Commit aeddad5c authored by Maurine Montagnat's avatar Maurine Montagnat
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english corrections

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%% Cell type:markdown id:elder-accreditation tags:
%% Cell type:markdown id: tags:
# The misorientation angle distribution
# Misorientation angle distribution
## Definition
The misorientation angle distribution is the PDF of the all the misorientation angle. Four misorientations angles are defined for each pixel, one for each neighboors.
The misorientation angle distribution is the PDF of all misorientation angles around pixels. Four misorientations angles are defined for each pixel, one for each neighboor.
%% Cell type:code id:incident-grade tags:
%% Cell type:code id: tags:
``` python
import xarrayaita.loadData_aita as lda #here are some function to build xarrayaita structure
import xarrayaita.aita as xa
import xarrayuvecs.uvecs as xu
......@@ -16,29 +16,29 @@
import matplotlib.cm as cm
import numpy as np
import scipy
```
%% Cell type:markdown id:aging-interference tags:
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## Load your data
%% Cell type:code id:unique-recorder tags:
%% Cell type:code id: tags:
``` python
# path to data and microstructure
path_data='orientation_test.dat'
path_micro='micro_test.bmp'
```
%% Cell type:code id:suburban-efficiency tags:
%% Cell type:code id: tags:
``` python
data=lda.aita5col(path_data,path_micro)
```
%% Cell type:code id:still-amount tags:
%% Cell type:code id: tags:
``` python
data
```
......@@ -59,50 +59,50 @@
date: Thursday, 19 Nov 2015, 11:24 am
unit: millimeters
step_size: 0.02
path_dat: orientation_test.dat
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## Filter the data
%% Cell type:code id:fatty-anime tags:
%% Cell type:code id: tags:
``` python
data.aita.filter(75)
```
%% Cell type:markdown id:sustained-somewhere tags:
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## Performed `xa.aita.mean_grain`
Depending of your application you can performed `xa.aita.mean_grain`.
%% Cell type:code id:shaped-affiliation tags:
%% Cell type:code id: tags:
``` python
data['orientation_mg']=data.aita.mean_grain()
```
%%%% Output: display_data
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## Compute mis-orientation angle
### Compute ordered mis-orientation
%% Cell type:code id:after-chick tags:
%% Cell type:code id: tags:
``` python
data['misod_mg']=data.orientation_mg.uvecs.mis_angle()
```
%% Cell type:markdown id:decimal-region tags:
%% Cell type:markdown id: tags:
### The strucure of the `xarray.DataArray` output
%% Cell type:code id:piano-drawing tags:
%% Cell type:code id: tags:
``` python
data
```
......@@ -125,21 +125,21 @@
date: Thursday, 19 Nov 2015, 11:24 am
unit: millimeters
step_size: 0.02
path_dat: orientation_test.dat
%% Cell type:markdown id:italian-astrology tags:
%% Cell type:markdown id: tags:
`data.misod_mg` as 4 layers one for each neighboor.
1. `data.misod_mg[:,:,0]` for the top one
2. `data.misod_mg[:,:,1]` for the left one
3. `data.misod_mg[:,:,2]` for the right one
4. `data.misod_mg[:,:,3]` for the bottom one
You can plot the maxium for each pixel if you want to.
%% Cell type:code id:fifth-evolution tags:
%% Cell type:code id: tags:
``` python
plt.figure(figsize=(5,10))
data.misod_mg.max(axis=2).plot.imshow()
plt.axis('equal')
......@@ -151,40 +151,40 @@
%%%% Output: display_data
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AGek436pxaRJ1Tq/lcxXOisOoVvHaaXq/kOdbVwC7RnTvjZGU1k/ujBdQBMU5MY8XUFWdMW21ZdAFt12vWGdqq6zXjrfTgmAiPwBG2wrvzLp9zC1RurZqaJ3LRqfXv0n2109VC7nzpclI9aDpbpLHjc9EtNu7fj+jOnRHdWRS4YxfqXxbLO1aMjx0htfVxCnoCBLS7QWtBXe/Ukkq/oUflM2xXME65Xr1UP7czGwQATUJgRjjiLRlmQG+CLeGJPBQ+Ec21L7nzNRJdQLuilRVSrimSbmdvOOGou45OT0FjqU6hHB16yQqk0wpgAND2a/184Mpnckwv0RseyEWfF6xlc8j/FmZOVw3LhOGRS0Zhx+ho05+B0j36IHbd4TMXPd5wNkslEJkNHvqEreOlyyDlzpcFdX8wPa7bViuNMR3FUno1T+i/l1a/tlAkUCENPajbZUHuDpMfzvebTCPDlFcYVkVXC63C6HaI+WI1kh/Ox3XbtENOamalDEePN/KkQdl1R65CkK0QqDxeb3JNn7AVXkrP1/McnVijX4z3+8YrBiA6XKc4Ot7dMoXhyuHLR0uCq3aHSX/xiS8ZNhDCev+YesMDPlGyU3bRqDA6ADSdYZIDqOKCTQcAQPosGUFXN2ohF2IWAb6jtASVH2dKA/DcbigQ9sILiDFeVvFd1lCE367Qr5nL8sXQQt0o04x2S/lm8O2i1drdCeyEGbRo/+9VhpfjSX/Jx/bpuZqiCwB/vNJ/kkwev+XByPVG/cy37PCbgZ0U9/Wc72MV66TVjWaYCfAdpSV4Iz0DyVcVS4Oi1xrIKcRml57j1SOiFlCYsayhCOP6DAUgOpB/bD4DAJDcbS8az2rQLY5OObIs2bBzbVzBqdwCzIJWwR5e+hR0QEP2IfMNIxSziUwzaBYFxanJveu21Vo+2cspX+Bz4KlT7K9Ft7uAYmBmG+HjrwLT7DIzIfyaXUaU8GqllS1rKAIASXDtYia+buCE8IYCOz7vb+p4Wdk+PRe9X1KGfoy6+1pl3MaDWDaoo9/jH9SuxLXxYxx9L8DZn8HOikonhPfDpT3NN3SAoYl1YSe8ERFqoMhFVy64TokuAEdFlzXOaya6t5WW6aYfaU0I8hSnMSM6PcV8o2acEl0AfqILwHHRBaApugBwbfwYfFC70vT1NLbLysYRTRi0NqK+lh4aROxfmFVsj1xifZLryDL/NKK4glOxb2mGNIxouEa/ay8gzurr5fLKhfat9DSupHvW4jQsNJZWYDtHpoIeO+8OrRV1gOh2jWBxvOrYLgtndFQWZ3+7xtkMCzluxXq9GK8xESu8rMR8sdqy+MaMq1SIb93DuajL/g1dxpdIA4CfENNygvL8WjnyWf2a0YdR+0iun6tlEdqaJ3J1MzHsVj+T05vByZotSjiUHPw6U+r6vXpu123Uf9ubE3wZFm/XrMDbNSuY6oGwhBm89u/BwVtAAZ/4xnwhZhosqivApDjjOq3Sa2Whh7hntEVO3l5m39IM/DRY6WjULcvVs/onOwghuYy0Z35H7MxRukIhx7/A+cX//K/pogS71cGOXjwK7b60ninydf06zfq9pW+MRvodxkuR1fFeejJ2Yy5ALsJO0HdNa1fEVwBBo+frdIm430yoF3m20uMr2eJsvJN5x2q2T8/1E93tn/cHyd/gN3hXgpmhtVjFjugC+kXTzUQX8A85xIyrRMy4Sst1hJvG8uUI28FzvMEh4oT36ZShhmv+9ai9wHeb1e2qqfrEWpsXudsNF+STW9s/74/tn/dnCjk4gRspe0aUvqGf920ELWfJK8BRy11qTaLC7VzeJoEEZIQjESO88g4TRmv+Af6Z5lCgkmMRgNHSZlYmb9nhNwG3fbr2fntfusWW6G6/Pxfb788FGWFeZMhoafbRi91ZDcjieuWoS0xaFWC38dxu8IgY4f1hUAfD5y/YdEAS3CX3nINWKUlolZIEQCzAzVsLVoukK4tNt6GTIrOrCjC7qgAkazDTvmdN/Bj3l21imlRxIsSwsH8vfHaWMl573hR7cVj5BBsVWwDo/WIeer+YB2Gt+LOREQOxpL5QGhQnF6jw9j5Tu16pzVPz7Z75vok4vXi1vKC7WoR5lyDPrmL/W2jVjHYbL6vBmIhaQKHFsQuz/BxwdP90NG4pNX1t2+W9cGwsX9pV1SeZmgJ8f9kmzbKRLB0mbtxWjXf7JpruKxzYfn8uer9ofGJYWr9Wc2VYw+IB6DNxs1uHZsjUkkqutkWhCM+CCrsLKPplthXe+TIwjT3HJFV6CygCjTzEoMXCf7zi91jjllJE908HYHxZfmzsDrRdzpd2lXRlMao+yfRzpnpCydJhQi66Rvtykla92FYd8ca1zUTXCCPRVbtjHnbcYxyaKXk7C3/57Brm/R251FrI4+qtDVzb0ysI1vcrzTqmcOpZRY2a/3u4T9gLrxHqNJ+9U30iRx3vKQ3Gjp/X8QLAiV0xQXGkTsR2WRm0NkrX3QPArjtzsevOXMV91rAKC2qRnRCbhQmxvknV1EL2Ds+9XtU/GZS8nYWMmwu5MktiPmcPW8lP0B/168P8OnlbIvp+LAJcmnUMpVnHsKiuAIVDxVrS6v+dgaBRiArICEciItRw7sZDpjHeUMZOQ8twDjsYoRfDvPKd6UiYxeaa62b6hD/+vGrD1uo77sk1FODK53Isp/XpYedvJxdeypFLRzGLvjpXnbRuAwAQToirKe2HGtoJby+J432ZJf6QXO6FGoIBFV2zsAOgdL08mIUcFtb5vpSl8/kqV9lpaEm/uIF0u3Zgdb0zkrI1x3s3vsr8XnHP5knjocRvDLfVEt2St30Omld0n6wQq5kZhQ9YRPfj2jzN21rwOG01wonjkug6gQCgCVEBGeFIeB61Diyut+s8/y/QnlvMhU8v5LCwLh8L6/IxOc63j/Qb1mpu6wbRacmYXVXg6mIJJzHLWdZq2e4Ez6ayxaLlPfEybrYWMwaAx1PEky9P+ECLq+JzNW8vHdjZciwZ0M5V92K8gSOihJcVteuNn8JezLvq6RxUPZ0jOdzJcTkK0XWKD2pXQhgzVBoUej86TZxhbyyrxIykbJQ3t3Cna/ntFlYxm1wreTsL1bPs/9xyR1jxXA6S/mL/cn7K1jrLr9XqBs37u6RuVwuWdEAAaDp9KJpOH2q4Tcznq22Jr5olVYMc2xfgpZMZ0SKFt+u8fEzasku6f2TsTkX7cCOSHslH0iP5TGLLG3IAxHgvnRQkK4ukQaH3G8u06wDcnHC6NOxwcsdOQ/HNuLkQiY/lWxLfvTeLr6l+MhezVo0HoCxUHt3pNN3XPppsr5PGzHLzXGsKXUDiVH2Esg+GMcd0o1YUIWpFkel2lsMLP/rHXwO18jDQEELeIYTsIoRsNNkuixDSSAi53O1japHCCwCL+iur48vbh5e8MxIl7/hi9VaXAlsJOUxPyjEtN3joSmtLmt0g8TE+h7r35hx0fVt8TeLjeVJfNHl3iMYDv9o6pgX99Cd1zEIOu2/znUjsVHDTOpGnXevOUuDj51s4GZ2jfVXgRIlPABCEkMpqmA/gfKMNCCHRAJ4HsMz+T29OixVeIzJuWoOMm9ZI9/VSpljW8FtxvWZ0+MTeCjIWzt14CGf+UKZY8WcXuehKjHIuxcwJur+lfSLhCTc8njJCOpHHLO+JmOU9ufPBeWjzrfVYtJpIdL2CIPwPwD6Tze4CsAjALpPtHCHyhVf1xZaHGHiw6nqtoFf8nEJG+sfiWpWewrRv+VJceS7suRsPKbJCfhjUAT8M6oBvBnbCNwM74dh3SWwHrwEtKO4nugBmL3ybe39PVeoLDUt8lyfcQLEabjgydqfiaiok0AgzuEETSECGXQghsQAmAphje2eMRL7wrhZn0cteES/PF/Xv4djsLW/xFDNoScua0Yc1xTcqsx8AQFgjhqrkApz4OFtWA11oQMexC8TLVCq0VlB341W3JzcqKD4jKVuznblRnNcu0xbc6tq+5+s4YysLcdxix5cJus85FWoIMN0IIWtk4xbO178C4EFBEAKW1tFiCqGn3eu7PC8cGo2soka/lTpGHV9ZCuBowRPnfTplqHSbiq9RvzUqwJT7yrbg5TS+L07bb+xdpr5ZvQK3JyrdIGt7cqPt7cZ5jeCNS7PQ8ICY6jXmP8ORDv8TiRWaTh/KNMGmR+OZ/r/X3UPbodcr4klaK/TjVKhBLJITMF+3x+YCipEAPiaEAEA3ABcSQk4KgvC5EwenRcQ7Xr1eXlR8A4FRehEgFsG5cVu13+PJMXtQ+VyONMoeMl4GS0X3vjK2Lw91u3ZQi64amubmNH0KOkiDFdYMjDnV7PFcKrh9XshDnxd8k4WBRG9RSvR/1/mNg4N9iySo6NIsk5aKIAjJgiAkCYKQBODfAG53U3SBCBfenXfnoudr+pfggRJfmkwP+IswrTxGC+Ec/CZVem55ZgySH8qXBu3RViETsztK/TtayF2vXITVK/vsul0WUnX6yrGw6/ZczduPJmehIfuQNOR8OGWc5r6qZ+UwO91pOieThgdypUHp84L+56v0PT7nbxWeQvoZU9f4Pfb5o7OdPJxmQiergRDyEYB8AH0JIXWEkKmEkGmEkGku/OBMRLTwskDFt+zlbN0wg1VqPvV3ImoRVlce63hBOZBtPJFHBfiO0hK8kW7cyZiK8KQtu2zVs2j7xyrLr2VxvVpx3h5v5vndbviz8dLoA/21f0be8ILc9dKT84LbX5KcLQsZ8fYm1eyEGXiY6nAft1BDEISrBUHoLQhCa0EQ4gRBmCcIwhxBEPwm0wRBuEEQhH+7fUwtXngB4I4u+Yri1aWv+6eJbb8/F22X9/Ibel0Paj4djIQrjJ2IXIStcO+ya5m3VectO8ErVWwCxOJ6Z6UMR8MM83oT8e8Z11E+7V/2U+1+m5ytcL10LmBGkv386fIFgeunFky8Wg3GRER1MrcofX000u9iz1ygIrzruiOmomtIdiZQYDyZV/vvQYi/3HAhjmPsW5phqUknD5UfZyL5KvYJTPXEkGllLp3f6W+Ts3HqQm2x1uo2PbuqwLYAly8YhtQp603zwLsl7UPni3wnmq4rfdXI9o7Zr/USx7BbnSxt8CnCi18YX405xaWpG8KuOlmLyWqwQvpdq7Dri37occlWpu2lTrfX8S0KKPtA6YJIFJCqY9yo4MZfvhENM3LRZzZ/cZyyl7O52qkbie4rVXm4N8ncqZZ/ONTQ+bKIbnT37mjcvRuAf06w6dLZgmKF+FLB1RNdwHrTUzPSeu+CALZ0xP1fpSOh434cOmMPdj6aglY/OVuAaV7NiogPNYQi4enTAwir6Noh7dr1ipE6Zb3uJanc5faZncd0ee4mLKIL2Jtko1DRpXD3Eisolmr0Ggmu2xjVBVZza8rPOHTGHgDgFt2SeeYm0E3RbRRIQEY40uKFVy/h3SrjN+3nCjPotdhOncK2rp/H8V63rRbXbfOvvhVo5ItDFtUVYFEduwhGd+8u3ab9w/Z/lc78+rhn7ZXP5A0zyJtq8jbYNGJs8RHD50vmjdTMYFAzz+HPvwcbES+8enm8APB1/Trc4OAZX90V4NiF5nmyTrbYNnO/7/eNx/t945F2XwH2Lc3AxM27NYcVdCfaNDI06KKQXbfnYlJcNibFZWNB7Uqm96Guly5DBqCIg5oh70phlwmb95puQ90t+SmWy+lSFvbvpblEenlmjOb2rXqLNSFYRNdNBBA0IiogIxyJ+Bhvz9fy8HW9MlXpwtjh0v9utHShtP26ULPLMaXvmtaOCq/c/TbMyEWbP+xBt4u147NdxpdgMbprPmeFe5NyFV04ALFWsdkkoVXUy5D3f5XOJcBOsGRAV6bt9n+Vjs5nWz+2R5Oz8FRlIR5NzsK4jQcNl2Cf3L4DJe+OQMaNgSvG78FPxAsv4BNaLZIfynddfAHtNvNOiq6aPrPzADfy4g3Qq1E8v2YFukS3VTSjBMTcXOqwO0dpOzhWWEWXNdSgldGgh9HiDDELgmk3htA6xEaiC4gTtRnXhoboNoVpI8pA4P1mYNxPq/zFbNR/Zr+ZJHW//de2Qv+1gTnfmcXvWCquqTMueNl5Vy5uSDgdl6aP1Xx+8YDuWDygu3RyXFy3Govr9DMU5CEGNayxXpZwA4voLmsoAuC/OKN6Vo40rKaeVT1lbRmvuubvLSXa3VXo1cnUhNO5YuQezuAJbzOVzyk/6OUvil+Y1PsLEHuZ2K7FrgC3/boQW0acxJYRJwEAB68x/1JOLdHuNMGCEzPWThXvbvr9d8Pnad+7iXGjMDHOtyiFCjEdRo7Piuutetpf4Mwm+6jgjuszVPP5xMfypSGn9hG2+HLVUzlIelTbDLxezRYLp8zNSAGgFGB1j8DOF5U6Lr60SI4X49UmPI/aBWjIQS64amIv22RZfLUmnzp+WOAnvurltfMyki29HwusFddK/pGFkn/oTxRGp6foPtfz9Tzsnmbu3rrN1RYaKsR0mBW64RWQpEeU71v1dI6p29UTXDPin2YLc+iJrhFmVyZUgAHtkFCg4+MtnYgW3tJX+S7zkh/K1xRcOUbuV57RoEYv31UuvnqLDErmONfQ0AoZtxYi41ZffFotwo2l7M1CtWDp8kxxo6SjnKRH8tEz3ziOykP1QuViGi3XSxuXUkre1P9735Wo3RbKrbZCVhEQmBxeL483RDh5jrX6B6yXgRQqwHL23egTEJ6OFR0/FMVeb5FBxjSLDQ1NsNpVQy7CTqDndvUwcr1Gzq1VLFur9Z05BzXF97QVbFkMchIna+d0y8VW3bg04/bVhuLLG27wCD0iTnhb/Ri8Gd0u7/oEhF7Gs4hb6d/Ne7dR5CUJWyp63Y3Vk3LHv1dWfjtZ3wBWqPjWPZyLuofF3/mvp5vn7Zrx4f+9jOi0ZN0u0RQ98Z2ytQ53JY7B/htysP8G8Xdw6KrQaX4qxyuSo094HjUj6fewr4hijb/xYrVzhZyooQOk27QkoVsCrFXf123MVmFpoQ45LK5brZiUA4A254nF5dUCzMq4LpsQ90we4p7xfTb23WQt24CGHB5MHo3rvvov02sybleeSKZsrZM6KHeen4/O88XfQYePg7f82cMaESu8R8ePwq9fpzFvzxtqcJL0O42LpTQVbfZ7zA0BZqnvq4XV1Ce7xBWcKt1Wi64cKsC8aNVn7vJOviXxfW7YYum2ugazGbkbxK4RRm3rzTBK0XMDQUDIFEIPRSJ2AUW7pavRbqlx2x15PVy3HO/kLTuwsH8vy0tGzTAryn32L+Ly3J8G++ojxCzviSNjd0pu/ONacR9Xxbtz8uk+x90JMVZ2fN4fvRh7ihn13+vyjv2fh3YecZpDV2Xj7ic/ke7T9xjxz3uRAP3PSjBW/rVkIk54j44fhXZLfWd3lmLjT1asxeMpIyyvYKN5n+o0JCq6gLhm3y3xpTQ8kOsnxHLBpajbjbsluHJ2T8vRFWBad4C3XGVd9m+OHJsWZt1I9t2U44gAs5A3pA3zth0+LsC7H/sLesITeXi+chWeqb/QL1bdf20rbBnhtOg603o9UglPn26AXHR5oaKrXkxhxJStdVKhFwptwkhFl6IlumYTa/L4rhlm7ndHiLfu5hFdK/S6dAtTjz2WCm68ovtWujLs5Ybb1eP5SjGU9WDyaM0JQrqgxyNwRJzwymHN41W7YrqYwgz5ZAdl4ubdUhPG4+O066E2/DlXGuOzjbvSasV3w5Huc/JxwaYDisf0BK7sZXdm6UvfGy618QGgK8JO994zQqu7NIXGdnl5vnKVJLaAKLgeoUVECe+uO8VL5tI3RqP01WyurAY1LCEHLdFdPMBX8avNsjWa4tvnb3nScKNQDk0zksMa39QqQWgG60qrbwZ2km5fsOmArsCZOV+1WG2fbh4qKX1vuF/rdRYRdhu185VXeOMJMVByNxzHg8mjucXW6fohArzJNSPC86hVUMHt8XfxUjv9jlW2RFdNyZxR0jBCLrqUNsvEuqhUgPfe7C+KesXQrULTjOSwTirREoS8RPf0b6ZpVNBGLsJ60L+r+rZarHq/ZD4xqhZdNXIRDiZay3krPxpi+rqY5T2Ru+G4JbEGvHBDoIkI4aWCawWjrIfDl4uuIWPaamnoYVZAnAqwulcY4E55SHnrIN7YLi1BaIS66Hrjzl0ARAGmgmtWwtAM+d/Vzt+49D39sqBqjGpS6GE1t5eV5Ks36D4Xs7wnAHHCdP7a0Fpc4xXJ0Sc8j9pBjLIe2v/bP7+27fJeGlvax2nXK28ddLj8NEv70HK+VHD1Wg7FLjnMLLiVzwQm/9fM7dqlyzv5hidwo+fksC4FpmIL+GeoeIQHLV549aBuV82xsTs0H9cKM/CwbeQJRZzRague3Uv62joOOXLnS8MsZj3eaFufYCKP+fK4XavcV7bF8AROn6t9VN+Rvl69UrcAjppwEFsBBE1CYEY4ErbCK4/5GRGdkar5+Mxy5VLe4+crLzG13K4RrEIpv5SlxbIp8jijVSHvPmGb32Op9xdI5S6t4lahHjeQx3zddrtOwCO6bhKoAv0eYSy8PDG/meXFfkL7bKqyeE2bb8XL6oY/swm6PORwRvFRSSiv3mpciEVe2UurWLYd7LrdZQ1F0pCnIwUDkjXYfKMQoFV8HF5OY4uhxz8lfmbpakJKXLQzYabbR/3H1uudnmDzYrz6hOdR63Bfmf/MfWNJOZ5NzfQTWj36/I1N0I+N3YEzio8CAH7ObCc9/lE/sfTg1VsbNEXYbm2FoQZlV7XcLkXP9VKhBcQC33Q8VnOJreNkIWa38jKxVXwcogeItSKEwl/EDsUaXYopUe3aScOM0vls5UJ5S16erK0DAGRvMJ4gLX3NF7pSryY0qjOhhV4Nkh8GdeDajxzP7QaWiBJe6jy0BJiHJfWFSFodIw0AfvcBpeCq+ahfH4UIU8xWl8npU+D/RSqy0QJNXuRdLbYhQetWaNwsq45WUGzYpbjp6FFpmBWBSb/B3XKhBUOMXWv63c5dQZx2YRnmVK/AnGrtnnrnbjzEtT9xybCzbleA2OwyECMcicjTHOulnx5iN1xlqcKqUfylCylUgHlpyBa/QAmrRIdkNHF16Kps5vKAJe+MxDiTQ9KbROQhYVV7zWOmfeTmyQqhtUpJwsmKKtvvaUTp/BGOCHCr+DjJ6TqFVllLPWqeyMU0B1ccezm8gSc8TxcMHLguOKUK3aBm9GHTbAGna7KqY7xCrnkSv5qa0Yc1Z/LnZSQresm9UpXnuugCxq6XXiXtut04FGQkunrhBnmYQQ+ecEPCE8ZXTT8M6sDtep2HoDFAIxwJa+E99l1SsA8h5JAvnNDjosG/oPJj/djp85WrFEtOGxYPQL/XrNWMoBNKRuj1o+OBVbi0Yr33lW2RrpJ6vJlnKL5GTlcv3OBkmIEVo3hvaqEYIgtUHrWHP2EtvG3/WKX7XKf3+bMFltSzT6zUPBFaq4QoqVPWmxb4Kc06huSrxNipXIDlVazk9Jm42dLqOqO8VSexWuSbulx1aKrHm/4ni1bx/EXIaz4djJpPB5tOvFECVay8PEucFE5+2L2yll6M15jwPGoZctd74LocyyGGJfWFzbFdNswu95zgsQprOajy8pbyobntVb7Jq3CoYmXnEvrYd0mKcAPLXEDNY+LJw0pMN+GKX5BwxS+mE28UVtc+eYt5/H1x3WqU/n20n0EwyorxCBxhL7yvpPuq7Xd6P9+S0wXAJbpWkFedChTJD+Urht1FFE4va5bzShXbicxqytSx75IUV0i7b3PnMrvsA/1QD6vzNUNd51kNnahLv3OVn0GwkxXDixfj1SeshVcdi7QCT3hBDU+4QavqlBmzUpxd7ipPJwsELPFdJ2BxikZhKSdJu1bfUrI434PXZCsGr0N9smIts3M2Okl4uEtYCy+P6Ja9kq34H+APL6g5ZbuAPbfqC6pdl8sbaqC5uUbYdb3B5qUqZ64cur/Ftp+EWewnD1Yh03O+i+oK0PFD5eBxqLSFFaVVciJaJevnnRmdJOwiCMSL8RoQnkdtgbR7CxT/A0D/xXfa2me3f+Sj2z98X+A9t+ZIQrywLt+Sy6UrtwDnHS9gz/Xmv6HdUcMJpjx/PwDg6/p1+Lpe/4QzPYntdxqMlVisQqbnfNU9+3hRF+o5WVmNk5XWOix7uEtYCq9TdQTM2qrzIhfiR3f8wdI+FCu3ZCyoNS8Z6NYKNFrnosu74s+270Zz8ePNaKAO9MLY4bgwdrgkvse+S5IGD1tGnETJ28ZXM07EeWmbHbP3cgJ12KH0/eGKwcIHDJ8jD/cJy5Vr4TD77nRx8ynxzlavKn8xW3K/JW+OQsbt/qlMM8uLNetcUAF2k5+Pih9NO7HZjJutx+/1UM8r0NsZsP5ei+oKmNzuiPaVKIJv4Un6dfxZL9c6/DkyIlzb8gSCsPzNBLty1q477OWnzq7yv9z/7Qr2kwmL+zVDHnLQEl3Av4KbFizulxcq+KwcWZZsvpEGRnHeKVt96WNl/xqG9v8Tq88ZnfStut4hn95r6XV6yI/dIzRxXXgJIdGEkPWEkKXN97sQQr4nhJQ2/9+Zd59mjldelKby2eCtzlGnX1HBnZFkL5Y3JX6MI+IbV3CqdNvqpJtT7nf3bTlS+U4e0QWAmHGVus+xiuGUrXXSAJSNTNP+tB6H/2Beb9mqw067rwBNpw+19FotFvSL8xNfsxCD/LPgBAKAJpCAjHAkEI73HgDycmEPAfhREIR0AD823+ei6UexO62826xcbOVFaZJnOn9Z3OMNtpluGm5wSnDl0NDDkWXJlh1fXfZv0m3qgFv/t7ftY2tYPABjxvv6hCWsai8NPbq/lc9UvnO7Rv84qz9//UO+K5cF/eKkoQd1vUZYdb1RK4osvU6PBf3iFGJrFmKQfxY83MdV4SWExAG4CMA/ZQ9fAuC95tvvAbjU6v7l3WaNKoAF0/UCzgqumphxlQrHV/E828+q53BOnLnd9jH1mbhZUdSHFvnRK/QzftN+2++phgwbCDJsIDJuLkT9ZwMVz1HBjX2OL8+YxfU6gZ77lRcWMuOD2pUBjef6Q7z27ga4fdSvAHgAQJPssZ6CIGwHgOb//fuCO0zyzHxd8Y3uzB3pCDmiu3WVBiuh4nDuL9uEpQOd/xsI6zdBWL8JABB72SaF+PIKLg8ZNxfi+LiR0rBC1IoiP/Gl8xqtevdCq96+lWv0vnwA+g639FV/E+B0mMHDHNeElxAyHsAuQRAsFUAlhNxCCFlDCFmze7fSaUSdU8u9P3nIgV76R3fujMb9fG6LZ2KN1X0CwKmfWpswLJkzCo179vrGqU3mL4K7XzajpH01L6YNNN9IRu9L/Yvcn/LQKZLDJcO09xd72SbNx+8o1U7fs0ObZWukocf+r9KZ9yfPpDi5fQdObvfVaqD35cNo+XX6PQUK8Y0rONWVk7BYJMdrdqmHm+lkYwBMIIRcCKAdgI6EkH8B2EkI6S0IwnZCSG8Au7ReLAjCXABzAWDkyJGCEwdU+WwOkmfmS5f+eqJrtDpqZnUvHHvDiaNxnl+/TkMP7LX8+tb/7W0p1NDh5244dMYeADQjwdr7l8wbiYyp+mKlxW/fpuDU87VFVYvtn/dXiPcb6RkGW/vT/n/d/UMO2ZlAQTEOf5uC9udXMO2n80Wlhs/LXe+DnCFsszKb6fcU4NCV2ejwSUHIXPm0NIggOKJpxm9CyJkA/iwIwnhCyGwAewVBeI4Q8hCALoIgPGD0+pEjRwpr1ohfyPOirgAgTrBZcb7lC4YhdYq9pZJtl/dypEODE0QP7IvGTfq91vSYWlKJs2P8e8I5nS9sRMnbWX6ZAFbEN6g0i26o8EpVniP1jb9v+hQAQAhZKwgCd8yk98DOwvUfnWP7OFh4fsgiS8cYTIIRmX4OwHmEkFIA5zXf56LxrOGWRNcMdYt3PY6N3aHoMqwFT5jBDmaiS2ODtN0OZV5GMqbEj/Eb6g64dpm0xf+Chs78a6Vf8Ypuz/yOXNuXz47c4t+sonvoyvCu1xEJBER4BUH4ryAI45tv7xUE4RxBENKb/99ndb8TNvNfVhu5XdrinYVP0740fD7lQfdXd0UPNG/nTmODrDPi6g64dlnUX5w7pQKs5XJL31DmZZfMYzcvO3MOch1P6gzl32XnXfzuUJFWVlAsdZvmhSfOywKr6Hb4xP0qdQICE98N1xhvWOZiRP9HXCq5ZAD7LL4ZrG7XjH035YSM23WLDj93434NFWAtl5t+xyo/8dVC7/fK63rtcvgPu9H+f90xecsOTN6yw7DbtF0UK+hesu9UAyG6HuaEnfA2nuV8xS6Az+0C+oXTu7yTz+12eZYLBwqjkAOdSHOS9Dt8WR39H67R3MbuVcTHtXko/5szl9mH/7AbC/v3wsL+vZBV1GhpH2YTbFO21ilX0E0vcER8A0UTogIywpHwPOpmrIrwr1OUH96Y5T2dOBw/GhYPQMPiAabbWUklYwkz2OGnwe01xdeK25VT9ZT51UDjzl2I7ik65NtKy6THS+YoC3zT+6zhhqvic5H6Z6Xj6/l6nqVwg5zCodGWXkf7uJ22QvvKTWsVXdp08fjLXspm7toBeHHdUCMgWQ12UWc1UMGlIYcdn/dHL438TjeQd6RlpWHxAPSZaK1Lb7CRC+XgM0tdcbtOwLtSq+qpHCQ9KjronXfloufrfIsqjixLllYMZhU1couvuk28WnyLG/ogcfIvmtsGArtZDT0HdBGu+fCPjh+XFq8M+8TLaggE0f9ZJ4kuAGbRrXkiV7ddD6vr5RVdQFxCa+Z8S97Ub9dSvXAwqhcOVtwPBHUP5yLp0XxpBFJ0eSts8S6PTXo0XzqpHOkh4Pj3bIs+yv4ltoSQL9NmEd1W8XHSAPybZ/56+l7FoKJrF8/phiZhKbxG7FAVUZELbcITeUh4Ig8l7/ifHI+M3Wm6b9oO3ApajnfPrTnSDLleacbogX2ROPkXxRcxcfIvzI0n93zJt0BATtwzPhfo5AovdchATemr2X6X2WavUfNxrbmDpY436dF8tDlPv1MDFVtArFTGglxkAVFo6WCFnmDlr2kVF+t7/knzEIk3mRaahGWowQyroYeY5T2ZBDjYtOrdS1o2OmnLLiljwA3qHs5VCLDblL6ajfR7rItFdKfT0HjgV1vHYEVo3aJ64WCkThczLk/W1Sue239DDjrP159wtJM65kSo4aoF4yy9Ny+vDf847EINYdmBwgw34r1WYrtuIBddwJemRdvzqOGtbasmkKILANHdreXEOolVsb1xW7WiYp4TxHc94Ce4FLnoyruI7P8qHZ0vKvXcbggTkcJrFT2367bo9szvyDQzL26nvVRZT2Anbt6NxQPM68iGCinXFAX7EMKKukUDETdpkyJU1fmiUuz6oh96XLI1aMclLqCIuEimY3i/GRnyRRSVz/hm8912umaiS+vV7sw5iNwNx6XHo9NTABjnAdsV3e55nSy9bn7NCuVx1GnHsNVUfDhUcT+10HxxQuUzOdLfq3yGefoeD2cUH/UbejjtdgHtSnx1i3wV2OImbcKyhiK/bYIpuh7mRJTw2p3BlS+iSH7Y+SW/vEucqeDK69XmDWkDAMjdcByNpWIlrPf/9qLhfiZu5i/gXfKWOJm1O/cA3laJKAs3JJyuPIY4vskxSnmWttDJT4zJD+dLf6+kR/JR9bS9lYNygf05s53f0NrO6rJhK8RNUlZjc6u7tF0aQQIyzCCEvEMI2UUI2ajz/BRCSHHzyCOEDHH8l6EiokINdmJae/8vB13/6azYqoXWaImzugvD0oGdDQuEUwEGgNsTT9fdDrDmejNuY3OoTsMSani7ZgVuTnDvGFiXAMu3c3PZsBWCHWoIMeYD+DuA93WerwQwVhCE/YSQCyCWo3V1OWnECK/d4h+soitPnKfoCSxPLQm7XRjerF5hKsBWuTnBnf3KOW1FV/x6uvVawnKSHnG/QJEWFS/kIOUB59+bdQ4AAJY1FGFY4VVBF11aCD0UEAThf4SQJIPn5TPIBQD0G+85RESEGuyK7t7/Y7801epou2RAV8UIBrcnno43q/lDAqGAkejeXeYvIG6dCJJWx7iyX7vwVGArOnYMh34LzZ8jTJgK4Bu33yQihNettJnt03Oxfbr9otJG1P57kGP7Ujveu8u2SsMMs1KMVuK8WshrL1CMnO5raf00j9/seKzEeatGHeF+jRw33C4PtEVQ6pT1KF8wzPwFriJmNQRiAOhG24Q1j1ssHTEhZ0EU3ged/E1oEfbCS9u6jy22/qXRCjNkriPo/VIeer/kXh5r7b8HIf5yzXi/I7yW1k8aALDzbuVJRC62ZgXIu0W18XtMnbnAwlvpaZL46hWHYcHM9fKGG5xyuxUvOFsSlKfkJa29DCBExDdg7BEEYaRszOXdASEkE2I39EsEQXAm5mVA2AsvZXmm+MUZW3yES4T1wgzFw/1X9DlZZ/eWkgpHRXfHfebOvOdrvpMIb4udiXGjcOxCZSlMdeYCC3UP5+Kt9DQAxk4XAEiWeU0KI+fL43p//iJ0ROrEH0fixB/FkyJrmIF2GpFjt8WVXZpAAjLsQghJAPAZgGsFQXC++6kGESO8lOWZMZIIA+ZOmCeTwcmuEnMzUhzbFw8l80Za7mvW9utCHLswC3u+zLBcA4JlJRwVXKFQrE8RG62/BJg6Xy0Bpq63bqb2SemD2pX4oHYlACD+aePjapiRq/jfaajQAkDr79ag9Xe+vw+9qvOwBiHkIwD5APoSQuoIIVMJIdMIIdOaN3kMQFcAbxJCigghrjf9C/taDVdvbcBH/foYvn5s8RGFGIcSJXNGIWNaYFK3fr9sNE75THRGNY/nIuFJ/jDK3WVbpdDFiPVNWDuM/dzNWveBZA2WRJeHW0p8HX6DdWLjhQquXGjVsHzGncZurYZu/bsJF79/sePHpcX8UfPDrlZDxDleLZZnxoBkDZaGnF13ujt5JkcuDJRgiC4AS6ILQBJdAFyiC7DXfdAS3fqHclH/kP7fKr2wLeZmpEjDSfRcrtbjB6/WXsRDwwfyMALg7261CLToerhP2Asvy4fy49o8CIW/SENOj7/nKcQ3c507uYe3lFToCgJvyUM1LPFdueg6yYj1TQB8y5fp/07Qp6CDdDv2uTzEPicKt5YAl2Yd83ts31LrJTEBoPaRXDTMyEWf2donDPXjB6/ORsePtDNsqMCyCK0WRuEGrfhuKBDArIawIzyPmpOr4o2FqcffxS/QrjtzNSfV3Mau6+31srGT/P0y/UU4NY/bc/zU9dLly3rUPWz8Ptdt869J0JB9SHNbKsDphW0N99llvL15kmuu/ElXdLXQE10nsOt6z914COdu1P59egSeFiG8rFABNqPkH/wdiYMZczRyu1bjvHpoCTBLbHfBH0Ygd8NxabCg5XIp0f+xf3keasuA9VyvPI0MEAsS0UH5YVAH/DCog/qlHkHCE14LZNzK15GYhZI5o9B5ZReu17CEGNxAHuc14/nKVYaiS5taNu7chbwhbaRhl8azIicToPzFbJS/mI2P+vXB7iV9sXuJ2Oh095K+2PWF+LeQN76cGDdKGhS9zA6K025YLAsZmBGORIzwhmrKjdaEmhYZ01Zj/5h9XOJrFGLourIzc7zaSrhB7XpprFcOXUkFAHN0ljM37tzF/d6BhrXyWMnb/FdCRpS/KE7Upd5fgNT7xTBG9wnb0H3CNul2ryurAAD3JgXnJOxhjYgRXhoDsyvA5X8zLy1J+509VantfGv/kisNFuSitH/MPt3tjlwyShyXjsLR8cqhZu+Y/czxanW4QUtE1QxorWx8Kc9woJM96ktgNdTthjo/Z7YzFd/tn/dHxs3OXQmVv5gtia0TxD2bZ+p6nSZcFlAEg7DP43Wa8r9lI/XP7B/4pyoLccO8ewAA8X91dnlx55VdsH/MPhy5ZBRivnA+7Uy+sqvNfoKLp6zwSxGjIix/fE71CkyzUAlN/bronj0sO977yzbhxbSBisei/9MnKCGGyudykPyQrA3P21m2RNhp0bWC3Tzerv27C+fPv9Tpw9Lkw+x/hl0erye8DFCHu23kCUuv33NLDs68dRU2jjB3kqwYpS6ZUfV0juXSiVZFV2sfxy7MQtuvlQJ1+PLRaP9vtvQoufgGSnTPKD6KnzPboezlbKTd5/v9nzh3BFr/sNb193eSXXeIDrjHG/6Gwa7wdunfXRj37kSbR8jGxzlvh53wRkyowUnU4YZtI09YFl0A6DY3HxtHNGHQ2ihpUPRin5TSN9jrMcsnSLqu9NX3lS/vtSO6AHDB/AdMtzGLLVPhVosuALT/9yrsvMv/krjkTf9wSqBFF/BlOshFF0DARNdqKyY5NOTQ4408hehesOmA7X17sBGRwnvgWnvFbGioofQ1dtGL7tZVGpQ9tyiPY+OIJmlQrLpHLbf7ceUI6fbeMb6OFt0u9uWzGokuTyUst9hxXy56vq50YNvvz1U0c1QT6PBCxXPKv+uJc0fobOk8u3MP2N7H6RMDUzzHW0ChT3getQmdPuBzdI9UFNl+z8Y9e6VB6TY3sPVZ5QKrBZ0ldxuzST2jgu1mi0FCjcrnckIixCDvQWdGya/ak5rfDOzk0NF4mBGRwsvDIxVFeDplqKP7/PVP1gVOnU+Zfodzy0HNJmx4Oh2YYWXptV5ecu8XQ0uMCUTBBSBNqh25RHvZN2+KmdWTY5tf2X7fx79PRJvzqgEAJe+4GBYNUA6vl8cbYrCGG4xEN/1uPtH79U/Z+PVP2TjtX2yTXqXvDfd7zGx10df16wAAcQWnIq7gVK7jAwLneo3Q6w0XDm53dlUBkh/KV2QxANDMOnmzegUybi5E6evO9008Pk4pmrHPm//u5KILABk3iRPWrgqwhyYRK7ws4QazEMOhq0SRGsoQEqt5PBen/auAWXQBIP36dbrPtf5vb0lk5VwYK4p1XfZvqMv+jfm9nCLxcTZx1As3WO0Lt/3+4C8QmF1VgBlJxicu6nzlzUfT71rFLL4saWRHx49Cm2V8hXbUoiuHCrCTCPDyeI2IWOEFzF2vltuNat/e77Gi5uYEegJstbYtoO16W/+3N06cuV0SWS0BllP5LHt8z+yLbTTBVv2kffHTc7tmy59DIdxgJrqAz/mqf870u9ivnrSyOuSLZNotXc1ciP7494kAoCu6Ru/p4R4RLbxGrpdlQq3Dx0qRKtLpDmNVdLWgoiuHCrBTBCrc4FaJTUrtvweh9t+DsOt2d0WDpv+RkeaNSfUcfdOP8QD0lx/vvCtXEj+a1SFfldhuqTKUYTaRSjETXDfxYrz6RLTw6i0fdmNCzSrp169T1Jet+jbZ9fc0cr3qCbZj3yXh2HdJmFO9gjnMQCkeLqDiw6HS+O1b/QptPPFd2pk5/vKNiL98I3q86Y4bpoJL0/+ENdZ75EWdI5a9VC8/loutOo2u3dLVfoLLi9XQjoe7tAr2AbiJVg3T3Uv64mnOCo2lr/ocYvo9StGyE2ag0Pqy8tss8cRA0PaPVQCAaTide9VaamE7IKvI73EqwKeeX4Gl9WIq1vhY9lxYoyahu27PdUSIB62N0lxpSEYOsiXAgG8Rxn1lW/Bymv/zTWeIl1ZRPxtPLuz5MoPZ+ZqhFn27CEDYutFAENHCqwWt7KRH0+HDfo/JxXZqSaXiuXk2mhzsvz4Hnd/TDoeEguiq4RXd8izty+pTz/dVbKOCm7Q6BlWjjBuTVj+Za+q6e7yZ54j4Wl3erRfD5sFMcHlgOZ6dd/kvWvFwl4gLNdxftsm0QplZTPDYRfq5l/MykhXDDnqiq2Z2lfGEWPJMaws17ivbojmMMFviDBiLrpz7yzZJt6tGHUHSamcaklLxdQNet0tju1q8nNZf+n1Tl8tDqLpdD3MizvGqK1bJOXiN6CL13NDiutWYGDcKS//xOibF+RznkxVr8XiKs8tCjdyumhlJ2bqhh84ru+CXr/oxN5KkVM/K0bzMNcPM9bKKLuD/t6Lia+Z8WTByvAmrlJkrNaMPS4/T20bohRvkKWQUGtvV4+W0/iA/xaJ3TDl25iizSlgWtDgZbnAaL9SgT8Q5XkrFC8oUq4PXZKPjhwXo+KG+e6QV+yfFZWNRXQGerFjLLLovVbG7Th7RpchFt/PKLlLB9P1j9iHumTzTnmZqEh8zf386icVCaqEYt2QVXT2MnC/v5B4lYVV7hdjWjD6sGPLHza4uAH3X2y06GjPLizGzvBiAsdtV7O/seklkd+YclIYTeJNroUlEl4WseCEH3YoEQ7E9+E0qOl5QbvsYAVF8pyfZK9BjF5b+ZtWzcpiEFxDFV2syyymhjXT2f5WOzheV6j5PfoqFcHa9q8dgtHhCD7tlIU/r11M4fe6VvC+zxNdjX/fKQgYSeYxQi5QH8g1F12lYRHf/9e4KsxX3a0T85RsVzpdWbCvPOuqI6Br9DZ2K+boBGTlI6ghihJHousW8GqXL1RNdb9FE8Ahr4TWK54YSMct7Srd5Qwxqdtxj/mWhjldLgHncLoWKb+2/B3HXr7CDE7FeK7CGG2K+WM3cGWT/V+m2jqniw6G6z9V8Olhxf2oCW2aF25Nq3pJhfcJWeM3cbihABffI2J1BeX8tAeYVXQpdrOA0RifPqr9avzoo+YeYmTJ5yw7u17Kk8jU8wOcW9Zwva5gh5Zoi3ecSrviF61gAMcTmETzCUni1+m05zYTNe803MsENwe31Kr9L4c14CDTjN+0336iZmOU9UfKPLElY1dDHM24Vu1ss7N/L/gE2c/KHBOl2jz/Wcddx1nO9wSgA1PGCcjQsHuDeGwjekmEjwk54nRZdpybWnGBB7UrTbVhCDWqqngruhJ8Rr1TlYelAsU2RWoCT/uLvzjflpyDj1kJJWClqwbWKvMXQknrlvlqdW6O4zbvsXO565W6+94t52H5/rqKGhl49DTvteX6dotxnn4mbLe/Lwx5hJ7xOU/Yv/sR1t5gSPwaAsQDfcuuX3PtNejSwnTB4uDfJdyKRC7BemCHlIe2fJePWQpTM0Z7o4gk3yFsMTYg1LmJe+6h1p6o+qfR+MU9RQ4PeLn8xWxqAf5cIs6puck5boB27dsP50iXDnuPVJuzSyb6tGOBKmCG9sC3i2+2T7v802L88JA9GaUTHLshC22/YnNmC2pWYEj8GEzbvxZIBXc1foKLqqRyF8Ja8Ocqwf1koU/Fcjq7wUkr+6Z9VlPF/ztebBURHbCbOgWDHfbmOF5G3m07WsW9PYfQ/rnH0mPT44axXwi6dLOxWrrGKbnphWwBAadYxpu1Ls46hFPbEtuvKzlKTyc4XlZrmcLJAXTCP6FY8L7rFlAfzEX08PB0BAJTOH4H0G3z9zMxE97bSMrylkzygJ9pmJyIqruqww4TYLEyIzULb5b1wbCz/BJ6TmInur1Oydd2um4SrGw0EYed45Qso5JkNRoJcPcv/stXq7L4WcsHVwgkBNoM6Yy1qH81F/FPilzMUHO8rVXmKEAMLLG430lGfiOS8XbMCNzOmkbHghOPNmjPFseMx4qezXw47xxvWMd4X0wZKQ4/yD4ci8bF8vwH4iuFQd2yEUfcFI9EFfJMq+79K587nrH8wF2OLzfNZs766T/c5KrpJq2OQlRn8yURe0QXY3G6waLucPXNi1+250hWJnJrH7GU2aImuejLNCKfjvAICE98NV1cd1sJrRvmHQ5FqkP/Y9ivx8rE065huZwAKrRNABbjrys7cx9P5olJu5xv7fB6WZ8aYim/GNGMXu316LqpGHcGvp+/FaSv4Y8WAWEHLShUtOa9UuZPa9la6ecUfK38zp+nxZh5SHhRPInIBTpil/XuRp6yp3W7lR0N03ydY4QUPNiJOeGnxGACGoqtG3RlADyrAZi7XjMOXj5aGnPoHtZ0Pi/iyYlV8o35eb7lWrJArioQVt+sUe8fsR9eVnVH/YC4OG3TD4KXhX9rlQdVLd9VQAQb0V8upU9bkHYGTr96g+Zq7y7aGhOgKAgnICEciTnhfjl9i+bWs4usE7f+9ShoAEDWkPwDjNt3LM63XLuj9knK/v55uf4EIC1RwSZ62SBhhJlxW2DtmP2Kfz0N7WTF2u3R9WzsMQpfustQG1lotRz8TctzoCOwReCJOeO1CxXdx3Wqpfm8gaNpgXIBcj8OTRuPwpNF+6/VZmLK1znQbo9CCuhuHFlYEl/KHL+63/Fo9yj7Q/nmcdMBy5tWscK0nnB7Pll3ItX3D4gHeYooA4wmvBj9ntsPEuFGKymYHr8nGwWuybV/ud/i5m93DAyDOcANA+0Wr0H7RKsV6fVYRXtAvzlR8jUIL8zKSmcSXhdLXR6P0dWXYRa8lesk7IxWX3E4gd8CHv02RhhF7bzZfEchasEYLqyfj9udXcJ1I3BJdr0iOPp7wqhi3UbsANS2iPrGjc/2wKFqXlHbgKZryeP4lAHzlHnl54j0xZeiZytVSWMEK6Xet0hVaNRk3rbF8yZ12rfnfr/35FdIwQi/EoObJCu0UMCs4/VlxtV6Dhy4RJbwNM3Jxg81cxmWDOho+f29SruMz81acjV4+Jy8ZN4r7Sb97lUJ8hZwhEHKGIKq98aKS+KfF38XDyaO4wwof19r/PcYVnGp7HyyoHTCL2+VB7zMlF9qoIf0NPytHL/YtmWaNYbvldgWvSI4hESG8DTPEyYs+swMTS7MzM3/ojD2ofjIX1U/mOu5etDA7SZS862trJK+1W3kXAcnfgKbDh03F102iO51m+Hxd9m/M+9KL77JAHTAVYFa3C8BWvz5yolG6zXOCppPE6rZHcjy3GzzCWnjNBJcnsd1t5FWlEh/PQ+Ljeag/x/28Up6TRJ+CDtLtlGuKpOLbWi3vAaD2EXupYVfFh18HBJYQhBUu+mI6ah7PRc3jvt9J9IAMNG5mb2TZ7svVkuD+nCm2ZlL3laMinLCqvesTal46mT5hLbxmDldrDT1ppV2eQi+26wQXbDrgV1UK8E/xcgsj10tDDX0KOqAh+5DiOSq+Wt0Pah/JlcIMwYY13MAS3+XhjtIS3FHqTIff9HsKkPBkHhKe9P1Od43hz7WmgqsHFWGWbsoe7hHWwsvKU5WFeKqyELOrCiCcPAlAKcDRnU4zje2ycvTiUdIA9EWXsn26+67PzPVOLanElte1l12nXFPk1/3ACdF1Ir5L4Qk3OMkb6Rl4Iz0DAAwFuP7BXEX7JzmlrzqTsmgl/9zdnnbekmEjWoTwPpqchUeTszAjKVtaISScPCnFDxsP/AoAmLRll+m+FtYZx/bafblaGt3zOhmKLhA412vEvIxkrpVOvKI71PlEED+MXG/JXGdLN2rV930jPcNPfOkqxNjn8zS7kcQs74n0e/R/7zxxZI/wokUIrxz5CqGH1i3nfv3kOOVsttGqpN25B7j37waD1gb3z1w0zLr40pOiGT9t6oeSuVnSkJNxi1iTo26mu1cXavdrtAoRCF4vvkDhxXj1CVvhpRNrdlCvg1/UvwcA7e68oQRdPOEGPBWteCiSJRTsvyEHV8XnMlWFYyVj6hpk3FIoDS3ins1zRHzN+rhRAQ4kZrFdj9AibIXXzdQxreaQb1aLdQN65itjwWbLQbvndTJ9P54478K6fO4c3o0jmgyfZ1k6DEByk/3X2quf33m+eAlNi9QbCbBZOhkvcc+6H9rRi+fqceyCLBy7gD8c8ljFOu7XBAqv9Y8xYSu8evCIwp5b2JPgb08UF2bszBGzH9QCrAdLuIE1zruwLt8v1OEEj/88EQBQvmCYYayXusktI07aFl85pVnHFOIr7/bAGmrgwY7rZenfxhNCWFRXgLbfFCpaQbGI8GMV6zArZbjf44vr2IvcP9X7B+ZtPZwlooS3/9pW2DLiJPP23eaaT16kFmpfwlEBdoL6B3Nx6KpsxVCjJ7pmHYT14rslb/u+3Bk3i1/61CnsgVie3zNFXrJTjbxFE2sfsyX1hX4teViw43qdbBevh1k/Pj3RBYCJcdoNPykfyBqpXqvTscQRBHH1WiBGOBK2wtswI1caFB4xYHW75VnulomsfzAXsc/nocPHBYqhZsvxNpqvlzey/E2jMMrGEU2K1WlUcKnY2sFJ18uCXt+zSEWri7GR6FK0XC8VXC2x3XFPaM9pRCJh3XPNKntuyWFyu6yUzBll2gFCCyq6dniyYi3TktRfv07DaReytcc5evEotPsytDoRm13NVP01x69lutNM3rLD1PHGLO/JHWqYFKc9oZla2A79T9ku3R8eU2kquhS7ztZuz7X26b2Ffq/dxP2+Vlh34TNez7VgU/GCuZN1QnRL5vgu6ajoyh+TM3nLDr+4ohXR1apyxVoHgFV0ATCLbt3MXN3OCVawE3u1Irq87xff2vni8XqiC4hXW0sHdpbG9CfuYNrn2b8cxrXxY6ThEXpEnPCmPJDPJL4sHL58tG7qlpbD1XqMuiQaV6ybmWvZ6doptuI0dTNzEfdsnmbnBEBsZcMrykaxVysxZTvvJ4d2s34xbaCU3aIHr9vVQ2tuodP75ieXyo8z8dPg9jj7F29JcCgTccILiOKrB0tsl/ZBa//vVVLqFhVgPVerpuEB0U2pL03jns1zJLzgNvISg1qYidaMpGw/UT72XRJyNxyXhhtU/ZXvpGvkeuWCS6HZLW5jdW4h+apiAMBPg4NXUQ4Q08m8BRT6RKTwarGgdiUW1K5kCjPQPmhy0m9Yi6X1ay3Fcp0mEM6XhhusZA0YkTekjTQoWiLcf20rxWDFqTjv/WWbFIKrhZn71UJeWGdSXDZ23WEe7ih9fzhK3xdju04sHPIIPi1GeKfEj8EUg3iXutuvXfq8EPwaDFa5pcRX9pBmDTgtwHKoCMsFdsuIk4rhNJXPis6YOvft03Nxf9kmTZerhxX3Ky+sAwA93sgzFd/069Yh/TpxsQRdOCQX4MqPM3VfG7yQg1ckx4iIFl76JdJCXuzm8OWjNV2umvGxoRNjdZO5Gf5paYFI23JKYGnt4w9qVypm9+Ukz1Q6494v5eEv2y5lElyn6fGGKKZlL7Mv1+4zO08S3xP79JcLe/He0CSihdeIyXE5iBoqVuBnEV0eaHxX9/k/h+7lotztOk3bP1a5tm85tCKcelZfT4TtcvKHBFf2awZ1vxm384e/ApG76y2g0KfFCi8ANBW5U4HfLMzQ+bzths+HGrRmbLlGQXRejn2XpPm4lfb0vFwbPwa/fp2m+3zni0pdPwanYekmPKfgTOn2ri/6AQB6vRq+obBIoEULrxWW1tvPKIgZJ7ZEP7Is2fa+AgGtGZt6TZEj4qsFT2dkO/DkM7PS6twax/dplZI3/bNR5KsUe1yyNWDHEipZDYSQdwghuwghG3WeJ4SQ1wghZYSQYkII2yoVG7RI4VWnYy1rKMLM8mJH9m0WZpBDBTiUoPFdvc4IqapuFLw0rOmNXbfnSoNy6Ep3ylHysP+rdMX9u8u0Rerusq2GNY5ZCuk4Be3/9nX9Onxdvw4Zt6/G85WrpHFbqf+JZvvn7jdZDTHmAzjf4PkLAKQ3j1sAvOX2AQV2sX2AUU+U0OW16nSscX2GSrdnlhfj2VT9WWKzCbZQy2bo8HM3HDpjj+KxVvFxOFmrXQqy8azh+L85i/FuX+ePpfKZHCQ/rJ3u1eGTAhy6MhsdPjFedPFUZSEeTXZ/ou/usq14La2f5nPi4/qlNq0W0km7z/oqwAtjfSbtwWRnM3SsIMZfQyPjQBCE/xFCkgw2uQTA+4JYP6GAENKJENJbEATXYoItyvGy5L9S0WVxwJXP5uDIsmRpANCMIbI4DN6ww2+Ts/HbZH2X2OHnbgDgJ7oAdEUXAKL/sw7v9k3kOhZW9ESXQsXXCDdFVx7j1RPdcIU2LdVqXOqBWAC1svt1zY+5RsQJr92W4xS569UT4eSZ+YgZVykNwBdDpAK8/fP+6H3pFtP3Yw07ULE9dWEBTl2o75C0BFeLxrO0w1k83SFY4r6Vz7CtKDNzvGb0XdNa97llDUWaGSUNf86VBgusoQS3Qw40F9mIfTeK29CmpSnXFDF9Hp0ggHm83Qgha2TjFs5D1bLmruZLRFyoQasR40tV+ZieZL1+g1HoQQ8qwIH6kAPaYQUjojNSgf9odzGQ18c1g066GcV/zdyu2yxrKMK4PkPRB/6fjz5/Yw8PsVQoCxTqXGQturzbIhpm7rFZnawOQLzsfhyABnuHZExYO1758kstaD3T6Uk5eKkq8j+APKLrNOqMB7rENdBsG3lCcX9ZQxEAZRyflQPX+p+seUSXV6B5FlBY5ZWqwM1BhFEe7xIA1zVnN2QD+NXN+C4Q5sKrXn6pJv4p34fMjuO1g1HeqNOwXs67BXW8EzbvlZa42oXGfJ+qZFuyHN1fzEwYW3xEcrlW6fRBYE/WPJNrLGEGLe5NCt3FO25BCPkIQD6AvoSQOkLIVELINELItOZNvgZQAaAMwNsAbnf7mMJaeOVul6VgSSi7XtbJNaO4rpM42QH4+PfWJ+tozLd7lH7oI7p/uiS4jVvECbLlmTFI/oI31Oc8bsV5WcIMADBivZh98UhFEQDrgm2FUMnjFQThakEQeguC0FoQhDhBEOYJgjBHEIQ5zc8LgiDcIQhCqiAIgwVBWOP27yashfeN9AxJfFkKlthxvfNrVmgOszKELAn7R5Ylh2ROr1Ve/WI8HqtY5+uC+2IP2/uclng65jSfXKnIUhq3lEqCKyfjNucqye1e4kJ+XQBYO0z8ij+dMhSAKNiBFF8PbcJaeAGg9kRXv8eMVpdZcb2L6gpwQ8LpmoOWITQS4LqHjS/vnBJdngmsnvkd0VhS7sj7yql8NgfJM/MxK2W41KamzbeFOH6+/TSwaVfcBgCaIuuhhDpdLTzxDT5hLbwTNu/FkgH+wmu0yIHX9Rr1xJIjF2C1CMc909x9wkSAWdHK301YJRa+nrh5t+nre+Z3dLRLshy9S+A239osKzlqMLD6F8n1Rhp1D+cyfz5YRJM6XT3cFl8BgQkzhMoiDV7CWni1RJfihOv9feJoJtGVk/SXfN1i3HHP5KHu4VyM37RfGlY4dWGBtICCjprRYum/xQO6G762+slc10TXNZpFFxBDDsGg+4RtzBN8lKq/5mBh/164eqt+ZhIV27hn8qQTtBnJM/Nx5BK2Tihm+/EIDmEtvIDoerUwW9r7+0T/ZZXqx05ZvEpyklYoXzDM77Gp13yraGAobTubz33QBRRmCykChWvuSSa6Vih5y75AUXhXzdET8Ef9+gCAQoDlgmuFmC+U8Wt5felQQQjQCEfCXniNXK8e05NycMpi/xq8Wo/ZIXXKer/Hlg3qqL3tDPGLwyvAlLbL2XJGT5ymH/ujpBe25VpAAdh3T8saiqScWwU2RNdN9NyvUayfCjBgLriTtuziOp7JcTkofT34NRo82Ah74aXoOV81U0tCO3vAqgAfG8uWtpR2r7k75hVdFrTq7cprWIzrM1Q35/aZytWKwYOdzIbd0/T/Bo8mZ+GpykI/AWbp+Vb9pHksd1F//0wQvY7XIYkQOulkoUjECK/c+cpFeGpJpTQAYF4GXzEaGju1ijzcMG4je2zVigCzuN55NSuk46JDr/whK2ZhhppPB2vW2+196RbTPNfS+SPwcPIoxaD1B8yQ16Ydt/Gg5u9/0NoozRKPu6floPscYxF9NDnL9Uppk7bskiZMMxJ8vyutOYz0u6xdsXkZDoGHCGHQO2PkyJHCmjViTvN5UVcE+Wj4KXlXdCoZN1orol4+O0cSYjvMq1mBqQnWJ6fUZR2fqVyNh5P1Y6h6givHrPZB6fwRSL/B//e278YcW3UIxm08iPpjnbBxRJPf44B+SMgJqp/MReLj1mK75KdYCGfXO3xE/nzf9Kn4foSstVIHoV1qrJDw/DTzDR2g9IrHLB1jMIkYx+smdibYAFFwrYouL0au147oaqElunSVGovo2kFPdLU6MLxe7d9rbdmgjn6iSx93U3R5UfeJMxNd1jiv53KDiye8DNSMPoyEVe0xtvhIsA/FFNZYrxzWehLJD+fj4NXZOHi1fopdm/OqAQApd5vnEwPmhWS03K4RWo0f70oco7GlOTQsE0zkzTop6g4qctLvWsVUoCgQqWRejFcf14SXENKOELKaELKBELKJEPJk8+NdCCHfE0JKm//vbLYvK3Rd6exuN+/vieWZMQBgSYDJsMC1DZe7XifFo+n0oej4UQE6fmQ+QXdyO9sJIHfDcTTMyJValdPbDTNyUf+g8SQUa6zXKk5fIfCi1xXZrKC/VoGiymdzPJcbQrhZj/cYgLMFQfiNENIawApCyDcALgPwoyAIzxFCHgLwEIAHXTwORzj1fF/bcyrAgCjC8vuAckXd0YtHod2XqyGs3xSYA4Xoetsu74Xqz1IwlaHzOGsDyKgVRbaO64zio9LtnzPbIXfDceQNaaOokUtblrMQiFqzrHHx6P/0QeNZbCVcrcZ39RDGDAUAkJVFqH8oF7HPifvf9UU/qbllMBZLhMH0UdBwzfE2V/z5rflu6+YhQOxv9F7z4+8BuNStY3CK3wxaaC/PjEHTj/Fo+lGso6xextzuS+cKtfBwbOwOx1p4N50+lGv7czce0nz858x20gCAY02BqcOvFeNlhdX1soouwJZOBmiHGbQgK4tAVhYBAGKfy0P9Q7lcTVc9Ao+rMV5CSDQhpAjALgDfC4KwCkBPWmS4+X/7patcRu52tYg6pxZR54gtm/QWdKgrarmJutj1DhtdZZtOH2rodK/bVuv32A+DOjDt26yeAAu7vjDvjWY1xksJhVivFovqtEM+sS+sQp8X8gLayl2NAC/Ga4SrwisIQqMgCEMhttIYRQgZxPpaQsgttIfS7t1sEzVy9o6xVgdBCyPHy4qdilq8qWTqYte9Lt1iWXzNwgvv941X3Ndzu1oYVdAyo1V8HABI4sIiwFYJdqxXD906Ik2NgT0QD24CktUgCMIBAP+F2Nt+JyGkNwA0/6+5NlIQhLmCIIwUBGFk9+7GhV9CCaMZ52BiRXx5QwwAu9sFrDneqA7i/tWdkvXcnZ0wg1s4EePVc7sSUdG238MWAgCBBGaEIW5mNXQnhHRqvh0D4FwAWyH2N7q+ebPrAXzh1jE4hVGooewVpevQmnFWu8Cddwcn/qYnvnrpZKyTaVrhBjN43G7N477fV9MhY0etdr52wwy8RP+nj/lGYI/z6mFaNc9zvSGNm463N4D/EEKKARRCjPEuBfAcgPMIIaUAzmu+H/LsuFf7i8JS+0DtAnu+lueK+LI0MuzV3PV4x+f9JRFmzWrQg4YbeMIMrG53YV0+Ep5kd4g9LtkqiW8w3C6dZDMT4MTH81D2UjbKXtIWUHUq2evVK0PSvXtYw82shmJBEIYJgpApCMIgQRBmNT++VxCEcwRBSG/+f59bx+AkvV4Rv/x6AiyHJdzQ8zU2MeGp1cDTyLDXpVskEdaCN8xAfoplDjOwuF1a5nBynO/nb1g8AA2LB5i+loYd3HK7tHzofINJN70sh9TCdtLttOkFSJuufeK+cNafFffvShzj9/MEq5MzK2HUZTjgROTKNd7FE62StJNdtToC9Holz098D1yXIw3APMFdjZ77faxinSM1GgKBcHY9TvyRbbk8i9uVCy6lz8TN6DNxM/Mxlb7qTrt0Wj70Bo5JN+qAy7OOmmwp0vVt8797+nXrQl58PbSJSOHdO2Y/s/i2SkrAyaoaP/GtezhXt2Yqdb+Z68TAfqf386VhhZ6v5WH/V8p0s8cq1kk9y8xgCTEYIW+nU/7hUADWFku0/s715qxcpN/jboH43A3HmbflyfPlQWuVWsjgVULXJSKFF+ATXzVGoiuneLj5X511eXHni5TpZjyiyxNi0ELeTif1miJb+zLDTgqZhzae6w0/ArN0KEhQ8WXJ6T1ZVQOAXXRZocuJF9eJK9gmxo2SbtP7rJT+fTTS71TWXLUruna4YNMBfDOwk+7zWqGHtcMC64pLX812zfnmDWkjLXtmgQwb6MrS8fTr1vkViH84eRTqFg1E3KTALVVXEr6LGwKBV4/XAiVzRiFjmvlSYJ4vpZz6zwYi9rJgfWG0oQVpaH2E+8q24OU06yviIgWrf2M9qj7JRNKVxY7tz6r42q3H2zYlTujz1B3c72uFqj897NXjDWfedLh1uNUvZOxlm1D/2UDd7ghOwpoC1uXdfEVRGquia5r4z4BWE9Fwp+qTTACQRJe0bevIfuMmbULdosBVxlPgxXh1iWjhPT7OnZMgi9u1S+xlm7BxRJNmsW4noILLkgJ27Lskx953Ulw2St8YjdI3rDdm1GoiqsX4Tc4tG3cCo9KgapcrHDtmKr7y1DQjghdu8NAjIoW35jEx7tlmGV888fZE59bk88x4a0F/Bqc4d+MhhbuVC+7McuNL27Z/rHL0WNLvWIX0O5zt6KzF0oH6k6t7pwa+Nq06vktdru72x4ybjrKmpgEIvOv1ml0aElHCS8UqYZaz9U6t4GTczypysf1hUAddd/tsqr4AGLnd+8r0F2BosaReuyW6G5i53a7z8v3EN6uoEdWz3BNk9e/SyViuGUENOXj4EVHC64TgOhHntet2Aes/y1DZVbiR2KrRc71Ou10tdtznrLsfv2m/oduldJ2nzLsuHBqNxMf4crFZT7DHvkvS/F3S7tdGkLZtcfDqbNTNtP57Wly3WhFyoB0/XMWL8eoSUcIrp+YJdz5YJXPM07+C6XaLLM47ables9iuE1kNO+7JRa+X/U8yO+7LVQw3sLuybd9N/u44d8NxacjRO4HNy0g2fR/h2DF0/KgAcc/6/5523mX+u1lct9ovbZGn04eH80R0Hq8VnIzzhiP91/o+EltGVDm67wmxWX6P6XXJ0BJjANh7c460nFarnkTUiiImtwvYX9nW5Z18SXy7vCMek5Mn3UNXZqPDJ8bH2PN1YwHVEt3AEZ7x10AQsY434Qnnzug77snFjntEZ5ExbTWE3CG62zoRZggGJe+K9SW2jDgpDZaCNLzQOC/9ffIir2EQtaLIb1CW1tuvi8wS7+3yTr4kurr7WTiY+71ZRFeL6DSlgw6e6HoYERHCW/YvZ/M6x208qLjf69U8hTMjeRsAAELuEIUIO51Mz4s8vstLxo3+QsVTkIYV6nqd6genx/hY/UJFrCGGxMfyHZls69zhd8PnZ1cVILpnD0T3FLtgWRVdAGgs88WMv64Pch0HL8arS1gL75Fl4tk97U+i4jglwMsGdWTajuRtkEQYCH4mg9X4rhFuuF477L3ZnhC+Wb2CK8Qgn2y7emsDrt7aoLivxYlzlaLf8YJyze1mV4nHMSMpG407d6Fxp9iMhVV0zdq1Xxjr1XAIVcJaeNWk/Wk9Kp4LfH6mnO55nRzfpxOrvazihusNJrcnno5bSoybl6qpeF78TH3Urw8+6ucrcP5Rvz6a4tv6B+0wR/nflE57RpI7ZSs9Qp+wFt6YcZU4sixZGgAQ958TtvdrpdcYZXfuAdvvDwAdfu4m3Z4Ul42yV7LRp8CXGnbsuyS/rAM3q1Spne+RS0bhyCW++GGorRIzYm4GX/PSlAf1Y7hyITYj9c9sJ9A9t7CZh+SZIV6r2Qs16BLWwguI4ksHwL9aTYuoFUW2xNcJfp+g7JmVdm8BGrJ9K8/a/rHKL0XJamFsOrFmxIz+3ynux3yxGjFf+JZOs2YShAq8rjeQdJvrjKAGPcbroUvYC68WTtRosFIIXIvy2Tlc7XsAMXbduH8/ojuLYqZuqGmElcLYN49YYToxt6BfHPd+3YClMwOl6in937uZ671uW60UYghFzOK7QUcAvC7D+kSk8Fp1vU4Ug0laHaO4nzojX9G+h0WEqXun4qvVUNPuJJOc5Zkx0sScncwILbRCEMe/T7S939pHzdPRkh617hzf7xtvGGKQw7IUWh3fNcMs3GAlzFCpM/9R8rZ/frWHu0Sk8FIOXRXYyYuk1TGoGmXccYKK8J5b2YSz/P5+mo/zOD81Y4uP6HbGkGdGOCHCNAQhF+A251Xb3m/8U+G18oo1vkvpNjefOdarhzqrIfkh7c9Mxs3u1NDwml3qE9HC2+Fj34f90FXZpkLc9o9V+KB2JT6oXWkpxmsmuqzUP8S2uIDX9VKxXZ4ZI3XGMMLJ9LSlAztj/Kb9phW59IgrOJV5W6MQQzDgdbtO8XX9Ol2Xq8ZzvYElooVXToePCxRCDGg74mvjx+Da+DHcMV51iMEOsc+xuTkz16uuHsYitnKOXOrsqqelAzsj6cpinP3LYemxvVNzpGFEXfZvzO/DE2K4blut4v72z/nrT2gthaaU/y2b2+1Sus3Nx8e1ys8Ca2z3kYoiXBg7XNflqsm4udB58fWyGnRpMcKrhVqI1bg5K9ztH2xfiKS/sG3365RsxQCcKWLjNl3n5UsD0K6Ty+J2F9UVWCqu/tJLkxX3e1/KV+oSAI6fn4X5NdpV7ayKLgCcUXwUV8WLVz9UgFlju0+nDOV+P7dCDh7+RKzw7rqD7XJd3VZdzoWxw5nF16kwgxbVT5r/LKctKFCMcEVdqhEAnuzzLdNr0+9YxSW+e27N0T0BRv9HzM+dvGWH33Py6mPHz89Cm28LcUOCdnEl3owWOT9n+jpMUAF2mpK3s6ThOF5Wgy4RK7xOEYxll+pJrcTHfZebJ88xz7nV4rbSMjuHFFSm6oiaFjydLYyuOhrPasDkLTuwsH8v6THSWlwSnjekjbQ8vM23xi5RntESSB6pKDLdpuTtLGTcXCgNj8DR4oW380WlptuYuV4r8V2jrAajSa1WP1qruvVWepql19mh5M1RaJWUEPD3NWJB7UosqF3JtK1cdAFAOOGrPBedkcrdgYOVX6dk+zUhLXnH+f6BbostEQIzggUhZLjGSCWEmJbbbfHCGyz03JZZChdrCCXYlLw5Chm3r8bJqhpX9r97Wg52T/OdvCbF+U+UaoUdpsSPwZT4MUzvYRTiaSwpZ46hm4UbaEyectqCAr/OIRk38eWmP50yFL9NzsZvk/1/L14Gg2O8CaAAwFwAbwPIB/AxgBJCyB+NXugJLwNm4Qbe+K5VtwsAPd4Ij/zVjNud78R8R2mJdLv7nHx0n2N8GZ9+xypTd/tMpf5xykM8Q9f7nxRZay/rhRuo4LoRk59dVYBTF4oDgCTANLzgOoHKaAhuVkMVgGGCIIwUBGEEgGEANgI4F8ALRi+MKOGVX0b2eCMPu77QXnwQzvx2hfW26E62abfDT4PbW3rdG+kZ3K/504RbDJ9/OJktZa5omO+kaLfOA6/gWqm4p658durCAjTMyPViuc7STxAEqZGdIAibIQqx6QckIoSXiq36MrLHJVsBIKIE+NRPrbdF521cGfM5v2stedOdjgdyt+s0eq5XbyEGrfPAU385cx1B5jqC0vkjDAVXK083hTEXl0Lr/KoJbJ+1AGU0BDerYRsh5C1CyNjm8SbEMENbAIZlEsNaeOWCa0SPS7a6Kr68k2tLH5mN+TUrFEPO/utzFCNcoHFdI7KKfFXXyl9kX9Flxe2ywup67VA8XEDxcAHpN6xF6Xz/zBQquCFf6tFDzg0AygDcC+A+ABXNj50AcJbRC8NSeFkFVw51vxQqllO21iket7JogjfGe0PC6X5DTpvfmtD5vXxpUC7YdAD1nw3kPj4r8K5aYxFdQGyhTkm9v4BJfO24XWH9JvONdDBbAfdUpbXLdiq+cnfrpuAeutIruO4GgiAcEQThRUEQJgqCcKkgCH8TBOF3QRCaBEEwXGoZlsLLI7hy5GX+qFgu6BeHKVvrpGE3b9eJGeP2i/zDCRdsOoBvBnZC7GXWhcRNjETXKKWMRXzddLuBQCu7Iv2GtQFzt+pWQlpt6V0hwifXCCHjCSHrCSH7CCEHCSGHCCEHzV8ZpsJrFb0yfwv6xUmDhycr/HNqnV7zfsGmAwCAbwZ20ny+5N0RfoXMWQqbUzr83E3R7YJiJb6rx8mqGiSs0p9QS70/PFfabT3W2/D5hgfEdLS3z/+n4nGri2C0iFneEzHLeyoe6x51ErOrCvxivdkbTiB7wwnTrsgezLwC4HoAXQVB6CgIQgdBEJgaNoad8LImv6txo6j14ynaXyC1+C6usy5ieoIrvdeNa6UOwVSEtToGq6Fie+iMPTh0xh7Nbcpedu4StWb0YcPnP7D4d2WBDDMOz9T+exDX/mh4ip6o36z2r9PQ8EAu+rwgTma9kMrf3p2VI2N34sjYndL9mOU9cUPC6ZiRlO2X2VAwpDVy2gdwBWOEO14AtQA2CgJ/ccqwE163sZOuJWfySF/8b2Ic/+SNle6+chE2Q09s5aTdV2AovqwZDEZul3KtTviI9tKzSs1juaZx3vjLNwIQMw+06JnfET3zRSMzZWud35XR7Ym+GD0VYSq6lAfKf+E7cA1YanZsyufrJ+dhiwcAfE0ImUkImU4HywtbjPCydhNgSdfSCjGooTmfLF8WLdzs7qu+NDUi7T7tMADrZBpg7nbdouaxXCTMUgpgyT/EKxEtl/vzi9on3Z05B7EzRwzdmYWj5CIsh7rek+eMsLzsW76gQ4uK53JMU88CWrEu8h3v0wB+B9AOQAfZMMV0TbGHkicr1uqGGLQw+7KEA2UvZ+OuPyorhJUsD8x70zZIvGiJLgBk3FqIk2ePQPzl1sTPKo9UFOHplKFo9eNaVM/KQeJjzsdZefN9PWzTRRAEw6XBerQIx8sb3zUKN/CIbqSQdl8BvhnYSTF4lgSzhBqcRkt0Ka1+CqzoAsr6uFZE1+qVkxZuFfdRIKAlLKD4wawmgx5hJ7xT4scwT7BRwWUNM5hhFGIwKm7D86WxEtt1k9b/1Z+5n6dT/NsKbk6useJUzQR56yaj8ozVs9gNgZNXTuFQIN9pCCHnE0K2EULKCCEPaTx/GiHkS0LIBkLIJkLIjQy7vQPAt4SQIy0ineze2ouk27V/yUXtX7SFzargbj9T+/GlB4fqvsaouE2ohRvks+BmnDhzu+5zrHVy7+35A/P7OUHNY4Gv4CYvoiNv3WTUCSLxsXwm8XXS7VIC4XpDpSwkISQawBsALgAwAMDVhBC1w7kDwGZBEIYAOBPAi4QQwzXhzeljUYIgxGilkxFCdNNpwlJ4d+cekG7H/zUP8X91Vtj0imnLV13JcbIlupuTarwYuV05O+4zFobpSaK4jFjfpLuNXlYDYD+zwS0qXvCJpryIDg8sYYdQO3GHIaMAlAmCUCEIwnGIpRsvUW0jAOhACCEATgWwD8BJm+/7gd4T3uQaJ1lFjQoB/r7pU5wXdYXp66qfzDX9AjUsHhBQ4aVhDb33NHK7cnq9rPy5XqrKl8RWztphURi38SCWDfLPMV9avxZbToh1RdT5p+f33oylVxoufVdwNM6wPokfv07JthRmSHnAmRCWW5NtRgQk3BDcjAM5sRBzbil1ANQTOX8HsARAA8TMhCsFQdB3CmzoBqDDTni753VSOF494gpO1exMW/OpMpk94Qq+/Eoqut83fcr1OhbXEijRbZWShJMVVdL7aQl+6//2ZhZeNVqiSxl9ShmWwX9Z9vhY/UnL5Zkx6AB2YezwCfOmAMTYbt81rbFtJJ9gsxD9nz5oPKvBcJtAiy7lvrItkRLv7UYIkVeKnysIwlzZfS0BVJ8WxgEoAnA2gFQA3xNCfhYEgSlmq4PuqScsQw0syEW35tPBkuAmXPGLYgSS/mtbYfeSvti9pK/uNiVzne8OQJsz0nGyokrxvJbgs4ju1BL+VK9ZKUrRXVpvnGGwsI5flFr17qX7XPR/+khDzraRJ9B3TWvu9zLDTHQBvkk2J3k5rX9gMhzcZ09zMXI65qqerwMQL7sfB9HZyrkRwGeCSBmASgCulTSMWOHFj75E92CIrJr+a1thy4iT6D5hG7pP2KZ4rvTvvquejFvEFW9OCDDtkECbM8qbNOrRsHgAU2y3ZN5IzMvwj72OLTav1PZYhVgBbmn9WkOna5WT23f4CSul8awGNJ7VgN0fJPo954bjZcFJx/tSFd++IsTxmlEIIJ0Qktw8YXYVxLCCnBoA5wAAIaQngL4QyzzaQbdFianwEkLuJIR0tnkAgeecOvNtZOy4l2/mmMZ1jeK78km3LSNOcnWAcEKAeQp1U4b1qsPSjG9QMm8kSubpN1jMmMrXA0wOdb1uiK4T9F3T2lH3q3cSsOJ0zTIcjMI8atx2u6GS1SAIwkkAdwJYBmALgIWCIGwihEwjhExr3uwpALmEkF8A/AjgQUEQNNfV6zS5lIbsfXXX2xOz+g6EkL9CPEOsA/AOgGVWikLYYeTIkcKaNeIX/ZqCm5livMFk6HprM9x6lMzNkoSYldwNx02FN2FVe9SMPizVIaDLYlmWnuoxtvgIlmfyd112ila9e+Hk9h2m27HGN7VivxUv5HBNrFU9nYP117+qeGz4O/e4FtvVm9yUc0tJhdRJQws6h0EIWSsIAneL47YJ8ULsn+/lfZklKu/5s6VjtAoh5D/NN9sBGAlgA8Q4ciaAVYIgmOZZmjpeQRD+AiAdwDyI1dVLCSHPEEJSLR63LXbnHkD3vE6uv090Rqo0jBi3URSrqSWVksN1UnQB0f3yOl8Wt0trKMhrEfBSvsDhH9YmJ7fvYPp8sF5iU9GVO+CUB/JR9i+2n7vq6RwkPZKPiXGjFONYT+uZSssaigyfn56U49cXTn3fSHQdI0JXrgmCcJYgCGcBqAYwXNXskqn8G1OMt9nh7mgeJwF0BvBvQohhJ023CITjbSwpl4Ye8tSoeRnJjgsuL+ULhkkjUKROWa94v2C6XV54LrV/WKw88aX9aT2T+CY94ryrHddnqOHzpW+M9hNWLaF1YyK3hdFPEARp8kgQhI0AhrK8kCXGezchZC3EdsUrAQwWBOE2ACMATLJ0uCHMoauUYRk9x6uVjzp5i/klrlWifzXP/Eudsl4aLFitbaz1vm6IvZWMBiNoUXkKz8RS/NP+6YBpfzL+PVc9rX+5n3Gre91+9RYA+R0DZ/jKw48thJB/EkLObG52+TbEGLIpLI63G4DLBEEYJwjCp4IgnACA5uTi8daPOTTp8LEyX1TP8WotAmCl8hn2CZDy2eK2qTOcd056LZSsxHe7dT5k93BcR6uoPIvrrX3E2pJdN9yu07jmegNVEjK4izRuBLAJwD0QG15ubn7MFJYY72OCIFTrPBcRSYBaNMzI1e1NReO6ajb/rj17rSb5YfELaSbA5bNzbAvu/q/Sbb2eldMudL6zweQ49/NbWVyvltsNBc4oPoqj40dJQ6u3mxme67WOIAhHIdaAeAzAowD+3vyYKRGVx3vjNs3zgyX6zM7T7E2176Yc1B/rhEFrozBorfLXt3GEuMJw++f9sf1z5Rf62AX+zoIKsB5OuNzOF5VKfdW0eqs5wa9fp/k91nimftNQKwsveJDPAajDC0Yc/z5RGrzsuTXHb9B8ZafIKmpU3D81+ijaLV0tjbEjrK18DHvXGyQIIWcCKIW43PhNACWEkD8wvTbAmWGWkKeTsdRFsMKB65TuqtP7wblMPPuXw/hpsLv1a6kA39h7BV5LExfn3F22VboNALu+6Icel2w13devX6fput3GM4cj+r/m4nNG8VH8nNmO4cjZoV2Z7TB5yw4s7K+/Co4yYfNeLBnQlWvfJf/Ish3nVf+MfQo6oCHbmZCP7XSy+Hghdvp9jhyLGZXT7w9oOhmlee7rGkEQtjXfzwDwUXOGgyER5XgBdtd74Lochdh2ej9fMY6f7/6ML02sp0tYAyG6gK/BpVxo5bcBMIkuYBxioKJr5nCp6J5R7LtKszuxxiK69Q8ax24X9u/FNGFqJrrU+c4sL5Ye4xFdtdOlfDOwE6IH+pafr6rjd+oUN1xvqCygcJHWVHQBQBCEEgBMK28iTniN0BJaPdp8W6gpvk7lEMuLp9BlrPO3OtfV10l2fWFvybrW0mItfs5sh7ebi6u7Hd+tfzAXsc+bx26NHO+EzXuZ3mtWynDsuC8Xz6Zm+j3H0oFarxwpADRu2qb7HCtWFuh4AADWEELmNWc1nEkI+ScApvYmESe87/b1nfW1XC0PVHzpcBKt4imBriex/wY2cWN1v2p46wYAwM2MxdUBYHZVAWZXOdM1wgq84QUtrHSglnP1VvFz1DO/I0bG1ljah2uiG+ExXgC3QcxquBtiZsMmANMMX9FMxAkvpe3yXqauloU23xZKAwDKDrgzQeUmv0/Unu3uPN/a72bXF/00J9TU8NQNACC5XTU1j4shAbXIzkjKlmr3UhGeXVWA8g+Hmr4Xi9ulaIUbWN0uRV2zWM1TlYV4qtIngKxdNJ75XEyll68+LH1Pf2JTjbeIwjqCIBwTBOElQRAuAzAVwI+CIBxjeW3Y1eNl5dhYdxYzuJE2FW70uGQr7ivbgr7VezFNp525kyQ8mYdfv07DjCT9beTF01NR5Oj7z3viUly96RsAwNKBYr0oJ9wuJTo9BY9abLKRrJFznX79OpS+Nxzp1+tPbNKJuX+e8w5ewGDd7WwR+vP2tiCE/BfABIg6WgRgNyFkuSAI081eG7GO18PHKYvZVjLx8HJaf0l051T7O1UrYQY32HGPv3M0m1RT0+GTAiwd2FkSXadpLLVbfdAfKrpq90vT6+jk4wupg/FAeXBLpoYxpzUXSr8MwLvN2Qznsrww4oW37XLzdKBA43YeqxZ64QYrqFd7yV3vnOoVmFO9gjvMAPDFd1np9ar/JT5PmOHQlc5MeOr1pYtOd7dYDRXg3yaLP4dWtocb4huojIYgZzW0IoT0BjAZwFKeF0a88B4buyOkxHdqSaVilr/miVxpzHewXbqaff39Z8abzrBWX8Fotde0xNMlIe660twh7vkyQxpGsIR4tBap6BGdxnZt3+ET7cm7sg/4fneNbYH0wrZIL2yrfFzldqM7d8a8mhVImOU7OTxZ4Zsor3zOWrbHqQuNJyE952uJWRBr/JYJglBICEmBuKDClIgXXsBevLdVSpJzBwL/1KqEJ/KkcUPC6a6Jb9wz/i4v6uf1rrwXZe+Y/QC0BZgKbbeLS6QBAKWvajtMs8m8Yxdkoe037LPzjWXiVYeRAJu53aghbEV26h/KRexzeSjNOobSLP25l2UNRWjcvx9TVc7/8RRfPr5WTDdkidCykNKPJ9auyRQE4fbm+xWCIDAVDmsRwmsHdX8yACid717nBDfFVwte12ula4FcgOWCq0X6PUpn9nzlKjxfuQptorUXEQD8oiunsaxSU3wPXZmt63YBIO3a9WjawPa7iH3OPLSx9/9yDMs9lsyxl3bm4RyEkAea/3+dEPKaerDso0UJL2/IQc/tpt/AlCOtgCeue4ODsc66h40nkqJ+Xs8lvnZ6dO0dsx+/FRlnAzxTqVxQ8GDyaDyYPBox4/R/f1ZFl0Ldr5zWh6139mZ1wjxkTDNfaGEEjfEGlMjN46Vn3DU6w5QWJby88V4tt0vhdb2sq7ecRivEoIY15BDsjrSZ6wgqPhyKig+HcsVzrdBuqb7QVX40xPC1TRu2SLnHrHT9p34IwXO7oYUgCF8239wMYCKA+wDMaB5/ZtlHxObx6qEX71VPLLyQapzbyON61RNqrMyvWWHJ/V63rVa6/X7feIMt+XCiI23So8YxyoeT9UWmeLiAlOYc3TOKj+Lnb5wtrKPm6PhRmgKcfPUGV99XjV23y4rZZ97Dj39BFNtfAHBdIrUox2vEC6mDFQMwX0ffKtE5UdOCRXTlIkt5v2+8NKx0snWbqqfsH5PT1cxYMXO7lIQn85hXn1F2fO58iCKYtIB0st2CICwRBKFSEIRqOlhe6AmvARPjRumKb6vEeJysVope+ewcqWOEHDthBr2JNiq4Zo7Wbifb365wLv833LDidus/GyjdTpjFLr6/fZuCXpf6Qjn1D1nreqGHWTqZhyUeb279czUh5DI6WF7oCa8JeuKrFl1ALFwuL14uF2GzzrB6qF0vq+DK4XW9crE99VPnV70ZhRvO3cheT1ZeRjJUiL1sk+K+PB9Xj9++TcGp5yvzeVkyIVig9StuKzXOg3YlhzdyJ9coN0Jsbnk+gIubB1M7NE94GZgYN8pvYolFIE5JPyDdpqlCVgWYFpCxErNlcb0NiwegYfEAfF2/zhWxNaN7XidEdzoNPwzqAIDt9+t2uGFx3Wqc/cthaRghd7pa6DlfLdHVo+lHvr/97KoCqZDQW+lpuuL7QPkvXnzXGkOaW7tfLwjCjc3jJpYXesLLQHphW7+JJSoQRvS+1D8LgFWAD12Vreh4fPkvTD30uKBiCwB9Jm5Gn4mbcWGscWWrnvnWm3wasTv3ABoP/CrdZ/n9us3EuFH4aXB7aUzaskt3W7XTVUOdLxVguqhET3R/v0wZ4tm9pC+izvG/ymr6MV5TkKnoyqk67l9ZzzXRbRlLhgsIIQOsvLDFCC9vYRQWeC6L1WgJsFxoO3xcoOh43PkippWIulTPylEILeATWx5o6UG3iO50mqv7t8Oi/j0MxZeFhFl5mLK1TlpUooW6VOPuJX3RfYJ2wfOoc2o1BVktuoB/nQbP6drmdABFhJBthJBiQsgvhJBi01ehBQkvT2EUNXrLPI1cmbrZpR7j+gzFsoYiHLoq26+1vJMkPpbPJLRf1xv3SHPL8VIaD/yK6LRkZoFzOs5rlsmiFl+zEIMcWqdhQb84zeep4GbcUohTPvOFe/REVwu9wvBaTT9dF93Ij/GeDyAdwB/hi+9ezPLCFiO8gUYrzKDHuD5DdUU3KCuODGBxvGWvWD/m6IxUNJZVYlH/Hpb3YQeWjhBy8TULMcgxqtNw5NJRfp0gHqkoYt43Je/3VM3H5W43ZnlP7v16+CNPIWuR6WQ0jFD/YK4rIQUjtMINrG43kLAek1mMl4W0e42du9EMe2NJue33twpL/zOKEycGIUfMCT5y6SjEfO7/3k+nDOXe5+IB3f0eU7vdI2N3cu/XEpHveC0T9sIrb1oY+3yeX0ghaqil2LeEuoyfGq1wA4/bNcOp/EueY3Ij3DBx825pvJUuVhqj5TBbKiRfzAnWEl2r0AUe7f/nE+D/7U1HzPKentMNIcJeeM1it01FfJNHVpC7XqtuN+qUU6RBCVaYwcz1WplgWzyguzQW1K4E4CuJSSmZmxXUHmA8jScrPxqCupn6Jw2zE7ac7dOdO/nQBR6H/7BbeuzwH3bjyNidgXO6zbSArAbLhL3wuo1RXI7yw6AOeL1aFBOrbrfp99+lQYk+Zr1ClhwrJ4NgTLJl3FLI1fH2mcrV+OT9sx0/DjMqPxqC5Ks3IO5Z30lDLsLphW2ZPjeU3i9pmweeGC/rUmaP0KBFCK/dcAMLdyWOcf09rGLlZHBh7HBN8U0tFBctGLneihdypGGHuIJTDZ9/OHkU+vxNFK2GP9t3jSwx3vIXs/Hu6Hf9HpeLMI/oUujcRKvEeKkGCE+MN9CFezzsEfbCG+jJtEBT8uYolLxpvSygnYk+dcghtbAdyrN86VvyljRyUh7Il4YWU+LZTlJ12b9Jt6kIq+v1Uvr8Lc+2+E6MG4WJm3frPl/+YjZS7y/ArJTheKxC+4pgaT1/rWY5J6trNZeje0QWYS+8dvJz9RoQyh+vfjJXGryYXa7LKXk7SyqyQ2s8xHyxGhm3i4OysI6v6I2TE31y0eXhxm1MGTaGUBE2Khupdr/ZG04w7fupSl94Q54VQEWYnrxS7w98oRn5sVnllSpn6j5w42U16BL29Xirns5B0iPGYtRUtBnlf1NOVLWvj0Kvl7U/kPLHEx83/tCWvZyNtPu0v5D0ct1ssqrk7Sxk3Mz2BZscl4OFdfmYHBeYco/7bspBl3fsVTh7t28i1/Yzy4vxbGqm5fejAlwwpLXfc9kbTvg9/miy9oQeFWH5yWv3tBx0n5OPWSn20+7kUANB29HT7shLflW+j9bfg8actXilKg/3JkX2VWE4EtaOl0V0AfFyPfXPBYqhJ7q86Iku5cLY4aahAlbRpVDxNSIQucTyJoxm3LitWspmMMOO6AIwvDopGNJacsKsbrJukW91Wvc57jWbrH8wF71ezdNsSU/p8k4++hR0kEb5i9lYnDNHc1tPdEOXsBZeFtHVY8+tgXGMEzbvVYQKnII6Xr1WRk6FGOy6XUDs5PBu30RMiR+Dsn8Z93ebWc601N0W1PHqOV01cZN8q9NIK/Eicdcdzgpa/WcDNcNmhUOjUfXXHFT91fd5bcg+JI3U+wswPUl87qUq398q6KIboFQyL50swFQ9HfzOCmUvm+fZLhlg3NzRCocn+SpX0VZGbZf3koZd+q5pLQ0nkBcUT/vTelPxDUVqPhXrGggnTwIAerwhiqR6UcL4WP4O1PWfDTRcepz0l3wk/cX/BLj/euV3YHpSjiS+ntMNbcJWeO24XQDo9g/3LhlZmbB5r2P7OjZ2hzR4OhprsW3kCWmo0ctk0OLoeO0QS9qf1ku3tUT4ttIyaVjBLC7vJHqLEqo+MQ+X0AI7PPUeKCfPHoHO7/l/hqn7DQm8yTVdwlZ4ncBuuMEovssiqlbdcPtFxoXKeVoNsbha2uX2yYq1zHFdvUaRauQiPGHzXjybmom30tOk4RZGq86cIOlKX8hELcJ2BNcjMmgRwqsXY7Xjeo3CDBM273UlxMADi+vtu6a1pqtVkzFtNUrmjOKaTGMRXTewkvbnNklXFkviaxZWiCg8x6tLWAuvm3HekndGGj5v5HZ5RNfJcIMcueuVF6iRwyK6lDZ7ox07Nj0CebJql7snYO8FiOJ77MIsx0S3+oI22HVnLnbdGXonGg9zwlp4aZzXSIBZV32phTbjpjXSba1i179fNtpvhAol/1T+LPICNW6hF88NBOULhkmDNb7b7eISR947Oj2Fedu2X7OnDcqri8mhi2tSZ+Sjx9/z0OPv4s+7685c26vmnITAy2owIqyFlyKfaLPqguVCq0bLpZzy2Sq/cfx7voUCdqBVvErmKUW25J8jkfF/+j+LVbQmM4+OHyUJrhOhBdK6Da7e2sD9utQp66VhBbOrGwBIuOIXlL+oDC9Fp6egsZStUSUvh/+wW9GlWi64WvT4e56ljAqP4BARwitH7oKrns4x/QnLPxzq2Hu3Oc/+0lhWaBWvjKlKkbUqug0zjC9Z99zif0Jrt3S1o7Fc4cRxfNSvD9drKnT+flrlJUvmZmluT0+6ZgKsXjK89dFOTMdoFbnI6gluSOPFeHWJOOGlJD2Sj6RH8pExzScMJXNGSTP0lNRrirj2a+ZqeV0vT1yTpVYtT7qXnD6zm+scmAhwqJGi8/fTKi9pVnIy46Y1muKrV54x/Tr2WhyBIpBXXR7WiVjhBcQuqnIypq1WCLEbuOl6WWrV8mQeaEEFGPCJ8J5bctBtrvuOi7Ru4/p7mKElvkblGUvf56vZwBoLP3y5tTmDQF51GRKg+K4X4/VQwOI8aj4dLK2IopR9MAxlH1hf2WXV8WpBRTgQoguIoQYe8dUKG8jrKmih55Dl0NADSyFyXtfbbulqaQmweikwAPz6tZi7nPNwcNLxPAJDRAuvG+2rWR1Fm/OqFeKrFlhAnLBJuELpytOuXY+0a5WTRG9Wr7BwpOGJcOI4c4odi4jagbUQuZnrlZcHLZkzSloCLF8KTE+Yp10ortYrHm7PyoVEyMGL8erimvASQuIJIf8hhGwhhGwihNzT/HgXQsj3hJDS5v87u3UMH9capxa5XURdLtJqgeXh9sTTmcXXbqhBCzuF2K2gF/dm6RARN2kTxhYfMdxGb0JOzfOVxisEKenXrfOreftKVZ70mLwsqF6oy8m/W+2juYrP3h2lzqTOeTiHm473JID7BUHoDyAbwB2EkAEAHgLwoyAI6QB+bL7vClfFGwurnSLqLORuOG66jdnJgWImvpHmiuWulwoubUapFuDMdURxf3lmjKH4Ou2U+xR08CtKc29Srt9jpa8aF1VyKkwU/5TyM/VGeoYj++XGc7y6uCa8giBsFwRhXfPtQwC2AIgFcAmA95o3ew/ApW68f6v4OOk2q7gZYeXSLW+IebzS7OQg5/bE0/0eo4Irf656lrMr+twoa2mG3PWqu/+q72tdli/PjLF9DDNumMbUPaMh+5DpNiy4cbWih+eCg0tAYryEkCQAwwCsAtBTEITtgCjOAHo4+V7UVZysrQMgCvCfcifrbn/sQvMUrePfJ7oyW2znhKAluB7sGIUbmsaKk5tRy9f7dc/omd9Rs8My00TcPfrLzMsX+E+omk0UalH7KNuJ/I30DE98g4jrwksIORXAIgD3CoKg35rW/3W3EELWEELW7N6t34DQjJO1dThZW4cPZN0PfrtiNH67QkzXMVvGuf+rdNdSdHjcrhojwU18LAyT7R3GrENxyjVFmkvBAVFwKUcuUbrrnTkHNTssM0/E6YQbtFbdyQuwu4HbIQgvnUwfV4WXENIaouguEAThs+aHdxJCejc/3xvALq3XCoIwVxCEkYIgjOze3X6NgcNNvr/QqZ+uwqmf+k+cHLswC8cuzML+r9Kx/6t0AEDni0ptv7eHNY59l2T4/N1lW3Wfk3coZmXfUn8hivnCOMwSzfnZHDDE3TxbdXyXFc/9BhY3sxoIgHkAtgiC8JLsqSUArm++fT2AL5x8X63LufIXs1F90v/yUE3brwuxY3RrdL6oVFNw5Z0fQh2n47yhyGtp/fweoydMXkrfG44u45Xio3a7WjTKrsbMJsda/7c3Tpy5nbsONE/IgTXUoMYV9+tNrunipuMdA+BaAGcTQoqax4UAngNwHiGkFMB5zfddJfX+AtsNFAHzAuQ8ODHhF+m0/WMV87ZmVyj1DxkLUvr1yoUQMct7mrpdNY+njDAU3xNnbgfgqwO950s2seMJOQz4Y4mj9Uc83MG19u6CIKyAWB1Oi3Pcel+3OTxpNLcAl76a7efE7cR3WWhpcd52bxung8c+53+ic6Mg+eMpI7DvJtHR0kah1Omq4S1NWbdoILD2NMQ9I/4sdQ/7PkP9LxD3deiMPUiFWGtYLsB6NUnuKC1x1+16aEIEIfR/OyNHjhTWrBGXcZ4XdUWQj0ZbfFkzH7RE2MOc0jdGI/0O5644KOouHIeuzMZpmw6gaaN+/NhJ9nyZ4VhtYDPKPxyqEGAj0f2+6VMAACFkrSAI5nUzVcT0ihdSrp9u7UA52fzCdEvHGEwieskwZfKWHUzbNTzgcxBGCfjtF62S4r00v5c18yH9ngJUPmsv/qqusNYSMBLdI5fy/T7kk3JUdA9dKWYbdPikwLLonlF8VPNxuTN1gylb65i2U7velpTVQAg5nxCyjRBSRgjRXLRFCDmzOSS6iRCy3MnfhZqIFN63a5SruBb2N255TgW3zwu+y1GagK8nwO0XrXItv1cPKrisFdbCdYLtsQp3yy1qTcrtudR4mTELP2e203ychga06HZxCXOsd36N/+rEKVvrsKBfnMbWxrjVcioUIYREA3gDwAUABgC4unkVrXybTgDeBDBBEISBAFy9tI5I4b054XRED9D/MFd+NASAtuCqMRJgq6KbPLNlxV95mZWiXXRGL30s5nP2STC9fSRfvUH6XLiBE673hgRl7rZV0Q0YoZPVMApAmSAIFYIgHAfwMcQVtHKuAfCZIAg1ACAIgmaaq1NEpPACQOPmEl3xTb56AwBjwVUjX4JqVoSFBSvhBiOnu/8G//05McE2T8NluYlVt8sbbtCCfi7cwMz1lswb6dfGSYspW+uk0EJIi25oEQugVna/rvkxORkAOhNC/ksIWUsIuc7NA4pY4QWMxdcOyzNjUDrf+rr6I8uSHXe9nec7uz8quFMTQmNJ8t1lWzVDBOGEluuln8+MqWsUbZz0RHhBvzhHBDcQHZ0DGOPtRle5No9b1IeicXhqr9wKwAgAFwEYB+BRQohrQfCIFl7APfFNv2GtZfGNGVepuO90TFPL/bIwr2aFoeAuayiyc1i2MBNd1nBDMMU77pk8RA/IkAYgfj61UPfS8zBkD13l2jzmqp6vAxAvux8HQN1VtQ7At4IgHBYEYQ+A/wFwLfYU8cIL6H+47ZJ+gzNl/PRimlax6n6nJpxu6HDH9RkKAIq6F4HAaGlwMPZjh8bNJdKIeEInxlsIIJ0QkkwIaQPgKograOV8AeAMQkgrQsgpAEZDrKjoCi1CeAFgYZ03oWWHX//kK+5ybfwYAO4IsNZJaOWhINWT5WBJfaFfGx+P0EAQhJMA7gSwDKKYLhQEYRMhZBohZFrzNlsAfAugGMBqAP8UBGGjW8fUYoTXLezEet1iakkldz0AK5No18aPcVR8S97WLtG5dhjbx9SJCTZeltSL1e0mxGZJbXw8AUbg3C5jHq8gCF8LgpAhCEKqIAhPNz82RxCEObJtZguCMEAQhEGCILxi46c3JSKFN6uo0e+xyXHufBmcCjdYZWpJJaaWKGPG8zKSpXoAbkPdrxNk3GzeRdmIf776suHzLPHdW0oqmN9vSX0hJsT6nyw8AfYwIyKFt3BodLAPwZAjy5LRf20r25Nq5X/LxryMZMzLSHboyKzhhOvVc7uUEeubDJ8/d+Mh3JXofxJQLxTQyxaggjs3IwU1T5jn3OqJrpykv+Tj98vCp6KdR+CISOENNDzhhkNXZiNmXCW2jDiJx2/6PxePysfBq7Nx8Grjfl9maWPvP/2i7nPU9VY8n6MYPJi5XbNwww+DOijuv14tngzUaVPqbAG54FISnjDP7zYTXaeo/Nh+VT093Fy9RgI4whHXqpOFIgvr8l0JOfCEGzp84lyBnNQ/m++rZG4WMm7x304uxB0/Mt+PlptUk/Kgdnij4vkc3ed4qPokEyd2nAIAuO2c7/3EVs5diWMMC+vcUlKBuRkpCsE1gsXhukHyVcUBf08P94lIx6sV43Ubuo5+fs0KxZp6+W1aiMUJyv/Gtq+MW7SdZMePCqShB3WNdqGiq+eCzcIMlKQri5F+TwHS7ynAgHb1ptun37EKpW/4LvXvL/OVgWQV3JoncoMmum66XSAAiyhCaHIt1IjIspBZRY2acV63HG+oIrpdvgmr5ytX4cFkd+OSwV4VV/recL/C5x5K7JaFPKVnvJB2TWDKQv7yilcWMiTQm1ybHJeD+8s2KZyPXUpf5xOptsuNK6WpOfhNqu5zu5f05doXC7yi+1KV6GZL3mRL5Zq4ebfuQo2+a1prvqbqE23nZ3VBhCe6PlyN8wZuyXDYEZHCC/iHG377Vry0fDFtIF5M42+brUf6XXzFuY+N3SGJ743bxOpmRjP2HS8o132u+4Rthu/F63YBvnzel6ryMT1JvILIuJ1tye7iAfrNIWltXLUAJ12pHed8La2frvh2XdkZXVcad6UIFF5mg4eaiBVetes99Xz//Ey7zpfX7VKOjRULs7/bNxGAcsbeLG3KbagTZREuKroUVtdrhrwjhBly8ZUf794x+7F3zH6cu/GQ5utK33N2mbYRp3zG3znD7fhuQPBivLpErPDuu9E8lmvX+fK6XTl2V2lRtMINu6f5/+yHv9WeTNJzuFS4eFwjq+t1GrowYu+Y/cyvCfVwQ6CyGQJRpczDn4hNJ+vyLlv60oHr+Cbb9p1/BCk6jQOdpGTOKKZOEzTccPKHBLQ6t0Z8bI7/z96+2fEf/jYF7c+vwLyaFaZFcQBI4ssqaiVvjnJUgOU/lx477stFr5e1c2+NUs5a8iTbhM17A5PV4KFJxArvvhtzmMS30/t8+aWd3lfer3wmB8kPO78810x0ax7PRcKTPrGh4mQmVFSAeTIKeJykERM37zaM8WphJrosnLvxkKEAB4LfLxttKeTgBgERXQ9DIjbUwCK6uRuO234fN0TXDLXoylEL1clz/FfV8a4q48HI7fKKLuXkDwlWDweAsesNFC1OdAOU0eBlNYQheUPaWHpd+YJhivuVz7gnZOWzlfs2El2KvDJZqx/X4uQ5IxQCbHUV2biNB5m2c2qSjWLmevXCDHL0JtlaEp7TDR0iXnhZJtl4SZ2y3vF9arGsoQipM0SRLJ+dg/LZOaaiq0WrH9ei1Y/2q6gtG9SRaTs3Jtm0XO+O+9gbSIaC6+Vh0NooTNy829F9Blx0vawGXSJeeLu8m+8nvk6EGOQkP5zP7XpZSiDSjg8AkDojXxJhM5wuCbn98/6O7s8KatdrNKFmhNz5BnpijTWfd9DaKGwc0aQIzUzcvNtxIfYIHhEvvIB/vNdqiMEIp2O9ev3NWiXGaz4u5/umT6Uln3J+ncJfK2L75/3R+1L+DijqcIMTokFdr1XRBUTnG6ywA0ucl4qumsUDuktCHC4C7MV49WkRwguIIYd9N+Y41ndLHed1kmUNRQq3K+dkda3m41poiS8vVkQXcCfccOLv4oo/q6JLCdWwg57oqtET4B0aVyahcLXi4U+LEd4u7+Yz5/ZahTXcEP2fPtLt+8r8hU1PdK0gF9/TFjhXkpKiN+GmFoHKY9YyGuSwdhLmZd/SwPZ0W1JfKLUMAkTBBcAkunIWD+iOiZt3o+yDYSj7YBh6aZwkrZ44PdwlYvN43UaaYMv2Le1sfYitLHPjWb7O0i+niQJFQwusotsqMZ7L/fLCGmJYNqgjxm086DfxpiUCwaR7Xifszj2g+VyX8e52/E0tbIfyrKPSfXWJyc9/HoU0WDspLh7QHWkIzGQvN2EaBggELcbxUlj6bplR9bTM2RYUSyPu2TzUzWSfaZczrs9QLqfLIrrnRV2hWUaz/1rz8y2PU6Lia0SRxciMVgNLK2EePdFVY+R+d96di513s/99UwvbAYBCdLVIu7cAZa84V6tZj6X1we0P6OGjxQmvXXZPy0HSI/ohi7hnxfhj3aKBiuEWWpNteoJL2TLipOE+rcQFlw3qiPIX/cWDNnwcatGUaYUXomraMb22e14n7vczcr89X8tDz9fY4stql2uGk+JLRg7SfHx8bGA7YnuTa/q0OOG1M7m2e1qOog7CwWv0vyhxkzYpBmX/V+l+20ZlWnfhWs6Xtxxi/7WtJBdsNYsBAFLv979cph13J3USY5pW4qlRQwco7ifPzEfls/rxdCq4rC7XKlrul9XlapF2r/0Y/JStdRDWbLS9Hw93aXHCa5W6RQP9is90/FD8osgF+Mgy446/nS8qBaAtwHZplRiPvmtac9dW2DLipOSC3ZqMeTRZjGuqHaWWEJ9RfBQzy33VuZqKNvttkzxT/6rDbcGlUPdLxRawJrhOsqBfXFDfXyJQiyc8xxse6BXPNgsLxE3apBsbpQIMADHjKpmOgwpwVlEjmoqdSXFzc7JND7noGPFUpfaCkS7jS7BvaQbOKPYJ1s+Z7fBsqm/SUu141VgJKTiJG2LLEnZ4ptI4y4NmS2jhxXuDS4sTXkAU3+iBvjq2ZNhAzbCAGrPYqBUKh0YHpTmnU7CKDnW8WnQZX4KlL5yp+VzU0AGajleOUw6XCplWPqwWtDW8G6TdW4Cyfw1D2b/0JxIX/2ocs904oklXfAMS7/Ucry4tUnjVCOvZO1GwZATwotcjzgoDTmlAVGY/W3HjUOL/Fi4NyPs8U7kaDyeLGRShkgqX9qf1SPuT/qwky+fGSHw91xs8WqzwNm7ahl138Kd+bRlx0hXxlbPj8/7MrksOrXfbVLxVCl9YFeDqhYMNn2cNMUQyrC3ig42e+Lrpegm8rAYjWqzwAkCPN6wtPXUj5CCn16VbFK6LRYT1iow3FW+1JL6rcuei5nH9E5PVuOZTlYXYPj1XGgDw65+ycdq/nF9VxwN1u+EGa5hKb1Vc7b+1U8883KVFCy8A1DxhbcGD265XDhVhKy4YAPfk3cK6fEyO0y5BWfN4rumkjhGPJmeh90t50gBgKLpmrtLp2r+suBnf5YE3TEWdL528i79cTD1zRYC9GK8uLVJ45c0gE56w5nr7xWxH1JD+iBqiFMM9X/LlqfJ0u9WLPR5Zlmy5u4MaKrp6JDyZh4eTR9kSXydxs8Fm/YPWTsqBhmdyduOIJuy/PscvZzj+8o2e+w0gLVJ4c6far8O6eEB3NG3YgqYNSjHsdjHfun+7NWGPLEuWUtga/qwvFHtuMS/gYya6cqxcmpfM1c9s+G2y+0tmeYl93ndSnrxlByZv2SHdD5f4bjAhghCQEY60SOEtzTpm6/Ws9VC13O+RZcmKRRZv67RXZ0WeN9znb/7u/eTZ4gRKt7nmldlYRZfC63ozbtEv/t7m5u0AgKTVMUhaHWO6r4RV7bne2yrPV4o1dBf274WF/XsF5D15oeGGRXVscfLO7wW+T6CHkogX3vTCto7vk/WyXsv9xoyrVIjlzRzdfgGg+kn7l7+HrnTGXboxIVU16giqRh1RPPZA+S9+29WMPqy436cgcDV27y9jTz+0Cj1hmnHwm1Tp9qQ4tr9rQMJE3so1QyJeeI3crdGlrx5uVP/ncb2Jj+vHpI1CDZTobl3R4RPnMghYv8Rmv+s251XrPvdC6mBJfPWcbkO22FWCRYB/n8jWgkePF9PcK3rES8cLyrm2f75yVUjF6FsqESu8bjhdwHqL8kCgDjXkbjiOVj+tReXHvuW3jXv2SredyMVlcb0lc7MMwwwsvJA6GJXP5fg5XTVmAvz7xNE4ZbH9Vuu/fp1mex/B4MFk8aRDxZeGUgBfhoOH+0Ss8LJgVwycgiXcwBNiKHspG7kbjku95ZKv8hWckQuGUzUGjNzT4W9T8O458xx5Hx70BNgJ0QWA0y4sc2Q/btA0lq1e8cPJoyQhdgNvAYU+ESu8difQQg2jEIOatOkFug09T7uwzHG3ZuR6259fgWdTMxXVxrQ4/n2io8dEoQKs1zw0nDk+bqRmwaeo5frLjM24o9TdbhweIhErvABbuMFKnNcN7GY3GHXOVecad57Z2tZ7WcFMfI1ivJTkh6zPxlvtY2fkCIMVbjg+biQAoM2yNYqOKneXbbXdzPWNdAf7z3mTa7pEtPCykHFLodQsUD3kNP1o3lbdDlrhhqpPMplDDEadc2muMRVgde6xVapn8aWfsTjfcMLNcEOrn/QL2LRZtkbz8dfS+uG1tH7ovLKL5ff1HG9giGjhZQk3lLydhbRr12sOOVHn1LomvovrtGOkSVcW4383zTZ8belro1H62mic/CHB7zl1sXWnBBcQRTfxMX4HSsX3+PeJroUX3Gb8pv0AgLHFR0y2dAbqcFnZP2afLfF1Ci/Gq09ECy9LXC/jZvYJtqhz+AuNj1jvK05y7sZDmiGBiXH6MdJr48cY7j/97lVIv3sVWp1b4ye+tNi601gVXcpNX92MNudVM4UXQoHnK1dJYgsASweKrZWWZ8a4Jr5CzhDptp7DNWL/mH2W3tfRUIOHLhEtvFpxvYV1PsEoeZs/vsvjekesb8LaYb5f8Q+DOhiGBPT4oHalYhGB1oICAGh1bo3uPuTulzdEoMaO6Fql8jl7x2xncu3B5NGS2KpZnimusnOyTKaQMwQkf4Pt/QTd9XoxXl0iWni1kC+L5XG7FJ6Qg1x07XDeizPwQqqvPq78thqtkAMgut/9X6Xbdqt2KX1tNNLvdialK5QozzrqiPg6JbqAddfr4T4RK7xupg9ZCTmYceA6fUfX6xX2VDIj19v5olJbomvXKfNS+oYvoyD5oXw0ncGWn+o2esdhlhetrtOhhVOiG3QCFN/1YrxhhDzcYBVT1/sjX7fXTu/nG4qvE+y+LfghBjtuN+rn9ZbEN3fDcYzrMxR9CjpIg5UnK8TsAnlsPupn7TzZ0leNayWo63Q8UP6LYni0HCJWePXyNtWlD9sut1ZxSu165c0zrdLpfX9h23GvvaI4crHt/lY+Kl7gE9+uKztLwy6lr9lfJSUX3/vKtkhDj/vKtkiLSRqyD0kDMK7rQAX38RSxWA2NzRvlS6ffw14D4/C3KXghdbBiuIW8zu5LVQEMM3kxXl0iVngpyxqKFA5XXfrw2Ngd6pcwI3e9jZu2Wd6PHKddb/e3lF+0lAfYv3hdV3bG3jH7pWG3OaJTsd2UF8VFAi+n9ZeGHkbPNWQfAkb5BC9zHfETXDVWJke1aH++fweLV6qsFeU3Q16DIaO19opGOYFKk2vJRLzw/vHy67nrzLKw8+5cyfVO2rLLsf2qXa9WfNesEeXVWxtM38fM+VLRdQon3C5FXTbSiH03mfztV/su8fvFbNcVXCc5/K12EfV7k9zveMHS4JJmatjBa3ZpTMQLrxvsvDsXPV/zCeKi/j0cE189xysPOSRONo4HftSvj+n7pDygH3bQE107XWmtuN30O+w75C7vMDj8UYMxecsO7kLn8ywu89Zyu07BWgzda+0eXCJeeGvPda5Twc67RfGTiy5lUf8eAOy7X604L+Bzvka5xyxOVw4V375rWksDgKHTXVJfCDIsdOrROkH083stdZeYKlvmbTaxFihYiqFXLxzsamt3CUEIzAhDIlJ4998ga2Y5iz9utu+mHEX3YSPBVUMFGOfUcb+vnfju1VsbmJyumpQH8rFt5AlpGLGkvhATYrMgrBc7MLAIsJMhhlCFZA1mmljTCzEEGrMrJg/3iUjhVVPzGF/srMs7+YruwyyCqwVLg0nKgetydN2unIybC1HydhYqn81B5bO+/b+89RxLx3jdNu2c5FZxsX6PTYhVum0zAXZisYQ8l9fvOY4OzUY0nsV3paBGKGQTMqMQg3zxRfR/+E+gAHuYwSP4tAjhZXG9ppMwFmBpMElhEV1Kxs2FSJ6Zj+SZ7qUGnayr1xRfLbQE2KkVakZxXtqhufS94YYibPS3tSpyFJLlP9GpNflp5HZTC9spFl80ntVg+7hCAW9yTZ+IFN7O8/0Fycz1Mk3CWMTM+bq9cMIqJ+vqubanAgw4lzoGANE9exg+n379OkmEAX8n7ObfVsvt0kv56oWDpaF2u3KHq7Xiza4LN6Pi+dD8zLUUIk54W6UkAQCOXaC8LDZyvW64XTlmzpfH7VJK3uErFajH+33drTPsBI07+SYs5U5Yzo7P+2PH58q8XjsCp+V25SRO/kUaqYXtpAE413aJMrO8GJPisvH7Zf6hmccq1uGxinWKx1IedHkhRaAWT3iONzQ4WVEFAGj7TaGf+Oq5XjcdEeWRiiIAwBnFvi9cqDrdSCH9+nWYL0v56nXpFvS6VFzlpiXCblKedVQaTkILyz+bKjY0PeUz8Urj98tGS2I7K2U4ZqUYx8M9BxxYIkp4qdvVQ8v1yt3uwWuUqTgHrnXuw/h0ylAAwM+ZvktMK06XknGTskYrFZRwZ0HtSkf3d1/tBM3H5SJc9UmmNNzAyToMM8uLFV08qOCqOeWzVbh701XM+015MN9x8SVNgRnhSEQJr5q23yjLPrb/X3e/uq5yt9vxQ3dmhanbVVPyD2v93gI1e/11/TrzjRxmiknhd6ep/DgTSVcWS4MH1mwGJ3k2NVNXbO3ihvh6aBNRwkvDDHoc/sNuJD+Ub7uodrBhSZJngRaXeb5SeyLswlhn0rXMMHK5dnu08dakdcP1ulkAx4huF/P3T3M09uvFeHWJGOE1CzPIsdOtNtRhTdK/r2yLVEDGqJNuIDByuW65O0ryVUphZ3G9TacPRdPpQ3HsIvMrFq/cY2hACDmfELKNEFJGCHnIYLssQkgjIeRyN48nYoTXCkYl/pyExnfVZNzK1wGDJcTQ/vwKU/GVi24wYY3nut2ZuPJjn7hXfZIpCat8yIlaUYSoFUVo+5X49zt2UZafCNc+movaR3Mddbv7buS/UtvzJXsPNcdjvCGSx0sIiQbwBoALAAwAcDUhZIDOds8DWOboL0KDiBHeyhdO5X6NUyX+AgVriEFPfGlogUd0P7A42VW+wLhg+YLalczxXLuu16z3WM9PfNW4kq4sloRVPoxo+1WhJMKU+KfyEP+UO2UePbgZBaBMEIQKQRCOA/gYwCUa290FYBEA58oN6tDK7TcIFPKao07R6YN8ZK4jKB5uP5CkFUed+N2d3K6XFXnCPnW4VlyuWZdjqwRyEs0ozvv7xNE4ZbFziz12fN7ftQyTLu/yh8i6XVyCPV9mMMV7nY/vhkwANhaAfG18HQBFfI0QEgtgIoCzAVib9eYgIoS39t+DXBFeAJLo2hVgrThqBthF9/nKVXgweTSiu3dH4+7dXO8dCmEFCo/TdZLOK7toCrCTomsE+SkWwtl8KwGdwsokW5jRjRAiz6+cKwjCXNl9ovEa9Zf5FQAPCoLQSIjW5s4SEaEGt0RXDqvoZhU1Wtr//JoVimR/OVR0ATCLbvns4GZupE5Zr7hP47lWRdeJ7IbfJ47G7xODM5FoV3StxHflmMV63UgjC2CMd48gCCNlY67qUOoAyJdoxgFQL1kcCeBjQkgVgMsBvEkIudTxX0ozEeF4A43c/WYVNaJwaLT0nPw2Dzc013adX7NCuk0JdtaBmnEbDyKqOXP9m4GdmF5j1+U6kd0QKHfrBlbCDHJagOs1ohBAOiEkGUA9gKsAXCPfQBAEqf0zIWQ+gKWCIHzu1gGFteOVN/ELJHL3a1VoAbG+rRq16Orl2JqROsO9lLllgzrim4GdJNG9YNMBvFSVL42WjFF8l/zEVu3NLYxcryu1G0Ikj1cQhJMA7oSYrbAFwEJBEDYRQqYRQqY58rNyEtbCG4gQgx5kRGC6MISa29Xim4GdMD0pRxoUWuv3lhL3Wt2EGrOrCrDd4RoQdsMMlJbsegVB+FoQhAxBEFIFQXi6+bE5giDM0dj2BkEQ/u3m8YS18IYytFutm9R8OljzNgA8VelstkTJ21lS2yGj9kOU67bVSpXP5makWBPfH+P4XyOD1tpwsuaGGTOSstHb4awGu2EGFrylwoHFE94gou7ooMXdZVt1n0u44hfN2wDwaHKWo+KbcXMhMm4ulG4DQMk/R0qDct22WoXoUuZm6CzqMBJX2j6JQ4DlItvpg3zF/8FA7n6tTLA55XbNcDrU4HUZNiYihDe6b5pj+6r6K9sHXVi7Ca2SEqT79Db9n7VNuDzOu+Me/7KVr6X1Y9qPFo8mu5uOmPF/a6RBeb9vvHmNX7mQsvSmU21j1MctmCKrxaHtvkU6tJkoD266XZ5VbR7OEhHC6yRJf/H/oN9RWiINOSeravxun6yqwW2lZczvNyE2SxLfXq8qVzoZud1A0OHnbo7vs/Tvoy01ApUj727B2kzz5NnOddWdXVWA2VVsFeIyblst3abNRI36yAHAyR8SpOEmD/Z1cWVsoDoMh84iDS7CMp1s/1fp6PZn3/3GLaWO77/zRb59vpHO5wzeSudz4HohBztuV85TlYVM7peGJui225ZkoA/2OHIMbpF+9yqUvj4a6XcFLlVsRpL16nBnFB8FMsVjpQKc3Hc7AKDVuTWK/+k2Rn3n7DAvI9l8Iw9XCEvh7XxRKdTLFFrF9sHJevt9qtSia0b3vE7YnXvA9vu6CWvIQb1dn9mRU2ug1U/uT3ZqUfLWKMn1nlF8VFEIn0VQ3RLdQBCu8ddAEDGhBidE1wpaossTatDCrRCD05kOVki/M3hCYjXcMGK99TYHbfb68rzlouvRsokY4QVE12sXHrfrFBM271VkCDgVYlDDm+nAWtuXUvYv44pklPb/6y4NJ2ANM/C6Xiq4a4eJXxNhzFCu17Ny47ZqV/arxdSSyoC9V6gsoAhFIkp47eBkm5vZj/zJ8PkJm/diwua90v0lA7oqMgTUOblOwhJ2oIKrbknuBCfPGYHDf9gtDYpTImz6/hyulwouhaws4hZfrclaNe/2TfQTXzfqSkwtqfTiuiFC2ApvyTxle/Oyfw2zFG6ggmulzU3S6hjNx09dWIDfJosTMGqRBUShXTKgq+5+1Tm5gcJMcLdP1+7STEn703rT92j1o7brVIuwliO2G8IB/F0vrVEsxyi0QFYWMb8Xa2oiIIqvnFMWr/KrLWElHU1OoEXXy+PVJ2yFN2PqGpT9a5h0ecvypZdjR3BZOHWhmG5kJrKhAKvD7f2S9mRbyZujUPLmKOeOR8MRA/7ZIqXvDUfpe/b+flolM7+p8WtOoMDM9R66SjzpsrhdCstKx20jT9gWX4/QIGyF99hFWUj703pTwf31a+3ULlbBrXtY2+UlrY5B1agjTPsIZUrmZlkOKVCxzbh9NTJuX22ytfOkX78O6debh4iyN5zg2m+PS4wnN/VCDlRwO3zsy/HddbvxVQIvNBeYR4ADGtelCACahMCMMCRshZeV0y4UL0/1BNiMuGfyNMXXbdF1M87rFDxie/Ic5xYwaPFxrX7qW8EQ6y5x1xfaE53ykIOW4FJ6vJnHJL6sKx0pVIDNmLK1zovrhiBhK7zqHldmUAG2gp74ukmw4rx2SS3UTpnSi+06xVXx7vx9zNwvoC24in0wiq9TTNnqWxm4oJ+9QkO28LIadAlL4WVpq+00cc+IjopVgMdv2u/m4ThGxi2FWFrPL4p6HSHKs47aPSTLGLneYOO2+MpDD1pi2youuLWAPZSEpfDyul1K1Sf2uxjEPZOHyVt2mG63dGBnAPYK+AQq3DA+1tkwwJvVK6QRSNxyvXJo6GHHvfzv1eNN7RPDK1X2TxhmoYeTdYHv9+ZlNegTdsIbDLfLipbLbdxmPwUqXGj4syhGtyeeLg0AjgqwEydPO/S4ZCt2fdEPvV6xJ5aBDD1QPNcbOoSd8IYCC/v30nycutxwhjXsoO6B1vDnXPT5m7YYUQF2gqQr7TW9dIJLk4pR+6hN4XTwm8e6xDwYrtdDm7ATXqthBqeRhxtY47m8YYdgTLCNjx3BFfOlLldPdCORvCFtEP9Uni3xXT3zdSlOfm9S4NxvQF2vVxZSl7ATXiA0wg0L+/eSxJfV6YZC2OGCTQdMt2GJ+cYVnAqgZQlu7objivvxT1n/2cfHjnCkczLAVz7Uc72hQVgKb9uvCqUWM/JhhtOXqXohBzvUPJaLmsd8Dsjpxoms7djNqMv+zdbrAz3xZpfcDceRN6SN3+O8rlfraqL0fXdWTwYbb3JNH9fq8RJC3gEwHsAuQRAGNT/WBcAnAJIAVAGYLAgCd97Vni8z8H5ftm3l/b9q/5KL+L+649BI1mAIhfZCAzWP5SJhlvL4nG6cyMPS+rWS++WtU2yGeuLNyTiw0+iJLmDP9VLSr3OuQJNHeOCm450P4HzVYw8B+FEQhHQAPzbfdxV5/y8nRLf8Re3uA1R0SRZ7Clh03zTU/sXnmBL+6m6tWpYwgxwa73VadOXIsx/k2E1Hq5vpXNxUT3QptifabMBbu1ldFEgvH9s2gVo8EaaO1zXhFQThfwD2qR6+BMB7zbffA3CpW+9vxge1K7m2p4Kber/xKiUeAS6d2l15MmhS99VwFithhvGxI4JSo1grHc3tHmRWccL1ApEbcvDwJ9Ax3p6CIGwHgOb/ewT4/SWujR/Dtb2Z4KqxHHaIijbfBsDhy52t1arHxM27NR9fwHnisgMVYHkvMj1o59y4ZwM76Rcs18tbNF9djc2pCT41Ynt3ISAjHAnZyTVCyC2EkDWEkDW7d2t/+VngdbZy9MIKPPCEHgCIrldHfGkmQSD5tKE5wyHb9wVdULsSUzhPXG4g78Z78ocE7PkyA90uLjF/oQucVs7WHkgvY2RqSaUU691+f/BCFx6BIdDNLncSQnoLgrCdENIbwC69DQVBmAtgLgCMHDnS1dPaB7UrNR0wr8vVQij8RXfiLeUBnXqtOiGHuuzf8EhFEQDgab6uPADEGC9vuEFymQViLDBYolv1VA6SHlX+vtQO+JTLzK8Cvm/6VHH/vKgrdLc1mlSTc/CabHT80PdZkbtf1jCEvIJY7xfzsP3+XPR+McxT9ay3qot4Au14lwC4vvn29QC+sLITHlfDElKg2yyuc6emrJboVrzA3p1AztMpQ/F0ylAAwLkbDzG/7tev0/DNwE5cXRy0YqorjvZkfn0okFVkLW5e/rdsJtEFoBBdQBRbOii8oQgqvm7i2sSahylEcClGQgj5CMCZALoB2AngcQCfA1gIIAFADYArBEFQT8D5MXLkSGHNmjUAgGFfPeLI5aRT7eDtUL5gGFKnrGfa1ugy+tyNh/DDoA5OHpomt5WW+XWBiGR23JeLXi8bu06122Wl7fJe+FPvfNNaudvvz0WTqpxw7HO+Y9r1RT+m0pVqWsXFGi6moFcGhJC1giCM1N1Qh44d44SskXdwH5cVfvrPw5aOMZi4mdVwtSAIvQVBaC0IQpwgCPMEQdgrCMI5giCkN/9vKrpOoe57tvX+4MyQ1z/oczFOiC4ASXS1HLBWAfg7Sq2duFqS6AIwFV3A3+2ycmzsDqYC5b8PP4LY5/IUQ06PS7Yicx2xdAwewSNkJ9f06HZxiTRzzYO671na9AKUvZStGIEg9nn+uB2rw9dyvVoF4N9IF39/DQ9oX8pq/S6caDRplaqn+MIyvzfHeq2GGUIJlpNz8fAQnNn38ngNCTvhBfhivEakTS9QDAAofS0waVpaHLhOW2Dspm4dvFr7pNLnhTyF+FLBpb8Lyh2lJWHldk/5bBXm1axA4VC21DwrHLwmMCdqHnicr1ezIbiEpfACYHa96hCDGel3u7t6zIhO72tnObBkEewwqOnQ8SP9y+E+L/gcuFpwKdQhBwt1NgMLUxPcXYLc2NqZy3ujXoDd8zpx7cvI+d5WWhbgq5YAVSbz8ngDi9r17vkyQ3NYaa0eTNdrhJHz7WWjpsOI9ZGZ93N4kvh3lPcgs0LdzFxpUDq/x38y0EIdCpKL7e7cA9JtlvbvgNL1yoX2rfS0sLpqiXTCVnjVdLu4RHNEEnrO18jthjv3l22y/Nr2i8SrF9qDzIoAH714FOKezZOG28jFVs7jKSP8xLf+If8Y/ZJvsiXBDbbQetXJ9IkY4XWSYIQb9OK7ZvTM72jL7YYy5KdYvJg2EIA9AabIm0BO2VpnKsRHLx6Fdl+uRumr5vHc/ddb+/sB4s/JAm0B/2TFWjxZsdYvw6Hq6RwkPZLPLbhnFAevQWlLxRPeADO1pNLW649cMgoxy3uiZ35HAMDOnIOG2+tNrPHyO8OqMCchP8VCONs3AfRi2kAu8aVhBj0W9IszFeJ2X4oLatLvMU8Z6/xevmXxlf+cLDyeMkISYUD8XS2tX4ukR6yFP37ObGfpdR7W8YQ3wNDcTbUA602sqYn5YjWOjN1pKrg8rB0WWh8DtehSWMX38KTRUpiBFbUQa2HmfK2IL6vbNYJXuLVwxfV6k2u6hNY3zmXOKD4a8Muqyue0v4jzMpIxtaQSB67LsRxmYMEooyEU0RNdipn4WhFdVuw434RV7RWDPuaEaDqB53oDS4sQ3t++FSvK/JzZTvEBo0KsJchOZTYkP6TvZOdlJKP31ApTt3vkklGOHEt0mvlKKT1O+SwwcW8WITISX7dEl8IS7x15p/+ih5rRhxWDPvbbFaGZQWMbASBNgRnhSMQL72/fpuDU8ys0n6NCLBdkKsB2Jtj0XK4VjlwyCjFfOFO8p7FMDG/IBThcU8nopFugSb+nwFR8y7PYr6pO/dSZEwVLg1KP0CHihVdPdPVQX3K9VMU3YVH5XI6hy1VzZOxOxCx3ruLXr1PMHRkVYIA9vhvoyTUWjn+fGOxD8CO1kP+SPXJdrxfj1SOihZeGGHiYV6Ps8zU9KYdLfHlEl3Jk7E7NxxfVFSDmi9WYXeV8nLbvGrHkVcWHQw2367qyM7qu7KwINdxdtlXR64velw8enJhgCiRGsV4et0txyvXaxUsrCxwRLbxO0Zo0cRdqscOiOvGLPSlOdK8zksT/nRTgbSNPAABSrimSxLfrys5+2+0dsx97x+wHABwfJ1beey2tn6LlDL0vH2r0BNlsMs2INudVW3qdG1hxunIi0vVaLXrDO8KQiBbe3QecaZVzV+IY3XoBTsVz990o7mf79FxJcNXMSMrGoLXGf7LTFpiLM3W7lJRritB1ZWdJYN1AT5BDZVafh5jlPZFa2E4agDWnG2p4mQ2BI6KEt+L5HFQ87xPC5KuKUfmx9WZ+r1dr10aoeipHcsBWQgtadHnXmf2wQN2unI2LgrPs2Gob9mDGd4+M3YnyrKPScIJTP11luwPK0nq2eg6Bwmt2qU9ECW/Kg/lIeVApYLziS6tavV69EnclatdGSHo0H0mP5vM3snSAjSPCMwtBj7hn8yyLr5NEDTLv1uvkJKgWE+PEtEGrAuxlNoQPESG8cperRfJV/L2l9ETXadTH3m3jccv7Yslo0KP3S3moWzQQdYv007TaLFtjef9G8IhvRXNox4n4rlxsmzYq488PlPv3ydObBLXDkvpCv8eoAPOw/6t0AMBjFetsH5NjeFkNukSE8AYLrSaWvKgdeuvvjMXNLMZrh7hJmxA3ybcwwUiEHX9vhspfFc/lIMWh0E7UoH5+YivnhVTxaubgN6mOvJ8eE2KzHNlP54tKAQCzUoZzv9bLZgg8nvA2U/aK0i3WfMoWRiiZm4WSufxfHjOXrkX7/3XHxhFNKHlrFEre8ndFehNr6sk0VqgIl74emBl3PddLXW6gRDfcoG7XKq5MqgkQ27sHYoQhrnUZdhJ5l+Hzoq5wdN8L6/IxOU5bBGs+HYyEK/RdbfWsHCQ+pi0GJXOzkHGL/2WkVdr/rzsO/2G3Y/tT03dNa81Jt3AgruBU1GX/FuzDcJXFdasxMW6UorgSS7NMPc4oPmoouLa7DLePFbIH3mr5+Hj4vvBxr8twuLDjHtFd6YkuC3qiC0AhutQV87jjVnG+RQUsorv7Nu2fw6rbDSYVnCl6LKLLMnkWytC477yMZGlYxUx0nYAgMBkN4ZrV0OIdr1WM3K5dooYOQFPRZu7X7b4tB93fClxaWihSOl+c2U+/QUytCsWwwpL6Qsdiu2r2/l8Ouv7T9xlQN8Bk7Uhs1/Ge1r6PkD0gMI73uzVPeI430miVGK/5uFuiCwB/+3yedHv3kr7Mr6OiWz47B+WzczRn5rUIJVdcOn8EsjdYD3mk37AW6TesRen8ESEpugD/hBrPEmy56AKi0MpHybyw0qeIpUUKLw0zsHCyutbvsepZ9lerJa2OUdxfUl8opRZNT/Ltv/uEbcz7LPtgGAAgdUY+Umfk44XUwUziyxLbDcQEW+n8EUi/YS0KhognAhYB1ls0kH7DWsdE18nMBq30sUCSMdWdlEBNvHQyXVqk8PZ61XrTQqdCDFWjjijEdkJslq4T2rfUvL162QfDkHatfx3YHw/qp4TtuC+X2RW7iTo8QCkY0hrZG074CbBcbOWLBm7cVo0bt1VLt52i4wXlju3LClpLre3gud7g0+KEl8ftymmVGO94XNdIbOV0GW/cLVlPdM3o9XKelK8aLKjL1aNgSGvJAVPB1Vuh9W7fRLzbN1G63eHnbg4frX3ciu3ykDF1TWDE13O8uoSt8NIW1moeqSiShhZW3e7J6lpX47pWsSq6coLhevVcrhG8S2IPnbGHa3sjuud1cmxfbsKaERLQkIOHH2ErvFotrKs+ycTTKUOl4TSVzzhXGvLYhdacjzzs4IToAjB1veduPIT0u1Zh71Tnfn4ewQ0FduceUNzvntdJGizsuiMXu+7IxbKGIq735a1t7NQiE9t4CygMCVvhDQbJDwf/Q03DDk6JLgs/DOoAAOg6z9rPXzp/hORww43qJ7VDU7tzD0hDjVyMd90hvr7HG3no8UYexvUZCgDcAswCT/6zF+cNLi1SeK0usXTS8bb92t7sNqvoWm3dfu7GQ5ZepwVN8Qo2JXP4i88kPs4fmpKLcY83tF/vpgCbUTJvZEBCDd4CCn3CUnj14rtuEwqONxA8UP6L5HJDgfK/Wa+6Jidjmlhu0YoA86BXx1mLcX2GGoovT0ZDykP5yN1gvbpdJEMIOZ8Qso0QUkYIeUjj+SmEkOLmkUcIGeLm8YSl8GrFd3mglZyChdX4rhorxXlYaEf4FzCEUyiBCjBFT4iPf59oyfnzlhR10v3mDWkDAIYCHLCJtRDJaiCERAN4A8AFAAYAuJoQMkC1WSWAsYIgZAJ4CsBch38bCsJSePUcb0K3/Sj9u3uJ/k6FGuyGGSgZtxQaiq/V1u08pQWfqRRFLOHT0PsoNY0dxrSdnhC3Oa+a2/nzuF01Zu5XjdFnXUuAd9zri1fbqd0chowCUCYIQoUgCMcBfAzgEvkGgiDkCYJAe18VAIhz84Baublzt1A73qYf4xF1Ti2izqlFOvxXmjlFSwk1sPJM5Wo8nCyKVNuvCnHsoiy0/cr5lVmpf+Zv8tk0dhiillubfMyYthpHx49Cu6X6nSD0nLDdAvpy9/vV7+00Qw2lfx+N9DtXIf1O8+7EeUPaYNKWXQCAVzf/Crxi6/A4CKkc21hAIQx1AIwc2lQA37h5QGEpvGqiztEXW/oh1WLH5/3R69ItzO/TdnkvHHmst+99VV9sO192q9AqaFFDxJ5pTRt8P8/aYVHIKmpE4dBoW+9x+NsUtD+/wu9xKroUKrpuCTALfQpEh9ql9QZsdDH6oeeE907NsZz9IYcKMACUvZSNtOm+kw+L4FKu21aL9/uK9UbisEkqbn9dxo/4aUF728cZInQjhMjjJ3MFQZCHCoj6BdDpT0wIOQui8J7u4PH5EXrXhw4j/5A+WaGcWaeiu+Nz40aP5bPFEMOD8V8javl6aaiJWr6e+fLWKQ5/mwJAFFy56FIKh0b/f3tnHiVVdefx720ISBBZBNSAdDe9RGQRwta0RhyiE3AkKJwwJohORk4gwUnIGJfoUccYV2LimKjIiIkhGkNGNJCIRmWCgbYVm63pAL2zKsi+Kmn6zh9Vt/rVq7fc9959a/8+57zTVa9e9buvq+tTv/rd5YfRG85I/a5ddxkPneo6sTFzHhlE9OuVRTtWAwDqXjBOfQjJatlTdgx7ytSNyAgL7eJIWul6RVQZWTm0KyZUn8CE6hPKfncWHEHmePdzzkdpNn1+dhcA7WpX/QHs0TeZMTYMwHMApnDOD/jzh0mRePFquW+gcQikjXr1Em6YPw5Ft6UiGJncpxCykYAbXgxWygIZ+e66qxz9HzIfOmUU8VqhjXhlJSxEKxCFR0tuWmcofivBhlUUVEW0CxgvjuS0CKY22jVi5dCuWDk0MVGvFWsBlDDGChljnQBcD2CZ9gDG2AAASwHM5Jxbz9FXQLsSrwz61IOQrlPyVq1H7bPZwimasV65fGWFaCVfO+l6xS4CFsIVojXCadQdFipm95ktBeq0CKaVdAMhIjPXOOctAG4B8CaALQCWcM5rGGNzGGNz0ofdC+BcAE8zxjboUhfKaRfi1UdSTvBStbV0dm6e0w/5yqKXr0gt+CldgVHOV0a4WpxG3X4WBjVDRcRrtRSo29Lv7R3O+euc81LOeRHn/MH0vgWc8wXp27M45z0558PTm69T+xIv3kU7Vku/sY1wU7UVQE60q6VohroOOKfDl7QdbUEI1wovr0tScbLwvRU3bpMf3eNbnpcwJRHiPXOFuRyj+ub2GvXO2LoLgPPhS16i/yjgJN0QVp7XT2TTDaGnGUBThq1IhHg7/NU4HRCmZIzSDFqKZqzHZ5NG47NJznr/hXBfvMh4fPcvtq/J2rT7VHB4pppJJOM3nXL1PKfpBrdYjeENG9XphnbSwRYpEjGOF0hFvULAHc45BwDwj5A+DGufHW0rXgDovELT858WsHaflhlbd+HFi/qbCldgFAFr941f+kMUw/3wpB6LaRKJGV7G8H46eQzOWv6Bo1JPkSem0WgQJCLiBbKj3jNHj+LM0aOYk68uzbD7jnLD20bYSdeoCkbnFWsz0jWKgu2EK0vxvErUP+FuuqiqaBcAVg3rYn9QiHx6jfOFdE5dfdTdudLS1SO+3ehxOrpBBsrzBktixGvEgu3qUg39Hq0wvO0GuyoYZlGvKornuYt4oxLtyuR5vdZcOznnsOPn9J9WAyC3kKkdRtIF2j5szQR8a31N1n0nHWq+wwG08mC2GJJo8XrFLrLVH/NRevKFVdUAtzXfwkZltOsVqzyvEK6ovSa4puaQ0eGmiAXn59bZj6UX03AFzWNOOZavFWbfdh4vTp331voa28kSdlCeN1hIvBbIRLbaYy5IT77QLmzyvfqtWSL2UuFYJU7TDX5Eu2472KzQC1fwp8E9AVgL2Kia81MlqX16AXdedX5mE5GuFtXyHVRl3h3zePHgSIxiyCag6cIxzSPHXrzblwzNbKqQiXRlebL4IuXluYPGr2jXa57XzUy2Pw3uaSjfg38qtazmLAQs+Gz8x5nNbOxt8xj1Hyx+Qnne4Ii1eLcvGYr86dWZTV8fy23nmpscrqycnKyR+/pu97Pm7NB2stX/vAz1PzePgA8O8a0Znjj16nkArNelNUJEv0BblGslXTv6fG1bRr6DqjpmNpVsGdmi9PcFAkW8psRavPnTs8uSFz66wbQ4od/IfhV3WwPND4rnVaJjwQAU/6ASxT8w73AbeEc0OtW07J89Dr2fTbXLyTKJerwIV4sYBrZlZEtm0/Kz5ty/Ybe/9Zb63bIS332nt/99yvMGR3QsoIDWkyczxQkP3RR8Z5Dqr+RX93M3XdkJLc07fD+HarTSDZpz1/S0P8iA/yzI/d849uX9XpuTRb9HotF/kIEiXlMSJV4tPV+Qf2Oqyun2WPyelHxl0g1+phnc0Pio+g8yt51rYUkXAA5ceigjX5WVmK2IZZqBsCRx4j2u63CRiXy9jsvVEpWxru0R2Vzvrz1OJT9w6SFcuflYpCoxC7ymG5R1sNE4XksSJ97HS/+Qdd9J5KsSq8h3Zk/7CQxBpBkAoGPBAN/PceaKL2VtgqBnrwnh/pvHhZOuqTkUSekCEUw3EIYkTrxmVSYAoGVC9mM/atjkWzuM0g5PNKfeFPMKUlGJdghcn4oe6FPRw7f2mCGb43XawaYVbIe/rsvarOh4/nmOzqPFrJNNlXCDRLbjTTXqOtg4wFuD2WJI4sRrRceV2TXXHi4aBsA/AYu0w+GZ4/BEc0VGuIL86dUZ2X5SfhiflB/2pR12qIx6hXDtBGtGy8d7AaQE/LW/Oyt7dXtDapTLst1rszaVwj3yenHWcDQZ5jc7n6KtuuPNCTSe138SK977G6swqeZwzv5fbF+TE1kGIWC9dAVhyVaLypENToRrJdbC5Yex7OJzpX/X7Q3VeKwo9Q3ia/1GZ20tX7EvN/ydunrTx468Xpy53f1q8+P8oOnlYY6OPzFtLJofjM70bsKYxIr3voEjsWJwj5z9s2fPM5WdnwIu33ja8XM+nhefdR2sFqN3Q93ozxwdL6RrRMd3qmzl+0xJSq5CwHayDap8U+H18v+LJ6aNRddX3kfB3RHp4KXhZKYkVrwH/934U7/TG/Yrfz1cNEy5fCsu6ZSzr+Gl4ZbPOf+J4DpK7m7ckNn0+DGUzIqStZ1NH3O76ljHd6py9tX9JvfDQghYZWR7W4G7ZTidIKTrFlHqfUL1CZpIEQCJWQhdhtMTR0uJF2iLfv2k6JsbfD+HDG/u2YCvfmG46eM3TFyFijtyPzgE2kXonfDM1stxf+3yrH0LSwfiz5uGohTGRV61i+B8a9t200VxZCi50f1YaZV186zovvpcHLnMPtdtJd3mB8dlRcEih6sVrHLZiuFkhCGJjXiNkJWun5RvPG0b6WrxO91gJ10gO1ovWds5KyJ1K93dSwej39QaLCwdmLUBQOnNcpW1f/XFfHw62fmi4A2P20egdU86W//BL2Ska0fB3e9lolkgJVmKasMlseLt9bzaPJeq1EPFJZ1Q8qiz/KVfyEgXaFtnGEjlXrX5V7ejF/pNzV1KUUvtIrnq2maLiLcnPpljnwoKRbaU4zUlseLVc3qis6KSelSlHnYvHYzWjVuQd8kg+4PhX55XVrpA2zrDZizeqaaQZpQo+Z77fKkKuq+WH9HRZ0FEOtMIadqNeKOQZhBfrwGgdaO1zPxGVrraaNeMmRc6KzEvQ+nNH0pHvX5hlm4Q43L33VKeWejequoI4LwMlYoUg5Y392xQ+vukoIjXlHYhXq/RrhlO0w9GX6/1kW/Xd/tk/RTsXppdXkaWhhdHZDbA+RvQLtqVYffSwa7aL5vrdZPnlSHvNDOc/CBGKfz+tvmZhe71VUe0w9GAtrWhVdYBJOJLosXb9LtL0PS7S3yLdlUMOxNph67v9kHXd/vgxOWfAEDmp6Df1BpX8iqasT6zAfKRLiAX7ZqhbWu/qTW2OV0v+JXnLfphpauhYE8WX2Q6HG1O/mVYsH015jdXGkrdSYpBi0yeN1gCinYp4o0W++aWo/AbG1H4jY2+nkeFfG9Y8hecuPyTHNnqEfKyE7DV4H4nM6GcRrt62apANt3gJOotutV+Cm/DT/0bezsn/zLcVlCWkbqQ8PzmSuUpBoGTD1zCfxIrXi17bvd3SJZVx5udJB9oWmtYqLDuBfOZYFYCbnhxhOUYU9mZUE6j3aaHx/kS1cqmG2Si3kk1hw2nketp+GkZin5oL+f/yFeT2xYS9nuiRaB5Xg6gtTWYLYYkVrx9n2obDfCFx8JbKs9MRg80pdIf9xS25Z/zhl+cuV1yk/0wLb2A7aQLAIs0a9Hu+67xB9JHrw1yFO02PTwOhT/yr2fdayebkO2KwT2yppHvX16K/ctzKwvLSNcv9n7PXZBAIxviRWLFGxZdVp2HLquMlzYUsgWyhSto3fB3ANbRrhH9ptbgoaYPpGZT3axZqavv06kPJL2AVXSoqUQ26gVSKQd9ZGu0ZgcA9J5ci96T22quGUnYDzr06B7IebQcmDUuk264v7EK9zfmTqFWDuV4TWlX4vU75QAAp8bvxanxew0fM5KtETLRrpZ7G9fhrkL3Pft9n64wjX5l8DPaFTiZUKGPbGXpPbkWv9jufUyyXVvPHD5iKt9TfbjrtTHMOtgOzBqHc59re43uGzgys251IAImcmhX4v3CYxW+yffkVLVTTHfcK9/OHw/0vjKYiH533h3NFdGcRL1BYiRqmbaeOXzEcH/BPe+5rurcZ8F7OfLVS1ePVeEAz1DEa0pixbtvrrFA/Mj3npw6Fp9fqpnpNMZ8iUJZBvzYvp33NspHxosk64xd+GB0S8dYRZLLdoczQWbujLn4dm1jZpPBaarBSQR8rKDttp10ifBgPAafGKNGjeIffpiKIq7K+3rIrQmOU9em0gddXsvtsb+3cZ1ppPtQ0weeUg877y6XErDfnWpG1C4aheKCtlRO3ld2Bnp+La2XDUfe6g1Z+57evhrfzbeueNGhR3fTiNctjY+Mw8A71b0Wb7Wmahcyxqo45457N7t/ri8v7zVNWXuseGPfAldtDJPERryAcdTrd573+HR1Q4K6vPZBjnRPXTsGp64dY5le0Eq355pe6Lmml6Pzyka9QUsXSH2Nz/vKzswWJnrpArCVLpCbZmh+wFlOV0TAjY+0PU+ldNXAqcqwBYkWrxF+Di07Pr0MZy9RMxTJrKKDkLFV2ZyHmtpkfejSgzh06UFH5x5SJfdv0To+mCoMArPF7f1g5PpWjFwfzBjRgnucSVPkgKMnW0KWxIu39csjDG/7gSrpAvbLLZrVI5NJMxz8lrnAhlTlYfNIOeHkrVofqHxVL/VpRdWIPFSN8O/t4XVI2fhNpxS1JIXy0Q0c4Lw1kC2OJFa8x64vQ9+nKpD3t7axrdrbqijb+A8AkO5YUYk+6pXN7fb6VUpgegE7ka5AK19R5Vdwe0N1zr6oc/Sb/pfpAcxHNciyalgXRS1J4evoBiKHxIrXb4RwKy/5HABkqieoQLZwpDbqddOhphewU+kK8lalPtD0BScfKxqa2Rc3AXumzP/SUV7xfSIF5XhNIfG6RAg3Cnx181FPoxiEgL0wbB2zfPyxoqGm8lUlgFd2BTvV94lmk/6CsmFAZWpNjKh94Gj/ztqJFESwtGvxHv967qSHDl8sRocvFhscLYfXlMOiHaux7LcLHD3nzSHneDqnV4atY9j0JfvIw6wEuwoBvLKrEtP6p9IEi3eucV0V45yX5OU9r6DcWL6VbQsRaa9ZpF5kar6pRgg3UNHSBApTEivebi/bv4HO/kNueZcz2+pxZpu60t6yiAkONw+4DNf1H4NXd8mtMfvVzUf9bJYtVtLdP3tcZpPl0SZ3JXeEdIFURQxRFSPIskSH/lxi+bhIvcgsS6kaimyjRWLFGxZOc71a4WpxIl8VDHjfXSFEq0i397PvZTYt+hW4tPfvKJSfei2TWph54aW+yndeQTSnWGsJZT0GzmlZSAvarXjZaO/Ter2yaMfqHOFqua5/W972wKxoVRiwy+lacd6TFZb3ZdCmFuyQrQkX1IgGADh5XdsHzL4/XoR9f7zI4mhvULQbPRIl3iM3yL9x+NpwOz3spKvHbM59GPld2ZyuXziRrp+Ydq5J8PlX21IqfadsRd8p1sUyAWTk/J26+qwlRq04uqLIXQNVQDleU2IvXq1su/82+6vnseuN35xBRLtWnWxOpevlXKoJUrpGqQQV0jVKPSzeucZRx5oRPf+lztPz7eg7ZSvqfjkWz5QUZy0xqpewVrbnTGrwtU2EO2It3iM3lOXIVovoYBMCnlB9AhOqTwQS7S4sHYhPJ4/JqQXmVboPNK3NeaMtLB0YmHyDjHSNBKsi0jVKPbgpUa/N79p1rGnRphlUoF/nOSqy5a2tgWxxJNbi7f7byqyI1yzVIAS8cmhXrBzqrhPJCaKj6qzlH+TUAvMi3fnNlbincLThgupeJnBcufkYdow9gUFVHTP7Tr+Vj9Nv5Wfue8npJo26/87+P+u86nzfo10iWcRavEB2esEq+t2+xHt6ofbZlPDqF49A/WLjNQoGvN8VO8ae8HyuoLhy8zG8PaQbAGDLyJbM/k5XbUenq7Zn7oeZ040aJd/P/j/7bPzHmFtXa3J0tJi2ZV9AZwoov0s53miTP917eqF0duorfvHM9SiemZomqxdwnKQLICNdwY77oj88Kgz0Ua6ep0rk67VpO9aC5pVBfUM7N9FGuxEvkIp6VUS+WoSAj78h91W/86rzlZ4/KFreHhB2E0JFH+UaEUTUW3JLeNIm1NGuxJs/vRr506uRN8S/MZNRoPY5+8X4r9x8zNHv7HjlDrfNiT3aisVW6KPenXeXG9awa3rYnzHZx/5VruMxkHQDBy2SY0G7Eq+gdfNWafmKvK4dZ0/0f1TBbQX2b6yml4ehdJZ5scXa50ah9rlRePWBqwwfH3B/dGuuhcWKwT2k5Ks/5sIHKwyreRT+6D1X8q37pfVoiG6/D34qMuGOdileQE6+tc+OzuR1rZBNMwCpjhgvzG+2fnMVXr/J8vHSWR+idNaHjt6k7T3NAMjLVxY3ZZNk0gxGUe+0LfsyGxBgnpe3BrPFkHYrXiAlXytkpAsEE+0KrKLeppedrQFr9tVUK9qWtwe06zSDFjv5rhjcw7dz20W7AqMP1FcG9c1sRDRo1+IVGEW+TqLYKND08jDbaFdPt99XZslX3NaKlqSbjZCv2IIibp1qHABv5YFscYTEC+PIVzaKDUPQdukGJ2gjJMoRyrFicI/M5hWZXK9stLt/ufyQNiJcSLwWyEjVTZrB65AyfbrBTbRLRAM3uV4zek+O0CQOzinHawGJ14KzJzbGIuVA0iWIeBGKeBljExlj2xhj9YyxO8NogyxWEa1bKX82/mN0XnW+4Ua0P1SM641imiFKOV4757AUT6Yf38QYk6s465KO9oeohTHWAcBTAK4CsAvAWsbYMs7534NuixOOvzEwR8JeRjN4HVZGJAezdIMQcs/8A7a/I1Jphogh6ZxJAErS21gAz6R/+kLg4gUwBkA957wRABhjLwOYAiDS4g1yyBhBAGrzv6EQnfyrjHOmAPgN55wDqGSM9WCMXcA5/8iPBoWRaugHYKfm/q70PoIgbNi/vDSSaYWII+OcQL0URsRrtLBrTqKGMfZtAN9O3z3OGNuWvt0bwH6f2hYmSb0uILnXFvx1XRPIWXozxsR15VseacIxHHrzbf6/vRW2yYqzGGPaefILOecLNfdlnCPlJVWEId5dAC7U3O8PYI/+oPQfbqF+P2PsQ865/SowMSOp1wUk99rouszhnE9U1R4FyDhHykuqCCPVsBZACWOskDHWCcD1AJaF0A6CINoHMs5ZBuDG9OiGMgBH/MrvAiFEvJzzFsbYLQDeBNABwPOc85qg20EQRPvAzDmMsTnpxxcAeB3A1QDqAZwE8C0/2xRGqgGc89eRulA35KQfEkJSrwtI7rXRdcUEI+ekhStucwBzg2oP4zGtWUQQBBFXaMowQRBEwMRGvHGaZuwUxlgzY6yaMbZBNywmVjDGnmeM7WOMbdbs68UYe4sxVpf+2TPMNrrF5Nr+izG2O/26bWCMXR1mG93AGLuQMfZ/jLEtjLEaxtj30/sT8bpFlViIVzPlbxKAiwF8gzF2cbitUs4/cc6Hx3x40q8B6IcR3QngHc55CYB30vfjyK+Re20A8PP06zY8nUeMGy0AbuWcDwJQBmBu+r2VlNctksRCvNBM+eOcnwYgpvwREYJz/i6Ag7rdUwC8kL79AoBrg2yTKkyuLfZwzj/inK9L3z4GYAtSM7YS8bpFlbiIN+nTjDmAvzDGqtIz9pLEeWI8ZPpn0urP3JJezer5uH8dZ4wVABgB4H0k/3ULlbiIN9DpfCFwKef8S0ilUuYyxi4Pu0GEFM8AKAIwHMBHAB4PtTUeYIydDeAVAPM450fDbk/SiYt4A53OFzSc8z3pn/sAvIpUaiUp7GWMXQAA6Z/7Qm6PMjjneznnZzjnrQD+BzF93Rhjn0NKui9yzpemdyf2dYsCcRFvYqcZM8a6Msa6idsA/hnAZutnxYplAG5K374JwB9DbItShJjSXIcYvm6MMQZgEYAtnPOfaR5K7OsWBWIzgSI9VOcJtE35ezDcFqmBMTYQqSgXSM0kfCmu18YY+x2AK5BatWsvgPsAvAZgCYABAHYA+DrnPHadVCbXdgVSaQYOoBnAbD/n9/sBY+wyAH8DUA1ALKB7F1J53ti/blElNuIlCIJICnFJNRAEQSQGEi9BEETAkHgJgiAChsRLEAQRMCRegiCIgCHxEgRBBAyJlyAIImBIvIQvMMZGpxePOSs9O6+GMTYk7HYRRBSgCRSEbzDGfgLgLABdAOzinD8ccpMIIhKQeAnfSK+rsRbApwDKOednQm4SQUQCSjUQftILwNkAuiEV+RIEAYp4CR9hjC1DqlpIIYALOOe3hNwkgogEHcNuAJFMGGM3AmjhnL+UrplXwRibwDlfGXbbCCJsKOIlCIIIGMrxEgRBBAyJlyAIImBIvARBEAFD4iUIgggYEi9BEETAkHgJgiAChsRLEAQRMCRegiCIgPl/8qg98QeS/gMAAAAASUVORK5CYII=)
%% Cell type:markdown id:induced-victim tags:
%% Cell type:markdown id: tags:
### Random misorientation distribution
It is importante to compare the distribution with the random distribution. A strong texture can already have a strong impact on random distribution therefore you should always compare your distribtion with the random one.
It is important to compare the distribution with the random distribution. A strong texture can already have a strong impact on the random distribution therefore you should always compare your distribtion with the random one.
%% Cell type:code id:administrative-creation tags:
%% Cell type:code id: tags:
``` python
random_misod=data.orientation_mg.uvecs.mis_angle(random=True)
```
%% Cell type:markdown id:electoral-journey tags:
%% Cell type:markdown id: tags:
## Plot misorientation profile
%% Cell type:markdown id:peaceful-korean tags:
%% Cell type:markdown id: tags:
You can filter the small angle value if you want
%% Cell type:code id:pursuant-circulation tags:
%% Cell type:code id: tags:
``` python
lim = 1 #degre
```
%% Cell type:markdown id:federal-patrick tags:
%% Cell type:markdown id: tags:
Calcul KDE for `neighboor` results.
%% Cell type:code id:specified-dictionary tags:
%% Cell type:code id: tags:
``` python
angle=np.array(data.misod_mg).flatten()
angle = angle[~np.isnan(angle)]
angle = angle[np.where(angle>lim*np.pi/180)]
......@@ -192,28 +192,28 @@
kernel_a = scipy.stats.gaussian_kde(angle)
xeval_a=np.linspace(0,np.pi/2,180)
yeval_a=kernel_a(xeval_a)
```
%% Cell type:markdown id:prime-adelaide tags:
%% Cell type:markdown id: tags:
Calcul KDE for `random` results.
%% Cell type:code id:alert-problem tags:
%% Cell type:code id: tags:
``` python
rangle=random_misod[random_misod>lim*np.pi/180]
kernel_ra = scipy.stats.gaussian_kde(rangle)
xeval_ra=np.linspace(0,np.pi/2,180)
yeval_ra=kernel_ra(xeval_ra)
```
%% Cell type:markdown id:infrared-prince tags:
%% Cell type:markdown id: tags:
Plot both distribution
%% Cell type:code id:crude-mercury tags:
%% Cell type:code id: tags:
``` python
plt.figure(figsize=(12,8))
plt.plot(xeval_a,yeval_a,label='neighboor')
plt.plot(xeval_ra,yeval_ra,label='random')
......@@ -229,10 +229,10 @@
%%%% Output: display_data
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)
%% Cell type:code id:mineral-police tags:
%% Cell type:code id: tags:
``` python
```
......
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