNSXhGPwKExKWUV/PkSSgMDsYmIiIiIKIlEm6rVJ6WcnpCawD9uQEpZCCAzUWUSEREREZE6EYMHKWV1oirSrNx17VEuERERERGFF7ckcURERERElF7aJXgQQqxtj3KJiIiIiKj12qvlQR99FSIiIiIiSiYxZ5gORwgxDIAFQC78WaXDyYqynIiIiIiIkpAmwUMgiZySVdkDf1blUHQAhBZlEhERERFRYmnV8mCDP7nbXDUrCyG+16hcIiIiIiJKEK3GPPjUBg4BnIqViIiIiCjFaBU8uGNZWUqZq1G5RERERESUIFoFDxzHQERERESU5rQKHsqFEHeoXVkIsVyjcomIiIiIKEE0CR6klOsA1AshpggheqrYhN2WiIiIiIhSjGZ5HuAf92ABYBNC+OCfsjUUHZjngYiIiIgo5cQrzwMAZIZZPUuLMomIiIiIKLG0zPNQLKWcrmZl5nkgIiIiIko9WuZ5UBU4BDDPAxERERFRitEqeFgby8rM80BERERElHq0Ch56a7QfIiIiIiJKUlrmebhB7crM80BERERElHq0zPMghBBTVG7CbktERERERClGq6la58A/BatOCGGDf7rWcHke9GCeByIiIiKilKPVVK1F8AcEPgD74R8DEW4chA6A1KhcIiIiIiJKEK2CBw+AJ6WUC9WszDwPRERERESpR6sB0w0AXDGsX69RuURERERElCCatDxIKS+Pcf3BWpRLRERERESJo1XLAxERERERpbl2CR6EEDFlpCYiIiIiovbXXi0P+nYql4iIiIiIWkmr2ZYghBgGwAJ/ArhIeRyyoiwnIiIiIqIkpFWSuOEA6gI/euDP9xCKDoDQokwiIiIiIkosrVoebAAsUsq5alZmngciIiIiotSj1ZgHn9rAIWCdRuUSEREREVGCaBU8uGNZWUqZq1G5RERERESUIFoFDxzHQERERESU5rQKHsqFEHeoXVkIsVyjcomIiIiIKEE0CR6klOsA1AshpggheqrYhN2WiIiIiIhSjGZ5HuAf92ABYBNC+OCfsjUUHZjngYiIiIgo5cQrzwMAZIZZPUuLMomIiIiIKLG0zPNQLKWcrmZl5nkgIiIiIko9WuZ5UBU4BDDPAxERERFRitEqeFgby8rM80BERERElHq0Ch56a7QfIiIiIiJKUlrmebhB7crM80BERERElHq0zPMghBBTVG7CbktERERERClGq6la58A/BatOCGGDf7rWcHke9GCeByIiIiKilKPVVK1F8AcEPgD74R8DEW4chA6A1KhcIiIiIiJKEK2CBw+AJ6WUC9WszDwPRERERESpR6sB0w0AXDGsX69RuURERERElCCatDxIKS+Pcf3BWpRLRERERESJo1XLAxERERERpbmIwYMQYmBiqpEc5RIRERERUXifJKwFAAAgAElEQVTRWh5yYkn+pgUhxLRElkdEREREROpEDB6klAsAZAsh5gghesSzIkKIYYHM0+VSyp3xLIuIiIiIiGIXdcyDlHI6gGoA64QQt2tdASFETyHEiwDmApgspVyvdRlERERERNR2qgZMSymrAOQAGCGE2CeEmCaEGNaWgoUQlwkhKuCftnWHlHKElJJTuBIRERERJSnVU7VKKfcDmCyEKAVgBbBCCCEBOOFPErcW/gzTDYF/FToAWQD08AcgegDGwDZlAO4M7JuIiIiIiJJYzHkepJQeAJPhDySM8AcCJgAW+AMFAJCNNhGBf30AagE4ADwopVzX2koTEREREVHitSlJnJTSCX/LQ5AQohf8LQ06AD52RSIiIiIiSg+aZJhuLNAFid2QiIiIiIjSDDNMExERERGRKgweiIiIiIhIFQYPRERERESkCoMHIiIiIiJShcEDERERERGpwuCBiIiIiIhU0Xyq1o5OCKEHUIwfsmzrAayVUpa2X62IiIiIiNqOwYOGAhm37QBMgUzcyu+tQog6KWVO+9WOiIiIiKht2G1JI4EWBweAgsaBAwAEWh0ahBCV7VI5IiIiIiINMHjQjg2AR0rpirA8PxBkEBERERGlHAYPGhBC6ADkA3CGW0dKqSwrTkiliIiIiIg0FvcxD0KIPAAGAF4AtVLK9fEusx0YA/+6o6zna7QuEREREVFK0aTlQQixNtwyKWU1gDIA1QB6CyHmCCEGalFuEhkR+NcTcS3/cn2gpYKIiIiIKKVo1W1JRFoopdwvpayXUlZLKe8CYNGo3GShBAO+iGsBDYF/s+JYFyIiIiKiuNAqeJAxrp9uT95jDQbS7fiJiIiIqANI+IBpIcQwALmJLjfOlGCgIeJaP2DLAxERERGlnJgGTAshbgRQhJYtDXohRLmKXejhHzydbt2WNGt5EEKYAZgBoF+/fqipqWlDtbR34MCBpKsTpTaeU6Q1nlOkNZ5TpKVUP59iCh6klAsALBBCDIJ/alIL/AEBABSo2IULwGQp5Usx1TL9hB0bIaUsg3+AOXJzc+XYsWMTVSdVampqkGx1otTGc4q0xnOKtMZzirSU6udTq6ZqlVLWA5gOYLoQwgFAJ6UcEWWzdBbrQGi13ZuIiIiIiJJGm8c8SClNiDLbUgcQbZYlhRJcqF2fiIiIiChpaDVg2h7LykKI5RqVmyyU/A76iGvFPrCaiIiIiChpaBI8SCnnxrhJus22pCTJizYFqx6AT0rJlgciIiIiSjmtGvMQSiBrdDH8N8iR+v7rkH55DpyBf7PDrdAoq3RF/KtDRESx2LBhAxwOB+677z6ccopml0YiorSjScuDEGI4/F13LPDfQGdGePXWosxkEmhJqAJQGGE1ZVlMXbyIiCh+du7ciYkTJ2LYsGGYOnUqvF5ve1eJiCipafV4pQRAsZRyupqVhRDfa1RuMikG4BZC5Espq0IstwAok1K6ElwvIiJqZu/evXjiiScwc+bMJr8XoqPP/0FEFJlWA6Yb1AYOAes0KjdpSCk98Oe6sAkhmgycFkLYAv8tTnjFiIgo6ODBg3jiiSdwxhlntAgc/vKXv6BPnz7tVDMiotSgVfCwI5aVpZTpNmAaABBocTABKBZC2IUQNiFEJYB9UsocDpQmIoqfDRs2QAiBcePGoaSkpMmyEydO4MUXX0T37t3xyCOPhNx+2rRpyM3NxeHDhxNRXSKilKRVtyU+qgkItEBY2rseREQdzbBhw4L/f+qppzBt2jRIKbFgwQIUFBRE3f7IkSOoq6tDly5d4llNIqKUplXLQ7kQ4ga1K6dhngciIorR/v378fHHH+PkyZNx2f+KFSuQkZGhKnBQ1NfXIyNDq0sjEVH60SrPwzoAQggxReUmadltiYiI1HvooYdw4YUXolOnTrj++usxZ84cbN++HVJK1fs4dOgQTp48GXKgc15enur9dO7cGTU1NRg4cKDqbYiIOiJNui0JIebAn9tBFxgc7MEPWZeb0yP98jwQEVGMLrvsMrzwwgsAgMWLF2Px4sXBZc899xzMZjO6du0advtjx46hW7dumtQlIyMD5557rib7IiJKZ1q1zRbBP9PQCAD74c/lMCLMK2wiNSIi6jhuvPFG3HfffSGX3XfffTj99NMhhEBNTQ2OHz8eXPbAAw+gZ8+e2LNnj2Z1ycjI4EBpIiIVtBow7QHwpJRyoZqV0zTPAxERxWjGjBno3bt32BmQAGDcuHEhf3/22WdrUofOnTtj0aJFGDRokCb7IyJKZ5rleQAQS/Kzeo3KJSKiFOX1ejF48GD8+9//xoQJE9qlDhkZGXjrrbdwxRVXtEv5RESpRpOWBynl5TGuP1iLcomIKHX16tULw4cPR1VVVbvW46677sLgwYNx0UUXtWs9iIhSAeejIyKidpGRkYGKigrMnj273XIrnDx5En369OEsS0REKmkaPAghegohpgkhlgshPmq2bGosuSCIiCh9SSlhMBgwfPhw7N69G7Nnz8ZPf/pTCCFw+eUxNWa3ycCBA+FwONCrV6+ElUlElMq0GjCNQGDQuO3Z23i5lHK6ECJPCDFFSvm0VuUSEVHqEULg17/+NUpKSrBhwwYAQI8ePSClxPvvv48zzzwTXq8Xhw8fxmmnnYYjR45oVnaPHj2CU7z+7W9/02y6VyKijkCTlgchxCAALwEoBpAppcwA8FTz9aSU1QDWCSEu06JcIiJKXVarFStWrED//v0BAAcPHkT37t0BAF9++WVw6tQjR47gnHPOwYwZMzB79uw2lXn11Veja9eu2L17N3bv3o2bbroJf//739t2IEREHYhW3ZasAPKklNOllPsDvwuZIjQQQJg0KpeIiFLYmDFjsGHDBlx77bU4efIkRo0ahTfffBNXXnllk/U++eQT3H///bjnnnsAABdffDEmTZoEi8UCvV4fsQybzQYAOPfcc7Fs2TJ8/fXXwWWjRo3CHXfcofFRERGlL62Ch/1SynXNfic02jcREaWZ//3vf9i8eTNOnjyJ3r17Y/HixZg1axY++OAD/OlPf8LUqVNx+PDhsDkecnJyUFhYiOnTp+Nvf/sbdDpdi3UGDhyImTNnori4GACwbdu2JsuHDBmCd999l92WiIhioNWYh1CtDCFbHgIiPyYiIqK0JaXE5Zdfjj179qBnz54YOXIkRo0ahVGjRmHZsmW45557YDQaUVJSguXLl2PNmjX45ptvMHLkSFRXV+Odd97BnDlzMGfOnCb7LS4uhtVqhdPpxN69e/H666/j3nvvbbLOvffeizfffBNdu3bF8uXLkZWVlchDJyJKeVoFD7EGA2yVICLqoIQQWLx4MW666SZ4PB44HA44HI7g8jPPPBNSSjz55JN4+umnsWnTJowdOxZSSgwcOBCdOnUKud/S0lIsWrQIn332WXC8RGNPP/00Zs2aBSklHA4HzjrrrLgdIxFRutKq21KtEGJKs9+FDBCEEOUA/qFRuURElIJGjRqF9evX49ZbbwUAnH/++Zg7dy6mTZuGiy++GP369QMAHDt2DOeccw6EEMjIyMBll12GBQsWYOrUqXC73ZBS4uTJk5g/fz6klNi+fXuTwOGyy/zzc0ybNg3z5s3DN998g/vuuw/FxcUYPXo0pIzUSE5ERM1plWF6uhCiVgiRC2CalHIDmnVbCsywZAPQIKVcqEW5RESUehYsWIBVq1bhl7/8JUpLS3H11VfDbDbjvvvuw/PPP4+FC/2XiF27duHNN9/EQw891GIfb775Jnbs2IGGhgb85z//wdGjR9G1a1fccsstOOecc9C3b19UVlZiyZIleOyxx2C327Fz504AwJ///GcAwMSJEyEEG8KJiGKhZZK4QgAjALiEEN8DKBFCfBJ4fQ/AAX/uh0INyyQiohSzdetWzJo1CwUFBejbty/+8pe/4Je//CUOHjyI22+/HQUFBWhoaMCAAQNQUlKC48ePY9euXThy5Aj++9//4oknnsAXX3yBRYsWYdWqVTh69CgAoF+/fujUqRP27duHtWvXYsmSJbjooovw2GOPBQOHU089FQAwYcIEvPzyy+31FhARpSzNksRJKT0AsoUQZgAWAMMBZAYWewDYpJRztSqPiIhS08MPP4xzzjkHkydPhtfrxZYtW4I394C/ZWLBggUwm814/PHH0a9fP/zkJz9BfX09ysvL8dJLLwHwd336zW9+g7POOgt1dXX4z3/+g/nz5+PAgQPBfSkJ6DIzM/Hggw+ipKQEeXl5qKioQOfOnRN63ERE6UCz4EEhpSwDUAYEk8c1NMr9QEREHZgyRqGwsBCjR4/GpEmT4HA4cOmll+Kuu+7C1q1bMWPGDOzZswdlZWUoKytrsY/f/OY3uPfeezFy5Mjg7371q19hxYoVeOGFF7Bo0aIm6z/22GMYOXIkrr32WowaNQrPPfcc1q1bh0suuSTux0tElG40Dx4ak1LWx3P/RESUWsxmM9566y2MHj0aY8eOxaOPPoorr7wSDz/8MOrq6jB37lzs3r0b3377LS677DLU1dW12IfL5cK8efNQX1+PIUOG4L333kNZWRncbjeysrJQUFCALl264PXXX8f999+PcePGYcyYMQCAAwcO4IILLkDv3r3x9ddfIyNDy967RETpL67BQzhCiLVSyhHtUTYREbWfO+64A06nE++//z7ef/99AEC3bt3Qp08ffP7557j++usxceJEzJ49G7W1tVixYgW++OIL/OpXv8LWrVtRU1ODlStXwm63w263N9n3+PHj8fzzz2PWrFmYMWMGbrrpJmRlZQUDB8CfnK579+6orKxk4EBE1Art9c3JJHFERB3QyJEj8fHHH+P3v/998Hd6vb5JhujXXnsNPXv2xDXXXIPTTjsNRUVF6NGjBwYNGgQhBHbs2NFkn3q9Hj179sTSpUuh1+sxY8YMAMAbb7yBRx55BAAwePBgAEBWVhaqq6vDZq4mIqLINAsehBDDhBBzhBBrG82yFOq1D4Au6g6JiCitvPjiiygoKMArr7yCO+64AytWrEB2djY+/vhjjBkzBh6PB1VVVRg+fDgAYNmyZRg9ejS6dOkCIQTOOOMMTJ06FTqdDvPnz8ehQ4cgpYTb7cb27duDOSOae+211+D1etG3b188+uij2L17dwKPmogovWjSbUkIMRyA0jHVA8AXZlUdmF2aiKhD+v7777FgwQJUVVUB8M+AlJOTA7fbjdmzZ+Odd97BvHnz4HK58N133+Hmm2/GO++802I/GzduxPz587Fjxw4cOnQImzdvhsPhwPHjxzFs2DAMHjwYS5YsQc+ePfH4449j4sSJwW3vvfdeDBw4EBMmTGCOByKiVtBqzIMNgEXtVKyBvA9ERNSB3HPPPRg6dCh+97vf4dNPP4XP58O2bduCyz/77DMYjUYAgMPhCCaT27NnD371q1/h0KFD+Ne//oVnnnkGTqcTTqezyf4LCgpw++234/bbb8fRo0fxzTff4K677mqyTv/+/fHuu+8ycCAiaiWtggdfjDkc1mlULhERpYDvvvsOW7ZswahRo/C///0PDzzwAF5++WX07t0bc+fOxb59+/Dee+/htddeAwCYTCYAwBVXXIExY8Zg2bJl2Lp1K9566y1s3rwZXbp0waWXXopBgwbh1FNPxerVq1FZWYnKysoWZY8fPx7vvvsu9Ho9qqqqMGTIkIQeOxFROtFqzIM7lpWllLkalUtERCng5ZdfxsiRI6HT6XD99ddj4MCBsFqt2LlzJ6699lp8+eWXmDdvHqSUWLx4cXC75cuX46GHHkJBQQEeeeQRbN68GWeddRYqKiqwdOlSFBcX48wzz8TJkydblHnhhRdi3rx5WLp0KaSU8Hq9GD58ONavX5/IQyciSitatTyw/ZeIiMIym83YtWsXnnvuOaxYsQIrVqxosnzq1Kl4+OGHsXHjRlx33XU4fPgw/vKXv6C0tBSnnXYaBg0ahLPPPhtffvklNmzYgOuuu65FGdOnT8eXX36JGTNmYOjQodi/fz8mTZoUXN7Q0IBf//rXOP/88+N+vERE6UqrlodyIcQdalcWQizXqFwiIkoBp59+Op599lmsWbMGP/vZzwAAffr0wU033YShQ4cCAI4dO4af/vSnEELg+eefxw033IB9+/bhu+++Q3V1Na6++mp07949bBlTp04NTtO6ceNGfPrppy2Wv/HGG+jcuXOcjpKIKP1pEjxIKdcBqBdCTBFC9FSxCbstERF1EN9++y0GDhyIkSNHYsGCBXjssccwefJkeL1eVFdX4/HHH8eePXvw9NNPB7cpLi7GxRdfjMzMTHTq1Ak/+tGP8Ic//AFerxd/+9vfsGPHDkgpsWfPHjz55JMhyx00aBAMBgMAYODAgfjggw9wyy23JOSYiYjSlZYZpt0ALABsQggf/FO2hqID8zwQEXUYPXr0wDXXXIMXXngBH330UZNlu3fvxg033ICf//znWLRoEe6//348//zzuP/++0Pu68svv8Q///lPvPnmm9izZw/27dsHKSXOP/98FBYW4sMPP8Ty5cuRnZ0Nt9uN+vp6AMDOnTuxc+dO3HTTTXE/XiKidKZJy0Mgz4MHQD6AegBeAJlhXr21KJOIiFLDkSNHMH36dKxevTrYRQkAzj//fJx22mkAgA8//BD9+vXDqaeeim7dumHRokUoLS2Fy+XCyZMnsXnzZlxxxRXw+XxYvXo1Nm3ahL1790JKiZ/+9KewWCxYsWIFli/394p1u5vO43H66adj4cKFTTJbExFR7LTM81AspZyuZmXmeSAi6jjy8vKwdu1a5OTkIC8vD7169cKaNWuwc+dOPP744xgzZgxeeeUV2O12fP/99zCbzQCAbt26wWq1NtnX2WefjV//+tf4+c9/jv379+P111+Hw+HAH//4xxbl3nnnnZg71z+LeP/+/bF9+/b4HywRUZrTasC0T23gEMA8D0REHYTNZkN2djb++9//YubMmVizZg0A4ODBg7BarRg5ciSMRiNOnDiBZ555JrjdwYMHW+zrZz/7GQ4cOIDXXnsNM2fOhMPhAADodD/0hu3Tpw+6du0aDBwA4JNPPmFiOCIiDWgVPKyNZWXmeSAi6hg2bNiAQ4cOYfXq1Xjqqadw+umnA/Df7I8bNy64XkFBAU455RSsXLkSU6dOxUUXXQSLxYKamhp8+umnmD7d/3xq+fLleOGFF7BgwQK4XK7gtr/85S+D+9q7dy8OHz7cpB7PPPNMi1YMIiKKnVbdljiOgYiIWnj44Yfx7rvvIiMjAxdeeCFMJhPefvtt+Hw+fPbZZ1i6dCl69OiBsWPHQkqJpUuXYunSpQD8gYfdbm+yvwsvvBB5eXn48Y9/jOXLl6O6ujpkVunmbDYb7r//frY+EBG1kVbBQ7kQ4gYp5UI1Kwshlkspr9CobCIiSlKvvfYaHn30UcyePRvr169vkt15x44dGD9+PADgvffeQ58+fWCxWFBXVxd2f5s3b8b//ve/4M8ZGRkYPnw4Tj/9dHzwwQchtzn11FPx7LPPMnAgItKAlnkehBBiispN2G2JiCjN7dq1C3fffTfOOOMMzJw5E6NGjQIAdOnSBTfccAOuueaa4LpXXnklcnNz0bt3bwwcOBDdunXDI488gvXr1+Oll15Cr169AAAnTpxoUsbpp5+OTZs2hQ0c+vbti5qaGk7RSkSkEU1aHoQQcwBkAdAJIWzwT9saLs+DHszzQESU9k6cOIHq6mr84x//AOBvAQCAo0ePYuHChZgwYQI+++wzbN26FSaTCQDw/vvvB7f/61//ir/+9a/BnydMmICJEyciOzsbjz/+ON5++20cOHCgRbkDBgzA559/jiFDhmDJkiUYMGBAPA+TiKhD0arbUhH8AYEPwH74x0CEGwehAyA1KpeIiJKUXq/Hxo0bcdddd2HhwoU4duwYevfujX379gEAlixZgiVLlgAAysvLcfLkSTz66KNhp1RtvD7gH3R99913o0uXLnjmmWeQkZGB/v37Y9OmTZgwYQLeeOMN9OjRI/4HSkTUgWg125IHQL6UMkvFS6syiYgoyfXt2xdVVVV44403kJmZiUOHDuGJJ57Ae++916QrUVFREX7zm99ASgmdToc//OEPqKmpwVNPPYXzzjsv5L59Ph/Ky8vx2GOPISsrC3379sWmTZtQVFSERYsWMXAgIooDrVoeGgC4Yli/XqNyiYgoyQkh8Nvf/hZjx46F2WzGn//8Z4wZMwbz5s3D66+/jiVLluDaa68F4M/HAACzZs3CrFmzgvs477zzMHPmTJhMJhw/fhwulwurV6/G6tWrMXjwYGzevBn19fV4+eWXodfr0alTp3Y5ViKidKfVgOnLpZQ7Y1h/sBblEhFR6jjzzDOxZMkSvPLKK1i3bh0uuOAC2O12jB8/HseOHcOzzz6Lnj17AvAPqj7rrLMwbNgwZGVlYevWrbjiiitw9tlnY9KkSdiwYQOuueYa/PGPf8RHH32EQ4cOwel04rbbbmvnoyQiSm+adiESQvQUQkwTQiwXQnzUbNlUIcQNWpZHRETJ6b333sOPfvQjXHPNNZg+fTrWrl2LEydOQAiBSZMm4eOPP8Yll1yCyZMn48orr8Tu3btx//33Y9euXdizZw+OHDmCzz77DOvWrcM333yDjz/+GLNnz8bo0aOxcuVKTJ48GUOGDAnmfPjoo4+aJIojIqL40KrbEgKBQVWjX3kbL5dSThdC5Akhpkgpn9aqXCIiSj4XXnghevfujWXLlmHZsmUAgB49euAXv/gFxo4di7Fjx2LZsmV46aWXMHXqVAwdOhQzZ87E7373uxb5GDIyMjB06FAMHToUd999N6SUcLvd+Ne//oWvvvoKv//974NTuRIRUXxp0vIghBgE4CUAxQAyA4Oin2q+npSyGsA6IcRlWpRLRETJ6cwzz8R///tfFBUVAQC6d++O8ePHo76+HlarFRdffDF69+6NJUuW4Oabb8axY8cwadIkXHfddfjqq68i7lsIgcGDB+O2227Dww8/zMCBiCiBtGp5sALICySLU4ScjlVKWS2EmAZghUZlExFREurevTveeustXHLJJZgyZQrWrl2LhQsXom/fvli1ahVqampQU1ODf/7zn8FtlOlY//jHP+Kee+7B8ePHcfjw4Zhe9fX1mDNnTvDnq666Cg888EA7vhNEROlDq+Bhf7PAAQBEyDWJiKjDEELg3nvvRU5ODgoLCzFy5EjMnTsXN910EwoLCwEAe/bsCQYTdrsdJ0+exPPPP4/nn39edTmdOnVC165d0bVrVxw8eBCHDh0C4O/ydOmll8bl2IiIOiKtBkyHamWIlAhOr1G5RESUAi699FK4XC6MGDECN998M37/+9/j2LFjAIB+/fqhsLAQL7zwAr7//nt88cUXKCwsRLdu3Vrsp1+/frj11ltRXl6Ozz//HPv378exY8dw4sQJbNmyBUVFRTh+/Dg6deqEW2+9FVu3bsWjjz6a6MMlIkpbWrU8xBoMsFWCiChN3XLLLfjwww8xZsyY4GvAgAH40Y9+BKfTiZKSEjzzzDOoq6tDZWUlzjrrrCbbn3nmmSgvLw/+vGfPHvzrX/8KdnN69dVX8eqrr6J79+7BAdg7d+7Eyy+/jJMnT+Lyyy/HrFmzoNfzORURkda0Ch5qQ8yiFDJAEEKUA/iHRuUSEVGSueaaa7Bw4UK88soreOWVVwAAAwYMwJgxYzB27FjcfffdGDVqFCZNmgSDwYDy8nKMGzcu7P769euHgoICFBQUAGgZTBQXF6Nz58647bbb8OCDD2Lnzp0MHIiI4kST4CEwDWutECIXwDQp5QY067YUmGHJBqBBSrlQi3KJiCj5FBUVITc3F7feeitWr16NjIwM/OQnP8GyZcswf/58AMBZZ52Fc889F3V1dbjsssvw1FNPwWq1tpimNZTmwcTXX38NIQTOOOMMAMDOnTvjdmxERB2dZnkeABQCcABwBb78fUIIS2CZ8gioOrAeERGlsezsbNTU1GDGjBl4+OGHsW3bNtjtdpx77rmoqanBqlWrsGrVquD6Dz74IB588EH06dMHeXl5GDp0KDp37oxTTjkl5tfHH3+Mzp07Q6fT4fzzz2/Hd4GIKP1oFjxIKT0AsoUQZgAWAMMBZAYWewDYpJRztSqPiIiSz5o1a/Dqq6/i5z//OfLy8jBlyhRcddVVuOWWW3DjjTfi5ptvxqxZs3DPPfdASolt27Zh1apVmDx5MgBg7969KC8vbzLmoS3Wr1+Piy66SJN9ERGRti0PAAApZRmAMiCYPK5BSrlf63KIiCj57N27F6+++ipeeuklAMDgwYORl5eHP/3pT/j3v/+NOXPmYOXKlXjllVdw+eWX47zzzsN5550Hi8UCKSV27NiBmpoaVFdXo7q6Gnv37g3ue9SoURg9ejRGjx6NIUOG4OTJkzhx4gROnDiBr776Cv/3f/8XzBlxwQUX4E9/+hMuvPDCdnkfiIjSlZAy0oyq1J5yc3NlbW1te1ejiZqaGowdO7a9q0FphOdU+tm4cSMsFgs+/PDDJr8XQqDxNWfixIl44YUX0L1795D7kVJi586dwRwQq1atCo5n0Ol0+MUvfoExY8Zg+/btmD9/Po4cOYKrrroKeXl5eOCBB1SNnyBSg99TpKVkPZ+EEHVSytxo62mV50EpdKAQ4o7A4Ojmy24UQtyhZXlERJQ8vv/+e2zYsAF6vR4ffPAB5syZg549e6JTp04YP348HnnkkSYXzNdeew09evSAyWTCBx98EMz7oBBCYNCgQbj11lvx6quvor6+Hp9++inmz5+PG2+8EVu2bMGUKVMwf/583HLLLdi8eTOWLVuGnJwcBg5ERHGiWbclIcQUAH0AWAF4AfRuvFxKuUAIMVwIMU1KWaJVuURElBzWrVuHESNG4NRTT8Xo0aNhNBrx97//HfPnz8eiRYtQX1+PsrIyDBs2DGvWrMFjj9xpfJQAACAASURBVD2GDz/8EE6nE06nM7ifoUOH4tJLL8W5556L48eP48iRIzh69CiOHj0a/P/x48dhMBiQlZUFIQS2b9+O22+/HUePHkVDQwNOOeUUTJkyBRaLJUKNiYgoVpoED4GWhnop5dNCiEwAO0KtJ6VcJ4SAEOIOKeVLWpRNRETJIScnB3a7HQ899BBWrlyJlStXAgB69eqFTp06YdOmTRg9ejQmT56MadOmYc2aNfjuu+9w++23o7KyMrifjRs3YuPGjS3237VrV5x22mno0qVL8KX8/M0332DTpk3BdQcMGIABAwbE/6CJiDoYrbotFUgpFwCAlNIipZwebkUp5ToA2RqVS0RESeL111/Hyy+/jBtvvBFDhw4N/v7o0aPo379/8OcXX3wRmZmZuP7663Hw4EFUVFRg+/btWLduHbZs2YLVq1fDZrNhwoQJyMzMDG7Xp08fXHfddZg+fTo+/PBDbNu2DW+99RYMBgPq6+sBAGPHjsXjjz+OHTt24Morr0zcwRMRdRBadVvyabQfIiJKUXq9Hrt27cJHH33U5PdHjhzBwYMHMX/+fBw+fBg2mw0ejweLFy/G4sWL0aNHD9x2220wGo0YM2YMzjvvPIwePRpWqxVSSnzyySfB2ZfeeecdvPrqqwD8g6Z9Pv/lZ/jw4bjtttuQnZ2Njz76CFu2bMEFF1yQ6LeAiCjtaRU86KOv0oROo3KJiChJDBkyBFu2bIHNZsOzzz7bZAD0vn37cMsttwAA5s2bhxtuuAF33XUX3nzzTXz33XeYOXMmZs6c2WR/mZmZOP/883Hs2DEcPHgQBw4caDJbkxI4AP7xFn/4wx+CPzscDqxevTpeh0pE1GFpFTwIIUQPKeV3KlYchGaDqYmIKLXt27cPZ5xxBnr16oUxY8bAYrHg3XffhcfjQadOnTB8+HAoU09PmjQJkyZNCk6punTpUmzfvr3FPr1eb5MAYPjw4bj66qvRvXv34Mvn8+Gtt97Cjh3+oXYDBgyAyWTCk08+mZgDJyLqYLQKHsoArBBCXBYpgBBC9ARQAWCaRuUSEVESOHz4MDIzM9HQ0IC33367ybLvv/8etbW1OPvsszF9+nRMnDgRx44dC3ZFAoD+/fvj2muvxVVXXYVx48bhxIkTqKmpCc7EtG3bNqxbtw5ffPEFLr74YgwZMgTz58+H2+0OljNu3DiMHDkS27Ztw6effoozzjgjoe8BEVFHoEnwIKV0CiFMAHxCCBsAJwCPlHJnIGDIBWAAYAPglFIu1KJcIiJKDt988w0OHDgQcZ1du3ahqKgIAGAymbBq1apg16YvvvgCc+bMwZw5c5ps8+Mf/xj9+/fHaaedhiNHjuDrr7/G0qVLsXTp0hb7V2Z4ysjIwPjx45GbGzXXERERxUizPA9SyuJAUp4HARQDaJ6kRwCoAnCnVmUSEVFy2LFjR4skb5E4HA5V63311Vf46quvAAB9+/ZFQUEBBgwYEBzv8PbbbzeZovWiiy7CyJEj8dvf/jaG2hMRkVqaBQ9AMICwwx885OCHgdS1AOzKdK5ERJReVq1apcl+unXrhlGjRuGCCy5AZmYm3n//faxZswYA8PXXX2P27NkRt9+wYQM2bNgAi8UCg8GgSZ2IiOgHmgYPACCl9ABokdJTCDFQCNFTSvmt1mUSEVH7Wrt2rSb7OXjwYJOxEK1x7bXXMnAgIooTzYOHUAIzLBkB6IQQWfC3QuxMRNlERBR/zXM7tKfPP/+8vatARJS2EhI8SCnrAcxVfhZClAMoSkTZREQUX41zLySDZKsPEVE6iVvwEJhlqbks+FsgYk0qR0RESerEiRPtXYUmLrnkkvauAhFR2tIseAgEC5XwBwfRFGhVbjIRQrjhn1GqHP6pan1CCB38wVIRAL2UMi2PnYg6rs3/z959R0dVrY0f/+40kpAEUiCVJIQmoBQpIv7o3cJLE/RSBQxFwVevit571VcREFAvFwm9iNhoUlRa6FGkB9SAlBRCEkgRUqgJyf79MZO5BBJMyAkTwvNZ66zJnHPm7CdnzUrmmb33s48ds3YIBeTl5Vk7BCGEqLCM7Hk4jKlnYZv550fNj/lqATWBkVrrIwa2W56EAG+at1tL1W7VWnexRlBCCFGWrl69au0QCvD29rZ2CEIIUWEZkjwopd7A9OF49E37+gLht1ZXUkpNUUrFVNCqS4eBGEyJkwdwwbxvntZ6qzUDE0KIsvLUU09ZO4QCfH19rR2CEEJUWEb1PDTXWt86ATod0zfxBXoZtNZvK6VeBz42qO3y5KDW+rYytUIIUZFduHDB2iEUEBQUZO0QhBCiwrIx6DqxheyLoeiKSqqI/UIIIe4jubm51g7hNo6OjtYOQQghKiyjkoe0W3eYy7MWtUqPh0HtCiGEsKLt27dbOwQhhBD3kFHDliw9CUqpYADzInCRSqnJWut/3HK+LP1ZBKVUKBAKpkl/O3futG5At7h06VK5i0nc3+Q9dX/r2rWrtUO4jbynhNHkPSWMdL+/n4xKHuYrpeYA8zBNEL4AeAHzgdNKqRDzzxeAtzHNh6iwzOVZm2NKktKBFVrrYv3OWuv5mO4VzZs31+3bty+rMO/Kzp07KW8xifubvKeEkRo1aoSLi4u8p4Sh5O+UMNL9/n4yJHnQWmcopd4CpmKa63DYvD9GKTUamEvBtR1qGdFueaSU6odpWNZWrfVWpdSjwDal1HKt9TQrhyeEEIYJCAiwdgi3admypbVDEEKICs2wdR601hnA6EL2z1dKxQCjAI2pbGmcUe2WM/2BqVrrmPwdWuvDQDOl1EWlVC2pxiSEqAhu3LhBYmKitcO4zeXLl60dghBCVGhGLhJXJPMaBw/COgc17zA8aQIwTyk1z5xQCCHEfatp06bWDqFQf/vb36wdghBCVGhGVVsSwF/Ma8hPnhbci1iEEKIs/f7779YOoVCPPfaYtUMQQogK7Z70PNzKPP6/qDUgyqrN/FWfSyvm5mFJxWWe/wFSaUoIIcqMjY18JyaEEGXJKskD0PleNmZOHA4ZdLl0wL0Ur62qlAq5mwRECCHKgz179lg7hCJVqVLF2iEIIUSFVqzkQSm1HKhqUJseBl6rWMxzDMpsVWtzhaUFwIta61XFeMk9/f2FEMJITzzxhLVDKJKdnbW+ExNCiAdDcf/KdsH0gTcd01oNpVERV5cegOn+dAHulDzkJw3S6yCEEGUgPb1CLyMkhBBWV9zkIQaYrLX+zohGlVK5RlynHDlg3uYXdYJ54TgwzZmQ/25CiPvS2bNnrR3CHe3ZswdnZ2drhyGEEBVWcWeWWRZ+M0ikgdcqD7bCX1ZbCjU/Ti37cIQQomyMGlW+l6qRReKEEKJsFSt50Fr3N3JhN611c6OuVR6Y51TUMk/Mvo251+FtTKtOF9k7IYQQ5d3GjRutHcIdeXp6WjsEIYSo0KSmnXEmAG8rpUJv3qmUCsFU6WmF1rqLVSITQohiyszMZPDgwTRo0IC///3vREREkJt7/4w0NZfEFkIIUUbKpCyFUqoP0AIIwTTBeovWek1ZtFVemIcsPauUClVK5ZeFvYBpkvko8yrbQghRrs2ePZsvv/wSFxcXZs2axaeffkq1atV45plnaN26tbXDu6PmzStUp7YQQpRLhiYP5qRhAaaqQjd//ROqlIoGntVaHzWyzfLGPCxJhiYJIe5Lw4cPZ/Xq1Rw+fJiPP/4Yf39/1q5dy6pVq1i8eLG1w7ujLl2kc1cIIcqaYcOWlFKvYypTqjAlEKOAZ82PCwEv4LBSqrdRbQohhDBW9erV+fLLL8nLy+O1117jP//5DwsXLiQ1NZXNmzdbO7w72rBhg7VDEEKICs+Q5EEp1RSYhml4jofWerTWeoHWerX5cZTW2gPTpOGFSik3I9oVQghhPBcXF4KDgwFT6dPKlSvz6KOPEhUVxaFDh/jwww+tG2AR/vGPf1g7BCGEqPCMGrb0FqYhSavvdJLWeppSKh1TudIxBrUthBDCQAMGDCA5ObnAvqioKF577TUAfH196dChAzt27LBGeEXq16+ftUMQQogKz6hhS+qvEod85jkBUg5DCCHKqfHjx9/x+Llz5zh48OA9iqb4pNKSEEKUPaOSh5gSnn/RoHaFEEIYbM2aNVy9evWO52RlZQHQuHFjHnnkkXsR1l+S5EEIIcqeUcOWtEHXEUIIYWUhISE4OTn9ZQIBcPToUctrrly5wvnz58s6PCGEEFZkWM+DUiq4OCcqpapgWv+gsGPLDYpHCCHEXdBas3nz5mIlDjeLiYmxauLg5eVFUlISy5cvZ/r06cyaNYu8vDyrxSOEEBWVIT0PWusFSqk5SqmPtNZnijrPXGXpRa319CJO6WxEPEIIIe7OxYsX8ff3JzEx8b7qRUhLS8Pf39/yfMOGDfTs2ZPAwEArRiWEEBWPIcmDUmoO4IGpB2IrplWVb1UVaA4cVEq1KOR4iPkcIYQQVnLs2DHWr19v6DWrVq1Kenph/xbKzhtvvCGJgxBClAGj5jwM4L8f/P9qic87HZe5E0IIYUXR0dGGX/NeJw4ADRs2vOdtCiHEg8DIakuhWmubu90w9VwIIYSwojNnihx5el9p27attUMQQogKyajk4QKwtTQX0FqnA7HGhCOEEOJuODs7WzsEQyQlJVk7BCGEqJCMmjDd1aDr1DbiOkIIIe7OlStXrB2CIXx9fa0dghBCVEhG9TzckVIquLilXIUQQliH1pqvvvrK2mEYQpIHIYQoG0ZVW3oRU7WkfPO01nHmNR1WYCrBqpRSF4GRWus1RrQrhBDCWO7u7tYOwRCOjo7WDkEIISoko3oeDgKjgGhgvtY6zrx/JabEob95YrQn0E0p1cSgdoUQQhgkMzOTffv2WTuMUnviiSdQSlk7DCGEqJCMKtXaCWimtbZMeFZKdcKUOLyptV6dv19rPVopNQU4YlDbQgghDPDdd99ZOwRDJCQkWDsEIYSosIzqeVA3Jw5mXTCt2zC/kPMvGNSuEEIIg9ja2lo7BEM4OTlZOwQhhKiwjEoeClvcrTOQrrXOLOb5QgghrOjAgQPWDsEQtWtL4T4hhCgrZVJtyTxR+lGKXvvBsyzaFUIIcfcaNWpk7RAMYWNzTwoJCiHEA8mwYUu3PO9sfgy/7USlaiLDloQQotzZtm2btUMwxMMPP2ztEIQQosIyKnk4rJQaCaY1HYAFwEWt9cKbT1JKdcQ0gXq6Qe0KIYQwSEZGhrVDMMSWLVusHYIQQlRYhiQPWuttQG2l1AUgxry7M5iGMCml3lBKHcQ0jCk0P9EQQghRPmit2bRpk7XDMESbNm2sHYIQQlRYRpVqRWv9lrkEa4jWOvKm/RlKqa0UPf9BCCGElV26dMnaIRgmOzvb2iEIIUSFZVjyAKZEAYgsZP9t+4QQQpQfJ0+etHYIhvHx8bF2CEIIUWFZpSSFUup1a7QrhBCicOfPn7d2CIapU6eOtUMQQogKy1r17N62UrtCCCEKcePGDWuHYJhKlSpZOwQhhKiwij1sybx2w3zgW631mluOLQeqFvNSHiU4VwghxD2QmJho7RAM4+rqau0QhBCiwirJnIf+wLOYqiitueVYF0wJQTp/vYaDRwnaFEIIcQ9kZWVZOwTDyCJxQghRdkqSPKwAmlHIwm+YyrNO1lp/V5wLKaVyS9CuEEKIMrZy5Uprh2AIFxcXlLp13VIhhBBGKfbXM1rrDK31aK316kIOHwQOl6Bdqb4khBDlyPLly5kwYQIBAQHWDqVUnn/+eWuHIIQQFZohpVq11qNLeH5zI9oVQghhjH79+nH8+HECAgKwsbEhLy/P2iHdlXr16lk7BCGEqNBkYKgQQgiGDh2Kj48P0dHR923iAHDq1ClrhyCEEBWaIT0PSik3IIT/ToaO0VrHGXFtIYQQZevq1au8+uqr1g7DEDLfQQghytZdJw9KqWBgAqYqTLeVXjX/AV8JzNNa77jbdoQQQpStirRAXJMmTawdghBCVGglHraklHIzr+sQDYwC3AFVxNYf2KqU2q+UCjIsaiGEEIaZPn26tUMwTIMGDawdghBCVGglSh7MvQ2xmNZ7iASmYVrjwV1rbZO/YUoommFKLrYDzYEYpVQH40IXQghhhDp16lg7BMO4uLhYOwQhhKjQSrLCdE3gEKZF4PprrbcVda7WOgNTchEJLFBKPQoswNQL8ajW+mjpwhZCCGGU6Ohoa4dgGGdnZzIyMqwdhhBCVFgl6XlYCRzUWte+U+JQGK31Ya11M+A7YGFJXiuEEKJsnTt3ztohGMbLy8vaIQghRIVWrORBKdUJUzWlfqVpTGv9LOCulOpdmusIIYQwRl5eHt999521wzCMh4fHX58khBDirhW35yEUmKC1zjSgzWnAcwZcRwghRClt2rTJ2iEYKicnx9ohCCFEhVbc5OFRYLkRDWqt55uvJ4QQwsq6du1q7RAM5eDgYO0QhBCiQitu8uBhUK9DPlnFRwghyoHIyEhrhyCEEOI+Utzk4aLB7aYbfD0hhBB34dKlS9YOQQghxH2kuMmD0R/2tcHXE0IIcReOHpXK2UIIIYqvuMmD0R/2ZdiSEEKUA1pXnO9y/P39rR2CEEJUeMVNHqoa3G7F+W8lhBD3seXLDamFUS7UrFnT2iEIIUSFV9zkoZZSKsiIBpVSVZBqS0IIUS7s27fP2iEY5uGHH7Z2CEIIUeHZleDcGKVktJEQQojyacyYMdYOQQghKrySJA/5mUNpJk/nD3+SYUtCCGFleXl51g7BULK6tBBClL3iJg8acDdirQelVFXgz9JeRwghROnk5uZaOwRDBQQEWDsEIYSo8Io75yHDqEXitNbpQKwR1xJCCHH3YmJirB2CEEKI+0xxk4cXDW53gsHXE0IIUUIVaXXp/v37WzsEIYR4IBQredBarzayUaOvJ4QQouSuXr1q7RAM07RpU2uHIIQQD4Ti9jwIIYSoYPbv32/tEAyTnl6aWh5CCCGKS5IHIYR4QO3YscPaIRhGJksLIcS9IcmDEEI8oE6cOGHtEAxhb29Pz549rR2GEEI8ECR5EEKIB1BKSoq1QzCMnZ0dVatW/esThRBClJokD0II8QCyt7evMEN9rl69SqVKlawdhhBCPBAkeRBCiAfQpk2bSEhIsHYYhvjnP/8pyYMQQtwjkjwIIcQD6MKFC9YOwTCJiYnWDkEIIR4YkjwIIcQDJisri40bN+Ln52ftUErNy8uL559/3tphCCHEA0OSByGEeMAopcjLy+P8+fPWDqXU0tLSOHTokLXDEEKIB4ZVkgel1HJrtCuEEAIOHDjA8ePH8fDwsHYod61y5cqMGjWKI0eO8Pbbb1s7HCGEeGBYq+ehs5XaFUKIB17NmjVp2LAhmZmZ1g7lrvj4+NC2bVt+/vlnJk2aZO1whBDigWJXnJPMPQVGFdH2MPBaQgghSiAvL49//vOfAHTr1o09e/bw559/Wjmqgjw9Pe8Y0/nz59m4cSM+Pj506tTpHkYmhBCiWMkD0AXTB/50oLQlOu7ffnIhhLjP5ebmcunSJTZs2IDW2mpxVK1aldzcXLKysm47dmviYGNjQ15eXoF9bdq0oVGjRjz++ONlGqcQQoiCips8xACTtdbfGdGoUirXiOsIIYQomevXr/Pkk0/SokULtm7dyq5duyzHAgMDefrpp3niiScIDw/n888/L7M40tPT73h85MiRXLlyha+//vq2xAEgIiKCX375hY4dO9KoUaOyClMIIcQtSpI8HDaw3UgDr1WmlFLzgENa6/nFPD8EmICplwYgBDigtZ5WRiEKIUSxnTx5kjFjxhTa6xAfH8/s2bOZPXu2ZV+vXr04deoUUVFRt53v7+9P+/btefjhhwkICKBq1aqcPn2aiIgIIiIiSE1NLXF8rq6uZGVlsXDhwiLPqV69OqNHj2bUqFEVotysEELcT4qVPGit+5e2IaVUMHBBa52ptW5e2uuVFaVUVUwf+JtjSgLyk4HivLYzMA/oorWOuWn/m0qpQ1rrZmUQshBCFFvdunXZuXMn27ZtY82aNfz222+WY0FBQVSuXJljx45Z9q1du7bIayUmJvLVV1/9ZZuNGjWiRYsWVK9eHXt7e5KTk4mPj+fYsWOcOXOmwLk3D2Pq2rUrjo6O7Nixg6ysLIKDg+nUqRMNGjQgOjqaCRMmMH/+fJycnEpyC4QQQpRCcXseSkUpVRNThaWqSikPYJ7WOu5etF0S5l6DlZh6WpZjShpWluC14UCzmxMHAK31NKVUF6XUSq31swaHLYQQxdapUyf2798PgIuLS4FjN3+Q7969OyEhIfz000/8+uuvpWrz119/LdY1XF1dGTFiBFWrVmX69Ols2bKlwPG4uDgWLVpked6iRQtu3LhRqtiEEEKUzD1JHrTWscCC/Ofm6k0D7kXbJWH+0G/pHVBK9SvBy6cCMVrrooZ3TQXClVIhtyYXQghxr8ydO5cZM2awatUqLl26ZNnv5eVFWlqa5fmmTZv+8loODg5UqVKFixcvFvohXimFt7c3Pj4+ls3X15eqVauSkZHBH3/8we7duy3tZmVlMWPGjDu2aWdnR79+/RgzZgxt2rRBKVXcX10IIYQByix5UEq5FbLbA1MPREhZtWsN5qFO/YAi50Vorbea/8lNAEbdo9CEEKKA3bt3ExAQwD//+U9++uknNm3ahNaatLQ02rVrx7Bhw+jSpQsbN25k5syZBYY13So7O/uO8xry51UkJyfz22+/kZtbvFoZzZo1Y/z48URGRrJy5UoSExMtx1q2bElkZCQdO3Zk2rRpvPbaa8X8zYUQQhjBsOTBnCyspHgLwFW0oTv5v3P0X5yXjiyQJ4SwEq01n3/+OUeOHCn0+K5duwpUXwoKCmL8+PEcPXq0wP5WrVrRrl07HnnkER5++GGCgoLIysri+PHj7Nq1i507d7Jnzx7AtCZDcfTr14/u3btz6tQppk6dytChQws9b8+ePdja2tKnTx/69OlT3F9dCCGEQYzseTiMqWdhm/nnRylYoakWUBMYqbUu/D/X/auF+fGvhiPFAI8qpapqre9cp1AIIQymtWbLli0cOnSIxYsXs3btWnJycgCoV68eHTp0YMeOHZw4cQIwzYGYOXPmbdfZu3cve/fu/cv2nJyc6NixI+3bt6dRo0Y0aNCA6tWrExUVxe7du9m5cye7d+/m2rVrrFq1ilWrVhV4vZ+fH7m5uSQnJwNQpUoVOnToQJs2bbh27ZrMdxBCCCtQRiwSpJR6A6iltR59076+QLjWOvOWc6cAU27dXx6Z5zysBCbcqdSquZxrKKYqS1vvcF44pp6HWkXNe1BKhZqvhbe3d7Nvv/22FL+B8S5dunTbJEshSkPeU/fOv//9b9avX4+9vT0eHh7Y2dkVGBIEpg/ogwYN4v/9v/9HVFQUmzdv5sCBA/csxu7du/PMM8+wcuVKdu7cecdz//WvfxW6wrS8p4TR5D0ljFRe308dOnQ4VJyKqEb1PDTXWt86ATod09yGAr0MWuu3lVKvAx8b1HZ5UNJVs6sWdcC8nsR8gObNm+v27duXIizj7dy5k/IWk7i/yXvq3vH398fd3Z2VK1davs0HsLW1tcxHyMjIICwsjLCwMMA06TkgIICEhATL+Q0aNKBz58507tyZJk2akJ6ezvHjx4mKimLfvn1s377d0qNRHE5OTrRr146TJ0+yadOmO07WdnJyYsiQIYwfP54GDRoUeo68p4TR5D0ljHS/v5+MSh5iC9kXg+kb9MKGKFW08hj5ycCFYp5f0mRDCCFKRWvNjh07aNasGe3bt+enn35i8+bNJCQkYGNjQ7du3XjqqaeoVasWc+bMYd26dZbX3Zw4ABw7doxjx44VOqTpZu3ataNz5860b98eDw8PUlNTOX78OL///ju///47+/bt49q1a1y9evW2hOGVV14hOTmZ7du3k5KSgr+/Py+//DIvvvgiDg4O5fJbOyGEeBAYlTyk3bpDax2rlHq0iPMr2odnw3oehBCiLFy/fp133323QI9DvpycHDZs2MCGDRsAsLGx4d1338Xf35/NmzezZcuWAmVdb+bm5oa7uzseHh64ubmRmJjI6dOngdsnYN+Jj48PH374IY8//jgLFy5k0aJFZGaaRre2adOGhx56iM2bNzNjxgySk5P56KOPmDChWOt3CiGEMJBRyYOlJ8G8kjTmReAilVKTtdb/uOX8opKKB4VMlhZC3FOOjo6cPHmSr776ijlz5hQowdqiRQsqV65smWOQl5fHBx98UOh1qlatSqdOnQgKCuLy5ctcvHjRsp05c+a2FaPBtBidp6enZbOzs+PcuXOkpKTw2GOP0adPH44fP87IkSMLbTMiIoKIiAgAnJ2dCQ0NLbIakxBCiLJlVPIwXyk1B5iHqcLSBcAL09j90+bVl+eb97/NXX54NvdkGNFrEWPwQm35w5WKG1txhzcJIYQhJkyYwPr166lRowYtWrTAz8+PzZs3A3DgwAGaNWvGsmXL6NevH/Hx8UyePJmlS5fedp309HRWr179l+3Vq1ePdu3aERgYiL+/P76+vuTk5JCRkUFiYiLHjx8nMjKSNWvWsGbNmgKvDQkJoXHjxvz888+kpKRY9r300ku88MILuLu7G3BHhBBC3A1DkgetdYZS6i3MqyxjLtGqtY5RSo0G5lJwbYdaJW3DnDgcMiBcMCUvRv73KW4ylJ9cSM+DEOKeevTRR/n2228JDw8v9PihQ4cYPHgwgwcPBuDJJ59k+vTpxMTEEB4ebhmKFBwczMMPP0yDBg3w9vbG3d0dV1dX0tLSSEpK4syZM+zevZsTJ05YSr4Wx8CBA5k0aRLJycl89tlnLF++nJycHBwdHenatSshISHs2LGDuXPncvHiRfbt20dISIVab1QIIe4Lhq3zoLXOAEYXsn++UioG06rKGphnHtJU0usfpvxOtM7vxfir/2QlnVgthBCGdGj8bwAAIABJREFUGDBgAP369WPz5s3MmzePH374gby8PFxcXOjcuTOPPPIIX331FTExpj9nN8+BuJlSiqysLOLi4vjjjz+4dOlSge3cuXMFKi1Vq1aNKlWqFNjc3Ny4fPkyNjY2DBw4EF9fXyZNmkRwcPBt7V27do3169dbnru6ujJ8+HBq1Khh/E0SQgjxl4xcJK5I5rUPilz/oALIL4L+VxOhQ4B0WSBOCHGv/etf/2LVqlUEBQURFBTEiy++yNatW4mOjmbt2rXs2bOH0NBQRo4ciYODAwsXLmTatGmWidJVqlQhIyOD2NhYYmMLK7BXkLe3N127dqVBgwYEBARgY2PD1atXuXTpEtHR0Zw7d44dO3awYsWK217bsmVLPDw8iIiI4PLlywA0bNiQl156iUGDBuHq6mrszRFCCFFs9yR5eADkJ0ZFDsdSSuUnFrf/pxRCiDLWpEkTvvjiC7Zs2VLo8ZSUFD788EM+/PBDAB555BGmTJnCiRMn2LBhAzExMdjZ2VGnTh0aNGhA/fr1qVu3Lh4eHjg6OpKamkpUVBRbt25l7969JCcns2zZsmLHN3XqVEaNGsVPP/1EWFgYmzZtQmtN06ZN6dy5M97e3kRGRrJixQpeeOEFhgwZYsh9EUIIUTKGJg/mSkudMU1I3n7Lsb6Au9Z6oZFtlgda63Sl1CqgP6bhWYXpb36cd2+iEkKI/+rXrx+9evVi3bp1zJw5k927dwNQs2ZNevbsiYuLCxEREZb9v/32G+PGjStwDRcXFxwdHYmOjiYqKopr167dtuWzsbEhODiYgIAAnJyccHZ2xsnJCScnJ27cuEFiYiKNGzdm7Nix3LhxgwkTJhRaejUyMpLIyEjLcy8vL1njQQghrMiw5MG8arQX8CZwEfC8+bjWerVSqqlSaorW+m2j2i1HJgDRSql+WutVhRwfBcw3z90QQoh75sCBA8yYMQM/Pz+CgoJ4/fXXGTlyJOvXr+eHH37gP//5D506deK1115j+/bt5OXlsW7dOt577z2OHTtmuU56enqBD/JFCQoKomPHjtStW9cyTMrHx4fLly9z6tQpy0TqmTNn8sknn9z2+jp16lC5cmWOHj2K1hqApk2bMn78eJ577jkcHR0NujNCCCFKypDkQSnVEYjVWn+slHIHThd2ntY6UimFUmrkfdID0eKWxyKZK0s9C0xVSh2+uRSsUmqq+UdZ0UgIcc9dvHiR77//nqysrCLP2bZtG9u2bQOgVatWfPDBB+zYsYNLly6xcOFCNm/eTEBAAPXq1bNsnp6eXL58mTNnzhAfH8+ZM2fYu3cv+/btY8mSJSWKcerUqfTp04eYmBjCwsL4/vvvsbGxoW/fvrz88ssEBwdz6tQp1q5dy//8z//g5ORUqnsihBDi7hjV8/Cs1noMgNa6qGE7mI9HKqX63+kcazHPS9iGaeKzB/+dAN1PKXURU5WkdEy/723rRGitVymlDgMTlFKYzw0BDmitm92DX0EIIW7TtWtXEhMT+eqrrwgLC+P3338HoFKlSrRv3x57e3uio6M5fvw4AHv37qVr166W19erV8/Se1C1alXy8vI4evQo165dIzMzk9OnT3PixAlOnjx5W4Li4OCAk5MTjo6Ols3BwQFHR0cGDx7MkCFDsLOzY9myZbRt25Zz585ZXtuyZUtOnDhB9+7duXLlimX/4cOHadq0aVneMiGEEEUwKnmoENWDzFWQSvUh35xU3DGBEkKIeyU3N5f//d//xcbGhpo1a/Lhhx+SmJjIhg0b2Lx5M5s3b6Zr16589NFHPPXUU2RlZbFu3TreeOMNUlNTAUq0ZoOnpyfdunWja9eutG7dmsDAQCpVqmQ5fuXKFU6fPs3JkyfZvHkzVasWXqTO1taWX375xfLczs6O5557jldeeUUSByGEsCKjkoeSrtTzVyVNhRBCGOD69etERERw9OjRIs/ZsmWLpQpTx44dLQlGZmYmCxcuZM6cOVy8eJF69epRo0YNnJ2dqVSpEo6Ojtjb25OSksKZM2c4c+YMSUlJfP3113z99dclivPhhx9m2LBhBAcHc/jwYdatW0dUVBSenp6MHj2asWPH4ufnV6p7IYQQovSMSh6UUspVa130gNr/nliTWyZTCyGEKBvOzs4cPnyY8PBwZs6cWWDht8aNG1O9enVOnjzJmTNnANi+fTutW7e2nNO+fXs6duxIzZo1CQkJsTxWr16d5ORkTp48adk8PT2pVKkS0dHRxYrtlVde4fXXXycgIIDk5GTmzp3L2LFjSUlJ4aGHHuIf//gHLVq04OzZs0yZMoWTJ0/SrVs3XnvtNWNvkhBCiGIzKnmYD2xXSnW8UwKhlHLDtM7BFIPaFUIIcQc3btxg165duLu78/nnn5Oenk5YWBiLFy/m6NGjtGzZkg8//JC+ffuSmprKhg0bePPNNy1zF3bu3MnOnTuL3V6tWrUYO3YszZs3p27dutStWxcvLy/M88DIy8sjOTkZDw8PHBwcCA8Pp0OHDpw+XbDORkxMDJMnTy6wz9nZmZ49e5buhgghhCgVQ5IHrfVWpVQXIN1cWWgrprUe4swJQ3PgUWAqsFVr/Z0R7QohhLizU6dO0blzZ8vzypUrExwcTNOmTYmIiGD//v0MHjyYwYMHM378eN566y1Gjx7NpUuXLBOsf/vtt2K3Fx0dzezZs/Hw8LD0VHh6enLjxg1ycnLIycnh6tWrrFmzptDXN2jQAD8/Pw4cOEB2djYAAQEBjBs3jhdffBF3d/fS3RAhhBClYtg6D1rr/ApDb2EuSZr/TdNNVgMvGtWmEEKIO6tfvz4RERHMnj2bVatWcfnyZaKiogBwcnLi6tWrlnNnzpzJzJkzAfD19WXAgAGMHDmSjIwM6tWrR6dOnfD0LHzU6blz5wgPD2fLli1s3ryZtLQ0Lly4wMGDB+8YX0BAANOmTaNVq1YopZg9ezYLFiwgIyODxx57jFdffZU+ffpgb29v0B0RQghRGoauMG1OIOZhSh6a8d+J1AeBeVrr1Ua2J4QQ4s4uXryIm5sb8+bNY8aMGSxZsoR58+YRGxuLq6srw4YNo0uXLmitCQ8PZ+7cuYApGZgxY8Zdt+vt7W0ZtlS7dm1cXFywt7dHKcX58+d56KGH6N27N/b29uzdu5e3336bVatWobWmZ8+e9OnTB29vb2JiYvjXv/5FTEwMCQkJvPPOOzz55JNG3R4hhBAlZGjyAFKqVAghypORI0fy3XemkaJeXl7UrFmT5s2bU6VKFY4cOcKcOXOYM2cOXbp0Yfz48cyaNYsrV67wxRdfMHPmTE6ePFniNuvXr0+TJk0IDg6mZs2a1KxZk+DgYAIDA3FwcEBrTWJiIm+++WahCcr69etZu3btbfvr1q2Lh4dHyW+CEEIIwxiePAghhCg//vOf/xAUFMTixYtJS0sjLS2NAwcO3HZeeHg44eHhlucvvfQS77zzDtHR0YSHh+Pl5UW9evUsvQl16tShevXqnD9/ntjYWOLi4oiNjbX8vG3bNlJSUoodp6urK40aNcLFxYVffvmFzMxMwDRHo3///owYMYLWrVsXNhxWCCHEPWSV5EEp9brW+mNrtC2EEA+SgIAAPv30UyZOnMhXX33FZ599xu+//06VKlXo0aMH3bp1Q2vNyZMnmTFjBteuXQMgLCyMsLAwy3WcnJw4deqUpVRrYGCgZR6C1pq0tDRiYmKIjY0lJiamWIlDaGgo48aNIygoiF27drF48WK+//57bty4weOPP86IESPo378/rq6uZXNzhBBClJi1eh7eBiR5EEKIMqS15qOPPiI3N5eQkBAaNWrE1q1bOX78OGFhYaxcuZLly5fzzDPPMG7cOCZPnoxSypJIzJkzx3Ktq1evcuzYMY4dO1astoODg+nUqROdOnWiffv2+Pj43NZrcOrUKZYsWcLSpUtJSkqiWrVqvPLKKwwaNAhXV1fOnj3L2rVrOXv2LGfPnqVRo0aMGTPG0HskhBCiZIqdPCilqmBaz+FbrfWaW44tp/irRnuU4FwhhBB3KTs7m0WLFt22aJuzs7MlmYiMjGT9+vWsX78egKlTpzJmzBhmz57NJ598wsqVK5kzZw579+61zJmoWbMmVav+98+4UoqcnBzOnj1LbGwsZ86cIS4ujkWLFrFo0SJsbGwICAiw9FjY2dmxbNkycnJyCsTl5+fHl19+ySeffFLo7zNy5EiD75AQQoiSKknPQ3/gWaAzcGuB7i6YEoJ04MJfXEdmuwkhxD1QqVIljh07xnfffUdYWBg//fQTAFeuXCEzMxM3NzcqV67M5cuXLa+ZMGECEyZMAKBZs2Y8+eSTjBo1ivfff5/69evj5+eHra1toe1prUlNTSUuLo59+/axe/dudu3aRWpqKvHx8cTHxxf6OhcXF2rUqIG3tzfZ2dkkJydbjgUFBTFkyBCGDBlC7dq1jbo1Qggh7lJJkocVmMqvhhdyLAaYXNzF35RSuSVoVwghxF1ycHDgueee47nnnuPo0aOEhYXx5ZdfEh8fT+vWrZk/fz5t27YlISGB2NhYvv32W0svxKFDhzh06FCp2q9UqRK1atWiRo0a1KhRg8DAQLy9vS29EDVq1CA9PZ0vvviCL774gujoaCpXrky/fv0YOnQo7dq1QynF9evXjbgdQgghSqnYyYPWOgMYXcThg8DhErQbWYJzhRBC3IWvv/6auXPnEhgYSFBQEEFBQfTt25fhw4ezfft2Fi9ezMCBA/H29iY0NJRRo0bx/PPPA5CSksKCBQuYOXNmiaom5QsJCaFdu3a0bNmSWrVq3TbJ+tKlS6xatYrx48ezc+dOwDQpu0ePHjRv3py0tDQ+/vhjxo0bx5kzZ7h8+TLh4eF06tTJsPsjhBCi5AyZMK21LiqpKOr85ka0K4QQomguLi6cOnWKiIiIQo97eXkBkJyczMSJE5k4cSKVKlVi2rRpDB06lH/+859MmDCBtWvX8ssvv+Dr62vpPahRowY+Pj5cunTJUmHp5mpLMTExfPnllyxZsqTY8V69epWNGzeycePGAvt9fX156aWXaN269d3fDCGEEIaQdR6EEKKC6tmzJz169OCHH35g3rx5bNmyBa01SilatmxJgwYNSEhI4MyZM5bF4K5fv84rr7zCK6+8AkCtWrVo2LAhQUFBKKWws7PD3t6eSpUqYWtrS9WqValTpw4ODg44OTnh4uKCm5sb7u7ueHh4sG/fvjvGOGDAAIKDg6lSpQp79uxh165dZGVlYW9vT8+ePRk+fDhdu3bFzk7+XQkhRHlQ5n+NlVKdgEeBi8BBrfWRsm5TCCEEHDx4kJiYGIKDg1m6dClXrlyxVEDat28fiYmJjBgxgkWLFuHv709KSgp//PEH06ZNs3z7Hx0dfVu1puJwdHTkscceY9iwYZYhU/lbjRo1cHBwIDc31zJ8as2aNVy/fp1GjRoxfPhwBg4caOkZyc7O5tKlS7i4uBh6f4QQQpScIcmDUuqA1rpFYce01tuUUgcxVVkKUUrNAaZqreOMaFsIIUTh3n77bbZu3Wp57ujoSFBQEA0aNCA3N5eEhATef/993n//fZo0acJ7773H008/Tfv27dFas2/fPsLCwlixYgXZ2dklavvatWvs2bOHs2fPEhQURHBwsKXikr+/PxEREXz++eecPXsWgIYNG9KlSxeqVavGyZMnGTFiBAkJCSQmJpKcnIyDgwPJyckFSsQKIYS494zqeVB3OmiebJ0BxALblFJTMC0UJ4QQooysXr2apUuXMnv2bP744w+uXbvGiRMnuHDh9oraR44coXfv3pbnnTt3pk2bNnTu3JlnnnmGlJQUy+RnDw+P2xZ8A9Mk6Pj4eMs6D0ePHuXnn39mx44dfxlrVFQUUVFRhR5r3bo1oaGhkjgIIUQ5YFTyoEt4vvwHEEKIMubm5sa4ceN4+eWX2b59O2FhYaxbt460tDSefvpphg0bRr169YiPjyc6OppZs2Zx4sQJALZu3Vqg1wKwLPYWGBiIs7MzdnZ2ls3W1hYbGxtSU1NJTEwkISGhwPoRt2rWrBmtWrUiICAAb29vjh07xo4dO4iMjCQvL4/atWszaNAgBg0aRK1atcr0PgkhhCi+ez4DTSnVBJBqS0IIUYbee+891q1bR82aNQkODiY4OJhhw4YxYsQINm/ezPLly/n++++pXbs2Y8eOZdiwYbz88ssAltWhZ8+eXaCXIi8v746Lvd3K3t6eJ554wrI9/vjjlt4DrTWHDh1i2bJlfPrpp6SmpuLh4cHo0aMZPHgwjz76KElJSZw9e5aoqCi6dOmCk5OT8TdKCCFEiZQoeVBK9QUGcHtPQ4hSankxLhGCafL0qJK0K4QQomTq1q1LSkoKR48eLfR45cqVATh9+jSvvfYar732Gj4+PkyfPp1evXoxceJE3n33XX788Ufmz5/PqVOn8Pf3JyAgwPLo4+ODUoobN25w9epVzp49y5kzZyzDluLj49m5c6dlHQcwlYetUaMGp06d4tKlS5b9ISEhNGzYkIMHD7JmzRrOnz+P1v/9V7Nlyxa6dOlSNjdLCCFEsZUoedBarwZWK6VqAv0wJQEh5sPPFuMSh4HRWuuFJYpSCCFEiQwcOJD+/fvzww8/MHfuXLZs2QKYVpxu06YNtWrVIj4+nri4OP744w8Azp8/z+DBgy3XaNSoEfXq1ePhhx/m6aeftvRiBAUF4ezsXGi7WmtSU1MticSBAwf46aef+OmnnwBIS0sjLS3tttclJyeTkpJSIKHIX2l62LBhtGvXzrB7I4QQ4u7d1bAlrXUsMB2YrpQKB6oWVW1JCCGEddjb29O7d2969+5NdHQ08+fPZ8mSJWzbto3Y2FhCQ0N54YUXqFatGsnJyURGRvJ///d/7N+/H4Bff/2VX3/9tdRxVKpUiVq1alGjRo3bNg8PD/bv38/atWstPRQdOnRg6NCh9O3bV8qzCiFEOVPqOQ9a6y7mUqxCCCHKiZ9//pndu3cTGBhIYGAgQUFBTJo0iQ8++IA1a9Ywd+5c3nrrLd555x369OnD6NGj6d69Oz169CAvL4/w8HDCwsL44YcfAHB2dr7jBOjCVKpUiTZt2tCiRQtq1qxp6bkICAhg7969LF26lJUrV3L58mVq1arFBx98wODBgwkODiYvL48LFy4QGxuLk5MTtWvXLovbJIQQooSMmjA9z6DrCCGEMMCqVauYMWNGgX22traWaklBQUH07duXTZs2sXz5cpYvX05gYCCvvvoqQ4YMoVu3bnTr1o24uDjmzZvH6dOnCQgIuK3nwMfHB4CkpCTi4uIsW2xsLHFxcURHR7Njxw5yc3OLjLVjx46EhISwf/9+1q9fz/nz5zl//jw3btwAwMnJiczMTFllWgghygFD/hJrrRcopYJl4TchhCgfPv30U3r37s3cuXNZtWoVOTk55ObmkpaWho+PD7t37yYxMbHAh/r4+HheffVVXn31VQBatWrFgAEDaNmyJc8++yxBQUGFrvGgtcbZ2RkPDw+uX7+OUgpHR0fc3d3x8fEhICCAgwcPcvXq1UJj3blzJ8eOHePKlStkZmZa9ru6utK/f39CQ0MlcRBCiHLCqBWmPwLeUEpN0Fp/bMQ1hRBC3D2lFG3btqVt27bMmDGDJUuWMG/ePGJjY4mNjWX48OGMGDECBwcHS4Wk+Ph41q9fz759+wDYu3cve/fuvesYnJ2d8fX1xcfHh6eeegofHx/L8/xHR0dHtm/fzpdffsnevXuxsbGhS5cuDBkyhF69ehU5MVsIIYR1GPVVTgiwDdj6VycKIYQoW0lJSSxcuJBq1apRo0YNAgMDGTVqFG+88QZbtmxh7ty5TJs2jalTp9K9e3fGjBnD888/j62tLf/4xz8AyMrK4uuvv2bSpEmcPXu2xDE0bdqUhg0bEhQUVGCrUaMG9vb2bN68mcmTJ7N+/Xqys7Np2LAh06ZNY+DAgfj5+aG1Jisri9jYWIKDgwtd0VoIIcS9Z1TyEKO1fqu4J8sQJyGEKDt//PEH77//Pnl5eQX2u7q6WpKJbt26sWXLFjZu3MjGjRsBeOeddxgzZgy+vr64uroyatQoQkND+f3338nOzsbX15dq1aphb29vueaVK1eIj48v0HuR/3NERATffPPNHec7VK9enS5duuDt7U1kZCQ//vgjSUlJJCUlWSZoL126lCFDhpTBnRJCCFFSRiUP0UqpJlrrI8U8PxyoY1DbQgghbtKxY0diY2NZsGABCxYsIDk5GYBr167h6elJamoq8fHxt32onzhxIhMnTgTA3d2doUOHEhQUZKnYZGtre9vcA2dnZx566CEeeughsrOzOXfunOXDf1JSEvHx8Rw8eJBffvmF69ev3xZrSkoKX331FZUqVbrteL169Rg2bBj9+vUz8vYIIYQoBSMnTL+hlGpezAXgPI1oVwghROECAwOZOHEi77zzDmvWrGHOnDns2rWLffv20b9/fz777DOaNGlCQkIC8fHxxMfHW+YeAFy8ePG2ak13w97eHl9fX5o2bYqfn59l8/f3x8/Pj+zsbLZs2cK6deuIi4vDzc2NAQMG8MILL9CqVSsZriSEEOWMUROmp5h/bK6UmodpJekY4EIhp4cAVYxoVwghxJ05ODgwYMAABgwYQFRUFHPnzmXp0qV8+eWXNG7cmLFjx/K3v/2NTp068cILL7Bs2TKuXbvGqlWrmDNnDnv27LmrdpVSPPbYYzRt2pTg4GACAwMtQ6aqVKnCunXrmDx5Mjt27EApRadOnfjwww/p3bu3TJIWQohyzKhhS6MwJQT5XxE1M29F0Qa1K4QQ4hanT59mxowZeHl5ERAQgL+/PwEBAQQEBDBz5kymTJnC119/zezZsy0TqYcMGcKYMWNo0KABjo6ODBo0iEGDBvHrr7/y448/4u7uXqDnoHr16tjZ2ZGTk2MZnnT27FlLL0b+82+++Yb09PRC4wwJCeGDDz5gyJAhBAYGkpmZSWJiIqmpqaSkpJCSkoKnpyd9+/a9x3dQCCFEUQybMA3M01ovKM7JSqmiZ88JIYQolaSkJBYvXlzougrOzs6WhOKRRx7B3d2dnTt3MmvWLGbNmkX9+vV577336N27Nw4ODjRq1IhGjRoV2Za9vb2lktKtrl27RmpqKtHR0Rw6dIiDBw9y8OBBTp8+TXBwMHXq1GHt2rXMnz+flJQUsrOzb7tGUFAQffr0keFLQghRThiVPFzANAm6uGINalcIIcQt2rZtS0JCAkuWLGH27NnExMQApknQXbt2RWtNQkICu3fvJikpqcBrjx8/znPPPWd53rp1ax5//HH8/f3x9fXFyckJBwcHbGxsuHjxYoFeglu3mxd8u5mjoyNaay5cuICvry9BQUFERESQlpZmOadDhw4MGTKEvn37SuIghBDliFETpruW8PzaRrQrhBCicB4eHvz973/n1VdfZdOmTYSFhbFx40ZWrVpF7969mTx5Mm3btkVrTUpKCgkJCSQkJHD27FkWLVrE0aNHAdizZ0+J5z34+fnRtm1bmjZtSmBgINWrVy+wVa5cmRs3brBlyxaWLVvGunXruHbtGvXq1WPIkCEMHDiw0J4MIYQQ1mdUz4MQQohyyMbGhieffJInn3yS6Oho5s6dy6JFi1i1ahUNGzbk5ZdfZtCgQTRv3pzmzZsDMG7cOADi4uJYsGABf/zxB3Z2dmRnZ5OdnU1OTo7l5+zsbK5cuUJSUhIZGRkAljKtP/zwA56enpb5FvlzL/7880+++eYby5yGkSNHMmTIEJo3by69DEIIUc4ZmjwopdyAt4FHAXetdcubjr0BRGutvzOyTSGEEAXNnz+fX375pUBJ1Pxt8uTJvP/++3z77bfMmjWLMWPGMGHCBIYOHcrYsWN56KGHLNcJDg5m0qRJxW43KyuLxMREEhISLI/5W2JiIvv37yc1NRUHBweeeeYZBg8eTI8ePXBwcADgxo0bXLhwgdTUVFJTU8nIyKBDhw64ubkZfo+EEELcHcOSB6VUH2DVTbsu3nxcaz1dKdVJKfW61vpjo9oVQghR0PHjx/n8888LPaaUonr16vj5+eHr60tOTg6///47n332GZ999hkeHh5MmjSJ4cOHWz7UF5erq6tlwTiAq1evkpqaSlpamiUhSEhI4Pz581y5coXPP/+c6dOnW45fvHgRrQsW41u4cCEjRoy4q/sghBDCeEat81ATWAhMAOZrrTPMPQ0FaK23KaVQSnXUWm83om0hhBAF/fvf/yY0NJRZs2axdOlSLl++jK2tLZ06daJly5YkJydbhhalpqailLJ8aL9w4QJjxoxhzJgxgKn3oXHjxvj5+VG5cmXs7e0tm4ODA7m5uaSlpRVIEPIThsuXLxcan62tLV5eXlSrVg13d3f+/PNPLlz477JAbm5u9OrViwEDBtC9e/eyv2FCCCGKzaiehzeBTlrryJv2FbqWgzmBmAJI8iCEEGWkfv36hIWFMWnSJJYsWcJnn33Gli1bOH78OGPHjmXKlCl4enoCkJOTY0ko4uPjmTdvHlu3bgVM8x7i4uJK3L6XlxetWrWiUaNGNG7cmNq1a1OtWjW8vLxwc3Pj559/Zvny5axevZq0tDRcXFzo2bMnAwYMoFu3blSqVMnI2yGEEMIgRiUPGbckDvDfBeOEEEJYSdWqVXn11VcZP348P/74IzNnzuTtt9/m/fffZ9CgQYwbN45GjRpZJjW3bNmSfv36AabhTwsXLiQjI4Nq1arh6urKjRs3LJOm87f09HRLT0ZiYiJZWVmkpaWxbds2tm3bBpjWl8ifd3Hq1CnOnTuHk5MTTz/9NAMGDODJJ5/EycnJmrdKCCFEMRiVPBTWy3CnVaRDDGpXCCHETWJjY3n//fepUqWK5cO6r6+vpXzqM888Q1RUFJ999hnLli1j4cKFtG/fnvHjx9OzZ09sbW0t16pfvz6ffPJJiWPIysrYDhQsAAAgAElEQVTi3LlzloTi5i0xMZHHH3+cZ599lqeffhoXFxcAtNZkZGQUGPrk6enJE088Ydi9EUIIUXpGJQ8lTQakV0IIIcpAZmYm33//fYE5BDdzcnKyJBNPPPEEW7duZefOnezcuROA4cOH88477xAUFHTXZVNdXV2pXLkyHh4eeHt7ExAQUCApSE1NZf369SxatKjAHIlbV5j29vbm3LlzUr5VCCHKEaOSh4OFVFEq9K+9Umo58K1B7QohhLhJ48aNSUhIYMWKFYSFhXHgwAEAPD096dmzJ56enpZegPj4eFxdXcnKyrK8fvHixSxevNjyvE2bNvj5+eHl5WWZJG1vb4+dnR329vZcv379tsQgLS2NP//8k7y8vEJjdHNzo1q1alSrVo0bN27ctsr1Y489Rv/+/enfv78kDkIIUc4YtcL0dKXUQaVUc2CK1vootwxbUkp1BKYCF2StByGEKDtOTk4MHTqUoUOHcuDAAWbPns0333zDkiVLaNu2LWPHjqV3796WUqz5w4zOnTvHxo0bmTp1quVaERERdxVDSEgIjRo1skyYDgkJsUyYTkpKYuXKlaxYsYKoqCjAlDA8++yz9OvXT1aXFkKIcszIReL6A+HAYfM3RelKqVHmY/nDmraZzxNCCFFGtNaWb+xbtGjBkiVL+Pjjj1m8eDFz5szhueeew8fHh9DQUEJDQ/H398fV1ZW6devSrl07PvroI9LS0li4cCFHjx61lFV1dHTkxo0blonS2dnZXL9+nZSUlALzGq5cuUJMTAwxMTGsXbsWgMqVK+Pn54eDg4MlYWjZsiXTp0+nX79+BAcHW+t2CSGEKIFiJQ9KqT+11p53OkdrHQPUUkqFAqOApoC7+XAMMFVrvaA0wQohhLizl19+mQULFuDt7Y2vry8+Pj6WzdfXl48//pgjR47w3Xff8cEHHzBp0iR69erFSy+9RPv27S1Jh5eXF2+99VaJ29dak5WVRVJSUoFJ0/k/Z2RkMGzYMHr37o2rqyspKSnExsayb98+UlJSSE1NJSUlhbS0NEJDQ+natavRt0gIIUQpFLfnwV0p1dg8HOmOtNbzgflgWTzugtY6oxQxCiGEKKaBAwfy22+/sXv3bs6ePWvZf/NCcDfLzc1l9erVrF69GgB7e3vefPNN6tatWyD58PT0xMbGpsh28/LyuHjxouXDf/5jYT9PnTqVN998s9B48lWpUsVSMlYIIUT5UZJhS9uVUi+WZL6C1jr2LmISQghxlx5//HF27dpFVFQU8+bNY+nSpWRmZlKvXj369u1Lly5duHz5MufPn+f8+fOcO3eO2NhYfvzxR8C0YNykSZMMjcnDw4Nq1apRvXp16tevT9u2bXF0dGT//v0cOHCAnJwcwDSpu1evXvTt25dOnTpZ5mQIIYQoP0qSPGzDNCxpBbAfmK+1ziybsIQQQpRGw4YNmTlzJlOmTOGbb75hzpw5TJo0iRkzZjBw4EDGjBlDkyZNbnvdgQMHmDp1qqUnojTq1q1Lw4YNqVGjhmXYVE5ODuvWrSM8PJzs7Gx8fX3p3bs3ffv2pW3bttjZGTkVTwghhNGK+1c6XWttmeislGoKTFNKuQPLpXqSEEKUD/v37yc1NRVvb298fHyoXr06I0eOZMSIERw4cIC5c+fyxRdfMH/+fFq1asWYMWPo378/jo6OgGmC9apVq/jzzz9Zt24d9vb2VK9enerVq1vKq1aqVAkwDXlKS0sr0IuR/3P+86ioKLZt20Zm5n+/awoKCuKll16ib9++PP744wWGQ129epWUlBSysrJo2LChlGoVQohypljJg9ba45bnkcBoAKXUi+beiGhgntY6zugghRBCFE///v05c+ZMgX3u7u54e3tbtmeffZbNmzezd+9e9u7dy9ChQ+nfvz/vvvsuDRs2BExDiIYPH37HtmxtbS3XbNy4caHn5Obm8ueffxIXF8evv/7K2bNn8fDwIDU1laVLlzJ9+nRSUlJITk4mJSWFS5cuWV773Xff0bt371LeESGEEEYqdf+wuYLSAvPk6NHmR+mNEEIIK4iIiGD+/PksWrSIc+fOAZCenk6dOnXIzc0lMjKS5OTkAj0BACtWrGDFihWW561bt8bf3x8fH58CiYe3tzfOzs4opcjMzLRMhC5sS05OJi0trdCJ0ba2tri7u5OWllZgv4ODA126dKFfv34888wzZXCHhBBClIZhg0vNk6PfAlBK9ZXeCCGEuPdq1KjBxIkTee+99/jhhx+YP38+mzZt4uDBg/To0YM333yTHj16kJOTQ3JysmU7cuQIkydP5vr16wDs2bOnVHHY2tryyCOP0L17dx555BGCgoKoXr067u7u/Pbbb2zfvp3vv/8eMC1q16NHD/r27cvTTz+Nm5tbqe+DEEKIslEmM9O01quB1dIbIYQQ1mFnZ0evXr3o1asXcXFxLFy4kEWLFtGzZ08CAgIYMWIEI0aM4LHHHgOgZ8+evPvuu9y4cYMNGzYwZ84cdu3ahYeHh+XDvNb6ti0vL8/yc3p6Ounp6YBpuNKRI0c4cuQIAG5ubnh7e5OS8v/bu/O4qOr9f+CvzwCyI5ssilfDXMo2EVPL/Kbi7rUUFJPSzCtYatduJql167ZcxZtlXrUgzS0t3LLSvrfQb9hySxP7mS1uoKalCLKKiAqf3x9zZhyGWWGGWXg9H4/zmOWcOeczZz4z83mfz3YB5eXlCAwMxKhRo5CYmIhhw4bB39/fMSeKiIisYtdhLfRqI6YJIS4CyAawmLURRETNo2PHjnjllVfq1Ua89NJLePnllzFixAikpaVh+PDh8PDwgKenJ0aPHo3Ro0c36liaGafPnz9fr2ZDswQEBODBBx/E4MGDtR2v6+rqUFxcjOLiYhQVFaG4uBje3t4YPnw4O0wTETkZu4+JJ4QYCPWM00kABNQdrQcD6GzvYxMRtRTHjx/Hyy+/DB8fH4SEhCAkJATBwcH1bkNCQtCvXz+MGjUKZ8+exerVq7F69Wrs3LkTMTEx2lGZYmJiGp0Ob29vhIeHA1A3XWrVqhV8fHzg5+eHwMBAFBUVYc2aNVi8eLE2WCgpKUFdXV29/fj6+qKwsBCBgYFNOi9ERGRbdgkehBBBAFKhDhpioQ4aAGAr1H0g9tjjuERELVVZWRl27tyJ0tJSi7b39/fXBhbnz5/H2bNn8eKLL+LFF18EAAwePBgPPfQQQkPVg+1dv35du1y+fLleLYH+bVVVlcFjqlQqhIWFoU2bNggPD8e1a9cadJju27cvEhMTkZSUxMCBiMgJ2TR4UGoZ0gEkaJ4CUAAgE+pJ5cpteTwiIlLr1asXzp07h507d2LdunX49NNPUVtbi6CgIIwYMQLDhg2Dh4cHysrKUFpaitLSUu39qKgolJaW4tChQ9r95eTkICcnp1FpCQ4ORpcuXdC5c+d6y0033YSTJ09i27Zt2LZtG06cOAGVSoX+/fsjMTERY8aMQbt27Wx1SoiIyA6aHDwIITpCXcOQCiAY9WsZFipzQhARkZ15e3sjMTERiYmJuHDhAjZt2oR169bhgw8+wLZt2zBq1ChMnjwZqampaNWqldH9XLlyBe+99x62bdsGKSU8PT0bLB4eHqipqTEYjJSVlWH//v3Yv3+/wf17enpi4MCBeOaZZ/Dggw8iIiLCXqeEiIhszKLgQQiRLaVM1ntuLNRBg24tw0GomyW9Y9NUEhGRVSIiIjB79mzMnj0bP/74I9atW4eNGzfiww8/RHh4OCZOnIjJkyejR48eDTol+/j44C9/+Qv+8pe/WH1cKSUuX75sMKAoLS1FaGgoRo0ahZCQEFu9VSIiakaW1jwkACZrGbKgDhpYy0BE5AD5+fmYP38+/Pz8EB4e3mBJTU3F3LlzsX//fmzYsAFvv/02li1bhttuuw2TJ09GSkoKoqOjm5wOIQT8/f3h7+9vsOO1ZmSlw4cPa0dkOn/+fL37xcXFeP755zF27Ngmp4eIiGzL0uAhRAhRq/OYtQxERE7kypUr+O9//4uzZ8+a3E6lUiE0NBQhISEoLCzETz/9hGeeeQbPPPMMAGDkyJF47LHHEBMTow08AgMDTQ6ZKqVESUmJtvCvf6t7v6ioCLW1tUb3BQC33347IiMjrT8JRERkd9b0eRAAygBsBpChzOFAREROoHv37jh16hRyc3OxYcMGbN26FVVVVRBCID4+HsOHD0doaKh2PgXd5aefftLuZ9euXdi1a5dN0uTl5YWoqChERkYiJiYG8fHxiIyMRFhYGH788Ufs2bMHZ86cAaCeGXvixIlISUnB7bffbpPjExGR7VkTPMyVUr5mt5QQEVGTeHh4YNCgQRg0aBBWrFiBHTt2YP369di9eze+//579O7dG4888ghmz56NsLCweq+VUqK0tBRbtmzBkiVLcPz48SanJyoqCm3atEFYWBhat24Nf39/FBUVITMzE8XFxQgNDUVaWhpSUlJw7733QqVSNfmYRERkX5YGD2UMHIiIXIe/vz9SUlKQkpKCP/74A5s2bcKGDRswc+ZMPPXUUxgxYgQeeeQRjBo1Ct7e3hBCaAvzaWlpqKysxK5du1BbW6utPYiKikJoaKi2kF9bW4vS0tJ6tRiauR70l+PHj6O4uBjXr1/Hn//8Z0ycOBHDhg0zOeoTERE5H0uDh812TQURETXJP/7xD5w7d07bnyE0NLTe8tBDD+GJJ57A8ePHsWHDBmzcuBEfffQRQkJCMH78eEyaNAl9+/bV9m0IDAzEhAkTTB7Tw8ND2y/CHCklKisrce7cOW0/iJUrV+L8+fP1njt37hw8PDxw5MgRtG7d2ibnhoiIbMei4EFKOd3eCXFWQohMAHlSyiwLts2Hen6LbAAFUsoyIUQw1LNsJwOIlVKOs2uCiajFkVJiz549+Oqrr8xu6+3tjdDQULRu3Rrnz59HaWkpMjMzkZmZCQCIjIzEk08+ifj4+HrBR1BQkMFmRdevX0dRUZE2ADB2e/78eVy+fNls+jp27IipU6dydmkiIidl0xmm3YFOYT8e6tmyY5VbS8QCmKss+qOT7JZSDrZdSomI1IQQ2Lt3Lw4dOoSNGzdi06ZN+OOPPwAAMTExGDFiBO666y5UVFSgpKREu0RHR6O0tBSnT59GWVkZAKCwsBALFiywSbpCQkJw6623onfv3oiOjkZUVBQiIiJw7NgxfPHFF9i/fz9qa2vRpk0bJCcnY+LEiejTp4/JkZ2IiMixGDzoEELEAtgCoADq2oN05bGlDiqvjQMQCqAEN4a03W3b1BIR3SCEwF133YW77roLixYtwt69e7Fx40Zs3boVWVlZiIqKwoQJE5CSkoKePXsaLKDX1NTgxx9/xPLly7F+/fomp6m0tBTffPMNDh06pG1OdeHCBZw7dw4BAQGYOHEiJk6ciEGDBsHLy6vJxyMiIvtj8KBDSlkAoKfmsRAiycpdHJBSptk2VURE1vHw8MDAgQMxcOBArFixArt27cJ7772HlStXYunSpejSpYu2M3WnTp20r/P29kavXr2wbt06rF27FocOHcKFCxcQHR2N6Ojoep2lddXV1aG8vLxerUZJSQlKS0sbPNelSxckJSVh1KhR8PPza87TQkRENsDggYjIxb366qv46aefEBYWhrCwMISGhta7f+edd2LAgAGQUmL79u3YuHEjXnjhBbzwwgvo06cPUlJSkJycjDZt2mj3qanJsIRKpUJISAhCQkLqBSP6qqqqtBPG/ec//zE4kVxFRQXWrFmD3r17N/m8EBGR7TF4ICJycfn5+cjOzoaU0uR2mkJ+aGgo2rVrh99//x3fffcdvvvuO8yaNQsAMHr0aEyZMgV/+tOftMFHQECA0X4INTU1JmeU1r1/6dIlk+kTQmDQoEFo27Zt404EERHZnTD3Z9OSKc2WtgBIl1IutmD7zKY2WxJCpAJIBYDIyMieH3zwQVN2Z3OXLl1CQECAo5NBboR5yjYuXryI3NxcfPHFF/j5558BqGd4vu222xAXFwcfHx9UVFSgvLwclZWVqKio0C6FhYU2T4+Pjw8iIyMbDB0bEhKCP/74A/v27cOxY8cAAG3btsXQoUMxZMgQREVFNfnYzFNka8xTZEvOmp8GDBiQJ6WMN7cdax7sQBmxKR7qjtNlADZLKcssea0yJGwWAMTHx8v777/fXslslNzcXDhbmsi1MU/ZTmJiIgDg9OnT2Lx5M7Kzs5GXl4cffvgB/fr1w4QJE5CUlITIyMgGr7169SouXryIHTt2YNmyZThy5EiT0nLlyhUUFRWhtrYWdXV12udzc3Nx7Ngx+Pv749FHH8WUKVNw33332XSEJeYpsjXmKbIlV89PDB5sTKmtCIV6aNbdQog4AHuEENmW1F4QETVVhw4d8Mwzz+CZZ57B8ePHkZ2djezsbMycORNPPvkkBgwYgAkTJmDs2LEIDQ0FALRq1QrR0dF4/PHH8fjjj6Ompgb//e9/4ePjo51h2lAH58uXL+PixYsoKSmpd2vo/k8//YS2bdti3rx5SEpKcsorb0REZBqDB9saDyBDGbUJACClPAigpxCiVAjRiaMxEZEt/fzzz3jiiSfg6+ur7SStvwwfPhwPP/wwzp8/j127duGDDz7AtGnT8Pjjj2PIkCGYMGECHnjgAQQFBWn36+3tjQEDBpg9vp+fH/z8/NC+fXuL01xTU4MLFy7gyJEjuHDhAi5cuIDCwkJcuHABrVu3xt///vdGnQsiIrI/Bg+2dZOJ5knpADKVfhEHmzNRROS+fHx8UFVVhS+//NKi7b28vBAWFgZAPTv0p59+ik8//VS7fsiQIZg8eTLat29fb8QmU/MwSClRXl6uDQA0t7r3dZ8rLy83uq8777wT8+fPh6cn/56IiJwRf51tyEy/Bs0kce9AZy4JIqKm6NSpEw4cOIDjx49jy5YtyM7Oxo8//ggAiIiIwKBBg3D//ffD09NT24RIdykuLsYvv/yi3d/nn3+Ozz//3GbpCw8PR0REBCIiIhAXF4c2bdrg5MmTyM3NRVVVFQAgNDQUycnJSElJwT333MMZpomInJhLBQ9K/4FQG+yqQLdpUXOQUhYof4hxzXlcImoZOnfujPnz52P+/Pk4cuSItp/D+++/j+zsbNx///1ITk7GlClTEB4e3uD1UkpUVFTgww8/xIoVK3DgwIEmp0kIAQ8PDwBAbW0tampq8L//+7/Iz8+Hj48Pxo8fj4cffhhDhw5Fq1atmnw8IiKyP5cJHpTAIc9GuysDEGKjfVl73GAhRGxzBy9E1HJ069YNL7zwAv7+97/j559/1gYSaWlpeOKJJ5CQkIDx48djzJgxCAlR/xQKIdC6dWs8+uijePTRR3Ht2jXs3bsXFRUViIyMREREBCIjIxEYGFivZuD69ev1OkbrL7rrTpw4gdjYWDz33HMYO3ZsvT4WRETkGlwmeFD6CThlXbYywtI7AKZJKbda8JJgOyeJiFqImTNnIi8vD23atEGbNm0QHh7e4P5jjz2GuXPn4sSJE9ohXKdOnYrp06djyJAhSE5OxujRo9G6dWvtfr28vJCQkGD2+J6entpmSU0lpWSTJSIiJ+cywYOTS4Y6IBgMwFTwoAkaWOtARDYRFRWFo0eP4rvvvjO7rbe3tzawCAkJQWlpKXbt2oVdu3Zpt3niiScwZcoUdOzYEaGhoVCpVI1K17Vr11BSUoLi4mJt3wrd+/q3xcXFuHz5Mj755BMMGTKkUcckIiL7Y/BgG98rS5axDZSJ4wB1fwuLJowjIjLnueeew9y5c7F7925kZ2djx44dqKioAADccccdGDhwILp3764tyBcVFaGoqAheXl4oLi7GhQsXcOnSJe3+Vq5ciZUrV2of+/v7Izo6GiqVCkIIg4vuusrKShQXF5scUcnPzw9Xr17F9evXtc8FBQVh8uTJ6NWrlx3OEhER2QqDB9vYDSDBTFCQqtxmNEN6iKgFadWqFUaMGIERI0agpqYGn332GbKzs/Hxxx/jxx9/REREBJKSkpCcnIx+/fo1qE24cuUKLl68iMLCQnz00UdYvnw5SkpKAABVVVU4ceJEo9Pm5+eHbt264ZZbbkG3bt3g4+ODbdu24bvvvoNKpdIODfvAAw/A19e3SeeBiIjsj8GDDUgpDwoh0oQQcYbmcFBqHeZBPeu00doJIqKm8vb2xujRozF69GhUV1fj008/RXZ2NtasWYOVK1ciOjoa48aNQ3JyMvr06QOVSgUfHx+0a9cO7dq1Q1xcHP7xj3+gtrYWX375JXJycuDr64vw8HCEh4cjLCwMISEh8PDwQF1dHSorK7W1Gbo1G7qPf/75Zxw8eOOnsXv37li8eDFSUlLQtm1bB54tIiKyFoMH03rp3ZqSDuAdIUSOboAghIgFkANgM2eXJiJbys3Nxcsvv4zg4GBt4V63o3R4eDh69eqF4cOHo66uDjt37kR2djYyMzOxbNkytG/fHuPHj0dycjLi4+PrdVb28PDAgAEDLJpl2hwpJaqqqlBUVITr16/j5ptvZsdoIiIXxeBBh1JDsAfqjs2huNHBOUkIUQqgBOrhVsfpD7WqNFkaJ4RIFUJohpTVbJ8mpdwNIiIb8vT0xLFjx3D27Fmz2/r6+moDiri4OHz77bc4c+YMlixZgiVLlgAA7r33XsyYMQODBg1CWFiYdo6GptLM9+Dp6Yny8nLs2bPHYMfp22+/Hc8++6xNjklERPbB4EGHEgA0afZnpdaBTZOIyO769euHU6dOIScnB6tXr8ZHH32Ea9euITQ0FKNGjUJCQgKuXr2qbUKkaUZUXFyMm266CcXFxaisrNTu75tvvsE333xT7xhdu3bVBh2axc/Pr16HaUAdIGj6ThgaTam6utrkexFCsM8DEZELYPBAROTCPDw8MGzYMAwbNgzFxcV47733sHr1aqxfvx5btmxBUlISpk6div79+xtsKqRb4P/111+RlZWFL774Qrv+6NGjOHr0aJPT2aFDB3Tt2hW+vr744osvtCNC3XnnnXj44YcxYcIExMTENPk4RERkXwweiIjcRHh4OGbPno2//vWvOHDgAFavXo33338fGzZswM0334wpU6Zg8uTJaNeunfY1up2l77zzTkyYMAEAcP78eWzbtg3bt29HTU0NwsLCEB4ejtDQUHh5eUFK2WCpra1FaWlpvRoOzbCtp0+fxunTpwGoA4kZM2YgJSUF3bt3d8i5IiKixmHwQETkZoQQ6NWrF3r16oXXX38dW7duxbvvvosFCxbg+eefx/DhwzF16lSMHDkSrVq1MriPqKgozJgxAzNmzGhyeq5evYqLFy+iqKgItbW1uPPOOxs9+RwRETkWf72JiNyYn58fJk2ahNzcXBw/fhzp6ek4ePAgxo4di5iYGMyZMwe//vqrXdPQqlUrREdH44477kCPHj0YOBARuTD+ghMRtRA333wz/vnPf+K3337Dzp070a9fP7z55pu49dZb0bdvX6xatapeB2oiIiJ9DB6IiFoYT09PjBw5Etu3b8fZs2fxr3/9C2VlZZg2bRqioqIwZcoUfP3115BS2vzYUkpUV1ejsLAQx48fR15eHnJzc3Hx4kWbH4uIiGyPfR6IiFqwyMhIzJkzB08//TS+++47rF69GtnZ2Vi7di26du2Kxx57DJMmTUJ4eDgqKipQWVmJiooK7WLt44qKCtTW1jZIx+TJk7F27drmPwFERGQVBg9ERAQhBPr27Yu+ffti6dKl2LJlC1avXo309HSkp6dbvJ+AgAAEBgYiKChIu0RERGifU6lU+Pjjj3Hq1CkAQEREBKZPn45Zs2bZ6Z0REZEtMXggInIxY8eOxZEjR7SPdZsX6Tc1MvXYmnWmqFQqBAUFISAgAB4eHtqmSdXV1Th//ny9bUtKSlBVVYWePXvir3/9K8aPHw9vb2+Lj0VERI7F4IGIyIVIKREdHY2dO3fi2rVrANTzO9x///3aUYz0J4Mz9djcunvuuccm+9Hw8/PDxIkT0bdvX4OT1hERkXNj8EBE5EKEEFixYgWee+45ZGVl4e2338b58+dx6NAhzJgxA48++ihat27t6GQSEZGb4mhLREQuKDo6Gi+88AJOnz6NTZs2ISwsDLNnz0ZMTAxmzJhh97kbiIioZWLwQETkwlq1aoWHHnoI3377Lb7//nuMHTsWq1atwq233oohQ4bgk08+MTi6ERERUWMweCAichPx8fFYt24dzpw5g1deeQW//PILRo8ejc6dO2PJkiUoLS11dBKJiMjFMXggInIzERERWLBgAU6ePIns7Gy0a9cOc+bMQUxMDNLS0vDTTz85OolEROSiGDwQEbkpLy8vjB8/Hl999RV++OEHTJgwAevXr8ftt9+OAQMGYPv27bh+/bqjk0lERC6EwQMRUQtw1113YfXq1Th79iwWLVqEgoICJCYmolOnTsjIyMDFixcdnUQiInIBDB6IiFqQsLAwpKenIz8/H9u3b0dsbCyeffZZxMTEYOrUqfh//+//OTqJRETkxDjPAxFRC+Tp6YkxY8ZgzJgxOHz4MJYvX44NGzbg3XffRb9+/TBp0iT4+fmhtra23nL9+vUGzxlbzG2rUqmwYMECdO7c2dGng4iILMTggYjIRTz//PPIysqCn58f/P394efnZ3Ixt41mfXR0NN544w0sXLgQa9aswYoVK5CamtqoNAoh4OHhAU9PT3h4eDRYampqUFZWBgDw8fHB1KlTGTwQEbkQBg9ERC7innvuwebNm3Hs2DHtc7GxsQgLC8Ply5frLVVVVairq7P6GL6+vvD29gYAqFQqBAYGGlyCgoIQFBTU4Hn9gEXz2MfHB1u2bMFLL70EIQQeeeQRvPLKK2jfvr3Nzg8REdkfgwciIhcxfPhwDB06FHv27MHy5cuxc+dOnDp1CnfccQdmzpyJgQMHQggBAJBS4urVqw2CCt3gojHrSkpK6q2/du2aVe9h0KBB+CVrA8IAACAASURBVNe//oUePXrY4xQREZGdMXggInIhKpUKgwcPxuDBg3Hq1Cm8/fbbWLVqFXbs2IFu3bphxowZmDRpEoKCguDt7Q1vb2+EhITYLT3Xrl1DdXW1RYFHly5d6gU4RETkehg8EBG5qI4dO2LRokV48cUXkZ2djeXLl2PWrFmYN28eJk2ahBkzZuDWW2+1axq8vLzg5eWFoKAgux6HiIicA4dqJSJycT4+Ppg8eTK+//577Nu3D2PHjsWqVavQvXt3DBw4kJPBERGRzTB4ICJyI3fffTfWrVuHs2fPYuHChcjPz0diYiJuuukmvPrqq7hw4YKjk0hERC6MwQMRkRtq06YNnn32WeTn5+PDDz9Et27d8Nxzz6F9+/Z4+OGH8e2330JK6ehkEhGRi2HwQETkxjw9PfHggw8iJycHv/76K9LS0vDxxx/jnnvuQXx8PNasWYPq6mpHJ5OIiFwEgwciIhdw5swZHD16FIWFhaipqWnUPrp164Zly5bh999/x8qVK3HlyhU89thjiImJwdy5c3Hy5Ekbp5qIiNwNR1siInJy1dXViI2Nrdfp2cfHB61bt0ZwcDCCg4Pr3dd/bOj+9OnTMX36dOzduxfLly/H66+/jtdeew1Dhw5F27ZtUVdXh7q6OtTW1hq8beq62NhY7Ny5k8O2EhG5GAYPREROztfXFzt37sTSpUvx2WefQUqJK1euIDw8HLfddhsqKytRVlaGU6dOoby8HKWlpbh69arJfXp4eNQLJjp16oRjx47hP//5j8nXBQQEIDQ0FMHBwfDy8oKHhwdUKlW9W09PT+1jzXNXr17Fnj17UFtbCwC47777bHZ+iIio+TB4ICJyAUOHDsXQoUNx8uRJrFq1CqtXr8bZs2ehUqkwbdo0TJ06FdHR0drtr1y5gvLycpSVlaGsrKzeff3HmvteXl7a+5cuXTKYjkuXLuHSpUv47bffEBQUZFGNR1VVFV577TXU1tZi6NChWLhwIWeYJiJyUQweiIhciGbI1RdeeAEff/wxMjMz8fzzz+PFF1/EAw88gLS0NCQkJMDHxwc+Pj6IjIxs1HGuX7+O8vJyowGIoWDkzJkzOHz4sPZ1dXV12v3dfffdWL9+PQYMGGCrU0FERA7A4IGIyAW1atUKSUlJSEpKwokTJ5CVlYU1a9Zg+/btiI2NxbRp0zBlypRGBw+enp4ICwtDWFhYo15fV1eHS5cuoby8HNXV1ejcuTP7NxARuQGOtkRE5OJuvvlmLF68GGfPnsWmTZvQvn17zJs3D+3bt0dycjL+7//+r9nndFCpVAgKCkL79u3RpUsXBg5ERG6CwQMRkZvw9vbGQw89hNzcXPz666+YOXMmcnJyMGjQIHTt2hVLlixBcXGxo5NJREQujMEDEZEb6tatG15//XX8/vvvWL9+PSIiIjBnzhy0a9cOKSkp+OqrrzjDNBERWY3BAxGRG/P19cUjjzyCr7/+GocPH0Zqaip27dqF/v37o3v37njzzTdRWlrq6GQSEZGLYIdpIiInt3fvXhw7dkw7NKr+bUBAAFQq89eCbrvtNvz73//GokWLsHnzZrz99tuYPXs2nn32WSQnJyMtLQ19+vQx2z9BSolr1641eunYsSNuu+02W50eIiJqRgweiIicXHp6Ovbt22d0vRACgYGBRoMLza3u/T/96U9YsWIFCgoK8MEHH2Djxo1Yt24dOnToAB8fH5OFf92ZrhujU6dOOHHiRJP2QUREjsHggYjIyX322Wd499138eabb+L06dMAgHvvvReJiYmoq6tDRUUFysvL691evHgRJ0+e1M65UF1dbdGxNPs3RqVSISIiAmFhYQgPDzd46+PjAy8vL+1y+PBhvPrqq6isrMR9992HlStXNvmcEBGRYzB4ICJycq1bt8ZTTz2FWbNmYceOHXjjjTfwzTff4PDhw5g2bRpmzZqFDh06mNzHtWvXUFFRYTDQMHRr7Lna2lpcuHABFy5cMHosPz8/bS1HQEAADh48iIiICKxcuRIpKSkctpWIyIUxeCAichGenp7aieH27duHN954A0uXLsXSpUuRmJiIp556Cn369DH4Wi8vryZN+gao+zpUV1dbHXA8/fTTWLBgAYKDgxt9bCIicg4MHoiIXFDv3r3xwQcf4LfffsPy5cuRlZWFzZs3o0+fPvjb3/6GMWPGwNPTtj/xQgj4+fnBz88PUVFRNt03ERG5Bg7VSkTkwv70pz9h8eLFOHPmDJYtW4aioiKMHz8eN998M5YsWYLy8nJHJ5GIiNwIgwciIjcQGBiIWbNm4ejRo9ixYwc6dOiAOXPmICYmBrNnz0ZBQYGjk0hERG6AwQMRkRvx8PDAAw88gL179yIvLw8PPvggVqxYgc6dOyMxMRFff/01Z5YmIqJGY/BAROSm4uLisGHDBpw6dQrp6enIzc3Ffffdh969e+P999/HtWvXHJ1EIiJyMQweiIjcXLt27fDPf/4TZ86cwVtvvYXy8nJMnDgRsbGxyMjIQGlpqaOTSERELoLBAxFRC+Hn54fp06fj119/xc6dO9G1a1c8++yziImJwcyZM3H8+HFHJ5GIiJwch2olInJStbW12L9/Pzw8PBAYGIigoCAEBgYiICAAKlXjr/2oVCqMHDkSI0eOxKFDh7B06VK88847WLFiBfz9/bWLn5+fwfvmHhtb5+3tzQniiIhcHIMHIiInlZubi4SEBIPrAgICtMGEbmBh7NbYuttvvx1r1qzBwoUL8d577+HcuXOoqqrC5cuXUVVVpV00z2uWy5cvo6amxqr34+npiTVr1uDhhx+2xekhIiIHYPBAROSkBg4ciDVr1iAjIwNHjhwBAHTt2hUPPvggampqUFlZicrKSlRUVKCyshJFRUX1HlvaITogIMBogBEVFWV0nZ+fHzw9PaFSqeDh4QGVSoXq6up6gcelS5fw+uuv48iRI2jfvj169eplz1NGRER2xuCBiMhJCSHw6KOPYtKkSdixYwcWLlyIAwcOYMOGDfjb3/6G1NRUBAYGGn19TU2NNpAwdmts3cmTJ7X3KyoqLA5E/P396wUYNTU1OHLkCBITE7Fq1SoEBwfb6vQQEZEDMHggInJyKpUKY8eOxZgxY7Bnzx4sWrQIc+bMwauvvopZs2Zh1qxZCA8Pb/A6b29vtGnTBm3atGlyGjQ1HeaCDv11VVVVeOutt5CWlsb+DkREboDBAxGRixBCICEhAQkJCdi/fz8WLVqEl156Ca+99hpSU1Px9NNPIyYmxi7H9vb2hre3t8EghYiIWg4O1UpE5ILuvvtubN++Hb/88gvGjRuH5cuXIzY2FlOnTsXRo0cdnTwiInJTDB6IiFzYLbfcgrVr1+LEiROYPn063n//fdxyyy0YN24c8vLyHJ08IiJyMwweiIjcQIcOHbBs2TKcOnUK8+fPR05ODuLj4zF06FDk5uZCSunoJBIRkRtg8EBE5EYiIiLwyiuv4LfffkNGRgYOHTqEAQMG4J577sHHH3+Muro6RyeRiIhcGIMHIiI3FBQUhLlz5+LUqVN46623UFhYiAceeAB33HEHNmzYYPHQq0RERLoYPBARuTEfHx9Mnz4dx44dw8aNG6FSqTBp0iR06dIFK1asQHV1taOTSERELoTBAxFRC+Dp6YmJEyfi0KFD+OSTT9C2bVvMnDkTHTt2xMKFC3Hx4kX2iyAiIrM4zwMRUQsihMCoUaMwcuRIfPXVV1i4cCHmz5+P+fPnw9fXF1FRUYiMjGyw6D8fGBjISd+IiFogBg9ERC2QEAL9+/dH//798cMPP2D37t0oLCzE+fPnUVhYiIKCAnz77bcoKioyWCPh4+NjMKgw9FxQUBADDSIiN8HggYjICR08eBArV66Ej48P/P394efnV+/W3H1fX1+LC+w9evRAjx49DK67fv06iouLUVhYWG/RBBmFhYU4deoU9u3bh6KiIoOjOXl7e6Ndu3Z477330Ldv3yadFyIiciwGD0RETig/Px9r165FbW1to14vhICfn5/VQYep9V26dEGPHj3g7+8PHx8fqFT1u83V1tY2CDS2bduGHTt2oLKyEmFhYbY4NURE5EAMHoiInNC4ceMQHx+PjIwMrFmzBtevX0diYiKefPJJtG3bFlVVVbh8+TKqqqosuq/7XGFhYYP1V65csTqNusGJoaDD29sbn376Kbp164Zdu3YhNjbWDmeKiIiaE4MHA4QQSQDmAQgGEArgAIAcKeViC14bCyAdQJnyVCyA7y15LRGRrptuuglvv/02nnvuObz22mvIzMzEtm3bMGHCBMyfPx+9e/e22bFqa2tRXV1tMuiw9H5hYaH2uWHDhmHt2rUICQmxWVqJiMhxGDzoEUJkALgopeypPA4GMB5AphAiDcA4KeVBI69NAJAJYLCUskDn+blCiDzNPomIrBETE4OlS5di3rx5eP3117FixQps2rQJiYmJWLBggdH+Ctbw8PBAQEAAAgICbJBiIiJyV5znQYcQYi70agmklGVSyiwAPaGuRchTahf0XxsLIAfq4KJAd52yvxIhxBa7vgEicmuRkZHIyMjA6dOn8fzzz2P37t2Ii4vDn//8Z+zbt8/RySMiohaAwYNCqWHoJKXcami9UtuQpTzMMLBJBoACY7USyvokQ4EHEZE1wsLC8NJLL+H06dN45ZVX8O2336JPnz4YPHgwvvzyS0cnj4iI3BiDhxvGAzBXM5Cp3CbpPqkEHkkAdht7oZRSsy69sQkkItLVunVrLFiwAKdOncJrr72Gw4cP43/+53/Qv39/fP7555wxmoiIbI7Bww09AeQofR4M0q1V0KtBSFBu880co0xnWyIimwgICMDTTz+NkydP4t///jdOnjyJoUOHok+fPvjkk08YRBARkc0weLghVLltTOG+l3JbYHIr9fpYpaaCiMimfH19MXPmTOTn5yMrKwtFRUUYPXo0evToga1btxqcwI2IiMgaHG3phnSoC/fZxjbQrW3Q6xStCQbKYFqJchtqbFshRCqAVOXhJSHEUTP7bG7hAIodnQhyK8xTdnbo0CGMGzfO0cloTsxTZGvMU2RLzpqfOliyEYMHhRIMmOuPoKmV0O/bEKq/oRlGax6UkZ2yjK13NCHEASllvKPTQe6DeYpsjXmKbI15imzJ1fMTmy1ZJ0251Q8yNMFACSxjbbBBRERERORwDB4spMw6HQcgy8BwrDareSAiIiIiclYMHiygdHB+B8BuKWWaue0tYK5vhDNz2iZV5LKYp8jWmKfI1pinyJZcOj8JVxrCTwgRB9s0+SnQnwXazHFzAEBKOdjE+gQAg3XmczC1XU8Tk8kRERERETkll+kwrQQOeTbaXRmAEAuPmwkYDxx09mcJTeDjyjUPRERERNRCuUzwoFypF815TGXCuFgzgQNwY36HWJNbWd+xmoiIiIjIabDPgxHKfAuWBA4A8L1ya64jdCyAMiklax6IiIiIyOW4TM1Dc1JGVhospTQ4q5Ky/qBOvwlNP4dOJvapCSw22yyhRESkmcAzHTeahMYC+F5KudhxqSJnpvyPz4P6ol8ogAMAcizJM8xvZA0hRAKAceYG3HGlfMXgQY/StyLZWOCgGCyl3Kp5IKUsE0JsBTAeN+aC0Ddeuc20TUqJiEj5Y86E+ne5QOf5uUKIPCllT8eljpyR0iT5oiZvKBf3xgPIFEKkQV3QMzioCfMbNUImAJOD5LhavnKp0ZbsTRP1WRAd5ug3Z1Jemw/1j85WA6/JA3DARkO9EhG1eDq/uwZHsFNGuCszczGIWhAhxFyoR1w09D+tOzBLJ/1RGZnfyFpKoDoXwFYTrVlcLl+x5kGhXHnIA1AihMg3sWksbjRT0pJSFgghxgHIEEIc1IscM5S7+jNTuwV3rJKj5sPmA9QEGVAXBI1d1csAkCOEiLVmeG5yT8r/fCdjvw9SyoNCiCwAqVDnHf3CGvMbWUz5f7KEy+UrBg83vAN14cWS2Z8NfsBSyq1CiIMA0oUQgLpAoynMOFWVk425XZUcNQ82H6DGUvJKEkxMtiSl3K38FqfDeJNSajnGA9hiZptMqIOHJN0nmd+oEdKVZa6xDVw1XzF4UNiqOkgpxDjFh9scNMPZwkTwoETfOVBXydWLmqWUi4UQg4UQW5ypSo7sT2k+8L1+/yEAWUKIA1DXBOYJIYw1H2CeatkSlFtTNcWA+iJOgpltqGXoCfWFicVSSoMtAZTaBwDq3xmd3xfmN7KYMmKnJX1cXTJfcahWajQbV8klWbE/cnE6zQcatDsGtPO6aK7EZBjYhHmKeim35qrxCwDE6ox4Ry2XZqLWxhTCmN/IIjr/byZbZChcMl8xeKCmSAew0NQGOlVyDfqJaEgpNevcsk8IGWRp8wHAePMB5qmWTfMnam7eHM2knKEmt6KWIB3AYgDTjG2ge8FBr1aT+Y0slQEzZSMdLpmvGDxQo7h7lRzZXU+oO4AZqlUAoK19ANCglot5igDr/0Sd4oodOY6UskBKmW7mirDmN0P/4gTzG5ml9MXLsWIyYJfMVwweyGotoUqO7I7NB6ipNJ9ricmtbnCKK3bk9DR9FvVrLZnfyBIGh+s3wSXzFTtMU2NkwPLmII2pkrM0YifXlQ514T7b2AY2bj7APOV+XPKKHTkvZdjoOABZBi6OMb+RSUpNutHadCNcMl8xeCCrtJQqObIvJRgwF4Cy+QDZEgNIMkqpoXwHwG4bTebK/NaCKBMMXmyGeRicIl+x2RJZq0VUyZFTYPMBMsXaDoSW5hdqmbYAOCClHGxkPfMbmZLWyMlJXTJfMXggi7WkKjlyLDYfIAtYW/vpFFfsyPkIITIBwETgADC/kRFWDCBjiEvmKwYPZJGWViVHjsPmA2QhzW+Rubk8rK2pohZEM9GpmcABYH4jA6wcQMYQl8xX7PPgJpTCvS2aZxQYCRDSGlmQc8kqOWqWPGUMmw+QJb5Xbs3VLMUCKLOinxa1EMoVY0sCB4D5jQyLh3pC0iQz2yUJITTDi5dJKXsq910yXzF4cANKIS/PRrsrAxCit/8WVyXX0tk7T5k4LpsPkKU0Hek7GdtAZ5jezfZPDrkSpbA3WEo5zsT6gzoXPpjfqAFlQlJTeSIW6jmJthrJay6Zr9hsyQ1IKQ9KKYWNFv3AoUVWybV09sxTxrD5AFlDuQK3FerZyo3RrGvsxQ9yQ8rFkWRjgYNisG6NKfMb2YOr5isGD2SOpkou39CCG1endbfRvWLtklVy1LzYfIAaKR1AsIkmA2kw3OmeWijlSnCamcABMHxxgvmN7MHl8hWbLZFJLbVKjpoPmw9QY0kpC4QQ4wBkCCF084imJguwfEJLcnPK70IegBKd9ueGxKLh/DLMb9QYccqt0ZpyV8xXDB7IrqSUZUIITZWcsQ7XTlclR83DiuYD2rlFmKdIl5RyqxDiIIB0IQSg7uMSC+B7nU6JRIB6FLdgWDZ8s8GrvMxvZAklOA3FjbwWJ4SQUDe7zdSfE8LV8pWQUjo6DeTCLKh50N3G4ARzSjOnAzYalpNchJIv0s197kKIHP3mTMxTREREjsGaB2oqt6ySI/ti8wEiIiLXxOCBGsXdq+TI7th8gIiIyAWx2RIREREREVmEQ7USEREREZFFGDwQEREREZFFGDwQEREREZFFGDwQEREREZFFGDwQEREREZFFGDwQEREREZFFGDwQEREREZFFGDwQERGRWxFCJAkhYh2dDlsRQiQIIZIcnQ4igMEDERERuREhxFwAkFIWODottiKl3A0gVgiR6ui0EDF4IHJTypW3UiGE1FtKNX+uOtvGCiHyDWxfKoTY4qj3QKYJIbYIIfKa8jmZyCf5yr7zdPJGvnLMBFu/F3uyxXki16Bcne8kpdzq6LTYmpRyMYBxQog4R6eFWjYhpXR0GojIjoQQwQBKlYc9pZQHzWyfDyAWQJqUMsve6TOShmAA4wFsllKWOSINrkBplhEHYAuA3VLKwU3Yl24+6WToqq3O55IBoADAOFNXd53lc7TleSLnpeS3PKh/59zyd0PJyzlSyk6OTgu1XKx5IHJzen+illTja7Z3ZJV/BoBMAO84MA02Y6+2ylLKAuUKa5MLSrr5xFhAIKUsUwLKmwCUAMgz067cKT5HW54nsg07fScyAGS4a+AAaL+bW/Vrj4maE4MHohbEwj/VErsnxLwcqAt62Y5OiI0k23n/tvrMLCp0KUHEYNwIIIKNbOpsn6Mz5G1Ss+l3QglixzuqtrSZLQQwz8T3jsiuGDwQkdORUm6VUoa4Q7tldxrxxYA0AMEwUrPgTp8j2Y6dvhPpAFpC4KC5CLQb6iaBRM2OwQMRkX257fCKyggwBwG41bCYZHf2+E6Mh/PUcDWHbKgDJqJmx+CBiMi+0hydADvbrdyyIEOWsul3QjP6l7nBINyMZuhWBu3U7Bg8EBHZiRAiB+qRq9xZjnLLJhRklp2+E4NxI4htEZSmSwUAXGrYZHIPno5OABG5JmW0lMFQd4gNBhAK9RCCDdodKwWGUKgLDVlSynRlsqNOynMFUsp0ZdtMAPHK87ullOMM7CsB6j/Og8rtRZ1N5inpMTgsbRPSvVlKmaaMsZ6sHLOTsn6h7rGU96Z7dTVBCJGnu28pZU8DxwsGoJkEKkw57vfK+O7O6oByGyyECNZ0yjf3OSrbJEA9hKq+3QDiNZ+Jkc9Bk3+AG4XRhU25+tyU86+8F81nXgB13tqiNO0y9pq5AHrhxshmwVCPFlSgs425PNhLeV265r3rrIfyunrrm5IeC9PU4HvR2O+EhRJgJniw93lszs9Jx0Gof8taRF8PciJSSi5cuLj5AkCqv+4WbZujbJ9gZH0w1OPlZxpYN1d5fbDe87FQF8ok1MMpzgUQp3e8WJ1tk5TncgwcIw/qAo2htCVojmHDdGvSskW5n2Tgtdr0Gzn3Wyw478FG0pYJIF8/bXrb5Bs6V43IJ6WW5hND+UvzmVr4OWYASDXwfKySjgy95zT5Z4tyTmL1Xqc51tzGnKcmnv8MJV/q558kQ+lR3k+e/jqoA6lS3TxmbR5UvgOpeus15y7OSPotTo8tvheWfieszLdJZrax63lsjs/JWL6z1XnkwsXSxeEJ4MKFi/0X3Cjc5SuFBFOLZltjwUOOqT9+U39oOn+sqTrPxRkpYJXCSPBgZN+aSc6MrW9KukuV1xssmCrvq0HBU/c9W/AZZZoo3Bk8FzrrnSV4aJBnDKVd81mZ2F8qDAeAmuMYC9Q0hS+DBUlT56mx51/JNxJGggtlvX6gk28sT+gUMPUDEUvy4JZG5lGr02NFmgwFZLYOHoz+XjUyzY06j82xf71tUwHk2+o8cuFi6eLwBHDhwsX+i6bQZeG2RmsecOPKmtErY0rB0OAVYCvTYbCgZ6IApAl8DF3pbGq6TRaqzRRKLQ0e8k2kP6exx7cyn9gjeGiQNqgDRlNBQCyMBw8m36fyHgwGJmY+J6vPv5JOaSitmryqrNcNls3VAgQb2qeFedBUEJMPA8FxY9NjRZoMfYdtFjzopM/Sq/V2OY/NtX+9bZMa833lwqWpCztME5E1MgCUSRNtcuWNjnzzjGzS1BFR8vSfEEJkQF0gHScNz45si3Sbm3E71Mx6cw7C+CRtTjuKjN5EVRbNSq58DmVQTzCXpD/ZlfIZZhp5ubmJ7DZD3f/C2uFAG3P+NSNM5RhZn6/sU/e8pAHGRwaSNyZyNNQXxNz5LZPGJ4LU9PHR15T0WJKmpn4vzNHs35pZpe1xHptz/7rbEjU7dpgmIosoBbxYWFZALIMyjKCBwrxFBUxjpF7HZqXT4VwAW6WBycicJd3myIYdw2NxoxNlnPJcsIlCh6NoR84xErgZMwjAHqibcEAIcRDqTq85UsrdVu5Llya47AXA4snpGnn+45Vbg2mV6o7W+p2t4wCUKZ2TjSmD4UK3uXPSmHPWlPQ09pi21JhZlu1xHptz//U46e8CuTEGD0RkKWuuIJYot4YK7SWwESUw2AP1aE0NRvNR2CrddqcUWNOgLtAdhHoiqANQF4SddUhGTQHaqlmklSvdIcooPIOhfn9zAcwVQuyGuhapMQUi3c/QKo04/7GA5UGTzpj8JdL0CE7NMrqWs6WnkVp8oZmBAzU3NlsiIktZU+jXFNhtFigYsQXqK4+GhgHVNLNwxnRrJ7bSeZwKdTMXSCkHSynTpZQHXaBgoDn3xpoZGaRpqiSlzJJSjpNShgAIgbopUAKUGolGaNRn2JTzr9/sygS75ysrOVV69L8TltAJ3BpTA+HqgsHgiRyAwQMRWUSnT4AlV3Q1V2Tt1lZfKewlAEjTP44SOMQraXCqdAPawmaczuMEqAvfW6Uy34WZ1zvFxHPKeU4AcFCamM/AyOtS9Z+XUpYpV8DHQT0PQGPep2auAGP9EAylp7HnXzPHRbyxbXVZmRftzpnSo/+daAR7961wRqFwsgCQWgYGD0RkjQzA9BVCpWAYDDs2dVCOkQn15GOGJkjSb3bkFOnWEYr6Vww1k2cZu3qvX7hrbMHa1t5Rbo01GTMl2dgKQ31XdJi7wjwe6mZs1jSjauz512xvstCr13nbbF5U1pvqg2BLzpIe/e+ENcrgBAGQA3SC4/ucUAvE4IGoBbGweYXRK3hKQf0gbowyY0gadGaMtpMtUBcYjBVak6FzRc7B6T6IhgWbWNy4aq3L2FVEzes1n02wiW2bwuKmH0KILVAXmgc3snNznJkCa5mR/cYby8dKAddgMzYLWXX+lQBlK4AME2mK03mdJi/uhlJoN/IazQzqtmQwfQ5KjzXfCUscwI0aJ3uzd/Moa/YfBwYP5AAMHojcnF6hxpKqfc32xq7kDVL226BNulJ4i4e6A6wxll4hDIWB9CrHjYWRDrXKVd4kNLyK2ZR0a0ZsMpVWY3/6mVAXlHWvTo/TaxqluYLdYJhYZRjaacpDTWE7TO+9GzxX1tDNJ6aCTcLN8wAAAqFJREFUTCFEqhAiH+rz0dOC5kqm0jbOUA2KECITN96zvgMAUvXTqDRjm4eG59aStDTl/E+DuvC9R/+9KJ95soHasXEASozkxQSo5yzQrzlpSh7UrDf6OTQiPU1JkyXfCWvkmEmHLnuex+bYv654WNE8j8hWhJTS0WkgIjtQCtEZaPhHVgD1hE9ZOtvGQv0npP/HVgZgs5QyDXqUwlpP1B+XPM9QMyKdwqbufktg4Kq1ECIP9ZuBlAFYKKVcrBQ28pT3oF+YiVVepzlOiJHgoqnpPiClHGwirdr1esdMg7rgWwb1RHf67zsW6s8rGOorsxeVVVlSyjLl85ynvPd0KWWBkePvNjHyVAMm8ol+QS5Y5/lsc82CLPgc46WUWUrgFoYb7zdM2X+DgqQQQkLdL2Gczut005Zu5DM3e54ac/71jpGEGzVemjTkG2lWp/8a4MYV5BzdgKypedDI+gIpZYMr9ZakxxZpUrYx+52wlOZ3QUopTGxj1/PYnJ+Tsn0s1B38Df7OEdkTgwciInIJusGDo9NCzkUpvKdZ03HflSnB1zj9CxVEzYHNloiIiMjVZeJGx/eWIA1WDo9MZCsMHoiIiMjVZUE9Cpbbz/egNFkKtnJEMSKbYfBARERELk1p978QJkaNciMtrZaFnAyDByIicno6V5Rb4nj+ZAFlgsF4vVGc3IrSqb2spfTtIOfE4IGIiJya0hm2VHkYJ4QoNTSsKBHUw866Ze2DEkCnccAAcjSOtkRERERuQ2d+DXtOVNnslIC5wTDBRM2NwQMRERG5Fc2Efe5S0FYCImOzrhM1KwYPRERERERkEfZ5ICIiIiIiizB4ICIiIiIiizB4ICIiIiIiizB4ICIiIiIiizB4ICIiIiIiizB4ICIiIiIii/x/Q4zzJG24YDMAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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qEiS5yuis/D064kulsLAQBoOhXV8EykNNd57G0Ffl5uZiwIABbn12Orp1rz3H02q1AJoGOEprZWpqKkwmE7RaLQwGg9NrUQnsffnBx2g0wmw2N6mEMJlMzU5n3Zmo8Z776nG9dW7uUPs7xJc/Px2NLQ8EAD5R896VtaY2Rqm5vvZL02g0Ij09HSaTqUPmpVcerAYOHKjK/pRzddUCoTx0t3RO5eXlsNls7X7Ad8ZkMrUra6jypdQZAwd3W4icqamp8fkauIKCAkdNvLPWLeWhxxO18Y0pD1DuUMrYeJvc3FxkZmYiKyvL7S5XzrrS+JK0tDTk5eU57nk6nQ65ubkoLS31StcyNbX3PffF4yrTcnvr3FqjvfcrX7/feQKDByIPcTepjHJDvfZBNC0tDXq9HmazudX5E8rLy10GBcoXsto3RVc1Ue48tCn9YltqwcnJyYHFYkF0dPRVtZKpqanQ6XROM6OWl5fDarW2KyBTAiB3uyzl5OQ4/s42mw16vR4Gg8GREKuoqMhRg6yMQ7FYLNBoNDAajbDZbFiyZIlj7vO2JslSHjzVkJWV1a4ArCPp9XpHXgBnlPfQWX/ojqL0sXan9vXaINVsNjvOy52/vVKBYTAYHEnWPB0suctkMqGsrAxWq9XRAqHX69ucwNGXtOc998XjNg7MvXVu7khMTITZbEZpaWm7xvtUVVV5PODxNey2ROQh7nZdKioqcnozLS4uhkajQXp6equaepcsWeKymb8jmo6VPq0tcfXwYrPZHN2KnN3ws7OzkZWVhczMzGYH4LXUXUWNlhwl8HL14Gmz2RzBTEZGBjIyMqDX6x3XhtlsRlZWFjQaDbKzsx3vW1ZWFkwmE3JyclBYWIj8/HwYjUZkZWUhOzsbmZmZbapJzsjIaPescBs3boSU0mcDB+D/kk+1JC8vDxqNxiuJnxq//84orW+NP8euuvxd+9kzm82wWq2O9dvaBdITGo/LyMjIQFZWVqfLVt+Str7nvnjcqqqqqyqdvHVurijXfXNjaRorLCxscbnFYvHZoNtTGDwQeYiSwbIlVqsVOTk5WL58ebPLNRoNysrKoNVqkZqa6vImqBzT3VpJQN0m5MTERJc1hcoMR86CjFmzZjkyejbHZrM5suPm5eU1Kb/RaGzxRp+fn9/u2ndlIJ6rGrRZs2YhNTX1qmBFGaTeuBZYGcDd3Pu2ZMmSqx5wPd1vuL3a2l3Gne0KCwub/UwYDAZHLXZzzGYzysvLnWakzc3NdflZaw8liGzpc6p03WluHWefWeV8lcDJZrM5xkNkZGS0eDylxctbdDpdm4NiZ9eBNzgrf3vf87Zq73H1en2zY24at7p669xcSUtLQ1paGrKzs52+L+Xl5S4rGsrLy7t98OD1XAb8YZ6H7iAjI8ORfEan00mj0dhsdsvWZGRW5qRuLklUdXW1NJlM0mAwXDX/e0t5HpT5ytWc517JJOpKWlpak/UsFosjo3RLGp+fXq9vNs+Cs3m9i4qKWkyU5S64kdFWScjmbD74xueBZuYaV+YovzbpnpLMy1vczTCt5Bxo7fXl7nauMgsrGW+v3Y/yuXM2t7uaGaY1Go3TXCJKZvfmrnclqeS1uRxaSuSWlZXlyJegnNu1nwMlU/u1lMy+cJK00Z3zkVK6zE2j5HZpTLmeysrKHPP9N/5Rjqmc37XUfL/aeg7XLnd2j2nLe65Gudpz3OayZjd3z/XWuSnLG1+Xje9RSrmaO35ZWZnLZJfK/jsyH4w3wc08D8K+LvmimJgYuXfvXm8Xg1SQnZ2NxYsXO5p2c3NzUVBQAKvV6ngtMTER2dnZrarRUKY5zcvLg9VqhVarhUajgVarbbaP96ZNmzBz5sxm95WZmYn8/HyUlZWpVqtSXl6OhIQEuHOfyc3NRVFREbRaraPmJzMz0+2uCjabDQMGDEBZWdlVLQDKVIDN7Sc9PR1ardbpeAh3KOdoMBhaHMip5H9w1RKj7O/apvHCwkKkp6c3+VtmZ2ejsLAQFoulzefQHs6uKavVivT0dNhsNlRVVV1V06fT6Rx9o5ubarQt29lsNiQkJECv1zttQQDs400at1DpdLoWP3fKfquqqlBZWdmmMUEJCQlX1YRrNBoYDIZmy5mbm4uysrKrBjW3NKZFmWlJGROgjG3KyMiARqNBYWEhlixZ4qjlvfY8CwsLHVNEA8Dp06excOFC6PV6CCEc9xODweD4nDR3PosXL3Z0QYmOjr6qdlqj0SAxMdHx+Whue2W5cj0p56R8bpT7gs1mg8VicXTBUrrvKdy9Dlxpzzk4W67T6Zr9/LfmPW9vudp63Gu3U1pMNRoNMjMznX5+PHluzq7L5OTkJvco5XtT+c5Uju/q3K1WK6Kjo1FdXd0lB00LIcqklK4H77kTYfCHLQ/UNbhbS6wmnU7XpLa8I5hMpmZr+FrKogs3M2C7Oi7czNbrTq2W0Whs9jwyMjKareXV6XRu7bejeOOa8oaCgoIOz3JN9uvJYDC4dU17Kvs4dW5q3qOUFv2uCswwTUTedunSJcyePRvPPfccampq3N5OSoldu3bhlVdewY033ojJkydj/vz5iIuLQ0hICMaPH99kMF5RUVGrErQpienaO9OHUuvVUo2VUuPmTmKroqKiZltJmpthS2lVUcaN+Eo/767Il2cm6kr27dsHs9nsVl94pSXFlwd+U9diMplUm6GuM+NUrUTULvX19Th58iR27dqFnTt34ssvv8Tu3btx7tw5nDx5ErW1tQDs3Q5Wr16N9PR01NXVwWKxYPDgwThx4gSOHDmCAwcO4J133oHFYoHNZsOFCxeuOs7w4cMRExODCRMmoLS0FKmpqRg9ejTuv/9+REVFYd++fYiIiMDHH3+MIUOGQK/XY82aNU67PbXlS0AZgG61Wh3dhJSH+paasDUaTYvLc3JyHF0vSktLmzw4KXlCrp3NqbCwEBqN5qqpOztjronO4PTp094uQrdw9uzZVncH8fWcFdQ1KJnbOyLPUmfD4IGI3Hbw4EEcOnQI+/fvx9dff42KioomfXj79++PYcOGYcSIEZg3b54jN8X69euxYMECDBkyBFJKnDhxosn+R44ciZtvvhlBQUGIj49HSkoKAgICEBgYeFWeipqaGjz22GN49913r5oC95tvvsHHH38MAOjXrx9GjRqFJUuW4OzZs+jbty+EEADsDxtms7nVYx3y8/OvquVUvkzcqSVdvHgx8vLyrvriUfI1KEGMsr9rAx7lmNe+fvr0acdrubm5XplmlEhNyhiHwsJClw9pyrgHXvfkCZmZme0aH9eVMHggoqvIhgG533//PTZs2ICTJ09i7969OHz4cJNBd8OHD8eiRYswduxYJCYmIiYmBpGRkY6HdMUvfvELxMfHIy0tDWfPnkV9fT2Sk5OxZ88eJCcnIzQ0FOPHj0d0dHSTbZvTt29frFixAitWrMCZM2dw+PBhXLx4Eb///e+h0Whw5coV7Nq1C/v27cPs2bMB2DNnR0dHY+rUqQgICEB8fHyru6EoAwSLi4sB/F9+CXdq+7OyspCTk+NIEKdkKW0ceChdY64tV1VVVbMPUpmZmcjMzEROTg70en2XHMDnC3JycthVwYPKysqQmpoKq9XqNA9Abm4ujEajI3kiUUdSWnm7Uq6R9uBsSz6Msy2R2hrPjCOlxKFDh/DPf/4T/v7+KC8vx3fffYfPPvsMAQEBqKurc2wXHByMsLAwzJo1CzfffDN69uyJ8PBwjBw5Er169XLr2EpyqpZmJFLbhQsX8Omnn+Kbb77BoUOHsHv3bpSUlKC+vh5jxozBG2+8gSlTprgVsChycnIc5+BqLvPuoKUZvLqKxt3KqGM1vp7MZjMKCgqaBAdKskV2HyF3tPcepXRX9eR3l7e4O9sSgwcfxuCB1HTs2DG8/vrrGDBgAD755BNs2bKlybiC4OBgXHfdddDr9YiIiMD48eMRGxuLkJCQVj1gO1NeXo68vDyvPnB/9dVXmDx5suP30aNH44EHHsCTTz6pyjl2N90heCDP4fVEamvvNaUkWu0OEya4Gzyw2xJRF1RbW4stW7Zg586d2LRpEyoqKnD48GFHl6To6Gjcf//9iIyMxPTp0xEcHIzBgwcjJCSkQ8uldK3x5sw1gwcPhslkwq233op169YhLy8PWVlZqK6uxh//+Ef4+XESOiIisld4dZfAoTXY8uDD2PJA7rp8+TL27NmDlStX4siRI/jss89w8uRJx/JZs2Zh2rRpGDJkCG6//XaEh4d7sbS+RUqJBx54ACtWrECPHj0wZcoUJCQkYNCgQYiKisLYsWMRHx/PoMIJ1hSTmng9kdp4TbmPLQ9EXZiUEvv378c777yDTz75BNu3b3dMiRoeHo6pU6fi1ltvxYwZMxAWFoY+ffoAsN9EGThcTQgBk8mEG264AZs3b8aWLVvw6quvor6+3rFOREQEIiIicPvtt+P222/H8OHDUVtbC41Gw6CCiIi6FQYPRJ1ATU0NvvnmG6xbtw5ffPEFLBYLfvjhBwBAZGQkbrnlFkybNg0LFy5kcNAG/v7+uOeee3DPPfcAsAdnx44dw8mTJ7FlyxZ8+umnKC8vx+LFi7F48WLHdv3798f06dNx/vx5xMTEYPjw4ejZsydCQ0Mxd+5c1NbWwmazscmbiIi6DAYPRD6kqqoKW7ZswdatW1FTU4OzZ8/i/Pnz+Oijj3D+/Hn06NEDer0eqampmDJlCpKTkxEXF8fab5UJIRAeHo7w8HDEx8fjV7/6FQDAYrHgiy++wJ49eyClxNGjR1FSUoIzZ87g888/v6q1orHIyEiMHj0aQ4cOxfDhwzF48GAEBwdj5MiRGDVqFPr3749Dhw6hpqYGcXFxuHTpEgIDAz15ykRERG5h8EDkZadPn8bbb7+NdevWYfPmzaitrYW/v7/jQTQiIgI/+9nPcPvtt+P666/H4MGDvVzi7is6OhrR0dHNLpNSoqamBrW1tXj33Xdx5MgRAEDPnj1hsViwb98+7N+/H6tXr8aVK1ecHkOZJler1WLKlClISkpCYmIiIiIiMG7cOAaKRETkVQweiDzo8uXLOHjwIIqLi/H5559j3bp1OHv2LABAo9EgPT0dGRkZSExMxKVLl1BfX39VZmXyXUIIBAcHIzg42NFS0Zzq6mqcO3cONTU1qKysxLfffova2lpHd7Ndu3ahV69eOH78OLZu3YqPP/7YMUtWVFQU7rvvPowbNw4zZ85EcHAwevbs6ZHzIyIiAhg8EHWoixcvoqqqCrt27cLq1auxbt062Gw2APaMxwaDAaGhoVi0aBGSkpKuehDs3bu3t4pNHWjAgAEYMGAAAGDMmDG4+eabW1zfZrOhoqIC27Ztw6pVq/C73/3OsSwwMBBTp07FmDFjEBAQgOHDhyM+Ph6jRo3C0KFDO/Q8iIioe2LwQKSys2fPYt++ffj444/x4osvorq6GgDQt29f3HHHHUhKSkJycjKuu+46JiUjlzQaDVJSUpCSkoLs7GzU1tbi888/x1dffYVTp07hiy++wMqVK3H+/PmrtvvlL3+JpUuXup0BnIiIyB0MHohU8P3338NsNiMvLw+ff/6540Hutttuw6xZszBy5EjMmjWLrQnUbr169UJqaipSU1Mdr125cgUXLlzAiRMnYLVa8f7772PZsmUoKirC3LlzERcXh549e2LUqFEYPXq0Y+peIiKi1mLwQNRKVVVVqKiowO7du7F79258/fXXqKioAADodDrcddddSEpKwsyZMzFmzBgvl5a6Az8/PwQFBUGn00Gn08FgMCA1NRUvvfQSXn75ZVy6dOmq9SMiIjBs2DCcPHkSly9fxqxZszB16lSEhIQgJCQE/fr1Q79+/TB48GAEBAR46ayIiMgXMXggckFKicrKSnzxxRfIz8/H+vXrcfnyZQBAv379kJSUhGeffRZz5szB9ddfz65I5BPmzZuHefPm4fz58zh8+DBqa2uxb98+7N27F3v37sWxY8eQnJyMM2fOYMWKFfj73//eZB+JiYnIyMhAfHw8Jk6cyMHZRETE4IGoOZcuXcKXX36Jjz76CO+88w6OHTsGAAgNDcVTTz2FGTNmYOzYsYiIiODUmeTT+vTp42gBmzRpUrPr1NQSnsY8AAAgAElEQVTU4OTJkzh16hSOHj2K/fv3Y+3atfj++++RkZEBwJ4Q75lnnsH999+PgIAABAUFeewciIjIdzB4III9WNi1axeWL1+OHTt2YOvWrQCAHj16ICUlBb/97W+RkJCApKQkBgvU5fTt2xd9+/a9KhN2VlYWpJT49ttvUVJSgt///vd48skn8eSTTwIAJkyYgLi4OPTr1w979+6Fn58fpk+fDn9/f0gpMWrUKG+dDhERdSAGD9QtSSlx5MgRrFmzBmvWrEFZWRkuXryIoKAgDBkyBL/85S8xbdo03HrrrQgODvZ2cYm8QgiB8ePHY/z48ZgzZw7eeOMNVFdXY+fOnejRowc+/fRTnDhxotltAwICEBUVBa1Wi9GjR2PMmDGIiIiARqNBfHw8QkND4e/vz2CciKiTYfBA3UZtbS02b96MPXv2YMWKFdi+fTsAew3qvffei6ioKDzwwAMYNGiQl0tK5HuGDh2KZ555psnra9asQVRUFOrq6mCxWFBXV4eDBw9iz549qK6uRlVVFdavX4+33nqrybYBAQEYOXIkxo4dC51Oh8uXL0Oj0SA2NhZRUVGoqamBv78/rr/+eg7cJiLyEQweqEs7evQo1q5di9LSUqxZswbnzp0DAIwfPx4vvPACZs+ejQkTJnCQM1EbDRw4EImJiQCAyZMnN7tOfX09rFYr6uvrUVVVhd27d+PQoUO4dOkS9u/fj127duGDDz5wTETQnJiYGMTGxkKr1WLkyJEIDAxEeHg4EhISEBQUBCklQkJC0KNHjw45TyIismPwQF3KlStXUFJSgo8//hgffvghdu3ahfr6evj7++Puu+/GTTfdhIkTJ2Ls2LHeLipRt+Hv74/Ro0c7fp82bVqTderr6+Hn54cLFy5g8+bNOHfuHC5evIjLly+jsrISZrMZJSUl+OGHH1BfX+/0WKGhoRg3bhwef/xx3H777R1yPkRE3RmDB+r0Ll68iA0bNuCDDz7Ahx9+iOPHjwMApk6diqeeegqzZ8/GDTfcwL7VRD7M39/+dRQUFIQ5c+Y0Wf673/0OgD2De01NDaqrq3HmzBls27YNdXV18Pf3x44dO1BZWYkNGzZgw4YNCAsLw+XLl3HixAnExcXh8OHDCAsLw9ChQxEVFYUhQ4agV69e6N+/P+bOnYuoqCiPnjMRUWfE4IE6JYvFguXLl+O7775DcXExampq0LdvX8yZMwdz587FrbfeCq1W6+1iEpHKgoODERwcjKFDhwIArr/++ibrKJnea2trUVVVhc8//xynT5+GVqtF7969YbFYsGPHDpw8edKxzWOPPYaJEyciPj4eiYmJuOOOOzBs2DCPnRcRUWfB4IE6BSklvvvuOxQVFaGgoABbtmxx9HH+2c9+hjvuuAMpKSkIDAz0dlGJyMsWLlyIhQsXulzv3LlzqKmpwdmzZ/H6669j06ZNyM/Px6pVq/Doo48iJSUF8fHxGD9+PC5fvow777wTAwcO9MAZEBH5LgYP5NMOHDiAzz77DC+99BJ27twJAIiNjcUzzzyDyZMnY/bs2eyORERtEhQUhKCgIISGhmLp0qUA7BUVX331FR599FGUlJRg48aNjvUfeughjBs3DgaDAaGhoRg0aBDCw8MxdepU9O3bF5cvX+aAbSLq8hg8kM+5ePEi3nvvPbz55pv49NNPAdinU126dCluvfVWjB49mrMjEVGHEEJg8uTJKC0tBQAcO3YM1dXVuHDhgmNc1V/+8hen28fFxWH69OkYNWoUtFotwsPDERQUhHHjxqFXr14MLoio02PwQD6htrYW7777Lt5++21s3rwZFy5cgE6nw+zZs3HPPffgpz/9KQMGIvK4sLAwhIWFAQASExPx3//936irq0NdXR1OnTqF8vJyfP311/jss88QGRmJgwcP4tVXX4WUssm+hg4ditGjR2P+/Pm44447EBER4enTISJqNwYP1CGKi4sdNXi9e/dudp0rV66guroaOTk5WLFiBU6dOoX+/ftj0aJFuO2223DbbbexSxIR+RQhBHr27ImePXsiKCgIUVFRuPPOO69aR0qJY8eO4fjx4/jhhx9gtVqxevVq9OnTBzt27MBnn32Gxx9/HDt27EB9fT2GDx8OjUbjpTMiImodBg+kqsOHD+PJJ59EQUEBAKBnz564/vrrkZaWhkcffRRSSnzzzTdYs2YN3nrrLVRWVgIAUlJSkJ2djdTUVAYMRNSpCSEQHh6O8PBwx2uPPfYYAKCurg6ffPIJ5s2bhwkTJjiW33vvvUhISEBYWBjmzZvH7k1E5LMYPKhMCKEDkA3A1vCSDkCJlDLHe6XqeFeuXMGzzz6LpUuXokePHvj1r3+NG264AZs3b8Y777yDJ598Ej/++CPeeOMNHDp0CEIIGAwG/PznP0dKSgpSUlLYLYmIuryAgADcfvvtWLVqFb7//nt88803WLt2LT744AO8+eabAIApU6Zgzpw5CA4Ohkajwd13381ggoh8BoMHFQkhDABMAFKllNZGr2cJIcqklAneK13HkFJixYoVeP7553HgwAHceeed+J//+R/odDoAwNy5c/H3v/8dly5dwjPPPIObbroJzzzzDG677TaEhoZ6ufRERJ4nhMB//Md/OH6vq6tDjx49cPz4cRQUFOC//uu/8OWXXzqWP/fcc4iLi0O/fv0wZcoUTJgwAUOHDkVERAT8/f1Z8UJEHsXgQSUNLQ5FABIaBw4AIKXMEUKkCiEKpJTp3imh+jZv3oxHH30UO3bswHXXXYc///nPSEtLa/JFFhERgerqaixbtgwPP/wwv+iIiBoJCAgAAISHh+Pxxx/Hvffeiz179kCr1WLr1q14//33ceDAAfzwww/43//936u2HTFiBPR6PWJiYhAcHIz4+HgMHjwYY8aMQWBgIO+3RKQ6Bg/qMQKwSinLW1heJITQXRtcdDb19fX44x//iOeffx69e/fGsmXL8NBDDzkdq2A2m9GnTx8EBQV5uKRERJ2PRqPB5MmTAQAxMTG49957Adhbevfv34+ysjIcP34cJ0+exPbt27Fp0yasWbOmyX769++P6667DlOnTsWwYcMQEhKCyZMnY9CgQZ48HSLqYhg8qEAIoQGQBiDX2TpSSnNDDVA2gEwPFU1VUkr84x//wNKlS7Fz506kp6fjpZdewtChQ1vcLiQkxEMlJCLquoQQGD16NEaPHn3V61euXMGlS5dw+PBhbNmyBT/++CMuXryI3bt34+uvv3bky1EMHjwYcXFxMBgMMBgMmDRpEieqICK3MXhQh6HhX4uL9WyN1u1Uvv32WzzxxBMoKipCr1698O6772LhwoXeLhYRUbfn5+eHwMDAZgMLKSV+/PFHVFdX4+jRo9i8eTOsViu2bt2KrKwsAPZM23379sXIkSMRExOD+fPnY+jQoTh//jxiY2Nx4cIFDBw4EL169fLG6RGRj2HwoI6khn9ddUeyAtALITRSSpuLdX3C5cuX8fLLLyM7Oxv19fXIyMjA008/zeRGRESdgBACGo0GGo0GI0aMwLRp0xzLjh07huLiYpSUlODcuXOwWq14++23sWLFimb3NWTIENx8882YMWMGIiIicPbsWUyaNAnDhw/30NkQkS9g8KAOJbuPq4CgquFfrRvret2WLVuQlZWFL7/8EikpKVi5ciWioqK8XSwiIlJBWFgY7r77btx9992O186ePYsNGzZASon6+noUFRXhyJEjGD9+PPbu3YuCggKsXLnyqv2MGTMGwcHBCAwMREJCAgYPHoxx48YhKCgIU6ZMcZoolIg6JwYP6tC2cn2fTiV66NAhZGVlIT8/H/3798fLL7+MRx55hPOMExF1ccHBwZg3b57j97S0tKuWX7p0CTt27MD333+PmpoaHDlyBCUlJbh48SJOnjyJv/3tb7h48aJj/UGDBmHQoEFYsGABDAYDAgICUFVVhVtuucVj50RE6hJSSm+XodMTQhTBPpYhoYXZlhqvlyqlNDtZJwNABgCEhIQk5Ofnd0CJm3fx4kW89957ePvtt1FfX4/58+dj0aJFCAwM9FgZqGPV1NSgb9++3i4GdSG8pqixuro6nDt3DkeOHMGePXtQUlKC0tLSJuv17t0bCQkJmDRpEkaOHIlJkyZBCMHriVTHa8p9KSkpZVLKRFfrseVBHaq1PEgpc9Ewa1NMTIycOXNmO4rlnrq6OphMJjz77LOorq5GbGws1q1bh+jo6A4/NnnWpk2b4IlriroPXlPkypUrV3D8+HGUlpbizJkz2LVrF06ePImNGzfiiy++AADceeed+NOf/gQAvJ5IVbxHqY/Bg3f4zHiHjRs34pFHHsF3330HnU6HtWvXYsaMGUwsREREqvDz80N4eDjCw8ObLLNarVi5ciWWLFmCjz/+GDNmzEBtbS1uvPFGR/I8IvItnNhZHY0HQrdmfa+4cuUK8vLyMGnSJNx44404c+YMXn/9dezbtw8zZ85k4EBERB6h0+nwhz/8AUeOHMHEiRNRVFSEOXPmYNiwYXjxxRdx6dIlbxeRiK7B4EEd7rYkKMGFV1oezp8/j2XLlkGv1+Ouu+5CXV0dXn31VRw4cAAPPfQQB0QTEZFXDB06FFu3bsWqVatQWFiI2NhYPPHEEwgMDERSUhIef/xxFBcXo66uzttFJer2GDyoQ8nvoHOxnjLWwaMtD0ePHsVzzz2HyMhI/OpXv0JtbS1ee+017Nq1C7/85S85jR4REXmdv78/IiMjMX/+fGzcuBEff/wxFi1ahKCgIJhMJhgMBoSFhcFoNGL37t24cOGCt4tM1C0xeFBHScO/rqZg1QGweSJBnJQSxcXFSElJwbBhw/D73/8eU6dOxebNm7F79248/PDD8PPj209ERL7plltuwT/+8Q9s2rQJp0+fxj/+8Q+EhYXhN7/5DcaNG4dhw4bh//2//4cPPvgA+/btA2ePJPIMDphWhzLtqtPpiYQQSmDRYXOvXrp0CR999BHeeOMN7N69G4cOHcLQoUPxpz/9CT/5yU8wZsyYjjo0ERFRh+nTpw/uvvtu3HXXXaioqEBZWZljoLWib9++uOOOO5CZmYnrr78e/v58xCHqCB32yRJC9JNSnumo/fsSKaVNCFEIYAGATCerLWj416TWcW02G1atWoX9+/dj27Zt2LFjBy5duoRBgwYhPj4eTzzxBB566CH06tVLrUMSERF5TUBAAJKTk5GcnIyHH34YNTU12Lp1K7Zt24bdu3fjo48+wltvvYWAgAA88sgjeOSRRzBq1ChOBEKkonYFD0KI4WhIegZ7lxwNGvX7b/iw2mDv429t+PkUQHEXDCyyAViEEGlSysJmlmcCyG0pidy1zp49i1WrViEyMhInTpzA2bNnUVxcjN27d6OyshI1NTUA7BlBo6KicN999yE5ORk///nP0bNnT3XOioiIyEf17dsXqampSE1NBQCcO3cOhYWFKC4uxksvvYSXXnoJISEhCA0NxZw5czB9+nSEhoYiOTmZAQVRG7U6w7QQoh/stei/ATACQCWActgDAwvsgULjPv0a2GcZigagB5AIoD/sXX3+JqV8r32n4DuEEGkAjLBnkLY2et0Ie5A1qzXjHYQQTd4cIQQSEhKQnJyMkJAQTJ48GbNnz+ZNkNzCZDmkNl5TpCa1ricpJb744guUlpaiuLgYBw8exLfffutYHhQUhKSkJMyaNQtz587F+PHjOQ6wi+I9yn1CCPUzTAshngKwGEAR7DXtZinlj20o3AjYH6Z/K4TIAZAhpdzY2v34GilloRCiHEB2o1YXHYASKWVCa/c3YMAApKenY/r06Rg2bBgGDRqEMWPGsB8nERFRC4QQmD59OqZPn44nnngCAPDvf/8be/bswddff409e/Zg+/btePbZZ/HMM88gKCgIsbGxGDhwIMaNG4cbb7wRiYmJGDx4sJfPhMj3uPUUKoSIB1DQ8DOiLQFDY1LKSgDLASwXQugA/E0I8ZCUcmF79usLGlocnI17aJWQkBCYTKoNkSAiIuq2QkJCEBISghtuuMHx2g8//IAPP/wQ3377LXbt2oXS0lKsX78eS5cuBQCEh4djyJAhMBgMmD59OqKjoxETE8PWfurWXAYPQogHAaTB3hWnUu0CNDxszxZCpAkh/gUgU0p5UO3jEBERETU2ZMgQPPjgg1e99uOPP8JsNuPgwYMoLy/H4cOHsXTpUhiNRsc6ycnJOHXqFObNm4fMzEzExMR4uuhEXtNi8CCEmA9AI6W8qaML0tDlxwwgVwiRxQCCiIiIPK1///6YP3/+Va/9+OOP2LFjB4qLi1FSUoI9e/bg4MGD+Otf/4q//vWviIyMRFxcHEaOHImHH34YI0eO9FLpiTqeq5YHm5TyBY+UBPYpTwEsaOgmddBTxyUiIiJypn///rjhhhscXZ6uXLmCs2fPYt++fVi/fj2++eYbfPXVV1i/fj1ee+01jB07FvX19ZgzZw5iY2Px/fffY+7cuZg4caKXz4So/VoMHqSUxZ4qyDXHrfDGcYmIiIhc8fPzQ//+/ZGUlISkpCTH68eOHcPvfvc7HDt2DCdPnsRf/vIXXL58GQDwl7/8BQcOHIBWq/VWsYlUwWl7iIiIiFQQFhaG5cuXO36vq6vDwYMHsWfPHsybNw9jx45FZmYmJk+eDL1ej9DQUC+WlqhtvDKpsRCixBvHJSIiIvKUgIAAjBo1CnPnzsWLL76IPn364M9//jNuueUWDBkyBFFRUVi0aBHeffddRwsFka/zVkYUnetViIiIiLqG//zP/0RlZSVOnDiBjRs34k9/+hPi4uJQVFSEn/70p4iNjcVjjz2GN954A+fPn/d2cYmcUq3bkhAiDvb8BomwZ5V2RutiOREREVGXNHDgQMycOdOR9fjKlSt477338Ic//AGvvPIKAHugMWbMGPz0pz/Ffffdx3ES5FNUCR4aZkcqa/jVCntm5eZoADCzChERERHsg6/nz5+P+fPno76+Hhs3bsRbb72FnTt34qmnnsJvf/tbTJ8+HYMHD0bv3r0xdepUTJ48GWFhYejfv7+3i0/dkFotD0bYk7std7kmACEEO/YRERERNeLv74/U1FSkpqZCSokvv/wSa9euxfr162GxWPDvf/8bK1asAAAIITBkyBCEhoZiyJAhGDJkCG688UYsWLAAvXr18vKZUFemVvBgczdwaMCpWImIiIicEEJg6tSpmDp1KpYuXQrA3sWpoqIC27dvx+HDh3H06FGcOHECP/zwAyoqKvDmm2/iiSeeQGRkJCZMmIDRo0dj1qxZmDRpEnr37u3lM6KuQq3gwdKalaWUiSodl4iIiKhb8PPzQ0JCAhISEposk1LCbDbjzTffREVFBdatWwebzYann34a/fr1Q2xsLK677jpERUXh4sWLmDRpEiZPnowBAwZ44UyoM1MreOA4BiIiIiIvEUI4ujwB9mBi9erVWLduHQICAnDo0CEsX778qpmcevTogcGDB+Oee+7B9OnTMXPmTPTp08dbp0CdhFrBQ54Q4gEp5RvurCyE+JeU8iaVjk1EREREjQghsGjRIixatMjx2pUrV3D06FF8//33OH78OLZu3Yo333wTzz//PJ5//nkAwIgRIxAZGYno6GjMmDEDU6dOxbBhwziOghxUCR6klBVCCK0Q4kkAuVLKMy42YbclIiIiIg/y8/NDREQEIiIiAAA/+clPkJOTgwMHDqCyshLr16/HkSNHcOLECaxdu9YxONvf3x8xMTEYOXIkpk+fjoCAAAwfPhxhYWGIioqCRqNBQECAN0+NPEi1PA+wj3vIBGAUQthgn7K1ORowzwMRERGR1wkhMGrUKIwaNQqzZ892vF5fX4+9e/di7dq1qKysxJEjR/DZZ5/hgw8+aLIPrVaLzZs3IzY21pNFJy/pqDwPAOBsBA4znRARERH5MH9/f4wbNw7jxo1zvFZfX4/z58+jqqoKFosFNpsN+/fvx9NPP43nnnsO+fn5XiwxeYqaeR6ypZQvuLMy8zwQERERdS7+/v7o168f+vXrh+HDhzteP3fuHP74xz9i586dmDBhgvcKSB7hp9J+bO4GDg2Y54GIiIioC3jiiSfQr18/PPHEE8jLy0Ntba23i0QdSK3goaQ1KzPPAxEREVHXoNVq8etf/xrFxcW46667kJycjCNHjni7WNRB1AoeBqq0HyIiIiLqZJ5++mlYrVasXbsWFosFMTExWLRoEUpKWlW/TJ2AmnkefiKlXOvOyszzQERERNR1+Pn5YcSIERgxYgS++uorLFu2DO+88w7eeecdzJgxA3q9HvHx8YiPj8eYMWPg56dW/TV5mirvnJSyAoBoyPPgDnZbIiIiIuqCxo8fj9dffx0WiwWPPPIIampq8Oqrr2LRokUYN24cRo0ahcWLF+PSpUveLiq1gVpTtb4O+xSsGiGEEfbpWp3ledCBeR6IiIiIurSBAwfilVdeAWCf5vW7777Dtm3bsGLFCjz//PP47rvv8Itf/ALR0dEYPnw4+vTpAyGEl0tNrqjVbWkh7AGBDcCPsI+BcDYOQgNAqnRcIiIiIvJx/v7+GD9+PMaPH4/77rsPS5cuxVNPPYX333/fsU5MTAzuuOMOjBkzBnfeeSf69+/vxRKTM2p1OLMCSJNSat34YSc3IiIiom7s17/+NU6ePImvv/4ay5cvx0033YQzZ87AaDTiF7/4BfR6Pfbt2+ftYlIz1Gp5qAJQ3or1K1U6LhERERF1QoMGDcKgQYOQnJyMBx54AABQXV2N7du3Iy0tDTExMRg6dCji4+MRHByMe+65BykpKQgMDPRyybs3VYIHKeXsVq4/Uo3jEhEREVHXMWDAAKSkpKCiogKrV6/Ghg0bsGfPHpw7dw55eXnw9/fH3XffjXnz5mHOnDno1auXt4vc7ajV8kBEREREpIrIyEgsXrwYixcvBgBcunQJ+fn5KC4uRl5eHlauXAkAiI2NRXx8PObOnYtRo0Zh7NixbJnoYF4JHoQQJVLKJG8cm4iIiIg6l549e2LRokVYtGgRXn75ZfzrX//C+vXrcejQIbz33ntYvXo1ACAwMBATJkzA5MmTkZycjHPnziExMRF9+/b18hl0Hd5qedB56bhERERE1IkFBwcjLS0NaWlpAOzTwH711Vc4duwYvvrqK2zfvh2vv/46Xn75ZQBAZmYmQkJCMGLECEydOhUDBgxAeHg4wsLCEBgYiNDQUMTExDBxnZtUCx6EEHEAMmFPANdSHgeti+VERERERG7x9/fHtGnTAAALFiwAANTW1sJisaCgoABCCHz77bf47rvv8PLLL+Py5ctN9nHHHXegsLAQfn5+zDXhglpJ4uIBlDX8aoU930NzNAD4jhARERFRh+nVqxdiY2MxY8YMzJw50/G6lBK1tbU4fvw4jh07hrNnz+LDDz/Ea6+9hqCgIPj5+SE0NBS9evXCxIkTceONNyIsLAxTpkzBoEGDvHdCPkStlgcjgEwp5XJ3VhZCNA35iIiIiIg6kBACgYGBGDFiBEaMGAEAuOmmmzBz5kxs2LABgYGBOHnyJLZt24aCggIUFBQ4ttVqtYiIiIBOp8MNN9yAy5cvo3fv3ggJCUFkZCSCg4MRGRnZ5cdXqBU82NwNHBpUqHRcIiIiIqI2E0IgPT0d6enpjtfOnTsHq9WKnj17Ys+ePaisrMTevXtRVlaG9957D++9916z+/Lz80NwcDAmTpyICxcuYNiwYRg3bhzGjBmDWbNmYejQoZ46rQ6jVvBgac3KUspElY5LRERERKSqoKAgTJgwAQAQExNz1bKLFy9i3759CA4OxvHjx1FXV4djx44BAHbt2oV///vf2LZtGzQaDXbu3In3338fgH0mqPvvvx8/+9nPMGnSJAQFBXn2pFSiVvDAcQxERERE1OUFBgZi4sSJAODo+tSSM2fO4IsvvsCKFSuwbNkyLFu2DL1790ZhYSFuueWWji6u6tSakypPCPGAuysLIf6l0nGJiIiIiHxWv379cMstt6CwsBDHjh3D3/72N0RGRmLevHl45513vF28VlMleJBSVgCoFEI8KYTo58Ym7LZERERERN3K0KFDkZmZiW3btmHq1Kn4+c9/jjfeeMPbxWoVNZPEWWDP82AUQthgn7K1ORowzwMRERERdVP9+vXDJ598gj59+uDBBx/EqVOnUFtbiwkTJmDKlCkYMmSIt4voVEfleQCAAU5W16pxTCIiIiKizqqmpsbx/8WLFzv+L4RwzMyk0WiQlJSEBQsWoFevXt4oZhNq5nnIllK+4M7KzPNARERERN1ZSEgI9u/fj549e6Jnz54YMGAAvvzyS6xbtw6ff/459u3bhxMnTuCVV17Bo48+ioCAACxYsAChoaHQaDSYMGECevbsibFjx0Kr9VzdvJp5HtwKHBowzwMRERERdWsjR4686veUlBSkpKQ4fq+rq8PGjRvx2muv4aOPPoLJZMLly1fXwQshMHLkSEyYMAHBwcGYOXMmZs+ejbCwsA4ps1rBQ0lrVmaeByIiIiKilgUEBGD27NmYPXs2pJQQQqC+vh7Hjh3DunXrMHjwYOzduxdff/01KioqcOrUKaxatQoAEBsbC61Wi1GjRiE2NhaxsbGIi4trd1ChVvAwUKX9EBERERHRNYSwp1Xz9/dHZGQkfvWrXzVZp66uDnv27ME///lPbNmyBWfOnMEnn3yClStXOtYJCwvD8OHDMXDgQGi1Wmi1Wgwc6P6jvFrBQ54Q4idSyrXurCyE+JeU8iaVjk1ERERE1O0FBARg4sSJjiR2iqqqKuzevRvl5eUoLS3F0aNHceTIEezYsQOnT5/GuXPn3D6GKsGDlLJCCKETQjwppfwfNzZhtyUiIiIiIg/QarWYNm0apk2b1uzyixcvonfv3m7tS62pWl+HfQpWjRDCCPt0rc7yPOjAPA9ERERERD4hMDDQ7XXV6ra0EPaAwAbgR9jHQDjrPJMyKeIAACAASURBVKUBIFU6LhEREREReYhawYMVwJ9bMeaBeR6IiIiIiDoZP5X2UwWgvBXrV6p0XCIiIiIi8hC1BkzPbuX6I12vRUREREREvkStlgciIiIiIuriWgwehBDDPVMM3zguERERERE556rlIUEI8ROPlKSBEGKJJ49HRERERETuaTF4kFKuARAthHhdCBHckQURQsQJIf4FIE9KebAjj0VERERERK3ncsyDlPIFAMUAKoQQ96tdACFEPyHE3wAsB/CQlHK72scgIiIiIqL2c2vAtJSyEEACgCQhxGkhxBIhRFx7DiyEuFEIkQ/7tK0HpJRJUkpO4UpERERE5KPcnqpVSvkjgIeEEDkAsgBsEEJIAGbYk8SVwJ5huqrhX4UGgBaADvYARAfA0LBNLoAHG/ZNREREREQ+rNV5HqSUVgAPwR5IGGAPBFIBZMIeKACAbLSJaPjXBqAUQBGA30gpK9paaCIiIiIi8rx2JYmTUpphb3lwEEL0h72lQQPAxq5IRERERERdgyoZphtr6ILEbkhERERERF0MM0wTEREREZFbGDwQEREREZFbGDwQEREREZFbGDwQEREREZFbGDwQEREREZFbGDwQEREREZFbGDwQEREREZFbGDwQEREREZFbGDwQEREREZFbGDyoSAhhEUIYhRB6IYSm4TVNw+9GIUSBt8tIRERERNRW/t4uQBejA5DV8AMhRONlZillqjcKRURERESkhg4PHoQQswDoAVQDKJVSbu/oY3pROQAr7OerBVDV8JpJSmn2ZsGIiIiIiNpLleBBCFEipUxqbpmUslgIUQr7w7ROCPE6AKOU8qAax/YxpVLKTG8XgoiIiIioI6g15kG0tFBK+aOUslJKWSylfBgAH7CJiIiIiDoZtYIH2cr1NSodl4iIiIiIPMTjsy0JIeIAJHr6uERERERE1D6tGvMghJgPYCGatjTohBB5buxCB/tg4i7dbalhmtZE2M/VBiBfSmlzc9sMABkAEBISgk2bNnVUMakbqqmp4TVFquI1RWri9URq4zWlPiFla3scAUKIEQDSYA8CdK3YVJl5aHmrD9oJCCFMAIpgHxxullJahRB6AMsB5Ekpc1qzv5iYGLl3794OKCl1V5s2bcLMmTO9XQzqQnhNkZp4PZHaeE25TwhRJqV02TuoTbMtSSkrAbwA4AUhRBEAjbPZlrqZBbDPJGVVXpBSlgNIEEJUCyGiORsTEREREXVW7R7z0JD4rMXZlrqREY0Dh2tkA8hoaIkgIiIiIup01BowbWrNykKIf6l0XJ/iYlyDkiSuS3bZIiIiIqKuT5UkcW0Yw+Dx2ZYaavy1KuzK2kLrglMN4x8A+yBqIiIiIqJOR5XgAQCEEMNh75qjQ8sP6Rp4OM9DQ+BQptLubAAGtGNbjRBC15YAhIiIiIjIm1QJHoQQ8fi/h3NXD8Vq1P63SsOg5Q4blyGESIO9O9KDUspCNzZhkjwiIiIi6nTUanlYDCBbSvmCOysLIS6rdFxfsRD2gCAVQEvBgxI0sNWBiIiIiDodtYKHKncDhwYVKh3XV5Q0/OQ6W6EhcRxgHzPhVsI4IiIiIiJfotZsSwdas7I7CSg6GTPgcraljIZ/jR1fHCIiIiIi9akVPAxSaT+dUsOYimhnORwaWh0Ww5512mnrBBERERGRL1MreMgTQvzE3ZW7aJ6HbACLhRAZjV8UQuhgH0ye35BQj4iIiIioU1IleJBSVgAQQogn3dykq3VbgpTSJqVMBwAhRFnDTxHs3ZQypZSZ3i0hEREREVH7qDVV6+uwT8GqEUIYYZ9NyNmMQjp04alKG7olsWsSERER0f9v736a2zjOfY//nlS2x4Go43Us0FVe5hyS3rtk0md9E5LKC7BJee+I1n0BVihnfXNI+gVYouysc0nmah2JlE/VXYZQXsAxBaW8uYvUcxfTI46GM0AP2Rj84fdThYKAaUw3gKbQz/Q/zJxUqy3lS5X2Jb2WdDPcqnQkeaJ8AQAAALQkVfDQk/SVu38fk3gG93kAAAAAZl6qCdNnkk4apH+ZKF8AAAAALUnS8+DunzRM/36KfAEAAAC0J1XPAwAAAIAZlzR4MLN3zOyBmf3ZzP5aOva7JntBAAAAAJgsyYKHEBj0lW2WtiJpvnjc3b+W9LrBXhAAAAAAJkiS4MHMbkn6RlngcMPdfybp9+V07n4k6YWZ3U6RLwAAAID2pOp5uCfpY3f/2t1fh+cq93IIAcRKonwBAAAAtCRV8PDa3V+UnrNE5wYAAAAwAVIFD1W9DIN2ke4myhcAAABAS1IFD02DAXolAAAAgCmTKnh4XrGKUmWAYGaPJH2bKF8AAAAALUkSPIRlWH9rZt+a2a/yp4tpzOy2mT2T1HH371PkCwAAAKA9P094rnVJB5JOzEyS+ma2GY7lw5qOQjoAAAAAUybZJnHu3nP3eUmfS/pB0g1lG8XNS3op6a67f1JYyhUAAADAFEnZ8yBJcvddSbvSm83jzggYAAAAgOmXPHgocveXozw/AAAAgPYkG7bURJg4DQAAAGCKjCV4EJvEAQAAAFMn2bAlM/s3SZuSliR1BiSdG3IcAAAAwARKEjyY2b9LOg4Pe5L6NUk7YndpAAAAYCql6nnYlrTp7nsxic3sn4nyBQAAANCSVHMe+rGBQ/AiUb4AAAAAWpIqeDhtktjdlxLlCwAAAKAlqYIH5jEAAAAAMy5V8PDIzD6NTWxmf06ULwAAAICWJAke3P2FpJdm9oWZvRPxEoYtAQAAAFMm2T4PyuY9bEraNrO+siVbq3TEPg8AAADA1BnVPg+SdKMm+VyKPAEAAAC0K+U+D1vu/nVMYvZ5AAAAAKZPyn0eogKHgH0eAAAAgCmTKnh41iQx+zwAAAAA0ydV8HAz0XkAAAAATKiU+zz8OjYx+zwAAAAA0yflPg9mZl9EvoRhSwAAAMCUSbVU6x+VLcHaMbNtZcu11u3z0BX7PAAAAABTJ9VSrXeUBQR9Sa+VzYGomwfRkeSJ8gUAAADQklTBQ0/SV+7+fUxi9nkAAAAApk+qCdNnkk4apH+ZKF8AAAAALUnS8+DunzRM/36KfAEAAAC0J1XPgyTJzN4xswdm9mcz+2vp2O+aLOcKAAAAYLIkCx5CYNCXtCVpRdJ88bi7fy3pdYPlXAEAAABMkCTBg5ndkvSNssDhhrv/TNLvy+nc/UjSCzO7nSJfAAAAAO1J1fNwT9LH7v61u78Oz1UuxxoCiJVE+QIAAABoSarg4XXYZbrIEp0bAAAAwARIFTxU9TIM2giumyhfAAAAAC1JFTw0DQbolQAAAACmTKrg4XnFKkqVAYKZPZL0baJ8AQAAALQkSfAQlmH9rZl9a2a/yp8upjGz22b2TFLH3b9PkS8AAACA9iTZYTpYl3Qg6cTMJKlvZpvhWD6s6SikAwAAADBlkm0S5+49d5+X9LmkHyTdULZR3Lykl5LuuvsnhaVcAQAAAEyRlD0PkiR335W0K73ZPO6MgAEAAACYfsmDhyJ3fznK8wMAAABoT7JhS5JkZu+Z2admdrvi2G/M7NOU+QEAAABoT7LgISzVelfZkKX98nF3/07SsZk9SJUnAAAAgPYkGbYUehpeuvsfzOyGpL9VpXP3F2YmM/vU3b9JkTcAAACAdqSa87Dm7p9LkrtvDkoYAgiWawUAAACmTKphS/1E5wEAAAAwoVIFD93hSd7SSZQvAAAAgJakCh7MzP4lMuEtSTcT5QsAAACgJamCh11JfxkWQJjZO5IeS/o2Ub4AAAAAWpIkeHD3Q0l/kdQ3s6/M7LaZvSdlAUN4/IWkV8p2nP4+Rb4AAAAA2pNsh2l33zIzSfpS0pYkhcc5k/RE0mep8gQAAADQnqQ7TLv7lqT3JX0j6YWk1+F2pGw513V3f50yTwAAAADtSNbzkHP3nqQLez2Y2Xtm9o67/yN1ngAAAABGL3nwUCWssLQsqWNmc5J23P3vbeQNAAAAII1Wggd3fylpL39sZo8k3WkjbwAAAABpjCx4CMuyls0p64FouqkcAAAAgDFLFjyEYGFfWXAwzFqqfEfNzHYkHbv7bmT6rrLVpvrhqa6kZ+7+cERFBAAAAFqRsufhRFnPwlH490K4z81LuiXpU3f/IWG+SZlZR1mDf0lZEJAHAzGvXZa0I2klTBzPn79nZsfuvjiCIgMAAACtSBI8mNnvJB26+93Cc7+RdFBeXcnMHphZbxJXXQq9BvuSepIeKQsa9hu89kDSYjFwkCR3f2hmK2a27+5T0+sCAAAAFKXa52GpGDgEfVXMbXD3+5I2EuWblLv33H3R3dfc/UnDl29L6rn7yYDjqyHIAAAAAKZOquDhZcVzPdWvqGQ1z0+lMNRpVdJhXRp3z49FDYECAAAAJk2q4OG/y0+E5VkXatLPJcp3UuSTxE+HpOsrbkI5AAAAMHFSTZh+05NgZu9JUtgE7oWZfeXu/7OUvi6omFYfhvvewFTZ8QUz67h7vyqBmW0oDOt699139fTp02SFBH766SfqFJKiTiEl6hNSo06llyp42DWzPypbaehE0pmkf5W0K+lvYZz/bnj+vs6XMZ0VnXA/7H2dhfu5urRhSdhdSfrggw/8o48+SlE+QJL09OlTUaeQEnUKKVGfkBp1Kr0kwYO7vzazLxUmDSss0eruPTO7K+k/9fbeDvMp8p0gTYdhdYYnAQAAACZLsn0e3P21pPKKS3L3XTPrSdqU5JJ2wpCmWZIHA2cDU52btTkfAAAAuAZSbhJXK6w0VLsS0Qyg5wEAAAAzL9VqS2hm1uZ8AAAA4BpopeehzMweuXvdHhCDXregNEN+euVdoK+oOBG6SXoAAABgaowleNAl9joIgcNxovz7km4kOld+vhh5cEHPAwAAAKZOVPBgZo+Ubpz+3GXO5e4nmtydqfNejO6QdE0nVgMAAAATI7bnYUVZw7evqzd8Z3GloWfhflhQ1JXUr9sgDgAAAJhkscFDT9JX7v59ikzN7J8pzjNB8pWkavevMLM8sHg8+uIAAAAA6cWutvRm47dEXiQ819iFnoQnktYHJMuP7Yy+RAAAAEB6UcGDu6+n3NjN3ZdSnWuCbEnqmNlqzfFNSbth7gYAAAAwddjnYbAPS/e1wtKva5K2zeytidNmth3+uZW2eAAAAEB7RrJUq5n9WlmDu6tsgvX/dvc/jSKvlMK8hCNlE5+Lq0KtmtkrZe+lL2mtap8Id39iZieStsxMIW1X0jN3X2zhLQAAAAAjkzR4CEHDnrJGd3FZ1Q0zO1XW6P6vlHmmFOYuXKmRH4KKzTQlAgAAACZHsuDBzL6Q9FDZ1fY9ZRu6nSm7gr+kbEjPiZmtTkMvBAAAAIC3JQkezOzflQUOm+6+V5FkT9Kmmd2T9I2ZHbn7P1LkDQAAAKAdqXoevlQ2JOm7QYnc/aGZ9SVtS/o8Ud4AAAAAWpBqtSUbFjjk3H1Xb8+HAAAAADAFUgUPF1YeGuJVonwBAAAAtCRV8OCJzgMAAABgQiXreTCz92ISmtkvlK3CVHXsUaLyAAAAAEgsSfAQVljaMrNfDkpnZu9I+szdv65JspyiPAAAAADSS7VU6x+V7efQM7NDZXs9lHWU7ffw3Mw+rDje1fmOzgAAAAAmTKqlWu/ovOG/MiTtoOPMnQAAAAAmVMrVljbc/WeXvSnruQAAAAAwoVIFD2eSDq9yAnfvS3qZpjgAAAAAUksybMndP0l0nvdTnAcAAABAeql6HgYys/dil3IFAAAAMJlSrbb0mbLVknI77v73sKfDY2VLsJqZvZL0qbv/KUW+AAAAANqTqufhuaRNSaeSdt397+H5fWWBw3qYGH1T0n+Y2b8lyhcAAABAS1It1fqxpEV3fzPh2cw+VhY43HP37/Ln3f2umT2Q9EOivAEAAAC0IFXPgxUDh2BF2b4NuxXpzxLlCwAAAKAlqYKHqs3dliX13f0fkekBAAAATLCRrLYUJkovqH7vh5ujyBcAAADA6CQbtlR6vBzuDy4kNLslhi0BAAAAUydV8HBiZp9K2Z4OkvYkvXL3b4qJzOy2sgnUXyfKFwAAAEBLkgQP7n4k6X0zO5PUC08vS9kQJjP7nZk9VzaMaSMPNAAAAABMj1RLtcrdvwxLsHbd/UXh+ddmdqj6+Q8AAAAApkCy4EHKAgVJLyqev/AcAAAAgOkyktWWhjGzL8aRLwAAAIDLG0vwIOn+mPIFAAAAcEnRw5bC3g27kr519z+Vjj2S1Ik81VyDtAAAAAAmRJM5D+uS1pStovSn0rEVZQFBX8P3cJhrkCcAAACACdEkeHgsaVEVG78pW571K3f/PuZEZvbPBvkCAAAAmADRwUNYSeluzeHnkk4a5MvqSwAAAMCUSbJUq7vXBRV16ZdS5AsAAACgPeNabQkAAADAlEnS82Bm70jq6nwydM/d/57i3AAAAAAmw6WDBzN7T9KWslWYLiy9amaStC9px93/z2XzAQAAADAZGg9bMrN3wr4Op5I2Jd2QZDW3dUmHZvZXM/tlslIDAAAAaF2jnofQ23CsLGA4kXSobOnW52E1pjzdL5QNY1pSFkB8LKlnZsv0QgAAAADTqckO07eUBQ5nktbd/agubQgkXoTbnpktSNpT1gux4O7/dbViAwAAAGhbk2FL+8p6GN4fFDhUcfcTd1+U9L2kb5q8FgAAAMBkiAoezOxjZcOQVq+SmbuvSbphZv/jKucBAAAA0L7YnocNSVvu/o8EeT6U9NsE5wEAAADQotjgYUHSoxQZuvtuOB8AAACAKRIbPMwl6nXIWcJzAQAAAGhBbPDwKnG+/cTnAwAAADBiscFD6sa+Jz4fAAAAgBGLDR5SN/YZtgQAAABMmdjgoZM4X3oeAAAAgCkTGzzMm9kvU2RoZr8Qqy0BAAAAU+fnDdL2zBhtBAAAAFxXTYKHPHK4yuTpfPgTw5YAAACAKRMbPLikGyn2ejCzjqQfr3oeAAAAAO2KnfPwOtUmce7el/QyxbkAAAAAtCc2ePgscb5bic8HAAAAYMSiggd3/y5lpqnPBwAAAGD0YnseAAAAAFxzBA8AAAAAohA8AAAAAIhC8AAAAAAgCsEDAAAAgCgEDwAAAACiEDwAAAAAiELwAAAAACAKwQMAAACAKGMJHszs0TjyBQAAAHB54+p5WB5TvgAAAAAu6ecxiUJPQSdRnnMJzwUAAACgJVHBg6QVZQ3+vqSzK+Y5d8XXAwAAABiD2OChJ+krd/8+RaZm9s8U5wEAAADQntg5Dz1JJwnzfZHwXCNlZjtmthGZ9tTMts1swcw64blOeLxtZvujLS0AAAAwOlHBg7uvu/vfr5KRmb1nZu+E8y1d5VyjVGjsb5jZqaQNxc/R6Eq6J+lY0iszc0mvwuMFd18bSaEBAACAFsQOW7oSM7ulbIWljpnNSdq5ajAyCmbWlbSvrKflkaSt8DjWSXjtgrK5HWfhuR13P0xbWgAAAKBdrQQP7v5S0l7+OKzedKeNvJtw956kxfyxma02PMVzd99MWyoAAABgMowseMiHKJXMKeuB6I4qXwAAAACjkSx4CMHCvuI2gGPsPwAAADBlUvY8nCjrWTgK/17Q2ys0zUu6JelTd/8hYb4AAAAAWpAkeDCz30k6dPe7hed+I+nA3f9RSvvAzHrl52dJWKZ1SVkA1Zf02N37ka/dULbCk9599109ffp0VMXENfTTTz9Rp5AUdQopUZ+QGnUqvVQ9D0vuXp4A3Vc2t+GtXgZ3v29mX0j6Q6K8J0qYZD2nLJg6NLMFSUdm9sjdHw57vbvvStqVpA8++MA/+uijkZYX18vTp09FnUJK1CmkRH1CatSp9FIFDy8rnuspu4JeNUTJEuU7adYlbYdVmyRJ7n4iadHMXpnZPKsxAQAAYFrF7jA9zH+XnwjLsy7UpJ9LlO+kuVUMHEq2JG2EnggAAABg6qQKHt70JISdpN8LD1+Y2VcV6WeyAT1kXkO+SdzegDQAAADAxEo1bGnXzP4oaUfZCktnkv5V2dj9v4Wdm3fD8/eVzYdoLFy1T9Fr0RvQQzAS7t4zM2lGAycAAADMviTBg7u/NrMvJW0rm+twEp7vmdldSf+pt/d2mG+aRwgcjhMUV8qClxuJztU0346ZddsOXgAAAICrSrbPg7u/lnS34vldM+tJ2pTkknbc/e+XOP+JJnSidVhhaU/SZ+7+JOIlnREXCQAAAEgu5SZxtdz9UOdj/mfRHWUBwYqkQcFDHjTQ6wAAAICp00rwcA08C7fdugRh4zgpm29xqTkfAAAAwDilWm1J0puVlj41s9sVx35jZp+mzG+CHEpDV1vaCPfboy8OAAAAkF6y4CHsGn1X2dX3/fJxd/9O0rGZPUiV56QI8zHm6/ZwCL0O95XtOl3bOwEAAABMsiTDlkJPw0t3/4OZ3ZD0t6p07v7CzGRmn7r7NynyHrEPS/eDbEnaM7ODYoAQlqk9kPSY3aUBAAAwzVLNeVhz988laVgDOQQQ64nyTSr0EBwpm9g8p/MJzqtm9krZPhV9Ze/3rUnPYcjSmpltmFm+pGyefjNMGgcAAACmVqrgYSYmAIcAYPGK59jVgInTAAAAwLRKNeeh2zA9+xwAAAAAUyZV8GBm9i+RCW9JupkoXwAAAAAtSRU87Er6y7AAwszekfRY0reJ8gUAAADQkiTBQ5gM/BdJfTP7ysxum9l7UhYwhMdfSHol6czdv0+RLwAAAID2JNth2t23zEySvlS2bKnC46LvJH2WKk8AAAAA7Um6w7S7b0l6X9I3kl5Ieh1uR5LW3X3d3V+nzBMAAABAO5L1POTC/gdshgYAAADMmKQ9DwAAAABm11iChzB5GgAAAMAUGVfPw/0x5QsAAADgkqLnPJjZL5Tt5/Ctu/+pdOyR4neNnmuQFgAAAMCEaDJhel3SmqRlSX8qHVtRFhD0JZ0NOc9cgzwBAAAATIgmwcNjSYuSDiqO9SR9Fbv5m5n9s0G+AAAAACZAdPAQ9me4W3P4uaSTBvm+aJAWAAAAwARIss+Du9cFFXXpl1LkCwAAAKA97PMAAAAAIEryHabLzOxjSQuSXkl67u4/jDpPAAAAAOkl6Xkws2d1x9z9SNkSr0eSbprZH83svRT5AgAAAGhPqmFLNuigu79295fufuTun0vaTJQvAAAAgJakCh68YXo2iQMAAACmTOsTps3s3ySx2hIAAAAwZRpNmDaz30i6o4s9DV0zexRxiq6yydMMWwIAAACmTKPgwd2/k/Sdmd2StKosCOiGw2sRpziRdNfdv2lUSgAAAABjd6mlWt39paSvJX1tZgeSOu7+YdKSAQAAAJgoV57z4O4rGrLaEgAAAIDpl2rC9E6i8wAAAACYUEmCB3ffY+M3AAAAYLal2mH695JOzeyLFOcDAAAAMHlSDVvqSjqSdJjofAAAAAAmTKrgoefun7j7DzGJGeIEAAAATJ9UwcNp2Dk61kGifAEAAAC0JNmEaUkrZvZp5EtupsgXAAAAQHsutUlcmZk9CP9cMrMdZTtJ9ySdVSTvSvpFinwBAAAAtCdJ8CBpU1lAkG8WtxhudTxRvgAAAABakmzCtKS77v6zmFuiPAEAAAC0KFVD/kzNJkG/TJQvAAAAgJYkGbbk7p80TP9+inwBAAAAtIchRAAAAACiJA0ezOwdM3tgZn82s7+Wjv3OzH6dMj8AAAAA7UkWPITAoC9pS9KKpPnicXf/WtJrM/siVZ4AAAAA2pMkeDCzW5K+URY43AgrKv2+nM7djyS9MLPbKfIFAAAA0J5UPQ/3JH3s7l+7++vwXOVeDiGAWEmULwAAAICWpAoeXrv7i9JzVpkSAAAAwFRKFTxU9TIM2kW6myhfAAAAAC1JFTw0DQbolQAAAACmTKrg4XnFKkqVAYKZPZL0baJ8AQAAALQkSfAQlmH9rZl9a2a/yp8upjGz22b2TFLH3b9PkS8AAACA9vw84bnWJR1IOjEzSeqb2WY4lg9rOgrpAAAAAEyZqJ4HM/txWBp377n7vKTPJf0g6YayjeLmJb2UdNfdPyks5QoAAABgisT2PNwws1+5+38NS+juu5J2pTebx50RMAAAAADTr8mch7+Y2a+bnNzdXxI4AAAAALOhSfBwJGnezB6b2Rdm9s6oCgUAAABg8sQOW+q7+5uJzmb275IemtkNSY9YPQkAAACYfVE9D+4+V3r8wt3vuvsdSTdDb8QDM3tvBGUEAAAAMAGuvFSru+9J2guTo++Ge3ojAAAAgBmTaofpfHL0l6E3wuiNAAAAAGZLyk3i3nD37yR9R28EAAAAMDuS9TxUKfVG3DSzH83sf9EbAQAAAEyfkQYPkmRmt83skaT/VLbr9F1JB6POFwAAAEBaIxm2FPaA2JC0KakrycKhJ5J23P1oFPkCAAAAGJ2kwYOZ3Za0JWk5f0pST9KOpF12mwYAAACm15WDhzB/YVNZT0NHb/cyPHD3F1fNAwAAAMD4RQUPZvYoTHouPvdrZUFDsZfhRNmwpL2kpQQAAAAwdrE9D8vSwF6GXWVBA70MAAAAwIyKDR5umNk/C4/pZQAAAACumSZzHkxSX9JjSdvu/nI0RQIAAAAwiZoED/fc/Q8jKwkAAACAiRa7SVyfwAEAAAC43mKDh8cjLQUAAACAiRc1bMnd7466IJPEzFYl3Ve2otScpOeSDtz9YcRru8o2yuuHp7qSnsW8FgAAAJhkSXeYngVmti3pR3dfDI87ktYl7ZjZpqQ1dz+pee2yst20V9y9V3j+npkd5+cEAAAAplHssKVrwczuqdRL4O59d9+VtKisF+E49C6UX9uVdKAsuOgVj4XznZnZ/kjfAAAAADBCBA9B6GGYd/cnVcdDb8NueLhdkWRbUq+uVyIcX60KPAAAAIBpQPBwbl3SsJ6BnXC/WnwyBB6rkg7rXuju+bGtyxYQAAAAGCeCh3OLkg7CnIdKxV6FUg/Ccrg/HZJHv5AWAAAAmCpM5JTXqQAAGSBJREFUmD43F+4v07j/MNz3BqbKji+YWcfd+1UJzGxD0oYkvfvuu3r69OkligNU++mnn6hTSIo6hZSoT0iNOpUewcO5LWWN+0d1CYq9DaVJ0Z1wXxkQFJyF+7m6tGFy9q4kffDBB/7RRx8NOSUQ7+nTp6JOISXqFFKiPiE16lR6BA9BCAaGzUfIeyXKcxvmygmH6AxPAgAAAEwW5jw0sxnuy0FGHgycKU7TYAMAAAAYO4KHSGHX6QVJuxXLsdLzAAAAgJlH8BAhLMW6J+nQ3TeHpY8wbG4EAAAAMHGmas6DmS0ozZCfXnkX6CH2JT1395Wa48WJ0DFihzcBAAAAE2NqgocQOBwnOl1f0o3IfHckaUDgkJ8vRh5c0PMAAACAqTM1wUOYZ2Bt5hk2jOsOCRyk8/0dugNTNZ9YDQAAAEwM5jzUCJu1xQQOkvQs3A+bCN2V1K/bIA4AAACYZAQPFcLKSivuvlZ3vLhhnM73fZgfcM48sHicppQAAABAuwgeSsLcijt1gUOwUpxwHXoSnkhaH/Ca/NjO1UsJAAAAtI/goSD0JmwOCRyk6rkNW5I6odeiyqaq94gAAAAApsLUTJgetTCs6FjSmZmdDkja1fkwpTfcvWdma5K2zeyk2DMRJl5LF3emBgAAAKYGwcO5PWUTnmN2f67sPXD3J2Z2ImnLzKRsSdaupGfuvpiqoAAAAMA4EDwEEUOVYs/TUzZECQAAAJgpzHkAAAAAEIXgAQAAAEAUggcAAAAAUQgeAAAAAEQheAAAAAAQheABAAAAQBSCBwAAAABRCB4AAAAARCF4AAAAABCF4AEAAABAFIIHAAAAAFEIHgAAAABEIXgAAAAAEIXgAQAAAEAUggcAAAAAUQgeAAAAAEQheAAAAAAQheABAAAAQBSCBwAAAABRCB4AAAAARCF4AAAAABCF4AEAAABAFIIHAAAAAFEIHgAAAABEIXgAAAAAEIXgAQAAAEAUggcAAAAAUQgeAAAAAEQheAAAAAAQheABAAAAQBSCBwAAAABRCB4AAAAARCF4AAAAABCF4AEAAABAFIIHAAAAAFEIHgAAAABEIXgAAAAAEIXgAQAAAEAUggcAAAAAUQgeAAAAAEQheAAAAAAQheABAAAAQBSCBwAAAABRCB4AAAAARCF4AAAAABCF4AEAAABAFIIHAAAAAFEIHgAAAABEIXgAAAAAEIXgAQAAAEAUggcAAAAAUQgeAAAAAEQheAAAAAAQheABAAAAQBSCBwAAAABRCB4AAAAARCF4AAAAABCF4AEAAABAFIIHAAAAAFEIHgAAAABEIXgAAAAAEIXgAQAAAEAUggcAAAAAUQgeAAAAAEQheAAAAAAQheABAAAAQBSCBwAAAABRCB4AAAAARCF4qGBmq2Z2bGanZvbKzA7M7F7E607NbNvMFsysE57rhMfbZrY/+tIDAAAAo0HwUGJm25K67r7o7vOSbknal7QdgoOFAS/vSron6VjSKzNzSa/C4wV3Xxtx8QEAAICR+fm4CzBJQu/CM3d/kj/n7n1Ju2b2XFkQcGxm8+7eqzjFiaSepAVJc5LOwnM77n448jcAAAAAjBDBQxCGGc27+8Oq4+5+Yma7kjYkbUuq6kV47u6bIywmAAAAMDYMWzq3rmx40iA74X51xGUBAAAAJg7Bw7lFSQdhzkMldz/J/21m3VZKBQAAAEwIgodzc+F+eaylAAAAACYUcx7ObSmb7PyoLkGxt6FmwnSeriNpSdnE6b6kx2Hi9VBmtqFsXoUk/T8z+78xrwMi/auk/x53ITBTqFNIifqE1KhT8X4Zk8jcfdQFmRmhYb8j6dDdVyqO70g6UNaLcejuvbC0656kR3WTsQfk99zdlxIUHZBEnUJ61CmkRH1CatSp9Oh5aCZfSWmr5vi6pO1ir0SYJ7EYNpubZzUmAAAATCvmPEQys1Vlw5B2ixOnS24NGM60JWljyCZzAAAAwMQieIgQ5jDsKRuKVNtzMGReQ75J3F6DrHcbpAViUKeQGnUKKVGfkBp1KrGpmvMQrtrPDU04XG/QhOeKfA8kqWqeQxNm5uE8dpXzAAAAAOMwNXMeQuBwnOh0fUk3IvPdka4eOBTy7ZhZt0nwAgAAAEyCqRm25O4n7m6JbrGBw7ak7rDAwcxWw4To2J2nO5HpAAAAgIkxNcFD28KyrEMDh+COsoBgWNo8aKDXAQAAAFNnaoYttSn0IKy4+9qA4yeFoUfPwq12Uk6YdC1l8y0qJ1aHTei2lA1vkqSupGdN94fA9RHq4n1lgemcpOeSDmLqDPUNTZjZsqS1YctNU69QJ1yUy+vPWbjfdvfDmpdQn1ApDGXPf/uksL+WpAfDNuWlTl0dwUNJqJB36gKHYMXdnxQeH0paHlJh812jt2vyXVa2Ad1KcT6Emd0zs2N3X4x7B7guwrC6H/O6EQLUdUk7ZraprKFXuaww9Q2XsCOpbplqSdQrVAuNtQNJTyR9XPytNLMdMzur+r+K+oQq4bevI+mzUl1alXRsZvz2jdhUrbY0ank0GnFl7aA8nClMrN6p+Q+wI+mlpOc1O1N3JZ1KWqx5/YGk/pCABteImd1T1ov1pOJYcXGB+fLkfOobmgo/1vckPRnQI0u9wgWhXhwr+23dLR1blrQv6XH5d5f6hCohQPjQ3Ss36w2/f0fK9t3ql45RpxJhzkMQGvjHkpbN7HTArS7a2pJ0P3TLFs+b/8f5eMD8iW1lDcG6q3rbklbDuXDNhbo6XxU4SG92Nc9/pKt6uqhviNagHlCvUGVf2YWzqmG9XdUvIEJ9QpX7kh7UHQz15VBZL3wZdSoRgodze8r+E+sOuUkVXffu/iZaNbPjcDtQVhk363ozQkNwVeebyF1QGA9aGWnj2llX9oM8yE64f2sFMOobLmFLA36sJeoVqoWLaQuqGa4bAor5il4H6hPqLAyb06BsDupbw4+oU2kx5yFI1U0V/jNsspvhcrg/HZKuX0iL621R2byGh3Vdt+5+YpbtRVjaV4T6hmih8bczNCH1CtW2lA0DGdRgq1p9kPqEWma2UdOTlZvXxbpDnUqInofx+zDcD1u+tSepW1i1CddXvsv6Zf6Do74hSmF43MBJ0gH1Cm8JY8+7GnCldwDqE+qcKLt4tlF1MNSFZV28iEudSojgYfzyCjqsGy5f1m5uYCpcB1uSHkr6rC5Bccxm6coe9Q2xtjVkuFIB9QplS+G+uKLNaljVZmNI44z6hDp5b/uOmR1U1KMjZZPzy3WHOpUQwcP4Na2gRMPXnLv33H1ryBXhvFeifNWP+oahwio4BxFji3PUK5TlC4T8aGbdsGLXSVhL/7mk/bBqXBXqEyqFIXBrOh9e9DIEowtmtq9s+daqxUSoUwkx52H88gp6NjDVOaJhxMgnIJbnRFDfEGPoZnAl1CuUFa/0bhbnZ4ULHythBcMPK+YcUp9Qy92fmNmhsl6GBWXzsvrKlmCtG5ZEnUqInofxIxpGUmEd7AVJuxW9E9Q3DBSuEFeujjMA9QpleZ3YVP3wt01lS2OW529RnzDMkrIhcfmu0B1Jp+H3rwp1KiGCh+kTO4wA11AY/7kn6bDhleM61LdrJExy/XHA1btUqFfXx1nd8LfCKkwxK3oNQn26RsIFjhV3Xws9WvM6X0J/P2zae1XUqQEIHsav6eSc2C43XE/5hkx1GxJS3zDIZhiT3hT1CmX5dzxsta6ezvdQKr+W+oS35IFBaRhcz90XdT5cdyMEGEXUqYQIHsav6YREomFUKvynWhc4SNQ31Giwp0MV6hXK8u/4x5jEoder/NphqE/XSBiStDxgf6NdZb0QfUn3SisxUacSIngYv3x4wLDt0JtO9sE1Eq6ydIcEDhL1DRUa7ulQhXqFsmcN0xevCFOfUGVTQy5whCGXH4eHxbk01KmEWG1p/PL/YIdNzukq26mTaBhvCVeMYwIHifqGakvKJq7WTTbMrZpZvkNrPwwVkKhXuCgPROcj0xcba9QnVFlSxGIO7n5iZuXhcNSphAgexi+fMFb7H2yh6+3x6IuDaRIaeysVSx0Wj58UJsBS33BBmLg6qE50JZ1KelJT16hXeIu7H5qZdL5ZXJ1uSF/s9aI+ocqZhvcc5Pp6ezdp6lRCDFsasxDdPpG0PiBZfizFCgKYEWGM8J26wCFYKa6cQ33DKFCvUGNX2bLRlQrzHN6apE99Qo1DnW8+OExXhU1SqVNpETxMhi1JnQFDBjZVvWY/rqlwJXhzSOAgVV+lob5hFKhXKNuS1B+wk/R9Sb2aCbDUJ5RtSVoYNryysNN0eegRdSoRgocJEK4Mr0naDo3CNwrLjVWuLoDrJ3StHktaDju01t286vXUN1xCfoW4dsgA9QplofH2saT75QZbqBMLqrmSTH1CWahPK8rqxE5pNSWZ2YKZHUh65u5PKl5PnUrE3CvbFxiDUJnzittX9kP97JLrrmNGhasqwya25h7WLWtHfcMwYXL0nC5OMuxJ2qmqK9QrlBXqRN5g6yuyTlCfUCUsFLKm7P+nfLJ9T9LWsMnO1KmrI3gAAAAAEIVhSwAAAACiEDwAAAAAiELwAAAAACAKwQMAAACAKAQPAAAAAKIQPAAAAACIQvAAAAAAIArBAwAAAIAoBA8AAAAAohA8AAAAAIhC8AAAAGaKma2aWXfc5UjFzJbNbHXc5QAkggcAADBDzOyeJLl7b9xlScXdDyV1zWxj3GUBCB6AGRWuvL0yMy/dXuU/roW0XTM7rUj/ysz2x/UeMJiZ7ZvZ8VW+pwH15DSc+7hQN05Dnsup38sopficMB3C1fl5d38y7rKk5u4PJa2Z2cK4y4Lrzdx93GUAMEJm1pH0KjxcdPeTIelPJXUlbbr77qjLV1OGjqR1SY/dvT+OMkyDMCxjQdK+pEN3X7nCuYr1ZL7qqm3he9mW1JO0Nujq7qR8jyk/J0yuUN+Olf0/N5P/b4S6fODu8+MuC64veh6AGVf6EY3pxs/Tj7PLf1vSjqS9MZYhmVGNVXb3XrjCeuWGUrGe1AUE7t4PAeUtSWeSjoeMK5+I7zHl54Q0RvQ3sS1pe1YDB+nN3+aTcu8x0CaCB+AaifxRPRt5QYY7UNbQezTugiRyZ8TnT/WdRTW6QhCxovMAolOTdNK+x0mo28gk/ZsIQez6uHpLW/ZA0v0Bf3fASBE8AJg47v7E3W/MwrjlWVrxpcKmpI5qehZm6XtEOiP6m9iSdB0Ch/wi0KGyIYFA6wgeAGC0ZnZ5xbACzImkmVoWEyM3ir+JdU1OD1cbHikLmIDWETwAwGhtjrsAI3YY7mnIIFbSv4l89a9hi0HMmHzpVoJ2tI7gAQBGxMwOlK1cNcsOwj1DKDDUiP4mVnQexF4LYehST9JULZuM2fDzcRcAwHQKq6WsKJsQ25E0p2wJwQvjjkODYU5Zo2HX3bfCZkfz4bmeu2+FtDuSlsLzh+6+VnGuZWU/nCfh/sdCkvuhPJXL0l6h3I/dfTOssX4n5Dkfjj8o5hXeW/Hq6rKZHRfP7e6LFfl1JOWbQN0M+T4L67tPqufhvmNmnXxS/rDvMaRZVraEatmhpKX8O6n5HvL6I503Rh9c5erzVT7/8F7y77ynrG7th6Fdda+5J+lDna9s1lG2WlCvkGZYHfwwvG4rf++F4wqve+v4VcoTWaYLfxeX/ZuItKwhwcOoP8c2v6eCE2X/l12LuR6YIO7OjRu3Gb9J8uzPPSrtQUi/XHO8o2y9/J2KY/fC6zul57vKGmWubDnFe5IWSvl1C2lXw3MHFXkcK2vQVJVtOc8jYbnzsuyHf69WvPZN+Ws++/2Iz71TU7YdSaflspXSnFZ9VpeoJ69i60lV/cq/08jvcVvSRsXz3VCO7dJzef3ZD59Jt/S6PK97l/mcrvj5b4d6Wa4/q1XlCe/nuHxMWSD1qljHmtbB8DewUTqef3YLNeWPLk+Kv4vYv4mG9XZ1SJqRfo5tfE919S7V58iNW+xt7AXgxo3b6G86b9ydhkbCoFueti54OBj0wz/oB63ww7pReG6hpoH1SjXBQ825803O6o5fpdyvwusrG6bhfV1oeBbfc8R3tDOgcVf5WRSOT0rwcKHOVJU9/64GnG9D1QFgnk9doJY3viobkoM+p8t+/qHeuGqCi3C8HOic1tWJQgOzHIjE1MH9S9bRxuVpUKaqgCx18FD7/9Uly3ypz7GN85fSbkg6TfU5cuMWext7Abhx4zb6W97oikxb2/Og8ytrtVfGQsOw8gpww3JUNvQGNIDywKfqSudVyz2wUT2kURobPJwOKP/BZfNvWE9GETxcKJuygHFQENBVffAw8H2G91AZmAz5nhp//qGcXlXWvK6G48VgeVgvQKfqnJF1cFAQc6qK4Piy5WlQpqq/4WTBQ6F8sVfrR/I5tnX+UtrVy/y9cuN21RsTpgE0sS2p7wPG5Pr5RL77NUmuuiLKcfkJM9tW1iBd8+rdkVOUe9iO23NDjg9zovpN2iZ2FZnSRlVRu5KH76GvbIO51fJmV+E73Kl5+bCN7B4rm3/RdDnQy3z++QpTBzXHT8M5i5/LplS/MpCfb+RYNRdk2Ofb9/qNIPM5PmVXKU9Mma76dzFMfv4mu0qP4nNs8/zFtEDrmDANIEpo4HUV10DsKywjWNGYj2pg1vHSxOYw6fCepCdesRnZpJR7GL84Mbyr80mUC+G5zoBGx7i8WTmnJnCr87GkI2VDOGRmJ8omvR64+2HDcxXlweWHkqI3p7vk578U7ivL6tlE6/Jk6wVJ/TA5uU5f1Y3uYZ/JZT6zq5TnsnmmdJldlkfxObZ5/rdM6P8LmGEEDwBiNbmCeBbuqxrtZ0okBAZHylZrurCaT5Cq3CMXGqybyhp0J8o2gnqurCE8qUsy5g3oRrtIhyvdN8IqPCvK3t89SffM7FBZL9JlGkTF77CRS3z+XSk+aCqsyX/mg1dwamV1rUkrzyVd+0YzgQPaxrAlALGaNPrzBnuyQKHGvrIrj1XLgObDLCax3G82tio83lA2zEXuvuLuW+5+MgUNg/yzrxtmVCkfquTuu+6+5u43JN1QNhRoWaFH4hIu9R1e5fMvD7saYOT1qqGJKk/5byJGIXC7TA/EtOuI4AljQPAAIEphTkDMFd38iuzIxuqHxt6ypM1yPiFwWAplmKhyS28amwuFx8vKGt9PPOx3MeT1E7HxXPiclyWd+ID9DGpet1F+3t374Qr4mrJ9AC7zPvO9AurmIVSV57Kff77HxVJd2qKGdXHkJqk85b+JSxj13IpJNKcJCwBxPRA8AGhiWxp8hTA0DDsa4VCHkMeOss3HqjZIKg87mohyF8zp7SuG+eZZdVfvy427yzasU9sL93VDxga5U3egau5KwbArzOvKhrE1GUZ12c8/Tz+w0VuavD20Lobjg+YgpDQp5Sn/TTTR1wQEQGMwr/HPOcE1RPAAXCORwytqr+CFhvqJzleZqbKpwo7RI7KvrMFQ12i9o8IVuTGX+0QXGzZdnV+1Lqq7ipi/Pv9uOgPSXkX00A8z21fWaF655OTmhSEN1n7NeZfq6nFo4FYOY4vU6PMPAcoTSdsDyrRQeF1eFw8VGu01r8l3UE+psnxjKk+Tv4kYz3Xe4zRqox4e1eT8CyJ4wBgQPAAzrtSoienaz9PXXcn7OJz3wpj00HhbUjYBtk7sFcI5VZQ35NtVzYTacJV3VRevYl6l3PmKTYPKWvejv6OsoVy8Or1WGhqVX8G+sExsWIb2s/Awb2zfLL33ys+qiWI9GRRkmtmGmZ0q+zwWI4YrDSrbWlUPipnt6Pw9lz2XtFEuYxjGdl8XP9uYslzl8/9MWeP7qPxewnd+p6J3bE3SWU1dXFa2Z0G55+QqdTA/Xvs9XKI8VylTzN9EEwdDylE0ys+xjfMXLanB8DwgFXP3cZcBwAiERvS2Lv6Q9ZRt+LRbSNtV9iNU/mHrS3rs7psqCY21Rb29Lvlx1TCiQmOzeN4zVVy1NrNjvT0MpC/pgbs/DI2N4/Aeyo2Zbnhdns+NmuDiquV+7u4rA8r65ngpz01lDd++so3uyu+7q+z76ii7MvtjOLTr7v3wfd4P733L3Xs1+R8OWHnqggH1pNyQ6xSefzRsWFDE97jk7rshcLup8/d7M5z/QkPSzFzZvIS1wuuKZduq+c6Hfk6X+fxLeazqvMcrL8NpzbC68muk8yvIB8WA7Kp1sOZ4z90vXKmPKU+KMoU0Q/8mYuX/L7i7DUgz0s+xze8ppO8qm+Bf+f8cMEoEDwCAqVAMHsZdFkyW0HjfbDJxf5qF4GutfKECaAPDlgAAwLTb0fnE9+tgUw2XRwZSIXgAAADTblfZKlgzv99DGLLUabiiGJAMwQMAAJhqYdz/Aw1YNWqGXLdeFkwYggcAwMQrXFG+juv5I0LYYHCptIrTTAmT2vvXZW4HJhPBAwBgooXJsK/CwwUze1W1rCigbNnZmex9CAH0JgsGYNxYbQkAAMyMwv4ao9yosnUhYL6wTDDQNoIHAAAwU/IN+2aloR0Corpd14FWETwAAAAAiMKcBwAAAABRCB4AAAAARCF4AAAAABCF4AEAAABAFIIHAAAAAFEIHgAAAABE+f97ybpN92ivFwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Figures have been saved in V:\\03_Projects\\04_Basel_Project\\13_Tests_on_Type_E_walls_with_plaster\\09_Zenodo\\02_TEST_DATA\\01_WALL_STRUCTURAL_BEHAVIOUR\\OUTPUT_PLOTS\n"
]
}
],
"source": [
"for test in range(test_number):\n",
" legend_tmp = str(test_unit(test)) + \" ($\\sigma_v/f_{cm}=$\" + str(wall['alr'][test]) + \"; loading: \" + wall['LH'][test] + \")\"\n",
" if test == test_number - 1:\n",
" lim_x_low = 0\n",
" lim_x_upp = 90\n",
" lim_y_low = -25\n",
" lim_y_upp = 5\n",
" else:\n",
" lim_x_low = -45 \n",
" lim_x_upp = 45\n",
" lim_y_low = -20\n",
" lim_y_upp = 10\n",
" plot_one(where_to_save_pic + os.sep + 'Test_' + test_unit(test) + \"_v_vs_u\",\n",
" sc_tests.dataset['Test' + str(test)]['u'],\n",
" sc_tests.dataset['Test' + str(test)]['v'],\n",
" 'k','Horizontal Displacement (mm)','Vertical Displacement (mm)',\n",
" legend_tmp,'upper left',lim_x_low,lim_x_upp,lim_y_low,lim_y_upp,None,32,12,10,True)\n",
" \n",
"print(\" Figures have been saved in \" + where_to_save_pic)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.6</span> Plot vertical force-displacement diagram"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section plots the <b>N-v</b> diagrams for each test"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Figures have been saved in V:\\03_Projects\\04_Basel_Project\\13_Tests_on_Type_E_walls_with_plaster\\09_Zenodo\\02_TEST_DATA\\01_WALL_STRUCTURAL_BEHAVIOUR\\OUTPUT_PLOTS\n"
]
}
],
"source": [
"for test in range(test_number):\n",
" legend_tmp = str(test_unit(test)) + \" ($\\sigma_v/f_{cm}=$\" + str(wall['alr'][test]) + \"; loading: \" + wall['LH'][test] + \")\"\n",
" lim_x_low = -45 \n",
" lim_x_upp = 5\n",
" lim_y_low = -300\n",
" lim_y_upp = 0\n",
" plot_one(where_to_save_pic + os.sep + 'Test_' + test_unit(test) + \"_N_vs_v\",\n",
" sc_tests.dataset['Test' + str(test)]['v'],\n",
" sc_tests.dataset['Test' + str(test)]['N'],\n",
" 'k','Vertical Displacement (mm)','Vertical Force (kN)',\n",
" legend_tmp,'upper left',lim_x_low,lim_x_upp,lim_y_low,lim_y_upp,None,32,12,10,True)\n",
" \n",
"print(\" Figures have been saved in \" + where_to_save_pic)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.7</span> Plot loading history"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section plots the <b>u-sampling step</b> diagrams for each test"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Figures have been saved in V:\\03_Projects\\04_Basel_Project\\13_Tests_on_Type_E_walls_with_plaster\\09_Zenodo\\02_TEST_DATA\\01_WALL_STRUCTURAL_BEHAVIOUR\\OUTPUT_PLOTS\n"
]
}
],
"source": [
"for test in range(test_number):\n",
" legend_tmp = str(test_unit(test)) + \" ($\\sigma_v/f_{cm}=$\" + str(wall['alr'][test]) + \"; loading: \" + wall['LH'][test] + \")\"\n",
" if test == test_number - 1:\n",
" lim_x_low = 0 \n",
" lim_x_upp = len(sc_tests.dataset['Test' + str(test)]['ss'])\n",
" lim_y_low = -0\n",
" lim_y_upp = 90\n",
" else:\n",
" lim_x_low = 0 \n",
" lim_x_upp = len(sc_tests.dataset['Test' + str(test)]['ss'])\n",
" lim_y_low = -45\n",
" lim_y_upp = 45\n",
" plot_one(where_to_save_pic + os.sep + 'Test_' + test_unit(test) + \"_LH\",\n",
" sc_tests.dataset['Test' + str(test)]['ss'],\n",
" sc_tests.dataset['Test' + str(test)]['u'],\n",
" 'k','Sampling Steps','Horizontal Displacement (mm)',\n",
" legend_tmp,'upper left',lim_x_low,lim_x_upp,lim_y_low,lim_y_upp,None,32,12,5,True)\n",
" \n",
"print(\" Figures have been saved in \" + where_to_save_pic)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.8</span> Calculate envelope curves"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section computes the <b>F-u envelope curves</b> starting from the experimental curves. The envelopes are save in the dictionary <b>envelope</b> having the following structure:\n",
"<ul>\n",
" <li><b>envelope.positive</b> = including the positive envelope </li>\n",
" <li><b>envelope.negative</b> = including the negative envelope </li>\n",
"</ul>\n",
"Inside the dictionaries <b>positive</b> and <b>negative</b> the following variables are contained:\n",
"<ul>\n",
" <li><b>F</b> = horizontal force </li>\n",
" <li><b>u</b> = horizontal displacement </li>\n",
"</ul>"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Envelope curves have been calculated for all test units\n"
]
}
],
"source": [
"# loop over the test units\n",
"envelope = {}\n",
"for test in range(test_number):\n",
" \n",
" # initialize\n",
" envelope['Test' + str(test)] = {\n",
" 'positive': {},\n",
" 'negative': {} \n",
" }\n",
" u = []; V = []\n",
" uPos = []; VPos = []; indPos = []\n",
" uNeg = []; VNeg = []; indNeg = []\n",
" uEPos = []; VEPos = [] \n",
" uENeg = []; VENeg = []\n",
" \n",
" # tmp arrays used for brevity in the notation\n",
" u = np.array(sc_tests.dataset['Test' + str(test)]['u'])\n",
" V = np.array(sc_tests.dataset['Test' + str(test)]['F'])\n",
"\n",
" # define type of loading\n",
" if test == 5:\n",
" # monotonic\n",
" type = 1 \n",
" else:\n",
" # cyclic\n",
" type = 0 \n",
" \n",
" # calculate envelope response\n",
" if type == 1:\n",
" uEPos, VEPos = fEnvelope(u,V,1)\n",
" uENeg = uEPos \n",
" VENeg = VEPos\n",
" else:\n",
" #positive response\n",
" uPos = np.array([val for val in u if val >= 0])\n",
" indPos = [ind for ind in range(len(u)) if u[ind] >= 0]\n",
" VPos = np.array([V[ind] for ind in indPos])\n",
" # negative response\n",
" uNeg = np.array([val for val in u if val <= 0])\n",
" indNeg = [ind for ind in range(len(u)) if u[ind] <= 0]\n",
" VNeg = np.array([V[ind] for ind in indNeg])\n",
" # envelopes\n",
" uEPos, VEPos = fEnvelope(uPos,VPos,1)\n",
" uENeg, VENeg = fEnvelope(-uNeg,-VNeg,2)\n",
" \n",
" # apply corrections\n",
" if test == 0:\n",
" uEPosTmp = []\n",
" VEPosTmp = []\n",
" oo = 0;\n",
" jobdone = 0;\n",
" for kk in range(len(uEPos)):\n",
" if kk > 44 and kk < 56:\n",
" if jobdone == 0:\n",
" oo += 1\n",
" uEPosTmp = np.append(uEPosTmp,1.05)\n",
" VEPosTmp = np.append(VEPosTmp,66.03)\n",
" jobdone = 1\n",
" else:\n",
" oo += 1\n",
" uEPosTmp = np.append(uEPosTmp,uEPos[kk]);\n",
" VEPosTmp = np.append(VEPosTmp,VEPos[kk]);\n",
" uEPos = []\n",
" VEPos = []\n",
" uEPos = uEPosTmp\n",
" VEPos = VEPosTmp\n",
"\n",
" # save in dictionary\n",
" envelope['Test' + str(test)]['positive']['F'] = VEPos\n",
" envelope['Test' + str(test)]['positive']['u'] = uEPos\n",
" envelope['Test' + str(test)]['negative']['F'] = VENeg\n",
" envelope['Test' + str(test)]['negative']['u'] = uENeg\n",
" \n",
"print(\" Envelope curves have been calculated for all test units\")\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.9</span> Plot envelope curves"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section plots the <b>F-u envelope curves</b> for each test and for the two sets of tests investigated in the campaign. The plot of <b>Fig.5</b> and <b>Fig.8</b> in Godio et al. (2019) are reproduced"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Figures have been saved in V:\\03_Projects\\04_Basel_Project\\13_Tests_on_Type_E_walls_with_plaster\\09_Zenodo\\02_TEST_DATA\\01_WALL_STRUCTURAL_BEHAVIOUR\\OUTPUT_PLOTS\n"
]
}
],
"source": [
"# plot for each test unit\n",
"for test in range(test_number):\n",
" str_tmp = str(test_unit(test)) + \" ($\\sigma_v/f_{cm}=$\" + str(wall['alr'][test]) + \"; loading: \" + wall['LH'][test] + \")\"\n",
" legend_tmp = [str_tmp,\"Positive envelope\",\"Negative envelope\"]\n",
" if test == test_number - 1:\n",
" adjust_axis = 0\n",
" else:\n",
" adjust_axis = 1 \n",
" lim_x_low = -45*adjust_axis\n",
" lim_x_upp = 45\n",
" lim_y_low = -150*adjust_axis\n",
" lim_y_upp = 150\n",
" plot_multi(where_to_save_pic + os.sep + 'Test_' + test_unit(test) + \"_Envelopes\",\n",
" [sc_tests.dataset['Test' + str(test)]['u'],envelope['Test' + str(test)]['positive']['u'],-envelope['Test' + str(test)]['negative']['u']],\n",
" [sc_tests.dataset['Test' + str(test)]['F'],envelope['Test' + str(test)]['positive']['F'],-envelope['Test' + str(test)]['negative']['F']],\n",
" ['gray','b','r'],'Horizontal Displacement (mm)','Horizontal Force (kN)',\n",
" legend_tmp,'upper left',lim_x_low,lim_x_upp,lim_y_low,lim_y_upp,None,32,12,10,True)\n",
"\n",
"# effect of axial load ratio\n",
"legend_tmp = []\n",
"lim_x_low = -45\n",
"lim_x_upp = 45\n",
"lim_y_low = -150\n",
"lim_y_upp = 150\n",
"plot_multi(where_to_save_pic + os.sep + \"Envelopes_01_axial_load_ratio\",\n",
" [ envelope['Test0']['positive']['u'],-envelope['Test0']['negative']['u'], \n",
" envelope['Test1']['positive']['u'],-envelope['Test1']['negative']['u'], \n",
" envelope['Test2']['positive']['u'],-envelope['Test2']['negative']['u'], \n",
" envelope['Test3']['positive']['u'],-envelope['Test3']['negative']['u'] \n",
" ],\n",
" [ envelope['Test0']['positive']['F'],-envelope['Test0']['negative']['F'], \n",
" envelope['Test1']['positive']['F'],-envelope['Test1']['negative']['F'], \n",
" envelope['Test2']['positive']['F'],-envelope['Test2']['negative']['F'], \n",
" envelope['Test3']['positive']['F'],-envelope['Test3']['negative']['F'] \n",
" ],\n",
" ['k','k','darkred','darkred','r','r','firebrick','firebrick'],'Horizontal Displacement (mm)','Horizontal Force (kN)',\n",
" legend_tmp,'upper left',lim_x_low,lim_x_upp,lim_y_low,lim_y_upp,None,32,12,10,False)\n",
"\n",
"# effect of load history\n",
"legend_tmp = []\n",
"lim_x_low = -45\n",
"lim_x_upp = 45\n",
"lim_y_low = -150\n",
"lim_y_upp = 150\n",
"plot_multi(where_to_save_pic + os.sep + \"Envelopes_02_load_history\",\n",
" [ \n",
" envelope['Test4']['positive']['u'],-envelope['Test4']['negative']['u'], \n",
" envelope['Test5']['positive']['u'],-envelope['Test5']['negative']['u'], \n",
" envelope['Test3']['positive']['u'],-envelope['Test3']['negative']['u'] \n",
" ],\n",
" [ \n",
" envelope['Test4']['positive']['F'],-envelope['Test4']['negative']['F'], \n",
" envelope['Test5']['positive']['F'],-envelope['Test5']['negative']['F'], \n",
" envelope['Test3']['positive']['F'],-envelope['Test3']['negative']['F'] \n",
" ],\n",
" ['r','r','k','k','firebrick','firebrick'],'Horizontal Displacement (mm)','Horizontal Force (kN)',\n",
" legend_tmp,'upper left',lim_x_low,lim_x_upp,lim_y_low,lim_y_upp,None,32,12,10,False)\n",
" \n",
"print(\" Figures have been saved in \" + where_to_save_pic)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## <span style=\"color: red;\">1.10</span> Calculate key parameters"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This section computes the key parameters of the wall structural behaviour. The results contained in <b>Table 3</b> and <b>Table 4</b> of Godio et al. (2019) are reproduced. The parameters are appended to the <b>key</b> dictionary. Inside the dictionary the following variables are added:\n",
"<ul>\n",
" <li> <b>peak_force</b> = peak shear force, <b>$V_\\text{max}$</b> </li>\n",
" <li> <b>initial_stiffness</b> = initial stiffness calculated as secant stiffness at 15% the peak force, <b>$K_\\text{init}$</b> </li>\n",
" <li> <b>delta_cracking</b> = drift corresponding at the onset of cracking in the masonry, <b>$\\delta_\\text{cr}$</b> </li>\n",
" <li> <b>delta_yielding</b> = drift at the yielding point of the bi-linear curve, <b>$\\delta_\\text{y}$</b> </li>\n",
" <li> <b>delta_max</b> = drift measured when the peak force is reached, <b>$\\delta_\\text{max}$</b> </li>\n",
" <li> <b>delta_SD</b> = drift at the Severe Damage (SD) limit state, <b>$\\delta_\\text{SD}$</b> </li>\n",
" <li> <b>delta_ultimate</b> = ultimate drift, <b>$\\delta_\\text{u}$</b> </li>\n",
" <li> <b>delta_collapse</b> = drift at collapse, <b>$\\delta_\\text{c}$</b> </li>\n",
"</ul>\n",
"Each variable contains values for both the positive and the negative envelopes, e.g. <b>peak_force.positive</b> and <b>peak_force.pegative</b>, plus the average value <b>peak_force.average</b>\n"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"# initialize the key dictionary\n",
"key = {}\n",
"for test in range(test_number):\n",
" \n",
" key['Test' + str(test)] = {\n",
" 'peak_force':{},\n",
" 'initial_stiffness':{},\n",
" 'delta_cracking':{},\n",
" 'delta_yielding':{},\n",
" 'delta_max':{},\n",
" 'delta_SD':{},\n",
" 'delta_ultimate':{},\n",
" 'delta_collapse':{},\n",
" }\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Peak force"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Peak force (kN)\n",
"\n",
"Test unit Positive Negative Average\n",
"----------- ---------- ---------- ---------\n",
"SC1 74 -77 76\n",
"SC2 90 -89 90\n",
"SC4 142 -133 138\n",
"SC5 113 -107 110\n",
"SC6 109 -106 108\n",
"SC7 103 -103 103\n"
]
}
],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # save in dictionary\n",
" key['Test' + str(test)]['peak_force']['positive'] = max(envelope['Test' + str(test)]['positive']['F'])\n",
" key['Test' + str(test)]['peak_force']['negative'] = max(envelope['Test' + str(test)]['negative']['F'])\n",
" key['Test' + str(test)]['peak_force']['average'] = (key['Test' + str(test)]['peak_force']['positive'] + key['Test' + str(test)]['peak_force']['negative'])/2\n",
" \n",
" # save in tmp table to plot\n",
" tmp_table.append([test_unit(test), format(key['Test' + str(test)]['peak_force']['positive'],'.0f'), format(-key['Test' + str(test)]['peak_force']['negative'],'.0f'), format(key['Test' + str(test)]['peak_force']['average'], '.0f')])\n",
" \n",
"# print\n",
"print('Peak force (kN)\\n')\n",
"print(tabulate(tmp_table, headers=['Test unit', 'Positive', 'Negative', 'Average']))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Initial stiffness"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Initial stiffness (kN/mm)\n",
"\n",
"Test unit Positive Negative Average\n",
"----------- ---------- ---------- ---------\n",
"SC1 184 -177 180\n",
"SC2 207 -235 221\n",
"SC4 267 -295 281\n",
"SC5 247 -216 231\n",
"SC6 226 -225 225\n",
"SC7 216 -216 216\n"
]
}
],
"source": [
"# initialize\n",
"tmp_table = []\n",
"beta = 0.15\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" u = []; F = []; f = []; u_pre = []; F_pre = []; ind_15_pos = []\n",
" u = envelope['Test' + str(test)]['positive']['u']\n",
" F = envelope['Test' + str(test)]['positive']['F']\n",
" F_15_pos = beta*key['Test' + str(test)]['peak_force']['positive']\n",
" ind_15_pos = [ind for ind in range(len(F)) if F[ind] >= F_15_pos]\n",
" F_pre = F[0:ind_15_pos[0]+1]\n",
" u_pre = u[0:ind_15_pos[0]+1]\n",
" f = interp1d(F_pre, u_pre)\n",
" u_15_pos = f(F_15_pos)\n",
" key['Test' + str(test)]['initial_stiffness']['positive'] = F_15_pos/u_15_pos\n",
"\n",
" # negative value\n",
" u = []; F = []; f = []; u_pre = []; F_pre = []; ind_15_neg = []\n",
" u = envelope['Test' + str(test)]['negative']['u']\n",
" F = envelope['Test' + str(test)]['negative']['F']\n",
" F_15_neg = beta*key['Test' + str(test)]['peak_force']['negative']\n",
" ind_15_neg = [ind for ind in range(len(F)) if F[ind] >= F_15_neg]\n",
" F_pre = F[0:ind_15_neg[0]+1]\n",
" u_pre = u[0:ind_15_neg[0]+1]\n",
" f = interp1d(F_pre, u_pre)\n",
" u_15_neg = f(F_15_neg)\n",
" key['Test' + str(test)]['initial_stiffness']['negative'] = F_15_neg/u_15_neg\n",
" \n",
" # average value\n",
" key['Test' + str(test)]['initial_stiffness']['average'] = (key['Test' + str(test)]['initial_stiffness']['positive'] + key['Test' + str(test)]['initial_stiffness']['negative'])/2\n",
" \n",
" # save in tmp table to plot\n",
" tmp_table.append([test_unit(test), format(key['Test' + str(test)]['initial_stiffness']['positive'],'.0f'), format(-key['Test' + str(test)]['initial_stiffness']['negative'],'.0f'), format(key['Test' + str(test)]['initial_stiffness']['average'], '.0f')])\n",
"\n",
"# print\n",
"print('Initial stiffness (kN/mm)\\n')\n",
"print(tabulate(tmp_table, headers=['Test unit', 'Positive', 'Negative', 'Average']))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Drift at masonry craking"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Drift at cracking (%)\n",
"\n",
"Test unit Positive Negative Average\n",
"----------- ---------- ---------- ---------\n",
"SC1 0.11 -0.1 0.11\n",
"SC2 0.09 -0.08 0.08\n",
"SC4 0.07 -0.06 0.07\n",
"SC5 0.11 -0.14 0.13\n",
"SC6 0.1 -0.12 0.11\n",
"SC7 0.16 -0.16 0.16\n"
]
}
],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# displacement values measured after visual inspection + DIC check\n",
"def disp_cracking_positive(i):\n",
" switcher={\n",
" 0:1.0145,\n",
" 1:0.8284,\n",
" 2:0.6674,\n",
" 3:1.0204,\n",
" 4:0.9239,\n",
" 5:1.48\n",
" }\n",
" return switcher.get(i)\n",
"def disp_cracking_negative(i):\n",
" switcher={\n",
" 0:0.8821,\n",
" 1:0.6767,\n",
" 2:0.514,\n",
" 3:1.29,\n",
" 4:1.0567,\n",
" 5:1.48\n",
" }\n",
" return switcher.get(i)\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive negative and average values\n",
" key['Test' + str(test)]['delta_cracking']['positive'] = disp_cracking_positive(test)/wall['height'][test]*100\n",
" key['Test' + str(test)]['delta_cracking']['negative'] = disp_cracking_negative(test)/wall['height'][test]*100\n",
" key['Test' + str(test)]['delta_cracking']['average'] = (key['Test' + str(test)]['delta_cracking']['positive'] + key['Test' + str(test)]['delta_cracking']['negative'])/2\n",
" \n",
" # save in tmp table to plot\n",
" tmp_table.append([test_unit(test), format(key['Test' + str(test)]['delta_cracking']['positive'],'.2f'), format(-key['Test' + str(test)]['delta_cracking']['negative'],'.2f'), format(key['Test' + str(test)]['delta_cracking']['average'], '.2f')])\n",
"\n",
"# print\n",
"print('Drift at cracking (%)\\n')\n",
"print(tabulate(tmp_table, headers=['Test unit', 'Positive', 'Negative', 'Average']))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Drift at yielding"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Drift at yielding (%)\n",
"\n",
"Test unit Positive Negative Average\n",
"----------- ---------- ---------- ---------\n",
"SC1 0.05 -0.05 0.05\n",
"SC2 0.09 -0.04 0.06\n",
"SC4 0.08 -0.07 0.07\n",
"SC5 0.06 -0.07 0.07\n",
"SC6 0.06 -0.06 0.06\n",
"SC7 0.09 -0.09 0.09\n"
]
}
],
"source": [
"# note: I use here the interp function which is the closest to matlab interp1 function\n",
"# initialize \n",
"tmp_table = []\n",
"beta = 0.70\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" u = []; F = []; u_pre = []; F_pre = []; ind_70_pos = []\n",
" u = envelope['Test' + str(test)]['positive']['u']\n",
" F = envelope['Test' + str(test)]['positive']['F']\n",
" F_70_pos = beta*key['Test' + str(test)]['peak_force']['positive']\n",
" ind_70_pos = [ind for ind in range(len(F)) if F[ind] >= F_70_pos]\n",
" F_pre = F[0:ind_70_pos[0]+1]\n",
" u_pre = u[0:ind_70_pos[0]+1]\n",
" key['Test' + str(test)]['delta_yielding']['positive'] = np.interp(F_70_pos, F_pre, u_pre)/wall['height'][test]*100\n",
"\n",
" # negative value\n",
" u = []; F = []; u_pre = []; F_pre = []; ind_70_neg = []\n",
" u = envelope['Test' + str(test)]['negative']['u']\n",
" F = envelope['Test' + str(test)]['negative']['F']\n",
" F_70_neg = beta*key['Test' + str(test)]['peak_force']['negative']\n",
" ind_70_neg = [ind for ind in range(len(F)) if F[ind] >= F_70_neg]\n",
" F_pre = F[0:ind_70_neg[0]+1]\n",
" u_pre = u[0:ind_70_neg[0]+1]\n",
" key['Test' + str(test)]['delta_yielding']['negative'] = np.interp(F_70_neg, F_pre, u_pre)/wall['height'][test]*100\n",
"\n",
" # average value\n",
" key['Test' + str(test)]['delta_yielding']['average'] = (key['Test' + str(test)]['delta_yielding']['positive'] + key['Test' + str(test)]['delta_yielding']['negative'])/2\n",
" \n",
" # save in tmp table to plot\n",
" tmp_table.append([test_unit(test), format(key['Test' + str(test)]['delta_yielding']['positive'],'.2f'), format(-key['Test' + str(test)]['delta_yielding']['negative'],'.2f'), format(key['Test' + str(test)]['delta_yielding']['average'], '.2f')])\n",
"\n",
"# print\n",
"print('Drift at yielding (%)\\n')\n",
"print(tabulate(tmp_table, headers=['Test unit', 'Positive', 'Negative', 'Average']))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Drift at peak"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Drift at peak (%)\n",
"\n",
"Test unit Positive Negative Average\n",
"----------- ---------- ---------- ---------\n",
"SC1 0.17 -0.54 0.36\n",
"SC2 0.2 -0.12 0.16\n",
"SC4 0.41 -0.39 0.4\n",
"SC5 0.34 -0.45 0.4\n",
"SC6 0.21 -0.37 0.29\n",
"SC7 0.64 -0.64 0.64\n"
]
}
],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" u = []; F = []\n",
" u = envelope['Test' + str(test)]['positive']['u']\n",
" F = envelope['Test' + str(test)]['positive']['F']\n",
" ind_peak = [ind for ind in range(len(F)) if F[ind] >= key['Test' + str(test)]['peak_force']['positive']]\n",
" key['Test' + str(test)]['delta_max']['positive'] = u[ind_peak[0]]/wall['height'][test]*100\n",
" \n",
" # negative value\n",
" u = []; F = []\n",
" u = envelope['Test' + str(test)]['negative']['u']\n",
" F = envelope['Test' + str(test)]['negative']['F']\n",
" ind_peak = [ind for ind in range(len(F)) if F[ind] >= key['Test' + str(test)]['peak_force']['negative']]\n",
" key['Test' + str(test)]['delta_max']['negative'] = u[ind_peak[0]]/wall['height'][test]*100\n",
"\n",
" # average value\n",
" key['Test' + str(test)]['delta_max']['average'] = (key['Test' + str(test)]['delta_max']['positive'] + key['Test' + str(test)]['delta_max']['negative'])/2\n",
" \n",
" # save in tmp table to plot\n",
" tmp_table.append([test_unit(test), format(key['Test' + str(test)]['delta_max']['positive'],'.2f'), format(-key['Test' + str(test)]['delta_max']['negative'],'.2f'), format(key['Test' + str(test)]['delta_max']['average'], '.2f')])\n",
" \n",
"# print\n",
"print('Drift at peak (%)\\n')\n",
"print(tabulate(tmp_table, headers=['Test unit', 'Positive', 'Negative', 'Average']))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Drift at SD limit state"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Drift at SD limit state (%)\n",
"\n",
"Test unit Positive Negative Average\n",
"----------- ---------- ---------- ---------\n",
"SC1 0.17 -0.29 0.32\n",
"SC2 0.2 -0.12 0.16\n",
"SC4 0.22 -0.17 0.2\n",
"SC5 0.34 -0.43 0.39\n",
"SC6 0.21 -0.35 0.29\n",
"SC7 0.49 -0.49 0.49\n"
]
}
],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" key['Test' + str(test)]['delta_SD']['positive'] = min(3*key['Test' + str(test)]['delta_cracking']['positive'],key['Test' + str(test)]['delta_max']['positive'])\n",
" \n",
" # negative value\n",
" key['Test' + str(test)]['delta_SD']['negative'] = min(3*key['Test' + str(test)]['delta_cracking']['negative'],key['Test' + str(test)]['delta_max']['negative'])\n",
"\n",
" # average value\n",
" key['Test' + str(test)]['delta_SD']['average'] = min(3*key['Test' + str(test)]['delta_cracking']['average'],key['Test' + str(test)]['delta_max']['average'])\n",
" \n",
" # save in tmp table to plot\n",
" tmp_table.append([test_unit(test), format(key['Test' + str(test)]['delta_SD']['positive'],'.2f'), format(-key['Test' + str(test)]['delta_SD']['negative'],'.2f'), format(key['Test' + str(test)]['delta_SD']['average'], '.2f')])\n",
" \n",
"# print\n",
"print('Drift at SD limit state (%)\\n')\n",
"print(tabulate(tmp_table, headers=['Test unit', 'Positive', 'Negative', 'Average']))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Ultimate drift"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Ultimate drift (%)\n",
"\n",
"Test unit Positive Negative Minimum*\n",
"----------- ---------- ---------- ----------\n",
"SC1 0.99 -0.9 0.9\n",
"SC2 0.93 -1.07 0.93\n",
"SC4 0.7 -0.81 0.7\n",
"SC5 0.88 -0.95 0.88\n",
"SC6 0.23 -0.71 0.71\n",
"SC7 1.56 -1.56 1.56\n",
"\n",
"*For SC6, the maximum value is retained due to the asymmetry of the loading protocol\n"
]
}
],
"source": [
"# note: I use here the interp function which is the closest to matlab interp1 function\n",
"# initialize \n",
"tmp_table = []\n",
"beta = 0.80\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive value\n",
" u = []; F = []; u_post = []; F_post = [];\n",
" u = envelope['Test' + str(test)]['positive']['u']\n",
" F = envelope['Test' + str(test)]['positive']['F']\n",
" ind_peak = [ind for ind in range(len(F)) if F[ind] >= key['Test' + str(test)]['peak_force']['positive']][0]\n",
" F_post = F[ind_peak:len(F)]\n",
" u_post = u[ind_peak:len(u)]\n",
" F_80 = beta*key['Test' + str(test)]['peak_force']['positive']\n",
" if F[-1] < F_80:\n",
" ind_80 = ind_peak + [ind for ind in range(len(F_post)) if F_post[ind] <= F_80][0] \n",
" key['Test' + str(test)]['delta_ultimate']['positive'] = u[ind_80]/wall['height'][test]*100\n",
" else:\n",
" ind_80 = len(F)\n",
" key['Test' + str(test)]['delta_ultimate']['positive'] = u[-1]/wall['height'][test]*100\n",
" \n",
" # negative value\n",
" u = []; F = []; u_post = []; F_post = [];\n",
" u = envelope['Test' + str(test)]['negative']['u']\n",
" F = envelope['Test' + str(test)]['negative']['F']\n",
" ind_peak = [ind for ind in range(len(F)) if F[ind] >= key['Test' + str(test)]['peak_force']['negative']][0]\n",
" F_post = F[ind_peak:len(F)]\n",
" u_post = u[ind_peak:len(u)]\n",
" F_80 = beta*key['Test' + str(test)]['peak_force']['negative']\n",
" if F[-1] < F_80:\n",
" ind_80 = ind_peak + [ind for ind in range(len(F_post)) if F_post[ind] <= F_80][0] \n",
" key['Test' + str(test)]['delta_ultimate']['negative'] = u[ind_80]/wall['height'][test]*100\n",
" else:\n",
" ind_80 = len(F)\n",
" key['Test' + str(test)]['delta_ultimate']['negative'] = u[-1]/wall['height'][test]*100\n",
"\n",
" # minimum value\n",
" if test == 4:\n",
" key['Test' + str(test)]['delta_ultimate']['minimum'] = max(key['Test' + str(test)]['delta_ultimate']['positive'],key['Test' + str(test)]['delta_ultimate']['negative'])\n",
" else:\n",
" key['Test' + str(test)]['delta_ultimate']['minimum'] = min(key['Test' + str(test)]['delta_ultimate']['positive'],key['Test' + str(test)]['delta_ultimate']['negative'])\n",
" \n",
" # save in tmp table to plot\n",
" tmp_table.append([test_unit(test), format(key['Test' + str(test)]['delta_ultimate']['positive'],'.2f'), format(-key['Test' + str(test)]['delta_ultimate']['negative'],'.2f'), format(key['Test' + str(test)]['delta_ultimate']['minimum'], '.2f')])\n",
"\n",
"# print\n",
"print('Ultimate drift (%)\\n')\n",
"print(tabulate(tmp_table, headers=['Test unit', 'Positive', 'Negative', 'Minimum*']))\n",
"print('\\n*For SC6, the maximum value is retained due to the asymmetry of the loading protocol')\n"
]
},
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"source": [
"### Drift at collapse"
]
},
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{
"name": "stdout",
"output_type": "stream",
"text": [
"Drift at collapse (%)\n",
"\n",
"Test unit Positive Negative Minimum*\n",
"----------- ---------- ---------- ----------\n",
"SC1 4.51 -2.47 2.47\n",
"SC2 1.12 -2.44 1.12\n",
"SC4 1.28 -1.52 1.28\n",
"SC5 1.77 -2.43 1.77\n",
"SC6 0.23 -1.16 1.16\n",
"SC7 12.43 -12.43 12.43\n",
"\n",
"*For SC6, the maximum value is retained due to the asymmetry of the loading protocol\n"
]
}
],
"source": [
"# initialize\n",
"tmp_table = []\n",
"\n",
"# displacement values measured after visual inspection + DIC check\n",
"def disp_collapse_positive(i):\n",
" switcher={\n",
" 0:40.63,\n",
" 1:10.06,\n",
" 2:11.51,\n",
" 3:15.93,\n",
" 4:2.1,\n",
" 5:111.8860\n",
" }\n",
" return switcher.get(i)\n",
"def disp_collapse_negative(i):\n",
" switcher={\n",
" 0:22.19,\n",
" 1:21.93,\n",
" 2:13.71,\n",
" 3:21.84,\n",
" 4:10.44,\n",
" 5:111.8860\n",
" }\n",
" return switcher.get(i)\n",
"\n",
"# loop over the test units\n",
"for test in range(test_number):\n",
" \n",
" # positive negative and average values\n",
" key['Test' + str(test)]['delta_collapse']['positive'] = disp_collapse_positive(test)/wall['height'][test]*100\n",
" key['Test' + str(test)]['delta_collapse']['negative'] = disp_collapse_negative(test)/wall['height'][test]*100\n",
" if test == 4:\n",
" key['Test' + str(test)]['delta_collapse']['minimum'] = max(key['Test' + str(test)]['delta_collapse']['positive'],key['Test' + str(test)]['delta_collapse']['negative'])\n",
" else:\n",
" key['Test' + str(test)]['delta_collapse']['minimum'] = min(key['Test' + str(test)]['delta_collapse']['positive'],key['Test' + str(test)]['delta_collapse']['negative'])\n",
" \n",
" # save in tmp table to plot\n",
" tmp_table.append([test_unit(test), format(key['Test' + str(test)]['delta_collapse']['positive'],'.2f'), format(-key['Test' + str(test)]['delta_collapse']['negative'],'.2f'), format(key['Test' + str(test)]['delta_collapse']['minimum'], '.2f')])\n",
"\n",
"# print\n",
"print('Drift at collapse (%)\\n')\n",
"print(tabulate(tmp_table, headers=['Test unit', 'Positive', 'Negative', 'Minimum*']))\n",
"print('\\n*For SC6, the maximum value is retained due to the asymmetry of the loading protocol')\n"
]
}
],
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Event Timeline