Commit 4edb1482 authored by Benedikt Zoennchen's avatar Benedikt Zoennchen
Browse files

issue#194: fix a numerical issue causes an assertion in VCircle.

parent 67d3c58e
Pipeline #83442 failed with stages
in 101 minutes and 10 seconds
%% Cell type:markdown id: tags:
 
# Calibration of the Optimal Steps Model
 
This script is an attempt to recompute the results in silver-2016b page 51. The scenario [scenario](./../../../../VadereModelTests/TestOSM_calibration/rimea_04_calibration_osm.scenario) is based on the RiMEA-Test 4. We use the `Teleporter` to model a circular scenario and the parameter `useFreeSpaceOnly = false` to generate high densities. The following code plots all the necessary diagrams.
 
%% Cell type:code id: tags:
 
``` python
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
import seaborn as sns
from vadere_analysis_tool import ScenarioOutput, VadereProject
from scipy.optimize import curve_fit
 
sns.set(style="whitegrid")
sns.set_context("notebook", font_scale=1.0, rc={"lines.linewidth": 2.0})
 
def plotEvolution(vproject, ending, yval, ylabel):
plots = []
i = 1
plt.figure(1, figsize=(30, 10))
for outStr in project.output_dirs :
out = project.output_dirs[outStr]
dataFrames = []
for fileStr in out.files :
if fileStr.endswith(ending) :
ndf = pd.DataFrame();
df = out.files[fileStr]()
#df = df[df.velocity > 0]
ndf['density'] = df.density.astype(float)
ndf['velocity'] = df.velocity.astype(float)
ndf['timeStep'] = df.timeStep.astype(int)
ndf['scenario'] = [out.scenario['name']] * len(df.density)
dataFrames.append(ndf)
#concatFrames = pd.concat(dataFrames)
plt.subplot(2, 1, i)
plt.title(out.scenario['name'])
plt.xlabel('timeStep')
plt.ylabel(ylabel)
sns.lineplot(x='timeStep', y=yval, data=pd.concat(dataFrames))
i = i + 1
 
def plotFundamentalDiagram(vproject, ending):
dataFrames = []
for outStr in project.output_dirs :
out = project.output_dirs[outStr]
for fileStr in out.files :
if fileStr.endswith(ending) :
ndf = pd.DataFrame();
df = out.files[fileStr]()
ndf['density'] = df.density.astype(float)
ndf['velocity'] = df.velocity.astype(float)
ndf['scenario'] = [out.scenario['name']] * len(df.velocity)
#ndf = ndf[ndf.density < 7]
dataFrames.append(ndf)
concatFrames = pd.concat(dataFrames)
g = sns.relplot(x="density", y="velocity", hue="scenario", data=concatFrames,
height=10, aspect=2)
def plotFundamentalDiagramScatter(vproject, ending, sep=False, width = 10, height = 5):
dataFrames = []
index = 0
cols = 3
rows = len(vproject.output_dirs) / cols + 1
if not sep :
fig, axs = plt.subplots(int(rows), int(cols), figsize=(height*rows, width*cols), sharex=False, sharey=True)
for outStr in vproject.output_dirs :
out = vproject.output_dirs[outStr]
for fileStr in out.files :
if fileStr.endswith(ending) :
if not sep :
axes = axs[int(index / cols), int(index % cols)]
else :
fig = plt.figure(1, figsize=(width, height))
axes = plt.axes()
fig.add_axes(axes)
ndf = pd.DataFrame();
df = out.files[fileStr]()
ndf['density'] = df.density.astype(float)
ndf['velocity'] = df.velocity.astype(float)
ndf['scenario'] = [out.scenario['name']] * len(df.velocity)
#ndf = ndf[ndf.density < 7]
#plt.scatter()
axes.set_title(out.scenario['name'])
axes.set_xlabel('density')
axes.set_ylabel('velocity')
axes.set_xticks([0,1,2,3,4,5,6])
axes.set_yticks([0,0.5,1,1.5,2,2.5])
axes.set_xlim(0,6)
axes.set_ylim(0,2.5)
axes.scatter(ndf['density'], ndf['velocity'], s=0.7, marker='*', color='#555555')
wm = plotWeidmann(axes)
popt, pcov = curve_fit(kladek, ndf['density'], ndf['velocity'], p0=(1.34, 1.913, 5.4))
print(str(popt[0]) + "," + str(popt[1]) + "," + str(popt[2]))
xx = np.linspace(0.1, 6, 1000)
yy = kladek(xx, *popt)
axes.plot(xx, yy, '--', c=sns.color_palette().as_hex()[1])
axes.legend(['Weidmann', 'regression', 'Simulated data'])
index = index + 1;
if sep :
fig.savefig("./"+out.scenario['name']+"_fundamental_diagram"+".pdf", bbox_inches='tight')
plt.show()
if not sep :
fig.savefig("./"+vproject.project_name+"_fundamental_diagrams"+".pdf", bbox_inches='tight')
 
```
 
%% Cell type:code id: tags:
 
``` python
def plotWeidmann(axes):
wmaxDensity = 5.4
wmeanVelocity = 1.34
wgamma = 1.913
wx = np.linspace(0.1, wmaxDensity, 100)
return plotKladek(wx, wmeanVelocity, wgamma, wmaxDensity, axes)
 
def plotKladek(x, v, gamma, pmax, axes):
result, = axes.plot(x, kladek(x, v, gamma, pmax), c=sns.color_palette().as_hex()[0])
return result
 
def kladek(x, v, gamma, pmax):
return v * (1 - np.exp(-gamma * (1/x - 1/pmax)))
```
 
%% Cell type:markdown id: tags:
 
First we load the project
 
%% Cell type:code id: tags:
 
``` python
projectFolder = "./../../../../VadereModelCalibration/TestOSM_calibration/"
project = VadereProject(projectFolder)
#out = project.named_output.C_050_180_180_2018_11_26_16_30_29_355()'
```
 
%%%% Output: error
%%%% Output: stream
 
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
<ipython-input-1-0ef884a10979> in <module>()
1 projectFolder = "./../../../../VadereModelCalibration/TestOSM_calibration/"
----> 2 project = VadereProject(projectFolder)
3 #out = project.named_output.C_050_180_180_2018_11_26_16_30_29_355()'
NameError: name 'VadereProject' is not defined
loaded 0 out of 0 output directories.
 
%% Cell type:markdown id: tags:
 
# Meassurement methods
All methods are described in zhang-2011.
 
## Method A Plots
The computation of the velocity is slightly different i.e. we use the velocity computed by the current and last foot step.
 
%% Cell type:code id: tags:
 
``` python
# transform data frame
plotFundamentalDiagramScatter(project, "aTimeStep.fundamentalDiagram", True, 6, 6)
```
 
%% Cell type:markdown id: tags:
 
## Method B Plots
This method does not work for this scenario since agents run multiple times through the same measurement area.
 
%% Cell type:markdown id: tags:
 
## Method C Plots
The computation of the velocity is slightly different i.e. we use the velocity computed by the current and last foot step.
 
%% Cell type:code id: tags:
 
``` python
plotFundamentalDiagramScatter(project, "cTimeStep.fundamentalDiagram", True, 6, 6)
```
 
%%%% Output: stream
 
1.06298998016,3.0925380309,4.81724477907
 
%%%% Output: display_data
 
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Zi7NixuHnzZm03RaXQHYUK27dvn2KA+k3yxUWqpiFe87t4l/cpNDQUq1evVvoaGxsbLFq0qErbyGfVqlW8d5TTp0+vkTY0NNV6R7Ft2zacPXsWQOnsAw8Pj3LPnzx5UjEnfNKkSeUGAQkhhNSuarujCAkJwbVr1+Dv7w+JRIJZs2bh4sWL+OCDDxR1YmNjsWHDhipJAUEIIaR6VFugaN68OTw9PRVTOE1NTfHixQtOndjYWOzevRvPnz/HgAED8MMPP0BbW7u6mkQIIeQdVFugMDMzU/yckJCAs2fP4ujRo4rH8vLy0L17d7i7u6NDhw7w9PTEjh078O2331Z4bJlMhry8PGhqalY4e4MQQkgpxhiKi4uhp6f3VrPYqn3WU3x8vGJFpZOTE2+9u3fvYtGiRZysknxycnIQFxdXlc0khJAGw9zcHAYGBqLrV+usp6ioKCxYsACLFi1SJBiTe/HiBUJCQhTzwcWuugT+XU1rbm5ebnWyqoiNjRVMOVDf0fXVX6p8bYBqX19RURHi4uJEZSQoq9oCRVJSEtzc3LBx40alWUx1dHSwfv162NjYoG3btjhy5AhnoFuIvLtJS0tLpcc0VPnaALq++kyVrw1Q/et72y77agsU+/fvR2FhIWe17eTJkxEUFIQFCxbA0tISy5cvx7x581BcXIx+/fph5syZ1dUcQggh76jaAoWXlxe8vLzKPe7q6qr42cHBQZHJkxBCSN1ESQEJIYQIohQehJBy5HtIFBQUlHtOQ0MD9+7dq4VW1QxVuD4dHR20bdv2rQet+VCgIISUk5iYCAMDA3Ts2LHcwGdeXp5ikyVVVN+vjzGGtLQ0JCYmolOnTlVyTOp6IoSUU1BQgKZNm9KC1npIIpGgadOmSu8G3xUFCkKIUhQk6q+q/ttRoCCE1GkzZ87EpUuXFL+vXbsWffv2RVFRkeIxe3t7JCYmKn394sWLERMTU+5xT09P/Pbbb1XfYBVEgYIQUqfZ2toiKipK8XtISAj69OmjeOzJkyfQ1dXl3flx5cqVsLS0rJG2qioazCaE1GkDBw7EqlWrAJTum66lpQUHBwdcu3YNAwcORGRkJOzs7BAdHY3Vq1ejoKAAxsbGWLZsGdq1a4dp06Zh/vz5sLa2xpo1axAcHIwWLVpAKpXC2toaiYmJcHNzQ+fOnfHw4UOYm5tjwIAB8Pf3R1ZWFrZv3w5TU1OcPXsWBw4cQEFBAYqKirBq1Sr069cP06ZNg6WlJaKiopCeng4vLy8MHToUnp6e0NfXx507d5CSkgI3NzdMmDChlt/Nd0OBghAiaNm+UETeS6mWY1t1b4mls2wF61hYWODp06coLCzEtWvXYGdnBzs7O8yfPx/u7u6IjIzE4MGD4eXlhV27dqF169a4evUqlixZgoMHDyqOc/78edy9exe///47cnJyOLv4PXjwAKtXr0a3bt3wwQcfoHXr1jh27Bi2bduGY8eOwdPTE76+vti1axeaNGmCEydOYM+ePdi1axeA0unEx44dQ1BQEDZv3oyhQ4cCAJKTk/G///0PcXFxmD59OgUKQgipDurq6ujduzdiYmJw7do1TJ06Fe3atUNBQQGysrJw8+ZNzJgxA8+ePcO8efMUr8vNzeUcJzw8HCNHjoSmpiaaNGmCIUOGKJ5r1qwZevToAQBo2bKlIj9d69atkZiYCDU1NWzfvh1BQUH4559/EB4ezknTPXjwYACl2ytkZmYqHrezs4NEIoG5uTnn8fqGAgUhRNCb3/hrY52Bra0tbty4gejoaKxfvx5AaZfUn3/+CWNjYwBA27ZtERgYCACQSqV49eoV5xgSiQRld1Uom636zSzU6urqnN/z8vLg4uKCcePGYcCAAejatSuOHDmieF6eRPDN2UZ8j9c3NJhNCKnzBg4ciMDAQJibmys+4O3s7HDgwAHY2dmhc+fOyMrKQmRkJADg5MmT+P7778sd4+zZsygqKkJWVhauXr0q+vwJCQmQSCSYO3cubGxscPHiRUil0qq7wDqO7igIIXWevOtmypQpisdsbW3xzTffYNCgQdDS0sLmzZuxcuVKFBYWQl9fH2vXruUc4/3330dMTAzGjBmDZs2awdTUVPT5u3Xrhu7du+PDDz+ERCKBvb09ZyaWqqv2He6qQ2FhoWJzEVXNGx8VFYX+/fvXdjOqDV1f3Xbv3j10795d6XP1PcVFRVTl+pT9Dd/1s5O6ngghhAiiQEEIIUQQBQpCCCGCKFAQQggRRIGCEEKIIAoUhBBCBFGgIIQQIogCBSGEvKXNmzfjzz//rO1m1BhamU0IIW/p66+/ru0m1CgKFISQOi8sLAzr16+HTCZDmzZtoKuri/j4eEilUsyePRtjxoxBcXExli5diqioKLRs2RISiQRffvklAChea2ZmBm9vbyxfvrzc6+/fvw9vb28UFRWhUaNGWL16Ndq0aYNFixYhPj4eADBlyhRMmjQJnp6esLa2hrOzM06ePIkDBw5AIpHAwsICS5YsgZ6eHuzt7eHg4ICoqCioq6tj06ZNaNeuXW2+je+MAgUhpEKPV/Lvo9Dswzkw7DcSAJB94wJend3NW7fz4pOKnxP3u6Pt5+tFtyEhIQGXL1/G7t270aJFC6xduxa5ubmYPHkyevfujeDgYLx+/Rrnzp3DixcvMHbs2HKvNTAwgI+PDywsLMq9/tChQ5g5cyaGDBmCCxcu4NatW0hNTUVWVhYCAgKQkpKCn3/+GZMmTVIc98GDB9i1axf8/PwUmyVt27YNP/zwA16+fImBAwdiyZIlWLNmDY4cOQJPT0/R11uXUKAghNQLnTp1goGBAUJCQlBQUICTJ0uDTn5+PuLj43H9+nVMmjQJEokEbdq0UewpUfa1AHhfP3ToUCxfvhz29vYYOXIkhg8fjuzsbPzzzz/4/PPPMWTIEHh4eHDaFBERgeHDhytSnX/88cf4z3/+o3i+7D4V8sy29REFCkJIhcreCQglzTPsN1Jxd1GRt7mbAAAdHR0AgEwmw/r162FhYQEAePXqFRo3boyTJ09CJpMJvlbo9Zqamujbty/OnTuHgwcPIjg4GCtWrMAff/yB69ev48qVK3BycsIff/zBOVZZjDGUlJQofi+7H0U9zL+qQLOeCCH1iq2tLY4ePQoASE1Nxbhx45CUlIRBgwbhzJkzYIwhJSUF4eHhSjcM4nv9N998g5iYGLi4uODrr7/G3bt38eeff8Ld3R3Dhg2Dl5cXdHV1kZSUpDiWtbU1goKCFLvX+fn5wcbGpgbehZqlsncUjDFERERgwIAB9X53KULIv+bPn48ff/wRY8aMgVQqhbu7O9q3b49Jkybh/v37GDt2LJo3b47WrVtDR0cHr1+/FvX6uXPnYvHixdi6dSu0tbXx448/onv37rhw4QI++ugjaGtrY9y4cejataviWN26dcOcOXMwbdo0FBcXw8LCAsuWLavpt6T6sXqooKCARUZGsoKCAt46oaGhbOLEiSw0NLQGW1Z1IiMja7sJ1Yqur267e/cu73O5ubk12BLxLl++zIKCghhjjGVnZ7MRI0awjIyMtz5OXb2+t6Xsbyjms1MZle16CgoK4pSEENVmamqKPXv2YPz48fjkk0+wYMECGBkZ1XazVILKdj3J+xHL9icSQlRXu3btFGMPpGqp7B2Ft7c3WrduDW9v79puCiGE1Gsqe0fRrFkzbNq0qbabQQgh9Z7K3lEQQgipGhQoCCGECKJAQQip886dOwdnZ2eMGzcOY8eOxb59+xTPzZ49GykpKZU+R9n1Eco8e/YMixYteqtjbt26FVu3bhWs89tvv1WYA8rPzw+///77W527KqnsGAUhRDWkpKRg7dq1+O2332BsbIy8vDxMmzYNnTp1wnvvvYe9e/fWSDtevHiBZ8+e1ci53nTjxg1YW1vXyrkBChSEkDouIyMDxcXFKCgoAADo6elhzZo1ijxKI0aMwOHDhxEeHo7g4GBkZmYiNTUVkydPxvPnzxEaGgojIyPs27cPL1++xPTp0xXrq+Tf9r/66ivF+VJTU7FixQrk5OQgNTUVTk5O+Prrr7FixQokJiZi2bJlWLp0Kfbs2YOzZ89CKpXC3t4e7u7ukEgk2LdvnyKbrKGhIXr16lXumgICArBz507o6+sr0qYDwNmzZ3HgwAEUFBSgqKgIq1atQkFBAYKCghAaGormzZujZcuW+Omnn5Cfn4/09HR88cUXcHV1rda/AXU9EULqtG7duuG9997D+++/DxcXF8XeEh06dChXNyYmBjt27MD+/fuxevVqDBkyBKdPnwYAXL16VdT5zp07hzFjxsDPzw+nT5/GoUOHkJ6eDi8vL/Ts2RNLly7FX3/9hdjYWJw4cUKRgvzUqVOIiYnByZMn4e/vjwMHDiA5Obnc8VNSUuDj44MjR47g2LFjyMvLA1CaYNDX1xe7du3CqVOnMGvWLOzZsweDBg3CiBEjsGDBAgwePBjHjx/Hl19+iZMnT+Lw4cNYt25dJd5dceiOghBSZVg15VhbtmwZvvzyS1y7dg3Xrl3DpEmT4OPjg5EjuZlq+/XrB319fejr6wOAItV4mzZtkJ2dLepc06dPR0xMDPbv34/4+HgUFxeXyxf1999/Izo6Gs7OzgCAgoICtG7dGq9evcLQoUMV2XVHjRpVLsPszZs30bdvXzRr1gwAMHbsWISGhkJNTQ3bt29HUFAQ/vnnH4SHh0NNrfx3eU9PT1y9ehW7d+9GXFwc8vPzRV1XZdAdBSGkykRGRsLHx6dK914IDg7GmTNn0LJlS0yYMAEbN26El5cXTpw4Ua6upqYm53cNDe534TfTfZdNCS63YcMG/PLLL2jdujXmzZsHY2PjcinCpVIpZsyYgcDAQAQGBuL48eOYO3duueO/eX5lbZDXycvLg4uLCxITEzFgwABMmzZN6fvxzTff4OLFizA1NcU333yjtE5VU9lAIZPJcOTIEd789ISQqte3b194eHigb9++VXZMHR0d/Pzzz0hMTARQetdy7949dO/e/a2PZWhoiMzMTKSnp6OoqEhpd1RoaCg+//xzfPjhh/jnn3+QkpICmUwGdXV1RWCxtbVFYGAg8vLyUFJSAjc3N5w/fx4DBw7E5cuXkZOTg8LCQly8eLHc8fv3749bt24pjnvmzBkApbvwSSQSzJ07FzY2Nrh48SKkUikAQF1dXfHz9evXsWDBArz//vv466+/AEDxXHVR2a4nX19fBAYGQiKRYMqUKbz1qutWmZCGSENDA1ZWVlV6TFtbW8yfPx9z585FcXExgNKd49zc3N76WAYGBpg1axZcXFxgYmICS0vLcnU+++wzeHh4QEdHByYmJujZsycSExPRvXt35OTkwN3dHevXr8f9+/cxadIkSKVSDB48GE5OTpBIJJgxYwZcXFxgaGiI1q1blzt+s2bN4OXlhU8//RSNGjVCly5dAJSOxXTv3h0ffvghJBIJ7O3tERUVBQAYNGgQNmzYAAMDA3z11VeYMmUKtLW10a1bN7Rp0waJiYlKx2yqTKVz2dYCMalyc3Jy2OzZs1lOTo7gscLDw9nEiRNZeHh4VTezUup7muqK0PXVbfUxzXhVUZXrozTjIqxevRqZmZlYvXq1YL3quFUmhBBVorKBYuHChdDT08PChQsF68lvlZUNOhFCCFHhQHHgwAHk5eXhwIEDtd0UQgip11Q2UBgbG3NKQsjbYW9MCSX1R1X/7VQ2UKSlpXFKQoh4Ojo6SEtLo2BRDzHGkJaWBh0dnSo7psp2zM+ZMwePHj3CnDlzarsphNQ7bdu2RWJiIl6+fFnuuaKiImhpadVCq2qGKlyfjo4O2rZtW2XHU9lAsXfvXmRkZGDv3r34/vvva7s5hNQrmpqa6NSpk9LnoqKi0Lt37xpuUc1R9et7Fyrb9SRPyVubqXkJIUQVqOwdxaBBg6Crq4s+ffrUdlMIIaReU9lAUR2pBAghpCFS2a4nQgghVaNaA8W2bdvw0Ucf4aOPPlK6uca9e/fg7OwMBwcHLF68WGnKX0IIIbWr2gJFSEgIrl27Bn9/fwQEBODOnTvlUu66u7vD29sb58+fB2MMfn5+VXZ+xhjCw8NpHjghhFRStQWK5s2bw9PTE1paWtDU1ISpqSlevHiheP758+coKChQDDY7Ozvj3LkmS6MVAAAgAElEQVRzVXb+6thAhRBCGqJqG8w2MzNT/JyQkICzZ8/i6NGjisdSU1PRvHlzxe/NmzdHSkpKlZ1fnhWWZj0RQkjlVPusp/j4eMyZMwceHh7o2LGj4nGZTMbZKIgx9tYbB8XGxvI+J5VKERgYqNiZig9jDPHx8TAzM6tzGxfJNy1RVXR99ZcqXxug+tf3tqo1UERFRWHBggVYtGgRPvroI85zJiYmnPQAr169QosWLd7q+D179oS2trbS59avX4/4+HhcuXIF7u7uvMeIiIiAv78/3N3d69R02qioKPTv37+2m1Ft6PrqL1W+NkC1r6+wsFDwCzafahujSEpKgpubG3x8fMoFCQBo06YNtLW1FZE7MDAQQ4YMqbLzi00KSBsXEUKIsGq7o9i/fz8KCwuxZs0axWOTJ09GUFAQFixYAEtLS/j4+MDLywu5ubmwsLDA9OnTq+z8np6e8PHxqTDPEy3MI4QQYdUWKLy8vODl5VXucVdXV8XP3bp1w4kTJ6rl/IaGhujevTsMDQ2r5fiEENJQqOzKbF9fXwQGBsLX17e2m0IIIfWayuZ6cnZ2hkQigZOTU203hRBC6jWVvaPQ0dGBq6trhbs80QpuQggRprKBQixawU0IIcJUtutJLFrBTQghwhp8oKDpsYQQIkxlu55kMhmOHDkCmUxW200hhJB6TWUDRVVOj6UBb0JIQ6aygcLZ2RlOTk5wdnau9LFowJsQ0pCp7BiFfHpsVaABb0JIQ6aydxRV2V2krq5eYbpyQghRVSobKKqyu4i6ngghDZnKdj1VZXcRdT0RQhoylQ0UVbk+gtZaEEIaMpXteqIprYQQUjVUNlDQuAIhhFQNle16onEFQgipGip7R0FTWgkhpGqobKCoyq4nGu8ghDRkKhso5F1Pffv2FawnJgjQeAchpCFT2UAhn9KqoSE8DCMmCIgNOoQQoopUdjBbLDGD3rSOghDSkKnsHYVYNOhNCCHCGnygiIiIgI+PDyIiImq7KYQQUic1+EAh3wFPaCc8mvVECGnIGnygsLKygoeHh+AYBM16IoQ0ZA1+MFvMGAWt8iaENGQN/o5CzBgFDXgTQhqyBh8opFIpp1SGup4IIQ1Zg+96EoO6ngghDVmDDxQSiYRTKkML7gghDVmD73rq378/HB0d0b9//0odh6bQEkJUVYMPFDdu3EBAQABu3LhRqePQOAYhRFU1+EARHx/PKd8VJQ4khKiqBh8oOnbsyCnfFU2hJYSoqgYfKNTU1DilMrRnBSGkIWvwgeLhw4ecUhkxi/Ko64kQoqoa/PTYu3fvckplxCQOpCm0hBBV1eADhaGhIadURp44kBbcEUIaogYfKMSMUdDdAiGkIWvwYxRubm4wNzeHm5tbbTeFEELqpAYfKO7du4e4uDjcu3ePtw6tuiaENGQNPlCUlJRwSmVo6ishpCFr8IHi8ePHnFKZ3r17w9raGr179+atQ3cdhBBV1eADRadOnTilMidOnEB4eDhOnDjBW4fuOgghqqrBz3qytraGo6MjrK2tees4OTkhKSkJTk5OvHVozwpCiKpq8HcUN2/eREBAAG7evMlbJzY2FmFhYYiNjeWtQ7meCCGqqsEHCjFbofbp0weOjo6Cdwti0nwQQkh91OADhRi3bt1CQEAAbt26xVtHTMAhhJD6qMEHCjFboYqZ9STmOIQQUh81+EAhZitUMbOe5PmgKNUHIUTVNPhAIaZbycnJCTY2NoKzntTU1PDgwQPBnFGEEFIfNfhPNTH7SERHRyMsLAzR0dG8dXx9fREYGAhfX9/qaCYhhNSaBr+OQsy01ri4OEVpY2OjtI6zszMkEongXQchhNRHDf6OIjw8HD4+PggPD+etk5SUxCmV0dHRgaurK3R0dKq8jYQQUpsafKD466+/OKUyAwYM4JSEENKQNPhAMW/ePNja2mLevHm8deR3G0J3HYQQoqqqPVDk5uZizJgxSExMLPfctm3bMHz4cIwfPx7jx4/HkSNHqrs55ejp6cHe3h56enqVOg5ljyWEqKpqDRS3b9+Gq6srEhISlD4fGxuLDRs2IDAwEIGBgZg6dWp1NkcpMVlfxXQ9iRnrIISQ+qhaA4Wfnx+WLl2KFi1aKH0+NjYWu3fvxtixY7F8+XIUFhZW2blLSkqwaNEiwQ2JAHHTYy9dusQplYmPj+eUhBCiKqo1UKxcuZJ3pXJeXh66d+8Od3d3+Pv7Izs7Gzt27Kiycy9duhQPHz7E0qVLBeuJWSjXuXNnTqlMx44dOSUfmUyGI0eOQCaT8dZhjCEuLo66sQghdUKtraPQ09PD3r17Fb9/9tlnWLRoEb799lvRxxBK+92hQwfEx8ejQ4cOiIqK4q135coVhIaGIiUlBUOHDlVaJyMjQ1HyHevp06eKUuh8wcHBCAsLQ3JyMoYNG6a0Tnx8PPz9/SGRSGBmZsZ7rPpO6H1SBap8fap8bYDqX9/bqrVA8eLFC4SEhMDFxQVA6bdoDY23a07Pnj2hra2t9Lm1a9cCKO0u+uKLL3iPYWFhgVatWsHJyYl3DUTXrl3x8OFDzJs3D/r6+krr9OrVCwAwceJEaGpq8p6voKAAYWFhsLW15c0vJU8+6OLi8tbvSX0RFRUlmF+rvlPl61PlawNU+/oKCwsFv2DzqbXpsTo6Oli/fj2ePXsGxhiOHDmCDz74oMbboa2tDVNTU96AAwCrV69GRkYGVq9ezVtHzAZIAGBjYwMPDw/eFd4AoKGhATMzM5UNEoSQ+qXGA8Xs2bMRExODJk2aYPny5Zg3bx5GjRoFxhhmzpxZZedp3bo1p+QjZtbTiBEjOKUyYvejoOSBhJD6pka+sgYFBSl+Ljsu4eDgAAcHh2o5p4WFBV68eAELCwvBemJ2r7tx44aifO+99yrVLnnyQIlEgilTplTqWIQQUhNU9mttWFgYp+QjJs24tbU1p6yMDh06cEpCCKnrVDZQfPzxx5ySj5g7Ci0tLU6pjNh1FNbW1nB0dKySoEMIITVBZQPFsGHD4OjoyDsFVe7GjRsICAhQdC8pI1/PILSu4c6dO5ySj9hBb0IIqStUNlCI6VICxN0JPH78mFMqY2xszCn5iB30JoSQukJlA4WlpSVMTExgaWkpWM/Z2RlmZmZwdnbmrdOuXTtOqcygQYM4JR+JRMIpCSGkrlPZQLFs2TIkJydj2bJlgvX8/f0VK6H5nDt3jlMqM2jQIHh4eFQYKPr37w9HR0fBBT2UwoMQUpeobKDIysrilHzk6c+VpUGXMzAw4JTKiF0fIWaMIiIiAv7+/oiIiBA8FiGE1ASVDRRixwLkyfmEkvTZ2dlxSmXk6yN8fX0r3S4xbSKEkJqisoGibCI/ISYmJpxSGTE73Dk5OcHGxgZOTk6C5xMzg8rKygrOzs68mXcJIaQmVRgovvrqK4SEhNREW6qU2LTfYj64xWxcdOPGDYSFhQlOswWA69evc0plKNcTIaQuqTBQfPDBB9ixYwccHBywf/9+ZGZm1kS7Kk3sHYV8rEBozEDMOMaBAwc4JZ+5c+fC3Nwcc+fOFaxHCCF1RYWBYty4cfj111+xY8cOpKWlwcXFBe7u7oiOjq6J9r2zFStWoEmTJlixYoVgvTFjxnBKZeS75Antlidm9TYA3Lt3D3Fxcbh3755gPUIIqStEjVHIZDI8efIECQkJkEqlaNq0KX788Uds2bKlutv3zlq0aIHPPvuMdxtWudOnT3NKZZKSkjilMm3btuWUfGjBHSGkvqkwUGzcuBFDhw7Fvn37MHr0aFy4cAGenp749ddfceTIkZpo4zsJDQ2Fj48PQkNDBeu9fPmSUypz9+5dTqmMPCBVFJjEjIkQQkhdUuFoaXp6Ovbu3Ytu3bpxHtfV1cXPP/9cbQ17WyVSGfyDHyI9uwAAcOVKJIqM+mPbsQjcfWkAbS11NNLSgI62Bpo11oFJUz20bKqLtm3b4tmzZ4J3AoMGDcLly5cFF9PJu+Iq6pIrmw6kosV5hBBSF1QYKKRSabkgsWDBAmzZsgX29vbV1rC3lZCUjcNnyvT7q7cHDIBsAAFXHvG+rrnhMBQ3jkVP6/4oLpFBU6P8TZaYOwoTExMkJycLTrMFSrc3VVdXF5xGK1+Z3a9fP0r1QQipdbyBYunSpUhJSUFUVBTS09MVj5eUlODZs2c10ri30bl1Y3hOH4C07NcAgNOnTiMtLQ1NmjbDhx+ORlGxFAVFUuQXliA1Ix8paXlISc/Hy2wZYNgDv4W/RvD9C/hwUCc42HaAscG/+2ePGTMG+/fvFxzwdnNzg4eHB9zc3ATbqaGhgZiYGEycOJG3TmRkJPz9/dGlSxfBKbmEEFITeAOFi4sL4uPj8eDBA84udOrq6oJ7N9QWNTUJ7Hr/u+3ptdMvkJWbgCbNCjFhhJnS1xQVS7Fx5xGExiRCp1lXpGcDR87dx7GLcRht1xFTRnaDXiNNnDp1CgBw6tQp3h359uzZg4yMDOzZswfu7u687fT29sbDhw/h7e2NVatWKa3Tt29fODs7o2/fvmIvnxBCqg1voLC0tISlpSXs7OzQsmXLmmxTlTA3N0dCQgLMzc1562hpquPW32ehKZWC5cZgxbItOH3tMcLvJuPUX4/x183nmDmmB/Ly8wEA+f9fKpOWlsYp+ZiamuLhw4cwNTXlraOmpobnz5/TvtqEkDqBN1B8/fXX2Lx5M2bNmqX0eaHppHWBmNlMQGlXkFQqhaaGBnqbN0dv8+Z4lJiJ3f4xuJeQjo1Hb0Jdzwaar6+jqKiI9zidO3fG48eP0blzZ8HzdevWDefPny837lOWr68vwsLC4OvrS/tqE0JqHW+gmD17NgBgyZIlNdaYqhQbG8sp+Whra6OwsBDa2tqKx0zbGmHtfHtcjkrEvsBY5KAVpC1Ho50+/9iMmM2NxHJycsLdu3crzBtFCCE1gbdvo2fPngCA9u3b48yZM7C2tkazZs1w8OBBdOrUqcYa+K7U1dU5JZ9+/fpxSjmJRIIRVu2w5bth0CxJAzR0Ef/anHcGldj1EdeuXeOUysTExCAuLg4xMTGCxyKEkJpQYSe4p6enojulTZs2sLa2xqJFi6q9YZU1efJkTsknKiqKU76pmVEjdFCPhUZ2LCCRYP+pWOwNiIFUxg0IH3zwAafkI2ZhnpjV24wxhIeH08I9Qki1qzBQZGRkYPr06QBKu2k+/fTTCvv964Lff/+dU/LJycnhlMrk5uRAM+s2GuffgIa6BKeuPsa6XyJQWPzvB7k8a2xF2WPlA9RCA9Vi7k4iIiLg4+NDmxsRQqpdhYFCKpUiJSVF8furV6/qxbfYV69ecUo+TZo04ZTKyPfTnjrOFsu+GAg9HQ2ERCdh+b5QFBRxEwYKJQ4EoJjtJDTrScx4B21uRAipKRUGik8//RSOjo7w8PCAh4cHnJyceGdC1SViu57EjGXcunVLUfbq0hxr5w+GkYE2oh++wk/7w1BQVKJYQV3RSmox5xs/fjy0tbUxfvx43jpWVlbw8PCgzY0IIdWuwkDh4uKCAwcOoEePHrC0tMT+/fsxduzYmmhbpQwbNoxT8mnUqBGnVOb+/fucskMrQ6yaZwfjMsFCyqou1YaXlxcKCwvh5eXFW0dDQwNWVla0uREhpNqJWtFVWFiI3NxcvHr1CllZWdXdpioh3xioog2C9PX1OaUyTZs25ZQA0K6lAVZ9aYcmhqXBIjbNBAxqFW6UJKbLyNLSklMSQkhtqjBQBAQEYMGCBcjOzkZeXh4WLlwIPz+/mmhbpYhN+y0m4R9fd1HbFgZY9aU9jPS1kQdjFDcdBJlMePzm6tWrnFIZV1dXGBsbw9XVVfBYhBBSEyoMFAcPHsTx48exaNEieHl54cSJEzh8+HBNtK1SUlNTOSUfY2NjTqnM69evOWVZbZrrY9kXAyFhxZDqdkBicQfBwf6HDx9ySmV27dqFjIwM7Nq1S7DthBBSEyoMFDKZjPOtvGXLlvUiB5GYsQdA3M50Ojo6nPJNnds0RhvcAWQlyNNohyPn7/Meq3379pxSGXkyQKGkgLSOghBSUyr8xDcyMsKlS5cUv1+6dAmNGzeu1kZVBTMzM07J5+nTp5xSGaE7in8rJUMr7RrAGI5djMPFsCdKq4m505G/32Xf9zfROgpCSE2pMFAsWbIEa9euxdChQzF06FCsWbMGixcvrom2VUpycjKn5COfgio0FbVVq1acUhmJRAL1gucwLi4d69h+4jZuPigfDJQNjL9JvhJeKMEg7b1NCKkpFQYKMzMznDt3Dv/973+xd+9enDt3TjDzaV3h7e0NbW1teHt7C9bz9fXllMqIWU0tnzVl0igTE4Z3gVTGsPpQBBKSsjn14uPjOaUyWlpanJIQQmoT7yT8FStWCL5QaI5/XbBnzx4UFhZiz549gm01NzdHbGys4L4VYhbTlU27MX10D6Sk5+Pa7RdYvj8UG74eCiOD0uy0JiYmSExMFNwy1cXFBTdu3ICLi0ul2kQIIVWB9yuykZGR4H91XXR0NKfkM3jwYE6pjPxDXejDXf6eGBkZQU1Ngm9d+6Fre2O8zHiNVQfDUVxS2kXUpUsXTqlMQEAAXrx4gYCAAN46/fr1g7W1dbmst4QQUtV47yjmz5+v+LmgoABPnjyBmZkZCgsLK5xJVBd06dIFDx8+FPxABoBz584pyuHDhyutIyZJ3/PnzzmllqY6Fs+0xsJNV3AvIR3bjt/GN5P7Ijg4GAAQHByML7/8Uumxxo8fjytXrgiOm/j5+SE8PBx+fn745JNPeOsxxhAREYEBAwbQ3Qch5J1UOEZx+/ZtvP/++5gzZw5SU1MxbNiwCjOk1gXymVkVzdASs4VpRanIAcDAwIBTAoCxoQ68PrOBtpY6giKfwT/4ETQ1NQFAUSqzc+dOZGRkYOfOnbx1xA5mR0ZGwsfHB5GRkbx1aKotIURIhYFi7dq1OHjwIIyMjGBiYoJ169Zh5cqVNdG2SpkzZw709PQwZ84cwXoTJ07klMqkp6dzSmX49qMwbWuEha6l3UOH/rgDTaPSTZ/KBpQ3iZkZJXZWV9++feHh4SG4JkNMMCGENFwVBoqCggJO983QoUPrxZTM1atXIy8vD6tXrxasd+XKFU6pjK6uLqdURmg/ikG9WsN1ZFfIGJCu1QcyDQMUFhbyHkue1r1sevc3zZs3D61atcK8efN46wDikgeKCSaEkIarwkChoaGBrKwsRf92VewJXRPeHDPgIx+X4BufAAAbGxtOqUyzZs045Zsmf9AVtj1NwNQ0UdRsKJiEv+tJTOLA06dPIykpCadPn+atA4jrVqJMtIQQIRUGinnz5uGTTz5BUlISFi5cCFdX1wq/xdYFq1evho6OToV3FJcvX+aUykydOhWtWrXC1KlTeetUtNZCPhNKQ5YDptkYeQZWvAkExazb6NixI6fkQ91KhJDKqjBQnDp1CtOnT8dXX32Ffv364X//+x8cHBxqom2V0rZtW8yfP18whxMAvP/++5xSmZ07dyIpKUlwcFmeSkMopYaujiYMc8MBWSEKNFrC7884pfXE3MFYW1vD0dER1tbWvHUA6lYihFRehYHC2toax48fx8GDB5GXlwdDQ8OaaFelhYeHw8fHB+Hh4YL1Kkr4B4jLMCs2CWEj9SJopYUAjOF/5+8j/G75weiTJ09ySmVu3ryJgIAA3Lx5U/B81K1ECKmsCgOFq6sr/Pz8sGvXLmRlZWHy5Mlwc3OribZVyl9//cUp+YjZn/rBgwecUhmxs5Dy8vKgXvACOnl3wBjw85EoPH+Zy6kj3/xIaBMksXt009RXQkhlic4XXlBQgKKiIjDGBPd7rivmzZsHW1vbCsdTxPT1ixkz6Nq1K6fkI0/Z3k4/HQMtWyG/oAQrD4Qjv6D4rc4nJsABlGWWEFJ5FQaKAwcOYOzYsVi4cCFatmwJPz8/bNmypSbaVil6enqwt7eHnp6eYD0xH8oLFy6ERCLBwoULeetkZ2dzSj4FBQUAgMKCAnwzuS/atdTHs5QcbDl2S/GtX0zKELF3FGLq0V0HIURIhYEiNjYWXl5eOH/+PGbPns07/bOuEftN+tGjR5xSmR9++AGMMfzwww+8deQBQF7y6d27t6LU1dHEok+toaujgevRL3Dycumud2LuTsQmBRRz50EzowghQioMFD///LPg7Ju6SmyKCzF7PwwYMIBTKjNu3DhOyefND+62LQwUK7d/OXMXNx+k4uXLlwCgKCtjwoQJsLGxwYQJE3jr0MwoQoiQur+n6TsS+41bzDTTnJwcTqmM2FlPygKTTc9W+PgDc8gYsP7XSDx4/AKA8L7aYhblAUBMTAzCwsIQExPDW4dmRhFChKjUJ0NxZgry40sT95lBipGdDWAmSUP2zYsAJNC3sIeaVuk02NdPYlGSk45Hjx7jcfDvuKNfjC5mZpCoaUCjcTNom/z7QT5v3jwsWbJEcGDcz89PUdrb2/PW40t/PmVkNzxKzELkvRRo6A6ARvZZwWu9f/8+p+QjNqAQQggflQoURalPkXZhv+L3EQZA1qX/Kn7X7dJPESiyQk8h/2EUDAFM6QAg5hRS//9Ld6POfdHKtXSzI1nhayRv/wITDYrxYN8idO5tDW2TztAy6QTNJq0gkZTelPXo0QPJycno0aOHYBv5PrjV1CT4bko/LNz0F5LSAGZsDSM9/vQjZmZm+OeffyrcE9zKygoeHh7o06ePYJuOHj0KV1dXwUF9QkjDpFKBQtOoBQytPgQYw717d/Hs6TO0b98OXc3NASaDRFNbUVengwUk2o0gLSnBw/h4dOliCnU1NbCSYmi3+jcJYklWKjRkxWjdCMDrJGSFBiqek2g1QssJ7tDt3Bt37twBAEXJp2/fvrh48aLS8QB9XS0snmmNBT6XINXrjNfa/FuhisloC/zbrSTE19cXgYGBkEgkmDJlimBdQkjDo1KBQqtFBzRzmAUAGDCsAIn+/rByclK66trItnRToIiICGzzi4D7+yOUDlZrNm+PAElvJD6IQb+uHTHa3gpFyY9RmPwY0px0aDUrTRHSokULmEmT0LGlFIUpCdBq0UHp+Mj169cV5ezZs8s936GVIbQywlBgPAjPCloj5tErWJqWn2lmY2ODyMjICicaiLlbcHZ2hkQigZOTE+9xaAMkQhoulQoUZeno6MDV1bXCevIZP3xdMxKJBIUSTSS+lqC5pAmaDPlY8VxJTgY0DErTeiQlvcDo5gzGkhQ83/cdNJu3h2E/BxhYDoGa9r/pyYuKijilMoaSVyjJvosSwx5YdzgSG78dimZG3EFyMRsgAeLuFsS8V/IptO7u7oKzvwghqkdlO6RlMhmOHDlS4SBuZWb8yIMEAOTl5uL4UzVEZmpArZEBil8+Rdr5vXiyZTZend2D4sxURbvKlsrk5uZCI+sW1AqSkZlbiNWHwlFUzJ3mK2b9B1B6t+Dk5ARnZ2feOmIW3PXp0weOjo6CYx2EENVUrYEiNzcXY8aMQWJiYrnn7t27B2dnZzg4OGDx4sUVrjB+W/Jv0r6+voL1xASUli1bckpl1DU08ThPgnNpeujw9V60cFoInfYWYEUFyL5xHsUvnwEQN43W2NgYEjC0kMaihXEjxD3NxM6T0ZwPcrHrRLS1tWFqagptbW3eOmISKN66dQsBAQG4deuW4PkIIaqn2gLF7du34erqioSEBKXPu7u7w9vbG+fPnwdjTDG9tKqI+SYNiAsoYtZklN2+VKKuCf0edmg9bTnafrERRnYuaNSln+L5/sYydGxecRZedRRj0afW0NJUx6WIpzhz/R/Fc2KTEIpZdR0XF8cplaFFeYQ0XNUWKPz8/LB06VJFEryynj9/joKCAkU3hrOzM86dO1el55f3uwulD5efu6KAkpqayimVady4MaeU02reHk2GuSqCjLF6MZzbMUwxTETapYOQvi6/iC8/P19RmrY1woJJpe/T3sBYxDx6BUBchlkA6NWrF7p06YJevXrx1hFzdyKRSHD58mXBYEk5owhRTdUWKFauXMk7LTM1NRXNmzdX/N68eXPB/aGrk5aWFmQyGbS0+Kei2trackpl/vnnH07J58nzZNzOkEBdAmSFncazHfORFXkWTPbvh/Sb3VND+7WF87AukMoY1h6OQGpGvuikgFu2bMHDhw8FEzmKuWPatGkTIiIisGnTJt46lDOKENVUK7OeZDIZ50OJMfZOUy5jY2Mr3Zbg4GCEhYUhOTkZw4YNU1rn77//VpT6+vpK6zRp0gQ5OTlo0qQJoqKieM+XWcTg90wN114xzLNtB830J0g7vw8pf/+BfItRkDZuheLi0pTjxcXFimP1NGG4baKNR8mFWLw9GLKs0j0ssrKyBM9Xdr0FX72kpCRFyVfHxsYGGRkZsLGx4a0jk8lgY2MDmUwm2CY5MXXqM1W+PlW+NkD1r+9t1UqgMDEx4SS8e/XqldIuqor07NlTcJBWjNevXyMsLAw2Njbo37+/0jonTpwAUPqhzFcnOjoaT548QY8ePXjrAKXTWYuLi/GyRAvmc39G/oMwvLrwXyA7CSbpd2EyYgxnZlTZY3W3KMLCzX8h6VUe1DV7QBPXkZ2dLXi+3NxcbN++HaNGjeKtd/HiRcXPQscSSk0ClK5JCQsLw5AhQwSPA5T+j1hRnfpMla9Pla8NUO3rKywsfKcv2LUyPbZNmzbQ1tZWRO3AwEAMGTKkNpoiqstIzL7aYpMQlq0nkUig180W7eZsRuOBjmg28jMApd1J6hJWrltJX1cLXjOt0UhbA1LdjigxsKhwvw2x6y0qIpVKsX79esFxDBrwJkQ11WigmD17tiKLqY+PD1avXo1Ro0YhPz8f06dPr8mmKHTq1IlTKlO2a4aP2EAhH5spO0ajpt0ITUdMg4Zh6QpsmbQEX5jKMLpFIWRFrzmvb29iiO+n9gcYQ0nj3ijS4t/cCBC33kKeOVcog66YMQrKQhotmScAACAASURBVEuIaqr2QBEUFIS2bUvTXOzduxeWlpYAgG7duuHEiRM4d+4cfv75Z8HB5Ookn77LN40XELdLnNhAIWaviXa6QJtGgG1TGRL3LsTrJ9z8UdYWJmgqSQAkEuToWyEhiX9XvbLjHXwuXbrEKZURsycHIUQ1qezKbLE6dOjAKZURs13qpEmT4OTkhEmTJgmeT0zQ+SdHhu3xanjxGijJTEXSr0uRfvkImPTf1xQmhUM9LwEMGvjpv2HIyi1UeqyyA/F8hg4dyimVsbW1hbW1teDML0KIamrwgULMB2nHjh05pTJiptkC4rY51dPTQ1KBBAeeG8DI3gWQSJAZ8hte/LIExZml04hbNG8OzYxQaLNspKbnY/WhCBSXlF9dLl8fIrRO5OjRo5xSmePHjyM8PBzHjx/nrSM2bQohpH5p8IFC2ZjBm8LCwjilMmJThjx//pxTKiMfMC6WytBkqCtaTf0R6gZNUfg8Dnn3S9uQnp4OCZNCO+0vNDHUwZ3Hadhx4na5xW5XrlzhlMrI90EX2g9dzJ2X2PeAEFK/NPhAoa6uzimVkafyFkrp3a5dO07Jp1+/fpxSmTfHAxp1sEDb2T/DeKgrGtuMAfDvmIO0MAdLPrNRpPk4eZm7faqYMZFu3bpxSmXEdL85OjrCzMwMjo6OvHUIIfVPgw8UEydOhI2NDSZOnMhbZ9CgQfDw8MCgQYN46zx58oRT8rlx4wanVEaeeK9sAj71RgYwtndR7KjXTE8TszpL0UpfE13aGeG7KaWB59AfdxES/ULxOiMjI06pTFpaGqdURkw+qICAAMTHxyMgIIC3DiGk/mnwgeLmzZsICwvDzZs3eeuoq6tDJpMJ3nWIvaOQj2EIjWXw5Y0q672mhehiAMxun4+8+6EY1Ks1po/uDgD4+X83EP+sNAdUQUEBp1RGTK4n+ZoXoRWrdEdBiGpS2UAhNkHdgQMHOKUyERER8PHxQUREBG8d+epteclHTJpxeVp2ZenZ5X57yhCdCeioAykn1yPtz0OYMKwz3hvQDkXFUvy0Pwyp6fl4/bp0HYa8VObx48ecUhkxqdbF3lEwxhAXF0fJAwmpJ1Q2UIhNUNe+fXtOqYyYb9zy7KxCWVoBcd/wxZCqaeJ/T9RwJlkdkKghK/QUkv+3DHNHdUCvLs2QkVOIZftD0atvaWJGoZQEYu6GxKwTcXJygo2NjeCWqkDp38bf35+SBxJST6hsoBCbTkJMCnExH5Jlk+8JEbMAToxWrVoBkOAfrXZo9ckyqOsbo+DpXaQc/g88p1iibQt9PE3OwdWHWmCQCG44JOYORszCxOjoaISFhSE6Olqw7X369IGNjQ3tlkdIPaGygUJsOglvb2/o6+vD29ubt46VlRU8PDx406YD4rY4FVtPnqGWL1MtAOTl5SnKRu17oM3n66HT3gKNrUbBoLEhls6yhZG+Noo0mqPY2AaFAnt0y1fLy0tlli9fDg0NDSxfvpy3jpgBb0DcuBAhpO5Q2UAh1oULF5Cbm4sLFy7w1hETdOQzooRmRgGl25yWLfnOV7ZU5s0V3hr6xmg1dSkaDywdSDZpqoclE9pBnRVCqm+KfB3+BX4hISGcUpnDhw+jpKQEhw8f5q0jJm8WIC6g0CZIhNQdDT5QiFl1LcazZ884JR8xK7MzMzM5pTLKpr1K1NQV02eLM1OhdWk9vjE4DQPkoVDfAhfClE/dFTPALubDXUwCQkDc4j3aBImQuqPBBwoxC8nEEBtwxKxZEHPXUdFWqLKCPEg0tNBeKx/fGwaivforbD9xG5H3yu8kKN/TQ2hvD/k3e6Fv+GL38Raz5oRSlhNSdzT4QCE262tFxAYcMekyyu6Zzaeiaa/aJp3Q5rN1SMiTwEijBAsMz6K/xkOsORyB+0+4A+7yPS2E9raQ7z0utAe5mHQogLg7CjHdfdQ9RUjNaPCBQsxAtRhi1iIApbv5lS2V6dy5M6d81zoa+kY49tIIoa8k0JQwfKJ/HaM1QrFiXwiepeQo6omZsiume+r+/fucko+YGVRiUPcUITWjwQcKMauuxXxzFfMtGRCXN0pMX7+YnfkA4HVhEQKeq+F0shagpo4hOvfRuDAFS/f+jVeZpXcjYgKFmLscMUEQED9DrCLUPUVIzVDZQCG2W0LMt1IxdcR+SxZT76effuKUysj3GK9or3H59UdmaqD1J8tg7DAbum3N8DLjNbz3hCArt1BUWpGKxkQAcXttlG1TZbuMaEc9QmqGygYKsd0SYr6Viqnz4sULTsnn+vXrnFKZDRs2cEplxHxwv0mnXXc0tXKA9yxbdDAxgG5aHA7vOgIpK/1nIPTBLebD3dTUlFPyEbO1LO1tQUjdobKBQmy3hJhvpWLqiOlSAsR1UYkJAkX/v4CuSGAhHQB06dKFUwKAga4Wlk7phpmGf+Gjwj/Qx0gPgARZWVm8xxFzB/Pw4UNOyUfM9N+jR48iMDBQcDMlQkjNUNlAUdPdEmLSYADiZkeJ+VAWM6UVADQ1NTmlXLPWrWBg4wjGgFEGj+Bqbgx18N8tpKSkcMp3bTcg7u5EzHRjmvVESM1Q2UBRlcR8ILm4uMDJyQkuLi6CxxKzUZKYldlissIC/HcnEokE7d//GGojv8FrmSZ6N3qJuV21UPh/7d13eJRV2vjx78xkJpNKGmkEQkvohhAgNIkgTRCBUFQUbKs/dV1WdEFksbvqullR1rKuu/LuqyCiAhFexYDSg6ETQkkgCIT0Rnoyyczz+yMm8ujM5AATUjif6/K6xZx55gzCc89zyn2KrCcCkWXEIkNKAGFhYapozZAhQxg6dGjj4U3WyFVPknR93PCJQiQJiNyQjEYjd999t919BgCPPPIIzs7OPPLIIzbbTJo0SRWt8fT0VEVbmtox3m3ozXyU6Uue2YNgfQVn//UnKs8f/007kfpTopPZIkuJRc7oHjhwINOnT5fFBSWpmd3wiULkrAmRG5LoMMiLL75ITU0NL774os02IjdSkXF+EFuKWlRZxrvprpw0BaGrq2bjrrO/+RwiT0KimxdFakKJzMEcOnSIDRs22D0tUJKka3fDJwqRsyaOHDnChg0b7JbqFkk4AMuWLcPNzY1ly5bZbLN161ZVbG4mkwlTVQH/c07H+xWT+PSwhf98fRxFURoTRmlpqSpac/PNN6uiLQ1lyO2VIxcp/75z505VtEXOZUjStbnhE4XIt2CRFVSim8gSEhKoqKiwW61W5ChUkZIaIDbf0fA+PsZq5s6bgpNOQ/zOdDauXkf2py9grigRGnoS3UsisnlPZML7scceY9iwYTz22GN230/OZUjStWm3iUL0W6RICQ+RFVRRUVFMnz7d7klyILY8VuTEOdH5AJE6TpfPdwztG8jieUNw0ir4pf8f1ReOc/HjxXgp9Td1e7u3RSvoWqt8+2siR6+6ubkxatQou58N5FyGJF2rdpsoRL9FOmoZrcjwFIiN9TfsZ7C3r0E0UVx+wJEt5eXlqjh8QBBP3zuED8oncK7OD3NpAb/rWsOADha7J/OJ7rgWmX8Q2bwn+v/48OHDbNiwQR6UJElXqd0miutdB0j0/USGukSGZkSWmILY0JO1ZDIqohP/756bea98Ekk1PTBo4Z6uCuMDzCjKte2WDgwMVEVrNm/erIrWREREMHToUCIiIuy+n6NqS0nSjardJorrveFOpLggiA1RhYSEqKI1IoX8Gvp1ebySa42K6MRT90azpmok6yoGY1FgbIBCwbf/svueTRE5BElkw53IElpwXIVgSbpRtdtEcb2JrnoSGQYZPny4KlojWluqpqZGFa2xl0xGRgTzzLwh7KjuzT/LxlFSp8cjYqzd92yKyFOOyBLhCxcuqKItoklckiTrZKJwENE5g9TUVFW0RuQEuFGjRqmiLSJj/U0tER5xUzCGgp2k1gbwSuls/p1YicVSPw9Re+mXndwiVWjht3Mi1oisshIlmsQlSbJOJgoHET24SGTC9+TJk6pojchqJoDTp0+rojW26kFdTlediaFgB7UW+O7H8yxfc4jS43vI+OAPlOzbhKIowoUKReZpRIanRCvoyjkKSbo2spC/g8yaNQudTseMGTPstps9ezb5+fnMnj3bZhuRfRQiyQTqiw9aLBa7RQgbVjLZW9EEoKvOxlCwHV3niWw/eJHu+WeJsJgp3LKSmtzz6DQKZqXpI2VFkmVAQADnz5+3uzw2PDycc+fOER4ebvf9GuYo5PJYSbo68onCQURrPR07doykpCSOHTtms43IjdRa+XBrROYDRDSM7xvqCnjl/43A3UXPxxe6s839dnAyUJ78A4/0sODh5Jjdz6NHj1ZFa44ePaqKtmi1WlJTU5s8z1ySJOvk35zrTGQuQ6QU+fbt21XRFtHhoKZcPo/RK9SH1x4fiZeHMxsu+LBWPxOthy+hbvBEmIUQl2tPFp988okqWjNgwABVtGXNmjXEx8ezZs2aa+6XJN2IZKK4zkTOwxbZlSz6RCGyZ0HEr5NXt+AO/PWJUfj7uLInU8+7VVP5qUJHBwPc2cWCYrFdO0uEyBxMUVGRKtrSpUsXVZQk6crIRHGdde/eXRWtEXmiEK31JHLgkAhrK5qC/dx584lRhAZ6kJpn4d2KO9hd6MxnF7RotLaXonp4eKiiNSL7KEQr6IpWtZUkyTqZKK4zkSQgsqRVpMyHqGHDhqmiNbY25fl2cOGN34+iT1cf6pw8+MIynQzzLyfclSVvw1ytLh8isrdDZLWWSMIBWL16tSpaIyvMSpJtMlFcZyLfbkWW2oquVAoKClJFa/bt26eK1tibFHd3NfDKoyNwrs0BnTMm/1vZeyyL8uO7yd/4Llkrl2AqzGxsLzJvIvL7lJmZqYq2uLq6qqI1+/btIy4uzu7vgShFUUhLS5NJR2o3ZKK4zkTKSYgcKVpYWKiKtuTk5KiiNSKrrJqahHfW6/Cs2IeuPA00Ol7/7352Zxkx+IdSW5RF5solVKSK34RFnjpEfw969eqlitbs2LFDFa/FgQMHWL9+vSxrLrUbMlFcZyI1qERu3K+99hru7u689tprdt9P5CbpqDH88rIy9MX7cbp0BEWB9zZnkuA7F9few1BqKsn98q8U/vAJWpr+pu3s7KyK1ojUsQIoKChQRWs6duyoitaIDk9FRkYSGxt73QpSSlJza7eJoi2POYvUegoKCuLRRx+1O6QEkJ+fr4rWiBQhFNkECKAB9GXHeWruIJx0GtbvyeQ/JTfjGXMvaLSU7N3AQz0suOns/38ReaIQLZsisopM5HhW0VIgTk5OhIWFXbeClJLU3NptomjLp5qJfJsWvWk1lOC2V4pb5CAhHx8fVWzKmKjOvPzICNxc9Px4PJdX93vjNv1ZdG5eeOnBEcU0RJPXiRMnVNGar776ShWtkaVApBtVu00UbflUs0GDBhEeHs6gQYNsthE56xvEzq0QKUIousLocgN6+vG3P9xMoK8r6RdLWPxFPrWTn+O/P2mpMtcPcykW81U/9Yk8dQBUVVWpojV33HGHKlojy5VLN6p2myhET5xrjb788kvS0tL48ssvr/la69atU0VrRL6Zi0yKW9M5wIO4BaPp192XotJqnvk4hWztLxvfCresJG/9W1hqbN/EbRE9k0Nk5dehQ4dU0ZrrfcaJJLUW7TZRXO8T7hwpNjaWYcOGERsba7ON6AS0yM5skb0dIvMBtsqMd3B35pX/N5xbh3TGVGvG5DeaWs8BdDBoKEveTsXJRDJXPoMp3/5Z21dLZHGA6AoqSboRtdtEodFo2LZtW5vcjWswGFAUxe65DiIn5QEEBwerojXe3t6qaI1IGQx7+yP0Tjr+eGckD93RDxSFug43UegVg9+9r6Hv2JnawkwyVy6h/Pguu5/naqSkpKiiNSJPVY5cINGWF1tIN552myiWL1/O/v37Wb58eUt35YqtWbOGpKQku0XsRIfWRHZ5+/v7q6I1Ik8wTZ1rodFomB7TE0PBNrCYqHXuxJJPz6C9/Tnc+92MUltN3oa3yf+/D9BrHHcDFVkiLJJQk5KSiIuLIykp6Zr71JYXW0g3nnabKIYOHaqKbYnI0JPoZL3IRPWZM2dU0RqR4RuRpAT151o4525GU1vChZwynn7vR86H3YnfpEfQ6PSUHdnKuEDHJYqMjAxVtEZk+G3Xrl2qeC3a8tCodONpt4lCZFloa2U0GomJibFb8E/0iWLWrFnMmDGDWbNm2Wwzbtw4VbTm4sWLqmiNyDGvAP369UNbV8ZAn/MM6x9IRXUdr6zcx6aCUILuex2XHpHsuVT/2e0tERa5uYPY0asiq8hENuWBWAkPOTEutSXtNlE88sgjqtjeiD5RiByoJFIyROQM606dOqliU++Xl5PJs/cN5d7begPwWUIqr2/KwW3qYkqr6uc5zKZqinZ8hsX021VRIk85og4ePKiK1syZM4ewsDDmzJlj91r79+9n/fr18oxuqd1ot4li7ty5qtjeHD58mA0bNnD48OFrvtbMmTOJjo5m5syZNtuIjPOLPHWA+hwJrVbDneN68eLDw/FwNXDoVB4Ll2/HYqjf2DcpSOHS7i/J/M9ianLPqa4jWsLDUdatW8fp06ftLjUG8R3jktRWtNtEMWXKFBYvXsyUKVNauivNQnSXsMjqmpSUFJKSkuyuChK5KYtuyrO2y3tQL3/efiqG8C5e5BVXUeM/gTr3XiQVatB37EJtURZZK5dQevC7xs/iyBuyyFBlVlaWKtoiUv1XktqSdpso2vsYsOjyWJFSHyITqyIHIImWPrd1loa/tytv/H4UU2/uDhodtd6DyfQYjdddr+IxcByKuZaCzf8i96u/Ya4ss/seV0rk/AvRBRIzZ84kPDzc7hOaJLUl7TZRtHeik9kik7Q6nQ6LxWL3aUHkcKMRI0aooi32alnpnXQ8Mn0AhoKdYDFhdunCkyv2UNjvTvynL0RjcKEyNYmLHz2Fh5PjVkaJzNNcuHBBFW1JSUkhLS3N7hOaJLUl7TZR1NbWsmDBgia/3bZVossrRfY/iDx1iCyzFT2eVWQYS1eVgXPOt2hMheQVV/HMe7v5Nsef4IficA7phTEknDIHTgGIHKZ09OhRVbRl4MCBDBs2rE3WGZMka5o1UWzcuJHJkyczYcIEVq1a9Zufv/vuu4wZM4Zp06Yxbdo0q22u1tNPP01OTg5PP/20w67ZmogOrYkMUZ06dUoVr5bo+dyilWi15nKccxOYHtMDi0Xhf785ycufp2OYupSOtz9BfVFz8DMozVb+43KlpaWqaMuhQ4f48ccf7daNkjuzpbak2RJFbm4uy5cvZ/Xq1WzYsIHPP//8Nxu6UlJSeOutt4iPjyc+Pp577rnHYe8/bdo0VbxROao44uzZs4mOjmb27Nk22wwZMkQVbbmSg5I0WHjojv688LtheLk7k3ymgAVv7eTH1GIAdBqFu0MtZH68mNKDm5v1xiuyRBjE9pPIndlSW9JsiSIxMZFhw4bh5eWFq6srEydOZPPmzao2KSkpfPjhh0ydOpWXX365yXLRVyImJobFixcTExPjsGu2RSJDVN27d1dFa44ePUpSUpLdYZcNGzaooi0itaXc3NxUcXCfAFb86RaievtTXlXL6//dj8l7GBqNE9nVGpQ6EwWbPyJ37euYK0psXtcWkTImIhv3QOws77ZcBl+68TRbosjLy1PtYPX391cNSVRUVNCnTx8WLVrE+vXrKS0t5f3333fY+7f3VU+iRH4fGn5mr83OnTtV0Zp+/fqpoi0iG+WsPXV4exh54XfD6ie7nbSY3XtQHnA7n+cF4j/jKbRGNyrPHOTiR09RkXZlm90u39thS8NNvambu61VXZc7dOgQGzZssDs8JUmtRbPdRS0Wi+ovuaIoql+7ubnx0UcfNf76wQcfZOnSpSxcuFD4Pdr7qhJ7u4QdSavVEhsbi1artfmel9/cbbW5fMLbXt8vX2F0Ne8X7Aq/m9iRD9afQDH4Yuo4jhV7qhk3+H46nNgIRRfI/eINqrtEUdV3ouq1tt7v8j0ZttokJiY2Rnurvy6vRGvrWpfXjWqLX2au15/NltLeP9+VarY/oYGBgarx1/z8fNVjfVZWFomJiY01iBRFueK/MP3797dbC6gtO3jwoN0JaEVR2L9/P0OGDHFIKfWm9gZUVVVx8OBBRo4cabNfYWFhPPfccyxZsgRPT0+b17p06RIffvih3Un2y1dG2Wrz8T/fps5zAHWefdl7qpyMIncW3rUM39y9FG1bRUjfQXj+6rVN7Tux1+byfSL2rtMwH+Tv72+zXXV1Nfv27WP48OFCfWpNmvqz2da1589XU1NzVV+wm23oacSIEezdu5eioiKqqqpISEhg9OjRjT83Go387W9/IyMjA0VRWLVqFePHj2+u7rQ7omdmO4rIktZNmzaRnZ3Npk2b7F6r4QuEvYnc0NBQVbRGgwV96VGc8xII8XfnYl45i/6xm/V53Qh46C08Bv3yNNHNTcGgtT3UJbK0V2SIDmgsq2KvvEpkZCSurq6yeqzUJjRboggICGDhwoXMnz+f6dOnc/vtt3PTTTfx8MMPc+zYMXx8fHj55Zd57LHHmDRpEoqi8MADDzRXd9od0RIejiKyUknkcCMAPz8/VbRGpDJsw8FORsp4+6lbmB7TAwX4atsZnvr3CU6dq18Z5WNQuL+bhT+GW6i6cNzqtUTO3+7WrZsq2iJyquDChQuprKy0O9Qql9BKrUWzDo5OnTqVqVOnqv7b5fMSEydOZOLEib9+mSRg8ODBLF68+LqtmhF5P9EifSLnX5w8eVIVrfHz8yMrKws/Pz+c9ToeuqM/IyOCeWfNYS7mlfPMe7uYMrIbrq4eFJpKCHaB7E9eoMPQKXjfMhet/pdhS1dXVyoqKnB1dbX5fiJlPkBsl/dLL73EokWLeOmll2y2aVhCu2jRoiaXHEtSc2q3O7Pbu+u9qkvk/UT3R4SFhani1bYpKytTRYDeoT6889QtzL41DI1Gw6bdP3He8zZWXAjhqNkfNBpK9m0i899/ourCicbXVVRUqOK1EHmi+P7776mpqeH777+32UYuoZVaC5koJKEhDpE2ooUK7777bsLDw7n77rttthGdD7DGoNcxf3Jf3l4YQ8+QDpgUA1Udx/Lf7D64z34RvV8ItUVZZH/yHJeSNl7x9Zsi8sQkMgfjqM2SknStZKKQhHYJi7QRvbGJFM1LT09XRWsuX4ZqTbfgDsQtGI3TpYNgqcPsGsof/uccKf2eoMPI2Wj0zrh2c/wJiNXV1apozU8//aSK1sjjUqXWQiYKSeiG5Kg2De1iY2PttvP19VVFa0TmAnQ6LfqyUzjnbEJblUlldR3vrz/BX44EYZ7xJgb/hol3hZF+Ftx01z5xLDIRL7LpUG4alVoLmSgk4d3bTbURKVfecK2wsDC715o0aZIqWhMUFKSK9mjNFRgKtrNk/hB8Oxg5nXGJpz48yAdfHaWs0sSADgpTOyks7G2h/Piua1ppJJIERFZQyVVPUmshE4XkMKKF7iwWC9u3b7e7tFfkWFW9Xq+KTdEAIyOCeX/xWKbH9ECj0fBN4jkefeN7LhDKmTIN7k6Qt+Ftcte+Tm1JntB1f01k9deePXtU0RpZOFBqLWSikBxGdOhpzZo1JCUlsWbNGpttREqWh4eHq6IoV6Oeh+7oz4qnbmFADz9KK0zkeI7m3Yrb+CLbA62za33NqA+f5NLeDSjmKzv4oqm5ExBb/ivnKKTWQiYKyWFEx9RjY2MZNmwYsbGxNtuInKgnMhcAtpfthgZ58pfHRrD43sFQV4li8GO38ww2+T2EU4+hKLU1FP3wCSUHvrF7nV8LDg5WRWvmzJmjitZotVpSU1Ob/HyS1Nzkn0DpujMajcTExNgtlzFixAgWL15s91jVtLQ0VbTl1yXLL6fRaLg5shPGnI04lRwDxcx3x0pYeKQfJ3veh6FLfzx/LgVSP1egNDlnkJycrIrWXF4U0JY1a9YQHx9v98lLkq4HmSikVknk6aRnz56qaEvDvg57+zu0mNGXJmPM2cTIm4Ix1Zr55z6FP58dzg+HczFbFJy1Cn8MtzDI23LNE8wiJVhmzJhBdHQ0M2bMuKb3kqRrJROF1Gb17t1bFW1p2Ndhb39HQ+kOd2eFJfcN4Y3fj6JnZy+KSmt45/PDPPnWdiL9PQhygTldFLI/ff6ajl8VmcdITk4mKSnJ7pOJXBklXQ8yUUhtlugchUi7X+8E79fdl78vGM1TcwfR0duFc9mlbNPfwafF/Smv01B94QQX//00hVtWYqm+8rIfIhvuRGpLJSUlERcXR1JS0hX3QZJEyUQhtUoi35RFJ5dFlqtaO5VOq9UwJqoz/3zmVu6f0hcstexXBvFq2RzS3SPBYqFk3yYy/vkHKk5d2Y1apE9ms1kVrRGZ65CkayUThdQqiewhaKhoO3jwYLvXElmFZI9Br2Pm2DCM2fE4lZ6gyuLEigsD+HvZFIpcOmOuKEFjsD0xb41ImQ8RIiXbJelayUQhtUoiewhEl4+KfHsXaaOxmNCXHMY5+2vGD+3CxTofXsq8hQ8qJrL6mI5LZfVnWUR5W3B3sj9nUFVVpYrWdO3aVRWtudq9JJJ0JWQRGalValj1ZE/D8lGNRsPcuXNtthMZojIYDFRVVTUehmSNi4sLVVVVuBkUFtwZSeyYnqzafIrdRzWc2pnO5h/PcVekgZmdFUwWhe9zNSjmWjQ6sZ3jv/bll182xpiYGKtthg4dyvTp05s8ylaSroV8opDarNjYWGbMmGF34x7A448/TlBQEI8//rjNNiIn3P36KSDE34Nn5g/hnaduIbpfIDUmM5v253Hc1AmjDqYEK2R8+CQVp378zVyLh4eHKlojMkchS5FL14NMFFKb5ezsTI8ePXB2drbbbuPGjWRnZ7Nxo+PPngDo3qkDyx6M5u9/HE3X8B78u+JW/ll2Kzl1HTn6YgAAGTBJREFUntQV55D71d/I/uQ5qjN/Wb1k7dClX2tYsmvv1D1Z5kO6HmSikNos0aJ5It/MR44cqYpXI7yLNy8+PBzn3M2klsJfS+9gbUU05RYj1RknyU/6prFtwxCXvaEuLy8vVbRGtGKvJF0LmSikNkv02/ScOXOYMWOG3bpKIhvgfHx8VNEWrakQ54Lt6HMTqO0Rwysl00moGsCypEDe/eIIWQXleGlqcNYqmEwmm9cRKVGyb98+4uLi2Ldvn90+SdK1kJPZUpslMuEN9bWl7B27CjBr1ixSU1OZNWuWzTYNN3V7N/fLaU2FPPdQNGcze7N2a1eKj2Xx3Y/n+T7pJ/7Uw4iHpoqtOQqKuQ6N7rd/FUNDQ0lNTbV7XOrOnTsbY3R0tFC/JOlKyScKSQLWrVvH6dOnWbdunc02IgcSWdO9UweW3DeE9xaNZdyQLrhpTVTijruTwvQQhTPvPkFZyi4URV33KTU1VRWtaUiUTSVMWepDuhYyUUgScPz4cVW05lo3t3UO8OCPd0Wy/Nk7eD+rCx+XjiLX7ImuPJ/8+LdJ/ccfKUs72Hgz/3VZEWv279+vivbaxcXFNdlOkqyRiUKSgEWLFuHt7c2iRYtstnHU5raO3i7oLx0m9dxB4s6HEl93M5csrhjKsvhp7XK+2nKcskqT0IR3XV2dKtoiUq1WkmyRiUKSgM2bN1NcXMzmzZtttjlz5owq2iJygwfQKCZ0ZSf4/dI/UHTr82zXjiC+IpL/fpfOA68kUGXsjb+bG5WVlTavkZWVpYq2iJY7kSRr5GS2JEHjhLG9iePy8nJVtEWv12MymYTP8jbodYwbEYYy/CkOpeZRuyOdw2n5TPQ1McmllENVgRzaf4yBUf3RatW7y4OCgsjLyyMoKMjue4hO/EuSNTJRSBIQHR3N4sWLGThwoM02ERERbN26lYiIiGbpg0ajIap3AFG9AzifU8rmt77H4qJlsGsO5u9eYmNCOPqoOxg9ehDurvVPK1c7wS5JV0ImCklC7Bt3UVGRKtoiUvCvKaGBnnx/LoeDznrGBLsyxOMSA0jFfCCO//uxB6U9JzImZpDQJDzUJ5L9+/czZMiQJsuyS9KvyTkKSRIUGBioiraInpMh4lJNHet/KiXksXep6jIcjQaG6M9wJuUkC9/egSVkKnVu3ekZ3sfudUR3sUuSNfKJQpIE3XnnnRQWFnLnnXfabafVajGbzU2WP78SRt9A+s37E7XFOWQnbSW8JoLz+zOoqHJjWKAfZyr9+eCro0wc1pXunX67u7xhF7u9oTVJskU+UUiSoJSUFJKSkkhJSbHbrmEXeFO7wa+G3juQLpPu5aFpA/if5ycQXLqdO932srTD13Q4uppX3/6ahW/vYPPec1RW1za+rmFozd6eDLkpT7JFJgpJEiRaWyohIUEVm4vR4ISl8iJHijVoUBjmfIalHTYwsiieDeu3Mf+l71j+2SFS0guora1l6dKldvdbyLpRki0yUUiSINFKrZMnT1bF5lRSq2Fthpa/n9LiMXAcWp2OQc7nWdxhE/MMW9h24DzPvr+HO5d8xck8I08/84LNa4mUDFEUhbS0NPnUcYORiUKSEBt2EZ0Q3rRpkypeD4UmDR2nPEaX339Ah6G3o9E7E9GvC7Nu7YVvByO1GKnrcBNnlSH8+YM9/HDgAlU16qeLY8eOqaI1SUlJrF+/nqSkJLv9kcNY7YtMFJKEWBIQHXpqyb0NTp6++I5/gC5P/JOQSfczf3Jf/rNsAhGV37DIfT0DDT9x7Eweyz87zLwXN/P31Qc5dCoPs9nC+fPnARqjNVu3blVFW5KSkoiLi2syoUhtg0wUkoRYEhCZEAYYNGiQKrYEnasnTp6+9f+u1TDMo5AQQzkPeOzmzeBvmB18AcVUzfaDF3nho73c/0oCJq8oLAYf7KW35ORkVbRl1apVqmiNyFOHfDJpHWSikCTEk4CIuXPnEh4ezty5c222aVg668gltPasPq9lw0UNBTVgqC5iVPV2/hb0NYv7nSfMFy6V1WD26E1NwG3UBE7l080nyci1fUxrU3Jzc1XRmsTEROLi4khMTLTZRu7/aB1kopAkBzt27BhpaWl2x/qvdzXXOkXDj4X1k94BMxfhHNILairolL2D526x8Pc/jkZXdgrMVSh6Tz7fksbjb/7AH+K2sXZrGtkFFQ7v08qVK1XRGnkmeOsgN9xJkoOJnNGt0+kwm83X/axrBQ1uvYfh1nsY1RdTKTnwDZ6DJuBtdMNw6SADOECFxpvgMY+SmJLDuexSzmWX8sm3J+kZ0oFaj77oKi+gNdsvjCiipqZGFa2RZ4K3DvKJQpJagCPLfFwtY0gvAqYvRGd0A8BJo3BHsIVHuhQSW/YJH8xw4rn5kdwyKAQXZx1nLpZQ5xVJTfA0qgMmsXZrGpn5V58wevTooYrWyAOXWgf5RCFJDiaSBFxdXSktLcXV1fV6datJGg0kFmgY4afgkXcB0+YP8Te6c//AW3l04niSs+Gv732O2SUExeDLJ9+e5JNvTxIa6MHwAcGMuCmIrkGewsmvurpaFa0ReTqTmp98opAkBxs8eDCxsbF2q9FGR0erYmtQa9GwLU/LGye1dLxjAc7BYViqyyn5MZ7cfy1gUMdqDEWJGDO/xJC/nbGDO+NmdOJ8ThlrtqSy4O/beeT1rfzn6xTMho4o2E8Yt956qypa0xqevCT5RCFJDufk5ERYWJjdFVTz5s3D3d2dGTNm2GwTEBBAbm4uAQEBzdFNm8yKBo8BMXgMiKE6M43SA99iyruAIaArABos9NFf5I8z+2KePZBjZwpIPJZFUkoOOYWVbNiRDgETwFyNh7aYvceyiQzviNFZ/fuxbdu2xjh+/HirfWk4mU8WM2xZMlFIUgswGo1NFg185ZVXiIuL409/+pPNNk5OTtTV1TlkWa9Wq8VisaiW7Bo7hWPsFI5iMaPRaBgzZgxHdv/AA90tXFjxMB4RY+k/aAKDZg/ksZkKqeeL+DElh4TEVCpMRsoI4rX/2YfeSUtEWEeG9g1gSN9A/LxcWLx4sdDnkyfztTzdiy+++GJLd+JKmc1m8vLy8Pf3d8hfkNYoOzub4ODglu5Gs5Gfr2lGo5GxY8diNBptthk+fDi7d+/mjTfewMPDw+61kpOTmTdvHr169bLapri4mLNnzzJu3DiioqJUP9No6pNHZGQkmspiOns4UVecQ83PTxxVF46jczIQ3L0Hg/oEMmVkVypyUxg8sC+mOgv5xVVkFVSw/2Qu8TvTSUrJobxG4baJ4wny90LbioaW2vOfzau9d7bPu6wk3SCCg4P5+OOPm2x32223ERQUZHcIR2Q4zMnJiU79hxIS9Rg12emUHkqg/Pguqs8fp/r8cXQePnR5/H1cXFx47MG7AJg7CYpLq9l/Mpd9x3M4ejqfs1klnM0qYe3WNDxcDQzq5c/gPv5E9vKng7vzlf9GSM1KJgpJugGIDOGIDIddzjmoBx2nPIbvrfMpS9lF2eEE9L7BaJz0ACgWM5WnD+DaMwpvTyMTokOZEB2KqdZMSnoh+0/mcOBkLjmFlew4fJEdhy+i0UBYZy8G9Qogqrc/YZ290OnkmpuWJhOFJEnXRGt0o8PgSXhGTUSp/WWpa1X6EXK/fBOdmxceEWPxGHgreu9ADHodg3r7M6i3P49MV+qHpE7kcvBULinphaRduETahUus2ZKKm4uegWEdiezVkchwf/x9Ws9y4huJTBSSJDmERqNBY3BR/Te9Xwi1BRe5lLiOS4nrMIb2w+Omsbj1HobWYESj0dCpozudYtyZHtOD6po6ktMLOHwqj4OpeWQXVLAnOYs9yVkABPu5MTC8IwPD/bmppx9uLvqW+Kg3HJkoJElqFq5hUbj0HETNxVOUHt5Cxcm9jXMZJfs2EfK7uN+8xujsxNC+gQztGwhATmEFh9PyOZyax9HT+WQVVJBVUME3iefQaiCsszcR4R2JCPOjd6gPBr0s9dEcZKKQJKnZaDQajJ37YOzcB8uEhyg/mUjZ0R9w7fnLqqq60kLKj+/CvX8MTh7eqtcH+rpx23A3bhveFbPZwumMS42JI+1CMak//7N2axoGJy19uvkwoKcfN/XoSFgXL5zk/IZDyEQhSdJ1oTW64Rk5Hs/I8SjKL1Vzy47toHj7Koq2rcK1RyQeEWNx7RnVOCneQKfT0rurD727+nD3hF5UVtdy4qcijqTlk3wmn5+ySjl6uoCjpwuAUxgNOvp286V/D18G9PSjZ4hMHFdLJgpJkq67hn0ZAMaQcFx7RVN5+gCVZw5SeeYgWqM7bn1G4HHTLRhDrO/7cDXqGdwngMF96neul5TXkJJeSPKZfJLPFHAxr5xDqXkcSs2rfx+Djt5dfejfw5f+3f0I6+wlh6oEyUQhSVKLcgntj0tof8wVJZSl7KQ8eRumvPOUHU7AXFlC4KzFQP1pd/ZqPnVwd2ZkRDAjI+o3yxWVVpOSXsCx9EKOnSkgM7+cI2n5HEnLB0DvpCW8izd9u/nQr7svfbr64GqUk+PWyEQhSVKroHPrgFf0VLyip1KTe47y47twCe3f+POqs0co3vEZ7v1H49Z3FE7uXnav5+NpZHRkCKMjQ4D6TX8pZwtJSS/gxE9FnMsu5fjZQo6fLeSL70+j1UDXoA74uddRqc2kTzcf/Lxc7L7HjUImCkmSWh3ngK44/1yEsEH5iURqstOpyU6ncOt/cel2U33S6DUUraHpG7q3p5GbB3bi5oGdACirNHHibCEnfiri+E+FnMm4VL9jHNiXVn/0akdvF/qE1s+L9OnqQ9dgzxtynqNZE8XGjRv54IMPqKur47777uOee+5R/fzkyZP8+c9/pqKigsGDB/PSSy+129pNkiRdG7/bHsa15yDKU3ZQeeYwVWePUHX2CAVOBjyjJuE77r4rup6Hq4Ho/kFE9w8CoNpUx+mMS2zdfYxLJiOp54rIL64ivziTnUcyAXA26OgZ4kXvUG96hfrQO9Qbb0/btbjai2a7K+fm5rJ8+XLWrVuHwWDgrrvuIjo6mp49eza2WbRoEa+++ioDBw5k6dKlrF271u6B9JIk3bi0Tgbc+wzHvc9wzJVlVJxMpCxlJzUXT6HR/1Ifqq6siJrM07j0jETrZBC+vtHgxIAefpgueRIVFYXFopCRW8aJc0Wc+vmfrIKKxuGqBv7eLoR38aZXqDfhXbzpEeKFczubJG+2RJGYmMiwYcPw8qofR5w4cSKbN2/miSeeACAzM5Pq6urGImWxsbGsWLFCJgpJkpqkc/XAM2oinlETqSstAO0vt7LylJ0U/fAJGoMLbuFDcOszAtfuA3+z3LYpWq2G0CBPQoM8uW14V6B+ZVXqhWJOnSsi9XwxpzOKySuuIq+4it1H63eP67QaugZ7Et7Zm/AuXoR19iYkwAOdtvVUyL1SzZYo8vLy6NixY+Ov/f39SU5Otvnzjh07kpubK3RtRVEAWLJkCW+88YaDetz62Dt0vj2Qn6/talWfzbm+vLr55z5Z3H3RdRmAKf8CJelHKUk/itbggkv3CFzDh+LSuU+Tl7T1+Yx6iOjhTUSP+o2BZotCdkEFZzMv8VNWKT9llZCZX05hcTl7i8vZm5wBgEGvo2enDtw3pS++LThBbjKZgF/uoaKaLVFYLBbVUrZfL21r6uf21NbWAnDvvfeSkpLioB63Pu35s4H8fG1Z6/5srtB36m/+6yWAEjOUNN33K/18PnrwCYWoUA/A9rkg2RfTyb54RZduFrW1tXbPOfm1ZksUgYGBHDhwoPHX+fn5+Pv7q36en5/f+OuCggLVz+1xc3MjPDwcvV4vz9KVJEkSpCgKtbW1uLm5XdHrmi1RjBgxgn/84x8UFRXh4uJCQkICr7zySuPPO3XqhLOzMwcPHiQqKor4+HhGjx4tdG2tVmv3NC9JkiTJuit5kmigUa50sOoKbNy4kQ8//JDa2lpmzZrFww8/zMMPP8yCBQsYMGAAp06dYtmyZZSXl9OvXz9ef/11DAbxVQqSJElS82vWRCFJkiS1fTfeFkNJkiTpishEIUmSJNklE4UkSZJkl0wUkiRJkl0yUUiSJEl2tclEsXHjRiZPnsyECRNYtWpVS3fH4crLy7n99tu5eLEVbOF0sHfffZcpU6YwZcoU3nzzzZbujsO98847TJ48mSlTprBy5cqW7k6z+Otf/8qSJUtauhvNYt68eUyZMoVp06Yxbdo0jh492tJdcpgffviB2NhYbrvtNl599dUre7HSxuTk5ChjxoxRiouLlYqKCmXq1KnK6dOnW7pbDnPkyBHl9ttvV/r166dkZGS0dHccas+ePcqdd96p1NTUKCaTSZk/f76SkJDQ0t1ymKSkJOWuu+5SamtrlaqqKmXMmDFKenp6S3fLoRITE5Xo6GjlmWeeaemuOJzFYlFGjRql1NbWtnRXHO7ChQvKqFGjlOzsbMVkMil33323sn37duHXt7knisur0rq6ujZWpW0v1q5dywsvvCBczqQt6dixI0uWLMFgMKDX6+nRowdZWVkt3S2HGTp0KP/7v/+Lk5MThYWFmM1mXF1dW7pbDnPp0iWWL1/Oo48+2tJdaRZnz54F4MEHH+SOO+7g008/beEeOc6WLVuYPHkygYGB6PV6li9fTkREhPDr29wpQU1VpW3r/vKXv7R0F5pNWFhY47+fO3eOb7/9ls8++6wFe+R4er2eFStW8PHHHzNp0iQCAgJauksO8/zzz7Nw4UKys7NbuivNorS0lOHDh/Pcc89RW1vL/Pnz6datGyNHjmzprl2z8+fPo9frefTRR8nOzuaWW27hySefFH59m3uiuJaqs1LrcPr0aR588EEWL15M165dW7o7DrdgwQL27t1LdnY2a9eubenuOMQXX3xBUFAQw4cPb+muNJvIyEjefPNNPDw88PHxYdasWezYsaOlu+UQZrOZvXv38tprr/H555+TnJzM+vXrhV/f5hLFr6vO/roqrdS6HTx4kPvvv5+nn36aGTNmtHR3HCo9PZ2TJ08C4OLiwoQJE0hNTW3hXjnGN998w549e5g2bRorVqzghx9+4LXXXmvpbjnUgQMH2Lt3b+OvFUVpN0cz+/n5MXz4cHx8fDAajYwbN+6KRmLaXKIYMWIEe/fupaioiKqqKhISEoSrzkotKzs7m9///vfExcUxZcqUlu6Ow128eJFly5ZhMpkwmUx8//33REVFtXS3HGLlypVs2rSJ+Ph4FixYwNixY1m6dGlLd8uhysrKePPNN6mpqaG8vJz169czfvz4lu6WQ4wZM4bdu3dTWlqK2Wxm165d9OvXT/j1bS5dBgQEsHDhQubPn99Ylfamm25q6W5JAv7zn/9QU1OjOpXwrrvu4u67727BXjlOTEwMycnJTJ8+HZ1Ox4QJE9plQmyvxowZw9GjR5k+fToWi4W5c+cSGRnZ0t1yiIiICH73u98xd+5camtrGTlyJDNnzhR+vaweK0mSJNnV5oaeJEmSpOtLJgpJkiTJLpkoJEmSJLtkopAkSZLskolCkiRJsksmCkmyYfPmzcybN8+h1zx27BgLFiwAIDk5meeff96h15ek5iAThSRdRwMGDGDFihUAnDlzhtzc3BbukSQ1rc1tuJOk5vTOO++wceNGvLy8CA0NBcBkMhEXF8f+/fsxm8307duXZcuW4e7uztixY5kxY0Zjbadp06bx5JNPUlFRwbPPPsv58+fRarX069ePl19+mf379/PKK6/w0UcfsWLFCsrKynj22WfR6XT4+vqycOFCAOLj40lISOC9995ryd8OSQLkE4UkNdq6dSsJCQls2LCBNWvWUF5eDsC//vUvdDod69at4+uvv8bf35+4uLjG11VWVrJ69WrWrFnDxx9/TEZGBlu2bKGiooL4+Hi+/PJLADIyMhpfExQUxIIFCxg8eDCvv/4699xzD1999RV1dXVAfbn5u+666zp+ekmyTT5RSNLP9u7dy/jx43F3dwdg5syZfPLJJ2zfvp2ysjISExMBqK2txdfXt/F1t956K1BfXsbX15eSkhKioqJYvnw58+bNY8SIEdx3332EhoaSk5Nj9b379OlDSEgI27dvp1u3buTl5TFq1Khm/sSSJEYmCkm6zOUVbXQ6HVBf2n7p0qXExMQAUFFRQU1NTWM7Z2fnxn/XaDQoikLnzp3ZsmULSUlJ/PjjjzzwwAO8/PLLuLm52XzvhqeKrl27MmfOHFk+X2o15NCTJP1s9OjRbN68mdLSUiwWC/Hx8QCMGjWKVatWYTKZsFgsPPfcc7z11lt2r7V69WqeffZZRo0axaJFixg1ahQnTpxQtdHpdI1DTQATJ07k5MmTfPfdd1dUsE2SmptMFJL0s5iYGGbOnMnMmTOZPXs2Hh4eADz++ON06tSJGTNmMHnyZBRFYcmSJXavNX36dMxmM5MnTyY2NpaysrLfLLUdOHAgGRkZPPHEEwAYDAYmTpxIZGQkPj4+zfMhJekqyOqxktRKVFZWcu+99/L8888zcODAlu6OJDWSTxSS1Ars2rWLW265hZtvvlkmCanVkU8UkiRJkl3yiUKSJEmySyYKSZIkyS6ZKCRJkiS7ZKKQJEmS7JKJQpIkSbJLJgpJkiTJrv8PO/fUDEBfqtYAAAAASUVORK5CYII=)
 
%%%% Output: stream
 
1.05058353687,2.60175676381,5.55950284246
 
%%%% Output: display_data
 
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)
 
%% Cell type:markdown id: tags:
 
## Method D Plots
The computation of the velocity is slightly different i.e. we use the velocity computed by the current and last foot step.
 
%% Cell type:code id: tags:
 
``` python
myPlots = plotFundamentalDiagramScatter(project, "dTimeStep.fundamentalDiagram", True, 6, 6)
```
 
%%%% Output: stream
 
1.30944688229,1.76374902907,5.24220591958
 
%%%% Output: display_data
 
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)
 
%%%% Output: stream
 
1.28490917423,1.56312801796,6.21624312575
 
%%%% Output: display_data
 
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NPKmxRDh48+J6UwdJVa4ti9uzZrF27FiiebRAREVHm/RUrVqhzwPv27Vtm0E8IIcT9VW0tiqSkJDZv3syqVavQaDS88cYbrF+/nmeffVY9Zs+ePUyfPv2upHwQQghRPaotUDRo0IDIyEh1yqazszOnTp0qdcyePXuYN28eJ0+exMfHh//85z/Y2dlVV5GEEELchmoLFKY8PVC8UGrt2rX8+OOP6mvXrl2jbdu2hIeH06JFCyIjI/nyyy95//33q7y20Wjk2rVr2NjY3FSuGSGEEMVTtouKinjooYduadZatc96yszMVFdQhoSEVHjcvn37GDt2bKkskhW5cuUKhw4dupvFFEKIfwxXV1dq165908dX66yn9PR0RowYwdixY9WEYianTp0iKSlJnf99s6ss4e/Vs66urtja2mIwGNi3bx/t2rWzmPnRe/bsUdMZWCKpn/my5LqBZdevsLCQQ4cO3XL23WoLFKdPn2bYsGHExMSUm7XU3t6eqVOn4ufnR9OmTVm8eHGpge7KmLqbbG1t1TENUzZIS2Lp4zVSP/NlyXUDy6/frXbZV1ugWLBgAQUFBaVW1/bv35+EhARGjBjB448/zsSJE3n77bcpKirC09OT1157rbqKI4QQ4jZVW6CIiooiKiqqzOslN6Hp2bOnmrlTCCHEg0mSAgohhKiUpPAQQpRh2jMiPz+/zHvW1tbs37//PpTq3rCE+tnb29O0adO7tmWsBAohRBnZ2dnUrl2bxx57rMzA57Vr19RNlSyRuddPURTOnTtHdnY2Tk5Od+Wa0vVE8QebkpJy0xvdCGHp8vPzqV+/vixoNUMajYb69euX2xq8XRIogLS0NKKjo0lLS7vfRRHigSFBwnzd7X87CRSAh4cHERERkpxQiAfQa6+9xm+//ab+/vnnn+Ph4UFhYaH6WpcuXcjOzi73/A8++IDdu3eXeT0yMpKVK1fe/QJbIAkUFA9eeXt739Ie00KIe6Njx46kp6ervyclJeHu7q6+9ueff1KzZs0Kd3qcPHkyjz/++D0pq6X6RzwZFUUhNTUVHx8faU4LYWY6derEJ598AhTvk25ra0vPnj3ZvHkznTp1Ii0tDX9/f3bt2sWnn35Kfn4+Dz/8MBMmTKBZs2a88sorDB8+HF9fXz777DMSExNp2LAhBoMBX19fsrOzGTZsGC1btiQrKwtXV1d8fHxYtWoVly5dYs6cOTg7O7N27VoWLlxIfn4+hYWFfPLJJ3h6evLKK6/w+OOPk56ezvnz54mKiqJ79+5ERkZSq1Yt9u7dS25uLsOGDeOll166z5/m7flHBArTGER4eDg+Pj73uzhCmJUJ87eRtj+3Wq7t3daBj97oWOkxbm5uHD9+nIKCAjZv3oy/vz/+/v4MHz6c8PBw0tLS6Nq1K1FRUcydO5fGjRuzadMmxo0bx6JFi9Tr/PLLL+zbt4/Vq1dz5cqVUrv2HTx4kE8//ZQ2bdrw7LPP0rhxY5YuXcrs2bNZunQpkZGRLFmyhLlz5/LII4+wfPlyvv76a+bOnQsUTydeunQpCQkJzJw5k+7duwOQk5PDDz/8wKFDhxg8eLAEigeZaQzC3d39fhdFCHGLtFotHTp0YPfu3WzevJlBgwbRrFkz8vPzuXTpEjt27GDIkCGcOHGCt99+Wz3v6tWrpa6TkpLCc889h42NDY888gjdunVT33v00Udp164dAA4ODmp+usaNG5OdnY2VlRVz5swhISGBo0ePkpKSUipNd9euXYHi7RUuXryovu7v749Go8HV1bXU6+bmHxEoTGMQQohbd+M3/vuxzqBjx45s376dXbt2MXXqVKC4S+r333/n4YcfBqBp06bodDoADAYDZ8+eLXUNjUZTagp8yTFJ0wZrJjdmob527Rp9+vQhMDAQHx8fWrduzeLFi9X3TUkEb+zaruh1cyOD2UKIB16nTp3Q6XS4urqqD3h/f38WLlyIv78/LVu25NKlS+oU9xUrVjBmzJgy11i7di2FhYVcunSJTZs23fT9jx07hkajYejQofj5+bF+/XoMBsPdq+AD7h/RohBCmDdT183AgQPV1zp27Mh7771H586dsbW1ZebMmUyePJmCggJq1arF559/XuoazzzzDLt376Z37948+uijODs73/T927RpQ9u2bXnhhRfQaDR06dKl1EwsS1ftO9xVh4KCAnVzEUvNG5+eno6Xl9f9Lka1kfo92Pbv30/btm3Lfc/cU1xUxVLqV96/4e0+O6XrSQghRKUkUAghhKiUBAohhBCVkkAhhBCiUhIohBBCVEoChRBCiEqZfaCQTYeEEKJ6mX2gkE2HhBD32syZM/n999/vdzHuGbNfmS0J/4QQ99rIkSPvdxHuKbMPFJLwTwjLl5yczNSpUzEajTRp0oSaNWuSmZmJwWDgzTffpHfv3hQVFfHRRx+Rnp6Og4MDGo2Gd955B0A9t1WrVnz44YdMnDixzPkHDhzgww8/pLCwkBo1avDpp5/SpEkTxo4dS2ZmJgADBw6kb9++REZG4uvrS2hoKCtWrGDhwoVoNBrc3NwYN24cDz30EF26dKFnz56kp6ej1WqZMWMGzZo1u58f420z+0AhhKh+RyZXvI/Coy+8RR3P5wC4vP1Xzq6dV+GxLT9Yof6cvSCcpq9PvekyHDt2jA0bNjBv3jwaNmzI559/ztWrV+nfvz8dOnQgMTGRv/76i3Xr1nHq1CkCAgLKnFu7dm2io6Nxc3Mrc/63337La6+9Rrdu3fj111/JyMggLy+PS5cuERsbS25uLtOmTaNv377qdQ8ePMjcuXNZtmyZulnS7Nmz+c9//sOZM2fo1KkT48aN47PPPmPx4sVERkbedH0fJBIohBBmwcnJidq1a5OUlER+fj4rVhQHnevXr5OZmcmWLVvo27cvGo2GJk2aqHtKlDwXqPD87t27M3HiRLp06cJzzz3HU089xeXLlzl69Civv/463bp1IyIiolSZUlNTeeqpp9RU5/369eP//u//1PdL7lNhzuOoEiiEEFUq2RKoLGleHc/n1NZFVW6lNQFgb28PgNFoZOrUqbi5uQFw9uxZ6taty4oVKzAajZWeW9n5NjY2eHh4sG7dOhYtWkRiYiKTJk3i559/ZsuWLfzxxx+EhITw888/l7pWSYqioNfr1d9L7kdhzjMzzX7WkxDin6Vjx478+OOPAOTl5REYGMjp06fp3Lkza9asQVEUcnNzSUlJKXfDoIrOf++999i9ezd9+vRh5MiR7Nu3j99//53w8HCefPJJoqKiqFmzJqdPn1av5evrS0JCgrp73bJly/Dz87sHn8K9JS0KIYRZGT58OOPHj6d3794YDAbCw8Np3rw5ffv25cCBAwQEBNCgQQMaN26Mvb09f/31102dP3ToUD744ANmzZqFnZ0d48ePp23btvz666+8+OKL2NnZERgYSOvWrdVrtWnThrfeeotXXnmFoqIi3NzcmDBhwr3+SKqdWe9H0a5dO1auXMmAAQNK7V9rCcx9P4OqSP0ebOa4H0ViYiKKovDUU09x5coVgoODWbFiBfXq1bul6zyo9btVsh/F/xcfH49Op2PJkiW3fK6s6BbCsjg7O/P1118TFBTEyy+/zIgRI245SIjymXXX0/PPP4/BYCAkJOSWzzWt6A4PD8fHx6caSieEuJeaNWumjj2Iu8usA4WdnR0DBgy4rXNlRbcQQtwcs+56KulWu5JMK7qtrc06VgohRLWzmEAhyQGFEKJ6WMzXaelKEkKI6mExLYqqupJklpMQ5mvdunWEhoYSGBhIQEAA8+fPV9978803yc3NveN7lFwfUZ4TJ04wduzYW7rmrFmzmDVrVqXHrFy5ssocUMuWLWP16tW3dO+7yWICRVWka0oI85Sbm8vnn3/OggULiIuLY8mSJaxZs0bdD+Kbb77BwcGh2stx6tQpTpw4Ue33Kc/27dspLCy8L/cGC+p6qop0TQlhni5cuEBRURH5+fkAPPTQQ3z22WfqgrEePXrw3XffkZKSQmJiIhcvXiQvL4/+/ftz8uRJtm3bRr169Zg/fz5nzpxh8ODBJCQkAKjf9t999131fnl5eUyaNIkrV66Ql5dHSEgII0eOZNKkSWRnZzNhwgQ++ugjvv76a9auXYvBYKBLly6Eh4ej0WiYP3++mk22Tp06PPHEE2XqFBsby1dffUWtWrXUtOkAa9euZeHCheTn51NYWMgnn3xCfn4+CQkJbNu2jQYNGuDg4MDHH3/M9evXOX/+PP/+979ve/bnzfrHtChklpMQ5qlNmzY8/fTTPPPMM/Tp00fdW6JFixZljt29ezdffvklCxYs4NNPP6Vbt27Ex8cDsGnTppu637p16+jduzfLli0jPj6eb7/9lvPnzxMVFUX79u356KOP2LhxI3v27GH58uVqCvK4uDh2797NihUrWLVqFQsXLiQnJ6fM9XNzc4mOjmbx4sUsXbqUa9euAcUJBpcsWcLcuXOJi4vjjTfe4Ouvv6Zz58706NGDESNG0LVrV3766SfeeecdVqxYwXfffceUKVPu4NO9OfLUFELcNYqikJqaio+PT7kJ+W7XhAkTeOedd9i8eTObN2+mb9++REdH89xzpTPVenp6UqtWLWrVqgWgphpv0qQJly9fvql7DR48mN27d7NgwQIyMzMpKioqky9q69at7Nq1i9DQUADy8/Np3LgxZ8+epXv37moKkOeff75MhtkdO3bg4eHBo48+CkBAQADbtm3DysqKOXPmkJCQwNGjR0lJSSk3NVFkZCSbNm1i3rx5HDp0iOvXr99Uve7EP6ZFIYSoftUxFpiYmMiaNWtwcHDgpZdeIiYmhqioKJYvX17mWBsbm1K/39iDcGO675IpwU2mT5/O999/T+PGjXn77bd5+OGHy0yCMRgMDBkyBJ1Oh06n46effmLo0KFlrl9eD0ZFx1y7do0+ffqQnZ2Nj48Pr7zySrmfx3vvvcf69etxdnbmvffeK/eYu00ChRDirjGNBXp4eNy1a9rb2zNt2jSys7OB4lZLZUkLK1OnTh0uXrzI+fPnKSwsLLc7atu2bbz++uu88MILHD16lNzcXIxGI1qtVg0sHTt2RKfTce3aNfR6PcOGDeOXX36hU6dObNiwgStXrlBQUMD69evLXN/Ly4uMjAz1umvWrAGKd+HTaDQMHToUPz8/1q9fj8FgAECr1ao/b9myhREjRvDMM8+wceNGAPW96iJdT0KIu6Y69rDv2LEjw4cPZ+jQoRQVFQHFO8cNGzbslq9Vu3Zt3njjDfr06YOjoyOPP/54mWP+9a9/ERERgb29PY6OjrRv357s7Gzatm3LlStXCA8PZ+rUqRw4cIC+fftiMBjo2rUrISEhaDQahgwZQp8+fahTpw6NGzcuc/1HH32UqKgoXn31VWrUqIGLiwtQPBbTtm1bXnjhBTQaDV26dCE9PR2Azp07M336dGrXrs27777LwIEDsbOzo02bNjRp0oTs7Oxyx2zuFrNOM36rqXLNibmnqa6K1O/BZo5pxu8WS6mfpBkXQghxz5h9oJAV10IIUb3MOlAoisIPP/xAdHQ0qamp97s4Qghhkcw6UOzevRudTgdQZq6yEOLOSCvdfN3tfzuznvXk5ubG6NGjAcx64FCIB429vT3nzp2jfv36d3XhnKh+iqJw7tw57O3t79o1zTpQaLVa/Pz8qjyuulaLCmGpmjZtSnZ2NmfOnCnzXmFhIba2tvehVPeGJdTP3t6epk2b3rXrmXWgMKkqEMj+2ELcGhsbG5ycnMp9Lz09nQ4dOtzjEt07ll6/22HWYxQmVaUNqI7VokII8U9hES2KqlKIV8dqUSGE+KewiEAhgUAIIaqPWXc9yWI7IYSoftUaKGbPns2LL77Iiy++WO7mGvv37yc0NJSePXvywQcflJvytzK7du0qs9juZoKHBBghhLh51RYokpKS2Lx5M6tWrSI2Npa9e/eWSbkbHh7Ohx9+yC+//IKiKCxbtuyW7mFaZFdysd3N5MOX/bOFEOLmVVugaNCgAZGRkdja2mJjY4OzszOnTp1S3z958iT5+fnqAHRoaCjr1q27pXs88cQTRERElBqfuJkZTjILSgghbl61BYpWrVqpQeDYsWOsXbuW7t27q+/n5eXRoEED9fcGDRqQm5t71T0+AAAgAElEQVR7S/fQarVl9sE2DWxrtdoKu5dk/2whhLh51f6kzMzM5K233iIiIoLHHntMfd1oNJZaHKcoyi2vmt6zZ0+l9125ciV+fn5qgMrMzKRVq1ZmszrbtGmJpZL6mS9LrhtYfv1uVbUGivT0dEaMGMHYsWN58cUXS73n6OhYKj3A2bNnadiw4S1dv7LNNzp06ICiKKxatYpu3boBsGrVKsLDw81iKq25b3xTFamf+bLkuoFl18+0cdGtqrZAcfr0aYYNG0ZMTAydOnUq836TJk2ws7NT/1F0Op36QL8brK2tCQsLK9UFVtmiPCGEEOWrtkCxYMECCgoK+Oyzz9TX+vfvT0JCAiNGjODxxx8nOjqaqKgorl69ipubG4MHD76je96Y8+nGhXjm0JIQQogHTbUFiqioKKKiosq8PmDAAPXnNm3asHz58ju6T8ngYJr2GhQUxMCBAysdi5CMskIIcXPMemU2lF4T4eHhQUhICDqdrso1ErKWQgghbo7Zzw81rYno0KED27dvp0+fPqXGJao6T8YshBCicmbfojCNQ2RkZBAdHU1GRsZNrZGQtRRCCHFzLOYpKS0EIYSoHhYRKBRFYfv27TIwLYQQ1cDsu55ABqaFEKI6WUSguN0kf5JuXAghqmYRgeJ2B6alJSKEEFWziDGK2yUD4EIIUTWLaFFUpaIuJpkiK4QQVbOoQFFRQJAuJiGEuH0WFSgqCgiyo50QQtw+i+pzKW/MQdZYCCHEnbGIFoWpy6m8rVGl20kIIe6MWQcKU4BITU0lOjqaH374ocz4hHQ7CSHEnTHrQLF7926io6MxGo0VphfXarUYjUa0Wu19KqUQQpg3sw4Ubm5uRERE4O3tTZ8+fQgODlbHJ25sbZTX9SQrs4UQompmHSisrKzU1kJGRgaxsbFkZGQAf49NGI3GUl1PJYODjF8IIUTVzDpQmLqeTLvblQwIpt+9vb1LDXDfuCOejF8IIUTlzHp6rJubG+Hh4ej1enXGk4lp1fWNSk6hregYIYQQfzPrFoVpgDomJoYffviB5OTkKscbJG2HEELcGrN/Wrq7u+Pn54dOpwMgKCiIgQMHyuI6IYS4S8y6RQGQkZFBcnIygYGB+Pj4lDtFVgghxO0z+xaFacxBr9cTFxdHSEiIDE4LIcRdZPYtCtOYg7e3NxEREYSFhaHVaitcHyFrJ4QQ4taYfaAwKTlIbZoCm5qaSnJycqlBblk7IYQQt8ZiAkXJloKpO8poNDJt2jSmTZumBgZZOyGEELfG7McoTEypOkyznry9vdHr9YwePRpADQyydkIIIW6NxQQKg8EAgE6nw9XVFR8fH6ytrfHz87vPJRNCCPNmUV1PAAEBAaW6lWTwWggh7ozFBIotW7YAkJOTU2rWkwxeCyHEnbGIQGE0Gnn00Ufx8/Pj7bffLpP4Lzw8nKKiInX2k7QyhBDi5llEoFiyZAlr166lUaNG1KpVq9TMJlNOpxkzZjBt2jRSU1OllSGEELfAIgazQ0ND0Wg0hISEAKVnNimKgl6vJzAwkLi4OIxGo7o4z7TJkRBCiIpZRIvC3t6eAQMGYG9vD5TdnCgmJgYXFxciIiLw8vJi+/bteHl5SQZZIYS4CRYRKG5k6lr68ccfcXd3L7WBUUZGRqluJxmvEEKIyllMoCj5wDelHjdtjVpy/4kbV2bfOF4hgUMIIUqziEChKAo//PCD+sA3pR4vL5PsjRsXubu7ExwcrI5XyEC3EEKUZhGBIi0tDZ1OpwYGU6shLCys1DhEea2FjIwMteUBkgtKCCFuZBGBomRg0Gq1FQ5Wl9dauDEwyFapQghRmkUECq1Wi9FoRKvVVtp1VN7iu5sJDDJuIYT4J7OIQFFy/wm9Xk94eHi5+Z60Wi3w9+K7mx2HkHELIcQ/mUUEipL7T8TExHDo0CHS09PL3azIw8OD0aNHM3r06JtOHngz4xbS6hBCWCqzDxSKopCeno7BYMDLy4uQkBB0Ol2FmxWZUo/7+fmV6m6qrNVwM91T0uoQQlgqsx6xVRSFH3/8kdjYWADCw8MJCwujZcuWwN+bFZUcwzCdl5qaio+PDxqNRj32TtJ63On5QgjxoDLrFsXu3buJjY0lKCiIUaNGodfr0Wq1ZVoMJb/tm4LLjd/+73S2k8yWEkJYKrMOFG5ubkRERNCvXz+0Wi0xMTEVznYydT2lpaURGxurrrkwGo0sXrwYo9GoHi/jDUII8TezDhRarRZvb2+0Wm25s51KHmfqejKtxO7Tpw9arZbp06ej0+lYsmSJeryMNwghxN/MOlCYmDLEHjp0SB2HuPH9kuk9YmNjWbZsGampqaSkpODn50doaKh6/I1pPYQQ4p/MIgKFh4eHOtvpxlaAaT+K8PBw3N3d0ev1BAcHo9PpMBqNREREMHLkSDVFOZRN6yGEEP9kFhEorK2tCQsLK7XWwTTOkJKSQkxMDIqisGPHDmJiYnByciqVetza2rrUuITkexJCiL9ZRKCAsrOOTN1NmZmZABgMBnXAevPmzXh6eqrH3jgTStJ6CCHE3ywmUADltgqcnJwA0Gg0eHt74+fnR2pqapnB65IzoW6GDHgLIf4pLCpQlHx4m2Y6+fr6EhERgaenJ0uXLuXtt98mJCSE0NBQNbCYdsG7MS25SXmtB+meEkL8U1hUoCj58E5NTSU6Opply5bh5eXF8uXL0el0fPXVV/Tv3x97e3s1sNy4C96Nyms9lNc9Jd1RQghLZFGBouTD2zQeodPpSE1NpXnz5vj6+pKcnMwPP/xwS4PWJdNzVBYIpDtKCGGJLCJQlPdN3tvbW80SazQa+eKLL3B0dARQp9GWDCyVtQasra3x8vJi2bJllQYC6Y4SQliiag8UV69epXfv3mRnZ5d5b/bs2Tz11FMEBQURFBTE4sWLb+seFXUNmXI+eXt7ExERwUsvvURgYCCjRo0q8zC/8RqmwGE0GklJSSE1NbXUdqvlkXxPQghLVK2BYufOnQwYMIBjx46V+/6ePXvUFBo6nY5Bgwbd1n2q+iZvGtjevXs3cXFxaLXaUlNjSw5om65hChxLliwhOjoag8Ggpv6QQCCE+Cep1kCxbNkyPvroIxo2bFju+3v27GHevHkEBAQwceJECgoKbun6BoOBzz//nGnTpql7TZTH9NA3rcT28PBQA8SNg96ma5iCT2hoKBEREWg0mttarS0D3EIIc1etgWLy5Ml4e3uX+961a9do27Yt4eHhrFq1isuXL/Pll1/e0vUXLlxIeno66enpzJgxo8KHsumhX3Iltil4HDx4EB8fH3XQ28TUjWRvb6+edzvjDzLALYQwdxrlHnzV7dGjB9999x1Nmzat8Jh9+/YxduxYdROiyhQUFLBnzx4uX77MV199RZ06dRg8eDCnTp1i5cqVhIaG0qpVq3LPNRqNbNy4EX9/f5KSkti2bZv6XnBwMK1bt771ClbCYDBw5MgRWrZsWW7CQiGEuNfat2+PnZ3dTR9/3zrbT506RVJSEn369AGKu2hute9/5cqVAFy+fJnjx4/j7Oyspho3zWS6cSe7H374geTkZBo1asSIESPw9/fHYDCg1WpLdT2Vd25lr1fG19f3luoFkJ6ejpeX1y2fZy6kfubLkusGll0/05fsW3Xfpsfa29szdepUTpw4gaIoLF68mGefffaWruHp6an+vHfvXjX5X3p6OsnJyer4Q8lun9DQUHVltlarRaPR0KlTp1I74imKwg8//FDm3Ip2xyuPjE0IISzFPQ8Ub775Jrt37+aRRx5h4sSJvP322zz//PMoisJrr712S9d66aWXePHFF/Hx8SEiIoLg4GAMBgPTpk1j2rRpHDp0qMxmRvb29gwYMKDUyuwbH/ppaWnlToW9lZxQMjYhhLAYihnKz89X0tLSlPz8fEVRFMVoNCrff/+9EhYWpiQlJSlbt25VpkyZooSFhSkpKSnqMcnJyYrBYFD/m5SUpCQnJytJSUmK0WhUr19UVKSkpqYqRUVFpe5b0evluZVjy5OWlnZb55kLqZ/5suS6KYpl1+/GZ+fNsoiV2WlpacTFxQHFWWK1Wi2pqan4+fnh7u5eqsvItC5iyZIlxMTEkJWVVWav7YryOG3fvr3UOIbp9fK6mGTxnRDCUph9oDAajezfv59evXrh7e2Np6enuuNdcnKyuuWpqcsoJCSE4OBggoODCQoKolmzZhXutV1SZd1U0sUkhLBkZv91d8mSJaxevVr9ffz48UyaNImwsDAAVq1aRWBgoBoMtm/fTmxsLCdPnlTXTYSHh1f4zV/5/7OcSiYGLEn21xZCWDqzb1GEhoaWmn6alZXF9OnT0Wq1hIWFERISonZLlcwqm5qaSmBgIIGBgeU+5JUbVm6Xl4pcURSWLVsm+2sLISya2QcKe3t7unTpov7u7OysPuDT0tIoKipi9OjR6PV6FEXBy8tLTQzo4uJCXFwcGRkZKIpCcnIyycnJaivClOPpxhXZJYNIVYkChRDC3Jl91xMUpxR/7733iI+P5/nnn6dGjRocOnRIbUnk5eWRkpLC6NGjOXz4MHFxcQQGBuLk5ERQUBDu7u6kpaUxbdo0AEaPHs0ff/wB/L2FKvzdDQUQHR3N+++/T1BQEC1atJBV10IIi2URgcLa2pqtW7dy+PBh5syZQ3BwMHFxcXh5eWFlZYWvry8pKSnExsZy+PBh/Pz81CAC4OLigqenJ4GBgTg7O7Nx40bS0tLUFOUmpoHrUaNGERERgV6vR6fTAXD06FEGDhyIRqO5rdXbQgjxoDLrrieDwcDYsWMpKirC29sbX19fhg8fTvPmzQkODiY9PZ3U1FRsbGzw8/NTg4Svry8BAQFqEEhMTGT69OnExcWRlZWlTq0dNmxYqdXaer2e8PBwvLy8MBqNeHl5MXr0aIKCgtTNkEBmQgkhLItZBwrTOojhw4czZ84cGjVqhJ2dHV988QVOTk74+PgAcPjwYd555x01SMyaNYv4+Hg1/bkpAy0UJycE8Pf3x97eXr1XWlqamiLkp59+Ijo6mh07dqDRaOjbt2+pcQzZ6U4IYUmqDBTvvvsuSUlJ96Ist+zNN9+kXr16XLhwAV9fX3Q6HRs3blTfHz58OL6+vrRo0YJdu3aRnJysbqIUGBiodgs5OTnx2GOPAfDMM88QERGBl5dXqYV0poe/0WhU12QYjcZyZ0SZNkoqb9yiogV6QgjxoKoyUDz77LN8+eWX9OzZkwULFnDx4sV7Ua6bkpWVpZanfv36BAcHl9pTYteuXaSkpDBr1ix1cNo0PdbFxUUNFEePHlUDyOnTpzEajezYsYPo6GhSU1NJSUlBq9WW2pciLCxM/dnd3b3Uw79k19ONgUG6pYQQ5qbKQBEYGMj//vc/vvzyS86dO0efPn0IDw9n165d96J8lYqPj1d/Xrt2LQaDgYCAAAAyMzPV4FC3bt1SD2ZfX188PDxwcnKiXr16ADRs2JCgoCCcnJzU3fDCw8M5dOhQqQd7ydQcpp8zMjJKHePh4UF4eDh6vb5MBlvplhJCmJubGqMwGo38+eefHDt2DIPBQP369Rk/fjxffPFFdZevUiNGjKBGjRpAcfdRfHy82kpYvXq1+nC+dOkSDg4OandTSkoKs2fPZtasWVy8eJFGjRqRl5eHoihoNBp1wNo0xTY4OFh9sN/YQlAUhaKiInWarSknlKIoxMTElNp+FSQHlBDC/FT5tIqJiWHlypU0a9aMgQMHMnPmTGxsbLh+/TpPPfUUI0aMuBflLNfx48f566+/cHFxISsrS13TMGrUKAwGA4cPH6ZFixasXLmS06dPk5OTw7Bhw7CxsaF37944ODjg4uKCwWBg5syZ6pTZ8PBwMjIy1KmvJ0+exMqqOKaauo7Cw8Px8fEhLS2NGTNmAKjl0Ol06hRad3d3CQpCCLNW5RPs/PnzfPPNN7Rp06bU6zVr1lQXqN0vKSkpQPFYhYKGDTvPc/aPbDw9PdGgIX37aRyzjORed6S+U2u27M/j2rx4nnu6O98tXU3i+p8JH/0+3t7e6hRXHx8fNaVHYGAgOTk5pKSksGTJEpydnTEYDIwZMwa9Xo/RaESv1xMQEEB8fDyZmZlqC8S0Cry8dRQ3rrOQdRdCiAdZlV1PBoOhTJAwtSJKps64H15++WV1b+ymzk+Qa2iOoXYbUjOvk5J5DUPtNpy89jD6Ou3I1TdBX8+DtBN2fLIolXX7a5LftD/z1p3hu7UHcXV/Ci9vH1JTU9mxYwcZGRnExcXRqVMnQkJCaNGiBdOmTWPGjBls2rSJmJgYNVV5ydlTERERtGzZskzq8pJuHNCWAW4hxIOswhbFRx99RG5uLunp6Zw/f159Xa/Xc+LEiXtSuKrUrFmTCRMmkJGRgatra97/cCYXLhfQvHlzXFxcSEhIoP6jDTh77jxotNR75FEuXLpGg0aPca1Qy5V8hbxLsCoxi1WJgKEp1nX+4vL1Ip7s4qd2Hfn7+6PX6xk9erTateTr60tISAiurq60b9+eNm3aqN1Mer2+3EyzJjdmoi0vA61pLERaGUKI+63CQNGnTx8yMzM5ePAgPXv2VF/XarUPVEpt05qF2rVr8UpwF7788kuCuvfA3t4ev9aB7N27lzVrNuPo6EjOsd04PPwwA570xtbWFo2VNXb1mrMr6xzb9pzm5BnQ1+3AnDXnOXpxP60f1WNlZaU+sP38/NTupNjYWLp27YpGo8HOzq5Uqg/TgDWU7Wa68X2AjIwMYmNjadWqlbpIMCsri5UrV6pjIUIIcb9ox48fP768NxwcHGjbti0vvPAC3t7etG3blrZt29K6dWvq1q17j4tZmsFgIC8vj4YNG6rrHZycnDh69CgHDx5Eo9GwYsUKGjRowGOPPcb58+c5fvw4jRo14syZM6SmprJt2za6+HfGu0NrnnB5lAtHk2hQS49Do2Zkn7nKwT8vkLT3LEcz97FyyQIee+wxTp48SdOmTbl+/Tpbt26lQYMGLFy4EL1ej5ubG6mpqTRu3LhUC8DUreTk5ETjxo3LPcbBwQFnZ2c8PDzUQfPr16/TpUuXUq9ZktOnT9O4ceP7XYxqY8n1s+S6gWXXr+Sz81Ym2VR45MiRI5k5cyZvvPFGue+XXMNwvxgMBhISEnj//ffZu3cv+/fvJyAggObNmwOos5ZMgoOD+fXXXzEajRw9ehSDwUBycjIbN25UF+r5+voybcS/GP/lr1ymBsl/grPPv1i/YTM707cRHBxMWFgYERERtG/fHq1Wy6pVqwCIjY1VWwDlbXh044wpk/JWcmu1Wry8vKr7IxRCiCpVGCjefPNNAMaNG3fPCnOrFi5cSHp6OgcOHODatWsA5OfnlwpiL774Ijk5OQDY2tpy+PBhoPhb/MaNG9UcTwCOjo6kpKSg0WgoPJKMTU0nrBv5czingMP6RrR09iQ2NhZFURgwYABpaWmEhoaSnZ1N06ZNS22pWl5QqGiXvIoCiBBCPAgqDBTt27cHoHnz5sydO5fx48dz5MgRoqOjmTBhwj0rYGUGDhxIZmYmp06dAqCOjUI/Xxd27LzG+QuX8PLx4c/MNC6dyuGKHrb+/94eBwcHcnNzyc3NxcfHB39/f44ePapOj3344YcJDAjAaDTi0ORhdCmXyT5Xk6OFbXHv1BKdbrk6TuHn50dqaiqpqamltlQtLyjcODZR1TarQgjxIKiykyoyMpIePXoA0KRJE3x9fRk7dizffPNNtReuKjVr1uSzzz7jp59+Yt++fdieycLxWCIv1AXqAmeSaVMDcC4+fnXRNTVFuP5CcfDw9fXlyJEjODk5ERwcTGxsLAA+Pj5qd5SXlzc5l4vQ12nPjmw7tPW8aNykCS4uLrzxxhs4Ojri5OSEh4dHqcHrkkGhPNKSEEKYgyoDxYULFxg8eDAAdnZ2vPrqq+rD9H4zGo2sWLECZ2dn8vPzOZh3jD3XNOgLC7HSKDR2dORsXg4P161DDaWQrbv2Y1CKmxXvtrWmgbaQwxu+ZWPmFeKKNAQEBDBixAiSkpI4c+YMUNwdlZ6eRt+QEBxc3Jm5NAND7TZ8+8sJrh4+yvz58xk9erRaJlNup5t5+EtLQghhDqoMFAaDgdzcXBwcHAA4e/bsA5MiOz4+vtROdQD/uwKmdYS93HxYk7wGuIa7uzsGJQN3d3eaNHJAczwBWy201V6idTsNewrr8NPPcXh4+5Va+JaTk0NISAhhYWHs2LED69zf0DR5lrMFtannHMiQV18otd6hZEJA0+dU0arrirqipHUhhHiQVDg91sTW1paRI0dy6NAh1q9fT3R0NO+++y6tW7e+R0UsyzTFy8/Pj3379pVaEAjF2WILCgq4fPkyr7/+OufOnVM3JLp+/Tp79u4j+YyRnRc11NCCo72Co3U+nvU1pGae5EJR8T7Z7u7u9O7dm7p165KTk4OHhwetHnMkoIc72/bmcPG6FTsPnubXlfNweqwFTZo0QaPRkJiYyKJFi3BycuLUqVNER0er02tN0+6qmkqr0WgsdooeWPYURLDs+lly3cCy63e702OrDBTt2rWjS5cuFBQU4OjoyDvvvEPnzp3vtLx3xFTZY8eO8euvv2JlZaV+e7ezs6Nz584cOXKEa9eucfz4cY4fP06NGjXQ6/UUFBSo16lV34GUU9fZf1mDUx1r6tsY6PCIBvc+QzmWfYqNGzeq3Vtbt27F2dm5eLC7tj12+jz2Z+dz5pKepi6e9O/th62NNWlpafz3v/8lJCSEp59+mkaNGqk5oqZNm1Zh8NBoNKXWU+Tm5lrsHytY9v+MYNn1s+S6gWXXr9oCBRRnT83KyuLq1as4ODjQpEmTOynrHTNV9r///S8FBQWlusIMBgNHjhzB3d2dhx56CFdXV6ysrMjLywOK953w9/cHYPz48Wg0GtL2HMSzz1ucPnUal2f7otuyU+1+OnnyJAEBAdSpU4fGjRuzceNGCgoK+Gp2DIbLRzHUbMbFv6zYvu8EdTTn8PLyxNnZmTp16tC8eXO0Wi2Ojo4kJiYSEBCAwWDA09NTzVprCh5NmjTBysqKxo0bY2VlZdF/rGDZ/zOCZdfPkusGll2/agsUsbGxfPTRRzRr1ozCwkK+/PJLatWqhZub252W+baZKluvXj3279+PlZUVTz75JCdPnlR3sMvJyeHChQscOXKEjh070rZtW/R6PdnZ2Rw+fJgLFy6g0Wjo168fzs7OWGm1fLVyPTYNW5CQkADAsx6teMLLl9O5Z0hLSyM5OZmDBw+Sk5PDq6++io/n4xSez+LMX7U5d1Vha/o+XBys0Wg0TJs2TV2xPX36dDZs2IDRaGT58uVqy8TR0bHMimyTkn+sprGLG7uqzJkl/88Ill0/S64bWHb97vrKbJNFixbx008/0bBhQ6B4Id7rr79O3759b7+0d4npgW40GtmwYUOp9zw9Pdm+fTtQHDQuX77M4cOHqVu3LpcuXQKgqKiIH3/8ERcXFxRFITw8nMcffxxnZ2dy9qbQOjuRM4cO8OsRK1xcWuHi4sK6des4cuQIW7ZsoVu3buzdkYSVzcPQ8BkMNVuwOvUC4/79lDrV9tSpU6SkpODn58dbb71F9+7d1VlONw5mV0Sm0Qoh7qcqA4XRaFSDBBQvVntQcg+NGTOGqKgo2rVrR+fOnUlISKBVq1a4ublhMBjUQHHx4kWOHDnCQw89pAYJR0dH1qxZU+p6QUFB6PV6srKycGnWEsOZVJporzHKsw7R6Zm0a9dOPTYlJQW9Xs+LL76IRqPh4PEcdp1rTMbRfGK+30gTO6N6XHBwMH379r3pwHAjmUYrhLifqnzi16tXj99++039/bfffrvvSQFNTOMOtra25OXlceTIEX755Rc2bdqEj48PQUFBABw5coRGjRpx7do1XFxcgOJWhqenJy1btgSKF9jpdDpiYmKIj48n5ptvidn5F4Ya9ahVeJHXWhqhqIBRo0bRu3dvALZv387PP/9MXl4embs24VY/DxQjm/ddY+Xve9R7tWzZUm3mldxKtaKfbyTbpwoh7qcqnzzjxo3jnXfe4eOPPwbAxsaG2bNnV3vBbsb//vc/oDhNd0ZGhroVaWpqKsuXL6dfv35AcXLA06dP4+PjQ8eOHbG2tmbz5s3qymuATp060a1bNwoLCzl27BiPPfYYtra2NHVpTvaisbTgMvqDa7Bq207dLMnE1GoICQlhytfxpB23Q1+/IwdPJNAnJKRUK8K0IC8oKIhWrVqV+Vm6l4QQD5oqWxStWrVi3bp1/Pe//+Wbb75h3bp1ZXa8u1/Cw8PVn729vcnKyiIgIICgoCBCQ0OxtramX79+assiNTWVWbNmcfToUTVIODo6AnD06FE0Gg1dunTh5ZdfxsbGhszMTHZlHWfajqv8hQ3OteGhfWvVe5bM7tqyZUv27NnD3i3LafbQeRRFg9GxB/Z1G/Pjjz+ybds2FEVRB9t1Oh1Go5GQkBD154iICDWpoBBCPCgqbFFMmjSp0hOjoqLuemFulaOjI3Z2dhQUFNCwYUMiIiLo0KED27dvZ+fOnWq+puzsbN577z0UReHIkSM0bdqUgIAAFEVh9erVuLi40LJlS6KjoxkzZgxZWVmlcj6dL9TwzSEDb7e1o1mnXuy5UPywN61WDwwMVFsNfn5+bEteS4NWgZzJr83CX05il/srGmM8o0ePxmg0EhAQQKtWrfD29sbLy0vdX9vGxub+fJBCCFGJCgNFvXr17mU5bsvkyZPVBXQHDx7k1VdfJTU1lWnTpgHFCf9SUlKA4v0dunfvXioFuWkMISsrC41GQ3BwMHq9ntjYWHr37o2VlRVFRUUANHbzIaVBfVpdQk1VnpubC4Czs7Oarvydd96hcePGODZqQszyTBS7R7Fq+hzG4z+TmZmpphwZM2aMOtgeGxuLi4uLGtik60kI8SCpMFAMHz5c/Tk/P58///yTVq1aUVBQQI0aNe5J4agJSfIAACAASURBVKoyYsQIoqKiuHz5Ms899xyKolBUVERAQAAajYa4uDgee+wxjh07RlFRER06dCDg/6cP12q1pfJEbd68mbS0NAICAgBwdXVFq9UydepU/Pz8SE5OLj5w7S94enrSvKZCt3YtaNasGYAanEaNGkXLli0pKiqide3jHLxeg+vWdXBwfZGQkBB1sPrgwYPEx8cTGBgIFM9vLjkN9kGZWSaEEFUOZu/cuZNhw4ZhbW3NkiVLCAoK4quvvsLT0/NelK9SDz/8MHPnzmX79u0cPHiQ5ORkZsyYAaB2BV2/fh2AHTt2sHz5crVFYXpA9+7dm9zcXHXMwmAw4Ovri4eHB+np6QQFBdGiRQuSk5PVwfKzB9IZ2kpBvzeOBbuKeLJXEM7Ozhw+fJi4uDiysrLUMtra5FDQ8Dly/6rDZ/N+5uC2v1s0ISEhaqCBv6fBPvHEE8yaNctit0EVQpiXKp9Cn3/+OYsWLaJevXo4OjoyZcoUJk+efC/KdlOsra3JzMwkPj6exYsXA8VdSqYUHHl5eTz00EMMGzaMFi1aAMXjDnq9njFjxuDq6qoGCQcHBw4cOEBKSgqzZs1ixowZ6HQ6rK2tiYiIYNy4cfTu3RvbRs4U1WuKraGAoe1rsiZepw5S6/V6evfuzfDhw3FxccGq6ALNbIu7qnaessP3yVCgeM1GWFiYOuU1KysLrVaLt7c3y5cvJzk5mSVLlty7D1IIISpQZaDIz89X+/IBunfvjsFgqNZC3Syj0cjixYvV8uTm5uLn56dOX61bty7Ozs5cu3aN1NRUrKysCA4OJjU1lTVr1qhJ/0aNGoWvry+5ubkcOXIEV1dXfH19geIHure3N97e3uzZs4fVq1eTdfgIv1xtQIF1TR5RrhLcVOHo0SM4Ojpy7NgxVq9ezYkTJ+jVqxcAZ4+m0azmWRQFth2vSY+ewfTp04elS5fi4eGBn58f8fHxanALDQ2lY8eOhIaG3odPVQghSqsyUFhbW3Pp0iU1x9CRI0eqvVA3Kz4+Hp1OB6A+2Bs0aKB211y6dIm6devi5+eHXq8nJiYGJycnevfujY+PDykpKcyYMQMrKyuGDx+uDiK/8MILdO7cmYiICPr164dWqyUlJQV3d3e1yy3nwhXm7s3HoNHi/YhCp/oKHTp0wMHBgV69eqHT6fj5559p0KABAGcO/oLV9RMUFCms2alnxhdz0Ol0fPHFFyQnJ+Pj8//Ye9Pwpu4z//sjybvxbizJ+yIZAiHeZMsYCGkhgQLGNoGsnUzT6bRPJ9M+CY3bZ66rV2f+L/piroGQpO2/M51pSNoJkCYh2MYkaQtkaWIseQu7LZnFWJIXsIzxbumc54V6fpGBBLJREPq+sWVJ55z7SP7dv3v7fkvF5HVERATLly8nIiLiht7PIIIIIoir4ZqO4vvf/z7f/OY3cblcbN68mYcffpjvf//7N+LaronVq1dTXV2NLMuCEXbv3r00NjZSWFhIWVkZ//RP/8SFCxdoa2sTkcbevXvR6/WzCsmHDx/mySefpLa21sco29KC1+tFo9GIIbm2tjb0ej3gc5gZd5npii8AYG2qzPH336K/v5+uri7A1x2lKOWpgMrSGJJjNcihcUzEmamurhH0KFarlY6Ojht274IIIoggrhfXLGbX19fz2GOPMT09jSzLPPHEE+Tl5d2Ia7smwsPDAWhsbESj0fDUU0+xY8cO+vv76ejooLa21pcqstvR6/XYbDbAF33U19eLgrdShH766aex2WwiSgFfG6uS2urq6qKxsZHKykr6+/uxWCxYgHWpKkoSZZ8Ikk5HbW0t9fX1NDY2Ar722fnz5/Pwww+T/n4LLx4cprXzPPPuK+KBu7MYHBykvLxcqOJdzhDrr3z3edhjv+j7gwgiiNsb13QUZWVlvPrqq7jdbjZu3EhsbOyNuK7rgizLZGRkUFZWxoYNG/j1r38tZhtyc3MpKCgQynb3338/kZGRolgNPlbWmpoaampqmD9/Ph6PZ5aTAJ9zUByjUrAGH22HMqfxpkvFB4Mq3DMquNSHzWYjPz+fefPm0d3dTV1dHd3d3Zw/f97XPVXwNY6M69nxx5N0WPZz+ogFnU5HfX09paWlszS4lev8IvQeQfbZIIII4ovgmnoUixYtYtOmTSxZsoT29nb+/d//HYvFwtq1a2/QJV4JhVO9v7+fbdu24XA4ANi/fz8mk4nIyEhOnTqFw+Hg4MGD1NTUsHr1alwuFy+++CLga4tdu3Yt58+fp6ioiNTUVHp7e6moqMBsNlNeXo5Wq6W+vp6KigqWLVtGXFwczc3N5Ofn09XVRWFhIXFxcTicLiYl307dYDCQn6Fn2y9+hVar5YEHHiAnJ4eUlBT279+P2Wzm7vICLJZmpAg9g+MRaCbO4Z0eJz8/X7DSJicnC058f+W762mXvVy/4rO+/0YgkDn/IbDtC2TbILDt+8r0KBRMTk6K9JNGo/lcF/llY+HChWzevBmbzUZGRgZPP/00nZ2dtLS0YDQaaW5uprq6mk2bNqHRaETtAEClUnH69GkaGhoYGBhg2bJlbNu2jaqqKh555BFUKpXYfUuSRElJCR6Ph+rqaqqrqxkcHBSpJfDxPl28eJGU4S4SP+hiTcl89uzZg9FopKysDEmSWL9+PfX19SQnJ7Phnjz+cmoa50gY08l3k5nt4VuPPUJqaqrQsiguLkalUn1mevLLI4jPS28eRBBBBAHX4Si2b9/O7t27mZ6eZuPGjfzhD38gOTn5RlzbNaHRaFCr1WKIrqqqioaGhlmT1ArFt9Vqpb6+nqqqKmRZpr6+nh/+8IeUl5dz6NAhlixZQk1NDW+88QYqlYqHH36Yjo4OkYrSaDS8//77Im3V3NyMyWRClmVaW1sFhceC7AhCVBMUTZzgYnEh09PT/Md//ActLS2CgFBxMLIqhPCM9UyFxvNWx1mKCw+Tm5vL7t27BVGgwWCgrKzsM9UWgvoVQQQRxJeJazqKo0eP8tOf/hSz2Xwjruczwz9KOHLkCE8//TSLFi1Cq9ViMBjETtp/8VTmFUJCQvjhD3/I3XffTWFhoXjtG2+8gdFopKioSNQLbDYbFosFo9FITU0NgCAONJlMtLS0YDKZaGixojdqyInysvBiB7947jASvkW+r69PaI4vXbqU0NBQErTZ/H+/amImKosPjl/i0Ju/AXwUIoqTqq2txWQyXVGQ/qQidTCCCCKIIL5MXLNGsWrVKtLT02/Q5Vwf/PNsCxYsoKenB5fLhdvtJiUlBa/Xy/bt21m6dKmgyFCr1aSmpqJWq4VWdXFxMSEhISIfuWvXLjZu3IjBYKCoqAiNRoPD4cDr9XLkyBHS09M5cuQIRqOR2NhYDh06RElJCTqdDpvNhl6vx+ly0TkiU5ggo4sEtQq6Rz9exMfGxnC5XOh0OlavXk131zG84+fpcYdydmCajZV3s/a+uzEajVRUVJCcnExcXBx9fX1s2bKFnJwc0tLSgI9TTB6PhzvvvPOW6mgK5DwwBLZ9gWwbBLZ9n7dGcU1HcTPC39jw8HBOnz4tIovo6GiRXlqxYgUajQZJktixY4dYTP2dhoKdO3eKdM+qVatQq9ViIT506BAul4u0tDS++c1vUlBQwG9+8xuGhoZwuVzYbDaqq6tZsGABer0eTXgULaf6KU6QyZ0D58ZVXJhWkZubS3x8PMPDw0RHR9PT08P27dtxnj1BWlo6w9NRdPVOsCAzElfvGZKSknjxxRc5dOgQSUlJVFVVzSpIa7VaJEliz549sxzIrYBA/meEwLYvkG2DwLbvKy9m34yQJEnk/0tKSsQE9S9/+UtRo3jooYd45plnsFgsuFwuli5dikqlEnl/JX2TmZkJ+LiavF4vu3btYtOmTVRVVVFXV4der6e0tJSSkhJ27tw5i/gPfB/Ar371K8rKyv46OKfij30qVutlNmRr+FNoIRVLl/L8888DPhnVtrY2qqqqMBgMLFp0F09teRPnRQ3/d08X4QN/ZP26NWzevFm02M6fP3/WhxsSEsKmTZswGo2z6hHBuYkgggjiy8QtHVEcOnRI6Hm7XC42btxIamoqjzzyCGq1mj179uDxeNi/fz9Go5EjR47Q1NREU1OT2IErUcOSJUvELMPhw4f58MMP6e3t5R/+4R8EBbjVamVmZobMzEwsFgtFRUWkp6fjdDqJiYnB5XLhcDgoKiqir6+Ps2MwNzGeXbYJTvX24fV6cTqd5OTkkJOTQ1RUFE888QSZmZl0dLTz4NoK3mk9y4Q3giRtJoebGli2dCkrV668anurUkg3mUyzOtEUm27mKCOQd20Q2PYFsm0Q2Pbdlqkns9mMLMsYjUbWrl2L2Wzmrrvu4qOPPmLFihXk5eUxZ84c7r77bjZt2oTD4cDhcFBaWsqpU6cICQmhuLgYg8FAcXExCxYsoLe3V9Qhjhw5giRJOJ1OnE4ner2elpYWhoaGGBoaoq+vj5KSEhYsWMDBgwcBHzPt0qVL/0pLbuS9LheTXt+uXjnGuXPn6Ovrw+1243A4OH36NNu3b2f+PAPrvl7Mny1nGZkOZ8XXlrJuRRnt7e1XOAP4WH87Ozt7lkO4GecmLkcg/zNCYNsXyLZBYNv3eR3FzbmKXCfCw8P5u7/7O/7+7/+eiooKQkJCxG5a4U1SUj0RERH88z//MzU1NUiSRGtrK8888wwdHR2UlJTQ1tZGe3u7aH/9xje+gdlsZs+ePWIA79/+7d/Iz8/HbrcL3qiGhgaysrLE9PbcuXOx2+2sX7+e++67z+9qZVZmhJM45hQSqrm5uZw+fVoIKEmSxKCjC/rfB+CP7SP86oXX2bJli+jU8ocyKe4/MQ4fdz19li9CEEEEEcQnIeBWkqKiIp5++mlOnjzJAw88QHV1NQUFBRw6dAibzYbRaGTdunX813/9F2azmaKiIuFcTCYTTz31FCqVCpvNRnNzs3AS4eHhNDY20tXVhV6v5yc/+Ylgr21sbKS7uxuj0ci+ffvEtfjTZSyIhZWJ40zEwS+6+jAYjFy6dEmQBir1D5VKxU/+SeK1d3s42R/G/hNQbqq4YiZClmVkWaa2tpaioqIbc3ODCCKI2xIB5yhCQkKw2+1i4rq5uRmn0ykiBfDNJTz99NPisaIJ0dzcTHp6OkajkYaGBjHdrdfrxcyE0WjEZrOxd+9ecnNzxRS12WwW+toAKSkpfPe738Xr9dLW1sZ4YjbHLp5iYRw8lqvil502PLKKuLg4Ll68iNVqpa2tDbvdzsMPP4xKpeb3BwY5MwjNPTG0tLazuLxMHL+lpYVt27ZRW1v7mSOHYLE7iCCC+Cz4SmsUo6OjbNiwgbvvvvsKMsETJ07wve99jxdeeIGTJ0+yfPny686nXyvPNjIyQnNzM1qtVhSYKysrmTdvHmvWrMFkMqFSqbBarej1elpbW1m7di0ul4vHHnuMtLQ0JEnigw8+oKamhg0bNpCTk8PcuXP5zne+g0ajISsri2effZY1a9awbNky0tPT2b17NwkJCUxOTjI2NobFYmFgYICpqSkmJ6c4PuSlIBHmhklEaqDzkoqVK1dis9lYv349x44d48CBA/T09NDT08PJtj/jjcpEDosnNDIe80Kd4HBKSUlBkiTRAvxZcDMUuwM5DwyBbV8g2waBbd9NV8xWtLbPnDnDN7/5zSscxeOPP87/+T//h9raWvbv38/g4CCLFi26rmNfbuzlJHipqalIksTBgwepqqpi3bp13HfffRQVFZGRkTFrRmJmZobt27cjy7LojkpPT+fSpUtotVo2bdpEeHg4LpeL7du3M2/ePO677z4cDgfLli2jpKSE1NRUDh48SExMDKdOnaK4uBhJkujv72dqagrwtd16ZBVnRqEkUSYrGganYCw0lrKyMkHdoRTRHQ4H5tISXKfa8UblcLpvlOELfezc/jzZ2dn09fXxwgsvkJubKxb7y+/DJ+FmKHYH8j8jBLZ9gWwbBLZ9N10x+w9/+AP/+q//KoR5/OFwOJicnBR59w0bNvDWW2997nMpi74/NcfGjRupqqoiJyeHsrKyK25KUVERtbW1eDweALKzs/nxj38sahaKXrZSFFcoQJTnt23bhtfrZdu2bezcuZO9e/cKvie73U5JScms8xUWFvKNb3wDx4SKj9S+mY0N6TI9x1qpq6sTBW2DwUBlZSWlpaWYzWbUM27mxQ8AvuK2N9wXSVytkH35ffgkBIvdQQQRxGfBV7ZS/PznP//E5wYGBoREKPg6hRQdic8Cj8fD5s2bmTNnDj/60Y9mFXX9Cf1CQ0Ov0GFQFsnGxkZqamowm80iOlGOq1KpKCws5NChQ6J2oCjf1dbW8s4772C1WikpKRHaFOBLfe3btw+dTkdfX5+4HgWvdvQSkqkiMVzGK/m0vRWJ2TfffFO8TlHT6zl2kPmmTZzsDyMkYxVZeQtJjo+gurp6lkMKkgEGEUQQXwX+JltKSZJmpUaupup2PfjZz37G4OAgg4OD7Nixg1OnTmE0GlGpVHi9XgwGAwsWLBCDaZdDlmU2bNhAbm4uH330EeAj/9u9ezcbNmzAaDTy+uuvs3v3bsAnVqQs/Bs2bBBtrjqdDo1GQ2lpKTMzM8Ip9PX1odPpGBoaYnp6Wvw9Kiqa13vH8MoqvLKK0PFxACIjI7nnnnsICQmhv7+f7OxsDAYDcXFxtLS8hm7hg/SNwE+e/zP3zpukoX4ParVatOoqePXVVzEYDKKN92YtWF/tMwkkBLJ9gWwbBL59nxV/E0eh0+lEWyjA+fPnr5qiuhZqa2v5+c9/TnR0NKtWreLXv/61YFrdsWMHdrudxMREHn30UWRZZufOnTz44IO88sorPPTQQ7S2tvLggw8KKg+LxUJmZia1tbUUFhbS3t7O/fffz8zMDA0NDcJJVFVVcf/999PS0kJtbS1er5dnnnkGgPXr19PR0UFeXh7d3d309fVRUFAgHBHA+Pg4Wq1ORFEzM9OkhMPAxAShoaEYDAYaGhq4cOEC3d3dvuI7MuaMUfbbY3CPqzl6PkG0xvqnkCwWC2+88YaIcJT7cbOhtbX1ivRcICGQ7Qtk2yCw7ZuamuLo0aOf+X1/E0eRlpZGeHi4+EDq6uq4++67P/NxEhIS+MUvfgH40lAxMTEUFhaK9BH4Fs6Wlhahha1wPvX19dHc3CzEfVpaWti6dSvgc0AdHR1C/Ofhhx8mPz8fr9eLRqOhqKiIZ599FqvVytNPP43JZGLz5s3Y7Xbuv/9+5s2bx/j4OM3NzSKaKSkp4cKFC0Iwqb+/n4iICGamJngsT0NO5Ay/sqmpr6/HYDAAPi1v+LgO8ce39iKFxBKSto7j56Y4fTGO0r86CaWQreh7WywWampqgjMWQQQRxBfGDXUU//iP/8gPf/hDFi1axJYtW/jpT3/K6OgoCxcu5LHHHvtCx/bXYLBarezdu1cQ7hUVFbFo0SL6+vo4dOgQ5eXlfPe732X58uUin++vPaEsrkq+X6PRoFKpWLx4MSqVih07dmC1WgHo7OzEZDLR3d1NfX09+fn5wikpMBgMVw1lJycn0el06DPnEHahi0ezJH5pU3PvvfeiUqnIy8vjjjvu4N133wV8Knqtra2UZk/wl+5Ifv/mCbL1sZQt1IlC9ubNm4UdJSUlwYJ1EEEE8YXxla8iBw4cEL//93//t/h9/vz5vPbaa1/aefyHyJSibkFBAe3t7Wg0mitEii4X91Gcgf8Qmr/j8ZcWVZhmTSYTDQ0NqNVq6urqyMvL48SJE7MkUrVa7RVMs/7o6+vnPwb6eMIAukj4ydeNzF+6lP7+fnbv3k13dzc2mw2z2cwTTzzB0aNHufPOOwnd9SEHj1ziP15u4bF7Elj9tTLh2D6vcwgO4gURRBBXwy3N9QSI2oKymFssFl555RUKCwt59tlnr2ib/aS2UGVHbrVasVgsyLIsnvNvjVWOAz4nUFtbS1ZWFuBLFfk7CYD+/n7y8vJYs2YNxcXFFBcXi+diY2P5/ve/z72r1/IXOZspL0QPdnK87n/o6enBZDJhs9koLS3liSeeIDw8HEmSCA8PZ+mCOWjGzjA55eW/G8/wwaHWL9zyer3ttUEEEcTthVs+L6E4iKeeempWy+rx48fFTvx68vSKM/B4PDzzzDOC4qO0tPSK6MNkMgnqDqWlVsHatWsxGAx0dnZy/vx5UaMYHx/H5XLNOmdycjK9vb3s27ePNWvWsPvDszycJRN18s8Mdqs5O/bxrj4iIgKLxcKWLVuorKxEkiRqliTTPhhLtwPe7JhmyWKJ0BA1kiSxc+dOHn744SsG6hTHClyhyRFsrw0iiCCuhls+olAKvUqqxGq1Ul5ezsqVKwEoLy+/YpetLJb+C3xISAglJSWCaE+SpCt218r7NBoNubm5ANTV1ZGTkyMmwB955BFCQ0N56623UKlUPPHEE+h0OlwuF2VlZSKiCA8P595776WhoQHwUZp8NKzm/UEVGhWsSPXRchiNRsrKypBlWRSqGxoaaGxspLGhjjsT+8AzzvEzbn71WgeSJPHMM89QV1fHrl27rrBVKdpv3bpV2ObPuBscxAsiiCAuxy2tR5GSkkJ6erqgo+jt7WXZsmVUV1cL6m9/XieF2uKTuI6URXTu3Lnce++9ohCuVvt26Vu3buW1114jJyeH4uJiPB4Pa9asQaVSkZSUxEsvvURubi6SJNHU1ITT6eT48eP09PQAvgG6xYsXY7FY8Hq9XLx4kdLSUrq7u0lISGB4eJjuSxCVkMyrtjEq11cxMDDA22+/zczMDAkJCUKn2+VykZeXx2JzCS3vNfhoPlyjDPS7aH6njvLych577DHRvaXYqtVqyc7OpqKiguLiYtRqNVqtltzcXDweD+np6Z9Yn7heipDrQSDTJEBg2xfItkFg23fTcT19lfA3NiwsjNTUVKEvUVFRQXp6+izlt8sdw9W4jmRZpqenB51OJwrTpaWl4vmdO3dy4MABzGYzVVVVvPrqq9TV1aHT6XjxxReZO3cunZ2dlJeXYzKZyMjIICUlhZiYGOLi4hgdHeXMmTN4vV5cLhdhYWEMDg4yNjbG6Ogow8PDxMXFMTk1Ref5CVK0OlQqFceP+XqeOzs7Wbx4MUuXLmViYgJZlunu7kan01G5ZgXeiQucGw7ldP801WvupvCObLKzs4WthYWFtLa2kp6eTlpaGk6nUzgFtVqNw+HgmWeeuUIEyd85fJlkgoH8zwiBbV8g2waBbd9Nx/V0o+HPfXR5UfZqxejLUywKf1Nubu6s1yrYsGGDoPpob29nz549VFdXC2rx7OxsQakREhJCRUUFarWaP/7xj7S1tXHp0iUAzp07B8D09DRxcXGsW7dOnOPixYvi9/7+fkYu9PNYjkR50scpsvfee499+/Zht9sxm82ikP6j791PQdo0ALs/HGLrL1+ipaVF2KpEFoqkq1K4v9r984f/vbz8PgYRRBC3B275iMK/A0mSJFauXIler58VMajValJTUz+VKVWh7V65cqVgmPVHSEgIk5OTbNu2jfLycpYtW0ZcXBy/+93vqKmpISkpie3bt5OXl0daWhqyLDM8PMyFCxfIyMgQU9hjY2NERUUxMzPD1NQUGo0Gp9MJ+LqgUlNTGR4eBiAvYpq7k2YwxkDpmofo7B0Qkqsmk4mlS5fy3HPP0dTUhNfrxbQwHfvZfkZnIghNMLDpG6WcPPaRkF9dtmwZRUVFOBwOmpqaSEpKYtGiRVit1lmSsP62+0dfISEh17yP14tA3rVBYNsXyLZBYNt326aeFGNbW1sF7XZGRsZnXtDa2tp44YUXxEJ/Nfgvmi6XSyyuK1asIDU1dZZzslqtPPvss7jdbuEkYmNjmZqaYmZmhri4OKampkShW6fTceHCBYaHh8nNzSU8PJyMhSU4z5wiew6oXJ3sajrJqnVVxMbG0tLSQnJyMjExMURFRdHU1ERzczOTF+wkpt3BxUkNB5o7+eDNlzjXc4bXX3+dJUuWkJGRgU6nQ5Ik6urq8Hg8vPDCC3i9XlatWnWFtsX1ONnPg0D+Z4TAti+QbYPAtu/zOoqAaW/5pNSJgmsNk11Pa6iSxrl8AE+Bfwut/3UUFRWh0WjweDyCGPDixYtotVra2towmUzMnTtXMMcqTLKyLDPYryIjRkN25AzfnReONzOd+vp6ysrK2Lt3rzhHaWkpOp2OhoYGluRMsKdNYpw4IlNX0mx5i5rqajweD16vl1deeYWNGzciyzI1NTWoVCreeOMN8vPzr2DZDSKIIIIIGEdhMpk+daFXcu2XL+4KLp+V+DR8mlNRHFJxcTGlpaVYrVba29uvehwl0lBqKTk5OYyOjgrCxP7+fqKj5/C77lH+yQjJ4VM4//K/qJCvIFHUarU8+OCDaDQaMjMzCXv7t8zo1zChTiS38AFyclLZtm2bYJVVuK6MRiObNm3CaDRSUFCAxWL5RGd6ubMNTnIHEcTtgYBJPV0tReLfsXMtVbfP0vrpf67L36dEG16vlwMHDlBaWsqmTZtYvHgxZrOZpKQkLl26xOjo6BXHHR4eZvyvlOMAYWFhTE5Okm3Ip/nsEKZkNfGMc3EGFt29Gp1Ox6pVq/B6vbzzzjt4PB7q6urQarV0nTyKerIfeU4uQxMa9Ho9C3MS+fDDDwGoqanhnnvuESy5JpOJ1tZWtmzZckXnk4LLu56+SBdUIIf3ENj2BbJtENj23fZdT1eDf8fOtVTdPi99hfK+nTt3IsuySDl5PB6qq6uxWq2EhoYSEhJCaGgo+/bto6+vD6PRyD//8z/zjW98QwzvgS+qUDA9PU1UVBT/8i//QvZdZZxIKsUVk0vrkIozZ85QX19PY2OjuOajR49SWVlJVlYW69ato+yuHEIG3wNZ4g/77cRnmamsrKSyspLy8nIkSaKtrY0tW7bw8ssvi4G+T0rf+UdSFouFwsLCYBdUEEHcBgiYiOJquDyKuCxgQgAAIABJREFU+LSo4fPqSCvdVnv27BGDeL29vbzzzjusWbOGZcuWCVoQs9mM2WxGlmV+9KMf0dzczN69e3G73VRWVhIbG8vx48dJSUlhbGwMgJmZGfbt28e5c+c4etpJSsHdxMbFcfHiRVwuF263G4D4+HhcLhddXV1YLBa6urpwOp2oPZfITtcyND2HlhP92I40YTveiiRJvPDCC3g8HpxOJ52dnVRUVLB06VIkSbrq4J0SSSnO5ZMK4NeDQN61QWDbF8i2QWDbF4woroLLo4hPixo+r460os9dXV1NYWEhHR0dQgvCZDLNqnvIssyZM2eEuJCSJlKgXNfAwID4W2RkpJjV0Ol0eL1erFYrJz5q5dEsL/n6RADRUqtg3bp1PPnkk6xfvx7H8f2EjBxFRsV00jIqvv7x/IfVaqWqqoof/ehHFBcX884777Bt2zZaWlquSnUCvsiipqaGurq6IIFgEEHcBghIR+G/wEmSxMsvv4wkSbMGxj5pEfw85+jo6GDPnj10dHRQUFBAWVkZ999/v3A6igDRb37zG+rq6igrKxMLtVLQPnbsmDh2bm6ucCBGo5HY2FjAJ62qzFw8fGcSi+KhMnaQKM3HNijKXPn5+ZSXlwsiwtRwF5rRblCH8K49goa33wd8inwPPvggZrOZ1157DavVitFopLCwUDjWHTt2CBEm8DnHTZs2UVtbi8fjQZIkLBaL+Pl572kQQQRxcyIgU0/+Rdb33ntPzAsUFBSIIvQXpaPwf39RUZFIW7366qvs378fSZKYmJggNTWV0dFRmpubmZmZITo6mjNnzmCz2WYdz+12U1ZWRlhYGKdPn0av1zM0NER/fz9TU1NiBkORYz02OM78WBltJGRHy3zkViGhIjU1ldLSUuLj4/nLX/7CgQMHMBqNnDt3DvWkg9AYHdOqOYTE58KlU8wz5lJYWIhKpcJgMAjWXcUeJa3W1NQ06175037MzMywfft2MZNxrXsqyzLvvvsud955Z8B2SwVy+iKQbYPAtu+2H7iDjzuXioqKBKHfvHnzAB8Fh/9rP29N4mrv959YNhqNAGRlZbFt2zZmZma47777GB8fx263MzMzQ1lZGRs3bmTx4sV4vV6cTid5eXlkZmYKWo2hoaFZ55uampr1OGmuFqtznIJEFdoImXxtLO6YDI4eO0ZnZyeHDh3iwoULLFiwgIyMDOx2OypAHj1DvP4OLk2FEJaQx0nrPmamJxgfH+eDDz7gww8/pKamhhUrVhASEsL8+fPxeDysXbuWkpKSWffq3LlzNDU1sXr1apYvXy7kbFesWPGpdYuWlhZ++9vffimcUTcrAnmxCWTbILDtu+0dhSzL7NixQ9BoKIR+ISEhLFq0aNbrrFarIMf7vBPHnzSxrJxPr9fjcDjYv38/eXl5JCcn09TURFlZGRaLhWXLllFeXk5JSQlOp5MjR44wMjIyi+JDgTLFDbB69WoWLlxIeXk5HzS30DkCJUkqElWTzFwa4uQIgG+XPj4+jtPpxG63U1paitPpRIXM45u+xqn+GS5OqAiNy+SktZFDTR/Q2dlJTU0NmzZtmjXxvn37dlJSUigoKAB8etwOh4OSkhIMBgMmk4n09HQ6OjquOd0OPicryzIrVqz40ie+bxYE8mITyLZBYNt3209mt7S0UFdXR01Nzae2a15r8O7LQkdHB83NzYI4UJZlSktLKS8vx2Kx0NnZidfrxW63k5ycDCDaU8fHx4mOjmZsbIy8vDy6u7vJzc2lqqoKk8lEe3s7RUVFhIaG8sEHH3AsRkXBUDPmJBnbJRXnI3X09fURGhrKzMwMpaWlLF68mJ6eHvr7+9n/x30szr+ThgsyEyExqJOXM2/OGRbduYCNGzfO+gIprbJ1dXXk5+cDsHXrVoBZ91CWZTweD7W1tddslw0JCcFoNAZ1L4II4hZBwEQUCqnfpk2bCA0N/cT3ftGU0/VCOU9cXBzbtm2jubkZp9OJJEmUlpZSX1/PoUOH6OrqEvUK/2G7mZkZtFotc+fOFW2wigzqli1b6O3tJScnh9dff51jZ5z0T4IqKo4DvVMYjfmYzWaOHz8O+NTx3nrrLZYuXUp3dzcZGRlMTYziHTnDJeYihyUwNCZj7/gzXq+HBQsWsHXrVsrLy0lNTZ2lX6HX68nOzmbx4sVIkkRaWhpWqxWn08kzzzwj+KSuhUDetUFg2xfItkFg23dbp55kWWbXrl3U1dXh9XpZtGjRJxZJv0ySu8vnMvwfq9Vqent7kSSJxYsXk5iYSEJCAlarFa/Xy9DQEDk5OVdta42Ojqavr4+xsTFcLhdarZaUlBSOHTtGWVmZ6C5KTk4mPz+frq4uBqdUHDk/jV6fis1mw+OZETMWbrcbk8mEw+EQJIUul4uJsWE0ky6Yk4sUmoAcEoOt488cOXyYI0eOcO7cOcLCwigrKyMtLU3oWaSnp+Nyudi6dSs9PT28+uqrglH3eh1wIP8zQmDbF8i2QWDbd1vPUShpJ+CG9vZfPpfh/1hRy3v22Wc5ffo0+/btY+nSpVRXV2O32zEajcyfPx9ATGavW7eO/Px8wQ2VkpJCSUkJ/f39nD59GoAdO3aQlJQE+NJCSvFcaYt1uVzoE2O5V2Ujb44861pPnTqFwWBg9erVxMfHAzAndJqQ/j+hUXnxRmcTmbWCe+65B/Bpevvbs2XLFiwWCy+//DIFBQXU1NSImZGSkhIkSfpcw3dBBBHEzY2AiCgUeU+z2cySJUuu0FT4qnB5Gsv/sZKiqaio4Gtf+xpGo5GioiKOHDlCV1cXQ0NDxMTEkJ6eTmhoKH19feTn55OQkEBycjJdXV2MjY2RmpoqZiHAp2dht9sBsNlslJeX4/F4OHfunJjmNsVMYEqEuxJVlHzjARLTc+nq6sJoNLJq1Sr0er3QtZiZmUHlnWB+diL9Y9FMEovtVA+FxmQef/xxjEYjMzMzeL1edDod58+fp76+nt7eXr797W8LmnV/ydXU1NRr8mYF8q4NAtu+QLYNAtu+27qYHRISgtls/puc13/yWqPRIEmSmNMoKysDfNPPJpOJXbt20dDQgE7nKzZfziqr0Ib/4Ac/IDIykomJCebOnXsFDTn4OKFqamqw2+0ioomLi6O8vJz333+PlKExihMlYttfJSplKQAxMTH86le/EgXo4uJiRkZGyM/PZ9++fSy4cxnHh9MYkvR8aB9Gev4XpKenUV9fL86rRD8Wi4X29nZhY2FhIVVVVUxPT/Pyyy9TX19/RbE7yDQbRBC3JgIi9aRAlmWam5tnTRHfqPNaLBbBHLtr164rUja7du0S8qlVVVUi8gDE5HVeXh4Av/3tb5mYmCAhIYG33nqLlpYW1Gr1LPLA06dPo9FohBRqaGgoFy9e5O2332Z8fILXzqk4OgxheMl3vEtyuExbWxvgiyIMBgNardY3X/HXhXteejRLc6dAlvDG3EFzt5c6PydRUlLCqVOnmDt3LgAnT54U97m9vZ26ujqee+456uvrBW25gs9LuhhEEEH87REQqScFymJ0+RTxVw3lvEpB9+6770aWZWJjYykpKSEvL4/+/n5sNhsxMTHU19fjdrvJyMjA6XQyNTVFXl4eBoOB7u5uMUOxbNkyVCoVbrebgYEBMZUNsHbtWhISEjh16hRdXV1XML7KqDg2oiInVoM2XGJBrIxDncjw2CR9fX0MDQ2JFJZCb26323GdPYl6ZhhvZCZShBZQo57q9w3ryTKjo6OiO6urq4uzZ8+yePFizp07x6FDhyguLiY6Ohq73Y7X62VyclLQvOfm5uLxeEQxPFDDewjs9EUg2waBbd9t3fWkQKlVKK2cN2qYS6lNFBcXk56eTnt7O9u3b+fQoUN4vV4SExN56aWXMJvNQhjI6XTidDoxGo0MDQ3hdrsFJ5RWq+WOO+6gpKSEN998k+joaC5dugT4Uj9ut5v4+Hhef/11DAbDFXQgyoCejIrDbpmcaBl9JLjHJjk95osewsLCZs1t+EPtGUE9M4I3MgMpQkt8fCKrlt3Fd77zHTo7OykpKSEhIQGXy4XT6WRmZoahoSE6OztxuVwMDQ0RHx9PWloaL730Ejk5OcIpKp1SWVlZQlv8enVAbiUE8mITyLZBYNt3W9coFNzoWoV/3v1qMqilpaXU1dWxefNmfvzjH7Nw4UL0ej01NTUcPnwYWZaZmpoiPj5eUI+EhoZSWlpKVFQUHo9HTHIbDAbi4uJobW0VfysrKxOkgnF/pR4Hn8xqSkoKAwMDzEgqXjytpjRRpnUsCpgEfFoXV0NKSgomkwmVSsWxnj5OuHWcJx3HVBRvvfU2drsdu90uuqzAp72xadMmjh8/jt1uR6/X43K52LdvH2VlZUIJsKioCLPZTHNzM2q1mtLS0isGIIO1jCCCuPkQEBHF1XalN2KnejViQVmW6e3tZdmyZVRWVmI0GkWkoVBcGI1GSktLef/99/n9739PamoqTqeTvr4+TCYTv//97xkcHKSxsZGNGzeSmppKQkIC7777LgDh4eG43W4cDgculwudTseFCxdmXdvk5KSoH3hlFX2ecEEDMidURZRGZlLy3ZesrCzhZMbGxrDZbNhsNnLTE2F6mBFvAucueOjssqOe6kP1189gbGyM2NhYjh49isPh4OjRowA8+uijXLx4kaGhIRwOh5ht0Wg0FBcXA7Bo0SLS09Pp6emZNX/xRckabxYE8q40kG2DwLbvtp+jUOiwlcXxRhRP/WnL/a9l27ZtgG8iuqSkhLa2NmRZnqUQt2PHDvbs2YNer6elpYX169dTWVkp6hM2m42ysjLef/99vF4vjY2NosPo1KlTlJaWotPpAIiKipp1XUajUaSVlOeUCCJKI/MPOR6+Z5BICJXJy8sTsw9hYWGEhYWJ47S1tTEz1EXYhb+ALOGJXUBqwQa0Oh0/+9nP0Ov1jIyMAL7OLoUavaWlRcxpGAwG6urqsFqtyLLM4cOHeeihhwgNDWXnzp3iXilf2qKiIkFfHqQrDyKImwMBEVFcrjKXlpZ23VQdXyTyuNqUt/95VSqVICpU8vSpqamCaM9oNHL27FmMRiNlZWX87ne/m1VvUCIGhazvscce49y5c7hcLqF1rdfr+elPf0p2djYXLlygvLycsrIyLly4gNvtJj09nfDwcLH7j4oIZ17kJLpIWBgn85fTblwXhgkJCRHzEv6Ympry1Sym3UjRmbgnwrg04aX78Dv09Jyd9VpljkOpXeTn5wt7ysvL6evrY8uWLXg8HoaGhtizZ49gqlXuoVqtFrWMWzmqCORdaSDbBoFt321dzFar1dxxxx2zHMP1UnV82akO//O2tLTwwgsvXLEYKvTcjzzyCGq1msOHDyNJkhAlAl8rqpLrX7t2LQ899BCHDx/mtddeo7q6GqfTicvlYnR0FLVazcjICE1NTdjtdiwWC16vl6mpKYaHhwXB4NTUFGOT0xwZVpE7R0YX6RvKO3ERRmd8u/eEhAQmJyeJiIjA4/EIJtu0uXP49iOVNB/tRwpL5sLINOaFOgoLC7HZbGi1WuEoioqKhCbGunXrSElJYeXKlfT29uL1eoVGRnx8PI8//vgV3Fw3io/rq0QgLzaBbBsEtn23taOAT+ZwulbE8FUuSsqxFW0H/79LksSqVasoLy8nLy8PrVaLxWJBp9PxrW99C4B33nmH0tJSCgsLyczMFMeLjY1l9+7dlJaWotfreeedd+js7CQvLw+3231FzWJsbIyQkBBRZPfKKo4Mq8iZI6MNlylMUHFqPISRaRm1Ws3MzAxRUVFMTU2JVNjo6CjugbO4XZ14IzOQw5PoHRxn7fKFuN1D9PT0CF3yvr4+MdNy5swZWltb6enpYffu3cIZjoyM0NnZiSRJLFq0aNZ9+zL5uP5WCOTFJpBtg8C277auUVwOf5nSa9UqPq9W9vVAmdTWaDSzhgHb29uFdKpy/oqKCmpqaujr6yMyMlIcw2q18uyzz2KxWHjllVcoKCgQk9Jut5vW1lYAMYMBiKJ4cXExq1atAnydSdHR0eK4kiaM355Sc2YqnCiNxLezp4kPlRkfHyc8PHxWV5MCu92OITUKvbcdvFNIURn83zo7XXYfD5UkScIZ22w2oqKixOyHcv+VocK+vj7Ky8vZsGGDOL7/5/ZFpWqDCCKILw8BEVEoUYNerxeU11eTKb3RO1T/tJZyTU1NTWIwr7CwkNbWVrF7HhkZQZIk1q9fz/79+3E4HJhMJpxOJx6PhwMHDtDU1ERPTw/gU8ErKyvDZDLR1NQE+BzG0NAQ4+PjnD59mkuXLjE2NoZWq8XtdlNcXMz4+Djj4+NIsor2C1604TJnxlQcvqhCq9Vx8eJFzpw5c1WbhoeHmRwdQjPpxBuZwYwqBm+4Ds3EOVSyr76hzHHMzMwQFhbGP/7jP4pZEYXRVqmthIeHA7OFp2ZmZpiYmGDr1q1kZ2fP6ii7VWYuAnlXGsi2QWDbd1unnpQFWdFs9qe89pcpvdH4JJJAk8lEWloau3btYvv27WRnZ/Pee+/x0ksviUE8i8VCdXU13/rWtzAYDKSkpJCens7jjz/O4OAgCxYsICkpiSeeeIKpqSmSkpKIi4vjySefxGq1cv78edRqNaOjowDodDrcbjcul2uWrOrcFC3NznG6LqkAn252iFrFpb++DyAyMhKPxwP45izGxsZQSZNkJcqMyol4Q2LxRqYTJZ/HOzMx6/her5cTJ04wMDAg/mYwGOjp6cHhcFBeXi6c+/bt2wHo7OzE4/HgdDopLy8nPT0d+PLrSV8lAnmxCWTbILDtu60dhbIgL1++fNbcwt86x+2fa1er1ULL4fJCd3x8PNu3b6eyspI77riDO+64A4vFwpo1a8jOzqa3t5fnnnsOo9FIeXk5YWFh/P73v8fpdOJwONi9ezc2mw2n0ymODYi0jZKWqqysJCYm5go2WhmfkwAYPd/HtzMnWbBgIZ5YHf39/cJJKK9XCtyXLp5HNXoGb4QeOSye6dBU1JNOVJLPUSgFcX9Z18rKSoqKiuju7sZut9PR0cHevXsxm81otVo6OzspKyvDarVSU1PDypUrRdR1KxW5A3mxCWTbILDtu60ns5VaQHh4+KwJ6ZsZ/jMVgPhdaVO1Wq2iTqC0mDY0NDBv3jy8Xi+bN2+mu7tb6HAAVFVVUVNTw9GjRwWP05o1azAYDDz//PM4HA5BDLhmzRpcLhfd3d1iFiIkJIQFsdMkaaZJcn9Ez4CKw6gID48gNjaWwcFBYDblh0qaIHzgT0zPXY4UnsJUyn2EnX8XzfQgk5OTQtBJwYkTJ2hoaAB86SflOgEefPBB8vPzmZycRK/Xs3HjRkFfrkxu3yqfbxBBBBICwlHcKB3sLwuyLIsitEajQaVSzVoAFb1thYb8/vvvR6VSkZOTgyRJbNu2jdraWh544AEkScLhcLB8+XJBieG/+Pb394u0j+IkSktLBbW4PzweD9YhNSBRnS7zda1MXCjs7p1kcPDjdJJKpRIOTaFDDxs8wHTiEqSoDKbnfp2woQ/QTPQKJ1FUVITT6RTXlp+fz9e//nX+8z//E4D3339f0K/84he/ABDRob9DvdZ9DdJ/BBHEl4+ASj3dzCkJ/0KsP8utx+PhzjvvnLWwabVaZFkmLi6OrVu3YjQaWb16NRkZGeh0OmFrR0cH27dvx+VyMTAwQH9/P8eOHRMtqHl5eeJxfHw88+fPp6+vj6KiIoaHh+nq6pp1jUot4rw3nJ5LEgtjZTKiISNK5vhFFZHRMWLCW9HdmJmZITY2ljvmz2Py/AmmPCrk8Ll4I7NQSVNoZoYAhLSrTqdj+fLlVFRUcPbsWTo7OzEajRw9elQcy+v14nQ6MZvN9Pf3YzKZxPT4p8nP3kw1jEBOXwSybRDY9t3WNYpboe9eWcSys7Pxer1UVFSQkpJCXV3dFQubWq1mamqK4uLiKxygv60pKSn09PTgdDpxu910dXWh0+lEDSI+Pl5ock9O+ujFDQYDzc3N5ObmYrfbSU5ORpIkPB4PHo+H8PBwpqencXs0dI7AgliZ1EiYFyvTPODF69etqkQLU1NT9Pf3Mz09jXrSCbKEFKlHikxDUoWgj5PEMN7o6Cg2mw1Jkjhw4IAo7CcmJhIZGSlqL+vXrycxMZFnnnmGrKwsnE7nVZ2BxWJh69atZGVlXfV+/a0QyItNINsGgW1fcI7iJodSk1BSRxqNhgcffHAWV9TlswP+Mx5Xmyvo6OigpaWFdevWUVJSQmVlJYsXLxbPnz59mpKSEnJyckSrsJL66ejoAOD8+fNMTvoYZSMiIkTHkiRJOCZU/NquZnAKui6pmPZefaYhJSVF/J6VmUlG9AVCL3wAshdvzB2c88xDVmlmvV6pd7S0tPD2229jtVppbGwkLi4OgGPHjonX22w2MQtzOb+WUr+x2Wxf6UxMEEHczgiIiOJWgBIJ+KeOLm/d9d8tq1QqMRfySWkVJeUWFxfHG2+8wfz588XEc3FxMaWlpYyMjHDixAmGh4dnCR8ZDIZZj4FZlB3KT31WHgdPDdM58nFnVLhaxit/nCpTKELAR3E+OjpKhGocedyFNzIdOSwRb4QezaQDlexhbGxMaGpMTk5iMpkEXYniqNxuNykpKaxfv5577rkHgBUrVhAaGjrrnuXn5wM+BtyMjIybpjYRyLvSQLYNAtu+2zKiaG9v53//93+vUHe7meE/rX05Lt8t+0+VX42pVtlBnzp1CoD6+no8Hg9VVVUsXboUlUolCtglJSVCSlWn09HR0SEYXmNjY8Vz4+Pj6HQ60dl04cIFJryqv7bQwpwQmSfnSdyrk1DhizD8ZyQUTE9Po5kaIOr8flSeS8hhSUymrEYKTQA+TosZDAaWLl1Ka2srBoOBH/zgB6xZswatVkt9fT2yLPP666+zZ88eXnnllSsmtSMiIsjLy+P555/HarV+no8kiCCCuAZuaUfxP//zP9TX17Nr166/9aVcNz6NUiQkJOQTacnb2tooKSm56i5g48aNgoJc6WR6/vnnmZ6eJi8vj7Vr19La2sqpU6fIz88XkURWVhY6nY6RkRHWrVuHXq8HmBVpKDoVyg4+JxriQmGFVuabOaBLThQa2v6vU35Gh84Q3v826skBCIliSnsfqzb+P4LKw263C0dnt9t588032bdvH/39/eh0Orxer6Asqa+vx2Kx8PLLL8/aHCi/30obhiCCuJVwS6ee7rrrLrRaLffff/8tk4K6VoeW4ki0Wi133XUXqamptLW1zUo7KfWK3t5eHA4HWVlZmM1msrKymDt3Ljk5OTQ3N2O323G73cTFxfHggw+SkpLC9773PXJzczl//jzHjx9Hp9MxNDRERUUFDz30EM3NzSKNVFhYSHp6Ok6nU+zkJ8Ji6R6e5o5YmdRImczQcc55IhkanSAyMlIM1ymvn56eRiV70YyfQQ6JQg5L5qRjmuHhYbyjDlT45F3j4uKEjKqC0dFRKioqqKiowGw2s2TJEmw2G/X19fT09LB48WJUKhVarRav10t8fDzp6elXTT/daPqPQE5fBLJtENj23ZZdT4WFhSLXf6vgWh1aiiNRNKf9/3a5ClxTUxNNTU1kZ2eLTqcXX3yRxYsXM3fuXObMmSO0IfxTOcnJyezdu5fU1FTOnvVpSpSXl+N2u/njH/8oriUqKorQ0NBZEcb09DQXplUcu6hiXixoI2B++DiuSRX9Yx4uhzKdHRkRjnTpDEgzSBE6pjRJSKHxaCad2G1duFwutFotS5YsIS4ujpSUFFJTU8nMzKS8vJzMzEzS09MxGo0cO3aMI0eOCE6ovr4+oVGek5NDamrqFU7hRrfOBvJiE8i2QWDbd1s6ipSUFNRqNTt27LhiFuFWhDKIZzKZ6O/vF1/Wy52LVqslOztb7LJlWWbr1q3MnTuXzs5OUlJSaGhowOVyUVpaitPpFCyy+/fvx2w2I0kSJ0+eFNTkg4OD5ObmkpSURExMDNHR0XR3d89yErm5uYLUb06SlvfPjZESIZMaBQXxMh1uFeExCaKLCnz6FuPj44IRVjN9HvX0BbyRab4id2Q66sk+VNI0Y2NjdHd3Ex0dzYkTJ+jr6xODh9HR0UJOtqGhAbPZzP79+2lqaiI5OZk1a9YI3YvLIzDlnn3R1tnPEpUE8mITyLZBYNt32zqKV199lbq6OjwezxW6Brca/MkNk5KSrvplVZxJWVmZ2GUrnVT33HMPBoOBgYEBbDYbVVVVLFq0iObmZlJSUjhw4ADV1dUkJiby2muvAbB48WJsNhtut5vm5mZsNhsul4tHH30USZJISUkRtOX33HMPVquV3NxcRkZGGJuc5vCwivCoaOzDMxwbUfOtb30LWZZFhKPMaPgXoeeESUgjp5AidMih8Xijc1DPDBMd6hHqd4AQQ3K73SJaKCoqIicnh/HxcdauXYvX6+XgwYPiZ05ODh6PB61WK8SirFYr6enppKWloVKpPncK6rNEJYG82ASybRDY9t2WXU+yLJOZmUlNTc0sXYNbFUVFRdTU1LBnz55ZNBz+uFoxXOl+ioiIAKCxsZGamhoeeOAB1Go1tbW1YqE+cuQIHo9H8Ejl5uZSUlIiHitF5rNnz9LS0iK+TFqtlkOHDgE+zW6FH6qouITG0xP8ud/3VQoPDydRHiUt0nc+/+hCOc74+DhqzyXC+98iZNIB6jCmk+9hJNSAf0+TUpyOi4tj9erVFBQU0NraynvvvUdjYyONjY1YrVbMZrPoeLLZbDz77LPU1dXR2trKzp07Z92vT2smuJYGxtU6z4II4nbALR1R9Pf3s23bNiorK8nKyvpbX9YXhr+kq3+Nwh/XSqH4q+p1dHSwdetWlixZwte//nWOHTuG3W6nublZ7PgVcSeTyURCQgJHjhyhurqajIwMhoaGOHr0KICINMLCwvB6vUIxr7i4mPz8fCRJwu12M3ahj6/LXVQky0xLcG4XfHFdAAAgAElEQVQclPkL+FhX2/dXCfX4GUJDNHhC5yJF6JDCktFMOgnVqARF+tTUFHa7ncOHD9PY2IjD4UCv13P27FmqqqoYHh4W9qxatQpZlnE4HELDw1+K9tPun//0vMPhuCLq+CwMAIG8Kw1k2yCw7bstU08LFiwgPz//pqBs+LKgLEZ9fX1X/bJea7G6nOJDkiRWrFhBWFgY4eHhQptbqV0UFBRgt9vJz8/n4MGD1NTUkJOTw/PPP8/Q0JAQQlq7di2AmKiWJImysjIiIyPZt2+fGJA71+sgLgyyoiE/FtKjZGyXVMzIV0/zqAAm+lBPDeKNSEUOS8AblQ2Tfai8E4CvjffixYtXdEQpA4UKwSL4UmlpaWmkpqbyyCOPoFKpyM7OJjMzE5VK9an3T3EiXq+XrVu3fqHCdyAvNoFsGwS2fbclzbhGownSTn8KOjo62LNnD0ajEfDNVmzevJmvfe1r3HnnnRw9epSpqSnefPNNAGpraykoKOBnP/sZ4Fs47733XhYuXMgDDzyAx+PhJz/5iShwS5Ik3gu+wbuQkFDqHR7OTKip1s8wPxb+33kSrzlC6br4yXMOmqk+wvvfxDN3Od7QRKZS7iN0uB3NaKdwTuBLs913333s27dv1oBdSkoKAwMDdHd309DQQFVVFcePHxc07KGhoZhMpk9ll1VSeB6P57oZa4MI4nbALR1R3EoUHtcD/64ap9NJb2/vdRddr9aRc7nCnvK7y+UiMzOTtLQ09Ho9vb29HDx4kIqKCv7yl78IWdWxsTFaWlro7OwURWmlfbakpITFixdjsVjENYSEhAiRo/4JmY5hFemRMrpIKIiTCI+KwTY8wydBJc+gHj2FKiQcKWwuUmQqYTFapt2niIoMx+PxIEmSSHMpiI2NFdHGnDlzyMjI4MCBAyQlJdHV1UVlZSUrV66cpSjoP4/icDhEoRs+W4rpkxDIu9JAtg0C277bspgN1y5A3krwL7Ta7fZPLLpeDkVv2v/1sizPmuZWdsuKEJDVasVisdDe3i4We0mSqKmpERGIQutRVlbGnj17kCRJPKdWqwkNDZ11HQr7rNKKm5SRR0usCXdaCTLgjU2Z9frc3FxRPFegQiJkyEryzEeoZA/jai2etEp0OQUAzJ07l5iYmFnvSUjw0YLk5eXR1tYmZGT98Yc//EFEF++++y6SJNHS0sLWrVvZunXrrPv8VX2nAum7GsTthVs6okhOTua5557j1VdfvSk0CL4o/COAyclJli5del31F39ZVaVo69/K6T+Adnkevry8XAzo3XvvvRw+fFjMKSiFbJ1Ox6OPPkpJSQnl5eWcPHmSJ598koGBAQ4dOsTq1auJj49ndHSU8fFxzp8/z9TUlE+ju68P+4jM++fGOOocFtecFS1zdsDNnJgYQRPij5nRAdRjZ5EjUvBqYhmcigdZZsJ9hv7LyAyV9+fk5BAdHc3Q0BBz5szhrrvuorm5mZiYGA4ePMj69euJiYmhpaVFFMI9Hg9r166luLhYSK5eragNfKa22qvtSm8mvYwvgkDecUNg23dTFrMbGhp46qmneOmll1Cr1dx1112znv/lL3/JT37yE9544w127dqFJElXvOZqUIw9dOgQf/rTnzCbzVRXV9/yBW3/lIcyu3A9Nvl3Ov3/7Z13eFzllf8/d5o06r3L6nK3uoQLNmXB4CbZOAs2AZY8IZuFLMEGJ4Ql7Ia0XTAWOJvlye5vKdkADtXCJoCNDRhsWc2WC7ZVbauMyqj3aff+/hjPRXLDBgkV3s/z6JFGc8v7ztznnnvec873DE9ndRmd4QVo0dHRI1Rs09PT1crm+Ph4tafDihUriI+Px263U1paSkhICPPmzePNN9/kwIEDTJ8+HVmWOXjwICtXriQhIYGPP/4YQFWABedTfn19PUOy8+YaEhJCSoQP60O6ifdUONzYo753PpJiRdtXC5IW2T3EmRXlFoLW0oykXFgF7pIA8fX15fTp04SEhODn56d6C8uXLycqKoqioiJMJpOqI7Vw4UJaWlrUzyg1NRVZlvH19WXLli3ExcVhMpmu6iZ/sZvNZGiwdSVM5RspTO35Tbhgtit19e2338ZgMHDHHXeQk5NDYmKius3x48fZsmXL185Lv+WWW3A4HKxevXpKxSquFtey0sX+pygKdrudTZs2XVR5FpwXj+u3S5iwpKSE7OxsZ3vUkhJiYmIoLS2loKCAnJwc5s2bx3PPPQc4W6OmpaXx8MMPc/LkyREtVmtqali5ciUmk4mysjJaW1vxHVQYjJFI8HYq0e5s0lLarjA8jdaFhIy++zAaSwuO4IU43MMYCl2OobMI7WA94LwBh4WFceTIEcDpYYSFham9uTMyMoiIiECWZbKysli1ahWJiYnqvGVZJjMzUw1gHz58mO3bt7Nx40Y2bdqE3W4f8f5ofk8CwWRgzB5rDhw4wDXXXIOfnx8eHh4sXbqUDz74YMQ2x48f509/+hMrV67kySefHPEkeiW4ubmxbt06tdBMcCGlpaXk5+cDXNSYKopCTU0NwAW6SKWlpeTk5PCzn/2MnJwctSCwqKiIJ598Un3f1SwoJyeHGTNmAM4AMzg9iMTERBYvXgw4b+pVvRJbTkmcsXvhroW1UQ7+IU4mOsDrkvPQDpnQN+5AM9gIWjesQYux+l+DIuloaWmht7d3xPbDpUfKysrYsWMHzz77LG+88Qbvvvsu1dXV1NTU8Mgjj5Cens62bduw2+1oNBrsdjuPPPKIKjuSn59PeXm5aIok+M4yZktP+/btw2AwqB3Xzp49S21tLTfccAPgzKgpKyvj5z//Of/4j//Ie++9R0VFxYgObZfiUu7Tt60QOpaMlvt7JWq1L774IqtXr+amm24aUZTmerp29ax2FQTKssz+/fvJyclRVWvBuYafnp5OYmIinZ2dNDc34+npyZ49ewgJCaGiokItuItLnM7ah3/DJyVHCZK7CXOHFC8L3RpPmvsuXFYCkBQ72oEzSLIF2S0UxS0Ih0cskq2T7raGy34OYWFh9PX1ccsttwCwd+9eKisrsVqtFBUV8fHHH1NYWIjNZuOll14iODiYl156iWuuuYZFixZht9svqUx7Maby8sVUnhtM7fl93aUnSRmjFIznn38ei8XCQw89BDizTo4fP86TTz550e1PnDjBY489xvbt27/y2BaLRQ20Dqeqqoq3336bNWvWqNk5gsvjcDiora0lPj5ebaakKIraYvSdd95h9erVACQlJSFJkrqPLMts375dlU95++231W2joqJ46623MJlMJCcnc+utt7Jz505qampISEhg5syZlJaW0tzcjJdOYVWkQoKXwpYKDTpPv4sGuIcj63ywBi5AMQSCoqDrO4Wu+wiS4hixXVBQEG1tbcTExBASEkJ7ezu1tbX4+vpecA5fX18SExMpKytj1apV6HQ64uPjqa2tFdeVYEoxZ84c3Nzcrnj7MfOjw8LCRqQcms3mEb2VTSYTBw4cYO3atYDz5nS1bv35k01JSSExMZHU1NRJv0RQVlam6i+NNa6mRy5KSkp455132LhxI4888giffvopJSUlbNq0SY1f3H777TgcDpKTk0lJSaGkpITc3FxiYmJ49tlneeSRR3j66afZunUrRUVF+Pj4UFNTQ1ZWFiUlJepyF0CfXeLVsxLeOoWZqVkEBATw0a4PuWGaBx/XD4xou+pCY+/BrWUXdp+52H1mYfeeicM9AkNHIRprO8HBwVitVtra2gCnR+uSVAdnHMPVfhW+7LjnEly8/fbb1fRfl5d0/nXl8mAvVsD3bX5/3zZTeW4wted3qYfsr2LMYhQLFiygsLCQjo4OBgcH2bVrl7pODc4+BU8//TT19fUoisIrr7zCTTfd9I3O6QoWTnYjMd64xO8yMzOprq5WhffS0tJGxC9cbV0PHz6sCvHt378fcHoqr7/+OkVFRSQmJqoPDe3t7WpGlYtly5axYsUKrl+WS2lpKR0dHSwOUfg7/z4eSpZJ8rq40ysho+85glvrLiRbN4reF0vIzdh8U2k1t9Pd3T1Cmv18cnNz1eSKrq4vU3eLi4s5dOgQRUVFFBUVqQoAruvKVQ9RUlJyxbUuAsFkZsxiFF5eXgQEBPD444/z6quvkpeXx7Jly7jvvvuIi4tT9XeeeOIJ/vznPxMeHs6GDRsu2kv6fKZqZfZwxnqd9HLxHI1GQ3h4OGVlZSxZsgRJkrj77rsxGAwXTbt11WK4MqTA+R3t3bsXgI6ODjIyMtQeF5WVlfj7+9PZ2cmKFSvQaDTs3LmT6dOnU1FRQUpKCmFhYfg7evBmiPQAhVB3hboBCctFUmklxyDa/hpAg+wWjOwegsNjGpK1A8nej8FgoKenR5UtT09PJyMjg+7uboqKikhISOD73/++s8GS0UhnZye1tbXs3r2bwsJCYmJiiIqKUs/nMpbXXHMN11577UXjP1N5nXsqzw2m9vwmXIxiLHG5T1e7zjaZGGv3t6SkhKeffppNmzaRlZV1yffz8vJYt27dRYO4drud8vJyNej99NNPk5ubC0BBQQGrVq3CZDKpT9wrVqxg586d6v55eXk4HA527NhBZmYmwcHBmM1mVc1240M/5bP/+S3h7V9g0ILVAXtaJT43SxddjgKQDYFYA+aj6H1BUdD2VaDvPoJWktXKclf8ZTgJCQnqcpinpyf9/f3q71WrVnHnnXeqVdWyLKPX69XuihdbgprKyxdTeW4wtef3de+dk7oyW3gUX58rkSt3BasvVWQ23PNIS0sjISEBHx8f/P39ufbaa/H39+ett95i1apVTJ8+nbVr15KQkEBOTg5hYWHEx8fz8ssvA86YVXV1NSaTSX3d0Ghi+/4jdPjGofR3EeEBSd7QPAitlksU6TkG0fZVgyQhuwWjuAXj8IgDWzcaey86nY7rrrvO2Xipvx8PDw9sNht2ux2r1YrRaGRgYIDw8HA6OjpISkriRz/6EVu3buXNN9+ksLCQgwcPsmDBAqKioigpKbloMd5UfiqdynODqT2/CVmZPVYIQ/HNuRK5cldvjMtVEruWYeLj46mqquLll1/m4MGDLFy4kIyMDLW3xksvvURSUhLZ2dlER0djtVpJT0/HbrdTUVEBOBMg7rrrLkJDQ5kxYwYzZ84kMjKSTw8Ucaxb4ky/hKe3Fx822HBzc8fhcOChVS6QMJdQ0Fpa0A42IBsCUfS+ODzjwODHYPtpqipPqmm6S5YsITAwkNOnTwOoooZLliyhqqqKjo4OmpqaKC4uViXXAQIDA7FYLJdcgprKN5upPDeY2vP7zooCuhCCa6PPlSQHuALfsixTUFBAbm4uDz/8sLosk5mZSWZmplrhPPz70Wq1xMfHs2HDBhITE2lubsZkMjFjxgwUReGPf/wjMTExqnBgdZ9Ec8wSQMJisRBgUHh0pkxupIynVkGSpBENrDS2Lozm3ei6ykC2YzdOYyh8JQ7vZJRzVeAfffSRuhTlil0sW7ZMzYYC1G6DriLCzMxMduzYgd1uJzc3F4fDgcPhQKPRiGtQMCWZMh7FVBFcczHaTzVjVYzo8kxcS0m+vr7k5OSMSErQaDSYTKYRzYAaGxt57bXXeOuttwgLC+PAgQPk5OQwZ84c8vPzqaysBJxZUklJSerNetmyZdjtdpqamkgJ0DLTR2aaJ+QEKsiKwhdN3ShIaLVa5w1bUdBa29AOnEHr5odD54vDPRKHezgaayd+3ga1nsLd3Z0TJ06o3fxcDA4O4uvry5kzZwDUtFpXwL6oqIjCwkLsdjsvvPACcXFxAFclEz+ZmMpP3DC15/ed9yhEP+PLc7le0aOB66LLz8+/6DnO/34+++wziouLR1R2L1y4kJycHB5++GHuv/9+1UC4pF9cGVKujnYHzTL/WaPnVA+4a2FZhMKmmZDiJyM7nEtIrpu0niHSQtswtO0D+wCKWxCW0FswS8koGgOAuvwEXCCh7jImISEh6vldAWyAVatWMW3aNFVT62pk4gWCic6U8ShGo9nMRGK0n2q+DeXSy53jYt9PeHg4d911Fy0tLVx77bVq74yoqChiY2NZvHgxNpuN7u5u+vv7cTgcVFZWjmha1GtTKO/ScHZAItIIQW4Kc/3ATQNVfeeMhF6P3W6npaUFjb0HXX81zlTaIBS3IOyeCUiyFcnWpcoSyvKX3fg8PT2x2ZwNl4b3/F65ciVz585l8eLF+Pv78+yzz7Jw4UKio6MZGBhQZeIlSaKkpITw8PApITEzlZ+4YWrP7zvvUQguz7dRjHg15zAYDKxbt47jx49fVLRQlmWeffZZduzYQUtLC+BUoq2pqcHHx4fY2FiCg4MBZzOjql6J5yoktpv0tFuguOPLG3FIgO+Ic0uKHX33Ydxa/oZmqBm07tgCrsESuhSHIWjEtkajkcDAQPW1a1kJnDeUrVu3oigKGRkZ5OXlqeqyw4v0XN7ctm3bhJchmJRMzZQhwaTBtSR1vnz3tm3b1OI9V7+L6upqdu7cSU9PDz09PRccS0bioFmmyKwhKDgEzGZA4Y6wPrxmRPKXY+3UdAyp22ts3RjMe3ALnEG3YSaKIRBr6FK0/afRdx9GcgwyODhIXV0dAFlZWTgcDnWJynXDl2VZ7U/uqvQe7jm55jhnzhySk5NFL27BpEMYCsG4cqkeDWvWrEFRFGJjY9FoNFxzzTUjbr7p6ekEBwfT0dGBn58fu3fvBlBF/MxmM/Hx8XQ11ODt6Me9q5/7ouGED+xp0dA46PQ4JMDafgoft7MMuCVh95mFwzMOhzEaXe8JdL0nVKFBWZY5dOgQPj4+3HXXXWi1WgoLC1Vpk6ysLOx2O88++yyrV69W+18Mn6PoRyGYjEyZGMVUYyqvk8JXz0+n0zFv3jxaWlp45plnqKurUyu5KyoqaGpqoqamhuzsbLVRUlZWFtOmTVMzpDo7Oxl0SBS3SyhApBHCjM4MqSgPhW6HjgH0OBwOZIfdWXvRfxpFa0QxBCC7h2L3jEdyOOMXTU3OYkBX3xRFUdi7dy9Hjx7l/fffx2QyERAQgJ+fH2fOnOG99977Ru1UJyrf9WtzMiNiFIIpSWpqKomJiRQXF/Pcc88RFxc3QnLEarWqf4eHh/P++++zfPlyNagOMOCQ+Mhs4D9Oavi0VcIqwwwfuCfWDvaRzbI0jn7c2j/H0LILydoOWg9sgfOxhN6Kwz1c3c7VnwIYoYR76NAhVR03JycHh8PB5s2bKSkpGfPMM4FgrJiaj+OCKUN5ebnqIZSUlFBSUkJGRgZhYWE0NzcjSRIrV64EIDY2FoDW1tYRN29w3tj7kHi/SeLTVoVFwQpDDrCeExnUSQqxnlDdByChtZrRtHyAwyMWu28qisEfa/ANaIaa0HeVc/jwYbWi3EVoaKjaWS8xMZEHHniAw4cPA84nuaysrBGFh5PZqxB8t/hOG4rL9RMQTAzS0tLYuHEjlZWVxMfH87e//U2tY0hKSkJRFLU39ooVK8jNzWXVqlVIkkRxcTHgrKgeHvwecEjsav7y+3Z3dyfNc4DcKAXTIOxrlTjaJSEjoRs4g5vVhCE0nQ6ikd3DsYSFox04g9x9BK0kqZXYLS0tBAUFERMTQ0RExAWiazqdDlmWyc/PZ+PGjWg0GnHtCSYF32lD4VoKuJSCqmD80el0aLVadu7cSV5eHtXV1WRnZxMaGsqOHTtU+Y3ExERVmTYpKUntP+FqlATOZazy8vILzjE0NITDA3psEGGEO2IUbglX+NwsUdwhYbVbGWw8iLvmEHaf2di9puPwiMVhnIa2vwZvWzWSfYChoSHa2tpoa2ujrKwMSZJG1GMoisK+ffsAePXVV2lubhbXnmBS8J0OZn8bRWhfl6kcUIOrm5/re3I1vrr33nuxWCzMnz+foKAgZsyYQWFhIZmZmdx+++1UVVWxY8cOcnNzmT17Nm1tbXR2dhIREYGnpycdHR3o9foRN/HGQYkDbRKdVghyg0A3SPaBa4KcS1SNgxKS4kA71Iy2vxYkPYrBH8UtiCH3eGyyBo21Q82QCg4O5vDhw6oUicVi4fXXX6eyshI3Nze6u7vJzs5maGiIuXPnIp3zTCZDsFtcm5MXEcz+GoiOeJMD1/d0/Phxtm/fzptvvkl+fj6nT59m586dJCYmsnr1akpLSzl9+rS6FKUoCn/4wx+ora0FnIFml3FwVVoPx6FIlHZoyK/Q8PJpDbV9YNTC0LA23J7uBjSOAQydRbg170Q7cBYkLQ7vmQyF52HzTUXRuGE2m0cc+/Dhw2rhoMViITw8XO3FsWXLFoqKitSOeS4PyIUQvBSMN+IOKZg0nF+4NryALTMzk6SkJDV1NTc3lzVr1oxonORqThQaGkpLSwuxsbGq0J8LrVaLw+HgZA+c7NESZVTo1ngCA4SGhrJA30SEUaGwTeJIVw+a9s+Re77A5jsX2Rh9bmkqGV1fBbreU9x842LMZjPl5eX4+PiQkZFBf38/AQEBfPDBB4SFhVFcXExxcTGrVq0CoKKigszMTNVgSJIklkgF44owFIJJw8UK14YXsGVmZmK329VK78OHD6tGwtXZLicnh6KiIrKzs7Hb7Zw5cwa9Xq96GA6HY8Q5GwYlYAAAc0sz02cq+BkgeprCsnCF4g6Jg+0d9LTtIyhqJo1DocjGSOw+c7B7TWfPkbM42k4iAT09PXz88cfk5uZSUFAAoGZJZWVlcdttt6HVannnnXfQarVs374dgI0bN160el0g+LYQhkIwpXAZE0VR1OZIUVFR5OXlcerUKSwWC0VFRRQXF/PAAw9gMpnUm7ULl57TcDVZcEqEbD6lIdVfYUGQQoQRbghVWBKi8EU37G4+gZvlJLIhEJvPXGRjJP1uiRAei7a/Cn3vSSTHIPX19apX46KkpIRjx47xve99j6SkJObMmUNCQgKKoqhaUhM5biGY2nynYxSCqUtpaSnPPfcchw4dQqPR4OXlRUZGBhqNhg0bNrBq1Sr0ev0FRgJgzpw5rFy5kpCQkBH/NxqN2M/FMbZWani+WsPRLufNe57fl9tprO0Y2z7GvfVDNIMNoNGdi2HkYvXPpvRo5QgjERYWBjglQnQ6HRkZGRw9epTs7Gy0Wu0lpdsFgm8L4VEIpiRpaWmsXLmSHTt2EBMTg6IovPrqqxQUFJCXl8e7776rxgRcdRZxcXHMnTuXd999Vz2Or6+v2oticHBw2BkkzvbD2X4JH73CdG8F87A+3v+YKNNnb6G43cypbn+sPnOQjdNweCXh8ExAO1CHrvcEGlsnKSkp3HnnnXzyySeAU1DQFZNwxWXmzZvHK6+8wrp16yZchp5g6iMMhWBKotPpWLduHTNnziQ1NZXS0lIKCgpYvXo1q1evVgPfeXl5aizg9OnTzJ07l40bNzI4OMju3bsxGo0cO3YMcN7AXVlT0rBCux6bREmHRFxcHG1tbegsPUR5gFaC2b4yXdZ2Sjv2UdLujdl9rlN00DMWh2csmqEmDH5x7Nv3GWVlZZSVlbFy5Upyc3OZO3euWpz317/+lYKCAiRJYv369ePzoQq+s3yn6ygmMlM5lxu+nfkNb5bkqsW48cYbMRgMmEwm8vPzWbZsGTk5OQQHB+Pl5cUnn3zC/PnzKSoq4tixY7S2tqrH+6r0VD8/P1pbWxlySJS0Sww4wN8AAW4Q7wXXBlpI0tZztqWGIVlC1vuh6H35ot6KedATu3WQED8D5efkQY4fP86xY8doaGjgnnvuQVEUoqOjaWpqoq6ujm3btl2gqvttIK7NycvXvXdOzbusQHAe58uZD++DodPp0Ov1av3FZ599RklJiRpw9vb2pre396LHHe5l1NfXq//vtUt80urUlYr3gqwAhdm+zgB4v2UQ/dAhdN3HCfSPptkjhQGHEQIXUm8fQOddQWaSF//0ox/wq1/9ivT0dNzc3EhKSuLpp58ecf4tW7awadMm4Mt6C4Ds7GwR/BaMGmKxU/CdxBU0PnToEIqikJaWpsYssrKySEpKoqWlhezs7EsaCRjZMvX81FoABYmaPoltdRp+84WGF09rsCvOG7gBCz+NqOTffN7ge/r3iVDOgs6I3S+NkvZEfv3fe2k09/P888/z1FNPkZKSwsaNG0cYPIfDoXo6paWlPPPMMzzzzDMi+C0YVYShEHxnGS77rdPp1O50DQ0NqobU/PnzSU9PV/dJS0tj+fLlxMTEXPSYer3+kuezyBJn+798yvc3QI8dfPSwyNvMzwM/5THP11jpfpBAeqg267GEr8QSdD3FXzTx+utvqOOOj48HvpQ1d43t4Ycf5uGHHyY1NVVUcwtGDRGjmKBM5XVSmBjzO1/rKywsjISEBK677jri4+NZsGABkiTx9ttvq/usW7eO5cuX09jYSHV1Nbfccgt+fn6YTCY8PT0ZGhq6zBlH0u+QKGyTqOyVcChOw+FvkInXt7PYvYKyDg0D2kAUgy8Ozzgae92pqamlt62Brs42srOzaWxsZGhoiNraWvXckiTR3NzM5s2biYuLIzIyclQ/t4nw3Y0lU3l+IkYhEFwl58cthhfrSZJEZmYmRUVFrFq1Sk2ZlSSJ0tJS3n//fRITE9HpdJSWlqqV3/7+/nR2dl7FKCTqBqBuQOLdRoUEb0jxU/A3KPS1HSUhupceKZyl7mdpdARzeDCWoYjVGO0mblq5ho6ODg4dOsShQ4dGHHXDhg3k5uZis9lE7wvBN0YYCoHgPFxLUq7U2VWrVvHQQw+xf/9+0tPTkSRJNQzV1dXq367frqZKXl5e9PX1XfF5ZSSqeqGmX4ssO+MdpvrTBLvVkjVDJos68jzKOGsP5Kh1Glv/3x7MgwnoPGW0A2cJDQ6ktbWVsLAwFEVRZUJOnz7N+vXrhbEQfG3E0tMEZSq7vzCx5+daklqyZAmyLPPuu+9iNps5fvw4DQ0NuLm5sXPnTsLCwrjuuus4ePAgAB0dHSQlJVFXVwdAVFSU6ocivrcAABnPSURBVF24u7tjt9uv6PzOuMKXN3WHpKVX54PFMoS/AQK1g0zXN7PYvYJUj1ZO6rLo9pxH3xD4eOjoNDdy8uRJ/umf/gmHw8HevXuJi4sjIiJihIz5cFlzuPJ+3hP5uxsNpvL8hMy4QDBKuJag3N3d1WBwTU0NycnJFBcXI8syOTk5NDc3q13qwNk8yRUEDw8PV+XNExISrip2cT4Wu8yB+l5ePavl18c1/Pm0hrIOiQE7+Es9dA8NgcaAwzuZBP9woqIz6bQH8eLLr1BSUkJubi6nTp1SZcxLS0uRZZlnnnlGfX0piXOBAMTSk0BwWdauXYskOauu09PTOXbsGHa7nfvvv5+IiAhWr15NWVkZJSUl3Hrrrej1eqqqqpBlmZMnT1JbW3tB/+5vgk2RONEDtVYjb9UPEuwOmqGPcNP7oXjGsSa6HHcvOwN+Bk7Zwqj0Saaj08K+fR+wQpZJSEjgxIkTVFZWUlxcTE5ODmlpaWo67fB0XxeXahksWgl/dxBLTxOUqez+wuSZn06nY968eURHR6PT6TCZTDzzzDMkJSWxdOlSdDodERERarqqVqvlpZdeoqqqakRQOzY2lq6urlEbl91uR0Gi3+68QUvyEB7WJrQaBQ+9Dn+djXBdN3Pc20gcqiI5wI+iepnq+gaqK05gNBoBuPHGGzGbzWRkZJCYmEh6erpa6e0yBCaTic2bNxMbG0tjYyOSJBEREaHGcsYis2o8mSzX5tfh6947haGYoEzlixUm7/wu1j5Xo9GoBiQnJ4eQkBCSk5NZunQpiqJgMplYtGiR2hZ1rLArzuK+g20Khzol2uxuSDoj/jo7AbpBPrDMp8czBdkthMDeajwsZvYcKObzA4XU1dURHR1NZGQkr732GrNmzWLLli28+eabBAYGkpubqy5XhYaGMmfOHEJCQpBlmRtuuIGysrIJ38L1Spms1+aVIAzFFGMqX6wweec3XD9qOK6bpr+/Py+//DKzZs2iu7ube++9F0VRuO2224iNjaW1tZXOzk58fHzUbnxjwaBDoqFfprzdxmdmiVpbAHVWLxS9D4reh+8HnGRxQD/XhkCCj47+1gY+21/I6+/+jWPHj7Nr1y61H0dlZSVVVVW0t7cTGRlJV1cXOp2OlpYWXnjhBWRZ5oUXXlA9jsluMCbrtXkliDoKgWAcKS8vZ/v27WzYsIG8vDxMJhPFxcU0NzdTVFSEoiisX7+e9PR0/uu//kvNlHLh4eHBwMDAmIzNJkN1excGDqBIJTg8pnFUF4TdqCVG10aCh5UED1gaDgOOfj4wQXGHU7bEpWVlNptH9AE/dOgQwcHB6txTU1N5+eWXMZvNZGZmqoq3QhZ9aiA8ignKVH6qgak3P9eSlKIovPjii2RkZDBr1izWr1+PRqNh+/btxMXFERMTQ1ZWFjabjYqKCuLj4/H39x+hUjuWSMhobJ3UdXVS0qFl31ACZ4hjAE88JAu+WiuFShbNSjCSY5AZHoMsDFbQSdBnR9WpAlTD1tXVRXNzs/raZDKxZ88ejhw5Ql1dHfPnzweuPP12vJlq1+ZwhEchEIwjrpRaV89uWZbJzs4GUNubunpeD9eVcqXQxsfH43A4OHv27GXPYzAYsFqtozJmjaMPe9cpKrrglCEAu8cs/LwC6ZX8sPvqsfvOZbZxL1nGBuYHKcgKNA9BbZ8zFnKm37nEdTFcgfvi4mL++Z//mTvvvJP8/HweeeQRsrOzRcbUJEN4FBOUqfxUA1N3fq4YRnNzszq/4XEN1w0yPT2duLg4VULk+PHjJCcnYzKZANQYxvk30Ysp1H5TJEByDKIdasLaU4tiaQdFRtF50kEAXbInGmR8NYP46hWmeUKqv8I0D4WyTs25YygYtSM9Dhf9/f2UlJSgKAqDg4MUFhai1+t55plnJmTG1FS9NkF4FALBpMCVUrpp0yZycnIAp0JteXk5M2bMICIiAofDgc1m48MPP0RRFLVV67eBhILW0ozW0ozSWUKrezhNHjHsMt6IXiMRo2sjSd9MoraBSqseWWdBY+8lwggPJMk0DUJtv8SZPokzA6jpuy4Dd/jwYcDpcbhavQomPsJQCATfIsMbJrkYLk6YlJTE5s2befDBB2lvb6e0tJSenh5yc3OxWq28//776n7p6ekXiAGOJhIy2qFGtEONKJIW2T2c08ZpVBtng+bc+MNBsnbhrzmCrJwl0gMiPRSuDXZWtLdZnH3FCxolrPKX3kZ1dbU6d8HER3xLAsG3yPmKtefjqrUoLCxkw4YNqiHIyMgAnMtY7733HsuXL+f222/njTfeUDvzjSWS4kA72IB2sAEFDbJ7OA6PaTiMUSgGP0pYQnmXnTipjiSplnh9G9PcrQS5gVGr8Gb9l0ZiebiMX1gUM4Pcke1WNDrDmI9f8M0QhkIgmECsXbuWlpYWioqKKC8vV5enXNx5553Mnj1bbeG6bt06kpOTOXXqFO+99x5xcXFq/cP5JCQkEBkZyb59+0bIoev1emw22xWPcYSngQbZPRSHMRqbMYpKbTyVSjxYQDMwQLSjkgBHE7LUjaQ40EsKC4IVtHI9ra/+G2h0uIXH4x6ZjFtEEsbYuWg9fb/25ycYG4ShEAgmEO7u7vz0pz9VaxPO52I9NHJyclQxwpkzZzJr1iyam5vJycnBYHA+rWu1WjIyMrDb7QQGBlJXV0dZWRkAc+fOHbGElZqaiq+vL/v37/9KxVun0WhCO9SE0lmCbAhCNkbhMEYj6705q03lLKkQ6UAz1ExUsEKRpgHJXEVWbBC6vjYsjZVYGp2eVMjqjXjNWgiApakWx0A3bhGJaI3e3+BTFXxThKEQCCYYX7U8dTHWrl2LVqtl9erVuLu7X/bY69ato6+vj9/97ndUV1ezYMECrr/+ehwOB1qtFkVR2LJlCwB5eXncfPPN5OfnM23aNPbs2XPBMV0eiYSC1mpGazWTESPjEzyNj4trnctTbkHIxkiq+qCqL4qwgGuxJ8aQk+RLlMaMrakai6kKt8gk9bg9hz6kt/wj57j9w855HYm4RSRhCI0VS1bfIsJQCARTAHd3d9atW3fF23t5efHkk0+qnsvwoLLdbic3N5eCggLi4+MJCgrit7/9LXa7ndTUVKqqqpAkSW2M9MMf/hAPDw81s8nlvQBkzi2mpqaG0MhAZPcISk+ZOVJlprnLxpt7q3lzL3h7GEifHk/mzGtI0/riWnjSB0XhFjUDa3Mt9s5m+jqb6Tu+DwBj7FzC7/w3ABSHDUtTDYaQWDSGSxtJwddHGAqB4DvKpTwXnU7H7bffzvTp0y/IzsrJyUGn05GSkqIWDWZkZFwye2nBggUsWLBAfX3LgnisNgfHa9opOdlM6ckWmtsH+PRwA58ebkCSICnaj/TpoWTMWEhS5nI0yFjNdVhMTq9jyFSFISxePaa1tR7Ty/8CkgZ9YARuYfEYwuJxC4vHLTQWjbvnaH1k31mEoRAIBBfwVctfLqPxdTDotaTPCCF9Rgg/ylMwtfVTcqKFslMtHK9pp7Kui8q6LrbtrsDTqCc1KZi06cGkJS8iJP1mALWhFIBsG8QQEou1rR5bWwO2tgY453kARN//R/T+YQBYzXVo3L3QevmLivCrQBgKgUAwbkiSRGSwF5FLvMhbksCQxc7RmjYOn2qlrKKVprZ+9h81sf+os2I9IsiT1ORgUpNDmJcYhKdRj3HabKLuewbZbsXWWoeluRZL82mszbXYulvR+YWo5zPv/C8spio0Rm8MIdMwhMSc+4nFEByNRu82Xh/FhEYYCoFAMGFwd9ORPSuM7FlOD6C5vZ/DlWYOV7RypMqMqa0fU1s/fztwBo0ESdH+pCQHk5IUxIyYgHPB7kT1eIrsQJK+VK/VGL3QuHshD/YydPYLhs5+ob7nm72CwJvuBcDe0+6Me4TGoPMNHnGM7yLCUAgEgglLWKAnt8735Nb5sTgcMlX1XarhqKzrpOLcz+sfVWLQaZgZF8DcxCDmJQSTNM0PnVY74njhdzyOoig4ejuwtp7B2noWS+tZrK11GMIT1O0GTx/BvPOPAEgGI4bgaAxBUeiDnL+N8SlImpHHnsoIQyEQCCYFWq2GGbEBzIgNYN3N0xkYsnHidAfllWaOVps5berhSFUbR6ragFO4G7TMigtkTkIgcxODSIzyQ6fVIEkSOp9AdD6BeCRmXPRcGqM3xvgUrC1ncfR3jaj1kPRuxG76i7ptx6evodG7ow+KwhAcjc4vZMp5IMJQCASCSYmHu57MmaFkzgwFoLvPwvGado5Wmzla3UZDax+HKlo5VOHs9eFu0DIjNoA5CYHMiQ8iKdoPg/7iXoFnchaeyVkAOPq7sbbVYzU3YGurR5Fl1RAoikz3wXdR7F9Kv0s6A/rASAzB0Xin3IAxdu5YfgzfCsJQCASCKYGvlxsLUyJYmOKUCO/oGeJ4TRvHato5Vt1Go7mP8koz5ZXOTn16nYbkaf7MigtgdnwgM2MD8HDXX3BcracvRk9fjDFzLjyp7CDwpnvVjCuruQFHXwfWltNYW05jjJunbtpTvoeu/W+iD4hw/gQ6fxsCI9D6BE5oL0QYCoFAMCUJ8HFncVoUi9OiAOjsGeJ4bTvHa9o4cbqDM009fFHbzhe17byxpwqNBLHhvgR52RnQNDIzLoAgP+NlzyFp9ficS9l14RjqdxqNtnrcp81W/29ra8De1Yq9q5XB2vIR+2g9/Yh56H/V1/0VxWi9/NAHRKA1en3Tj+IbIwyFQCD4TuDv4861qZFcm+pslNQ7YOVEbTsnTnfwxel2quu7qDV1UwsUV5YCEOxvZGaMMy4yMzaA2AgfdNrLP/lr3T3RRk3HPWr6iP8HXL8e79QbsXU0YWtvHPFb5xOkbqfIDlrf2YLicAo1aoze6P3D0PuHofMPxXPGfNxCY0fvg7kCxtRQ7Nixg+effx673c4999zDnXfeOeL9kydP8i//8i/09/eTmZnJr371K6FPLxAIvhW8PQzkzAknZ044AENWO1X1XXz0+TG6rO5UnOnA3DmIubORfeWNALgZtCRG+TEjxp/pMQHMiPHH3+fKZEMkrR5DUBSGoCgga8R78rAYh2Kz4JGc5TQkHSbkwV4sg71YTE7hR31AhGooesr30FOyE51f2DljEorOZVR8g0ctM2vM7sotLS3k5+fz9ttvYzAYuOOOO8jJyVHL/gE2bdrEb37zG1JTU3nsscd4/fXXWb9+/VgNSSAQCC6Ju0HH3IQgrF0+ZGRkIMsK9S29nDjTwalzP6a2fnW5ykWIv5Hkaf5Mj/EneZo/CVF+uF0iSH4phgscatw8CF3zMOCsQHf0dWLrbMbe2Yyts3lEnYitrR5rax3W1roLjnn+clbPoV043L2BqxdTHDNDceDAAa655hr8/PwAWLp0KR988AE/+clPAGhsbGRoaEjVklmzZg1bt24VhkIgEEwINBqJmHAfYsJ9uHV+LODMrKqo6+TUmQ4qznZSVd9Ja+cgrZ2DfH7EWT2u1UjERviQHO1P8jQ/kqL9iQr1Rqu5eskQSZLQeQeg8w6AabMueN9/0ffwmn0ttnNGxGlMWrB1Nl+wnNX24f9D9gyEhT+86nGMmaFobW0lODhYfR0SEsLRo0cv+X5wcDAtLS1XdGyXzovFYuHIkSPMmzdvSuq2WCyW8R7CmCLmN3mZynODS8/PXQ8pCf6kJPgD4JAVmtr6qW3s4rSph9OmbhrNfbR39lHY2Ufh0XrAqW+VGOnLPctnEfgVAfKrQtJBQBT6gCjOz9dSZIc6D9lmwSNrJXZJRzcjtbKuhDEzFLIsj7h5K4oy4vVXvX85XN24qqqq0Gq1fPHFF1+xx+Tk+PHj4z2EMUXMb/IylecGVz+/AD0ExEBGjDdw6SZLTQ01NDV8w8F9Xfy/9EhsNttl+5acz5gZirCwMEpLS9XXZrOZkJCQEe+bzWb1dVtb24j3L4enpyfJycno9fop6UkIBALBWKAoCjabDU/Pq5NeHzNDsWDBAv7whz/Q0dGB0Whk165d/PrXv1bfj4yMxM3NjbKyMjIyMigoKGDx4sVXdGyNRoO3t2iNKBAIBFfL1XgSLiTlaherroIdO3bwpz/9CZvNxtq1a7nvvvu47777ePDBB5k7dy6nTp3i8ccfp6+vj9mzZ/P73/9e7fErEAgEgonBmBoKgUAgEEx+Jq64iEAgEAgmBMJQCAQCgeCyCEMhEAgEgssiDIVAIBAILoswFAKBQCC4LJPSUOzYsYNly5Zx880388orr4z3cEadvr4+VqxYQUPDeJVwjh3/+Z//yfLly1m+fDlPPfXUeA9n1HnuuedYtmwZy5cv58UXXxzv4YwJ//Ef/8Gjjz463sMYE+666y6WL19Obm4uubm5HDlyZLyHNGrs3buXNWvWcOutt/Kb3/zm6nZWJhnNzc3K9ddfr3R2dir9/f3KypUrlaqqqvEe1qhRXl6urFixQpk9e7ZSX18/3sMZVfbv36/cfvvtisViUaxWq3L33Xcru3btGu9hjRpFRUXKHXfcodhsNmVwcFC5/vrrlZqamvEe1qhy4MABJScnR/n5z38+3kMZdWRZVhYtWqTYbLbxHsqoU1dXpyxatEhpampSrFarsm7dOuWTTz654v0nnUcxXJXWw8NDVaWdKrz++uv867/+6xXLmUwmgoODefTRRzEYDOj1ehISEjCZTOM9rFEjOzubP//5z+h0Otrb23E4HHh4eIz3sEaNrq4u8vPz+fGPfzzeQxkTamtrAfjBD37AqlWr+Mtf/jLOIxo9du/ezbJlywgLC0Ov15Ofn09KSsoV7z/pugR9lSrtZOe3v/3teA9hzEhKSlL/PnPmDO+//z6vvfbaOI5o9NHr9WzdupUXXniBW265hdDQ0PEe0qjxxBNPsGHDBpqamsZ7KGNCT08P8+fP55e//CU2m427776buLg4Fi5cON5D+8acPXsWvV7Pj3/8Y5qamrjuuut46KGHrnj/SedRfBPVWcHEoKqqih/84Af87Gc/IzY2dryHM+o8+OCDFBYW0tTUxOuvvz7ewxkV3njjDcLDw5k/f/54D2XMSEtL46mnnsLb25uAgADWrl3Lp59+Ot7DGhUcDgeFhYX87ne/469//StHjx7lnXfeueL9J52hOF919nxVWsHEpqysjH/4h3/g4YcfZvXq1eM9nFGlpqaGkydPAmA0Grn55pupqKgY51GNDn/729/Yv38/ubm5bN26lb179/K73/1uvIc1qpSWllJYWKi+VhRlyrRmDgoKYv78+QQEBODu7s7f/d3fXdVKzKQzFAsWLKCwsJCOjg4GBwfZtWvXFavOCsaXpqYmHnjgATZv3szy5cvHezijTkNDA48//jhWqxWr1cqePXvIyMgY72GNCi+++CI7d+6koKCABx98kBtuuIHHHntsvIc1qvT29vLUU09hsVjo6+vjnXfe4aabbhrvYY0K119/PZ9//jk9PT04HA4+++wzZs+efcX7TzpzGRoayoYNG7j77rtVVdp58+aN97AEV8D//u//YrFY+Pd//3f1f3fccQfr1q0bx1GNHkuWLOHo0aPk5eWh1Wq5+eabp6RBnKpcf/31HDlyhLy8PGRZZv369aSlpY33sEaFlJQUfvjDH7J+/XpsNhsLFy7ktttuu+L9hXqsQCAQCC7LpFt6EggEAsG3izAUAoFAILgswlAIBAKB4LIIQyEQCASCyyIMhUAgEAguizAUAsEl+OCDD7jrrrtG9ZjHjh3jwQcfBODo0aM88cQTo3p8gWAsEIZCIPgWmTt3Llu3bgWgurqalpaWcR6RQPDVTLqCO4FgLHnuuefYsWMHfn5+xMTEAGC1Wtm8eTMlJSU4HA5mzZrF448/jpeXFzfccAOrV69WtZ1yc3N56KGH6O/v5xe/+AVnz55Fo9Ewe/ZsnnzySUpKSvj1r3/N//zP/7B161Z6e3v5xS9+gVarJTAwkA0bNgBQUFDArl27+OMf/zieH4dAAAiPQiBQ+eijj9i1axfbt29n27Zt9PX1AfDf//3faLVa3n77bd59911CQkLYvHmzut/AwACvvvoq27Zt44UXXqC+vp7du3fT399PQUEBb775JgD19fXqPuHh4Tz44INkZmby+9//njvvvJO33noLu90OOOXm77jjjm9x9gLBpREehUBwjsLCQm666Sa8vLwAuO222/i///s/PvnkE3p7ezlw4AAANpuNwMBAdb8bb7wRcMrLBAYG0t3dTUZGBvn5+dx1110sWLCAe+65h5iYGJqbmy967pkzZxIVFcUnn3xCXFwcra2tLFq0aIxnLBBcGcJQCATDGK5oo9VqAae0/WOPPcaSJUsA6O/vx2KxqNu5ubmpf0uShKIoREdHs3v3boqKijh48CD33nsvTz75JJ6enpc8t8uriI2N5e///u+FfL5gwiCWngSCcyxevJgPPviAnp4eZFmmoKAAgEWLFvHKK69gtVqRZZlf/vKXbNmy5bLHevXVV/nFL37BokWL2LRpE4sWLeLEiRMjttFqtepSE8DSpUs5efIkH3744VUJtgkEY40wFALBOZYsWcJtt93Gbbfdxve+9z28vb0BuP/++4mMjGT16tUsW7YMRVF49NFHL3usvLw8HA4Hy5YtY82aNfT29l6Qapuamkp9fT0/+clPADAYDCxdupS0tDQCAgLGZpICwddAqMcKBBOEgYEBvv/97/PEE0+Qmpo63sMRCFSERyEQTAA+++wzrrvuOq699lphJAQTDuFRCAQCgeCyCI9CIBAIBJdFGAqBQCAQXBZhKAQCgUBwWYShEAgEAsFlEYZCIBAIBJdFGAqBQCAQXJb/DzRy/Xge2DyNAAAAAElFTkSuQmCC)
 
%% Cell type:markdown id: tags:
 
## Method E Plots
This method is similar to method D but the density is defined by $$\langle \rho \rangle = \frac{1}{N} \sum\limits_{i=1}^{N} A_i ,$$
and the velocity is defined by
$$\langle v \rangle = \sum\limits_{i=1}^{N} \frac{1}{A_i} \left( \sum\limits_{i=1}^{N} A_i v_i(t) \right) ,$$
 
where $N$ is the number of pedestrians inside the measurement area and $A_i$ is the area of the voronoi cell of agent $i$.
 
%% Cell type:code id: tags:
 
``` python
plotFundamentalDiagramScatter(project, "eTimeStep.fundamentalDiagram", False, 10, 10)
```
 
%%%% Output: error
 
---------------------------------------------------------------------------
ValueError Traceback (most recent call last)
<ipython-input-827-2128e4d6f9ae> in <module>()
----> 1 plotFundamentalDiagramScatter(project, "eTimeStep.fundamentalDiagram", False, 10, 10)
 
<ipython-input-822-60976e09b448> in plotFundamentalDiagramScatter(vproject, ending, sep, width, height)
83 axes.scatter(ndf['density'], ndf['velocity'], s=0.7, marker='*', color='#555555')
84 wm = plotWeidmann(axes)
---> 85 popt, pcov = curve_fit(kladek, ndf['density'], ndf['velocity'], p0=(1.34, 1.913, 5.4))
86 print(str(popt[0]) + "," + str(popt[1]) + "," + str(popt[2]))
87 xx = np.linspace(0.1, 6, 1000)
~/anaconda3/lib/python3.6/site-packages/scipy/optimize/minpack.py in curve_fit(f, xdata, ydata, p0, sigma, absolute_sigma, check_finite, bounds, method, jac, **kwargs)
699 # NaNs can not be handled
700 if check_finite:
--> 701 ydata = np.asarray_chkfinite(ydata)
702 else:
703 ydata = np.asarray(ydata)
~/anaconda3/lib/python3.6/site-packages/numpy/lib/function_base.py in asarray_chkfinite(a, dtype, order)
1213 if a.dtype.char in typecodes['AllFloat'] and not np.isfinite(a).all():
1214 raise ValueError(
-> 1215 "array must not contain infs or NaNs")
1216 return a
1217
ValueError: array must not contain infs or NaNs
 
%%%% Output: display_data
 
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)
 
%% Cell type:markdown id: tags:
 
## Density and velocity evolution
 
%% Cell type:code id: tags:
 
``` python
plotEvolution(project, "dTimeStep.fundamentalDiagram", "density", "density")
#plotEvolution(project, "aTimeStep.fundamentalDiagram", "density", "density")
```
 
%%%% Output: display_data
 
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)
 
%% Cell type:code id: tags:
 
``` python
plotEvolution(project, "dTimeStep.fundamentalDiagram", "velocity", "velocity")
```
 
%%%% Output: display_data
 
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ptZRd6HbPpWRWYMMwjwrI12cqqlHGectxuN9xurzvPX8wmIxxOl1iLkdDG6XLDbneKzmaWALUw1Da04I45KzFxeBIeunmU39/PKazB0+9vBgDNMUcQBEEQBEEQBEEQBEGce7S7oFZZWYmVK1fit99+w86dO+FwONC/f3889NBDuOKKK5CYmNjeXSBOEnvrZPvwvp2wNa3Q41BTmexMjA0F4K1zBXiiF2MibPwvtBIfE4Inbxsjvu/c2o5ARm4VMnKrUFLpcfeEh1g8wh7D8L5xGNDDKyixNcSEiXVet4Uaapv3FYjLgjluG3n9Ly4qcXzdEsNxoqhWUq9MDhvjyIvIlG5GX+7fXVcN0bUei+DsA4CQIPV+9OkaicZmB/J9CCkHjitFJF5kIOCp5eULNfeixWRUraGmhVqMaFJcKArK6sUoxCG945CcEK4Ydzwxq3+3aGxNKxTfp2dXKIQ4XwzuFQuLyYi9rbGRZrNRcm4EoiNsKCzzT8ySw3P2LVxxGBef1527fjVTU83tduPheeuRV8LfP4fTxRU6WUea0+mWuMkEsU5wv/migDm2rHuQfe3QkZX53H+3oqSyAe8/eUFAYykmIohbh4/g89i7G5CRW4VFL83wec/Ty9a0QjS1OLF6Z25AglpRufdaqm1oQTin/idBEARBEARBEARBEARxbhJYrp4fTJo0CbNnz0ZOTg7uvPNOLF26FL/88gvuuusuEtPOEATx5vyRXQB4og9bZMLHJeO64/0npovvWYdH7y6RfkdvJSeE49NnL8b7T0zHm/+cgumjkwEAh3MqAUAhagBK95nJZMQl42SCAKcb8TFK9xzrUOvSySPuDerpe3Jfbcr+4ZtHYVT/ePztSnWnGBvjGOZjEldFA2oT2Pp38hjK2XePw33XDcPPr8/EvIenYkjvOPGzmAipWPjInz2T2Q5OlF+Qla/lq0WDsljMfDHOaDT47VADILoiWfomR6FLvDQesFTF4cTWiBPg1b/bcbDIr37FRNjw3F1jxfdWi1F0XbJEcurx+YtTJSrz3e/2cpe7XN71q+qaVcU0AIp7hQDrSHO63NzIx+JyfUIhW8eOFeZa7Iyg5vAdB7r3WCkKyupRWhlYLKeWq/R0UddoxwufbMPWtALfK59iMnI9EbBHT1RyPg3MoqZV01AP7JgJNJ71TMbucOLzpQdxOEc7ypcgCIIgCIIgCIIgCOJcpN1n/2644QYsXLgQa9aswcMPP4w+ffq09yaJNkYQbywWE2xWExxON47keCdAu3QKw/03jEByQjj3+/5EI7J0ig5GckJ4a42wzpLPhvaOw3XTpGPJyBHt4qKkNXAMnEnaBI6gFsIIaq89MAXP3zUO01pFPS3UBJ0+yVF44e/jRWHQ13d9uSLUXFVtASsKyKPvusaHY8aEnqJ7Jz7ae+wevSUFS968CpOGJ2FQzxiJQ1AOz2kFADde2A+Ap6abav80RDOTSkyhFiP7x2PhC5dixoQe3m1w4iM/+SUNOYU1cMmOfR1HUONFZX665KD4+qGbR+K1+yf77BvbB7PRCKtFue9aIuSKrdma7ReW1ePXDcfR2MyPKDxRVMNdXlPv3eesAv46AmoCh8Sh5nLD4VIKXmU668VJxDkn61BzctfxRaCXF3u9NKkc01PNz+szsCu9GC9/vvO09sPtduPVL3fio5/TFJ+5OO7BQCMftVyueu6btY1e96VTh6tRoKC0DoeyynWv31FZuikLP6zNwOPvbjzdXSEIgiAIgiAIgiAIguhwtLugNnv2bKSkpPhekejwGOB1ae3P8Mb4zb57nOb3EmKCNT/XQ2ykNDLy/huH47YZgzDrumHe/nEmYOUiH2+dEJtFETfGOtQiQq0YPTBBVwTcpeN7oFdSJO4OIGqR7dvFcmedjPZ0qLGCmskovUXIjwErmvVMigQAPHnbGLx6/2SJ002OmvA4LSUZ8x46H7OuH67+XQ0XkJZDbezgRMk4Ehx0gEeU6saMFYvZqBgrucV1uP+NtQqBqKFJKqhZLSbVSEuBC8Z0kxznqHC+KCZ3XfLOu/zaYHn/+32a/fjH62vw8S8HUKkSZ8oTOgBgz9ES8XV6lraTRU3gYAU0p8ul6pLTAxtZyUY7trDxj/4IajojVeWwov4NTy8TnVdqx9Efjp6oxHerjvol8gBAU/PJObZOhvzSOrz8+Q5kF9agsrYZm/YVYMnGTMV6bXF8BNQcke8t3ot7XlntM1a2tsErqPkjwt7zymo8+d4mlFe3beSn0+VW3GPak0KdrlCCIAiCIAiCIAiCIIhzkY6XT0V0OISpToMB+MtlAyWffffy5WLdNDV6tAotJwPrhAqxmREfHQKj0SCJ5ZO7qQDgvEGJkvptatGTvbpI+xjto+abGmHBFrzz6FTMnNLb7+8K9d/GDUnUdGgB7SyoMaKU3PElF9T6dI0CABgNSledVSWa0Rd9kqMkgqYcrcl3NdEzOMiEZ+8YKxFOp6VI3YIThiWJrw0wqB7jphap80ge+RhkMerad1YYvHxiTwxl4jM9fVDCEwO0hEtf2H3EIKqJN7sPewW14grtCXhdDjWnmxsNqhc2zlHVoaYj8lFA7dwXltVrCn/y+8tP6zJQUdOEW5//DV8uP6R7+zwefWcDvlqRjvW78/z63umMoXztq13YmlaIf83fpOkO442zAA1qquPt9205KCyrR1qGsqYjSx0TJ8yLIfVFSUXbCmpPv78JNz2zHBU1+tyaJ0t7/rYQBEEQBEEQBEEQBEGc6ZCgRvhGnGAzoE9yFG65dAAsZiPuvWaopvDx0j0TcP8Nw0XR5WSIDAvCS/dMwFVTeuOdR6aKTiR2ApsX+WgxG3HHlYOREBOCMYMS0CmK75a7jIn7A5RRkaeCe68ZhncfnYqnbhvjc91AHTR6sDACjVygkouW8TEhmPfw+fj46YsU7fDiCdsCX4LGmEEJEoH0L5cNxCfPXNzaJ3XxiRVRc0tqVdeTO36UgpoJFo19v/3yQQCkQkd4iFVRd01+ht1wSwQiAX/rE/qDmnONRat+GgBU1/PbUNZQ88+hVlHTJAqCEocaI4Kw9bBY0aap2YGXP9+BLfu9dcVYoZYn2u5KL8bf567CnE+3q/ZJfn04XW6s3nkCtQ0tWLz6mOb+uN36nEhFfjiI1uw6gfxS7fPTnlS2ikB1jXaJUON0uSXH2B8nmC98OdB8xT6y8af+uBrbi0OtDtA9R0p8rMnH6XRx6zyq0Z5xwgRBEARBEARBEARBEGc66moIQbQiTK8Jc8U3X9QfN17Qj+sIYxnerxOGI7D6aart9ZO2x/ZATVc4f1RXnO/D8SUX/dSEt/bEaDSIsYm+OHWRjzKHGidSUU0wtai4tObOmngSvZNG+vF47s5xcLvdmPnYrwA89cwiQj3uufNHdcWx3CoM6xOn1QTKNWp3NcscavLuOFxuTYdaUiePq5J1AkaEWBWxo3JiI4MlApGA0QDERNhUHSxHciqwbHMWbr64P5LiPNt2u9144ZNtmtvTy7HcKsl7k9EgEa+qVEQ5aQ01F2qYqD0e8xbtxtXn90bPpEgUlNbhnldWY2CPGLz2wGS/HWortmZja1ohtqYVYsmbV7X2QVvgWb3zBAAg9bBU2MjIq8LKbTn4y4yBClHQ4XRpxn+63W689c1uBNvMqGuwY+PefLz/xHQxqva7VUexNa0AL93rvWb0yqdpx8swb9EenWu3DzarGYDn/BeUeYU9+fFVi2kMBDWHmoCvW6fUOem/oNZeDzv4G/Up8NC89cgurMFXsy9VjZZlacv4zUApqWyA3eFCl07qdTgJgiAIgiAIgiAIgiBOBySoET4RxRvWDaajntipgHXnnIxTJzE2FK/8YxI+/HE/EmJCRAGmo+JqR0VNqJMXGWaF0UcNNS2snKi57onhGNJbW8zyhTy6786Zg3H+SKlgajAYcO+1w7B8SxYmDfdGOV4xqReS48MxoEc0t+24SBvKNMQ0AOLnocEWrvPD7XZrOtQEwZIVLiNCrQgL4Y+5tx6aguKKBiQnhHMdakajAS/dOwEvfLINMyf3wqgB8bjv1TXi54+9uxEAkFNUi3cemQoAOJBZrhCG2ooQm0VSh0rN5SZxqDndoptJjTW7cpF2vAyfPnsx9rXG9qVnV7S2xYhhTG02tRpqTc1SURSQXlO+ojBZHp63HoDHGSX/Xnl1k0QB+2HNMexML8aDN41AUlwYThTVYp0swnFtai5um+FxMX61Ih0AsGQTU3dM532umONkc7vduu6TDc1OtNidJxUnCgC2IO/3f93g3QeHwyVxQjXxRLAA7+c+xTkft052/LSlc84Xjc0OPP/RVgzuFYu/trpYWQKtMZhdWAPAI6yPHdLZ5/rt+duilztf+gMAsHju5a2ibMeh2e70WSPzVNLQZMezH27B1JSumDnZ/6hpgiAIgiAIgiAIgiD8gyIfCd10DAlNCjvnyot89IfBvWLxn8em4dk7xrZrjF6b0I5zngkxIfj46Qvx0b8uVDrU/BDUeLWb2uK4jpNNCg/v24lb8+7yiT0x//HpiAzzujJMRgNGDYhHiI3vBrvlUk+NwCsm9vQZfaYVo6blUOMJauGhVoSH8PvUNzkak4Z3AQAEWZSTy0aDAckJ4fjkmYswc0pvdI0P57ZTyDiEtBx4JwsrogDqDjWHUypcqK3HUlrpqU8VF+k936t25EjacjHimt3OF0fMnLHplAl8cnyN3fySOkVEYGZ+NT7++YD4/vNlh3AwsxwvfboDAHDkRKVmm2w7/sJzk2YV1OCb3w9LYg3l1DW04LUfCnHnv//wuY2taYX45vfDCvdUfaMdny05iJJKbz0x9pjbHS6J+Ch3fQIe52VReT2O5FT47AcLL/KR7Z/TpS1Msedeb12/tohJ/H1bNtKzK/D9Gn40aKAONQHeeODRAfQ0EX+iKk8F61Jzcf1TS/2uY9ierNyeg2O5VZL7DEEQBEEQBEEQBEEQ7QcJaoRuOqLGZOyArrlTQXu7CBJjQxFis8Bk8h35qIY/6/pDp+hgSWxkqIo4FggXjEnG+09Mx11XD/Xre0FWqYgUYlN3VQhim1lWQ21U/3jJerzR/NCfRqJnUgT+dsVgcZnecc9GcJra6GLmxVTKhW01xxArEOQU1iiiM++/YTh+fn2mZFlkmMfFxw7/d77dK3EtspGg0shH73IzZ2z6W9PL6XTh+Y+2Mtt16Xa25RZ7avSVVTUqPlu8+hj+2J6DnKIacRl7DPWeOrNRuY//fGsdFq08goW/pat+T3A06RE4X/58BxatPIL1u3MBeM7p8i1ZePnzHfhxXYZEEGEFZIfTJXEP8hxqBoMBd7+8Co+9uxHl1crjpEYTI84J55QdB7zYVBa50KsHqWAX2L35RJF63caTaVdA733idDvUOnINtze/2Q0AeOPr1NPcEy888Z8gCIIgCIIgCIIgiPbjjBfU0tPTMXjwYBQVFZ3urpyVsJNbHdK1xXSpI3av3ThFc2jspPz10/v65VDjcbIuQgHWdRam4uwKBEOr28vf/WQdaQYYEKpRD83rUPN+JzzUgt5do/D6g5M1t9MzKRLvPjoNKQO84pveiXI2gpP3nc6xobraYRk7JFGxTN623LUlwIoVwkQ1S6foEMV5EGrAyV1Gdom7jHmtIpLxBDV2XV6f5UdsX0YZdh/xxmYez6vWJUKxqNW9e/e7vbj/9bXie/aY6h2ZcjGcJbugRvUz9tai1j85+1sjONfuysUHP+wX37Owtc1+WpeB1MPF4ntBiGTPAbvP/3h9reRYA57fJt7xbmjyCmpCe6yI5isSkhUoWuwubsyqHImgq1NUXbopE1vTCgF4RMA/dpzQ3a9AMGuMBxb3qUu55MK6Av2JXj0VqLmITyfn0oNEBEEQBEEQBEEQBNEROKMFtczMTNxzzz1wONTjq4iTowM/LA5A5lA7hxS1U+UiMDKTsJdP7HnyDbbRKWLdLh2jxo70fLCCzeBesZLPhL6bjAZMHdUV54/sKu7DgO4xKi1KYSdR9Y57s9kIp8uNFz7ZhgVLlPFgF57XDUvevAo3XdhPV3sAEBasrPsm74+aEOCrZhqvTpFwXOVRfFJXEd8tpBb5KDw0wDrUBFHut63ZePK9jWhosivGblvU16qs0SfA6TnHOYU1qKz1HlMtUZhtzqXhfPrrC7/D6fQ475o4sYxie60HZ9uBQtV16hq8brVfN2bigx/2i++FY2lnxC62X/WNdokbEAA++eUA/jL7N+yRCW0SQU1olxHFhEjIjLwqfLbkoGS/HE4XdhzyPpzz3uK9uOmZ5bA7nDicXYF/vL4G6VnKCEqHTnfj0ROVKKlsQGFZPf77Uxpe/twT/blkY6ZkPV69NF9RlTzY8a/3gZjT7RBjz1XHE9Q6Xm1VEtQIgiAIgiAIgiAI4tRyRgpqDocDX3/9Na6//no0N/vnCCD8Q5haOxPmbM4hPe2UwU7Kn6w7DWi7ccRGLLbXhKI/88qSdWXdGdIrFguevUh8b7F4b7uP3pKCx25N8btvrPtI77h3OFw4nF2BXenFYi0yluhwj+svPFT/pDHPiSc/HzyBoby6UVJfiwfPUdNs94gfcsGBdQWxn7lUXGesaNDCcUcJfZ7//T4cyqrAii3Zyg62ge5QXafv90tNMBQorWzE/W+sxW2zfxeX6UkI3HGwCDc9swwb9+SrrtNsd+LeV1bhhn8tE8WOphYHFq08Iq7jhhs7DhVh+0F1p3jacaVrTUA4fy0q55HHr60i1Herj0qWNzR5hTtB6GLrqgkOtYfnrceP6zLw/WpvzbJfN0iFLcAj6hSVN2D2J9twoqgWLy7YJvn86IlK/LjW24aaoFZe3YhH39mAO1/6Q3HeK2Q1DXkRmHrrubGwbjyXzu87T7Og5nD6Fifnf78Pr3yx85SLf/7cG08VbfG7TBAEQRAEQRAEQRCEfjqCtcNvUlNT8cYbb+DOO+9EQkICnn322dPdpbMWccKqg6pVrHOjQ0ZSthP9u0djf0YZopjow/ZAIqgFUBPtzpmDseDXg+L7tjpH0eE2PPynUe2+/1qEBlvEGlEaehpgkNZ5s5iUzit/MTFRnHonVLvEhyGvpE7186hWQU2rPaPRIBGpQoOVPyFRYUFijTCAPymemV/ts7+88SYIDUqHGjMJr1LPihVoWAGuqdmBIItJKqg5pO23OFyiC6st0evAYV1XvAhC9ngL7S7fnKXangEGlFU1Ys6n2wEAry3chckju3g+lGkULXaXKH5u2JOP/RllMBkNkojC1TtzsXpnrq594SGInawA1NisdMS5XG7U1LeIYxWQOt8AaQ010aHGRD42y2qoFZTVi6/Ts8u5/TMaDeK1Xtdox4miGnRLjAAAPPrOBsm68rEjUMnEUzbI9k0uQje1OBRidSAONfZ4OnR+X8uxeCrw5VBzutz4bWs2AKC+ycGt46iHhiY71u7KxaQRXSQRwlrwomJPF7nFtfhu9VHJb6DL5SbHGkEQBEEQBEEQBEG0M2ekoNa7d2+sWrUKsbGx+PHHH093d85qRD3t9HZDHaZj51Lk400X9UdUeBDGDencrtthhRu9NXhY2DphQNvqstNHJ7ddYwEw//FpuP3FlQC0j01SXBiCg7y3Wr3HUWstVvTSO4HqcLo1a2LpEdT6d4tGerY38o43mX331UPw35/SEB8djLWpedzIRz3GEt7ktVCHSy4usMKBIKLU1LfInEN850tjswORYUGSNhXig9utGLsn645xOl26RY66Rq9o1MypASavl7Zk43HsPVaq3qAB2HmI7yZzyxS1QkZwevt/e/R012+E89HCiCly0QkAXvlyJ7amFeL1B7y1BusaWiTrODnnmW1Xq4aa2rVkMAAxETbx+imqaBAFNTl2pwu5xbWwmI1IVKlLKBdA5duta7AjyGJCGBMx6HS64Xa78fxHW+F2Ay/8fbzPa79Zcl3oG696x7XT5caBjDL06x4tub+dLKyIJryuqm1GVHgQThTVICPPK8afjPj3wQ/7sW53HtbvycdrIkRiJgAAIABJREFUD2jXrhToSH9iPPfRVpRVSV2+zXZnm54LgiAIgiAIgiAIgiCUnJH/ecfFxbVJOwcOKOsIEVKESWg33EhNTT3NvVFSWOmdTK2oKO+QfWwvuoQAuZlVCNwX4pvMIq8As2/fXljN/j2hX5BfL3nfUN9wxpyjqqoqzc+zMw6Jr11OxlVhtyM1NRV3XxKP40VNCHcXY88eb52n9ENpCLL4Po4VlRWqx6q20bu9/Lw8pKZKHV99k2w4ViAVzyqrapCVox4xmJt1FDUlZuTmqrvYLh1hRUODFTklnuuuMP+EYp2SvGO4YVww0nM9k71l5cr9SM9pUN2GwOH0QygvkAp2dQ1NSE1NRWaWtI+V1V6BorikDKmpqfh6XRlKKr3HoKq6RuxHzokacfnuvWlIiLKgtNorWmUcz0IEvOesoLAQ5bVegSc1NRUZedqRlb546aM1qKvXF/lYVeO9jgoKSxTHM6vYu587du7Ctn3KOl8stTU1yMuTClZCm/uzpOfmifc26urjyVDSes6Kq7zngKfrbE3z1Gj7dsVucVlZdZPkeLDRnnv37UdUqBk5Jd7jnF9QiNRU77mrqPCOz2qVa/5A2gE0t3h/a75ashfO2lju/XDX/mOYt8gzHp+4rjNCgjwPFeSWevuQlp4tvk5NTUVJiXS797+xFgBw5XlR4rKCwkJs39mAPUc9QumPv21BzwQb7E43Mgqa0CsxSHFfKavxHs+jxzJgalKP9hSorPT2RetevSW9Fiv3VKN3YhD+Mr2Tz3b1wl6HBw8dxqrNLVi1twaXj4nCsp3S47R7z16EBwfm+N1+sAAAkJ4tvT9p7XNdbZ2u9U4FcjENALbv3B3w8TgbaHG4/P4bhfBwusczQZwOaNwT5yo09olzERr3xLkIjfv25YwU1NqKIUOGICjo9EXGnQm02J3At/kwGoxISfG/1lN7k1VQDazwTHx36hSHlJQRp7lHZxfW42XAGk/tozGjU/yOvKp2nwC2V4rvw8PDOuQ44rFi33YgX70mVEpKCvBNHgAgODgItY0eIcJqtSAlJQXyvZzfpS+aWpzo1y1ae8OtbcZEx6geq+q6ZuAnj7jQrVs3pKT0knw+cLAdOw8V442vvT+gFqsN4ZExAPiC2fkTx8BkMqKwMRMAX1iYPnksevepESf8hw0ZgP9t2CxZZ+x5owEA7pBiYGM5wsIjJPuxZX8Bvt+8U2XnvQwfNhSd40LF4wEALQ5gxIiRyK/PAnYxfTRaAHgEoqjoaKSkpGDO/36VtGc028R+HC49DMAjqvXs1Q8De8Ygp6gGWFYMAOjaNRkpKT3FbSd17gxY64FszzlOSUmBPagQ2MCPCNTDrox6xMeEAHAgKjwIVbXq4prd6bXG7D5ej3tuGIekTmHiMnd6MQDPdXq8MhzR0S4gV13wi4iIQK+eXSXXpnBsZn/zS4B7FDgRkZ5zdiy3Elhe7HP9LkmJOFaUi+o6j8jVq99gRIfb4Ha74WbGy8BBg5EUFwbjkRIAHiEqNq4TUlKGea+zGO91tjY9FTiRBzkDBg6Ccc0mAB6xLrukGS9/V4CLzuumWLfZHQrAI6gl9xyAHp09TjZrRhnwh6cPZlsEhOvwt/0OWG2R4F2XS3Z4x3hMbCcMGzYQ+NYjioVGJSElpSf+2J6DbzfuRUJMCD555iLJ9z3Rqp7j2b1HT6SM6MI9nizL9m4D8j0Cbb+BQxEewq8btnDjegDA8aLmNr2nZxVUi9dhj1698dUCTyzpmv3K4zNo0JDWa8h/LL+UoLHZM36E/qempqrui9PpQsSOrUCrOHvaf8e+UY7TfgMGISkujLPy2c/OQ0V4ecF2/PXyQbh+et/T3Z0zCq1xTxBnKzTuiXMVGvvEuQiNe+JchMa9fzQ3N/ttuqJHOQlNBJNAR4o6YmFrcp1LkY+nCvaY6q3VxXIm17XzJ9HPYjLg0VtSYDYZ8Mif+D9a3RIjfItp7PY1PmPri/Fi30JsFpw/qqtkWYvdJdaB0mpTECnU1/Nuz2b1uiGeu3MsPn76Qu96rf2S11Cb+4VvMQ3gRz7aHS5kFdQoaqhV13v7LETbycdebnEt9rW6eySRj601t9j4OHn7vHNxkomPnu20RtoFW7WfbRFqxwnM/36f5D0bCfnN74d9btdgMLRJ//Xy4I3aDzqI0Yx2fRGYVosRjc3eY1LXYEd+aR1Wbs+RrOd0upGRW4VvVx2VLFPDqPIXkdPlVowJAJI6cgJVdV63IBsvycZObt5fIL7edqAIG/b4do7ZHS5JH+oa7XC73eJYKK5Quj7ZOnROTi1DHuy4+PP/rUBBqbpjta0pKq/HniPeqFI2/pH388OLP20P9h0txdVPLMH+jDK/vtfQZPeIxKcIu87r52zks6WeWq1fLDvkY02CIAiCIAiCIAiCODlIUCM0EeqpdFRhhO1VB+3iWUMgY0Aucgbbzg5TbHKC1AVgNhkxdVRXfP/KlRjer+3iz9TQW0MthDneLQ4n6pvUBTWBGiaGcPHcy3HzRf0ln7NCF/u6S6cwSc0oc2v0Fk+I0INQa+7Fv49Hry6R6BrvOebH86sUNdSaGcFJEGd4h+X/PtoiWQfwig6s0MKbqGebq6xtgqsNFClhP4Ks/sW0VcrcbG9+LbXyH872MYlvAJpblDXK2otQTq09ll3pxahvtGvWN2Mxm4ySdRua7Hjxk214b7FUaHQ4XXj47fU4mOl1Eh7NrcTNzy7ntqt2LTmdbjh11us6esLrKuPVAwuUZrtTIorVNdix/WCRpF/y+mdszUQ9/Xe63DiYKRWNth/ku3T9fb7C7XZjw548bNqXj6Lyevy68bjkvADA3S+vEoURQHrMeL8/j7+7Qfe280pqdZ/DV7/ciZc/3yG+/8/ivYp1BAFeS6h8eN56PPL2Buw5UqK6TluiV2D8Y3sO7n1lNUorTy62tiPRkR6oKq9uRNpx/8RXgiAIgiAIgiAI4syBBDVCE2F+rgPNVUhg+9WRJlQID+wEdZ+ukbj3mmGnsTf+kRCrjBJbPPdy3HfdMMy5ZwIA4OrzewMAbrywH4DAXHyBIBHUNDb5n0en4c+XDADgmZyWO9RmTumFS8Z1x5x7xovLYiJs4mub1YxLxnUHAFgtptZtS91xf7q4P6amdPXEMzKYjYKg5kJWQbVkcl+gU3Sw+j62inUj+8fjnUemiu6+9xbv03TaCWKZgXNghPuZg5mof+WLnaiqbZaIdKyzR4Cd0L9t9u9Yu+vkqxcK/bDqqKnH4kt44h1rlt2HS/DlinS/tnkyaIm+gEfIee6jLbpFJ7ljr6HJgYKyesV6cnckABzPq1YdP2q/IQ6nCy6X/4KYow0FNbtd6VDLKqiRrCMXVMqrvYKJHmH7hzXHJM4/TxtNmLdoN/JlTjUDIzEv2ZiJWa+t8UTRqnAgsxyvL0zFq1/uwt0vr8LHPx/AU/M3afZn8z6vc493auqb9InC63bn4b5X1+C/P+7XbA/wjMVN+wqwNa1QPGd2h/J6czhd+HL5IVzz5BIUltUj7XgZ5i3aLRlbwpjcddh3jGlboHeMvfvdXuSX1uGOl1bi9205vr9wBuDrHnMquf3FlXj6/c1YuCIdv248frq7QxAEQRAEQRAEQbQxZ4ddhGg3RIfaae6HGpLIxw40oUJ4YCeo5z089fR1JABuuWQACouKMX3cQLz21S4AHoFpxoSe4jp3XDkYV03pjbgodWEoULRGs1RQU18zPiYEV07uhW9+Pwy7w4WaemmcY6jNgruvGipZdtWU3mhocmDySE+9pbioYHz89IViLSUzE/loMhpEwU6O2exZ73heFR58cx3iY0KwQFbj6fIJPbH7SIkYpWYweEUvdjsAEGTxurhyimpV91mYVNY6LnaZ0LJq5wksXu2NBWyQOfl4ZjQ15054iBW1DS1IjA1BUbkyho/F0epysZj9c6jZHU643e7W6EZtoeSaqX3QLSEM73wrddk0MGKE/Fi3NXqE5qMnqiSxiFrUNUjHcQNHAAWk+6gHtd+QZz7YrNvdxPLZsoN4vddkWMwmTbGDHfdqNNudEoGwrrFF4kAFPE5NGxMfWlblFVbVBEG7w4m9R0sxtE8cFq08ovj8lw0eQaC4ogGv/GMS02nvy49+ThPXvW3GIO52CjmCpy+2HfBeYy6N478rvRgJMSFITgjnfv7zOs8+rNiajVnXD1d8/u2qI9iyvxA3jg+VODedThcsZiM3itThdGHx6mMAPPu9bHMWACAsRHlPdbncKK9uhNViUq1J1xYEEoH53uK94kMTPPYdK4XFbMSgnrEn07U2wely45f1xzGyfyf0TIqUfNYR//4TombHDExUPHBCEARBEARBEARBnLmQQ43QRUc1f7H96qixlOcyajWJzgRCgy24Ykw0xgxMUF3HYDC0i5jmC6POyEcAsLRGLzY2O1BSKRV4eHXKbEFm/O3KwejTNUpclhgbKsb2sdszaZxgoW3BGVNS0YCcIqmjxhZkxlSm1hs72WyS9c3KCGo8x4j3M/XIRwG5c+mLZYck4ovcoebWrGgn5crJvfDff12A/z51IcJ8RB0KDiZ/nY0VNc2Y+div+NuLv3PddCxmkwFmH4Kdw+nGwczygEQjPRiNBkwanuRzPb2Rj+UyB16jSpSpXBj1hdq11OJwBVRz7nheNZZu8ggtWmNWT9t2h1RQq6xpVpx7uXOviokGVXOofb70EF5csB2f/HKA6+gTYN1uAF/w16pPZ1OJNV2xJQsHM8sVIqkcu0rbBaV1eOGTbZj12hrV7xp8/A4tXHEYmfnV2HakTiJKibX9OGIoK5Cyx628SukObWhy4PYXV+Ivz/+m3ZGTxK7j+tm0z3e9PrE9hxPPfrgFT763iSvcF5TW4V/vb0Iap7ZcZW1Tm0dKrtl5Ap8tPYgH31yn+Kwj//2nde0TBEEQBEEQBEEQZx5n8HS3h2uvvRZHjhxBYmLi6e7KWYl3DqVjTlawkygdeD7ljMWX+8UXZ0MMpy3IjE+fvRgLX7j0lG5X68iz497XKbIwwpR8XUFs8wdWhDNpOJt4ItFcpi4R4BEt2TYiQr2CmlzsY9vjiUjC54L7jDfB2j3R42BxOLQPGs/ZpHcoh9rMSIoLg9Fo0Dw+gLeuVaDXSVl1E8qqtCetTUajZAyo8dT8TVj0++GA+uELk9GAx25JwUQfohrPCcSjpEIqDNc28IWzMo64oVzHc/x+WHMMK7Zk69q+GgO6RyuW5RZ73JQnG/nYYndJhJusgmrUykSophYHdh4qwjMfbEZeSS3W78kTP5PXHRT4dWMmAPiM/osMDZK8511fWleVPEpS4P0f9uOp+Zvwp/9bobl9NbGvhjkGz3+8VSL8HThehsz8at1iS1Fli6Qeo3AvUYt8FNdjzi3vOAtjoL0EawFf18+B42V49ctdiuVqv/PsfZB3T/zo5zQcOF6Opz/YrPjsttm/446XVuoWyQWO51Vhh4r7N7ekjrscAEzt/LdGbnEtth8oDOi75gB+Z/XS1OLAsk2ZCsGbIAiCIAiCIAiCaD/OeEGNaF+EaZYOmKYDQCrznQ3iTUfjZKf/eHWszkQ6RQcjMizI94qnAV+ip5aDLRBBzSSLfFSDN4mYXyqNfYsIsUpcbqyjS942u5c8AaVrfBgAr+uL3e/xQzsDAIKDPHF4giDXv5tSAAGARvnksR8XQojNuw9ajh0Bk9Gg+bzCFZN6qn8ISGI8p4zoomzfZNAd6ShElLU1JqMRJpPRp2NPb+RjXuvEuuBarKzl1+4qrtCO3ASA9OwKlFQ24PNlh3yua7WYcN916nUgxw7prFgmXJ4nK6g1252S8dTU4sSW/dIJ/uYWJ15csB37M8pw36tSx5avsWj1cS+Qn5v07ArFOj+ty8C9r6xCUbn3Om9osmP97jxUnOSEv1rkI/u7v/twCX5e74l3rGtowb/e34x/vrWOe3kZOEvtDrdEUBOEd94tVuJQkwhqypWP5VZx+65FU7PD7wdahHP068bjWJvqqfH4w5pj+Hl9BgDvdSNHzeXKLq+uV15jegTwej9dog/NW485n25HQamyr1qxn7zfOafLjWO5lXBqOC/1Muu1NXjpsx3IKazxvbIMrX6fLAtXHMaHP6Xh6feVoiZBEARBEARBEATRPpCgRmgiTuh0ULGKHGrtS+8unjol3RL5tWl8IYgcRPvh71Qdey7ZumR6kTjUtCIfdeR9hodKHWqsGCWHnVyurVfGw0W0OmjsDicOZpZLhCZByBEi8YRJ3gE9YrjbamiWTgJ/u+ooVu/M1dwXAbaulR5Hitls1DyJ91yjLuAAwJY0j6jSKToYw/rGKT43GQ3t6pB4/q5xeP+J6fhy9iV448HJ3HX01jfac6TUr22P7NcJgEfI4SHU//KFL3eWgMlo0HSEjh2sdMoLcaF6xUI1MvOrkVuiXjsQ8LhV1HBwnFOsy4oXa8iSVVCDHYc8zqGCMnWnUH5pPWZ/vBUAsO9oKW56Zjne+DoV33Dqs7UFcqFSuD+puRY1MUjrkFXVNeHZD/lCBbtdtiajL/HE6XShuKIBSzZmqkYBFpXX46ZnluFdWd1DX7TYnahvtOPjnw/grW92o6nZgc+XHcKCXw9ia1ohMguqud+rb9QhqNXy7rleRzF7f2Zf84TLovJ6/H3uKqzeeUJ1XwrLlTX3tARG3j1m0e+H8cjbG/DpkoOq3/OXylrfrlc57elMPJhVDgAoCKBGIUEQBEEQBEEQBBEYJKgRmoh62unthiqsiNYRi9Kf6YTYLFj88uV495GpAX0/KS4Mr/xjEj5++sK27dg5gN7R7G8q562XDhRfWwMQ1Ew667fpEXHCQ6yS9oIZMUqOi9nRukblZPn5rbXY8kvr8dT8TZLPhHaFyXLBgaZW/660shHH8/x3lQBATKRNfM06I+bcMx7vPTYNL907QbK+2WjQXaMthHN8lrRG9pVWNnIdhyajgVsrr62IDg9CckI4osNt6N89BnNnTUSPzhGKPuhhV3qx7u2O6h+PQT1j/eqrGt/JnHmDe/HbNRkNqhdcWLAFXePDcNn4HpLlbeVQA4C3vtmt+bm8hhoL61CzO1z451vrcM0TS/za/pwF27E/oxQvfbpdcz3Bifrsf7f41X4gyOvk/bj2GNxuN+oavQIQu+9abiUDDBKH2u7DJdh3TFkfDNCKfNS+lu0OF56avwkf/Zym6gjdsCcfLjewqlVwsjuc2HGoCE0+6iW2OFySGNBjzD3s5c93qEaaqrnI2JjHqjqpQ+3n9RnYvL9AfL+fqaPGioo7DhXB5XIjr6RWFMQ+/vkACsvq8fb/9qjvCycq0qUlqHGeqPph7TEA3ljTQGH7Iric/aE9HWpm+ruXIAiCIAiCIAjilEOCGqGJMAHSUd1frEONIh/bB1uQGaaTmJAf3CsWibGhbdgjQop/k3WsazDI6r+gprcekR4RJzzEKhlbIVqTlT52c/TAeNXPQludb82tDh5hAjkuysZdv7K2GQ/NW6+9QRV6d4kSXzuYidQR/eLRvXOEQqwxmYy6xRatydywYAuaORFsRh+Cmi2AMcASKotxHNI7Dv95bBoSYkIkfWhrUgbEI8jSPn/CXDA6mbvcZDJwh2H3xHB89n8Xw2AwYNb1w3H5RG9MpzAZX66jntvJ8vVv6jXwWKHnSE4FMvP5biVfPPPBFuQWqzvUTjUHM8sl711uYO4XO/HI2xvEZazTSrzWOEPSYJC6/HjCvaIdSCMffYknv2w8Ltbt26viyGSFfqfLjS+WpWPOgu1451t1AQrwjDVWBFOLeJQjiJI/rj2Gb1d5nYTssZALlwt+lbq+Kmq845t17P3nu734akU67nt1DX5c63GSqrm8WAea/F5W32jH0k1ZqvvAGqIfeGMtPvxxPxw6Ind94Xa78cVybxxsIG4zPdG/LC12p+64z5P524wgCIIgCIIgCIIIDPpPjNBJxxSr2F7pnegniLMJf+b3po9OlsQ8BuJQY9ESY4KDfLcdYjNL3EtakY9a7gRAe18EZ5fg4Gnw4VALhGum9sFDN4+UuMR4k+tmk1Gyz2aTURIzx+PlWRPRNT4MT/5ljOIz4Rzcf+MIroNl3JDOmjXUosLVawPqEUXDQqzc5az4pyWozZjQw+c2eITYzLConPNeXSLRp2tkQO0C6pPUapGPVosJNmZ/WcdPaWUjFvx6AFvTCpRfbGN4IpkQ8co6s9ozAlSA5zBqD35Yq4z73JomrS3HRrhqRVs6XW7JtahWWwyQCmrser7uUwtXeEVPNWcYe3+oqm3C+t15AIBN+7THUIvdhXpGBPTlaBOw2104nleFz5YewsIVh/HCJ9vw8Lx1WLz6mLctDfcjIKsjJxOQvl/jaed/f3jEunoVoZJ1/TU22eF2u8VlXy7XrnHIXrPZhTVYttkrvumtISnnvcV78eCb6/DrBq/DjSeO1Ta0aApgvsYES2VtE657ainmfrGT+3lmfjXmLdqN6lbHYKD7RhAEQRAEQRAEQQSO/9klxDlFBy+hJnOoncaOEEQbo3sKzo/JOo8I4Z14DKSGGgB8/PSFsDtcmiKWxey7bYPBIJk8DgtRF9R8CeYWDfFH2M/mFs+T/0IsWlyk/4Ka1WzkTsrfNmOgqgAlF5SCrCZR1DObDGhqlk5W26wmyQT20N5x+ODJC7htC+tFhlolrjAAePvh85EYG6o6gQ0oHWYs3RLCVesuCai5CllBTSvykY3I9AdbkFkyic9iMhpahcLAXFhqk9RGoxGJsSGK5Q5ZjGAhU8/oyIlKHDlRqWu7QVaTJHKwLRBE3dTDJejXLRoThiX57ZhRIyosSBEFKPB8ax21jgBbI0ytbhkAOJxuyfE/dkI99rWa2W/2/ArHVk/Mn9z1xetji90luWdr0djskIh0WoIgS7PdiWfneeM5edGr7HHhiUesK01+PQgIh4TXL5fLjb1HvY69moYWvPrlLuw+UoLP/u9ilFQ2au6DW+N4y+/LdY12fLfqKC4ck4xuiREq3+LXVpTv2+4jJXj+o624YmJP3HMtv96lP9fbtgOeOoVyUVjgn2+tAwDERtpw24xB5FAjCIIgCIIgCII4DdB/YoQmQm2fjhqnyHbLQIoacQ7iz9S4yWiElRG6AhXUEmNDkZwQHtB3AY/Y8vxd4zx9YiYEk+PV27xuWh/NNnn1w1iMRgOcLje2HfBMVEaGWREZpnRX9U2OUixjefKvSpcYoH2PlAtKbCyb2WQUoygFwjRELjWsFhP6dI3C/MenYdGcy/DZ/12M3l09+6LlSApVcQWOHpiAWy8boPq9mVN64Zs5l6m6z3gONZ4oajYG9meIzaruUDObjApxceLwJMn7v10xWLVtLYfa6IEJuPr83pLl8kl2+bb1Ehmm7hYMlInDPPudXViDuV/sRG1DS5uJdrEqkakAcOB4uepnpxr2/LTYXcjIq0JVrVIIdDjdklpgWmIyG3HIIghpH/2c5rNfFTV8MVISJ+l0wSq7ftUiYusb7RLxnL3PaDHHR008AJJ7FE8sdDh0CGoqold5dSM+/jkNLy7w9qO5xYnN+wvQ2OzAvmOlPu+Jdo3aePKHO75ekY6f1mXgH6+v1WyTh8PpQl5JLepaH8r4qdUhuXSzehyl03Xy9RPlCMcy0PvnqaapxYF9R0tVxwZBEARBEARBEMSZxJnxnxhx2hAfRO6gWpVEUOugfSSIQNA7nLWezJdjNhlgZR1qJ1k/K1Bee2AyRg9MACAVolIGxuPmi/rjqduUolVsZDDuvmqIaptaT+rbnS4xGjEjzzNJPm5IZ66LzpdQGBHKjzjUijXUqpFmNhsVcWpqMYoA8NfLB2HMoASMGiCtGScIit0SIxAWYpXEWcZHSwWeWdcPF1+rOdSev2ucZu3D6SnJCNfop42J/NRyqJkCjCwLDjIrhAYBo9GAbsx5vHBMN/z54v7i+ykjuuDaaX1w50z+eDKr9NdsMsBgMCi+J6/VdNfMIUgZoF7TD4CkPwLROgU1PVGcgMeR2kl27hubHGi26xNafBEb0TaRqVdO7tUm7eihxeHEwyr1EQsq7FizK1dXO2qCmrP1j6ZlGgILS0llA6ePUnFKfp9Sc7bVNbZIHGqCE7ctYKMwHTxBTeJQ4/8mCc429l7pdLpw+4srFYIUe8+0WkwSRyDgqQOotr4c+cMWRRXKY66X/NI63PfqGtw+Z6Xu76jVXdu4Jx+LVx/VXS+NFSSFhxMCvX+eat7+3x48+98t+GHtMe7nyzZlYtHv6jUgidNLVkE1Fq8+SoIoQRAEQRAEQbRCghqhifCPfkf9l10a+dhRe0kQ7YdfDjWTUTIZ78vV1V6wzjh2gsZmNeOWSwco3EQCgfbX4XCL2yyv9kSHBVo/zZ+YyFCb71RlebwjoB3DeP30vnjuznESBxigLbIEB5lx/w0eEe2qKb1x8djuuOXSAfjLZQMV7bCoiYfP3zVOdL+pERLk3QerRvynKUCHRZDVpNqu2WRAV0Z