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Motion correction of fMRI data with hight temporal resolution (~500ms)
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Motion correction in fMRI images with high temporal resolution (~500ms)\n",
"\n",
"fMRI acquisition with high temporal resolution are able to pick up the breathing patterns of a participant. This can be seen very easily in the estimated motion parameters.\n",
"\n",
"## Illustrate the problem\n",
"\n",
"To illustrate this, let's load some data, apply motion correction and plot the power spectrum:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Import relevant packages\n",
"from nilearn import image, plotting\n",
"%matplotlib inline\n",
"import numpy as np\n",
"import pylab as plt\n",
"import nibabel as nb"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(2.0, 2.0, 3.0, 0.5)\n",
"(100, 100, 21, 1056)\n"
]
}
],
"source": [
"# Specify filename and explore properties\n",
"filename='func.nii.gz'\n",
"img = nb.load(filename)\n",
"print(img.header.get_zooms())\n",
"print(img.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can see, the dataset is a 4D functional image with a voxel resolution of 2x2x3mm, with 1056 volumes and a TR of 500ms."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Perform FSL's motion correction\n",
"from nipype.interfaces.fsl import MCFLIRT\n",
"mcflirt = MCFLIRT(in_file=filename,\n",
" mean_vol=False,\n",
" ref_vol=0,\n",
" save_plots=True,\n",
" out_file='func_mcf.nii.gz').run()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot FSL's the motion paramters\n",
"par = np.loadtxt('func_mcf.nii.gz.par')\n",
"fig, axes = plt.subplots(2, 1, figsize=(15, 5))\n",
"axes[0].set_ylabel('rotation (degrees)')\n",
"axes[0].plot(np.rad2deg(par[0:, :3]))\n",
"axes[1].plot(par[0:, 3:])\n",
"axes[1].set_xlabel('time (TR)')\n",
"axes[1].set_ylabel('translation (mm)');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can very clearly see some oscillation, but is it really breathing? Let's compute the power spectrum for each of those curves."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"from scipy.signal import welch\n",
"from scipy.stats import zscore\n",
"TR = 0.5\n",
"freq, power_spectrum = welch(zscore(par.T, axis=-1), fs=1. / TR)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 4))\n",
"plt.plot(freq, power_spectrum.T)\n",
"plt.axvspan(0.2, 0.67, facecolor='b', alpha=0.1);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"While being really cool, this is a clear confound that somehow needs to be handled/removed from the data.\n",
"\n",
"Luckily, the breathing confound is usually between 0.2Hz and 0.67Hz (see [here](http://www.humanbrainmapping.org/files/2015/Ed%20Materials/Temporal%20preprocessing%20REALLY%20FINAL_Tong.pdf#page=11)). This means we can apply some temporal filters to get rid of this confound."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Approach 1: Obviously, just apply a temporal filter (wrong!)\n",
"\n",
"The most obvious approach is to just apply a temporal filter with a `low_pass` value at `0.2` and a `high_pass` at `128Hz`. For this we can use `nilearn.image.clean_img` function."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/line/anaconda3/lib/python3.6/site-packages/scipy/signal/_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" b = a[a_slice]\n"
]
}
],
"source": [
"low_pass = 0.2\n",
"high_pass = 1./128.\n",
"TR = 0.5\n",
" \n",
"# Apply temporal filter and store it in new file\n",
"in_file = mcflirt.outputs.out_file\n",
"img = image.clean_img(in_file,\n",
" detrend=False,\n",
" standardize=False,\n",
" t_r=TR,\n",
" ensure_finite=True,\n",
" low_pass=low_pass,\n",
" high_pass=high_pass)\n",
"\n",
"# Add mean if image was high pass filtered\n",
"if high_pass:\n",
" img = image.math_img(\"img1 + img2[...,None]\", img1=img, img2=image.mean_img(in_file))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plotting the power spectrum of the average signal after temporal filtering reveals that the nuisance frequencies were removed."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from scipy.signal import welch\n",
"data = img.get_data()\n",
"\n",
"freq, power_spectrum = welch(np.mean(data, axis=(0, 1, 2)), fs=1. / TR)\n",
"\n",
"plt.figure(figsize=(12, 4))\n",
"plt.plot(freq, power_spectrum)\n",
"plt.axvspan(0.2, 0.67, facecolor='b', alpha=0.1);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nice, so it worked?\n",
"\n",
"### **NO!!!!!!!!**\n",
"\n",
"## Issue 1\n",
"Our stepwise/modular preprocessing approach might have reintroduced motion artifacts into the data, as described by [Lindquist et al. (2018)](https://www.biorxiv.org/content/biorxiv/early/2018/09/04/407676.full.pdf). Subsequent filters need to be orthogonal to previously applied filters. Here motion correction and temporal filters were not orthogonalized. Therefore, we might have reintroduced some motion parameters after temporal filtering the data.\n",
"\n",
"## Issue 2\n",
"I'm not really sure if it's a good idea to motion correct data according estimated motion parameters that have such obvious confounds in them. Perhaps it makes more sense to first remove those confounds and then apply the motion correction?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Approach 2: Apply temporal filter to estimated motion paramters before motion correction (right?)\n",
"\n",
"Full disclaimer, I'm not sure if this is the right approach. But going according to [Lindquist et al. (2018)](https://www.biorxiv.org/content/biorxiv/early/2018/09/04/407676.full.pdf), we somehow need to orthogonalize the two filters. In my opinion, the best approach is to create motion parameters that are temporally filtered.\n",
"\n",
"I see two possible **strategy**:\n",
"\n",
" 1. Temporally filter the estimated motion parameters and then apply them to the original data.\n",
" 2. Temporally filter the data, estimate the motion parameters from that and then apply those motion parameters to the original data."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Strategy 1: Temporal filter estimated motion parameters\n",
"\n",
"So how do the estimated motion parameters look like if we apply the same temporal filters as above?"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# Apply band-pass filter\n",
"low_pass = 0.2\n",
"high_pass = 1./128.\n",
"TR = 0.5\n",
"\n",
"from nilearn.signal import clean\n",
"par_filtered = clean(par, detrend=False, standardize=False, low_pass=low_pass, high_pass=high_pass, t_r=TR)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot FSL's the motion paramters\n",
"fig, axes = plt.subplots(2, 1, figsize=(15, 5))\n",
"axes[0].set_ylabel('rotation (degrees)')\n",
"axes[0].plot(np.rad2deg(par_filtered[0:, :3]))\n",
"axes[1].plot(par_filtered[0:, 3:])\n",
"axes[1].set_xlabel('time (TR)')\n",
"axes[1].set_ylabel('translation (mm)');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hmm... that looks a bit stragne. Mostly, because the linear trends were removed. So what about just using the `low_pass` argument?"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# Apply low-pass filter\n",
"low_pass = 0.2\n",
"high_pass = None\n",
"TR = 0.5\n",
"\n",
"from nilearn.signal import clean\n",
"par_filtered = clean(par, detrend=False, standardize=False, low_pass=low_pass, high_pass=high_pass, t_r=TR)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot FSL's the motion paramters\n",
"fig, axes = plt.subplots(2, 1, figsize=(15, 5))\n",
"axes[0].set_ylabel('rotation (degrees)')\n",
"axes[0].plot(np.rad2deg(par_filtered[0:, :3]))\n",
"axes[1].plot(par_filtered[0:, 3:])\n",
"axes[1].set_xlabel('time (TR)')\n",
"axes[1].set_ylabel('translation (mm)');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That looks good!\n",
"\n",
"But how can we now apply those motion parameters to a functional image?\n",
"\n",
"### Short answer: I don't know!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Strategy 2: Temporal filter data, estimate motion parameters on them and use those motion parameters.\n",
"\n",
"As mentioned in **Strategy 1**, I don't know how to correct for motion with only having the estimated motion parameters. Luckily, `FSL`'s `MCFLIRT` has an option where it also saves the transformation matrix for each volume. \n",
"\n",
"This brings me to **Strategy 2**. Temporally filter the original (motion uncorrected) data, estimated the the motion parameters from the frequency filtered data and apply those estimated parameters to the original (motion uncorrected) data.\n",
"\n",
"**Note: This approach only works if you apply `low_pass`. `high_pass` needs to be set to `None`, otherwise the general drifts are still kept in the data afterwards, which beats the purpose of motion correction.**"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# Low-pass filter original data\n",
"low_pass = 0.2\n",
"high_pass = None\n",
"TR = 0.5\n",
" \n",
"# Apply temporal filter and store it in new file\n",
"in_file = filename\n",
"img = image.clean_img(in_file,\n",
" detrend=False,\n",
" standardize=False,\n",
" t_r=TR,\n",
" ensure_finite=True,\n",
" low_pass=low_pass,\n",
" high_pass=high_pass)\n",
"\n",
"# Add mean if image was high pass filtered\n",
"if high_pass:\n",
" img = image.math_img(\"img1 + img2[...,None]\", img1=img, img2=image.mean_img(in_file))\n",
" \n",
"img.to_filename('func_tFilt_low.nii')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# Estimated the motion parameters in the temporally filtered data\n",
"from nipype.interfaces.fsl import MCFLIRT\n",
"mcflirt = MCFLIRT(in_file='func_tFilt_low.nii',\n",
" mean_vol=False,\n",
" ref_vol=0,\n",
" save_plots=True,\n",
" save_mats=True,\n",
" out_file='func_tFilt_low_mcf.nii.gz').run()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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B2qOU19az6LYJ3L5wGyv35bYaENpsmn3ZZcwdF42vmyPP/3iInNIafNwc+WhzGucNDGb20FA8nPewI7241waE21KLufOjbeSW1Ta7vupAHp4uDni5ODIgxJPnpowgPsavxXilFL+Jj+TJpftJLqhsNbjvKJtN89+Vh3hpldGtbd7CBJb8aUrjVs/S6jo2JxW2qCpqNine/F08xVUWgjxbZqR7u2P9AYsqjgeEmSXVWG2aPoHH/32d6eJA3Y29AkI3rfWWE7Y21NtpbiGEEEKILlNtsfLiqsO8vzGFKouV8wYGcfmocCz1NmYPDcHV0dwss3DHtL7syijh063pPHLxYDycHaips/J/XxgF2B+aNYBvdmTyxbYMrh0biaeLIzvTS/jrV3s4kFNGXJAHn8ybwI1vb+GBz3ez/N4peLsawdysISEMDfdmRKQ3+7LKWl1vXnktNXU2+gS4MbFvAM//eIjlidm4OTtQWGnhD+fEYDYpRkb6sCOt5Ix8hl2p2mLlH0v2ccP46MbsWlZJNVe/vhGt4ZLhoZwbF8iISB9Kq+vYkmwEXh1pNn7piDCeWraf73dlcfd5cb96jf9acYA31iRxxcgwJsT68/BXe/huVxZXjAoH4P2NKdTW21rNRDqaTRIMtsHRbMLLxYGiyuNBf25pDQAhXq5dtaxux14BYYFSqi+gAZRSVwPZdppbCCGEEOK0qamztllI4mh+Bbe9n0BSQSVT4gJ47NLBLbYOnsjRbOL3k2JYuT+P7anFnNs/kB/25ZJVWsPCW8YxJS6QGH937v54B8Me/4HJ/QI4kFNOlaWeeef25aZJMfh7OPPi9SO5+MX1PPzlHmYNCaGkqo7rxxnNxOOCPFmWmNPq2lMLKwGI9nenX5AH/YM9+Cwhg7KaOgYEezKxrz8AIyK9eX1NEpZ6W4vm3D3FttRiRkX6tLvV74WfDrNocxp7M0v5+s5zMJkUS3ZnozV88IdxjRU6jxnXp2U2sC0h3i4MCfNi3ZGCUwoIiystZJfWsCW5kBV7c/klqZAbJ0TzxOVD0BreWp/Mq6uPcNGwUCxWG+9sSGbmoKBm20VFx/h7ODfbMpp9LCD0liD6GHsFhHdhNIYfqJTKBJKBG+w0txBCCCGE3RVU1PL44r18vzubi4eH8sK1I3Ewm9Basz2tmIM5FfznR2P75qJbxzOpX0CH5x4V5YtJwZLd2UyJC2DNwXx83BwbG2BfNCyU3LIa/t93+8gqraZ/sAcPXjiAUVG+jXP0C/Lkz+f35+llB1h1II/RUT5MblhD/2BPtDYC1iFh3s2enVpYBUCMv7ElbvbQUF746TCeLg68dP2oxqIp0f7uWG2anNKaFufVeoLNSYVcu2ATd03vy4MXDmzxvtWm+eCXFN5Ye5S+ge7syijljg+3ERfswaLNaYyI8G4RDP4a5/QL4J31yVRZ6k96fm/jkQK+2JbBd7uzqLMeL5w/a0gIj182BKUUSsHt58by4Be7uezl9UztH0hJVR13Te/X6bX2Rr5ujs2KyuSUHcsQSkB4jL2qjCYBM5VS7oBJa11uj3mFEEIIIU6Xuz7azo60EibE+rFkdzZl1XWMivQhraiKb3ZmATAs3Jv/XjvipFnBE3k4O3Dt2Cg+3pLGrowSDuSUc8nw0Gbl/2+aFMPEvv70D/JsM8N1w4Ro/vPjITTw0tzRjffFBXsAcDi3ZUCYUliJg0kR5mN8w3vt2Ej2Z5dxz8y4ZvdG+Bpb5jKKq3pkQLjqoFFJ9d0NKcw7ty/ers0rrr65Lolnlh0gxMuFz++YxKLNqbzw02F+2JdLgIdTs/OdnTE1LpA31hh9Ci8fGd7qPVprnlq6nzfXJePj5sjVYyKY2j+QmAB3SqvqGBnl0+zPxtVjInBzcuDuj7dzIKec2UNDmv2wQHScn7szGcVVja9zSmvwdnXE1an3tZdoi72qjAYDTwFhWuvZSqnBwESt9dv2mF8IIYQQwp52pZewObmIRy8exK1TYnnxp8N88Esq648UcKzj8YIbx3DeoOBf3cPtqSuHUlNn5esdmfQL8uC2EwrIKKUYGNL+FkB3ZwdWPTANDyeHZi0movyMAC6zpLrFmJzSGoK9XBoLZYT5uLKglYqnkb7GHBnFLefoLjYcKeC5FQcZGenD3y4Z3PjvYkdaMYt3ZjWez4z/54/8+5oRjQFZXlkNL/10mMn9Anj7pnicHczMnxHHDROicTCbcHEw2a2QyIRYf2ID3XlnfTKXjQhrtV3IZwnpvLkumRsnRPPoJYNwdmg/GFFKcfHwUIK8JrJsTw5/nNbXLmvtjfzdndiVcfysbE5ZjWQHT2CvLaPvAe8CjzS8PgR8CkhAKIQQQohu5631yXg6O3DtWKNK55/Oi+NP58VRb7Xx5fYMRkX50j/41LKCJ1JK8dzVw7l7Rj9iAz1+9TzhPi2LX7g4mvFxcySn4TxUUyXVdfi6t96fsKkQbxdMCtKbZE+6i/KaOp7/4RCLNqdh1Zqd6SW4O5txd3ZgzcF8NicXEeDhxLs3j6W8po5Hv07kka8TGR3lS3JBJXd9tB2L1cY/rxjaLPjycbN/z0WTSXHzOX342zeJbE8rbuz5eExyQSX/XLKfibH+/L/LhpxSa4OxMX6MbaXCqeg4Pw8niistjT0mc0prCJbzg83Y6wRxgNb6M8AGoLWuB6x2mlsIIYQQwm7yymtYuieb68dH4enSPHByMJu4dmxUp4PBpvN1JhhsT4iXS2OBjKaKqyz4diDwcTSbCPV27RYZwtyyGkqr6xpfP/zlHj74JYVLRoTyy8MzGBXlwys/H+XZ5QfZnFzE7KEhrH5wOmNj/JgxMJhPb5+IScHsF9Zx6wcJeLk68tL1o4npRCuIUzFndDjero78b+VhtD5+NvBwbjmzX1iLzab5xxVDe22fu67k7+5EvU1TVm00QCisqCXQw7mLV9W92CtDWKmU8ud4ldEJQKmd5hZCCCGEsJs1B/Ox2jRXtHHeq6cI8XYht6xlQFhaVddqVrE1Eb6uzc5XnWk2m2bVgTzu+3QnGjhvUBC5ZTVsSiri3plx3DuzPwDj+/izI62Eqf0DeezSwUT5uTXb8hnp58Z7fxjHZ1vTcXYwMW9q3w5/Bvbg5uTAfTPjePy7fdz6fgKDQr2orrOyPDEHNycHvrt78hldjzjOr7E5fS1erkbrFb8OZNB7E3sFhH8GFgN9lVIbgEDgajvNLYQQQghhN2sO5RPo6cygUPtkAbtKiJcLiZktexEWV1nwcevYN7wRvm5sPFpg76WRmFnK+xtTuH58FKPbKIaiteaRbxL5eEta47VvG4r5hPu4Mu/c42cuLxwSzOtrjnLTpJg2M66jo3zbfNaZ8LuJMeSV1/LR5jR+OmAUvBkY4smL14+UYLALHQsIiyothHi7UFtvw89dMoRNdTogVEqZABdgKjAAUMBBrXVduwOFEEIIIU5gtWnSiqroc5q2+mmt2ZRUxJS4gFaLf/QkwV4uFFbWNusjaLNpSqvrOrRlFCDSz5WcHTXU1ltPWuiko0qr67h94TYyS6r5akcm14+L5P9mDWyxPffbnVl8vCWN346P4p6ZceSV1fL1jkwGhHhyTr+AZi0cRkX5sufxC1rM0Z2YTIqHZg3kwQsHsPZwAbEB7kT69bzqrWcb/4bgr7DSQmGFpeGa/c+S9mSdPkOotbYBr2it67XWe7XWiR0NBpVSs5RSB5VSR5RSD7dxz2+UUvuUUnuVUos6u14hhBBCdF9fbs9gxvOr2Zt1ek6e5JTVUFBRy4gI75Pf3M2FeLugNeRX1DZeK6+px6Zp0YKhLRG+bmgN2SUtt57+Wv/vu73klNWw8JZxXD06gkWb07h94TZq64+XlziYU86j3yQyOsqHJy4fSpCnC0PDvfnbJYP5TXxkqxm17hwMNqWUYmr/QAkGuwk/j+MZwuIqIyD0lYCwGXttGf1JKTUH+Eo3PUnbDqWUGXgFOB/IALYqpRZrrfc1uScO+Atwjta6WCkVZKf1CiGEEKIb2nS0EK3hg42p/Otq+/SJa2p3hhFoDovwsfvcZ9qxoK+8pg4wAqiS6oZveDuYITzei7DaLgVYtNb8uDeXa8ZEMCUukClxgYzr48f9n+/ilvcSmDMmnLTCat5al4Srk5mX547+1W09hOgI/yZbRgsbGtT7SUDYjL0CwtsxzhHWK6VqMLaNaq11e811xgFHGprao5T6BLgc2Nfkntswso/FGBPm2Wm9QgghhOiGtqUVA/BpQjphDefI7NlAek9GKSYFg0Pb7//XE3g4G9/GVdTUN14rrjI2aXX8DKEREJ6s9URtvZXLXtpAmI8Lj182hGj/1oPHwkoL5bX1DAg5fj5zzpgI6m02Hl+8j/VHjPOKQ8O9eOPGeMLkbJ04zVwczbg5mSmssFAkW0ZbZZeAUGv9a05lhwPpTV5nAONPuKc/QEOhGjPwuNZ6+YkTKaXmAfMAoqKifsVShBBCCNHV8spqSC2s4qrR4Xy1PZP/rjxE/2APZg8LtdszVu7PZVSUr12DzK7i4WJ8G1deezwgLGnYEtfRfnsBDeX3ixoyJ21ZnpjDwdxykgsqueC/a7lrej9unxrb4txhamElADEnBIzXjo3i4uFhpBZW4uXiSKi3i90awwtxMn7uThRV1jZuGT22jVQY7PJfolJqdCu/+iqlOhtwOgBxwDTgeuBNpVSLPR5a6wVa63itdXxgYGAnHymEEEKIrvDDvlwA7pjal4dmDQAgqaDSbvMn5VdwIKeci+wYYHYlz4YMYWWTgPBYG4qO9llzcTTj7GCirKbt8g+JmaU8vngvsQHurHloGjMHB/OfHw8x+4V1bDhSwD++39fYQzClwMg0trb91MPZgSFh3kSe0DJCiNPN392JwkoLqYVVOJlNjf/tCIO9Po1XgdHAnobXw4BEwFsp9Uet9Q+tjMkEIpu8jmi41lQGsLmhSE2yUuoQRoC41U7rFkIIIUQ3sWJvDrEB7sQFedA/2JN3N6SQYseA8PNtGZgUXHyWBITHMoRNt4wmF1ThaFaE+bh0eB4vV8fGpt0nqqmzMn/Rdlwdzbz1+3hCvV15Ze5ofhOfz+0LE/jtW5sBGBHpw2UjwkgprMRsUtJmQXQrId4ubE8rYWtKERcNC+nxFYbtzV4/nskCRmmtx2itxwAjgSSMgjHPtjFmKxCnlOqjlHICrsPoZdjUNxjZQZRSARhbSJPstGYhhBBCdBPVFiubk4qYMTCo8Zu1Pv7upBSeekC4N6uUq1/byL2f7GBbqnEmMaukmk+3pnPeoGBCvDseLHVnjWcIm2QIUwoqTzkD5+Xi0GaG8Md9uaQUVvHklcOa9f+b2j+Qd24ay+0NvQILyo1Kp2sPFzAg2LOxDYYQ3cGsoSHkl9dis8H9Fwzo6uV0O/bKEPbXWu899kJrvU8pNVBrndRWBK61rldKzQdWYJwPfEdrvVcp9QSQoLVe3PDeBUqpfYAVeFBrXWinNQshhBCim9iaUoTFamNyXEDjtZgAN1YdyD+leSpq6/nDe1ux2uBgbjnf7Mwi0s+VwgoLZqW4d2acvZfeZdwb+vSVN8kQphRWtji/dzJGhrD1gPCr7RmEebswtX/LIzmT+gYwoY8/72xIJr+iliN5FexKL+HRiwed0vOFON0uHBKCv/t+ro6PkHYgrbBXQLhXKfUa8EnD62uBfUopZ6DNTela66XA0hOu/b3J7zVG9dI/22mdQgghhOhCNptmS0oRJVUWxkT7EehpnHVbfTAfR7NiXB+/xnvjgjz5LCGD/PLaxvtO5q11SeSW1fL1nZMYEOLJ66uPcjivAku9jYdmDWxW/bKnM5kU7k7mxgyh1prUwiom9Q04ycjmvFwcKWklILTU29h4tJDrx0VhaqM1hMmk8Hd3pqC8lh0NFWJnDJQuYaJ7cXNyYO1D03F17PnFpE4HewWENwF3Avc2vN4APIARDE630zOEEEII0YMczCln4aYUgjxdmD+9HyaT4qml+3lrfTIAwV7OfHHHJEK8XVi8K4sZA4Nwczr+rcnoaKOO3LbUYmYNDTnp82w2zecJGUyJC2BUlC8Afz7Lt4d5uDg0niHMLaulus5Kn4BTy4B4uTqSXtSy7URiVim19TbGNwkWX/9GAAAgAElEQVTSWxPg6URBRS3pxdUoZTS7F6K7cZdCMm2yV9uJaqXUq8D3WuuDJ7xdYY9nCCGEEKJ70FpjsdpatBxoau2hfG55fyt1Vg2Aq6OZYG8X3lqfzPXjorhoWAh3frid+z/fxX0z+1NQUcuVoyKazTE03BsnBxPbUos6FBAuWJdEZkl1Y4XS3sDD2YEKixEQJjcU4DnVBvNtnSFMSCkCYEyMb7vjAzycya+oJaO4ilAvFzk/KEQPY6+2E5cBO4HlDa9HKqVOLBAjhBBCiFN0NL+CSU//xO/f2cL+7LKuXg4AH25KZfxTP1Ftsbb6vs2mefjL3cQGeLD9b+cTG+jOttRi3l6fzMAQT564fAhT4gL568WD2JJcxHsbjYzhwBO2czo7mBkW7s3O9JKTrmnj0QKeWXaAi4eFnjVVRDvCw8WxMUPYVg/Ak/F0MaqMGid1DFprvtmRxaBQL4I82y/CE+DhTEG5hYziaskOCtED2etHOI8B44ASAK31TqCPneYWQggheq3PEzLIKq1hzaF8Hvl6z8kHnAEfb0mnpKqOQ7nlrb6/KbmQrNIa7prRDz93J6L93EgrqiK7pJrhEd44NlTAvGZMBDH+bqzYa/QfDPZqGXgMDfNiX1YZNptu8V5T//vxMJF+rvz7mhG9qsedp7ND4xnC5MJKnMwmwk6x5YOXqwMWq43aelvjte1pxezLLuP3E6NPOj7Q05mCilq2JBcR4SvtJoToaez1N2ad1rr0hGvt/80thBBCiHZprVmyJ4up/QOZP70f29NKuO/TnZS300T8dDuSV8G+hkxlWxnL5Yk5uDqaOX9QMABRfm4kF1SSX1FLiPfxgMHBbGJSP6MAipeLA65OLbegDg7zotJiJbWVM27HFFVaSEgt4spREa3OcTbzcHZo/PNgtJxwxdxGAZi2eLk4AjSrNPr1jkxcHE1cOiLspOMvGByMS0OxDqngKETPY6+AcK9Sai5gVkrFKaVeAjbaaW4hhBCiV8opqyG9qJppAwKZ1NcfML5RH/b4D7zTUJjlTPtuVxZKgbODiT2ZpXy9I4P7Pt3Z7J4tyUXEx/g2BmeRfm5U11nRGkJP6AHYp2F7o3Mb1f+GhHkDsCfzxJ87w850I0Ce90ECNm0EJr1NpJ8rKYVVVFusbEstYWCo1ynP4efuBBh/3sCoLrp0Tw4zBwV3qBDHqChffn5gGv+8Yii/HR91ys8XQnQtewWEdwNDgFrgY6CM4xVHhRBCCPEr7Eo3gqARkT6MifFl5qBgxjYU+Hhm2QESWwmS2qO1ptpibXZW7FQt2ZPNhD7+jIry4aPNadz36S6+3pFJUaUFgJIqCwdyyhkXc7wyZdOs0YlN4Y8VQGnrPGJcsAchXi48t+IAhxu2qNZZbWxOKuTOD7fx9Y5MUouquOe8OIaEnXow1NONivLFUm/jjbVHKaio5dLhp35+cmSkUc11a4rRNmLF3hyKKi3MGRPR3rBmAj2duWFCNEGtbPsVQnRvdgkItdZVWutHtNZjtdbxDb+vscfcQgghRG+1O6MEB5NicKgXzg5m3vp9PJ/fMYmv75yERnPpy+v5LCG9Q3P9fCCPS15az6C/L+f+z3e1e2+1xcqBnJbbQfPLjebj0wcG8vxvRuLpcjx7tKuh8Mvqg0Yj+YkNGU2AAcHHi8W0yBA2tEiostTTGmcHM6/fOIaKmnquW7CJbanFzF+0nWsXbKKoysKXf5zE1kdmct/5/VHq1LZKng1GN7TX+N/KwwR7OTNtwKn3AAzzcSXa341NSYXYbJq31iUR6efK1LiWzeiFEGefTgWESqnvlFKL2/plr0UKIYQQvdHujFIGhHg2ns86ZlSUL6vun8bYaD+eWrqfmrrWs2sA9VYbO9KKuePDbVTW1hMb6M43OzLJLWv5c9uFm1KZ8fxqBv19ObP+t46k/Oado7alGhmkMdF+hPu4Mm9KbON7r64+Qp3VxpfbM4jwdW0MVKB5G4SQEzJIx7KH49rpdTcy0od3bhpLYaWFOa9tZMXeXH43MZrNf5nJmOj2WyKc7UK8XZg5KIjpAwL5/PZJLf6sdNTEWH+2JBexeFcWuzJK+dOMuDab0Qshzi6dzRD+G3geSAaqgTcbflUARzs5txBCCNFraa3ZnVHCiIbtfCeK9HPj3plxlFTV8e3OzDbn+e/KQ1z56kZq6208PHsQC24cg03D9H+vJrOkuvG+zUmF/O2bRLxcHJk2wMgM/bAvt9l6ftiXg5ODiaHhxtbMu6b349N5E5jcL4CtKcVc+eoG1h0u4LqxkS2CieX3TuHP5/fH29Wx2XVnBzPfzZ/MGzfGt/t5jIry5f7z+ze+vnNaP7zdHNsZ0Xu89fuxvHvzOKL8f31Blwmx/pRW13HvpzsZEubFnNEd3y4qhOjZOtWYXmu9BkAp9bzWuunf5N8ppRI6tTIhhBCiF0sprKKspp4REd5t3jOxrz8jIn14bsVBZg0JbTVA+nZnVuPvR0f7EOTpwstzRzF/0Q4+2pTKQ7MGArDmUD5mk+KjW8fj7uzAJS+tY+EvqaQWVrIvq4xdGcZ5xZsmxTQ2pDeZFONj/RnXx4/fvrWZjUcLGRLmxW3nxrZYx8AQLwaGtH7Gb1g7X2NTd58Xx/wZ/SitrsPHzalDY0THjI89nqH92yWDJTsoRC9ir6Iy7kqpxr/9lVJ9gFPriiqEEEKIRtsbtmcOj2g9QwiglOLJK4ZSVGnhgS92UVJlaXyvvKaOZ5cfIKP4eBbwWIPxS4aHcf7gYF5dfZSxT65kxP/7gVdXHyUuyKOxquRjlw7B1cnMj/vyKK+px8XRxC2T+/D3Swa3uo4nLh/CDROiWHjL+MaA8XRQSkkweBqEersyuV8At0+NZUKs/8kHCCHOGqozlcYaJ1FqFrAASAIUEA3M01r/0OnJT1F8fLxOSJDkpBBCiJ7rcG451y3YhJuzmdUPTD9pX7nnVhzglZ+NkxrXxkcyIMSTT7emczC3nKtGhfPoJYOpt9kaA0KAzJJqrlvwC57OjgwK9eLL7RncMbUvD88e2OozbDYtWSMhhOghlFLbTtjB2fa99ggIGx7qDBz7v8gBrXVtB8bMAl4AzMBbWutn2rhvDvAFMFZr3W60JwGhEEKInqymzsrEp3+iuKqOxy4dzM3n9OnQuI82p/LI14mNrz2cHXjthtFMaadSpNWmMSkj65aUX0GErxtODvbaPCSEEKKrnEpA2KkzhEqpyVrr9QANAeCuE973AqK01omtjDUDrwDnAxnAVqXUYq31vhPu8wTuATZ3Zq1CCCFEd6e15p0NyRRX1fHw7IH8bmJMh8fOHRdFhK8bIyN92HikgKHh3s36/7WmaeYxNtDj1y5bCCFED9apgBCYo5R6FlgObAPyARegHzAdY+vo/W2MHQcc0VonASilPgEuB/adcN8/gH8BD3ZyrUIIIUS39llCOs8uP8ikvv7cfm7sKfXVU0oxtb+RDZw97NSbkwshhOidOltl9D6llB8wB7gGCMVoP7EfeONY9rAN4UDTbroZwPimNyilRgORWuslSqk2A0Kl1DxgHkBUVNSv+VKEEEKILpVVUs3Tyw4wLsaPhbeM75VN1oUQQpx5nc0QorUu4nj/QbtRSpmA/wA3dWANCzCK2hAfH2+fQ5FCCCF6pGNn4+0RUBVVWtiTWcq5cQGdnq+wopbKWivLErP5YV8uPq6OzB4Wyvg+flTXWfnTxzuot2qemTPspEVkhBBCCHvpdEDYCZlAZJPXEQ3XjvEEhgKrG/4nHAIsVkpddrLCMkIIIXqnz7am8+TS/dRbbVwxKpwrRoUzPML7pG0QTqygmVNaw/e7s3jxp8OU1dRz6+Q+RPu7sfpgPvNn9MPJwcSQsPZ752UUV/H44r0cyq2gus5KfvnxWmsjIn04mFvOTwfyGq+5Opp583fxcpZPCCHEGWW3KqOn/GClHIBDwHkYgeBWYK7Wem8b968GHpAqo0IIcfbTWp9yRi69qIrz/7uGvoEeDAzx4tudmdTbNHPHR/HUlcPaHFdeU8eVr25kUKgXfz6/P+5OZm77IIFdGaXEBroT7OnCL0mFLcYtuHEMFwwJaXE9MbOUDzelsuFoAfnltVwwOASzSXEwp5wDOWXcNiWWv1w0CKtNszerlLWH8o1G8MPDCPR0PqWvWQghhGjNGasy2hla63ql1HxgBUbbiXe01nuVUk8ACVrrxV21NiGEEGeepd7Gos2pJKQWs3J/LmOifblmTCSXDA/Fwdx+K4Taeiu3fZCAo8nEGzeOIcLXjT9O68tfv97Dx1vSiPF34/pxUXi6ODaOySqp5v1fUth0tJAjeRUcyavgu11Zje8/cEF/bjs3FieziW92ZlJv1UyI9efv3yby88F85i3cxsAQT4aGe+Pv7sQfJvdh2Z5snvh+H7aGn7UuvGVcs7YPTQNds0kxPMKn3cbzQgghxOlmzz6Ek4AYmgSZWusP7DL5KZAMoRBCdL2d6SUEeDgR7OWC40mCOYA6q41Pt6bz6DdGl6LJ/QJIyq8gq7SGGH8juJvUN4BAT2dq6qw4O5hxdTK2gdbUWXlm2QHe25jCW7+LZ+bg4MZ5K2rr+fOnO/lhXy4As4aEMCDEEw18uCmV0uo6ov3cuGNaX2L83Vm6J5sle7KZMzqC/5s1oM0sZV5ZDV9uz2TtoXyO5Fc02w4a4OHMzefEMCjUkxkDg1sdL4QQQpxOZ7wxvVJqIdAX2AlYGy5rrfWfOj35KZKAUAghTu7XbMn85WghtfVWzukX0GaQV1Nn5X8rD/P6mqON19ydzPi4ORHu68pFQ0OYOz66RfPz+z/bxZfbMwB4ds5wromPAODHfbn8d+Vh9meXtXjWsHBvpg8MYsnuLI7mVzJzUBBv/X5si/ss9TZueHszW5KLMJsU1ob0XZSfG+/ePJa+J5zZ+zWfzQ97c7jnk50MDPXkk3kTTnpmUQghhDiduiIg3A8M1l11ILEJCQiFEL1NcaWF2nobId4uHbq/zmpj3gcJpBRWMX1AELszSvB2dSTIy4V6q42aeht19Tb6BrkT7uPGrvQS9ueUsTujtHGOaH83ZgwMom+gB7OHhuDr5sT+nDJuendrw7m5YPoFeeDsYKa0uo6SKguH8spJzCwjyNOZq8dE8NCsgYBx5u6Sl4wuRa/fMJpZQ5v30LPZNPuyy9iZXkJ+eS2Ld2WRXFDZbC2PXjyY6QMCT7q1VAghhOgNuiIg/Bz4k9Y6u9OTdZIEhEKIs9HSPdn0CXBnUKhXs+s2m2bSM6vIKavh7d/HM2NgULvZrYKKWhasTWLB2iQi/VxJL6pu9r6/uxMeLg4UVVgor60HwNfNkcFhXoyM9MHXzYmK2np2pZew4UghFqut2fgADydevH4Uk/oGtPr8ZXuyeeiL3ZTX1nP9uEgGBHvy5NL9mE2K5fecS0yA+0k/C601yxNzmBDrj1Lg6eIobRqEEEKIJroiIPwZGAlsARoPUmitL+v05KdIAkIhRGv2Z5exbE82d07vh4tj99rOp7Xmjx9uZ1taMTMHBfH4ZUMatxzW1FlJK6rigv+uBeDDW8YzMNSTAA9nSqvq+HhrGs8sO9A41ytzR3Px8NBWn2OptzHl2VXkltUye2gIL88dzYGcMrQGVyczbk5mQr1dG+9PzCzFw9mBaH+3VoPMequNLSlFzH1zM+E+rtw0KYZZQ0OI9HNr9+vNK69h8r9+xlJvBJPR/m588IdxRPufPBgUQgghxMl1RUA4tbXrWus1nZ78FElAKIRozY1vb2bd4QJmDw3htRvGdPVymlmemMMdH24j2MuZ3DLjZ2ozBgbh6+bENzszG8+8HTMo1Ivv757MjOdXk1pYxYRYP/41ZzhXvLIBs8nEJcNDuXFidOPZuPKaOtYdLiClsJJnlx+kb6A7C28ZT5iPa4u1/BpphVUEejo3FnnpiJSCSjSQVlTFyAgfvN0cTzpGCCGEEB1zxgPChocGA8dO82/RWue1d//pIgGhEOJEZTV1xP9zZWNG6oXrRnL5yPBOzVlntbF0Tzb+7s5Mjmt9e2RTNptmwbokckpruG9m/8YA6Ie9Ody1aDt9Atz5/u4pnPef1Y3bOJ0dTFw4JARXRzPXjYuksMLCzwfz+GhzGpP6+rPxaCEXDwvlmTnD8HRxZNWBXG55PwGtIcjTmfGx/lw8LISXVh1hb5ZRlGVAsCfL7pnSrAm7EEIIIc4uXZEh/A3wHLAaUMAU4EGt9RednvwUSUAohDjRvA8S+HF/Lp/dPpF/fr+PXRmlfHHHROJj/H71nI8v3st7G1MAeP6aEcwZE9HmvVprXl+TxL+WG1s7w31csWlNndVGQYWF4RHefPCHcfi4OVFQUUtVrRWzWeHl4tCsbx4YW0gveWk9R/IqiA1wZ8V95zar+JmYWUpyQSVvrD1KYubxypzzp/fD2cHEDROi8XV3+tVftxBCCCG6v64ICHcB5x/LCiqlAoGVWusRnZ78FElAKIRoKrmgkun/Xs19M/tzz8w4qiz1nPvszwwOM4KwX+NofgXnPb+Gq0aHk1VSzdaUYj67fQJjoo8HmKXVdRzJK+er7ZlsSy3mQE45FwwO5pIRYfzj+33kl9fi6mjmzml9+f05MXi5dHzLpNWmSS6oJNzHtd1tmvnltTy5ZB8jIn24aVLMKbdSEEIIIUTPdCoBocPJb+kQ0wlbRAsBqf0thOhyyxKN4sdXN/S1c3Ny4Lfjo3lx1WHyymoI8mq7VUNKQSVJBRWcG9e8ncH7G1NwNCv+MnsQrk5mZvx7Nc+tOMjHt02gtt7G00v38/4vqc3mump0OM9dPQKzSXHZiDDAKPJyYj++jjCbFP2CPE56X6CnM/+7btQpzy+EEEKI3sNeAeFypdQK4OOG19cCS+00txCil0jMLOW11Ue5YEhwp8/4gXHOb9HmNOKjfQlvUkDlkuGhvPDTYRbvyuLWKbGN15fuyWZXRgnDwr35aX8e3+/Oos6qmdwvgHdvHku9VfP8Dwf54JdUrhsbSaCnMwB3Te/HY4v3cslL6xvP6l04JJiRkb78Jj6CzclFzBgY1KI1wq8JBoUQQggh7MkuAaHW+kGl1BzgnIZLC7TWX9tjbiFE71BntTF/0XZSCqtYsieblfvzePzSwfh7GEFXcaWFDUcL8HB2IDbAg0g/15Nugfx2ZxYZxdU8fumQZtfjgj0ZG+PL08sO4Gg2MbV/IP9deYhvd2Y1u2/O6AgifF154afDXPvGL7g7O7DucAFDw734y+xBjffdOCGaAzllLE/MIdTbhRh/d168flRj64iLhrXeBkIIIYQQoqvZrcpodyFnCIXomV75+QjPrTjIvTPjeOGnw2gNsQHuXDYyjN0Zpaw/XNCsCfr14yK5e0YcYT6ulNfUseZQPpnF1UyOC2BImDc1dVYuemEdLo5mlvxpcovgsbK2nns+2cnK/bmN1yJ8XfnjtL68tyGFd28eS4Sv0U/vmx2Z/HPJfgoqarl7Rj/uv2DAmflQhBBCCCF+hTNWVEYptV5rPVkpVQ40nUgBWmvtdZLxs4AXADPwltb6mRPe/zNwK1AP5AN/0FqntpioCQkIheh5lidmM3/RDi4cEsLLc0dRVGnhaH4lN727heo6K30DPZjcL4DLR4ZRWGFhaWI2X23PBIygMa2oivqGXn3uTmZuOieGH/flcii3grd/H895g4Jbfa7Vpnl51RGKKmu5fWpfgjydm50VbKrOaqOmztqi6qcQQgghRHfTJX0IT5VSygwcAs4HMoCtwPVa631N7pkObNZaVyml/ghM01pf2968EhAK0T1tOFLAir057M8u487p/Zg+IAiAkioL5z77M7GBHiy8ZVyzgKuith4FuDu33N1+JK+ClftzWX+4gKHh3pw3yGjk/tu3NpFbVkv/YA/unhHHpQ0FXIQQQggheouuaDuxUGt948munfD+ROBxrfWFDa//AqC1frqN+0cBL2utz2nt/WMkIBSi+zmcW84F/1uL1uBgUpiU4o3fjWH6gCD+9k0iH25OZdk9UxgY0u6mgg6pstRzKLeCYeHeLYq4CCGEEEKcktpy459mZ3DoOX18u6LtRLOKDUopB2DMScaEA+lNXmcA49u5/xZgWWtvKKXmAfMAoqKiTrZWIYSdJWaW8vGWNKosVvoFeXBNfARBnkY7h6JKCw99uRsns4nF8ycT5OnM9W9u4uZ3tzIkzIu9WWX84Zw+dgkGwWgrMTLSxy5zCSGEEKKX+ukJWPf88dcBA2DqQ7BlAYycC2Nu6rKl2VtnzxD+Bfgr4ApUHbsMWDAqjf6lnbFXA7O01rc2vL4RGK+1nt/KvTcA84GpWuva9tYkGUIhzqzK2nrOe34NZTV1+Lo5kVVajYNJccGQELxcHPh+VzY19VZeuG5UY7XNKks9r60+yvojBYyN8ePP5/fHxbHtButCCCGE6MG0hmPF3aqLwdXX+H1ZNlTmQ84eyN4JM/4GLnb4AfGx55WkwY+PwYjrQJkhZCh4hrS831oPqRuMdWVsAUd3+OaO9p/h7GX8stXDTUsgoF/n121HZyxD2LC982ml1NPtBX9tyAQim7yOaLjWjFJqJvAIHQgGhRBn3ge/pJJTVsOXf5zImGg/UgoqeW9jCkv2ZFNntTE+1o//mzWQuGDPxjFuTg7cf8EAqdYphBBCnAnVJbDu3zD2NiNQ8ggGB+fT8yytIXO7kV3L2Q1WC9RWGNk1sxOs+AuEN2wkzNzWfOz+72DARVB4GNyDjODNIxg8gsDkYPwqywJHV4i/2RhTngO7P4ODSyFvHyiT8TyzE9RVGvfs/cr4p1sATHsYKgsgZrLxqyQVPvkt5Cae8IUomPMW9L/Q+Joc3SAzAbJ3wbKHwMkdQoeDeyC4eJ+ez/IMsVtRGaWULxAHuBy7prVe2879DhhFZc7DCAS3AnO11nub3DMK+AIjk3i4I+uQDKEQZ0691caUZ3+mT4A7i26b0NXLEUIIIbpOXQ0svhuqCgAFTm5QVw1RE2DifFjzLMROhdhpx8dU5MOKv4K2wuDLjYBHa/CJgpBhx7NqTWkNuz81gqCs7eAdYQQlfc6F0JFGEJW9C/Z8DrqhXVNpBhQcMrJk2maM6TcTRt8IlYXgGWwEcN6RcP4/wNR6xe1W2ayw7T3jGbmJUJRsBHSuvhB3gZEBPLqq+ZiIsWByND4L/77GvY5u8Mn1RgbRM8w4r1eeC/XVrT83fAz0nwXr/wt1VRA2CsJGGwGhoyuk/QKlmXDVG1CUZKxz06tQeOT4HIGDoLyhB/EFTxrj3PyMzGJAf4ie1Pqza8vB2bP197qJrigqcytwD0aWbycwAfhFaz3jJOMuAv6H0XbiHa31k0qpJ4AErfVipdRKYBiQ3TAkTWt9WXtzSkAoxJmz7nA+N769hdd+O5rZ0nxdCCFET9R0O+OvlbYZvr/XyFCFDAdLhRGEuPhATcnx+/z7wYxHjWcOuRLemQXpm41sk6Wi+ZyeoRB/C4y7DVwbzsYXHIHF841gxzfGCGhqy4ygq+BQ8/G+fcA9oOGFgsD+UJgEZkeor4WMrUYgeqIZf4PJf24eFFbkQ2m68bUkr4XgoUZw5eoLXmGw/YPj98ZMgaFzYMgVx7eGWqrgyEqoyDWCOJ9IWnX0Z/jhUbh2IfjFGp9TbZmR0bNZjWyj1QJHf4Ldn0PBQWPcrasg4oTyJVobY8xNNkRaKiHvAPhGw96vYcub4B0OF/3bCEzPIl0REO4BxgKbtNYjlVIDgae01ld1evJTJAGhEGfOw1/u5rtdWWz72/lyBlAIIUT3Y61vHhA0VZRknC/L3gXj5kG/84yAzdxKv9m8/caWxIl3t15p8vUpxvZIgL8XG4FW0mroM9U4i5b4ZcsxV7xuvHfRv2H4tcZ6jgWmuXuNMUdWGhmv6HOMTOPOj41tkOc/ASNvOB602aywcxG4+RsZNUc3IwPY2tdyTOFRIxh1CzA+g/4XwKp/wuEfIO5CI3jL2dN60AhGsFddbPw+ZLiRTZvx6JnLnNmssO1d8I4y1i6a6YqAcKvWeqxSaidGYZhapdRerfWQkw62MwkIhTgz6q02xj65knP7B/LCdaO6ejlCCCF6sxOzfFVFxhbIzW/AqBsg/g9GVsjFG+otsPZZ4/1jWyqP8Y2BcbcbZ8PMTuDkYWwf/PwmI9DyizWCrkGXQZ8pRkBUWQBf3WaMv+Y9I/PXVE0ZHFphZMXeubD5e27+cO8eI0PYmuS18N29RmauqhC8IuC6jyBsZCc+rHbYbMYZv82vG1/72FuMINRkNjJzVYVwy4+QtcP4XL+aBwe+h/sPtl6sRXSZrggIvwZuBu4FZgDFgKPW+qJOT36KJCAU4szYcKSA3761mddvGM2sobJdVAghRIPaCmM7YeJX8LtvobrICCBGzjUCtx0fNt/e6B4AHiFGtcbCI0awM/hy49yZiw+EjzbuK0qClA1GIKKUEbykrDUClgPfg6sf9J1mbGfc8AKUZYJ/nHGe7RivCOM5FTkw8rcw5X6jYElxqrENc8MLxtbI1nhFQFlG21/3ZS8bZ/Lak7LByLhZ64xzb+Hx4NWB/4dqbQSvpjOwG+dYURivUGM7aFXR/2fvvsPsqqrGj3/3bXOn95pk0nvvCT3U0KV3EERfRX+v+PqqqFhAEMRXBUVBehFpQSB0QggtpPdeZiZlJtN7u33//lh3WjKBhJRJyPo8T57MPffcc/c9c+bcs85ae29Z7kmQwDQhq2PdYKsExHsrAVU95rAHhLu9+clAMvCOtTZ4UDe+DzQgVOrwuP21NbyyrITlvzqDWI+Wiyql1NfGrhVQu01KDmMSZbCUJY/JaIwVG+T/IWdLP7Hek7v2NQu0wEPT5fXQNYia8h2o2wmb3wGXF5mpjO4HDYlJkr5jAFO/B4PPgNn/LdtKzJMBREpXyeOYJBkIpO09QQLBix+RYPLzv8lIlJ54KFsrJYrL9I4AACAASURBVKQTbpAS0d1ZKwFhZTRg9TdIVjEhW7KHr9wMfaZIpqzoE+gzVQLagg/h8mc0S6aOGD2RIXzWWnvdly07HDQgVOrQi0QsU++Zy6S+qTx07cQvf4FSSqmeseJfksWZ8u2OZeGQZNbSB8loliDZtkdnSODUVCbLvCkS9BUvlr5kIH3T+h4HRZ9C2C+jW+aOhZn3yvs8MTPax+13EkwueRzK13S8d2yqjLh54o87Sjw/+aMMJjLgFOlLt/EtKVts446TbBpA7ymS8WutlWBs6n/JNAUurwSE7lgpbWz7XEodow7bPISddOkraIxxAnqVqNTX1LIdtVQ2+pk5Su+EKqXUESPkl2Dozf+BwnkyhUFjdKD2sVdBTIL8/OYPJVB0x8O33pfJuos+konBnR446ScygMmSJ2DVC9LP7bKnJHuWO1ZGY/Q1yCAm7/5MBj55sNN15zn/1xGATrpRXrdljgSAg07fc0TPk34i/9pMv0WC0HWvwu2VEgA+dFxHe331sPldCVY7D5qS1v9g71GljgkHFBAaY34O/AKINcY00J77JwA8coBtU0odod5ZU4bH6eDUYVlfvrJSSqlDL9gKj53RNRvX2fwHOkayXPEvmRqgZDk8fLxMb9BYCjHJ8OONMn8eSPC2N94kmPZdCRbXvyZ9+EBGmeycjQQJAPd3FMiLH4Xz7pcRPbNHwjcekjJRY2QKhrFX7t/2lFJ7dbBKRu+x1v78y9c89LRkVKlDKxyxnPiHDxmem8Tj35zc081RSikFMP+vMOdXUsJ59h9g5MUQ8slgKXN+JVMJtDNwy0LpA/fxvZDSF3pPgvHXyeia+8vajrn2vCkHPqefUuqAHfaSUWvtz40xFwAnRRd9ZK1982BsWyl1ZPlkcyW76n384tzhPd0UpZQ6NAItMO9u6e82/lpY9jSccCu4Ynq6ZXu37TPIGAo/WNyxzB0LWcPgqhdlvrnabTKwSvogWZ41DKZ+58Df25iOCciVUkedgxIQGmPuAaYAz0UX/dAYc5y19hcHY/tKqSPDkm01/O6t9WQmxnDmCO0/qJT6GipfDx/+TiYhB/kZIGs4jLjgi19rLQSaDs7E3NbKxOTla6HvCTB4L+WbkYhM8bDlPQleu+NwQN/p8k8ppXZzsAaVORcYZ63M7mmMeRpYgfQvVEod5cIRy5/e38Q/PioA4KFrJuBxOb7kVUopdZQIBaQPXfESeO17MjBL+iCZzPy96KXM1jkdAaG/UQY4cTgkm+h0y+Tl8++H5c9AXAbM+AXkjIEPfitBXd54mHyzBJadOT3SJ66pQh631sHSJ+Q1pStl2Wd/kb56Z9wJ+bsFdQselPVB5rRTSqn9dLACQoAUIDpzJckHcbtqd4FmGTnsSC5dUV8b5Q0+bn1hJQsKq7lgbB7/fdpgBmUl9HSzlFJq//gapLSxpgje+KFMDl67TTJs4ejonABJvWTOu/HXQ++JMjrnGz+UQC97NIy/Bu7pLVMnTP8BPDCm47VtWqrgrf+Rn2PTYOjZsP1zePGa/WvziT+Gk38mUzcseQxe/373642/DpJ7y6ibSim1nw5WQHgPsMIYMw8ZafQk4LaDtO1jRpM/xN1vrScvOZb/OnngnhmYpU/C+7+CQCNkjZChlw9GWYpSSOA3Z305TochPsbFqLwkItZy5SOLaPaHuO/SMVw2sTdGBwtQSu2Lig1y4zJtwL6/JuSHz/8qE4631EgfuDPvkoFKErK7ToAe9MGqf0NDKUy4ruu8cw27JPPmjoWtc+W5l78pc9cl5kLlBlnPHQ8TvykTlaf2l6xg3+PA4ezYVlwanPNHaK6UwVmaK2X5ggchY3BHMHj2HyGlj0yIDlCxXj5PvxMgKVfau+U9WdZZU4W0N3dsdDAWI9NA+Opl6geQaRgm3iADw4SDXV8flw4DT9WBXJRSX9kBjzJq5OqwNxAC2oYcXGytLduH184EHgCcwGPW2nt3ez4GeAaZ07AauMJau+2Ltnm0jDLa4AuysKCa4blJ9EmLw1rLnW+u58n52wA4flA6D187kURvdH6drR/Avzrd+TMOmYj18me7fkEqtZu5G8rxhyIcPzCD5Dj3Hs9ba/lkSxX/8+JKqps77nK7nQaXw0F8jJPnbp7G0By9+aCOcCG/lPz1mdp1brL9tfUDSMiRvmBtF+TdaSiVgTRaqiRYOZD33JtIZP/O8eGQTCvQUiVBVU2hBGYzfrln/7FQAJorJEBqC4CaqyRr1nsvpYdrX5GpCkZfBhtmS7DnTZYSyT5T4J2fyn655FH4fZ685srn5b07DzpS9InMb1e/UwKlASfLdtbPlvnn0gfLPq3cAC3V8pqTfiLZvV4TIWMIzL0DylbLc1kjpf9cTIIETG3Zub2ZeCOsfA4u+ieMunjf9m19CfzzxI72ADhjJGD8nw1HREC2smIlTuNkdObonm6KUqqH7c8oowdr2ok11tr9OvtEJ6/fDJwBFANLgKustes7rXMLMMZa+11jzJXARdbaK75ou0d6QBiJWO7/YDOPfFqILxgBYFhOIiV1rTT6Qlw9NZ+J+an87JXVTB+YzlM3TsFpQ/D3KeBwww1vQEMx7Fgo/RrGXAkX/l3ubm7/XPoyJPeWO5MDTpEvKl+9fMHnjpVGFC+VL1WQ4aVjU+XLOW0A1BbJBUib/Kny5VpdAMuflm0GmmUy2ozBMOJCSMyRO7F1O7v/0PEZktEsXyuPW2rkPQecIsNUN1fu2adC7ZdIxDJrWTFrSurJSIjhmmn5ZCTEsGJHLRf94/P29YblJHL68GxG5CURjlim9k/j16+v4911ZfRKieXhaycSF+NkbUk9rywvIdHr4raZw+iTFteDn07tk6qtsOIZiEmSIeRHXQKVGyUzEZsqf8c7F0v2o+3C1VoJFrKGy9/i3kYJDLTAoodh3DVSrr78KUjMk7nB4jMh2CITVYNkO1a/JJNRe+IPzmfb9K70wwq1yjlv7JWSnRl3jQQzWChZBvPugYp1cq67eW73AVqwFd64VSa6PvdPEnSseRmmfleyWZvegec7zW/2X5/I9hrL4f1fyv49404JWp67HCLRbI0zBi566ItL9rZ8AHXbZBttE3yXrpJzb0wCbHgT4lLBFSu/p7l3QsGHck5vrgRPgmSbckbL78HfINkpXwNUbpLf6/YF4K/f873TBsq8brEpkjErXwOb34OmcnDHSZvyp8l8cgBn/V6CvoJ5ErSlDZD+cA9O3PvnS86H+h3yc0q+9Klr4/JK+WN8Jnx0j7xvbJpk5CIh2LVc1otJgnP/DGMuk8cVGyXwaxvgpbOk3jDzHjnO592993ZljZB9lj1S+titnQWn3yFtcnn2/rruVBdIUDz0HNi1AhY+BMPOkbn3elggHGDiv+T3s+aGvcxFqJQ6ZvREQPg08KC1dsl+vGY68Ftr7VnRxz8HsNbe02md96LrLDDGuIAyINN+QaOPxICwuaWR0uodLC6q4bX1DhZvq+P8sXlcMqEXq3bW88bqXQzJTmD6gHSuntoXp8Pw70U7+MWra/j9RaO5IvI2zvd+JndZh51DJGLZWNqAe8GfGbz2fplItrsLAGeM3DGt3Ajb58PPtsGK5+Sipo3DJYFmqHX/PlTmcLlICDR99R0TkyQXNAA/KZC7w5EwuL2yzN8kFyr1OyC5T8cdbF+DTIh7hGs7TPenxHJtST3PLdpBcW0LrYEwg7MT+OFpQ8hJ9hKOWJyRgPy+HA6oLiASn8X7W5t5YO4WNpQ2tG8nOdbNjcf3Y/bKXbQEwvzuG6PYVNbA/K3VLCispp8pZawp4IPIRILOeH50xhBuGuUgpmoDVG2CbfOl9Kl0lVxoOz1yAXTBX+X39HUQCUv5Vf+TvjRwqd/+KS8s+ANr03rh9sQzKmMU1w+/DteGN+Si8PQ72rM41lqqfdW8Xfg2jcFGHMZBnCuOs2uryfSmYSZ9s329D3d8yNwdcwnZEDeOvJHh6Z1ujOxcIoGKKwawcMrPu2/nhjfho3v3Phl12kC4/BmZa2zDGxIsZo+UUjprYd1/YNr3YeHfYchMueiv3Qb1xXKjyd8o54niJVJS5/TIMQKyPBKSn39dCw0lMOtGWdcdB4PPlAEwJt8s2wIoWwMf3i1BpI3efBp7lfTL2t32z2Uy7c3vfuHvp50nUX6fm96Ck34Kp9wm1RRtf4M1hfDi9R37ypMAxinnz9xx8lnablx1lj2q++VtJn9bhvRvLINrXpJzlycO8iZIABEJyef+z83dv95EM4A20nV55/079FzAyt9md+f7uHTpQtD/JMg/DhIy5TwNsHMhvHaLzEnX2YBTYMjZUFMg2a+dC7tmv/Zm8FmQ1l/6z9mw3HRc/IhMdh6TJG0oXgrjrpbjdvt86f/WNnF57ykw7Fw5LmKi/ZHL1kj7E3I6vgM6K18Hb/8Uhp8vbcwYIjckXR6ZZ++BMZIFHXym/M24Y+Gh42U+vr2NvPk18+qWV/n1578GYPY3ZtM/uX8Pt0gp1ZN6IiDcCAwCtgPNSD9Ca63d6+ymxphLgZnW2pujj68Dplprf9BpnbXRdYqjjwui61TtbbtHYkD44pz7uWvX4wBMbXJxwqh/c9bEFG6ffzu58blkxGYQioSYkjsFay2flnxKc7CZj7fsoqnWy+zm16k0Q/lz1r1sKG+kNRDGH5ILh++mr+C/05cS5/VCaj8p/ylZJnd3V78I61/vaMjZf5S7qL0mypdkJCRlqA0lMGCGdKLvNUkuLEDuTL/zE7mjO+4a+aJNzJGLq5R+0pexbic8fLys/+15cjGwu7LVcqc4MVe+qLNHyQXl1g8kM1m9Ve5E126XUd6++xnUbYfHzpCO/iB9PM5/QMqJXrpOfl7w92jQ6JVO92Ov3PO9v0w4KBcz8RndP18wT/ZrWn+5eK7bLo/bBH3ymYxhV10rJXWtOAxUNvp56KMCWoNhThycSUZCDFmJMdQ0ByisaqZ022ZOS69kyImXMT4/lV11rfzq9bV8uqWSm2LmUZo2hfMD7xDbuI10RzNP9P8TczfX8rb3l8RGmvB50sjzF7LWlcXT4ekkxeRyTV4zAy6/h8W7/Nzy3HJqouWf/755Ksf1T5ZSrrqdLHGOYfTmv+O1PhYmnsmQ/vmkBcrkorvt4jNjqAQFCdkw+hIJCpY9BZnDWDrzDl4pnktlayW58blcNOgiJmRP+PJ93Vgmx1bnrE0oIBd3MYmSuUnIBGBV5SoeW/MYsc5Y8pPyuWHkDdT56jDGEAgHGJDStU9SxEZYXr6c0ZmjcRkXy8qXUVBfQII7gRpfDWuq1rCldgv5SfncN+V2Yrd/LvOKFc5jh8vFZ+l5DBp7PVtScqmo30bl9k+pDjVRHQlQHWqhytlRsue1Fp8xnNvUwnfq6tjhcjN42n/zL69hc8G7bLZ+6kLN3e6CtHCYvKzRRIDSpl3U+utIj0mlNeynJdTCFUOv4PZh18uIgZ/dHw0Iohmo/idLP6aNb0pWzxfNDhXOk+fjMuD038jfU0q+BCKVGyWACO/WZylrhPy9Bbtpp3FK4OlvkIyhMwaayuQCPBKWQKffibLtgg/3fL3TA6Mvl9dvmN2xPGcMXPIYvHCNlDNmDJH3aiqXgGTAKdLuoefI8fb+r+R9E3Plb27mvZA5TPpgFS+VY6l4iRw3OxbKZ7llEWQOhf98W4Lptv2S3EuOaWNk+aVPSInhgr/JFAPBVqmOyBkjo0iOvlw+Z8MuCWS2fSb7etr3JCtVujL6t3GplKnGpUkZ5VPn7bZPDbDbd6w7TgKpERfCsiclYN74FiRkSUlk7Tb5W6ncKPvioWiZ5+0Vcq4Jh6RKpL5EzscJWRJQuuO+uGSxtVZuHmBl3w09Z8/1I2Go2iL7680fyb667Gkp59z4Nrx+C0z5jhyHu/PVwzu3wbTvdlSjdNl2RM75IN81B7u80t+4Z596a4+IMs7D4bkNz3H/svtJ9CRS2VrJ9Nzp3D/jfuLcWt2h1LGqJwLCvt0tt9Zu/4LXHLSA0BjzHeA7APn5+RO3b9/r2/aItVsX8caihymz5XwY3slg68KTOoB1dZu7Xd/lcBGKhPA4YgiGA/QKBXAW3cja8Ci8bgfXTO3L8NwkPC4Hv3x1DS2BMM/dPJVpA6KBXFufk0gYnr0Iij7u+gY3viPlSACf/w3evx1ueBP6n9h1vXAIFv9T7sh27qy/uzWz5G7/hOu/2g56/3Zpx94Yh9w5zxwmF0ltYtOkVKfgI7lAShsIvSfLBfL4a6XUyO2Vu9k7F8pFZVMFwfQBRDDELPiHlI0Bvok3sD1tKHPKtzLa04dydxXHedPpPe9OcMbQev5fqCz8mD6rX+TFzIv4KOgmxWO5uf4DCnJGMsuXzka244y4iA3E06euHy0xTcR6HNTTjNsfi8Hgc7WSaOO41syhwhXi3fBkTCiT5EAyjaaFiWl1nNg0B4+19AqGSIz+fb5gT6cuoZ4RkTXUOT2sduSx0WtZFd+R2Z3U6iM+MY+8lIFkmRTeX11Jr+RYbh4/kh1Fczlp8ye4rcUNFKf0YmeomefjXGyI8RA0Dn6dMoHTpt4qNwBS8sFaHlr1MI3BRn46+adQ8CGvzr6R36QlkeKKo09SX4oadtASaqGPK1EyBTFJ8rtyx0qjgi0dQ6mHgyTFJPG7AZcyoGwjDDwV++FdNDWVscvlYnGsl9eSUwnEJlMebMRrnCSGAuxwGtwWgtHrOgeG/NhMCTwcLggH8dkwZS1lpHnTcBkXFa0VXQ6hvPg8esfnsrhiGVmhMHFtfyMODyWOCMFOF+0ua8kMh8kIR0gzHtLjc+gTm8mElCGMLN2IMyaRR3e+yz9SU7q8h8fCML+fwYEg/eJzmNrSzLCq7URyRlFkg3zkK2Wb20VVbDI4nOQEfIxrrOU8v6Uhezj3ORt5y+GjXzDcsQ+T8uRnXz201uwRW+DySCAQmxbdOU5y4nOY0WcGGbEZZMVlsa7wPTzl63FlDOW5ysWkO2MZmDOeJSXzCQV9hIwh0d9EyB2LE8PoXsexvHotLgwWaAn7GJs2nHMGfYPeib3JT8qnqL6IXU27qC5ZwtKyJdQWLyQ9HGF5ag4XDLmUm6f8mN9+/ltiHC7qKzewob6A9OZaKh0GF5CQMYS05P4kehJZXbEC21AiN1c6c3tlwI/YlPYMmjGG4/KO4+TeJ1PVWkVlayXBcJDS+m1U1m/nhyf8liGpQ+Qc+KchRJorKXC7eSuzN6sjzUSA0SmDOfmUO5mUs/fvyE+LP2VE+gjSY9P3uk63agqlLDcxR4Ll+Q90ff6Hq7reUIoKhoO8WfgmZ/Q9gwTPbiP4Vm2VSoy8cfvXlgNlrdygS5J+gH9e9mc+2f4hv5z+aybnTjm8bVFfaGfDTs559RxGpo/kr6f+lU+LP+XOhXcyPW86/zjtHziMjjOg1LHosAeEX8WxVDLaxh/2c8fbN7Fz1xLWezxc09DIDfUNhI3BM/wCtm77iEColQnDLqYgNpE+7kQKC9/nRlctYzNmcEL2hZw5aAr5qR1ZuNL6Vs7762eM7JXMMzd18yUdCUuGzt8kJTl54zqCQcBGIlTunM9Wt5N6fz3BSJB4VzxD0obQJ7HPXj9Loy/I7FW7+GxLFbEeJ9dMzWdi37SvtF9aA2GWfPIm3qK5bI8ZzGnlTxLqN4OyvufhCrUyfMwkwq9+H1qqcLZUYEZejN/vwzHuKhy9xuNsrYH5f4HN73eUsgEtjgTCxkVCuA6/MVQ6HfwtNYV3EqTs7vr6Bs73w9zk3jzqqSfczZ3kvGAIvzFUu6Rcdbg/QKHbhb+bQR7ygiHibYQit5vQQbgrneqI4b8ShuAvX8fKSBPz4rve6U3yJHHJgPMZTAxF5ct4p2YtwbCfaqez2/dPMG58hMmOSaM8UEcoEiIlHOb43GmsaimluKmY3PhcxmeNJz8pH5dx8eDKBwGYkDWB4qZiKloqOL6llT9XVBHniqMp1MLfU5Opcjq7vllsNFhqrZPALS4dAs3MdwSJsxFSwxFqnA5qna72QA9gdNhBr9ZGYix8pzlIfkIeCyJNvBpjSPY3ETTRIKX980UzMA4XCQ4PLTaINS5O9GQw2eenJm8MWVWFZDg80FTB6/5dfJYzWDK+cRlgDOmx6ZzW6yTmrnyUK0iiH27M5Jsl0wTdZhjCS5/k7xULqE7JJcZC87ZPuTHsZVDmGLmI9jdIsBqTKJkZkLJnG5asE8h+GX6+lEU2luK3Ef5mayh3OSQDH5/RUUoIElyXrZHtGodsb7fMtsUyb8c8ApHdhsCP6p3QG3/YT2VrZfsxND1vOuur1xPjjMHlcLGldgtjMsdQ46vBZVwkeBJYVbmqfRs/nfxT7ltyX/tjl3HhdXpoDrVioxHrDSNu4On1TwPgcXgYnzWeLdXrGBe0VMensqq5mBhnDAbDtLxpeJ1eKUFvrpZMnNMFOWO7jvQINAWb+Kzksz0+l8vhIhwJkxWXxevfeJ14dzyUruZnn/yUt30lALhx4AUaiZDoSWTOpXNkvd2sq17HlW9eSawrlkfOeIRxWd0HYm1fQ/6wn8L6QgalDMLj7NQfLRKGD36LHXY+v1h6D30TevPdM7ve+IrYCKXNpTy19ile2PQCM/rM4JLBlzA5Z/IRldmp89Ux46UZhGyIoalDue+k+/bI0h+IUCSEtRb3PgzK03m/e13dlJYeg+5fdj9PrXuK9y55j+z4bABe2PgCdy+6mzuOu4OLB3/xoDmzNs/i0+JPAZiQPYFrhl+Dy3EwZyVTSvWEoyUgdCGDypwGlCCDylxtrV3XaZ3vA6M7DSpzsbX28i/a7pEcELZ76Xoim9/H0Va26fJK/5nGMulsv/yZLn1J/jrqNB5tlkzWtNxpPHz6wzg7XSj9fd5W/vjeJv7vsrFcOrE3m2o28UnxJziMg8L6Qmp9tUSsXAQlehJJ8CRgMGys2ciaqjU0Bhq7bWav+Hy85NAvuQ99UzNoDNaQ7ZzEzkoXnxRso6ShgRzXBBrCJTQHfAxPH8a0gUnsCi7EZWKIEMTpbqCytQ5rw8Q4EvGYOKqDRYRtAI/NorC+kNZwA9aEIBIDrcMIRcIYImCi5YsYMGGMI4jLGSI31Ul5QwuBsMHthLy0ED5bR1OwjohtIIzBAThsHMYEsaa1PUByRAzeutG4XfXUJ3Vkkr2t/ZiWMompvfP5cPtGIoSpYjvbQxsh4iS2egpJCRHKYxeR5knm3rE/YWtFEw8VP8qohPHcPvZK+iSmY4xhSdUablvxF24adDEjkgeS5U2j0l9LOBImNzaTSn8tIZeHPqlDiTTuYmNDIXeveYQpGaM5r9cpBONSaQn7uW/Jfe0X7i7j4sYhlzNj4HnEueNI86aRHJPc9c5vJAK1RfjDARqDzTSHWvmkYimbGrZxUu405lWvxuP0UNJUgsfhISsui2sHXMignPE0Bhp5o+ANlpYvZXXlaipaKtov7gGcxsn0vOmMyRzDDb3PIK6lRrIfxsDJt0nAFwnJYA1la6RMsalMSu/O+7MERtbywZwf81TZZ6Qk9yO1upDUweeQljqArLgshqUPo39cL0zVJhmgpHN/OWulj1ZybymFNEZKI6u2yrK6HRKEuWIkI7ljwZ59oTKGwszfw6DT9/Uv9ai0uXYzvpCPZ9Y/w46GHfzt1L/REGigsqWSiTkTcRkXTcEmHMZBKBIi1buXgWSiKloqOO3l07osy0/M564T7iLdm05mXCZep5dgJMjaqrXc8O4N7evNOn8WOfE5JMd09Du11tIaav3KAU9hXSEXvn4hAPOvmk+cKw6ncbKmag3Xvn0tE7InMCxtGFtqt7C4bDEXDbqIm0ffTH6SVDksKVvCTe/dxPC04YxIHwHAmqo1DEsbRrWvmi21W6ho6cgwJ3mSmJwzmRl9ZjAxeyKvbHmFj3Z+RI2vBqdxtv9N9Uvqx9jMsayrXkcoEuL4XscT44xhS+0WPi2Ri+1BKYMYnTGaPol9KG0uZV31OtZXr2d3XqeXvkl9qfPXMShlEGf0PYPeib2Jc8VR0lTCmqo1rK1aSzASpLS5FK/TS3Z8NpcPuZy02DSy47Kx1rKqchWbajdhkBsfDuMgNSaVJ9Y+QZo3jXh3PMYYShpLiBBhTMYYWkOtDE0bSmVLJSVNJRTUFdAQaKAp2MRJvU9q/24ZlzmOLbVbyEvIo8ZXw02jbmJ15WqqfdWUt5RjMCS4ExiaNpTGQCNx7jjWVa+joqWCUemjiHXFsrNxJ/6wn+rWakI2RJo3jYEpA6nz1ZHqTWV4+nBGpI1gU618p+1o3EHERkj3prOtYRvp3nQuG3oZx+cdz7aGbWyr30ZJUwmNwUZGpo8kwZ1ASkwKLaEW4t3xuB1uGgINFNQVsKx8GQNTBjIsbRjTcqcxPG04gUgAh3EQ49z7HL8RG6HGV0OSJwm3w82Gmg0kuBPajy+AlmALdf468hIkuzq7YDaflXzGb6f/9qAH+tZaznv1PPok9eHh0x/usvzqt66mNdTKqxe+ukdfdn/Yz7Prn2VzzWbe2fYOvRJ64TAOdjbK4HC/P+H3nD/w/IPaVqXU4XVUBIQAxphzgPuRaSeesNbebYy5E1hqrZ1tjPECzwLjkUnvr7TWFn7RNo+KgDAclIvntrK63XUe5ROwxrC6ajVLypbwwPIHiHfHMyFrAnX+OvxhPxFrKaotI+zLZECOg8L6re2vzYzNJDMuk7J6P9UtDThcPnC0YpFg69wB55LlHsJDc5oJhxLAOsHRgidtPq6EDUSCKTg81RhHiO4MThnM9oYdBCJ+iHjAsWdmwkZcgAMTfc6G4rEYHC4ZkMYV7M/AjBTqg6WUtex9thKn8eCwHgJBJ9YajCMCGCLBBGw4Ea9JIj0uhbrmMGePziLiaMbr9JLQVEli+mASYjMZkjwBG8xkZ20zS8uW0hRsZFBmAjeMn0lizJ6/j0+LP8cVyWBgaj5ZnvvpVwAAIABJREFUiV4qWiqId8e3ZxYiNtJtOY61dr8GkwlHwl2CfABfyEdTsIl4dzxep/ewzv8XDAepaK0gxhmDx+nBZVz7dyETaJGSuSFnHZqh+PdFfYlkmxpLpZ/WMdKXqLP9PQ735rkNzzEwZSBLypbwVuFb3DrxVmb2m9nt+80umI0/7Kd3Qm+O63VcN1s7cP/Z8h8yYjM4qfdJXZa/uuVV7l50NxEbwSCf+62L3yInPqfLeo+veZxPij+hqL6IhkADGbEZRGyEzLhMsuKyuGjQRUzKmcTtn91Ovb+eXc27KGvuODdNy51GoieR6tZqmoJNnNDrBF7b+ho1vpr2dQwGl8OF2+HGYgmEA+Qn5VPaVIov7CM1JpW8hDym5k5lZPpIzuh7BgV1BRQ1FPHixhcJ2zDx7ng21mykvKW8S/s9Dg9psWmUNZcxNHUoA1MGsrJiJbuad+3T/uuV0At/2I/b4aa0uRSDYWL2RJaWd3x3tgWlfZP6UuOrYVLOJK4dfi1Pr3uaVZWr2Fq3lam5U6loqWBZ+bL21zmNkxl9ZuB0ONnRsIOq1ioslqpW6elxyeBLWLBrAY2BRpJjkkmOSSbGGUMwEsTj9HTZ1u5cDheTs2V2q9GZo9lUs4mPizu6RLiMi9yEXPxhf5egfncO42By9mQK6wupbK3EYRy4jKtLZj3Nm8a03GkyjYPDSUZsBlNzp7KiYgWLShcBEuBvrZPv27P7n02tr5beib35cMeH1PhqGJI6hMy4TOaXzG/f7sj0kYzKGEW6N50rhl1BmjeNYDjI+9vf598b/s20vGkMTB5IgieBabnTumSdF5UuYlHpIkZljMLlcBHjjOH5jc8zd8dcbp96O1cM6zoI+6zNs7hjwR08cdYTjEgfwb83/Ls9uF9ZsZKtdVvpldCLYWnDuPfEe3EaJ7fMvYWFpQvb9/XFQy5mV9MumgJNVLVWdbm50qYp0NS+v40x5Cfm7/F99nUVjoRpCjYRjASJ2AhZcVk93SSl2h01AeGhcFQEhF+RtZZffvZL3ip6i75JfbHW0hJqIcmTRLa3H5/uXIrXpDI+7TTGpJ7IoMxkPljbyH9WSMnUKUMz8bqcfF5QhdvTzLdPTeT6CTP43r+Ws25XPXN/fApJXhcrd9ZRUNnMul11XDS+N8U1Lby/fQ6NTYm4PM2cPzaTiAmwtXYrRQ1FuB1usuKycBonce44UmNSKW8pp7SpgrjQGH40/VKS49z8a/2/2FCzgTuOu4OIjfDgigc5Nf/U9pKsUCREvb8et9ON2+HGZVztFYEuh0snRFdKfalAOEDYhnEaJ3X+ui+9QNuXoLltsK8aXw35ifndDqIUjoRpDbUStmFiXbG4HK4uN4t8IR8xzhhaoyM67+sNllAkRGlTKaXNpTQHm8lLyGNA8gCCkSAvbXqJCwddSKo3FV/Ix9a6rfjDft4ufJtafy3nDzif7PhsmgJNrKtex5jMMaysWMmlQy5tz9rO2T6H/MR8BqQM4L7F93F639Ppm9SXeHc8iZ59m3u03l/PsvJljMkcQ3JMMm5H15tA1lqe3/g8ozJGMSZzr2PNAfDetvdI86aRG59LcVMxgXCAzbWbSfOmdVv6WFRfxPaG7WTHZTMkdQhOh5NwJExDoAGXw8VT656iqL6Iq4ddTao3lZSYFLwub/tNvXp/PU+ve5pgJEicO45aXy0FdQW0hlrZ1bSL0ZmjqWipoKqliorWChzGQSRawRPvjqcl2EK/5H7U++vJic9ha+1WhqYNpW9SX94slFFV3Q43P5v8M9ZWr6WwvpCiuiIag1KZ0yuhF26Hm20N2/b4bJmxmVww8ALGZI7h5c0vd1suDRDriuXNi97c41hvDjZzyexLKGkqaV/mMi6SY5KJd8fzsyk/2+OmCkCtr5ZHVj/Cy5tfxr/bgFQO4+D4vOP5/rjvkxOfgz/s56q3rupyM+SWcbfwvbHf67atXxcNgQbuXXQvC0sXtlfyGAx3nXAXFwy8oMu6jYFGihuL6ZXYC3/IT2Zc5ld+z7VVa3l8zeOMSB/BN0d+80v7OW+s2Yjb4WZA8oCDdg3lC/lwO9zHTNB/NNOA8GsaEIJcdNT567o9Cbyxahf3vbeRnTUdA43Eup0cNzCd7GQvd14wEpfTwcLCaq5/fDGBcASPy0EgFOFHpw/hh6cPPpwfRSmllDoqWGsJRAJ4HB4sFmstDuPAYrsE/p1vMDQEGpi9dTYjM0YyPmt8l+0tKVvCY2seY0fDDrwuL7eMu4VT+5xKta+a5mAzOxp28PLml9szoInuRL495ttcNOgidjbu5N4l97Kmcg3vX/o+6d70vfa/3NmwkyfXPcnrW1/nsqGX8ZNJP9nnC/kVFSv43cLf8Zvpv2FE2giqfdXM2jyLf67+p7TJk4jH4SEQDnDb1NvwODzM2jyLDTUbeOzMxxiaNhSDIRAJsLh0MRtrNtIaaqU52MzlQy9nYMpAdjXtwmmcZMdn4w/7eXrd0+xq2kUwEiTRk0hqTCpDUocwI39Ge7vWVq3F4/TIAFK7tTfZk9xetryheoN8VgvXjri2PWC21lLUUERWbBaBSIA0r4x/0BJsIWIjxLvjKW4sJikmiSRPEsYYgpEgLuNiV/MuXtj4Au9ue5eqlipO7nMyufG5xLvjmV8yn7XVa0l0JzIxZyJJHhnv4dPiT6n1S1/yWFcsp+efjjGG1JhUnA4nw9OH0z+pP8+uf7a9Kmh3xY3FLK9Y3v7YaZxkxmUyJafr2BElTSXU++vxOr14nJ7213gcHu458R4GpQwiKy5rz8GrvoC1lpANyY2L+m1c/fbVnNjrRG6dcCsZsRn71PdX9QwNCL/GAeG++GB9OQsKq1lUVM1D10zsdlLxmuYA63c1MG9TBVsrmvjz5WNJT9h7vwmllFJKHV4FdQU0BhoZkjqkS1a5LQv6ZX2A2zQGGklwJxyULNHsgtn8Y+U/iNgIKTEp/GrarxidORqQjNSN795IU7AJj8NDhAihyJ5dTgyGzLhManw1uB1uhqUNoynYxJbaLWTEZuBxeLqUQGfFZeEwDoLhINU+6R+e6EkkzZtGXnweDoejS2kudIzYDhKIpXnT8Dq9hGyI7Q3b29uREpNCY7CRUCSEy+GiX1K/9lLg/MR80mPTWVe1rr2k2GEcDEoZxC+n/rJLtUBToIlfzf8VFS0V1Phq2jPJOfE5TM2dyvvb3scX9kmAFQntMRp2gjuBzLhM/KHdpgkCPE4PM/vPJN2bzpn9zqS0qZQ7FtxB/W5zkmbGZZIZm0lTsKm9T3R34t3xZMVlkehOpCXUgtvhZnDqYJI8SXxW8hlVrVVkx2VLH+OmEsKRMINTB7Ouel2X7TiNk96Jvemf1B+P09Penrbye1/Ix5TcKUzPnS7dTxwuAuEAr255lbKWMkoaS0iLTcNg9qhISI5JxmCYnDOZ7Phs5mybQ4o3hU01m9gbg+Gs/mcxILlj0KuPd35MbkJulxsI9f56ZhfMbh9DI94dz6VDLu02GG8zb8c8ylrKaPA3ELER0rxp1PhqcBgHlwy5hIzYvUxf1oM0IDzGA0KllFJKqZ5Q3VrNJ8WfUFhfiMvhIt4dT5o3jYWlC+mX1I+rhl3Fy5tfprixGIdx0BJsocZXQ3OwmYsGX8TlQ2XswCVlS1hStoRAOECtv7a9z37fpL6EIiGqWquobq2mtLmU8pZyPA4PfRL7MCR1CFNyp3B83vF8XPwx1loWly2mPlBPIBxoD/ystWTEZrCwdCHNwWZGZ4wmPTadTbWbOLHXiTiMg1c2v9Le79JpnFw/8nouGXwJfZO6nW1tn7WVoQ9NHcrissVUt1Zz/sDz93+qm30QjAQprCtkZcVKEjwJVLRUUNFSQXlLOc3BZuJccaysXNnez3dMxhhGZYyivKWccCRM78TehG2YJWVLGJs5ljGZY5i1eRbH9zqeiI1QVF9EUX2RjFwek4LFUtlSSUVLBSHbcTMg1hVLbnwuRfVFXQatA8lg7m107P2V7k3n2bOfpdpXzdLypTyw/AFSY1J58bwXyU3I5YPtH3D7/Ntp3m0e3vFZ4xmdMZqR6SPZ1byL17a+xjn9z2Fc1jjm7ZjHC5te2Ot7fmvUt7h14q0Hpf0HkwaEGhAqpZRSSqkDFLERIjaC0zi/tmMZ1Pnq8IV9eJ1eUrwpX/6CfRCxEcI2zJsFb/LgygepaKkgzhVHdnw2lwy+hEnZk0iOSW4vze3MWsv6mvVgYX3NehbsWkBzsJkYZwx/OOkPxLq6H5Rxa+1Wbnj3BhoCDe3LJudMZkP1Bnon9ubU/FN5bPVjDEodxF3H38XgVOkq9dKml3hwxYPtAwR155LBl3BKn1MYkzkGr9PLotJFTMqZxA/m/gBf2MeL5714UPbbwaQBoQaESimllFJK9Th/2M/zG57n3AHnfuVBdfZVUX0RbxS80d7/8/Khl7O4dDE/+PAHAAxIHsADMx6gX3K/PV5b0VLBW4Vv4XK4mJg9kTp/HQ3+BiblTNprSehDqx7ioZUP8ckVnxy0YPpg0YBQA0KllFJKKaUUtE93c2a/Mw/qdtdVrePRNY/y44k/pk9Sn4O67QOlAaEGhEoppZRSSqlj1P4EhHvOqK2UUkoppZRS6pigAaFSSimllFJKHaM0IFRKKaWUUkqpY5QGhEoppZRSSil1jPraDSpjjKkEtvd0O7qRAVT1dCPUUU2PIXUg9PhRB0KPH3Ug9PhRB0qPof3X11q7T/N8fO0CwiOVMWbpvo70o1R39BhSB0KPH3Ug9PhRB0KPH3Wg9Bg6tLRkVCmllFJKKaWOURoQKqWUUkoppdQxSgPCw+eRnm6AOurpMaQOhB4/6kDo8aMOhB4/6kDpMXQIaR9CpZRSSimllDpGaYZQKaWUUkoppY5RGhAeBsaYmcaYTcaYrcaY23q6PerIY4zpY4yZZ4xZb4xZZ4z5YXR5mjFmjjFmS/T/1OhyY4z5a/SYWm2MmdCzn0AdCYwxTmPMCmPMm9HH/Y0xi6LHyYvGGE90eUz08dbo8/16st3qyGCMSTHGzDLGbDTGbDDGTNdzkNpXxpgfRb+/1hpjnjfGePUcpPbGGPOEMabCGLO207L9Pt8YY26Irr/FGHNDT3yWrwMNCA8xY4wT+DtwNjACuMoYM6JnW6WOQCHgx9baEcA04PvR4+Q2YK61djAwN/oY5HgaHP33HeChw99kdQT6IbCh0+M/AH+x1g4CaoFvRZd/C6iNLv9LdD2lHgDetdYOA8Yix5Keg9SXMsb0Av4bmGStHQU4gSvRc5Dau6eAmbst26/zjTEmDfgNMBWYAvymLYhU+0cDwkNvCrDVWltorQ0ALwAX9nCb1BHGWltqrV0e/bkRuRDrhRwrT0dXexr4RvTnC4FnrFgIpBhjcg9zs9URxBjTGzgXeCz62ACnArOiq+x+/LQdV7OA06Lrq2OUMSYZOAl4HMBaG7DW1qHnILXvXECsMcYFxAGl6DlI7YW19hOgZrfF+3u+OQuYY62tsdbWAnPYM8hU+0ADwkOvF7Cz0+Pi6DKluhUtnRkPLAKyrbWl0afKgOzoz3pcqd3dD/wUiEQfpwN11tpQ9HHnY6T9+Ik+Xx9dXx27+gOVwJPRsuPHjDHx6DlI7QNrbQnwf8AOJBCsB5ah5yC1f/b3fKPnoYNEA0KljiDGmATgFeBWa21D5+esDAmswwKrPRhjzgMqrLXLerot6qjlAiYAD1lrxwPNdJRrAXoOUnsXLdO7ELmxkAfEo5kadQD0fHN4aUB46JUAfTo97h1dplQXxhg3Egw+Z639T3RxeVsZVvT/iuhyPa5UZ8cDFxhjtiFl6aci/cFSouVb0PUYaT9+os8nA9WHs8HqiFMMFFtrF0Ufz0ICRD0HqX1xOlBkra201gaB/yDnJT0Hqf2xv+cbPQ8dJBoQHnpLgMHRkbY8SCfr2T3cJnWEifadeBzYYK39c6enZgNto2bdALzeafn10ZG3pgH1ncos1DHGWvtza21va20/5BzzobX2GmAecGl0td2Pn7bj6tLo+non9hhmrS0DdhpjhkYXnQasR89Bat/sAKYZY+Ki32dtx4+eg9T+2N/zzXvAmcaY1GiW+szoMrWfdGL6w8AYcw7Sv8cJPGGtvbuHm6SOMMaYE4BPgTV09AH7BdKP8CUgH9gOXG6trYl+4T6IlOS0ADdaa5ce9oarI44x5hTgf6215xljBiAZwzRgBXCttdZvjPECzyJ9VWuAK621hT3VZnVkMMaMQwYl8gCFwI3IjWM9B6kvZYy5A7gCGTV7BXAz0p9Lz0FqD8aY54FTgAygHBkt9DX283xjjLkJuV4CuNta++Th/BxfFxoQKqWUUkoppdQxSktGlVJKKaWUUuoYpQGhUkoppZRSSh2jNCBUSimllFJKqWOUBoRKKaWUUkopdYzSgFAppZRSSimljlEaECqllFJKKaXUMUoDQqWUUkoppZQ6RmlAqJRSSimllFLHKFdPN+Bgy8jIsP369evpZiillFJKKaVUj1i2bFmVtTZzX9b92gWE/fr1Y+nSpT3dDKWUUkoppZTqEcaY7fu6rpaMKqWUUkoppdQxSgNCpZRSSimllDpGaUColFJKKaWUUscoDQiVUkoppZRSX0+RCLz1Y3j6fKjY2NOtOSJpQKiUUkopdbTzNcCuFT3dCqWOPEsfhyWPQdEnMOdXPd2aI5IGhEoppZRSR7NwCB4/Ex45BUqW93RrlDqyLH8GcsfCST+BrR9AfUlPt+iIowGhUkoppdTRbM3LULlBfp57R8+2RakjSeUmKFsNY6+GUZeAjUDhvJ5u1RFHA0KllFJKqaPZ53+DrJEw45dQ+BHUFPV0i5Q6Mmx+V/4ffh5kDAVvCuxYuP/bCYfg8wfhucvhlW9D6Sqw9uC2tQdpQKiUUkopdbRqqoCKdTD2Shh3DRiH9JdSSsHm9yF7FCT3BocD+kyFnYv2bxsF8+Dx0+H9X0LddtjyPvzzJLivP3z6JyhbA+HgoWn/YaIBoVJKKaXU0ap4qfzfezIk94JRl8LSJ6FuZ8+2S6me1loHOxbA4DM7lvU7Hqo273s/wm3z4bnLoLEczv0zfH8R/GApnPi/kDsO5t4JD58AtdsPzWc4TDQgVEoppZQ6WpUsBYdLBs0AOOU2efzcpRBo7tm2KdWTCj4EG4YhZ3UsawsOt7y/5/qRMOxcAjWF4KuHFf+Cl2+AlHy4ZQFM/pasl5AJp/0KrnsVLn8WLntKlh3FXD355saYmcADgBN4zFp7727P/w9wMxACKoGbrLVHdwiulFJKKXUwWAvrZ0OvieCJk2XpA+GKZ+CZb8Cr/wWXPglOd8+2U6mesPldiE2V7HmbzGGQnA+b3oZJN3YsD/rg5W/C5ne6biNvPFz4D4hN2XP7xsCICw5J0w+3HgsIjTFO4O/AGUAxsMQYM9tau77TaiuASdbaFmPM94D7gCsOf2uVUkoppY4wRZ9A9RY46Z9dlw84BWbeA+/eBu/8FM64E2ISe6KFSh18vnrpO5s2ABxOGfDFuVtIE/LDpndh+PmyThtjYNTFMhBTU6Vk9iJh+M/NEgzOuB1cHoiE5EZL/5PlNV9zPZkhnAJstdYWAhhjXgAuBNoDQmtt53FhFwLXHtYWKqWUUkodqQrnSXno8G6yFNO+ByXLYOkTsPYVOPk2GXY/MfuLt2ktBFsg0AKfPyCvyRt/aNp/JLNWAoXGUmiplqAiPhMSc3q6ZUeHcBBW/htqt8nNiOQ+EA7Atk8hZ7SUOOeO3b8bFWVr4M0fyf8hnxz7DjeEWmWbGUNgzJUw5ExY/RL467vP4I27GubfD5/8UcpAZ30LytfAzHvl7+YYZGwPDZlqjLkUmGmtvTn6+DpgqrX2B3tZ/0GgzFp7VzfPfQf4DkB+fv7E7du1qlQppZRSX3NPniMXxt/+sPvngz4pjVv2pGQTPYlw7SuS+WjLqARbYdUL0Pc4yBwKc34NCx+WC/WWKnDHwY/WQVza4ftch5O10bnpPgJPvHzelf+GTW9B3Y6u6xonTL8FTv21ZJF6WjgEq1+QksjMoT3ThqJPpa9dOCBZu3BA5v4LByRQwwB7iTVcXhh8Bgw6Q/rtla2GQafL46Q8iEmQ38HqF2HRP6G5EtzxMHSmZO5qiySTZxywawVUboamMrlBsvld2S/Xz94zewjwzm2w6CH5OT4Lzvo9jLnsUO2lHmGMWWatnbRP6x4NAaEx5lrgB8DJ1lr/F2130qRJdunSpYeiyUoppZRSR4ZwEO7pI/2gZt7zxetaK3OvvfItaCgBT4JciBcvg9YaCDTJejHJklVpM+oSyS5OvhnO+b+jv3SufB0s+AdUb5XgwlcnI1HGZ0og0VlyHxj5DUjtDwnZgIUtc2D50zD0HLjs6cMbFAZ9ULVJgp5QKxR+LNm2pnLJlOVPl6A9YygkZMmAKvnTZCRMhwuyhh9YUF+3A/xNEJ8B8x+ANbNgwnWw+BEp4UzpK/vJ4YSsEeD0wMAZMPA0CDZDxQaIS5cBWoqXyI2ILXNg/WvyGUBKQGsK5eeYJNn/614Df4NkE4edD+OvkWCxOyE/vHgdbHkPxlwBZ90D8endrxsOSdvrd0pWMCX/q++bI9TREhBOB35rrT0r+vjnANbae3Zb73Tgb0gwWPFl29WAUCmllFJHhcYyKX+rL5aL6uHny6Aw+6LwI3jmQrjiOZl0e1+01MC6/8DGt6FgrlzEDzpNsi31xTIcf/ogmPpfgJGA563/hSWPStZm2vdk/cPNWmlb7TYoXwvNVRJQZA6TTGbOKFlWvk4yU42l8nxSLykj9MTBR/fIvnbHQ68J0XJDp2QEbUSCvPhMaCiGgafKvukuAF78KLz9vzD0XLj0CXB7D+1nD7TAyufgs79IMN8mPgv6nwT9TpCM3M6FcgzVbpPPszuHCybdJP8aS2Uwoh0L5TMGW6IrRT/v0HMkO7fxbYgEZV/W7VZ9546T13kS4br/QJ8pX+3zRSKS6YtJkv581QWw7TPY9A5snSNZvtN+LfMHdu4LuDfhoASv+/p39DV2tASELmAzcBpQAiwBrrbWruu0znhgFpJJ3LIv29WAUCmllFKHVTgkF9ZtF6whv5RebnhDgpnz/iJlbp2VrYHHz+x0MY4EKyf8SP51V+bW2Ru3Sj+pnxaAO3b/21y3Q4KKLwtorJXJtz+8Sz7jpJsk8KjYKNswgDcZvvGQBCe727EINr4pZarFS6T/VvbIPddrqYGP75Osna9B5o/re5xk8yo3dl3XkyABjq+u+zZ7UyRgaSrrCI4yh8H4a2HcNQde/rroEXjnJ/K5B50BQ2ZKXzVXzIFtt7NQQPqAvnmrfH5XLJx6u2TKnB4JwLoLWH0Nkv1M6SuZtx0LZF9sektKO7sz5gr5PYP0lyyY2/FcxlB5z8whElyXr5ffX/ZI2X6vSYcuUxqJyGTy6is5KgJCAGPMOcD9yLQTT1hr7zbG3AkstdbONsZ8AIwGSqMv2WGt/cLxXTUgVEoppdQhE/QBVjIZOxfC5vdlLkCAE38sF9cf3iX99oZfIAFN7Xa46V3IHSPrbfsMnr9KArkLHpRyvpBPJrneMFuGyh95cXTADQsly6G1VkoAB54qpXdPny/rXPzPvbX04PI3wawbYetcybxlDpUSP2Ng83sSnH3jYZnzzRgpxVzyqOyLzhxuSMyVqTDO+aNkHBf8HT74rQQlSbnSJyw2TfowpvaXwCvkl3LB/ifLFADWSkDSWgcV62Sf5Y6TfdoWIIeDktHb+gFc9qRs52Ap/Fj6tm1+T9o54kIpI909SItEYMWzEvinDZDAOD6j6zqhgPSfK14CpaskiKvbIcFsfKbcUOh/0oG3v2wNLHlcfj79N5JRjc/s2v/QWrmR4auXzLMn8ctvTqgj0lETEB4KGhAqpZRS6ktt+QA++I0EDb0mSkCT3AdGXypD0ldu6li380V+wy7p09QmbaBkS+p2QOlKCWZsBI77f3DmXVIW+uipMoDGLQskgHn4BLm4v/YVSO3btV0b35YSwa0fdGRtknKlj1PRp7QP0JE2AG6ee/gHe+kua1O1FV66DirWSyZr9KUS2PrqJZP3/cVSpuiOhSVPwMpOmaq2fot54+HcP8nv4mgSiUgGdd5dkim89EkpUW0sk+CrYr1kSDvLHSeBs41IFnD753JDACTY73eCZOYyh8pE6t6kw/+51FHvkASExphUIA9oBbZZ212Bcs/TgFAppZRSexXyw6yb5CI9baCUwW37TJ4LNMr/xgnDzpH/gS6jJHoSJLjLHiHZqvRBHQFj+XrJGiX3hknf6gictnwAz10ir4tNlaDw2x/KNvar7QHpC7druQzykjH4K++Gg2775/Dk2fKzyysBzoAZMOOX0Gdy13UrN0mGcN1r0uettQbOe2DvA4Ac6ayFRQ/De7+AwWfJFAiL/ykBscsLU74Nx/9ISj93fA6fPSDHmnFI4DfgZCmP7T1Fgn+lDoKDFhAaY5KB7wNXAR6gEvAC2ci8gP/Yba7AHqcBoVJKKaW6VV0gIyQufxrGXgWn/abrBXjtdimrS+kj/aYOptUvyUAZDbvghFth6NkHd/s9zVoZkfT/s3fe8VXV5x9/n7t3kpu9BwHC3ihLUXFjBdxWpVqtrV2OWtufWlutVq1Wa62tVupC6x6ICoiCKEP2HoGE7J2bcff8/v74hkBMgIBMPe/X677IPfeM55zcXO7nPM/zeXLGyZLQxu2yb+/71AO27B+w4B5AkeWWZ94LiX27XwNXqTSLSS5SyzFVjhpHUhB+CrwMfCiEaP3Ga6OAa4FNQohZ3yLeI4oqCFVUVFRUVE5Qlv1D/jv+l71bv2mXLDVMH3p4/VMhL7RVyx6vmnUygwMw5ia48LFD35+KyoGIxWDDa8d3LqCKSgeHIggPeFtCCHH2AV5bA6w5xNhUVFRUVFRUTjaEkGWRgbZDF2ZCyJkRLrxTAAAgAElEQVRoy/4BpR1FRbZU6ZT45eNy1tiI66Tl/L6UfgGvTJN9VqY4OO230uHSYOl+DJ8LVjwje+y0eumU2F4t490XZ4G01J/8+0M7BxWV3qDRSCdTFZWTjEPpIRwK5LGPiBRCvHt0wjp81AyhioqKiorKEaSxGOb8Aiq/ls/H3Cj78MJ+uPifXccWhHwyE9dSJssH67dIK/5vzjD7JqZ4OfvulJ/KjOCXf5OOi4E2mPYMrP6vNFmxJErzkfgcOXS6YpkcNF72lRzWnX2KFKDWJOmE6ciQ/XxGB4ioNP3ozSwzFRUVlZOcI24qoyjKf4GhwBZgj5mMEELccNhRHiVUQaiioqLyPcHngvl3y34cZz5c/EzXXh1vE8z7nRy4DbJnbNTM3u9/T1bscFg1Cxq2QdANp/5Uzi0b/4ue56+dSLhKYcPrsHuJNE9xlYKrpPt6pnjpyqk1SlfISECWZbZW7F3HGCfNMlp2ywzggKnyd5E2RF4bn0vOUnOVwIJ7pagz2CAWkXPN4rLlPL4hl8r9lS+TWcC2Kik6k4ugaacUnEMuk0PTUwYcm+ukoqKicoJzNAThViHEIVphHR9UQaiioqLyPSAWk3PYKr+WAqNmLVz9prRyBykUXr1MGnhkj5WDmht3wFX/22vm4a6Tbo9Jfbtnjeb9n5zFNeRSOf+rYPLBxaEQsOJfUqxserP760n9YOaHYE/r/Xk2FsOSv8psmS1VxuOuhdwJ0pq+t4OwhZBZul0LYfEjYLTJLF/KADnrLtAu59zVrJXrpw6WZZcZIyFvgpx9l5Avj+dtlLPLlvwVdnws+/wSC+Rwdm8DnPewzOI5Mg5tYHrdZin4IkGY/LsDO2iu/I+c7WZ2wg+ekhlDFRUVFZVOjoYgnAU8LoTY+m2DO9qoglBFRUXlJCTQDk3FUgxkjYHyryBtKIQ8ck6cOUGKC51ZCpfNb8Mnv4WLnoLhV8OTQ6VgO/NeKXxWPCMHYF/1urS8D/nghfNkCWPOOJnJ2lPGGJ8D438FhVOkiPngF90FXfowGZcpTmamUgZIgbdHkLVVySzXlnfBkSVdKjU6uV3YL4dSb/gfWJLgps8gIW//10II2PSWzKKte0WOGuhzhnS/3Ddbl9RfijmNFvImAUJex8qv5XXU6KSQ9dRJe38RldslFsprq9HKY0QCsqQyFoG+Z8OwqyGp8PB+j98mq6qioqKicsQ4GoLwdGAOUAcEAQVZMjr02wR6NFAFoYqKyglJoE2KEH+LFAmH45h4JPn8QSnAEvJg/WtymTVJZtDsGVKIhTwy7gX3QPapcMYhGHE07YTXfyjFhtYAiX1kRmvkzL1DloWA926GnZ92CL+QXK7RSXGiaPeKmJ7IGQ8/+kiWiVavgXdulCWOIOefXfRkV+HlroMvHpGi0J4uSx3N8TCnw/HSkiSFXM06mHi7NIfQaKF4AWx5T24X8uyNSdHK8zLFQ/VqQIEz75bb9iSKKlbIrGUsCuNugQEXSWHWVCzHHejNMnO36CHYuUDu35EB17wLyf2kqP36X/LcGrZKx8xoRB4r7JfH0OplH505QWbyKlfKc8idIK9pcwlc9mL3uXAqKioqKt8pjoYg3AXcDmxibw8hQoiDdIkfe1RBqKKi0g1vs3QmPJTytUNBCClmeirfK1sKix6E8qV7lykaOdB6yn2ytK43hP0yC7X+Nflz0YVgcUrDDIMdEL0zy4hG4IuHZbnfN1G08hpFAlI8fBNHpsyOJfeXJYMFp0PNeukCWbEcajdA+nAonifXjwRkNi4SlOKkZbfcx1n3yUzU4r/Ayudg4MWyHDH7FLlNxXKZ+Qr55KBqRyYEPdI0JOyXcfpb5LBnZ/7e+LzNsPU96H/hoQ133v0lrH0ZiudDQo4cKD76+p7XjYSgeZcUZA3b5MPvkkOlR86EhNwDH8tVCp/eB9vmyOf2DFlmue/11png7Pth7E/UbJuKioqKymFxNAThciHEuG8d2TFAFYQqKiqA/OJe8hksfUo6EWoN0nhi6pPSsKK3uOugfrPsRQu6ZU9V9ikyK+VzSSv9Vc/LzFHh2TDu51IE1ayTYmfz2/JL/6gfSSFltMlM0ZqXpAnHuJ/DaXfKjGFP5XbhAHz1hOxNC7Z1j0/Rgt4ixZLRDhN+DZvfleeb1BeKpkrxUrNOijd3zd5tz39UlkvG58iSwbZKWP5PKTIT8sFglY/kIij7UmbhGrbJ7F/E/404NFIYanRS4Claeb37nbN3ncqV8NHtsvRRa5QieuR18nfyfRpeDTJb/OXfYM0LslT19LtkWWlzicykqjPMVFRUVI4YQgju+vIuphZM5bSs0453OMeEoyEInwHigQ+RJaOAOnZCReV7S9AN616FYVfKkrsjRe1G2YMlhHQbNNpkCZxGL/u3Nr/T4UBolMdOyJcixFMvRUbFCmlL7yqBjW9KkebIks6S7TXyy/cpP4PzH+5dPNVrYfYlMgO0L0n9pMnGjo+htVIKIEcmrHy2e2Zt0m/gtN90z076W2HhfbDmRSnopvwRPv+zNBy5bo7McMWi8NEdMu4BF0HRRbJ00JYGTTuk6UfDNvmv0SF71Dz1slwwZaDMtInY3pjTh8lSxLShMPWJA5t2HIzajfC/q2DyXdLK3xS/t9TzQII7FoNFf5YlkpPugNSTwq/s6CCENIhxZBzvSFRUVFS+07QEWjjtDSkEN83cdJyjOTYcDUH4Qg+L1bET3wHmls5ldd1q7hxzJ1a99XiHo3IyEPbD7Eul6UfuBJndSe737fe7ayG8db0UcRo9RIPd11E0Ha+FgA7RGPZ37zPT6GHo5TI7Vjhlr0CZ80tpqX/rZrCn9hyHELI3a8v7MptmSYQZz8meM71FljlufEOu6+wjX8vq+LxtrYCq1bJ0MnUwZAw/uOiqWQdv/UjObdtDfK40LandKGM49RY47y8HuYDIMQs7Ppa/l8Q+Mts09zbp2Jg7Xq4TdMuSRK3+4Ps7GKqBiIqKiorKScDGxo388OMfArDqh6sw6UwH2eLk54gLwpMJVRD2njpvHWe/fTYA94+/n+l9px/niFROCt65ETa9LZ0dN78jSwOvfQ9yTtm7Tlu1zHYVTIbdX0iBdMnz+58RVrUaZp0jy+R++DbEZcoM0p4MWNAtSxRHXCd7ylorZQ9Wa4UUhY50Kc5yxkl7/oTcnm3om0vg6dGy/+7SF/aKooZtsPYVWRbZUi5LMzV6afwx8TaZcduDEB0iNCYF4pEodWytkAK037nSYGT1f8HTKM9j8CUyA6kO01ZRUVFRUTks5pbO5fdfSmO0l89/mREpvezfP4k5FEGo6+UO84FfAnn7biOE+MHhBKhyYvB17dedP88vm68KQpWDU/qFtMOf/H+yVPDMe2HW2dL+/6ZFe8XR4odgw2vyobfIfrZnxsmyyvG/kKWFrlJZNhmXKXup7Olw/Sd7S1ATcuUjc2T3OOKzZe9dT+RP2n/8iX3gnAdh/u/h+bNg6BVSiFWtlAIwf5I8XlJ/OOXmnkWYokiDmiNJfA5M+JX8Obm/LA9VUVFROURiIoaCgqJm7lVUulDpruz8udnffBwjOTHplSAE3gdmIXsIYwdZV+UkYWXdShKMCVze/3Ke3fgsmxo3MSR5yPEOS+VEpuRzKZwm/Fo+d6TDmffI0QFvXAOXvSDnpq17VVr2j7hWGpIE2mRP35b3YN7vet73tH8e2X7E/THuFhn3uzfL0tCk/lIkDrtSjl1QUVFROUm5ddGtKCg8ecaTqihUUdmHyvZKtIqWqIjiCrgOvsH3jN4KwoAQ4qkjfXBFUc4D/g5ogeeFEA9/43Uj8DIwCmgGrhBClB3pOL6vbGzcyIiUEVw/+HreKn6L/27+L0+c8cTxDkvlRKZmnTQB0e9Tez/0Cpnpm3cXPJgmSykLp8D5f92bSTPHw+l3wsRbZdmmOV4KS71JOnV66vf24R0LBk2HzNGyXzG5SO2DU1FROelZU7+GRZWLAPis4jOm5E45zhGpqJw4NPob6ZfQj22ubbQGW493OCccvRWEf1cU5T5gAV1dRtce7oEVRdEC/wTOBqqAVYqizBFCbN1ntR8DLUKIQkVRrgQeAa443GOeVPhc0llwzE17hzgfQbxhL+XtZVzYUIE1+ghnZE1mfvkCwrEwes0RMJtQOb6018hRA/Z06W7pLPj2+2wpk/2AI2d2Xa4ocOpPZdlj6SI57HvI5T331mn1kFLUdZnBKktAjzXH45gqKioqR4lFFYvQa/SEY2E2N21WBaGKyj54w16cZidWvZWWQMvxDueEo7eCcAhwLXAme0tGRcfzw2UssEsIUQqgKMrrwMXAvoLwYuCPHT+/DTytKIoiTjInnOLyjXy65hVs1n5MnXAdibaO4dWRkHQrbN4p+6yGXg7RMJR9JZ0Cdy2UJXYX/g2yxx7RmHZsew8BDGitg6V/Z8LZv+edsIdNjZsYmdpDz9aJSiy2N7vTtFNey7yJcqbbgaj4WvZqHYsSxaPFjnmw6U05JHvKn6DPGXJ5yefwxnUQcsvnOrMcgF69Rr6XqlZC3mldRwPUrJPDuZ35coC4opVOlUmF8vVwAJ7v+HKRc2rP8RRdIB8qKioqKsec3e27KYgrwBP2UO+rP97hqKicUHjCHjJsGSQYE9SS0R7orSC8DCgQQoSO4LEzgcp9nlcBp+xvHSFERFGUNiARaNp3JUVRfgL8BCAnpwdnwePMuuLP+bd7Hrr2T9j0rzL+cvsDRGOCXbN+wuC694hpjWiiITlAW0QhEpAb2jPkbLW5t8HPlh65gCpXsm3hXZDopOiHc2D25ZxSX4JW0fJV9VcnhyCMxaBltxwjUL1WjiHYd/RA9ikw7V+yJ2yPOPS5pMje8bEU2lqjHBaeNQYsCXLguMW510rf0yhFU0/isr1WDiSPBKDvOVBw+t45czs+gYS8/TtqHgnWvAgf/loKN50JXpkGKYOkKFw1S5qnnHkvlC+FZU/t7dvb9Jb8N7kI0oYQ8rZRZSggb+cLaL455kGjh/G/lGWeXzwqheJ5D8sS0Q5iMcGOejebq9uodPmwmXTEBJxakMjiHQ3M3VhLjtNCgsVAfXuAQZkObpvSD5O+q1lLIBxlRWkzDe4gFc0+PtlcS2WLnziznjSHicvHZBMIyd9vcb2br3Y1ccnILAZmOIjEBBlxJnRaDe5AmASLgWZviAqXj7o2P/5QjFA0issbYnL/FC4dmYVGo5aIqqiofLcobS1lcNJgGnwN1Hnrjnc4KionFN6QF5vehtPkVEtGe6C3gnAzcjB9w1GM5bARQjwHPAdy7MRxDqcbU8ZciWV7HPdu/xtR0/v84f3LyfNu4Oa695gVOZ8HAtdwSR/4k+9BrMnZKNYUiARh+rOw6j/SwbFh25ERGLEYLP4LG0xmUgzxpGSOhaILcWx+h6EDx7KsZhm/ihsiyw0zRsryP1cJrJstByiHfHLu2lEoY90vbdVS8JUvkz1n2z6E3UvkSAIAs1NmV1MHS1fKrXNg4+vwj5HSzTJtCChaRM1aFBEjaIgnZM3D6qtCs/JZOUwcEGYnOwp/TMHOFzAE9t5ziDoLUZL60XT231lZE6L/psfILX8HXcRHTKNDt3oWEY2JNkMKEXMiqS3rAHBlnglJfbE0baJWn43b0Rez2UKwYAqZ5XPw7V5JinszYUsabnsfHtL+lHpPmEEZcQzJjMNpNRATgoFpNhrXvE9rWE9d/HDSV/yZ8S3vs90ymneLHic5sJubtv4IGrZAwxYakk5h1fC/EvQmQtJgUsYPw+yrJb1+MRm1C4lozexuU0ht/hRHrJUCYGWsP5ut4xiRn0re6deQoAvDkr/CV3+TD0AMuZzF8TNYMb+YzdVtlDZ68QYjtAe+MYh9H4rS7GysakVRFBTgq11NrC5r4aqxOWyubqPBHeCsolT+82Up2+vcndsNz47nR+NTcQfCrCh1ce/7m7vt++lFuw761tFpFEx6LTqtgkGr4eNNdfz3q938aHwe00ZksnhHI56gjL+6xc/SkiYa2gPotRpsJh12k56MOBMmvRYhBPXtUjTbTTrG5DvRdGSnW30hvt7tIslm6FgXmjxBhICYEF3G9YWjgmZvkGhM0NAexBeKEGfRMyDNQVGanZxEK5ur26hq8eMJhvEGo8SZ9fRPszMw3UGy3cikvkkHNIwIRqIYtBpafWFq2wLEW/Q4zHpsxu4f+ZFoDE8wQrzlAMPkjyBCCNr84f0eLxyNoddq2FDZSmGKDWtHzLGYoKzZS4rD1ON5qKh8nwlGg1R7qrmoz0UoKGxu7v6ZqaLyfcYddmPVW4k3xdPoazze4Zxw9HYw/WJgKLCKrj2Ehz12QlGUccAfhRDndjz/fcc+/7LPOvM71lmuKIoOqAOSD1QyeiLPIfzjnKv5uHkDebuu5q/aF7EadQRv+pJ3N7Xw0vIymjwh8hItjMxN4IYJ+czbXMf2Xbt4rvEaqgf/lOxLezGYeg87F8L7P4NYRIq3S2ZJ045P/wBL/865fQcxOHMcj09+XA6zfvVSnvWV8nRCHJ9WVJMW7ci2afQQC3ff/+BL4AdPQ+limaUzx0szkYLJMqvkLIBYVIqJda/KOEKebrsp1yoEFIX+kZ7Na4UQKIGud3KCGjPrbadRYR2C25JNdcJYdBqFJk+I9kCYC4ak0Vy2iaympfQLbKSg+QsAPomN5d/hqWwUBQhkf9sEzSYUZP3zg/oXyFPqqBJJtAobX8SGElRMXKQspa+mGq8wEkWLQ/HxRXQoD0WuZrdI5xTNNs7UrCNDaaZAqaVSJNMk4jhVs5UczYE/dFbG+tNPqSJe8dIuLCgaLZFY17e3ligOxd9l2bORC3nJfB21fhcaUw2pnmRasBGHlzqcQE9iQZCOiwbiiSIzdKlaD49OcVBvLeKxT0tocAexG3WcOSCFojQHCc1ryGtcRLF5GO+4B7Ohqg1FgaI0BwXJVuxGHWPznQzLjic9zsTCbQ0YdRrafGGcVgOT+yej0+7tJfxwQw33vL+ZNn/X95RJr+GRS4YyLCue9HgTRt3eDGIwEqW82UeSzYgvJIWLSadhd5OXcFSg1SjUtPmJxQR2k57SRg/p8Wb6p9pJsRs7s4FCCD5YX8O/vyjpIj73ZVh2PNkJZqIxgTsQwR0Is7PBg68jO5mfZMWg1VDT5sf9DSGclWCmvj1AOCrQaRRynBY0GgWNAgoKMSFQFNAoCnaTjlVlLUzun0xeopWvd7vYVtveuS+jTkNBsg27SYfFoKXNH2ZLdTuhqPw7KUi28qPxedS1BWh0Bylp9KDTash1Wlhf2crOBg+jcxPYUe/uEudZRSmMyksgM97M8pJmKlt87G70UtMWIMVuZEyek3umDiA9ztz1nSMEy0ubafWFOX9w2mG5FwoheGFpGW+urmR7nZskmwG7SU+TO0goGiPbaUEIQUmjl/wkK7ubvAAMTHcwIieeNeUtbK9zY9BqmDIwhSvG5HTemNBpFJaXNvPPq0cyJGtvRv/z7fUEwjEuGJLOe+uqSLaZmNj3yDrJxmKCJm8Qq0HXKV6/+fqdb28kPc7ETZMKcJh1R9T90ReK4AlGiEQFyXYjeu2hz8WsafUTjMTIjDej1+5/ZEE0Jv/eVE48iluKuWTOJTwy6RG2u7bz6rZXWX3NatVpVEUFiMaiDH9lOLcMu4VqTzUralew8LKFxzuso84RH0yvKMrpPS0XQnxxiLHtu08dUAycBVQjxebVQogt+6zzc2CIEOKnHaYyM4QQlx9ovyeyINxQ+SXXfH4Lf2psZobHS+y6uWgKJuEJeaj3uli1UzB/Sz2LixvZ82sZnOng903/RzZ13J//GucOTiPJbuxx/zqNwpg8JyZvNeKFCwiFw9Snn0Vc5UJ0IkxL/oVk7nyVTXlT+SHrmZhwA4mxKViNOpy6EH3rnufW6GKGeQuJhq7nYuNq8pU6HInpaMxxaCM+QqYknLVLSK34iJJhd5JT/xn6urUE00ZiNJgQ1WsgFkGkDkbTVgH+FqJaM62pp6BLzO/MxmyJtfFktJhKfOiEwt2+geRgJd1h6vwPrMUXYmNVK41RK1GhYXlsIOP0u5gXHk6rrQ96jUIgEiMQjhKJCRKtBpl1cct7FkadhmAkRjKt/MixkuiIGzi1KJvkjutX3x5gW207qQ4TFS4fgbZ6LgwtYG3yxdSErCgKeIMR7CY9uc1f0de9gmS7ESVlEJ5BP+zmTJniMNLsCRGNCVr9YcoaXKRsfQW/MZHB8WEI+XAFBBpPDU2GbHKS41hoPg9fKIp/xSzOSXIxNCsOfzhKKBLD5Q0hhMAfjhJOGkBGahrG2pWYi84hUDAFh0nP1Hcvotxdxj9Oe4V8R99u74n9/XknWA1EojE0ikKCVWZqAuEom6rb+N/KCr7Y0UizV1aIazUKVoOWwhQbFwxJ5+LhmZ3X8HDwhSI0uoNYDDqMeg0t3hDxFgNx5mNjZiSEYHFxI/M31zEmz8nYfCcg3y8pDlO39QPhKIoiM3t7MlOBcJRG994SW41GISPOhD8cRatRiERFj+JgX9oDYRwmfWdM4aigPRDGF4zitBm6ZcHaA2FavWGW7GzkleXl7Kh3o9MoCOQX9T3nEIzEyHFaCHXcZLn9nH5EooIKl4/31lV1ZjlBZjoHZ8QxqV8Su+o9zNtShy8UxWrQEm8xYDfpcFoNCAHLS2VGfvqITOItejLizIzOS0AAq8tcZMSbSY8zsbqshRZfmPr2ACa9hmA4RpM3hMsbZHN1O98kK8FMVYufAekOcpxmrEYdNa1+YkKeT6M7SKM7SJxFz7Wn5lLh8vHK8vJuN04AEq0Gpo/IJCbAbNDwz0UlAOQmWihv9gFg1mvJcVron2bHqNMwMjeBgekOiuvdCAHVrX4C4SgljR70Wg0Ok570eBOn9UtGp1HYWe+hts1Piy/M6jIXpY1e3B2fa2a9lgSLnmSHiQSLHl8oSpXLR01boDNGo05DttNCQZKVJLsRvUah2RtiV4OHrAQzkZiQnwmhKPXtAcwGLYlWAzlOC31T7eg0CrsaPJQ0emj1hylt9O59HyrgMOsZnevkxkn5NHmCVLX4ObUgEQVYVeZiZ72HnQ1umr0hXJ4QwWis870C8u89K8FMqt2EUa/BqNNg1GvZUedmV4OH4dnx5DgtZMSbSXUYGZGTgEaR78G1Fa3UtPpp9gQx6bWkOEwEI1EQ0OwNsXK3iwZ3AINW7tOok/v3h6I0uINoFAVFkb+v3EQryXYjDpOecDTG5uo29FoN6XFS1GfGmzHqtBSl29FrNWyrbae2zU8wLDPMkZjAE4xgM+qIt+jZXttOMBJjaFY8m6vbOL1/MnFmPUk24yGJ3HA0xo46N1UtPoKRGA6THqNOg6IoaDtuAGk0CkadhgFpDjQaheJ6N32SbQc8jjcYobLFR59k22GJ+q+qv+JnC3/Gy+e/zNbmrTy88mGWXLGEBFPCIe9LReW7RnuonQn/m8Cdo++k0d/I69tfZ9U1q453WEedIyYIe2Pg8m1MXhRFuQB4Ejl24r9CiAcVRbkfWC2EmKMoigl4BRgBuIAr95jQ7I8TWRAKIZj27gXEBTy8POSXMPRyXtv2Go+vfpxQLMSo1FE8deZTlNRF2V7nZmJhEtlOC23LXyJu/q+4xfBnPm7v6hZpJsB5mlUUaGopi6Uxzt7AtNBcdCLEneGf8FZ0MoN1VfxR8zyjNcWsjxUw0zCdWPZbeMt+hkMpxBeMdmYeTJmvYrBvw8kY2gMhfK6hxIylaHRuwu3DOo6q8FzkDc5StgHwYPhqXlJ+ILMxnjouE/MZodlFrXAyR5fLsthQFEMTGlMdIhyH3rkUrbGRWMhJuH04BucSRMSBv/pqYoGsLuc3vtDJpAEQbw9wXuGp7G7fRaMrniHZemxGC22BNhRFwWF04Al5SDCk8kVxI7mJFvKTrLKXrNnH4EwHdpOeUDTE2oa1RGJ7syaF8YWkWdMO+ffZHmpnS9MWhqcMx6wzH3yDI8y/NvyLZ9Y/0/n8/vH3M73v9COy7z1CNCbApNOg1ezNGkRjUWIihl6rutEeLwLhKIt3NDA2PxGADZWtTO6fjKIotPpC6LUaDDoNkajAbOjar+kJRqhu8ZNiN3beDNjDrgY3n25toNEdpM0fps0fptUXosUXYsrAVMqavCzYWo9Zr+3MmvaEQatBIEVuks3Q+eV9dF4C6XEmBmY4EB0i4Yz+KdS0+slMMPf6i3BxvZvyZh96rUJeopUnFxYzbUQmv317Y2dG1B+OkhFnYmSu/ELcJ9nWeQNiY1Ub9e0BPMEoTZ5gj8dIsRuJM+tpD4RpdAfpQX8yIieeQRkO+qXa8YWiNLmDNLiDtHRcM6tBh8OsZ1RuAgkWPe3+CA3uAGXNPkobPbT5w503GgqSrR0iWotZr8Vs0JJsMxKMxGj2BtlU1dZZnu0w6RiY4UCv1TA614nTqkerkWW2b6yu7B7oNyhKs9M/zU6CxYBWo5AZb0YAD8zdSr9UG31T7Li8IYKRKIFwjEAkSrxZz/DsBNaUu2h0B2nyhDr/39gXo05DqsOEyxvCE4xg0GkQQuAw6RmcGUe/VBvhqCAYiRGMRAlGYug1ChnxMjP/yopyfKEoBclWmj0h/KEoOq3MuJsNWipdPpo8e+0MMuPNJNmNbKg8vJ6gvEQL9/1gEKl2E/5wBE8wik6jEI0J7CYdLb4Q9e1B6tsD1LcHWVPuori+e7VLT0zqm0Sy3ci7a6uJt+iZUJiEXqMwIN1BXXuA68fnk5Nooa4twKX/XkZVix+7Ucelo7OYMiCVMXlODLq9fxPRmKC2zU9WgqVz2Zc7G3nt6wqCppWs8j7DR9M/YkfLDm5ffDtvX/Q2/Z39D+u6qKh8l6j11HLOO+fwp/F/ot5bzzMbnmH9tevRarQH3/gk5kgKwsXAO8AHQoiKfZYbgInATGCREOLFbxPwkeREFjfIzlQAACAASURBVIQAL25+kcfXPM7/LvwfFr2FSz64hLHpYxmbNpan1z/N5KzJPHHGE7gCLp7b+BzjM8ZzWspo+FsRos8Utk14Ut5xBaz1q8n//Kfo/Xv73SJo+Dw2kueUy7nwnHMYnh1Pv1Q73mCE6uZWhNbIB2Uv8d7u//LGeQspSknGE5QlR+3+CGHh4c9rbmNL85b9nQIAFq2FPxvHU15pQT9mJsVNQXyhKE6rgewEM02eEJs877PWM7vbtonGNManns0FOVdj1lmpDKzl3hW3AvDLQQ8yOmUSAF/WzuX57Y92235y1mS+qvmqi6jbw8vnv0yzv5mzcs7qVioTioa4acFNrG3oOi1FQWFqwVSm953OmLQx3fZZ46nBqrdi09s6Pzx8YR9XzL2CsvYyBicOZta5s7DoLd22PVrUees4++2zOTP7TGb0ncHjax6n1lPLB9M+IMOWQSga4ok1T+CL+Dg//3xOTd+PM+gh0hZs45aFt1DuLucvE//CpKxJR2S/KicP4WgMnUahpNFDZYssZc5OMNPgDhKMxChMtnWWf26oamNguqPLl9qjSSwmOhP3vSmVE0KwpryFNn+YRJuRaExQlGanplV+6d4jpitdPorrZZmx02qgINlGdYufAen2Y1aS1+YPU9PqJxoT5CdZe8xACyHYUtNOvEXPjjq3zNLZjVS4ZHY0K8GCJxhmWFZ8l1LuPexqcJMZb+l2E2F/lDZ6Okt7hYB+qXaynWYURaHNL7PE/VLth3SelS4fZoOWJFvPVQixmGBVmYtQNEaTJ8ic9TW4AxHOKEphQmFSZ5Y8Eo2RbDfiDkQorneTn2TFYdazq8FDn2Qbn2yqxROKMHdDLdWt/h6P9U2SbAbS48xMG5HJ0Kw4EiwG3IEwoUiMaEevcDQmiArBitJmnv3igPevAZlV3lNZ8MszC9nV4GHuxloApgxI5Z4LB6DVKKytaGH2inJWl7dw3am5xJn1uHwhZq+owKzXErV/jjH1E5ZftZxtrm3cMP8G/nPOf47YZ7+KysnMzpadzJgzg8dPf5xaby2PrX6M5Vctx2awHe/QjipHUhCagBuAHwL5QCtgBjTImYTPCCHWfeuIjyAnuiD0hDxc+N6F6DV6IrEIoViID6d9SKI5kX9v+Df/XP9Pnpz8JPPK5jGvbB4An8z4hKyvnoZVz8Pt28CWLP/3/dcEOVpg2r8gZaB00YzLQujkf6T7+6Jy++Lb2eHawUczPurx9ZiI0eBrQKfRUe2pxmFwYNaZO22sfWEf9yy9B71Gz5NnPEmOXTq76rV66r31fFj6IZubNrOkagm5jlyuG3gdRc4isuxZVLmr6JfQD5Oua2leaVspdyy+A1fAxSczPqHSXckVc68gKqKcm3cu6dZ0vqr+CofB0U3Q9cRfJv2FqQVTO59HYhE+LPmQPyz7A78d81uGJg/tPNcFZQt4q/gtgtEgvxn9G8ZnjCcqojT6Gnlxy4usrFvZuZ+riq7ijOwzeGz1Y+xq3cX0wum8u/NdLi68mNtG3YbT5DxobEeCN3e8yQMrHuD9i9+nT3wf6rx1TH1vKlNyp3Bp30v5v6/+j1pvLQaNgVAsxPTC6dw37j60Gi313npSralsa95GWXsZGxs3UuQsYmTqSLLt2QQiAdpD7aRYUrod96GvH+J/2/+HTqMj05bJBxd/8J2/w6aiovLdxROMsHJ3M6GIzKZbDbKPW6tRcAek+VGaw0SSzXjINzYa3AFqWgPkJ1oxGTQs3tGILxShvNnH6f2SeWlZGYk2I4k2A5MKkxmSFYcQgicW7uSL4kY2VbX2mJkG2bEgBFw0LIPHLhvK9R/cy8b2eTw8ci5FOT6mz5nOX0//K+flnXcErpKKysnNuoZ1XPfJdTw75VmqPFU8sOIBPr/sc5Itycc7tKPKEe8h7NipHkgC/EKIE9av9UQXhABf137Nk2uepC3Uxh/G/aHzDp4v7OOG+TewtXkrAsHl/S7n3V3vclXRVfw272L451gY/kPp/Lnkr9L18wdPw8hr93us1kArzYFmNIqG/Lh8AC549wKKnEX8bfLfDvsc1tav5Yb5NxAV+y8bsxvsfDT9o173MKxvWM+1n1yLTtERERGcJidzps0hzrjXJEIIwb1L72WbaxuvXfga1Z5qApEA/RP6s7hqMaWtpczeNpuYiPHqBa+S48ghFA1x86c3s7pevi96KhMIRALcuvhWllZ3He+h1+iZOWgmz296vsvyeGM8D018iElZk3hk5SPM3jYbBYVkczLusBuzzkyeI4+8uDxm9J1Bv4R+lLeX0ye+Dxo0BxRRQohOMb/vz3sIR8Nc9dFV+CI+Ppr+Uefr/1j3D57b+BzZ9mwq3ZXcP/5+Liy4kGfWP8OszbMw68z4I/JO+Lj0cSyvXd5lv0atkbtPuZu5pXNZWbeSYcnDmJAxgasHXE2cMY4tTVu49pNrubjwYsalj+OOL+7g31P+zYTMCQf93aqoqKioHBrbatvZVN0GQEacmXF9EtFqFIQQ1LQFKGvyMr5PIoqicNeS3zFv13LS2h5g1o/7c/57U7j7lLu5sujKzv3FYoJyl49Gd5BUh5HcROvxOjUVlWPKl1VfcstntzD7gtlUuiv5/Ze/Z+70ueQ6co93aEeVoyIITxZOBkF4IHxhH/evuB8hBA9NfIifLfwZrcFW3rzoTfj0Plj6pFwxYyTkjoez/gC67qU125q3sbl5Mw9//TChWAiT1sTiKxbjj/g5480zuG3Ubdww+IZvFeuGxg2Utpay3bUdT9iDUWukIK6AMWljcBgchGNhchyHNhfy7eK3qfZUo9PomJIzZb/9D9FYdL+iqry9nKs/upqYiHHjkBtZUrWkM6t405Cb+NXIX/W4XaW7kj8u+yOnZZ1Gpi0Ti95ChjWDvLg8SlpLiIkYgUiA1mArAxMHkmiW/VtCCLY0b2Fp9VJKWktIsiThDXv5ZPcnnQJsX4qcRTx62qNk2jKpaK+gxltDjUc+ytrLWF23GrPOjEVvocpdxV8m/QWTzsSQpCE4TU4eW/0YL299mSfPeJKzcs7q3G8oGuKqj66iuKWYK/tfyd2n3t0Z3+eVnzN76+xOUbwvD018iBRLCjcuuLFzmVbRdhH7p2Wdxqq6VSQYE3j1wlex6q2Mf208MwfN5NZRt/Z4PVVUVFRUjg03LbiJmvZWtq75EecNTuaryI/5+fCf89NhPwWgri3Aza+sZkOVFJiKAj87vQ9Xn5LTpSdRReW7yLzd87hzyZ28f/H7lLWXceuiW3lz6psMSDyK86JPAA5FEKrDnE4wLHoLD096uPP5wMSBvLT1JULREIaz/wSZI6F8OZx9vxya3gNr69cyc95MAEamjCTLnsWckjksq1nGnhsAo1N79f44IMOShzEsedjBVzwELu13aa/WO1CGLdeRy+tTX+e+Zffx5Non0Sk6Hpr4UJcS0p7Itmcz69xZPb7WJ77PfrdTFIXBSYMZnDS4y/Ibh9xIZXsl88rmUeOtYV39OkKxENtd2/nB+90ntug1eqIiSpIpibHpY/FH/Oi1eu5ccufe8+4Qapf0vaSLGAQwaA08NPEhblt8G9MKp3WJ76ycszgz+0zeKn6LUamjWFK1hCx7Fn3i+1AQJ42KnjnrGdY3rkcIwU1Db6LSXYk75OaN7W/wSdknnJ51Oveceg9JZmnbPzBpYK/Kd1VUVFRUji7NgWb6OLM4b0o/Hv+0mKRBFmrcTWyubuOV5eXM31pHJCr40w8GkZdk5cWlu3lmcQn/+bKU564bzRn9u7cIqBwcTzBCs0fOlc1MMHcZmaRy4uAJSyMoq96KRSdvgPgivuMZ0gmHKghPcAYmDiQSi7CzdSeDEgfBwIvl4wC8sPkFAGb0ncFdY+7CoDWwuHIx9y69FwUFs878nb8rkm3PZtY5s1hes5w4YxyDkgYdlxiy7dmMzxzfuUwIwa7WXSysWEiVu4pxGePIsmWRacsk0ZxInbcOg9bQKbqa/E28vv11tru2s6xmGWfnns2o1FFML+zZTbS/sz8fz/i4x9cUReHy/nJqS08Cd1LWpC4mMf0S+gHypsLto28n1ZLapXx1VMooXtn2CoFIoFtPqIqKiorKsaPZ38yw5GHcNLqABVvrKQ2YeHPtDl6e+xU2o45TC5z8bHIfRuXKPvfT+yVT6fJx8ytruGX2Wn5+Rh9+clqfXvVJtvpCzNlQg0ZR6JdqpyDZul8ToIMhhCDUMQKpwR3kpWVljM1zotHAmvIWhmcnUJRmJ9tpYf6WOgakOchJ7DmjebB2iyOFEIL311czZ30NX+1qIhyVN9oTLHqevXZ05ygjlRMHb1iaX1n0lk4DwJ4quL7PqILwBGePcNvevF0KwoPQ6GtkSfUSbhxyI78e+evO5XefcjcralcAMDxlOHrNd39kgKIoXcTYiYCiKPRN6EvfhO4zAwEybBldnieZk/jFiF8AsnfweIx6UBSlx7EcI1NH8sKWF9jUtKlHd1YVFRUVlaNPNBalNdhKoikRk17LmzePY/r7SRgSNFx16hDOHZSG09q9oijbaeGF68fwhw8289iCYlzeMH+4aGCPx2jxhliys5EFW+v5dEt9t5EjBq2Gf187kqI0B292jD5JthvJT7Syq9GDyxsi0WZkaGYcS4obcdoMrCh1sXJ3c5fZqADPLenqzmrQach1WtjZ4MFq0DKxr7xhKgSIjn+jsRhrK6S9xbThGczdWIvNpGNMnpNhWXGML0yivi3AsOx4atsCeIIRhmbGEYrGOudIgnRRbnQHSbYbO91qbUYd4ajAHQxT6fLz5MJivtwp3d0HpDu4fkIeQgie/aKUa2d9zSOXDGXaiEwA3IEw6ytb0Ws1FKbYaPeHiQnBou2N9E+z89m2erISLJzeP5m+KTYURSEQlqPAHCY9sZhga207GkWhtMmDJxBhY3Ub4/skEm82YNRrSLQaSLAY2FrbztelzbT5w5Q1+7AYtBQkW7lsVDb+cJT+qXY0HbMw69oC1LcHSLYbSXOYOpfvSywmcAcjcramouANRUi2GWnxhQlGoqTtMzf6RCcYle8xs868N0MYVjOE+9IrQagoygzgESAFUDoeQgjhOIqxqQCZtkyMWiO723b3av0PSz8kJmJc1OeiLssvKLiACwouOBohqhwjTrS5fyNSRqCgsLZ+rSoIVVRUVI4TLcEWYiLW2dduNmjJcybTGmjlqrEH7uNPdZh49trR/P7dTby0vAyXN8gZRSm8tboKbyiCzagjFImxurylczZjnEXPg9MGMyDdwa5GD4u2N/Dy8nJ++spaUCAU6T6fcn8YtBp+cUYhRp0GvU7DxMIk2v1htBoFs0HLyt0udjd5qWsLkJdkpckTpKzJ12W8jAJsrW0HoDDFxkvLyylKs5OXaGX+5jreXlPV47E1CsSEnJ0Zb9ETiQpcvhBCgEmvIRwVRHuwebUatDxw8SDOHZSGw6zHpJdlomcNSOUXr63l9jfX89RnO9FqFJo8QVp84YNehwc/3kaSTc4FrW8PoihgNejwBLuP1wJ47euKHpf3dI7/XFQCyHOyGHSYdBpq2wPssRBJsOhJjzPz+wuKcAcirCpzsXRXEyWNXmId41T2XCuTXkMgLH+/6XEmvB2zRq8ck8PQrDhyEi1kxJtxmE6s7yv+iB+tokWv0XdmCNWS0a70NkP4KHCREGLb0QxGpTsaRUOuI5ey9rKDrlvRXsGzG55lfMb4zr4wFZWjRZwxjsKEQrWPUEVFReU40uxvBiDRlNi5LMGYQFlbWa/38fsLigiEo7y3rpr319cAUJRmxx+KIgTcfFoB5w5KY3BmHNp9sknZTgtn9E/h+gn5vLh0N1qNhoEZDjSKnEvZ6guTZDfQP9VOSaOH5SXNTOybzMebahmRE8/AdAfxlp79EACGZsX3Kv5tte0oCvRLsVPd6ic9zoROqyEaE3y+vYHlJc2M65PI5uo2ku1GBLCuvIWCZCvtgQhtvjBarUKyzUiSzUBZsw+TXpbPLitpJsdpoV+qnb4pNoZnx5Pi6N4mkWQzMmvmGB5fUEyDOyDnmqY7mD4ig0A4xuoyebzKFh+jc50EwlEm9U3CF4ryRXEja8tbiAnITbQQiQncgTB2k15mK8NRRuc5sRl1pMeZKG304g9HCUai1LT6aXQHURSFC4eks6K0mT4pNnITLfiCURbtaECjKFS6fAQiUfyhGDlOCwMzHNS1+Vm6q5l5W+q4dpYcsWXUaRib7+TUgkTMei0Osx5vMEKCxcDmmjaGZMah0yisqWjFrNdQ1x7k6UW7ulwLu0nGmWiVY1UcZj3ThmeS6jASjsbIdlpo90dItu8tNQ5HY4QiMcx6LUqHAC1p9JCfZKXS5aO6Yz5ssydI3xQ7W2vbqW8P4AtFKa53s7vJS4M7SEaciclFKUwsTMKs11Jc7+b5r4rBruPq/6xgZL4Uq6+v3kWkrYoz+ieTeJglz98leuUyqijKUiHESeEtf7K7jPbEHYvvYLtr+37nBoKcpzfjgxk0B5p5c+qbpNvSj2GEKt9X/rziz3xY8iFLr1qKTqNWoKuoqKgca5bVLOPmT2/mxfNeZFTqKAAeWfkI7+16jxVXrzikfX1d2swVz63gscuGcemorKMRrsoJyKtfl1Nc5+YHwzMZlOHozHr2FncgTEmjl6oWHzWtfqpb/NS2BXB5QzR7Q5Q3e4l1ZBoFEG/W0+IL4zDpOstVvcEI0ZhAp9EQisY6Z21aDVq8of2POAPQaxWK0hyk2I2UNHooa+6a/TOmvYvevhXPzntACWMvuhel5QLa605DUeDCIek4rQbCUYHTqifBYiDRZiAz3kJ+khWXN0STJ0izN4ROo5CfZEWvVQhGYiTZjKT2cIPgROBouIyuVhTlDeB9oLPYWwjx7mHEp3KI5Mfl81nFZwfsISttLaWkrYQ/jvujKgZVjhmjU0fzxo432OHacVyMe1RUVFS+7/SUIYw3xuMNew+59/yUgkQ++U1/NruWI8SlJ02PmMq344enfLt5fHaTnuHZ8QzP7jmj2+gO8uePtuLtKIHd01PpDkgRGBWCOLOecCRGOBoj3mIgGhPYTDrKm33kJlow67VUtfjIS7KyotTFjBGZZDvNtAciJFmNXcyGNlW1UVzvxh+OIoRgrf8LtrXE8e795yKEYPwb93HjaVmckTqR99dV89LyMkx6LUadlhZfqMdS4f1h1Gl46YaxnFqQePCVT2B6KwgdgA84Z59lAlAF4TEg15FLVESp9lSTF5fX4zrrG9cDMDrt24+TUFHpLSNTRwKwpn6NKghVVFRUjgOugAugs4cQpCAEaA22kmxJ7vW+Vtet5leLfoU75Eav0XcZYaSicrgk2438/coRR2x/BxOwQ7LiGJIV1/l87aKwNJQxSNlj0VnwRXwMzoxjcGYcvzu/CJ1WlgjHYgJ3IILLF2J7bTt17QGSbEaSbLL8NRIVrCl3oSgK4WiMv3+2k9kryr8fglAIcf3RDkRl/6RbZcav1lu7f0HYsJ4EYwI59kMbBK+i8m1IsaSQZctibcNarht0XbfX19avZVfrLpLMSZyZc+ZxiFBFRUXlu02zvxmDxoBNb+tcFm86dEEYjoa5bfFtJJoSybHn8I+1/+DC/AtPOEMzFZVDJRANYNLuLes068xdxk7sEYMAGo1CnEVPnEVPfpK1x/0NzNjrqbmjzs2HG2oIhKOHXGp7InHwgTOAoihZiqK8pyhKQ8fjHUVR1OLyY8SeEtA6b12Pr/vCPj6v+JxT009VyztUjjmjUkextn4t3+xHfmnLS8ycN5MHVjzArxf9mm3Nx9aTqtHXyIubX6TeW39Mj6uioqJyLGkONOM0O7v8/79vhrC3LK9dTmuwld+M/g0/H/5zGvwNzC+ff8TjVVE51gQiAYy6vcYxFr3liI2dOHdQGjqthtJG7xHZ3/GiV4IQeAGYA2R0PD7sWKZyDEixpKCgUOut7fH1uaVzcYfdXDXgqmMcmYqKFIQtwRZ2tOzoXLaleQt/W/M3zs49mw8u/gCdRsdHpfs3Rdof4ViY5TXLicR6tt7eQzQWZVHFIhaULaCivYK3i9/m0g8v5fE1j/OTT3+y35spKioqKic7npAHu8HeZdnhCMLPKz7HprcxLmMcEzInkB+Xz8tbXu52s09F5WQjEAlg0u3NEO4pGT0STOqbxOp7pnTJGp6M9LaHMFkIsa8AfFFRlFuPRkAq3dFr9CRbknsUhEIIXt32KgMTBzI8efhxiE7l+87k7MnoNDrmlsylyFkEwOytszHrzNw//n5sBhuTsybzVvFbTCucRmFCIYFIgKiIYtX3XI4BsMO1g0dXPcrKupUMcA4gLy6PYCTItMJp+CI+Ui2pLK9dTnuwnVV1qyhpK+myfZI5ibtPuZsn1z7JzE9m8sbUNzrLqFRUVFS+K/givs5h23vYIwhbAi293s+mpk0MSxmGQSvHQFwz4BoeWPEAGxo3MDxF/X6hcvISiAZI06Z1Pv9myei3Yd9y05OZ3grCZkVRrgH+1/H8KqD56ISk0hPp1vQeBeHahrWUtpXy5wl/VstFVY4LCaYETss8jTklc7hl+C0UtxQzr2wel/W7DJtB9rTcNfYurpx7JdfPv55phdN4ffvrBKNBchw5TMiYwNSCqbSF2ihyFrG0einPb3qesvYybHobo1JHEYgEWFu/lnpfPZ9Xft7l+GadmcFJg7l+8PUIBK2BViZmTiTbkY1Ra2RQ4iBmzpvJE2uf4E/j/3Q8LhH+iJ8mXxPZjuzjcnwVFZXvLv6IH7PO3GXZnptfbcG2Xu0jEAlQ0lrC6Vmndy67IP8CHln5CPPK5qmCUOWkxh/xd8kQmvVm2gK9+9v4vtBbQXgD8A/gCaS76DLgsI1mFEVxAm8AeUAZcLkQouUb6wwH/oV0OI0CDwoh3jjcY57spFvT2ebq3oM1v2w+Rq2Rs3PPPg5RqahIbhhyA9d8fA13fHEHW5u3kmHN4JZht3S+nmZN46XzX+KWhbfw4pYXmZw9GV/Yx8q6lZS3l/Pa9te67G9g4kBuH3U7M/rOIM641yms2d9MSWsJVr2Vel89Q5OHkmROOmBsQ5KHcEnfS3h759vcMuwWUq2ph32eO1t2kmJJ6RLTwXAFXFz+4eXU++r5w7g/EIqGsOlt6DQ6tjRv4ZS0Uzg9+/SD70hFRUWlB/wRf5eREwBGrRGzzkxLsHcZwuKWYqIiyqDEvW7RNoONSVmTWFi+kN+N/d0RjVlF5VjSU8lobaTnNqzvK711GS0HfnAEj/s74DMhxMOKovyu4/ld31jHB1wnhNipKEoGsEZRlPlCiN4XxH+HSLem83nF5wghumQCF1cuZmLmRCx6ywG2VlE5ugxLHsaPBv2IF7e8iNPk5Omznu5WnpnryOW1C1+jor2CIclDEEIgEKypX8NbO95iV9su7Ho7V/S/gvPyz0OjdC/DSDQndlqrD6L3Yy6uHXgtr+94nXll85g5aOZ+1xNCsLV5K30T+naWTQFEYhE+2PUBf1z+R5wmJ8+e/WxneSxATMRYVLGIp9Y9xfiM8UzMnAiAgsInZZ9Q75PGNvcvv7/bMWdvnc2MvjP4zejfdGZUTyS++ZmjoqJyYuEL+zDrzd2WJxgTel0yWtZeBkCf+D5dlg9NHspnFZ/RHmrHYTi5e6RUvr9802X0SPYQflc4oCBUFOW3QohHFUX5BzIz2AUhxK8O87gXA5M7fn4JWMw3BKEQonifn2sURWkAkoHvpSBMs6YRioVoDjR3ZkS8YS+13lou73/5cY5ORQXuGH0HVxddjdPsxKg19rhOnDGOIclDAFAUBQWFMWljGJM25qjGluPIYYBzAAvKF+xXEK5rWMcTa55gXcM6ksxJXNL3En4x4hcAvLD5BZ5a9xQgM36XfXgZ94+/n+l9pwPw+OrHeXnrywCUtpUye9vsLvueWjCV6YXTcQVcjE4bze623eg1evol9OOhrx/inZ3vUOer45FJjxw0+xiOhvmw9EMisQgXF16832v9TdpD7ZS1lVHeXs7p2af3+OVuT3mZO+Rm9rbZbGjYwDbXNsamjSXTnsnYtLEUxhfSN6Fvr44J8nNqS9MWFpQvIM2axo8H/7ibwBRCsKxmGYqikGhKpDC+EK3m4PbdvrCPmxbcRJWnikdPe5RT0k/pdVwqKt8VeioZBdlH3eRv6tU+9vztJ5gSuizPc+QBUNZWxtDkofvd3hVwsalxk1rtoHJCEowE/7+9Ow+rqlofOP5dwGFGZhURVFAR5zktNecpSyunrjl0rWyw23DL8ueQ3bJsUKublWnOlZaa2k1zyjnnWUHFGZVJRASZYf3+OIcjxOBBQETez/PwePa8Nu6z2e9ea70r13ekJLOM3i9uV0OY3UZxXwkft4rWOruuNhIotA2XUqo1YAucKWy9+1lVJ2Nn2MibkeaAMPuNXvYNW4iylj1Eyr2oi38Xvjr0FXEpcXkeeq4kXuHljS9jZ21Hv9r9OBV3iplHZuJu705Hv47MPT6Xhp4N+bbbt8Qmx/Lezvf4dO+ndKvRjfCEcH488SMP+T7Ex+0/JiopKs8fmiCPoFx/jHI2c/2g3Qc09m7Mh7s/ZMjqIczqNivP7zEiMYI/w/9k9bnVHI05ija9n1sWtoxpHafh6+yb53yT0pM4F3+OrZe2kpCewE8nfjJna63lWouZXWeaj7MlfAsLQxayO3K3eXsbZUOwZzCd/Ttz4cYF9kbtZemppTjYODC29VjSs9JJy0zD0eBIU++mHI45zI4rO3A2ODMoaBC13Wsz++hs5h6bm6vzvrWy5pmGuXsc/HTiJz7a85F5ukWVFvy383/zZE7MKTEtkYl/TeTI1SNYKSvGbB3Dir4r8vzfFiRLZ5GQlkAl20pSAyrKteSM5DxJZcB4n7mYcNGifcSnxqNQeb5z2WMfn79ReEA44+AMfj71M191/kqCQnFPDKpr2QAAIABJREFUSc9KJ0Nn5Hp56mjjWGJJZe4XhQaEWuvfTB+TtNa/5FymlBpQ2LZKqQ1A1XwWjfvbMbRSqsCcxkopH2AhMFxrnVXAOs8DzwP4+9+fA7PnHJy+oVdDwPjGDiQgFMISD/g8wFeHvmJ/1H661uiaa9k3h78hLTONJX2W4OfiR3pWOi9veJkpe6YwZc8U7KztmNxuMq52rrjauTKm1RgG/z6YUetHcTHhIp72nnzY7kPz8qIaGDSQuu51eWnDSwz7Yxg/PfKTOWjcF7mP1za/RnxqPAGuATzT8BlaVW1FakYq43eMZ9D/BvFco+cYWn8oWmv2Ru1lx+Ud/HTiJ1IzUwFj09V2vu3oUL0DlWwrMWnnJPqu7Ev/uv2p7VabSX9NQqPp4t+FYI9gDNYGutXohp/LrSQ4EYkRrDyzkuVhy5n418R8z6OyY2Vupt9k1ZlVuNm5EZMcQ4+aPehVqxetq7ZmzNYxzDs+jyHBQ8xNcpPSk/gh9AcCXAN4rvFznLl+hnnH5/HMH8/wWovX2HVlFxE3I7iafJULNy5Q2702bX3asuTkEqKSonit+Wu0r96eQb8N4r8H/8vEtvmXDWBPxB72R+0nMimSNefWmB8IJrSZkKulRXpmOivOrEChqO9ZnzrudTBYFW1w7oS0BDKzMiWzrShVWutCawgPRB+waD/xqfFUsquUp6m+n7Mf1sra/LxR4PZpxhrG1za/xsyuM2nt09qyExCilKVkpADkTipj40B6VjrpmekYrIt2b79fWZpUZizwiwXzzLTWXQtappSKUkr5aK0jTAFfdAHrVQJ+B8ZprXcVcqzvgO8AWrZseV8OmGMOCBNvdYI9F38OK2WFf6X7MwgWoiQ18GyAvbU9eyP35goId0fsZtWZVfyj3j/MAZDBysC33b5l26VtHI45TBPvJgS4Bdzal1cDxj8wnplHZuJm58a0jtPwsPcoVvmaVm7KrB6zGLZ6GE+vfppXmr1CSkYKk3dPprpLdWZ1m0U9j3q5arNqu9fm3b/e5bN9n7H2/FrOxZ8jMT0RgG41utG2WltaVG6Bp4NnrkC1aeWmTNkzhUUhi9BoalaqyeI+iwsdBsTH2YcXmrzA842fJzTW2HgkOSOZLJ1FVFIUPk4+NK/SnJikGLou7UpMckyeQGtI8BBe3PAiK8+sZEBd4zvF1ze/TnhCOF92/pKOfh0BYw3h2G1jeXHDi4Cx/6mNsuEh34f468pf7I7YTSOvRnzS4RNz9sM+gX1YfW41b7d+O9eb4MS0ROaHzOdywmV+O/sbCoWzwTnX2+FP937KjbQbZGRlkJyRTGhsKDsjdpqXd/LrxPsPvW9RsL85fDMHog+YA86n6j3FoKBBt01+JMSdSMlMQaPzzSPg5ejF9dTrFj30xqfFm4eqyMlgbcDPxY8z1wtvoBWdFE2AawDhCeFsv7JdAkJxz8gOCP/eZBSMQ7a4Whf9Je796HZ9CHsBvQFfpdSXORZVAgofKbpwq4DhwBTTvyvzObYt8CuwQGu9tBjHui+42rniaONobv5xOu40C0IWUN+jfq7kF0KI/BmsDbSo0oIdV3bkSpQyZc8U/F38zf0Fs1kpKx72e7jA5k+D6g0yBzsl1eSwgWcDPnn4E6btm8Y724xZ/ao7V2dBzwX51jTVqFSDuT3m8tWhr1gRtoK21drSs2ZPWlVtVWjTyWrO1fiy85ecjz/PgpAFPN/4+UKDwZyslBUNvApO6FPFqQr/efA/HI89bg76sj1Y7UGaV27O9H3T8XXypYZrDf668hcvNX3JHAwCtPNtx9on17IrYhfu9u40q9zMvCwhLcH88Jnz996rZi9WnF7Bxgsb6R3Q2zx/7vG5fHfkO+yt7elXux9jW4/FztqOk3EnCfYI5mryVd7a+hZfHPgCAFsrW6ytrBnddDR7IvewJ3IPm8I30Wt5L8a2HsujgY8WeO5n48/y6qZXscKKLLLI0ll8e/hbFoYs5IXGLzCk/pAi1zQKUZjs5ukF1RACxKbEmrudFCQ+NR5X2/wfjIM9gjkcc7jQ7S8nXqaNTxtSM1OJTsr3Hb8QZSK/GsLsJtbJGcl31KrnfnS7GsIrGPsPPgbszzE/AXi9GMedAvyslBoJXAAGAiilWgIvaK2fNc3rAHgqpUaYthuhtT5UjOOWW0opGnk14kjMEQDWXlhLamYq0ztNL+OSCVF+dPLrxAe7P+Bs/FkC3QI5ee0kp6+fZtwD4ywOiHIqjb5nXfy70ManDUtPLSXANYCmlZsW2pdOKcUrzV7hlWavFPlYNV1rFtrE8k49Xudxc8KdnKyUFZPbTealjS8xasMo8/xHA/IGWY4GRzr7d84z38XWJd/fR2sfY8KbD/d8SNtqbXG3d+d47HF+DP2RbjW6Ma3jtFzr1/esD4C3ozdze8xly6Ut+Ln45cqyOKqJsYwnr53koz0f8X/b/49dEbto79seTwdPqjlXo5pTNZRSaK2ZsnsK9tb2rHlyjbnG+MKNC3yy9xOm7p/KrshdvNf2vWINfSJETtk13fkFhN4O3gBcTb5qUUBY0EukYM9g1pxfw/WU6/m+mDpz/QzRSdFUd65OeEI4MUkxRT0NIUpNcqbxO5Iry2h2DaEkljG7XR/Cw8BhpdSPWuv0kjqo1joW6JLP/H3As6bPi4BFf1+nImtWpRnfHfmOxLRE9kXuo55Hvdve5IUQt3Ty78Tk3ZP54/wfvNTkJf578L/YWtnSvWb3si5aLk4Gp0KHxyjPqrtU5+c+P7MsbBm7InbxULWHqO5Svdj7tbGy4YOHPmDw74P58+KfpGam8tGej3AxuPB688LfXyqlctVQ/l2QRxCzus/io90fsSxsGavOrDIva+/bnqkdp7Lq9Cp2RuxkQpsJuZoP16hUgxldZrD01FI+3P0hL2x4geWPLZdENqJEZAeEBSWVASwK0OJT480JZP4u++VJSGwID/o+mGtZRGIE/Vb2A8DXxRfv696cijuVZx9ClJXUDGNf+r/3IQQksUwOlvYhrKmU+gioD5h/o1rrgII3ESWtWeVmZOkstl3expGYIwyuN7isiyREuVLZsTJtfNrw7eFvOXv9LFsubeHtVm8Xu/+fKBp7G3uGBA9hSPCQEt1vfc/6+Dr7svTUUi4nXsbT3pM5PefgV8nv9hvfhsHKwMS2E/m/B/6PIzFHSExPZNulbSw+uZiOSzqSlJFEW5+2eZrJZutftz8ZWRlM3j2Zc/HncvVJFeJOZY+lll8NoTk7eVLkbfcTn1Zwk9EGng2wVtbsi9qXKyCMuhnFK38aWya09WlLO992hMaGsv3y9iKfhxClJSXT1GTUOm+TURmL8Ja8Iz/nby7wDcZ+g52ABUjt3V3XqkorPOw9GLN1DGlZaXTxz1PJKoS4jafqPQXAugvrqGRbSV6s3EeUUgwOGsyx2GPEpcYxoe0EAlxLNvCysbKheZXmdKjegXFtxjG/53x61erFsPrD+LjDx4XW/HXy6wTAyjN5us3f0y7cuMCPoT8ydttYjl09VtbFETmYawjzSSrjae+JnbUdVxKvFLqPzKxMEtISCuxL5WzrTGPvxvx15a9c89/f9T4XEy4yo8sMvuv+HR72HlR2rExSRhKJaYl3eEZClKzs70iuPoTSZDQPS2sIHbTWG5VSSmt9AZiklNoPlHznE1Egg7WBJ+s8yayjswj2CM6VaEEIYZlO/p3Y/Y/dLD21lMbejbGxsvQ2KMqDEQ1H0KpqK6ytrKnnUa/Uj9e8SnOaV2lu0bpVnKrwSMAjzD02l0cCHqGue91SLl3xpWSkMHT1UOJS4wDjcEc/9fmpjEslsiWnF9yHUCmFj5MPlxMvF7qP66nXAfLNMprtwWoP8vWhr4m8GUlVp6ocjTnKlktbeL3F63So3sG8nrejsd9iVFIUzrbORT4fIUpaYUllpIbwFktrCFOVUlZAmFJqtFLqcUC+6WVgdLPRzOkxh/92/q/0QRHiDjkaHBnWYJh5yAJxf2ng1eCuBIN34rXmr6HR7I3cW9ZFscgXB74gLjXOPCTL8djjnLx2soxLJbIV1mQUjP36bhcQZjcpLSzZ0WOBj2GtrJl/fD5J6UnMPDITBxsHBtYdmGu97HGRz8Wfs/QUhChV2U1GHaxvfUeyvy9SQ3iLpQHhq4Aj8C+gBTAU43AR4i6zUla0qtpKstQJIUQ5VMWxCh72HuaxHEtSls7ih9AfGL5mOBN3TOTCjQtkZmXe8f7WnFvDotBFPFXvKVY/sZptg7bhbu/OhB0TSM/Km2dOa83V5KvFOQWLJGckExIbUurHKQ9upt8EKDBLsq+T722bjEbeNAaEhSWpq+Zcje41u7ModBE9l/Vky6UtPNvo2Ty1gIFugVgpK07GyUsDcW/Ir4Yw+7rNHre3OLJ0FlqX/yHQLQoItdZ7tdaJWutLWutntNZPFDZQvBBCCCHyUkoR7BnMoZhDeR4itNb8efFPlpxYwslrJ4v8kPFr2K9M2TOFCzcu8OvpX+nzax/a/NiGMVvG3DYoyM+C4wuo616Xt1q+BYCbvRsT20wk9FooP4b+mHf9kAV0+rkT/zv7v1J7QEpKT6L/qv4M+t8grqVcK5VjlCcJaQkAVLKtlO9yXxdfrqdeN6+XH3NA6Fh41vI+AX0AiEuNY2GvhTzf+Pk86zjYOODv4p9vLXJmVibzj8+XGmZxV+UXEDoZnFCoQr8Xltp1ZRfdl3UnLC6s2PsqS7cbmP43oMC7utb6sRIvkRBCCHEfa1G5BTsu72DSzkm89+B7gDHQ+XD3h7kSztTzqMeAugMYGDSwoF0BxiEDxm8fz+ZLm6nnUY8lfZZwIOoA52+c5+S1k6w4vYI/w//krZZvMajeIIvKmJiWSOi1UEY2GonB2mCe36VGF+p51GP75e25hkbJzMpkQcgCAMZuG8vJayf5d8t/59qn1pqUzJR8mzcmpSdhZ22HtZV1gWXKzMpk2JphXEy4CMCxq8dy9V+riBLSEjBYGbCztst3eW232gCExYUV2Nc16mYUBivDbbMtt6nWhurO1Xk08NFCm9sHeQTlm3xo9bnVfLbvM8CYuXRi24nmIS1KSlJ6ErHJsSWSWVjcH8xZRnMEhFbKCmeDc4kEhFsvbyUuJa5Ehk8qS7erIfwMmFrIjxBCCCGKYESDETxe+3GWhy03JucI38IDPz7AyjMrGVp/KGueWMOENhO4nHiZ93e9z/n48wXuKz0rnaFrhrL9ynZGNhzJjC4zsFJWtKzakv51+zOuzThW9VtFI69GTN0/1fy2HIwPz3OOzWH20dksO7WMnVd2mvvU7IzYSabOpFXVVnmO2cCzAaHXQnPVAo7bMY7opGgmtZ1EV/+uLAxZyMUbF3Nt997O92j9Q2vSMtPynMMDPz5gDhYKsvHiRk7GnWRs67EoFMevHi90/YogIS0BF1uXAnMKZPelPXHtRIH7iLwZSRXHKrfNS2CwMrD6idW82OTFQtcLcg/icuLlXJlG90Ts4aM9H+Hl4MXopqOJSY5h5NqRHIk5Uui+iiI9K51R60fR+9fetFvcjsm7JherybS4P6RkpGCtrDFYGXLNd7F1KXZAqLVm66WttK7ausB+vOVFoQGh1nrL33+AI0Cc6bMQQgghisBgbeDt1sbxL4esHsKYrWMAeMj3IV5p9grVXaozMGgg83rOA+Do1aMF7utIzBHOxZ/jPw/+h9davEZlx8p51vFx9uG5Rs+RnJHMrohbvT0+3fcp0/dP54sDXzBp5ySeX/883x7+liMxR5i4YyL+Lv409c5bE1Tfsz7xqfFcuXmF/VH76fJzF34/+zsD6w7kybpP8nbrt8nUmWy4uMG8TeTNSJaFLQPIEyievX4WwLw8PyGxIYzbPo5arrUYFDSIANcAFoUuyrOviiYhLaHA5qIA3g7euNu5FzpYfGRSZKH9B3NSSt02cAzyCALIdcyvD3+Ns8GZBT0XMKrJKH7o/QPu9u6MWj+qxJqQrji9gkMxh3C1cyXANYDFJxez6syqEtm3KL+SM5Jz1Q5mc7F1ISHd8oBQa82ac2tYe36t+WXYvqh9hCeE08m/U4mVt6xY1IdQKbVZKVVJKeUBHABmKaWmlW7RhBBCiPuTk8GJl5u+jEZT1akqG/pv4Nuu3+Z6yxzgGoCDjQPHYwuuCdt5ZSdWyoqH/R4u9HitqrbCxeDCqjOrSMlIYfia4Sw9tZReNXuxsu9KZnefDcDvZ39n1PpRuNm58X2P7/N9kGrg2QCAIb8PYcQfI4hOjgagnW87wJicpK57XbZd2mbe5nDMYfPns/Fnc+0vO0FMYU0WF59YjJWyYk6POVhbWfNys5e5kXaDLw58Ueh5gzHpw8rTK5lzbA5/nP+DmKQYbqTduO125cGN9Bu42LoUuDy7z+qB6AMF9uu8nHgZX2ffEitT9nAq2QFheEI4+6P282SdJ81NOas6VWVOjzk4GZz415//Mv9/pGWmsebcGrZd2lZgebP72kYnRZvXSctMY8HxBTTwbMC2QduY33M+jb0b88WBL4hPjS+xcxPlT0pmSq5B6bMVtYZwadhSxmwdw5tb3uSH0B9IzUxl2r5peDl48WjAoyVZ5DJh6QBcrlrrG0qpZ4EFWut3lVIlV88vhBBCVDAD6g6grU9bfF18sVJ538/aWNkQ7BFcYLO6LJ3FhgsbaOTVqNBaIjDWSg6qN4jvj36Pg40DB6IPANC+ensC3AIIcAvgrZZv8em+T6nuXJ25PecWWGsU7BmMQhGbEptrfpPKTcyfO/p1ZPbR2Zy8dpIgjyDOXD9jXvb3gDA74M3voQ2MTb7WX1hP1xpd8XLwAqBbjW4MCR7Czyd/Jj41vsBB1cNvhPPtkW/z1BS5GFyY03POPTs8iaWym4wWpot/F97f9T6HYw7n6fuXmplKdFJ0ifZ/quJYBVc7V3Zc2cGgoEFM2TMFBxsH+tbum2u9qk5VmdpxKsPXDOfrQ18zppXxYXtT+CYAmlduzpedv8zzf/ufXf9h6amlAPg6+/LZw5+x4vQKzt84z1edvzLXYI5/YDxP/f4Unx/4nHfbvmve/sKNC2y6uImQayF09u9Mz5o9S+zcxb0nJSMl3xdbzrbOFifbSkhL4PP9n9OscjMcDY5M3z+dnRE7ORZ7jGkdp+W7//LG0oDQRinlAwwExpVieYQQQogKQSl12+QXraq2YtbRWXmCniuJV3h69dPEJMfwYbsPLTreiAYj2BO5xxwcdavRjU5+t5o6PRb4GJcTLzOiwYhCmxBaKSuGBA9hUegi1j65lgPRB9h1ZVeuGr6hwUNZcnIJ0/ZPY2a3mZy+fpoalWqQlpnGjEMz6FGzB7Vca5GRlcGWS8YeKNk1jX+3OXwziemJPBaYO4/dE3We4MfQH5m2fxodqnfAwcaBQ9GHOBt/loysDCJuRhAaG4pG83Tw07Sq2oo/zv/BxgsbSUhPYPKuySzsvdCi392dSkhLYPr+6fSr3Y9GXo1KfPzghLQEfJx8Cl2ne43ufLbvM/659p983+N7mlVuZl6WPUZhSQaESimGBg/lq0Nf8c3hb9h6aSuvNn8132uqiXcT+tbuyw+hP3Aw+iAhsSG81PQlPOw8mLx7Mt8f/Z43Wr4BGGuSR64dSWJ6Il39uxLoFsjysOWM3jia2JRYRjQYkaumPNgzmKH1hzLv+Dxupt1kTOsxvL/zff4M/9O8zppza1gRtoL0rHT8XPzoX7c/NSvV5FLiJTKyMlh7fi3n489TxakK3Wt0p7VP6xL7PYm7IyUj/0RWlWwrcTLNsubKi08s5kbaDd5p/Q5eDl70+bUPWy9tZUDdAXSr0a2ki1wmLA0I/wOsBbZrrfcqpQKA8p1fVQghhLjHPeT7EDOPzGRXxC46+3Xm470fs+78OuJS4wBj7U/PWpbVcLjaubKo1yK2X96Ot6N3ntoxN3s3xj4w1qJ9vdHyDYbWH0o152pUc65mHpIg577+2fCfTN8/nXHbx7H+wnq6+HehunN15ofM58UNLzLpwUk8t+45wBgYHI45THJGcp6Ht1VnVlHFsUqeBDd13evyeB1jcp7lYcvzLeeoxqMYUHeAeezezv6dAeOQGp/u+5Ttl7ebm7qWhkWhi/jl1C/8cuoXOvt15ovOt2/iWhSW1BC62buxsNdCXt30Kq9vep3Z3WdT292YffRSwiUAqjuXbIbEZxs9y7KwZXxz+BtsrWwZUHdAgev+q9m/iLoZxY4rO8zbGqwMHLl6hPkh8wl0C+SxwMcYt30ciemJPFHnCSa0mYCNlQ3u9u5M2TOFRl6N+Ffzf+XZ98tNX0ahWBCygE3hm0jLSuPlpi/zWOBjOBmc+Ofaf3Ip8RJ21nYciTmSpx+rjZUNHvYebL60mWVhy5jVbRYtq7Ys0d+VKF2FNRnNmfioIFprVpxeQauqrcxZcZf0WcJvZ37LlWm5vLMoINRa/wL8kmP6LPBkaRVKCCGEENDIqxEe9h4sDFnIlcQrLDm5BDAmC3m9xes8Gli0vitKKdpXb1/schmsDFRzrlboOoODBrMncg87r+ykmpMxaOxaoys9a/Vk5NqRPLfuOayUFSMajKCWay0OxxwmOimaGpVqmPdxNfkqf135i+ENhufbrHZ8m/G0823Hp3s/JeJmBM80eIbB9QYTGhuKo8GRttXa5lu2x+s8zi+nfuGVja+wvO9yarnWynXMkNgQXO1cORx9mJ61euabrMcSS08uJdgjGIBN4ZuIToq+433lx5KAEIyJXr7u8jXPrnuWZ9Y+w/ye8wlwC7gVEJZwynxrK2sG1xvM9P3Teb7x8wU26QXwdPBkRpcZ/GfXf2hZpaU5G+S4B4yZa8fvGM/4HeMBmNBmQq5hWB6v/TgxSTEMDBqYJ4skGIcaeKPlG7Sq2oqx28fySqNXGNZgmHn5ssduBYBxKXHsvLKTs/FncbVzxcngRGe/zrjZuxGfGs+Q1UN4e+vb/Pzoz3g6eBb7dyTujpSMFOxs8g7L4mLrQmJ6Ilk6K997S7aQ2BAuJlzk2UbPmufVcq2V7wuI8syigFAp5Q08B9TMuY3W+p+lUywhhBBC2FjZ8HLTl819wOp51GN8m/E09mpc4s0PS5qjwZFvu36bZ35Dr4bM6zmPP87/Qfea3Wng2YBD0YcAY9bUnAHhuvPryNSZBSZtMFgZ6FajGx39OnL2+llzhsvbBasuti7M7TmX3st78/6u9/ngoQ+wUlb8eOJH5h2bh84xBPOac2v4qc9PRT7/2ORYopOjGdFwBO192/PoikdZd34dT9d/usj7yk9qZiqpmam37T+aLcAtgPk95zPo90FM3z+d/3b5L6HXQqlkWwlP+5IPcEY0GEHPmj1v+38BxgAye0zObI4GR77o9AUf7PqA387+BpCnNtfR4MhrLV677f7bV2/P1kFbC33wd7d3p3dA73yXudq5MvXhqfzj938wefdkpnW0PK9iSGwI1srafG2KuyslIwVX+7wvJFwMLmg0iemJ5u/Qnog9fLj7Q6Z2nEqgWyCAuea6o1/Hu1bmsmBpk9GVwDZgAyCDugghhBB3yYC6A/By8OJq8lW61eiGu717WRep2II9gwn2DDZPN/ZuTM1KNVl8cnGuWs+D0QfxcfIxN3EsiMHKUOQHbi8HL95s+Saf7v2UXst7obVGo+lVqxdd/buy5OQSHA2ObA7fTKP5jWheuTmPBT6GwdpAZlYmj9d5vND9h1039qyp416Hmq418XX25UD0gRILCLMzJDobnC3exq+SH8PrD+erQ19x/Opxdl7ZyQM+D5TKywUrZWVRMFgYR4MjH7b/kNBroUQnRRdrf4UFg5YI8ghieIPhzD46mws3LuR6cVGQuJQ4Bv1vEAC9avXi3bbv4mRwKlY5RNGkZKZQ1Tpv/9VKdsYgMD41nkq2lcjSWUzaOYnwhHAm/jWRRb0WoZRid8Ru6nnUuy/uu4WxNCB01Fq/XVIHNQ1fsQRjjeN5YKDWOq6AdSsBIcAKrfXokiqDEEIIUR4opcx93+5XVsqKfrX78fmBz3M1qzx29RgNvRqW2nEHBg2knW87fgj9ASeDE138u1DXvS5KKbrX7E50UjSbwzdjo2w4EH3AnJ0V4Ptj3+Nh78H4NuPNQy3kFBZnCgjd6gDGfpL7ovblWidLZzFt3zR2XNlBF/8utPNtlycTaEGupVwDKPKD6pDgISwMXcjrm18nKimqwGa195IfH/mRjKyMsi4G/wj+B/OOz2NhyELGtxmfa9n2y9uJvBlJ38C+GKwNpGWmMXa7sU9u88rNWXNuDZVsK+XZTpSu5IzkfJuMVnYw3mOibkbh5+LHkZgjhCeE07JKS/ZF7WP9hfU09m7MweiDPFXvqbtd7LvO0tcl/1NK5V+PfmfeATZqresAG03TBXkf2FqCxxZCCCHEPebBag8CsDtiNwDXU65zKfFSqQaEYGxe+lart3ip6UsEeQTlqi2r7FiZ9f3Xs2fIHqZ3nM4zDZ+hV61eDK0/lOT0ZA5FH2LYmmH8EPoDmVm3GlBl6Sw2hW/Cy8HL3N+ssXdjopOiibwZaV5v7fm1zA+Zz+nrp5l5ZCbD1gwjPCHconJnB4SFjd+YH2dbZ0Y0GEHEzQgAOvvd+y8bHGwcLOorWdq8HLzoE9CHladXcj3lunn+zis7eXHDi7y38z16Lu/J7ojdjNk6hh2XdzCp7STm95rPkOAh/HLql1xDsFgiLTONHZd3EHkzssCxGUXBkjOScbLJWyubnfU2Msn4fdx4cSM2VjZ83ulz6rjXYfLuyby44UWslTX/CP7HXS1zWbA0IHwVY1CYrJS6oZRKUEoVZ1TXvsB80+f5QL/8VlJKtQCqAOuKcSwhhBBC3OOCPIJwt3Nn++XtgPEBDYy1K2WpqlNVDNYGutboyhst3uCTDp8wptUYNg7cyLr+6wj2CGbKnim8tfUt8wP772d/Z2/kXl5s8qJ5Py0GuEW0AAAX1UlEQVSqtABgb+Re87y5x+ZSy7UWUx+eyuimo9Fo9kTssahc15KNAeGdJDh5qt5TuNu5M7z+cEmQUkRDgoeQkpli7tcIsP7CehxtjH0enQxOPLvuWTZe3MibLd/kybrGHIyjGo/CwcaBWUdnWXysuJQ4Bv8+mBc2vEC3pd0YumYoN9KK8/hd8SSlJ+FocMwz3xwQml7Q7Liyg1ZVWuFq58rH7T/mRuoNTl8/zavNX8XX2feulrksWBQQaq1dtNZWWmsHrXUl07RlvZjzV0VrHWH6HIkx6MtFKWUFTAXeLMZxhBBCCFEOWCkrOvt3ZlP4JhLSEph3fB71PevTxLvJ7TcuI1WdqjK351xGNx3N+gvreXvb20QnRTPzyEyC3INyDbdQ170uHvYe7LyyE4Cz188Sei2UQUGD6F6zO883fh4Pe49czVKzJWckcyXxirnfINyqIbyThDBOBifWD1hvHuNPWC7II4hGXo1YHrYcrTVZOostl7bwYLUH6ezfmdndZ/NgtQdp59uOofWHmrdzt3enb2Bf1p1fR2xyrHn++fjzDFszjG8OfZOndnjCjglciL/AO63fYVTjURy/epzP93+ep0y7I3Yzbvs4Xt/0OievWTa2XkWQkZVBSmZKvgGho8ERF1sXIm9GkpKRwtnrZ2nk3Qgw9vv97fHf+Kj9RwwJHnK3i10mLO1DiFLKHagDmAfz0FoX2JRTKbUByG9k21wD22uttVIqvzrwl4DVWutLt+vsrJR6HngewN/fv9B1hRBCCHFv6le7H8vCljF221jO3zjPpw9/es9nUwUY2Wgkx2OPs+bcGraEbyElM4UZXWbkKruVsuKBqg+w/fJ2EtMSWX9hPYB5YGulFM0rN2fXlV2kZ6XnGkZhyOohhMWF4WDjwO+P/463ozfXUq5ho2zuuCmlnXXeflXCMk/WeZJJOydxOOawMZtsUjQ9avUAjM2MZ3abme92T9R5gh9P/Mim8E30r9uf1MxUXt74MhcTLnIw+iBzj8/ls4c/o0P1Dmy7tI0tl7bwWvPXzEFJfGo8i08upppzNfMwCEnpSYzbPo6opCjA+KJgXs955eJ7U9qSM5IBcLTJGxCC8YVOVFIUp+JOkakzqe9R37ysukv1Eh+O5V5mUQ2hUupZjP341gLvmf6dVNg2WuuuWuuG+fysBKKUUj6mffsA0fnsoi0wWil1HvgMGKaUmlLAsb7TWrfUWrf09va25JSEEEIIcY9p4t2E6s7V2XJpC34ufnT171rWRbKIjZUNX3b+kkFBg0jLTOOTDp/kO+D90PpDuZ56nRmHZvDr6V9pUaVFrnEJ+9buS3RyNOvO3+opcynhEmFxYfSo2YPkjGRWnF4BGB/83e3di509UxRdz1o9cbBxYFHoIj4/8LnF12pd97p4OXgx//h8DkYfZOq+qVxMuMis7rP4rd9v1KxUk1f+fIVFIYsYt30cga6BubLSjm42mkDXQGYcnEFqZipgTG4UlRTFgl4LGNt6LAeiD3A45nCpnXt5cjP9JkCBmV2rOlYlIjGCkNgQgFyZjyuaovQhbAVc0Fp3ApoB1wvfpFCrgOGmz8MxDmuRi9Z6iNbaX2tdE2Oz0QVa68KSzwghhBCiHFNK8UjAIwC82fJNbKwsbsh0Txjbeixr+6+lR80e+S5v5N2IPgF9WBS6iMuJl3k6OPcQFB2qd6CWay3mHZ9n7o+4K2IXAC81eYnWVVuzLGwZWTqL2OTYIieUESXDyeBE71q9WXt+LRcTLjKp7SSLrlWlFMEewZy/YWwm+tOJn3g6+Gna+LShpmtN5vSYg0Lx8d6PcTQ4Mr3T9Fw1ua52rrzS7BUydAYnrp3gSMwR5h6bS+9avWlWuRl9a/fFwcaBN7e8yam4U6X5KygXkjKSgIJrCOt71ifsehjLw5bj6+yLj5PP3SzePcXSgDBFa50CoJSy01qfAIozwuYUoJtSKgzoappGKdVSKTW7GPsVQgghRDk2qvEoFvZaWC6H2rC2ss5V45ef7OZ/zSs3p5Nfp1zLrJQVIxqM4MS1E+bkM9svb6eyY2Vqudaif93+XE68zK6IXVxNvioBYRkaEDQAa2VtDNR9Wlu83VP1nqKhZ0NGNhzJtI7TGNNqjHmZs60zE9tOpLF3Yxb2Wkgt11p5tm/g1QAw9i98Yf0LVHaszNjWxuEtnAxODA4aTFRSFCPWjGDpqaXFPMvyLTnd1GQ0nz6EAA9Xf5gsnUXotVAeDXy0QjezVZaksFVK/Qo8A7wGdAbiAIPWuiSHoigRLVu21Pv27bv9ikIIIYQQZeB8/Hl8XXxz9RPMlpqZSqefO9Hetz2THpxEh8Ud6Fu7L+PbjCctM41OP3ci0C2QQ9GHeK7xc7zS7JUyOAMBxiygd3vAcq01PZb1IOJmBI29GvPZw5/h45y7ZisiMYIxW8dwKOYQT9Z5ktHNRuPl4HVXy3kv2BOxh5HrRjKnxxxaVW2VZ3mWzqLvCuO4kTO7zsTb8f7qdqaU2q+1bmnJuha1xdBaP276OEkptQlwBf64w/IJIYQQQlRYNV1rFrjMztqOR2o9wuKTi9l4cSOpmal08e8CgK21LR39OrLqzCoABtYdeDeKKwpwt4NBMDY7ndtzLsnpyQS6BeZbq+Xj7MO8nvOY+NdEloUtY+WZlfSr3Y93275718tblm7XZNRKWbGq36oKXTOY7bZNRpVS1kqpE9nTWustWutVWuu00i2aEEIIIUTFM6rJKPxd/HEyOPFu23dp49PGvKxXrV4APN/4eao45Rm1S1QAvs6+1HavXWggY21lzeR2k1nQawFaa5aeWsrFGxfvYinLXlK6KSAsoMkoIMGgyW1rCLXWmUqpk0opf611xbqShBBCCCHuMi8HL3559BeUUjjYOORa1s63HeueXGceWFuIwjSr3Iw/nvyD7ku7s/rcal5o8sJdL0NMUgzRSdH4OPuwJXwLs47Ows7ajjdbvkkbnzZYW1mXynFvZhizjBZUQyhusTR9lztwXCm1B7iZPVNr/ViplEoIIYQQogIrrFbj733GhChMVaeqNPZuzJbwLXc1IMzSWWy4sIEJOyaYm29mlyfiZgQvbHiBf7f4NyMajiiV42fXEBY07IS4xdKAcEKplkIIIYQQQghRKtr5tmPGoRnEJsfi6eBZ6sfLzMrkra1vsf7Cevxd/Okd0JuQ2BAG1B1AG582xKfG88KGF/jy4Jf4OPsUOFRLcWQHhH+vZRd5WTrsRG9T30HzD3DPZRgVQgghhBBC5NahegcANl7ceFeO992R71h/YT2vNn+VFX1X8HLTl5nRZQYd/Tpib2NPFacqTO04FVc7V2MNYnrS7XcKpGelc+LaCSwZJSEpIwl7a/tSa5J6P7E0IOyWz7xeJVkQIYQQQgghRMkL9gimnkc9lpxcYlEwdSfmH5/P8DXDeWH9C3x9+Gv6BPRhZMORGKzzDq8CEOAawCcdPiE5I5kNFzfcdv9aaybsmMCA3wbQ5ZcufLznY9IyC85xeTP9ZqFNr8UthTYZVUq9CLwEBCiljuRY5ALsKM2CCSGEEEIIIYpPKcXgoMFM2jmJA9EHaFGlxR3v62z8Wf535n+MbDQSJ4MTh6IP8f3R79l8abN5nYd8H+L9h96/bRbPFlVaUNutNu/vfJ8159bgZHCiRZUWZOks2vi0IdAtkE0XN3H+xnnCE8L5/ezvBLoG4l/Jn0WhizgVdwpvR2/8XPxoXbV1rvEGb6TdoJJtpTs+z4qk0IHplVKuGBPKfAS8k2NRgtb6WimX7Y7IwPRCCCGEEELklpyRTJdfuoCGiW0n0rNWz9tu89eVv1hyYglJGUlE3ozkAZ8H2By+maikKNzs3MjIyiAxPRFXO1eGBg9lQNAAfjrxE4ODBlvcVzE2OZYPdn3AkavGuqfopGgA7K3t6V6zu3ncTYBeNXsxpcMUrJQVXxz4gtlHZ+Ng40ByRjLOBme2DNqCrbUtAM+te47kjGQW9V5U1F/VfaEoA9MXGhCWRxIQCiGEEEIIkdeGCxv46uBXnIk/A8DgoME8Ve8pAtwC8qx75voZ+q3sZ54O9gjmxLUTuNu7M6LBCI7HHsfV1pUgjyD6BPQpkeaZWmsibkaQmZXJv7f8m9BroQS6BrKg9wJslE2eYySlJ2FvY8+6C+t4a8tbzOgyw9xfcuBvA/F29GZGlxnFLld5VJSA0NIso0IIIYQQQohyrGuNrjzs9zBPr36akNgQFp9czOKTi2ni3YTxbcZTz6MeYAy0RvwxAhdbF+p71qe+R33eaPkGV5Ov4mjjWGp985RSVHOuBsCcHnM4GH2QJpWbFNj0M7scnf0642jjyNZLW80B4Y20G9R2q10q5bzfSEAohBBCCCFEBWGwMjC7+2wib0aSkpHCoZhDzDk2hzc2v8FPj/yEq50rv5z6heup11nQawHNKjczb+vl4HXXyuls60z76u0tWtfW2pYgjyDC4sLM826k3qCSnfQhtIQEhEIIIYQQQlQgLrYuuNi6ANDIuxH1POrx3Lrn6P9bf55p8Ayf7fuMtj5taerdtIxLarlAt0DWX1iP1ppMnUlCegKutq5lXaxywdJhJ4QQQgghhBD3oVZVWzGv5zxik2P5aM9HNPVuypedv7xtltB7SW232sSnxhObEktCWgKA1BBaSGoIhRBCCCGEqOCaVm7Kd92+41DMIR6v/Tj2NvZlXaQiCXQLBCAsLszcD9HVTmoILSEBoRBCCCGEEIKWVVvSsqpFiSnvOcEewQAcvXoUJ4MTgIxDaCFpMiqEEEIIIYQo11ztXKntVptD0YeIT40HJCC0VJkEhEopD6XUeqVUmOlf9wLW81dKrVNKhSqlQpRSNe9uSYUQQgghhBDlQRPvJhyKOcTFhIsA+Dj5lHGJyoeyqiF8B9iota4DbDRN52cB8KnWOhhoDUTfpfIJIYQQQgghypFmlZuRkJbA+gvrcbF1obJj5bIuUrlQVgFhX2C+6fN8oN/fV1BK1QdstNbrAbTWiVrrpLtXRCGEEEIIIUR50bSycZiM/VH7qeNWp1xlSS1LZRUQVtFaR5g+RwJV8lmnLnBdKbVcKXVQKfWpUso6v50ppZ5XSu1TSu2LiYkprTILIYQQQggh7lH+Lv542HsAt7KOitsrtYBQKbVBKXUsn5++OdfTWmtA57MLG6A98CbQCggARuR3LK31d1rrllrrlt7e3iV7IkIIIYQQQoh7nlKKAXUHUNmxMu1925d1ccqNUht2QmvdtaBlSqkopZSP1jpCKeVD/n0DLwGHtNZnTdusANoA35dKgYUQQgghhBDl2uhmoxndbHRZF6NcKasmo6uA4abPw4GV+ayzF3BTSmVX+XUGQu5C2YQQQgghhBCiQiirgHAK0E0pFQZ0NU2jlGqplJoNoLXOxNhcdKNS6iiggFllVF4hhBBCCCGEuO+UWpPRwmitY4Eu+czfBzybY3o90PguFk0IIYQQQgghKoyyqiEUQgghhBBCCFHGlDHJ5/1DKRUDXCjrcuTDC7ha1oUQ5ZpcQ6I45PoRxSHXjygOuX5Ecck1VHQ1tNYWDb9w3wWE9yql1D6tdcuyLocov+QaEsUh148oDrl+RHHI9SOKS66h0iVNRoUQQgghhBCigpKAUAghhBBCCCEqKAkI757vyroAotyTa0gUh1w/ojjk+hHFIdePKC65hkqR9CEUQgghhBBCiApKagiFEEIIIYQQooKSgPAuUEr1VEqdVEqdVkq9U9blEfcepZSfUmqTUipEKXVcKfWqab6HUmq9UirM9K+7ab5SSn1puqaOKKWal+0ZiHuBUspaKXVQKfU/03QtpdRu03WyRClla5pvZ5o+bVpesyzLLe4NSik3pdRSpdQJpVSoUqqt3IOEpZRSr5v+fh1TSv2klLKXe5AoiFJqjlIqWil1LMe8It9vlFLDTeuHKaWGl8W53A8kICxlSilrYAbQC6gPPKWUql+2pRL3oAzg31rr+kAb4GXTdfIOsFFrXQfYaJoG4/VUx/TzPPDN3S+yuAe9CoTmmP4YmK61rg3EASNN80cCcab5003rCfEF8IfWuh7QBOO1JPcgcVtKKV/gX0BLrXVDwBoYjNyDRMHmAT3/Nq9I9xullAfwLvAA0Bp4NzuIFEUjAWHpaw2c1lqf1VqnAYuBvmVcJnGP0VpHaK0PmD4nYHwQ88V4rcw3rTYf6Gf63BdYoI12AW5KKZ+7XGxxD1FKVQceAWabphXQGVhqWuXv10/2dbUU6GJaX1RQSilXoAPwPYDWOk1rfR25BwnL2QAOSikbwBGIQO5BogBa663Atb/NLur9pgewXmt9TWsdB6wnb5ApLCABYenzBcJzTF8yzRMiX6amM82A3UAVrXWEaVEkUMX0Wa4r8XefA2OALNO0J3Bda51hms55jZivH9PyeNP6ouKqBcQAc03NjmcrpZyQe5CwgNb6MvAZcBFjIBgP7EfuQaJoinq/kftQCZGAUIh7iFLKGVgGvKa1vpFzmTamBJa0wCIPpVQfIFprvb+syyLKLRugOfCN1roZcJNbzbUAuQeJgpma6fXF+GKhGuCE1NSIYpD7zd0lAWHpuwz45ZiubponRC5KKQPGYPAHrfVy0+yo7GZYpn+jTfPluhI5PQQ8ppQ6j7FZemeM/cHcTM23IPc1Yr5+TMtdgdi7WWBxz7kEXNJa7zZNL8UYIMo9SFiiK3BOax2jtU4HlmO8L8k9SBRFUe83ch8qIRIQlr69QB1Tpi1bjJ2sV5VxmcQ9xtR34nsgVGs9LceiVUB21qzhwMoc84eZMm+1AeJzNLMQFYzWeqzWurrWuibGe8yfWushwCagv2m1v18/2ddVf9P68ia2AtNaRwLhSqkg06wuQAhyDxKWuQi0UUo5mv6eZV8/cg8SRVHU+81aoLtSyt1US93dNE8UkQxMfxcopXpj7N9jDczRWk8u4yKJe4xSqh2wDTjKrT5g/4exH+HPgD9wARiotb5m+oP7FcYmOUnAM1rrfXe94OKeo5TqCLypte6jlArAWGPoARwEntZapyql7IGFGPuqXgMGa63PllWZxb1BKdUUY1IiW+As8AzGF8dyDxK3pZR6DxiEMWv2QeBZjP255B4k8lBK/QR0BLyAKIzZQldQxPuNUuqfGJ+XACZrrefezfO4X0hAKIQQQgghhBAVlDQZFUIIIYQQQogKSgJCIYQQQgghhKigJCAUQgghhBBCiApKAkIhhBBCCCGEqKAkIBRCCCGEEEKICkoCQiGEEEIIIYSooCQgFEIIUSEppdyUUi/lmK6mlFpaSsfqp5SaqJQap5Q6ZPrJzPH5X0qpSUqpy6bpEKXUUzm2/0wp1bk0yiaEEKJik3EIhRBCVEhKqZrA/7TWDe/Csf4CHtNaX80xL1Fr7ZxjehKQqLX+TClVB9gPeGqt05VSNYBZWuvupV1WIYQQFYvUEAohhKiopgCBphq5T5VSNZVSxwCUUiOUUiuUUuuVUueVUqOVUm8opQ4qpXYppTxM6wUqpf5QSu1XSm1TStX7+0GUUnWB1JzB4O1orcOAJMDdNH0B8FRKVS2B8xZCCCHMJCAUQghRUb0DnNFaN9Vav5XP8obAE0ArYDKQpLVuBuwEhpnW+Q54RWvdAngT+Dqf/TwEHChKwZRSzYEwrXV0jtkHTPsSQgghSoxNWRdACCGEuEdt0lonAAlKqXjgN9P8o0BjpZQz8CDwi1Iqexu7fPbjA8RYeMzXlVLPAHWBR/+2LBqoVoTyCyGEELclAaEQQgiRv9Qcn7NyTGdh/PtpBVzXWje9zX6SAVcLjznd1IfwMeB7pVSg1jrFtMzetC8hhBCixEiTUSGEEBVVAuBypxtrrW8A55RSAwCUUZN8Vg0Fahdx36uAfcDwHLPrAsfusLhCCCFEviQgFEIIUSFprWOBHUqpY0qpT+9wN0OAkUqpw8BxoG8+62wFmqkc7Uot9B/gDaWUlVLKgDGo3HeH5RRCCCHyJcNOCCGEEKVMKfUF8JvWesMdbv840FxrPaFkSyaEEKKikxpCIYQQovR9CDgWY3sbYGoJlUUIIYQwkxpCIYQQQgghhKigpIZQCCGEEEIIISooCQiFEEIIIYQQooKSgFAIIYQQQgghKigJCIUQQgghhBCigpKAUAghhBBCCCEqqP8HDSBcvyUZxIoAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot FSL's the motion paramters\n",
"par = np.loadtxt('func_tFilt_low_mcf.nii.gz.par')\n",
"fig, axes = plt.subplots(2, 1, figsize=(15, 5))\n",
"axes[0].set_ylabel('rotation (degrees)')\n",
"axes[0].plot(np.rad2deg(par[0:, :3]))\n",
"axes[1].plot(par[0:, 3:])\n",
"axes[1].set_xlabel('time (TR)')\n",
"axes[1].set_ylabel('translation (mm)');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That looks actually very much like the temporally filtered motion parameters from **Strategy 1**. How much do they actually differ?"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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9ScK94OICZXuOLgd3O3ejz5X1JAUkY/en4J/o7NOZPtX6YGVhVWxEcejOocw4PYOz0WeLrN6ZmVcQgTMXjbsaf5VVIatKNZENjAlkxdUVRe43VAOUFaIoKrm/O+7ueGLPuHxf0nPSEUVReYZ+ufoL/qv9TRxtMnn6PE5HnVYmaSUhIk3KuW++urnZ3+WTsuXWFr699C2v7C++MI/8/MnjVXHR0whtvoPi1gH40g9CT5RNY/9BZOZmEpEWYaIqKClZeVmEpYZxPuY8RyOOlnHr/lwepD+g08ZOxT7nJaEsJaKFKevqnuturPvb5fbl6fOKdALKleyTspMUpzVAZafKeNp5Kko5QHF+yY6x/wKqofgvJU+fx+W4y1R3qc7w2sMZXHOwyTFWFlZ82/lbOlTuQPeq3Xmn2TtFnk9joeHz9p9jaWHJntA9yvakbClCt+X2FiYfn4yPkw8Dagwwe44GHg1Y1m0Zc5+Zy8etP1a2t6rQivPPn8fV1hVLC0tlu1wwRWOh4fm6z7Os+zKOjzjOZ+0+o1uVbrSt2JYevj14tsazOFk78e6xd1l6eSmiKLL8ynI0FhqG1hoKSPkzDhoHsxNsJcfGvY5iKMdmxioTyyG1hlDVuSqTW0xmWutpRhHXkbVHkpiVyK2kW0Xeu5Ky9sZaLsVe4tVGrzKt1TQSsxL57tJ3xX4mJiOGDTc3mC1UczLqJAAjao9gfof5vFDvBew19vxw+QdAirgCyoS+NMhy4ZIWs1n0xyKG7xrORyc/UibScpSkuVdzXGxcmNFmBq62rkafa+jR0KwR/GfxR+wfALSv1J7ridf/dhXPjkUcY8bpGYzZO4bLcZdL9dm0nDRlUp6SYz5SeDu5oOpvHbc6hKaE0mZdG1qvbU1gTCAfHP+Aftv6ERQXRKsKrYw+G5UWBcD8DvNp5FEgO7+ZdFN5nZ6bTlZeFh52HrSr1I4G7g1K9f/NzM008czrRT1rrq9hzz2pX7qWcI0xe8egE3V80PwDLAQLvO29izS6CqsMioqiJmcnF3wm21SZMPP0TOYHzjfxPhfHuP3jjAzpwkSlS/dUdszIZOZmcj76/GPl704/NV2pJrz6+mpG7xmt7MvV5ZbKcJPbAlKf8FvIb9xLuafknYOUz12Y9Jx03jr8Fq8deo0hO4aUWAbbZ2sfZp+dTbYum6C4IFZeW8nNxJtlZlDLUfLrideL7dPlfTuf3cmI2iO4nXSblOwUJhyaQKSVpdGxkVZW8HNPuLpZ2hBT/O997rm5RRrXRZGWk8acs3OISo9izJ4xHI84XqrP/1kkZyUTkxFDUNyTOd0MnTyG848/g6kBU42czk+KXDDmSZQT225vw3+1P2uurymTnP3Cjm1Ha8cnPqchCy4u4LWDrxVrgOpF/V86vr6470WjKKChEz4mU3LmJGUlKQEKGQ97DyNnmqEjUZaq/ttRDcV/KfMD53Mp9hJ+ruajezKutq4s7rqYBZ0WmDwghXGxcaGKcxXORJ9hX9g+Lj68yFuHC6JrKTkpfNPpG5ytnYs8R9tKbenv15/htYeX7gvl42ztzMAaA5nZdiaz281meuvpfNjyQ9b0WcMAvwEsCVrCc7ufY/ud7YyuOxoPOw8ALC0saejR0KyhKBeykaWnIOn2o9OjERCUKKM5Ovp0BOB89PnH+j4yv9/5nfmB8+nk04lhtYbR0LMhI2qPYN2NdSwJWsKko5N45cArJl7FsNQwQDIKYzNjle3R6dHMD5yPj5MPU1tNxc3WDVdbV8bUG8OB8AM0XNmQby5+oxz/3aXvSlwBTRRFxZt/I/EGk49PLtZgTMlO4ZervwBShUR5wAyMCcTOyo667nWL/Gx99/pEZ0QXKRkua6LSo7ASpGVdtHlaI09iacjT5z1WXu2jWHF1BR52Hthb2ZeqYl1KdgqvHXxNeb/m+hrFYWCIbOwBvFT/JeV1Rm4G31z8hv1h+5V70tK7pfFn840aDzsPVvZeybLuyxjgZ+w0ysjJICM3gwF+A/ih2w90qNyByLRIRb5YHOturKPturZ03dRVqdCclpPGxCMT+eL8F8wLnIdOr+PjUx+jE3Ws7LVSkTFXdalqFC2WCU0JpcOGDgCKM62oKLmhoZioNTamRFFUnr8tt7c88rsUxtzkLysvS4nSOmqMJ3Iv7HuBlw+8zNtH3jZZ5/ZhxkPiMuM4EXnCbLSwsBESlR7F9YTrpOek02VTF/pu7Wu2PRFpEWblc4aR1q8ufMWa62uo5lKNzf0lw6jwpPRU1CnarGvDqQencLd1J14brxQ4Kg1vHHqDry58xdCdQ43k9Y9Dri6XZZeXcSrqFL18e2EpWLL2+toij7+VeIuKDhVxEgVqnVpKWm4a3136joCoABaWcyXBomBqFaGxgoizECw55n5OvsK+0H1mzxuZFsm6G+uYdnIa3176Vrl3MRkxxfaBc87NYf3N9Yw/MJ6guCDeOvLWYylFyoKo9ChOREpR09cPvU73zd0VJw6Y/h5Kgvwc1HCtwYnIE4+VX5uSncLSy0uLNbQepD9g572dvHvs3VKfvyhkh+2T5Oxuub0FEZEvzn/BJ6ee/P9aeBkwa0trs8fFZcbxwfEPuJ/66OezsJLC1tKWby99W+T9nnB4Ah8c/8Bs/npZk5SVxOW4y0SlRym/P8P1sOW0hKQs44giSOOZYT9q+Ppqwl/nxH6aFGsoCoJQWRCEDwRB+F0QhEBBEE4IgrBEEIS+giCoRuafzJNo8eW8rnENxpVVcwCo6lSV20m3mXx8Mi/ue9GoGunHrT+mtlvtJ77GwaEHOTj0YKk+o7HUMLvdbF5u8DK3km7RpkIbXm9snA/RpHwTbiffNpFzno85TyXHSrjYuChG4bnoc0SlR+Fh52G2E53Xfh5vN30bbwdvqjhVeaIcopuJN5l+ajotvFowr/08JWLZrmI7RESWXl7KofuHOBd9jplnZrLp1ibltxGWEgZIg6/hBHDrna2kZqeyuOtiJTILML7heJqVbwZIyex2VnYA/HTlJ7668FWJ2qvN05InShPGgKgA9oXt48yDM0UefyrqFDpRx/IeyylnU46V11YiiiLnY87TtHxTEwmjIbXcagGUScS2JESlR+Hl4EVzr+YASp5RaVl+ZTkv7HuhTOWr2jwtwfHB9Pfrz4jaIzhy/0iJFzk/EH5AeVY97aTlaBYHLTYx8A2Njvoe9ZXXlR0rcyX+itFvqbChGJkuyVmdrZ2xsrCibcW2TGs1jQF+A5QKyEnZSeTqc3HQOADg5+qHiMizvz9r5OgozP3U+3xx/gsaeTaigkMFPjj+Aa8ceIUhO4ZwMuok3ap0IzErkT5b+xCeEk5nn85G7a9drjZ3U+6aOFo239qsvO7i0wUwzruVj4/JiCEuM07ZXjjqFhgTSFJ2EraWtlyNv1pqr39hGWW8Np4Wa1rw7aVvpQ0GAcWM3AzFuXUq6hRDdgxhxdUVRKRFsODiArpt7kaXTV148/CbdN7YmTF7xhAcF8zd5Lv02CwZVH4ufsqzDzB813C239lOcnYy6bnpJs9bVl4Wg38fbFbhkJmbaRLx9HXxpbZbbRp5NiJOG2e0b/2N9YA0kZzzjCQ1H7ZzGPMD5xd7j/7MvKfFQYv5Puh7Wldozbv+7zKqzii23N7CnLNzjMbhHF0OIQkh3Eq6Ra1ytSAtmo6ZWjQiSnXE/Y4OdKpaWflMuFVB/3bQ3o6FsSf56ORHgDTGB0QGKAa4YX+z/Mpy7qfeR6fX0X1zd8bulXJt7yXf4/D9wyy7vAxRFLmTdEfJPY9Ii1A+v/X21qdSUGjMnjG8efhN8vR5XEuQ0lR+v/u7sj8lO4UcXQ5hKWElnuM8yJAMxXENxqHN03I8snQR03ePvssz659hSdCSYqOFhuN4WfTdGbkZihPkcZ2OSVlJXIm/wuuNX+e1Rq+x897OJ5J1RqRGMHTnUJNrFCY8NZwRu0awP2w/R+4fAaR5RlGSb7lwosy01tNIyEowawTm6nMJjA7k0P1DRvnrfxaGtRnkcUaOIgJKAcOk7CTK2Rgbip52nkrfL4qi4pwHKb0LpHlYQGTAn9L2vwNFGnuCIKwAfgFygHnAKGACcAjoBZwUBKHDX9HI/xq5+lyWX1lOo98aERgT+Ejv2bWEawTGBBpti0iLYHit4WViuBkie+gtBUtG1y2QLB0edpiBNQaWyTW8HbyVNRZLg4Vgwbv+73Lu+XP82ONH7DX2RvsbezZGL+qNpG4RqRGcjjpNfz9JkuBi48LQWkPZdGsTv9/93cS7JNOneh+lqE0V5ypGlVJLS0CU1MHM6zDPqM2G92DuM3Pp4tOFHXd3MOvMLEUiGJ4ajr2VPf5e/my/sx1RFBFFkT339tCyQkuquVQzupa1pTUreq1QKkEO8BvA+Ibjlf0l8dSaix4adp6FOfXgFOVsytHcqzkj64zkeORx9oTuITQllM4+xa+nV7uc9Pu9mXiz2OPKigfpD6jsWBkfZx+6+HRh9fXVjyX1kSfahhO3J+WP2D/I0+fR0rsl/f36oxN1JS6kZOg9beDRQHktD24PMx6y9PJSridex8XGhUE1BuHj5MNLDV7C3spekaUPqjGIT9t+ir+XvzRRNkA2npysnZRt9hp75jwzh65VukrXyX9OZEOxRrkagGSgTz05tUhjQJaSL+i0gNV9VvN207e5l3wPL3svVvRawax2UvXmBxkPyNHnGLUBJBltnj5PiSqeiDzB83ueNzKM5bbIEcXkrGSarW5G542d6bmlJ28fedvku8Zr4/n5ys+8deQtHDWOvNnkTbJ12dxIKFhupyQUjmLK/bk8+UrLSVNkWnI04JtO3/BLz19oW7EtCy4uoM/WPiZ5UM3KNyMoLoitt7fyyelPFAnfc3WfY8uALUaVqY9FHFNej9w1ku//+J4X9r5A101dGb1nNFm6LDbc3EBAZIDR71qbpzXJbe9XvR8gTbLiMws88BFpEZyMOsnYemM5NOwQvi6+yr5VIauKLTj0KFXBymsrlWjBhZgLioz8UWjztGy6tYnuVbvzU4+fqORYicktJjOk5hDW31yvGCkgyfVH7BrB3ZS7NCnfBHQ5eOl0DM4p2m9+0t4WOYZ2wl4yzuUI8ebbm5lweIIykS3scAxNCeVMtOSEC0sNIz0nnYG/D+Tdo+/yfdD3HI88ztzzc7GzsuPLjl/SxLOJ0ecN84bNEn8HAr6GMigQoxf1zDs/T3EM3E+9j5WFFQICHSt35H3/95Xv2HdbX/pv78/W21uVz2fmZrI0aKnSV628tpKWa1qSp88jPCUcK8GKXtV64WnnWbS8O8d8Tr8stQaYfGIyv1791eSYXH2ukax1zN4xZmXoOr2uRAZuZm4mY/aOAaCJZxPitfGsDlltVopdHDcSb6AX9TT3as6rjV6lvF15frnyS6nOIXMz8SbjDpgGD+4k31GcziAZuG8eflMZ+24n3yY1J5UvA7+kx+YeJioGMJXs963eFydrJ8XINORu8l1y9MaFruRn98j9I0bjVUnYc28P8dp4s/8XURSNVB6ywS7L1a0EKyLTIhFFsciIYmJWInn6PHbd28XUk1ONvgdA/+39mXB4wj+y0FJJKC4q+LUoij1EUfxOFMXToijeEUXxqiiKW0VRfBvoBDyiF1J5HJqtaqZ4ksftH6cUoCiKkbtGMm7/OMVIWHp5Kak5qVR1rlrmbbMUpPyLVxq+woctP1S2myuC87QwXMvRkIYeDQGMcrvkAWdozQIP24zWM5jeajogrQH5KNxs3Z5IGnkq6hR13eqaFPkwNBQrOVZiYeeFzGs/D5AG4e//+J61N9bi6+LL4JqDCU8N51LsJWIzY7mfdp9OlTuZvZ6FYKF0hj5OPrzT7B0WdpKWADEnzzMkKy9LGdwbezame9XuWAqWJlIWQ0ISQmjo2RBLC0tG1B6BnZUdUwKmYG1hTe9qvYu9nrudOx52HkZ5bk/Czrs7i508RaVHKUWXevr2JC0nTRkMSoOVIP0GC0dTikMUxWLzw+QiUk08m1CzXE1qlqtpJOkqjtCUUDzsPNgzeI9RBHdvmFT99H8n/seSoCWEpYYxtt5YZrebjYVgwXv+73Hu+XP0rtabS6Mv8WnbTxlcczC/9voVjWV7DYtQAAAgAElEQVTBeQwjjeak5w7WkmEoTwDsrSSHSFWnqvSv3p9BNQZxPvo88wPnm3jyH6Q/YOfdnQypOQQPOw+sLKx4tdGrHBl+hFV9VtGkfBOcrJ34sXtBldrCUk3ZYTY/cD77wvax9sZaguOCCYgKoFn5Zqzvux4Xa6nYl2y0ycZ+vDYeb3tjx5Usn551ZhYLLy1Em6dldZ/V9PPrh42lDTNOzyhV8YnC1YMNJ5NySoDcLtlJVNe9Li28W7CoyyJW91nN9FbTWd9vPRObTVQ++12X7+hYuSNbbm8x6vcqO1bGx8mHYbWGFVwz5pzRb2NZ8DKlP5Gfv8y8TCYcnmCU15iZl2lUrXpjv410qCz5kD3sPIjTxpGUlURUehRTAqZgZWHFi/VfxMXGRUkNkJElxTI6vY7krGRmnZnF8F1SusLHrT9my4AtylJPMl9d+IrguGCSs5J5af9LjN07tkQyx7MPzpKak2p0LywEC56t+Sxg7KSS+0eNhYZRdUZBtuQ0eyPHOC9Rpl96Bg+trHi1bitygfsaqV9Izk4mLSdNWbs4IzcDURQJSQihokNB0bcD4Qd492iBDFLOJ6/hKjk13j7yNoExgXzY4kN6+fZiVZ9VdK/aXTneqGjV7UMQWGiJq9XPwuFZUDjXSq+X/krB7nu7WX19tfL+ZNRJ8vR5fPbMZ3zf9Xslwj/p2CSy8rKwtbTl+6DvuRp/lZG7RvL+8fdZcnmJEln+6sJXaPO0zDozi5UhK/Fz9UNjoWFIrSGciDzBicgTxs6AsFPc/KoqG0/NMWqXucn71xe/Vgo6yay9vpaTUSep4FBB2SY7bLJ12QREBqDN09J9c3dG7BpBRGrxTsBz0eeUcbGHrxTJnxc4j1cOvEJgTGCJjQpZ9lnVuSrWltaMqjuKczHnirx+cef95tI3ZOdls7LXSq68cIUrL1zhpQYvoc3TMmD7ABZcWMDpqNOMPzCeyLRIFnRaQH33+uy4u4N269qx6dYm0nLTmHR0kolTubChqLHQ0Mq7FWeiz5i0SR7LZIcSQOPfGrPy2komHp1It83diswVL0y8Np4PAz6k88bOdNvczSRyezX+KneS7yiOfXl/RFoEVoIVrSq04n7qfS7HXSZbl011l+pGn/e080REZHHQYmU5OZDmP9vubOOjgI+UbaXN7/6nUKShKIqiifhWEIRygiA0yt+fI4rinT+zcf9FzCX3ljQq8SDjAX/E/sGSoCUAf4qhOLz2cDpW7sjzdZ8HYHLzybzU4KVHfOrvgYuNC34ufkYT0UP3D9G0fFOjiY4gCIyoM4IlXZcwq+0sc6cywtXG1WxxC5nf7/xuVn4RHBfMwfCDXHx40WxkzdWmoLBLRceKCILAM5WlxWzXXF/DsuBltKvUjolNJ9KtSjccNA5svLlRkfsYRo4KIxvTsoFf3VXqHK/EXymyImZWXhbjD4xnyeUltKnQhh+7/8iCTgtoX7l9kYZcVl4WoSmhymLc7nbuzGs/jypOVZjzzBylEm9xNC3flJNRJ5+41H5EWgRTT06l55aeZiOnWXlZxGvjFUNRvn+GVX5LSlquNIEsSW4HSM/9e8feo/PGzkXKiu6l3MPbwVspPNCnWh+C4oKK/H8ZEpYaRl23uvg4+SjV2nydfQmIDCAkIYRLsVI+ZV23uoytN9bsOQwNw8LIkysLwcIkkg8Fhpss+5EjipYWlsxtP5fZ7WbTwrsFm25tYszeMUaRpV+u/gICj+xnKjsWyP0KRxSrOVeTimbFnGfy8clG1ZX7Vu9LfY/6OGgcsBQslQmKHCWv6lyVNX3XKG0eUnMI+0L3cSHmgpJ/9Fqj1/Bz9cPDzoMpLadwJ/kON5NusipkVYmqihpGFE8/OM3OuwUFpkbWHglIEzFRFDkecRxHjaNiUAiCQGPPxoyoM4L67vWNnHbO1s4085Kk5rLxBlDJqRKAiXKjgkMFZrWdZaQWkdc4NSQxK5E7SXcQRRFtrhYPWw/l84Y5x552nqTmpNJhQwd6belFcFwwM9rMwNNekj/LZehlDKOaIElC229oz6Zbm5Qc0VrlalGrXC2aezc3aVdgTCBj9xX8fhv/1phWa1qx4IL5gkE3E2/y3R/fobHQKPdJpqZrTQQEVl5bSZ+tfei6qSubb22mukt1Dg49KP3O8w1Fd9GCI8OOUM7GuBjXuORU6tmW51xWNPv6fUa4tQ3OOskAa7uurfLcpWSnEKeNIzErkTH1xjC91XTsrezZdW8XOlHHlJZTAKnQTWXHymwdsJWPWn7E2HpjWdNnDUNqDVGuaWh8y3Jw4m7BmiGw+z3QGeSZ5rffaK3HvGxY1h7WjTR7zwqjzdPyUcBHRpEWgGORxwDp2SvcrvENx/NTj5+I18YzavcoriVcU56lQ/cP8TDjoSKN3nZnG20qtGFhZ8mZObruaAQE3jz8JmP3ji0wQqIuMrRSBWbfWW/Uv5urTtnEswmzz8wuKMSk17HuxjqaezXnkzYFOYBySsXYvWOZcHgC31z8hjhtHNcTrzP+4PhijTK5SN7YemNNxvdx+8cxJWAKR+4f4Z0j7xTbR4SnhWNraas81/2q90NAYFeocVQ1V5fL83uep8OGDspzlJSVpDisAmMCORV1itH1Rhv91uX9HnYerLi2gtcOvUZ4ajhfd/yaFt4tjArMZeuymdJyCqGpoUw/Nd1IXWQut7tNxTbEZMSYGG9nos/gZuvGrLazjPLYDdNfhu4cyoYbG4q8L/KybIZjRWxmLK8eeNXofm69sxVbS1teqP8CdlZ2hKaE8vqh1/n56s9UdKxIddfq3E+7z5bbW3DQOChGvYyHvfS7XX5luZG8Vh7TDKPbZakg+jvxyDxDQRCOCYLgLAiCG3AJ+EkQhG8e9TmVx8OwU5MNveJkjYYe01NRp4wKVBT2jJQF3g7efN/1eyUiNbb+WN7zf6/Mr/Nn0bh8Y4LjpXUY76fe51bSLbpV7Wb22PaV2z+yGBBIi7Nq87Sk5aSRmpPKhZgLSr5gRm4G009N5/VDrxvJX6LSoxi9ZzTvHXsPOys7yTtdCMPqqvIg4WztjKuNKxceXsDd1p1FXRbRtlJb7DX2DK05lH1h+9gbuhdLwbJY2XF99/pG5/Vx8sHeyp655+bSe2tvZQA0XCNz+ZXlBMUFMa/9PCNpbyOPRoSmhJrNMbubfBedqFOkrgCdq3Rm9+Dd9KrW65H3FqSJeWJWIkciTCUsJSE2M5bM3EyjPErD/4WMnIcgT559nHxwsnZSDO/SIA9eJR04Ah9K+Rp6UW+SFyUTmhKqTLpAMhQtBAsjL7459KKe8NRwRYYs5+GOazAOnahT1oD7qcdPrO+3vkRR9MJUtJIGTSdrJ6PoooxsZK24tsLovSGyMwGktfjOPDjDjcQbbL29lUE1Bj1Sju5sUxDJLBxRFASBrzt+rRhLp6JOUcO1BgEjApRIkiAIOFk7KROe0JRQ7Kzs2DFoBx52HuwdvJdl3ZfRs2pPcvQ5vLT/JcrZlGPfkH281bSgqJfsYFh3Yx3zA+fTY3MPxFxTSa1h/lhiViIxGTGk5aQx/eR0qjhX4cSIE5x//rxyvknHJvHS/pc4Hnmclxu+bLLerYzhhFwQBIbUHMJ7/u/xdcev+arjV/g6+yrOEMPoCUjOtGdrPmtklDf0bKi8Xt1nNYu7LsbOyo4fg38kV59LnpiHj5MPAC/Uf6HItgDULFdTkfkXZnTd0fwR+4cyec/IzVDy/gwprujasuBlhKaEMveZuTT2bIyVhRWZeZmsuLbCbHXdKQGSUe9m62ZitNpr7PFx8uFS7CUi0iKU/q2OWx3cgzZA+BnIyo96CBZ42nsqmZqLY2IJqP8uNXNzWVd/AtVcqrHiwVESLASe0ZoWbkrISlCMxvoe9RlRZ4SyjmybCm0U6TbA3PZzEQSB5+o+x+QWk43kw4BRVFgpTpVynyQLCy7Z2IDWwKkpP6tZBtGb4I3w8Crc3k9oSqiR08Icfzz8w6wUNDAmEI2FRhlDvey9sLeS7unQWkNpUr6Jkhcs06NqD/Sinl+v/aoUuPL38mdx18VUdpIcQS42LkqeNUh97N7QvSxKLoiY3w0rGCsKj0sz28xkTL0x5Ohz+Pz859xLvsfFhxeJSo9iRO0RtK3YllW9V9GmQhs23tpIv239CEkIAaRnGiSnVVR6FK8dfI3XD77Oe8dM50AhCSH4ufgxucVkKjlWUra/3OBlhtQcwp7QPUw8OpGjEUd5/eDrTDo6yUR6L/fdVZyrKP2qt4M3LbxbsOvuLqNx4kHGAyminp3MjFMzWHBxAR02dKDvtr6EJIQw8/RMqjhVMXICgeQo83PxY32/9WwfuJ1FXRaxf8h+ulaVfnOyikzm+brPM6nZJA6GH6T9+vbMPjObPH2eUY0E+RqNPRsr90ImMzeTE5En6FalGxpLDT2qmi9EFZMRw2fnPmPUrlEsvLiQn6/8zPWE64pyruOGjnx86mOliBpI85mk7CTeOvwWmbmZxGTEsPPuTnpX642ztTM1XWsSHB+sOO4rOlbE19kXbZ6WYxHH8PfyNxmb6rvXN1nyrZNPJ15s8CINPRriqHGkk08nwHi8T8xKZNaZWaWqgv13xbxGzxgXURRTBUF4BfhNFMVPBEH46xY2+49hWGjl116/8sPlH9hzbw+iKJqdGBgWWJh9djYg5Z2NrD0SH2efx2qDTi+Sqs2lnIO10hEVNSn5p9HYszFbb28lLDVMWY+pWxXzhmJJkScun5751Eg6dTD8IHeSCoLu7x59l839N+Pj5MOSoCWIiHzW7jNqlqtpsixEYQwn37IX79mazxpNCl5s8CJrb6xlX9g+6rrVNSpWUZhXG72Kv5c//l7+gBRhbFmhpeKJnHRsEt4O3qy5vob3/d9nQI0B/BbyG718e9Gneh+jc3Xy6cR3f3zHlIApfN/le6OIkizfk3MNH4fWFVpja2lLcFwwvXwl4zJXn8uPwT/SvWp3FlxcQF23ukaSO0O6bupKRYeKlLMtRwWHCoiI7AvbR3+7yhCwAIYsBysbRSYqT0IEQaCma81SSU9jM2Nx0Dgo8tZbSbfYfW833ap2M5mIGrL73m4cNA683fRtvjj/BbeSbhkZ+qIoEpoSyqAag5RtFR0rSnlUN9aTrcumpmtNnq35rMn/PTojmmxdtpIP9mHLD+lYuSMdfDrw2dnP2BsqyU99nX3NGnkloWLERXByxEnjZHZ/4QifOUOxhoFj6+NTHys5LG62brzR+A3zF9brIWgN3NqHo8Hvzly5dxcbFz5r9xkdNnQgISuBai7VTJ47F2snUkO2gVN9QlPu4YsGi+T7UM6XcrblaFuxLTHnC5xxo+uNNpoEAlRxkvK45WcpV5/L/i2jWG5vyVcdv8LLwQs7KzsjuenUk1OxECzoWbUn8dp4FnVZpDjjZGfOnWSpL7GysCoy6gtQ3s44DcDFxkUx/Hr69qSnb09lX1XnqmwfuJ3ErETG7R+n/NYNDbzGHo2V13Xc6mBjacPouqP56cpPijyzgmMFLo2+ZCL7NzQywTjqW5hWFVqx+vpqTkad5GrCVaOcQ0PM5Y2fe+4c7x59lzPRZ3DQONC3el/6+/UnV5dLvDaeYbuG8WPwj3zXxbgYjzwJlmVphRlWaxhhqWF0qdKFT09/Sqw2Vio8sz9fbtZeyrsjf3zsUaEt68P20DwrG/ssqZ+2sHakt29vllyWlD4dM7VcsbEmQlPQd8dr41l7fS0VHSoqKRLTW03n12u/0t+vP94O3mzuv5ny9uWLzJuXkZcuAoNlJXIyGVehPHesrQnOiEdr40C2LptyshFgKH1OK4jQrLnyMxvu/s4zlZ4p8rohiZIR0MC9AT5OPoqcHSR59PEbKdSpIFLNw4Gjw49ia2Wr9DMT/ScaOQCbezfnXso9Vl9fjYDA2r5rqeder6BfirsJVjZUcKxArFYyAN868paSM2ev15NpYcHtPRNpOFGSNcqGYrPyzfikzSdUd62uGC7b72znzIMzdPLphK2lLR0qd0AQBJqUb0Jd97qciT6jRMNsLW3J0mXhbO1MT9+erLi6QskfLUxaThqX4y4r0XjD+dObTd5EEATORp9VjJybSTe5mXSTYQ+H0bZSW3R6HROPTuRc9Dly9DlGjgKQooozTs8gOD5YMcZkWf+gGoPYfmc7K66uoF3FdtxIvMGIXSMA+K7zdyaKjwYeDdg+SJLhlrcvb+Icn9pqKvXd67P08lLFof1igxfx9/Jny+0tbLy1kSrOVdh+ZzsD/QYyu91s5ftWd6mOlYUVN5Nu0gdp3nAi8gTaPK3iKH7U3OdqwlWluujCSwup6FCRLF0WaTlp7Li7w8iQ7VqlK20rtmXi0Ym8dvA1snXZiKKoFDas615XWRYMpPm2HJBJzk42kn3LeDt4s33QdgIiA5hweAK1y9VmUZdFkJFA61ovkevXCZ1eR4s1LZh6cqpSyG30ntFEpEVwK+mWkcT2n0hJZgVWgiBUAIYD/3zT+G+ObAQs6LQADzsPqrtUJy03rciKgIaJ9iA96LPazjIZoEvDxPV/0HT2QbJydUxcH0TLuY9eU+huXDobAktf4vyvRk72D4oNYm/oXuq716eCY4VHfKp45CpZcsRqoJ9U1OdYxDEi0yNp5NGIBZ0k6dPe0L28evBVdtzdQSXHSgysMZB67vWKPPfaPmuNcq8AulSRvLCFK9p62HkwrdU0ytuVZ3rr6cW22crCymQdvCE1C+RLh+8fZs31NQAcjTjKxpsb0eZpzU7Ya7jWoLpLdQJjAll7w7ikfGhKKNYW1koE43GwtLCkmks17iVL+UE6vY5pAdP44fIPrLy2klNRp1h+ZTndN3c3kZTK6xw9yHjAtYRrTPKfRMfKHaUckf3T4PoOCJUKushyFcNJsrude4nzDq7EXaHrpq60XtuazLxM6rrVJTk7mSkBU/jt2m9Ffi5bl82h8EN0rdKVnr49ERBMoqexmbFk5mWaFCd6z/89elXrxe57u/n8/Oe8d+w9k2ikXKRAjkY6aBzoWrUrGgsNtd1qk5mXaSRtehw8dNLktKj1uKwtjCsHmzMUG+oLjAzZSHyl4Sv80vOXotsWehx2vAU3dmF5pSD6VNgwJS8HVg2m3I53FcPOnOzZOUfLCSGLI+e+4Xz0eRokRsEO4/Vly4cX5A/WLFfT5Bz2GnvK25U3kmJNzpakqP2392fCoQmAqVRLL+rZG7aXgTUGGldsdavNip4rFKeOs7VzkeXsAUXWWVL8XP3w9/KnWflmzGw7EzB2TNVxL4j0ys6Olxq8hIuNi7LEjr2VPRpLjYlDsVa5WvSpVuBYKhxhBFjYeSHTWk1TIqfvH3+fFVdXGBmJbSu2VV4bRou/7vg17Su1lxQV+WvmVnEqiL5oLDVUcKzAyNojORpxVOlDZHL1uXSv2r3I5ZpebPAiM9vOpEPlDux8diedfDrxWt0xBQfczi8mlX+9/9UcxeH7UdiLImTkO3E1drStVND+FllZrIg2Hs8P3z/MH7F/8GKDFxVju7JTZaa3nq4YArXdaj/SSISCKA4YrJeaq+WOtfSb0aZH89zu56RlYcxFFA3yFSPyHZ3rrxwr8nohCSFUdqzMun7rlOehlq00Ma5p15U31lxizM/SM2OvsS/4bd0+RHVHH37vWGC8u9u683Hrj5nQZAJr+qyhgUeDguNjb8DilvBtY7xsC35HoSmhjKozijNefTgTHomdXs9tIQ9SoiAzUZk7zW43W0mxkKOTICm2DoUfon3l9kZGlKEKBuD95u/jaedJT9+e1HI1LuQFGC0d89OVn0jNSTVSCv3S8xf+1+J/aCw1WFlY8XLDlwFjJ2pEWgQxGTFsvbOV45HHydJloRf1SqVymW5Vu2FtYW1UzVOu4tm/ekHEfmHnhUotie5VuyuRr9JQybESE5pM4OxzZ/mwRUFdioaeDZneejqOGkfF+Orv19+oD9BYavBz8TOqorwvbB+edp7Kd3KzKX5ZNn8vfw4OPciJESf4pM0nuNi4GI3J2+4UrNVYwaECnXw68Vm7z7idfJuw1DC+6PCFMv8wVK2A5DwwNIwLO/0MkSP3z9WVKnizcQysGYomJ9NIhfNRwEd8GPChEl0szkH8T6EkEcVZwH7glCiKgYIgVAeKrlyh8kTIEUV5IiUPnkFxQfR06GlyvOyRqu9en2sJ1/D38jdatL60PEjWsitY8kJeiUphx2XJEE3PzsPRpuify3M/neVhajY963vjal/0JOZp4+viS3m78sw4PQOAGW1mPPE55cE7NSeVrlW6MqrOKKUc+MJOCxUJR7Pyzfj5qlRM4JlKz/Bao9fMn9AAcwb/nGfmMKP1DNPJMDCk1hAG1xz8WBHgTj6d+KXnL4zbLxmgOwftZNEfiwiKC2L9jfW0q9ROGWgNEQSBdX3X8fye59l5dycvNyiQxYWmhFLFucoT/SZBmswGxgSSrcvm9YOvc+HhBRw0DkZyl5iMGG4k3jDKvwhPK8iNGFVnFL2r9SZeG482T0uyowflACLPQ81uSkTRcDLrZutmkn+ao8shQZuAt4O30X0uXIjj1UavMunYJIBiF5w+EXmC9Nx0+lbvi4edB409G3P0/lHFKN95dyff//E9gImh6GjtyBftv0AURVaFrOLLC19yLuYcrSu0Vo6Rc+0MK0zK1HWry5X4K3hmpWERvBEaG+Ql5WSClS1YPNqfWC9bMuyqWTlJk05bYyOs8O/R1cbUi1xDtOR4eCQ6AWY2H8jIhi/TvrJpfpwRRVRJLSw9JfEu3JUcXpX9exNFlNk2eGvTuWJhwUSSqKApx9tJYeBkENWKv4NFeqziYq3pamoogrRuY6w2lnrZ2dy0tkZn8P3lQjiGkimQDJw4bRxvN32bwjT3bs7/WvyPEbtGFLucDBQUE/J19i32OEMsBAtW9ja/LqdRufiYq+DdACdrJ/pU66NI8ew0RasXvmj/BZ+1+4xfr/1q1iAzjJZ42XsZpVqUty/P8h7LqeZSjcPhhwl8GGj0W+rh20PJKerh24O5urlmJffP1X2OlddWsjhoMV91/Eo5R3J2skk5/KKw19hLkYRkAzl5TP7yUPlGrUaXQ/l8pwnp+d9DY08D9wbUcK1B3/QMPHX3MSxz5JObS4RGKvwxovaIErWlOHpX601Dj4Z8cf6LAgezgVIpNT2auylS5DjHwhJrgCwDp4WB0RiRr4zYHHKMN1o8a3KtB+kPOB9znjYV2gDwYv0XcbUpx9TfbMmlKbdyfYBE06Kqdw5JOZNdZ1A9saCCpoedB828mpnki3L7IByfp7y1MZBt+7n48X7z97HZJck/m2Rn87ujI6MWNaKKTTlutxqpnFumcMGthKwEEwmkvDSTzNBaQxlZp6B/HN9wPD9d+Ul5H6+NV+TxF2Iu4O/lbzR+t/BuQQvvFsr7YbWG0cKrBYEPA5UiKTvv7WRR0CKTQi6GKgCQHGGdfDqxL3Qfk1tMRmOhUSKKDT0b0qNqD/y9/LG1sqV3td60rdi2RPUAisOcc8/KwormXs2VfFRzdTFqu9XmZNRJsnXZpOekcyLyBCNqj1DmBIYRxamtpDzXXF0uu0N306FyB4bXGq44v4bWGsqQmkNo9JtktK3vu56Ruwv+J3Kf3t+vP718eyEIgpHKoaV3S1xtXBlbbyw9fHtQ0aGiUe59cUEDFxsXgscGF/Q/CflKo/RYsHVhU/9NZORmMO3kNE5FnUJjoaFp+aYmy4b8E3nkDEAUxU2iKDYSRfGN/Pf3RFEc8qjPqTweco6iLOGq514PB41DkQu6yyV+m5aX8hnMhc5LQ8iDggFjxamCDvxmjPlFqGUepkod99Wo4o972lgIFko+USXHSiYLgj8Ohjkz3g7eRoVxDDsew+UEpraaKpVXfwzsrOyKlWuU2kjMzVImPHLuIkidfo1yNYjNjCUhK4GxdYuWu9lr7Bleezj3Uu4ZLZ4dlhpmYtw8Dn6ufjzMfMi56HNceHiBcQ3GGUVAZQpXbZVlQ9NbTed/Lf4HoHgXH8iJ+Lf2gSiSoE3AUrA08tqXsy1HSnaK4i0+H32ebpu60WNLD8YfHG8UwTwWecwoL7hNxTbMaDOD2uVqF7vMzamoUzhbO9PKW4rwdqnSheuJ13l+9/O8f+x9pp6cqigHiso7lgswudm6mSwUHpoSipPGyaiAi8zY+mNpVq4OA9IzjCZi6HJhbgU4+LHZ68nUc5ImBj0ytQQOPsAX57bAVvMyPpmDQw+aj3qlReOm1+Op07M4z/XRRiJApvl1JJ3OFaoUnVJQ8KeipRQ1MDdxmpmUxvLoh3yqtWRTjdGU0+vBysAj/L0/hJ9Ekz/zVSKdl1aBwYS3VwWp6JSTXqSGhakRtfnWZt48/KbRtvm1X2BRl0VFRk9rl6tNv+r9+Kpj8eudCoLAhn4b+K130VHskiCPKUb9yQ/tIOyU0X4oqGJbVHs0lhrG13sBl4zio/OGRVkADg09pPQfXat2VYq6FEV/v/4my7aA1EePazCOA+EHWHdjHbGZsTT9rSmJWYmlm0Brk+H8j6bb5WUZDJ/x9HwjTWOHpYUl2wZu45Vh26HjFAxN/bR8R8zw2sMeW/pdmMpOlXGxcSElO4Vtt7exOrYgCn7BYO3jKEtzEcUUcKtOHgLROVJ0MUW8bnKNXF0uk45NQq/XK05PjaWGxq49ydUJoHPg9J1Emgs3aFO+UAXg+PyUjJRIqa/Jp3Dlb4U1QyHSYAmwfMP2uTrPsaz7Milqo02G8vWZUfclBEQmenmw0ULL2nvb6eVcC3uheGelYbEnkBQYE5tN5J2m7zCuwTgTWfU7zd5h7jNzlfeyUa7T67iTfKdE6Ra+Lr6KVB2kiuyG6osFnRbwQfMPzPaXfav3JSk7SVEyPcx8iKuNK3ZWdnzd6euCyBfm+7qyol2ldsprc31Xf7/+JGYl8uvVX1kVsopcfR9EjVwAACAASURBVK6Rw8jQqTeqzihG1RnF2Ppj2dBvA282edPkuwuCwC89f2Fe+3nU96jPlJZTFMPfME9djtwaIud+j280nqrOVU0KtBUXUZSvrWCd3+d93xwur6eOWx38vfx500eS1IqiiL3G/k9d//WvoiTFbGoJgnBYEISr+e8bCYJQvK5NpXRcWAHft4S8HGUxU7mcvJWFFf5e/pyPMTYUbyTeYMfdHUSlR+Fm66Y8oOa85KXhQYqUQG6nsWTPlYJchevR0qT6wJUIUs+shJCCBXR1+gJ3YXBUoTLbf0MG1RjEur7r+H3Q72UiCzAc3LztvY0MR0PD3VB+KRcU+Vuw7TX44RnQJhtJbwRBUAwTVxtX2lRsU+xpZGlccJyUwpyrzyUyLbJUkY2ikCd/cl7pQM/m1MmRJhg1bQsGp8L5hGEpYVgKlgyuNVgZNOTB4IE23+MffRkOzyIuMw53W3ejyZr8v0zOTiY1J5WPTn6Ei40L4xuO51z0OVaFrAIkJUB4arhRoQ4HUfIaT289HW2etsiiENcSrtHAo4HiYe3p2xNPO0+C44NN1kk0J92TsbG0oXe13px+cNrIKL2Xco9qLtWMB7kzi2HP/6jqXJWVjd/j9eRUMIxUybK5C7/AxZVw96jZa66u/TLnw6QIi21iqDSgRJtPYW9VoRUDKnfG264IaWRaDAiW0HwcXPwVru8scl20gnaarxboeG658YbkAudFuXwjz6RoT142zqnRtMrKZnDcA1zS889tRub5e+QDVrq0lO5pdpokf/2+oArnsN+nMDExmUmJSczx6kzbTOMCJp+e+ZRKjpVY0GkB7/m/x0K7OtTfNJ5W9kXn8FlaWPJ5+89L5GCq516vRDLF4vi5588EPi9NzvcO3step/xoSII0yTdcs6+4AjMKQWtgSWvjCpuFeK3Ra3zU8iN2DtrJseHHyjQ3/vXGr+Pr7MuZ6DP8fOVn8kTJ+WNyn65tgyNzzJwB2P4GnM6XShoaHnL10BwDQzE1Py3EMNpqbQ8+LY1OOVGUJvHtrYq4h6IoSadLibO1Mw8yHjDj9AzmxRVUUj6XUiADDLESOGtrY2ooOnhyxNWdPER02Z5kC9HEJd6W5JxXt8KC+pwIWk5IQggz2s5Q1iAFCI6UzuXlbAOIbLaZxbRogyh5TgYk5IvSrB3AIDpo0r9lJsL6502+WxdLaZ4zuObgAsdsZiLYlaOyRz2+jEsgwkrDbA83/PL0fHTliDTOGfB5+8+V3LF3m71rkrsnCAKvNHyF8Y3GM8l/kpk7LBlBm/pvks5x9F1SslOITI9Em6c167AwQRSpmj8XqO1YhZcqdmbLgII1/7pX7W5SIEqmfaX2uNi48N2l7+i0oRP7wvaVfF6RmwWnvnt0/1oC5LoBgFlHR+sKreletTvfB33Pz1d/pl/1fkbOY/kZL43TvoV3C6VWwvN1n+fg0INMaTnlkesyG17PEFlmXLi4V7EYRlgPFijTWu//FJCcNXaWdkZFy/6plER6+hMwGVgGIIpisCAIa4HP/syG/acI+BpSIuDir6S7Sh2gYVGIlt4tORF5gocZD5VO8cV9L5KRm4GTxglfF19G1hlJZl4mI+o8mXQlKkmLtZUFbfzcOXIjFksLAXuNJRfCEulZ15Ocja/gbHlWOnimNCBsuVTgrb/2N48ogtRRFLd0RGlx0DhgbWFNjj4Hbwdvo87S0JNn2AkVl2P0lxOSv55U+kO4f4ZpOie8a/YFpE6+f/X+vNn0zUdO2vxc/HCwsOFyyAb6V+1JZNwV8sQ8s5LH0iLn3ewL3QeA94r+VAS0jg4MyE3FMiuZMT5VCI4LRqfXYWlhSWxmLDvv7aRWuVpGcr2CiGIyNBoJ2kQ4uYD4pj2UUtgy8iQyKSuJlddWkqBN4Ns+39LAowF3ku/w67VfqehYUSkN7+vsy6dtP8XuQRDMrQhvXaSxZ2MauDdg9fXVDKs9jJmnZ2JlYcX4huOZcXoGNxJvML7heKP2HRl+hKj0KNZdX8fKkAJJ4KP+B519OrPm+hrORJ+ha5WuiKLIzcSbRmurAXBtO8SGQO95kJEf+TD0rsrREAsr2JmfozfTdF0rjTZJia5xP7+wg7X56NLyVjPhm/qAB3Q1I/lOiwYnb+g+G+6fhQ2jwfX/7J13mBRl1vZ/1T3dk3MAJjHknHMGCUoQFBATKq5xdc1h1XXNObsrBlwFFRQEFUUUBUVylpzTwORhck7d9f1xqqaqerqHAd33W9997+uaa2a6u7qrq55w7nPuc05LuLuR2mkVeUJwr1woUjYNQZ5at+I0QAFUQmpl424Q4dWjjgl9IGMHZGpyYV2WZ3rPpDoXSVVV1uPcdXLdQuJQXNXcWFwt0t3mfXhv03ssmPgkO8pPkxiSSK+4XgxoMcAwTleLtJii0xAWX18c5f8nHDZH/bxJDE0ELRKLViyleXBzZnaaSfPg5qJEKM6ALe/AmCfBm9S8MFWkwhV54O89l9Wm2CyRkN8T+rrvWYUwwj9C8t+OrYQBt8LiWfLEBX9r+Cbp242/E3obUa6qIulTaB5TOhnyLCoWajVGpw99jOkLr4ZD30FiPxpg3avw8zMw7F7v8wZgy3sQ1xlaGVF4c3TFjIOVRn7kQyFASDM2VeZRf0eqitkYFMx9kXK/awuGYG+xlPWLpnNpTip0mgwl6eRsfQeCoF8z6zkfzCohwGFjaNtYVvwq1yCy1lS5/fPr5FqDEGxXLYqqoiqKNTLtdgu5O2p1lhGexJjKarbEjCPorSHwmObQqSyE6DYQlsjgyio+L67j1NR3GBKYgHN2P0MmrGFS60lMbDWRu3rfddaKyo1Bd9KfqTzDF0e/qC/YdFaiWFcN74+meWUhK29aRdyrHbGxHsaKI6I+teTnZyE8EfpYCaPD7mB8yngWHl4ISLEdbznTXrH/S1GLlGTC+BeadszpzbDkT/CnHyDCKJQYERDBn3v82WsqjI4H+z3IsaJj9G/ev17ZY8be6/Z6OarpCHIE1bdsOx/MHj2bzVmbfUe0vcG8zwUazqZYl5tnz+TT89LlvL/3/f+OiCIQpKqqp+6xzusr/w/nh8gU+b3pLcq0AgdmPbhedOSpzU9R7apmX96++lzG0tpSWgS3INAvkNt73t5opcumIKOokvjwAFpGyyRoHhbAtD6JLN91mg2vTGOSfTOVaFE4Vy0ZRZU8/OVe4sMD6JEUwbFc395iMwrKa7jjs52sPuy9SE+j2P+VbJ4vtYGvbj3344GGSRNnQW2VyMuKM7w+3a+FbJae3mmzYf9bi+Y0isydsEuTHP7wN0P+p6qwZY7PyIsFpdmw70uuOL2fkRlSFS7cP5znhj3nW5JRmArzJsGia7DnHaV7eRE7srfBuldJ/UyKS6Qc+lE84mnbzn7dq8u8vibcP5zW4a0pqy0j3BlGkKoSoKrMKC0joKoIB3BRcSF78vZwydLJ3P7T7Vyy9BKKq4t5fPDjlvcKc4YR6ggh3VUB4Qlw2TxQ7OSVZzfwaOuJ9jOWzeDr419zQ7cb6p0Md/S6g/Lackv/sJZhLZnabirjMzSvfe5+FEVhZueZpJaksvjwYr469hWLjyxm3Bfj2JwlTpcu699u8J0TQhK4v9/9/HSZ5NaZ8w59oXez3oQ6Q1l9WiKAORU5lNSUSN5W4SkxZgEKTkBNmRCTMi9EUY8onk0KV2ZUXebURuOx1IZ9Q+sJ1eEV3t9LJ4r+IXD9dxAaD0WnxKDyhfI8OSaxj+XhBmddnA4RyRAaT6taITpxioezpkjLZ22teaVP/CK/dXmrp/f90LcScf3SIPnkeLZSUSBEDMmrY/tKBLHvvYxKHmWNYOjXee5F8K/R4KWf7r8Fqesht6Gs0Cv0tUyLCCqKwl/7/5Xrulwn69yyO2HjPyHNe5oEFSaD/v8T9MIVcXWGCRMZEAkfTYIfH5V7qsM8tnWYz72TR5uPBdMMotje1PrHM38zIhkcQVxXXELvqipoOQSSB8LJtdbXVZfCv8bCz08Dqux5Bz1UCYdXwKdXwPcPyncwIdzpXW54uK6YNjU1hPgZNsagnO/qnXBUFTOPYmJVhbdrEqkt6o/TncAcR7XkVp7exEOx0TwfpGJDaaBiyiisJCEiEFV101VJbXgCOkkEmb911SzNyOL1ZqOsjrC1L2sk0fRY8iBo0QNO/ELQtn+Bu9boC1lZKAa7RmJad7uaUcmjcMa2FwdAacM2Y4qi/CaSCNYc3td3vM59a+7DYXOcnbQdXw05e6EknebVZZY1a93l6/h+6vdClte+JHPLc3xgFFZpEdyCNZevqS9GdVbkafvTgaVNt4UWXg0lGZLT74Hbet7GNZ2v8XKQoHlwc7655BseHfjov99Jrqpir50DYoNiG7bt2bNYbClfa7H5unnk5E8uKyc5LLm+Uu4fHU0hinmKorQBVABFUaYDWf/Ws/pvg16OuugUZbkHsCt2C+FrH9memMAY1qav5Y0db/DGjjeI8I/gQqcQj3OtclcPVRVDQRvwu9OK+HZPFvERgSRHiRHj72fj1qHJzA94iUvsG3mp9nLmBYpna9XOo3yw7iSqqvL5rYMY0CqKk/nluN2NLzyLt6dxx2e/smx3JtfP3cbBrHOMQi6eBT89JYbHoe/O+Wszfxo8FQ2LG2/gbcGaF0Re9u5Qr9KpZ4Y8w6wus+oreb0/7n1mj55tec1vzR9tFHNGiizKVSuVPPd/BbWVQiC/fwC+9S6docKUM1SWY0j0appG+Nn3BaSuk8+cN4EhFVUcczrJ2vsZJxWRhqbsmC9G2AdjrPk9mbusxHvr+/B8Anz3gNeP0gschPsYXrNKSnk5N48WFcXklucyIjCehSPesORd6kipLOOYwwEhzUX+1KwLebWllv5cYBD/OrWOae2mcVuP2+qfaxfZjomtJ1penxym55toJ6ltWOPKK2gbEMszW0SIMTp5NIF+gbwz5h2ey81jeEGWtRG2CXFBcWy5agtvj25IJjlzxHKcw+ZgWMIw1qavxeV2cbjgMAAdvroL3uwuxmx5nmG05x40im6YDTKdPPryhlYUwPPJ8KupAMoxjYRWF8O8CQ2P0aV4qo+NtzTbiLYERsLIh6zn4gm3WwqLBEXL64fey7K0TN7K1l5vltMVpkJ4EoS1YHRFFbNDenDVskcNySAYOYa9r4Gh90qEEAyiWOHF2fLtPdZIRVmuJeeKusp6okhZrhi/S2/zQkJM1z5jB3xxI+xe6J1w/56YN1HkoE2BLn8s90KgwBR59XF/y7XrWKmlJ5yrs84XsnZD3lEhUp97l+npGNtyLG1qang/O5eWWm5YuDPcWAfNsulX2spaVFslqRaZu4SY6Ohp7UcHGM6QjqZ1wUPSiH8ITJnN/QVFfFTuhIAwiO0oEUjzNVn7imGUD7sfotrA+teN1+QcgM8uhyPf4w2N5aUl1dbxkt26H+kF3qgq5jS19CWQ9hVVgI3w6tGkOxz8EBxEXlU+y0OEZEYojgaFyrJKqoiPCOSJwMUs8n/a+sEnfgGzaqP8DNSU0bq2jjG69LY0G9a8DL88L4qPWK1SZb+b4OrFMOAW6xjUFRE6UQxtDvfsh1GmiHBYPNSUNiTavwMURWHVpd/zQIyRmtEWf5yvdYEf/y7n5XbJd3e7ZN0CKDRymsnYYXnPiIAIuX8lpv0xdX2Dz24V3ooXh73Ie2PfI8gR1PRUGl0tUZolc+dsqK0y1r+KxvOM/79j89vwbLPf5pA6cxi+vBE2veX7+pj3jrQt8Pm1xr0FqK0kwC+A6sYcnX8QNIUo3o7ITjsqipIB3A34aGr1fzgvlGZDd5GMlpZlEewXiFJZKIN16/vYtv6Lz8Z/yvDE4cw/OJ8t2VuY2WkmI9LFQHGdr/f514/EUNCkhw8skYa1Tj9bPVGsc6s0L97JAPYxN/RW3nZN4WSpKJaf/mIT8zae5LI+SSRGBtEqJpiaOnd9nmODjztdyO0LfuWBJXvYcEyMhoggB08uO/eG5vXQjRK3CxZdY5UGeUNNhRi0qkvkF0d+sFZ884bqUsnpCo4VmeLez2WhPWp4RmMCY7iv7331ydEDWwxskByvyxoaLe7idvs2Dj+7Er41Nfb1ZmilbRGy56qRv/VIonlRM+PMIePvshwjqtLU3IUTa0Ty1GUqVOQzXGsm/bSjgtejIolwuQhzqwah0KNOrjqYM0II7k9Piecua1fDczJhSmvJYThda7pf3S4z/r5nPxf1vIk5x/axOKAjz+9eSesVjzUkYG4XXctL2e/vxNVWokeuxH4UqHVEe+RamSPETwx+ooFRdFuP2wg1FR+o36j1e1Mq5MjxxY18cHgnwxOH0yO2B6+PfJ31V6xnaMJQLi6vkOIWjZDzIEdQg8R7Ck/B7H6w2poFMCp5FIXVhew6s4s9eXuwodC+xpTjdMgoqU7uAYOI6b3UijMM48sXUTz4jRDCkgxo1g0u+6iBV7XB+NSJoud6lX9cooYlGVZZXoiWb+ONKLpq4ePJcGo9+GuSpzGPk1JXx4jKKuvnZe8TiWCrYRAWj1J4kuFZh7GDkAz9XHd+AlGtITwZxjwOd+yAPrOEKLrd1qh8RLLVENVRlm0i3hr07/Tz0yIh3LUA9i2xvsYcSQlPkrXpq1uEcKdvh3eHyfpmNkR+K86VqFVqBqIvdYLezqKqoUQZMAzNqiJYdjc8+dvy6evx3nDJD/3pKUNG7wMtw1qyNCOb1rV1DGkuuYLh2AypbP4x6wFb58CzzcUInDPC+lxgJNy9r37vBkSehwLtx0uUWLFbI/U6uk6Fu/bAdVrV5ph2ct30a5t3TPac+F6SI9t9hkTFMnaIIVycAetfA2cIFifD59fB7AHwRnfCVz7l8zok19Ux7NBPrDptEBG76gZXLbVVxWS7q0j0C8Gmrwl1si4+HBfDqGQjjzbKi3Mrq6iS4bY9hP1qdZRSng8fT5Fx0PtaiciWn2m4R317r6xpbS6ASa+Dn7a+xveUuZ4yzPqdS7Jk/XBVG2tQeKK1WnOYpohZNFO7R2jS1j/LHvYb0ezoT1y7bRFvRglZDKzIkzV04z/glxdhw5vy3Z+KknXrp6dhxUNg9xdp8mHvZN8yHs1OjKoSyRU9upIJzQeeW8G4slzI+FW7jkiLobOh1NSGrSTT9+v+E/CrVsQrc6fv17jd4nQpTPX+vJ5GAQ3XBB3VHnbjga+ta/+alwiwOahyVTVoWfVHQ1Oqnp5QVXUMEAt0VFV1qKqqqf/2M/tvQXWpeLpiO4Bio7ymlNDKYniplUj6vrsfvn+A5oWnmN5uev1hXaI7c1F5BTcVFWM/GEWd6zwMCH0CaJPF311FGGXcOLQ1SRpRHF6zDubL515383389aKOFLgl2tlWycCu1vHYxdIHsFWMeBnHv7mOkirD8+pyq3yw/iRT397ImiNnaB2jF+pRuGt0OzafKGDTce/VCxugxiOvqKZMjMbiNDFez+JRplQLhsdrFfs+nSEba2M4uVaI1/QPhRTtXSJGw4LpjR/nAZti49MJnzLvonm+X7TtX2IcepPnHf4Otn8gm2LaVjG09CiOXphjqRHxYvEs+FQjUv4+8gdMlRopOm1cH3PUtLbSu1etTiOjrUZAnCSDp4QkMLiiknVBMkbsNi1qpxOO1HXymXpuT3muRAI2vWV4KisKZCP0MEh7+McyvKKSx/LyYchdcP8xuOQduOJTuGm1GAdD75ViEXrBifRtsOF163mXZtOtpppKm42TNjE4Cpt3wa0oxLqsJCa6to5r213Gkos9DHsNSWV5rD9+jGV+bfl0gqnaqL6JmJpXR7ndzB49m/kT5qMoSkMJzrkWFtDviYckaWj8UPxsfvyS9gvrM9bTM7AFIeaNSs85VOyQvQdOaY6J/GPwclt4vTPs+qzh59WT32xLMSvajoYul8BDp2GwqWhF3lHJndKhe8fNRCJ7L/yzt5CoqmJL7kt9JK7cC1Hc/5WMJTDGLMhY05G2VUjoviWSxzjgFmg7Vpwh+oY+b6JIswtOiGEx4FbDwIxqBTEdxKlUVWQdj4pNxuAIo68YjiAxwko8BDdBUfI+BScgoa/kXWq9O+thvj+9PCRcG/8p9+ngN/BUpKw/vwfONTLQWGQVDKLo633161dZBDvmyt+13p2KPuF2GdeqOMO7xMxHZN4T94d24tNSG8mzBxvSX0+jsJmpPVGrEXDHr8b/NpuM17FPQ2fpncvJNRDTHkJiJdfVEeQ73zSypeTUAURrMkU9r/GHh2VNv3IRPJor9kGXS7TnHoGvbxeC0+liuP8oXKDVFzywFKLbQvJAQjz3ShOSa+UaxZjWO1tNBTwdQ7YdXKgkOcPx03t9urzvH361VZb5XFNZzszK+Vyb/rhBznSY53FcZ3m+4ITxnXWHbfZeciJ7s2/UB5IHpjvfgrX1QFGs+1lppkEyfeRlWs5Fb2uQug52fwpf/8X7MecCbfwMzTzExLJyHs43RbMqC6U9j47UdbBOq1wckSxOguOmvrlmR5p+XMuh4tQqSpN7/2oHWHK92CBzxwvpaeR+k71P1o20bfDxJWLPjH1KnFKp63wfp6PEC1Hcu0TI784FZz++qXC74PVu3vefpkKvCJ++w/drUtfBqifgzR7imPBUiaVvk/x8sN47M6pKoMeV0NOUG5lhClSsfw3/LAnm/NEL2jSl6mkzRVE+AJaoqlqqKEpnRVFu+B84t/8OlOZw1OHg27pC6gIj2VuZRayeP1GeC+20/jmnN1sagyaWl+EA7iws5vbUJ0lLS2343qoqEZwzR4xy1EBpVS3/WneCQ9nWKNNLpX9lR+BfGNo2muSoIJoHuHim7tX6qmS20DhaRgdRogqJ/MD5KocDrycY2azbxoUAKsFVOSzYfJpfTxey8XgevZ9eydPfHmBMpzi2/m00i24Rr1tSVBBX9k8mLtSf11cdoabOzcoDORzLLZVJ/nyyGF7l+VJ8A7wbKZVFxiKpumD5fUKYFl4Nq5+3vlY3VmNNzXRLM317lkDImDMEkgaKUWwu0w1imMyfZjX+1r4sUTIQL7C2OXWL7dZ4hUB90/RcnMyG5IcXwgdacRLdE6l7UotOiQc6up1VeuHnQ5JSeFIIgzPEKgutKZdrn38c3h4kHntPIpO7XwhgUn8xZAAlIIJXu9/BQ/kF3N/mMp4b9w6MM0W8KvLFO79nYcNz0Teginz48CIhLSYZn5J/lNk5Z7hs2JMw+gkxxuwOkXklaH23AiOksAmI0dB1Gqx+TmStpTkShXt7IF21vn+7z0hE6UyUyNBiSk2SppIslNc68MCeH732ZgOgsggbkFJ6xtrzUv8uJZnWe9fYZt5Uua8Ofazo0rac/bD2FUKcIQxoPoB5++dxIP8AQ91eckK6TIXWI4RwmY1jXdKVd7jhMdUlcORHMVLMhk0bU6W5NkZPPD6aJLlTet85fe6V5xqkYa1mMB2TPEzCzURRjyjmwPcPyRwDcaZ8c6eM+XHPwOS3jGP+vAGu1ojUsjuFhJbnGfLUbpdJtTozWf3+AcjZJ39HebQfietonJ9Z7tb+IplTox6RYyJThNiW5Rje91Yj4FotYhStVYXsfrlc99T14tXWjULz+bTzKDx0aLlhtIA4VepqYM1Lv00GZibYZ5NHndpkyON8SU91dUflWYiiqaG72ZHSJHx4kURkzhyG1ztTsfTuhq/xRWTBoqxwfHET3fJS5R+9gqmnQ+yKBfDAcXisUKJ/0W1ogNBmMH2uUR23hdbwvv/N0GVK075XjDY+MneJ5PjojyK9Dm1mEM2QOGOdLzgu86hFD1kHe14NzlCZC1csgKlzCLxUevz1dDYs0NFWqxht1keU2+zUAml+WgGjgBj8XbImueu8E8UqRRFHxj96wztDKd/2CXf6fYUNN1z7tfXFpsrDhCVAsEeF0+pSMdiLT/NJbhsmvbWRnJIqY+8yRwjNRLHghOEw9eUQDTMpFc4clLVykSYdtjdS07HotEQdz+bQ0ByhzryjvHAmv74id/338tX7tLpElErm6JSlINIJWd+7XirryhtdYe8X0G06XL9C5LhnDgnp2favBm8PGEWBvrhB0j9y98Pl82XPTOrfOKFSVSGCZ7T9IDDSWN92fiJy2q9v852XrGP/V7KG+ML2D4XElp+B4tOw9DxrT4Ax/1c/4zsffrfJ/tj+gbU1FEDGToloB0UbjgUz3G4J8EQki4Nahx6t1hCorTd/9II2Tal6Og+YC+g6myPAIuCDf9M5/XehNIsPIsL4Ie1b3GERpKo1vFFsWjSadxVDLm0LCSZvfYufpH/PR3Vjuc5vJb989x7uy/5Om1hTNbkjK+AzUwPtv+XgsvuzaFsazyw/yEN+eXT0A1SV6pyjdOKkpFalbyMgqT+bZwCfa8dqhsoFHeNwXdADtCCETXUJyWrelZgQf7aNPkLshid5YeUVrEJlnutCKpBo1wvTuhPk9CPI6cdrM3rQOzmSAIedv1zQlse+3k+nx1bgcqv42RTWJs0hvrpYJAA758vGGb8HtTyPBv7ZqiLD+FDd1gUzdT2MelgW63cGQ6JWmlw3AHUc/xk6XyLefx05B+T/Y6ug9UiRwKQMl41Rh6tWyMCxVRKReFDr4/ezRo4iksVYtvvD1Z/L+zQG3djwNNzMpM8sqbA7ZTGvLBRjZ+yT4t1e/4ZBJMC7HExVJboXnmhITkG86CUZUlTDvLmnbZHFs/48NKlofC/D4O06jZAhd3F15ylGkabIIhk/8b2EZGfvkZ+Y9kZSPRjS07Js+QGJXLW/SPJV9GvS6eLGm8AHRcGtG6SIRGgLIbzf3S8lrLtOheoSUoBo/wi25WxjaruprCmVzSCmwPR9t38ov7P3ikEeEA7f3CHX/6af5f11Y9tVJz+HloljRr+epdlW2W9plhibdTWGpEpHI20DLKitgq9uNqJ6umHx4UVicAy4lVt73MqGzA0E2QOYmT4lTwAAIABJREFUXGK6984QuPA5qaC38nEZ944gIdQ7P4EBf5bN/4yXAidFadacxHHPSO5PK5Mkr80okaEuvs6I2rk02WtxuhhM7lrxhLe7UKLkIBJYsBLFYC1fdNldxmMVBeIIApGimSOYIMZn2zFyrE5ojq40DGxnkIx3nQj3vlakSrqsyzMi0WqkOF1WPSFrMcDt2yTaqON2zUiaN1Hutx6lv2yesZ6MfkxyHntcDrtc8pn/7CXX5K7dVnKlEw2QSIW7VojA7s9kfXMEw9b3YPWzQiKGe8/pPSvMJK0koyFJ1uF2SZEdHZk7xXCMbge/PCf3Mamf4QTxRl7rqsWwAiNHEWSMmK/llvfEGO0+gwYozTFy9mbLOu7cv6jh68rPSJ6aNxz4xvvjekN6cw4iyLkEeIyJia82LIxis0PSAIlUxGjVLrvP8P49vCE8GeJ7SyQRIHmwRLc9cdNqcRLq63JzaTxOWDw8nGaJXnZIHMjzw56nb0UNY3dYC3q1dWvrpyMYBQUVFZcCWbesJv2He4ACkgLjCFIrsOOCOivRaeZsT07NEaocAeIU1eCs+4Q8NYwD0zczPMYjovip6VoEhEO/G2UMhcTBioclGqPJII+qYnz/sD+baye+KjnuyYON482E0NSawDdRTBSpZeo6ITWl2bJWxnaUPaimwnu15mV3w/GfoNs0WVd8QR/T3nrl5h+Vomk6xj0DXafDax1l7fUkzMXpMoZbDZf5EdIM+lwv87AkA/reINFoEOfiNnEIWPIZdWz7APZ8bjjCQAh865Hyd0JfqTNQmt1wzlQUyHFfm1RKCX2NPbsoTcZs5q9icxWmyvfytjfrlYQ7TYap74PD1JqorsaooXBzE2SwaVth4VWy9g+5y/qc2yXO4LAEuR675kOHixq+h66i0WG2c0D26ZaD5L56I4o1pgi2p41kgr8WJf+jF7RpSo5ijKqqnwNuAFVV64D/oZJs/wUozeaw00Gd6uLDAJXE2louMPfcCo6TBeP4z9hNXnz/XDFsNrq7ss3dns7ZXzP/rSfgxRTS8kpxu9xkHfCYDHsWMfJvc3l9+a84/Wz4++n+RJXyQz8Zr9ONQZ1cDLsPZkleU4DDzsX9PEiWyViO3S4yv4ccC3nQsYhhtj2AytLbhxATYkS1pvZOJEWToM4c0JJXh9t5P24x37VfTpC7lNRMbSO2OQyDpiSTM9lGK456VBYaC7VOqC74uyyuejQn/7hMaD03yBxRBFmo3jEax1KcDu8MkkIPRaclkgiyeJj7Z1UWGgap24vk6fsHxfALjpHCCE2URVFVLB78b+6U6lueeU867A6txHiNkMTBdwg59azI52m8bX1f2jfsWyKb9lWLRcZ55UIx9isLrAugYm8ol8vcKTKPyBTxiN+9FwZrskadJIJE+S6fD5e+ByMfNh6/foXcow5eCp+AkOst74qRuukt2RD9w41IU2No3lUImTNINsYxT8omvlsMSwUp6741ays/nvqR2bsknyamQCN42z4Qw1zHu0OFOO5aIKRG3yz1zdldCz89IRviL1oTZpufOBHMEZiSDCESz8TKBm2GOaJYkiUeVm/Yu9gq/SxKk81W90pX5NEzrieLej/CNyeP0yxzt/HaUY8YZdb169hxokHKEvsaHvy4ztbPfXeItSpkYn8hmJ7SuiCPiHlNuczPrN0w6DYY/qCMnTUvGCRSh1l66kmkwXpPdCPZE57StLJsGYM6dElrhwlirIKhKPA0NG02uPRdIWxHVkj7gph21rwzu0N+QpqJUyJ9m5Au83WI6yiOooBwCIwyPtNdJz10zdfBZpfxesk7UvkVxLC754BIZ/OPGgoLU1n2c0aZiSi+NxI+mgwb3xLvvxnrXjP+bqH1Tlz7sqgC1r4sUYrl95uqmnqsNbkHrSoMs9PLHNU8c0TWS3MVWTN0idyw+1H7/Imj7gT88JJy4av4UVWx1ehtCrwRj343em+dcck7IhHUJaLnApsNZn4hhu+w++CqRd4jXdFtrGu77rwArxLXSa0nERKUQNuaGkul1/DbtsCNP8PfMll3xTreHydkY3dFBuldp+CwOYjVqoEeD7iGIJexNtUUDGZIuERyu3n09AzO38dqV09S4hoZlwNvh5ShMna7XMKxwO78WuCUdXKhVPE8ZUsiLtSfDcfyRK1y9WIrkfNFCH09bveDWd9CtxlizO9dDL1mimRXdYuT8tBymYtluSJr/upWIYkAFWcpjNJY4ZSCE1bZekC4RDjHvyT7rUdLJuZOgI8uNtb0gHBZEwbcInJRnSSCEDUdWbut76OqsPxeSLNGuepzE0Hk0dCwtsPBbyX9afVz1sfje4oTdMM/xEbSe4LuWSTz9odHtHoDe2QP3TTb6vQ++I2VTLndcPQH43/z3DUrccpy4bOrxBbM3CljZeVjVmULiAPLXQsjHoQeV4mizjM/sKZCbBuzSsPsSHe75H4GRct6n7bFWnysskjWKhAnknm+e6jNArRifX/0iGJTiGK5oijRGFVPBwI+stX/D+eKquI0TjrE6Diu1DGhrMIaMQuJEwmK3R8WTOfDrFw+bGNooovUEBa5RtHGlsXjyvtQWciaN66j/Pm2tNj9T8tnqcvuYp3/PbzoeJ/EiEDCg+Rzq+tclBdL/kl26+liTJ85bHjHBt4u5bt1eBatWDBdFtmiU7KwhSWKhxR4y/FPljofo1UoIt/65FIxute8XN8KwbbjA6adfIILir6k8+kFfDkkjWBFm1hVRYYxVHSaU+kenh+QiatHFHWDK6qVEKbqYjFUPSNq3jzOpZpMMGu3yLrA2AB0SZ1/qCFzBCFgOpHVo2ouD6/0tA/houeFXBxeTqPQCe/JNbJh/PqRVN/65Xnvr3e7DCKiG/sgZO+hNLh8gdwP80Z2cp1E2Jp1kXHVcSK0Hwc9r4IO462bbfcr4MafZEPxrLqWsUOihLqBEpHsOx+nw3gxciJMm1xwNFz8Blz8pvGY+flWw7QIpKmqZPsLz73HnM0uBlhUayNi4B/OoMShnKk8w9x9c+tfGpN3Qq7p8nsl77XtWLkGelRShy7F0SWm+ceskeZuM2DoPTKmzJ7eA1/LpgoNDXKdKJZkirf5gzHeS/QfXCbXevTjEr0ozxU5so5fXoSiNDqfOUEzPQdJn7Nmkt15ipDB4Q/KuY5/WSSp3bTc2/EvNfxss1e/WeeGz4ORI1L/vcol4u6ugw4TLb3eAMNYsTmMPCQdnn3ljq6U7zBrue+eciAVIi3nZFqzdA++mbTpEWDP6BEIeb5+uUQfp33ge/yFJ4qU+9C3El3yBU8irUezgmIk5wVg6N0yHyO0KrqtR4px2WqYOI30XJhzLANfD7dL2v3oqC6WNefHv4mzQ88XS10vEq7wJJH0XrtUi5ytF3KoY9v7xhqTtg2eCBcZ1qHl4mybZ6oC6kt6uvNj4+83expVUlVV9ot1r8rYGvUI1Re9whKXtVhYPXxJY/V2JwPPQhbNUe1zWWsikmScxDSxl50ngqKECIx+zPs41BGmSd0iWjbci72g2i+MLzOyWZVmyjOLbFnfUibcP5z+zfsT5gxja/ZW0svSSQhJoMpu7AMtXYbipDpnIvlFwcyfMJ9nxr4NU2bDFKMi8wF7BxIjtart9+xnQaBHX8xxT1v6bD7+zT7iqk7U/7/d3Z7evfsxqkMcm47ne6+i7tSUUx0nwZgnjMd9EUUdFzwqecURLaH3LIjUotlzxwtJzTssJO1fo61OKbPixhu8EcU2F4jD2uYnxal06OvjgFvEgeS5HuiOluoSmYeNjYXgaKmI27ybKHx0QlpTLlJTHVd9bvxtLsjWorucX8Z2sWXqqsWpvkHbk09vsq7JQ++R+bHtfUlJimojhErHlnfEqbv+ddlDf3ikYUROL1bnqoUv/mRIgMHqvDI7qg8tF9vp+78a1zqqDSy93fjf7Zb1yxkiKoeUIZLGsnWOoX4CTWmlwiXvwjVfSaTYbB9WFsrzQTHiVHXXWpU0n1wqezPIeGs5WHoMT3hF9n3TXAjQlAf/63MUgXuBb4A2iqJsAD4G7mj8kP9DU3G86Bgu02Y0uLLK6iUOiYPQ5qy0S7SrX3QX+nW/tv7p6cO6stw1gBrVmPwz/X4itM6jOIwzFEUr2X+RbSvtgysJ8RePytw1R8jPy6Fa9aNy8AOyMH10sWEseEoynCE0wMKrDK/81DmSKwQ4FBc9bccJf7MVzJ8qnhhnqBgf/+wjXvrl94nUbdBfIKYDbQvWEOmnTazKwvrNUC1M5fAxo/jKBns/4zWeC3VoC6PaYGm29fmQ5r432NObpYqeeWGIaW/14rUyGSiVBcbiphNFs/Fjc0i0reMkMfo2v+v9c3XoBSMyd0oxg3sOCEk1R5DMqDYVffGUsASEQadJIr3Qv39dNXx7t0T8rlsGj+YIUTDDfH8n/1MM5VbDRGKiyyMrCyXPo+Vgzgm64Wvuz2cmuLpsyy9AiCzI97/uW7lnIxo2620SFEVyhkAM3YdOMablGJw2J/vzperu0JCWBNSUGRJY/Xymvgc3/CDjttsM2VhzD4oB66siWkSSXGPVLRXmdGz7l0H6PaPLeg6oOd/jxGq596kbxImwd4kYvB0nSQPui7T3yjR9xu5PpdiSuUjBuGdgxicSAdQRngC3bYLY9jJWBtwskY2Bt8PD6XLPhz8ohVhAPvNP34v0cvJbvo2yQE+iWCbnHBgpYymhr/V5XdIVkdRQtnTDynqnEyAe4qg2EpHw0bQdgEveFomgLuO0EEXN8AmIMIwcXS7q6ztFJMtcMK8Dnhh0u3F8Y/PCWxQwMkUkqJd6rA/JA2W90aOgKUOtz9dWiKJg7xIZP4e+k6iIWd7pDQeXSaQhMFKMpUvelWi9jqM/ShXRnQsABf68UXInAyPFgCrNEoJ7zwExkMzQZcsb/mEtZgSiTDCrG8xrpdmYKzwp8tpFM6VVyOpnJJLfdSrY7FTXujmg+rgXvojiga9FKmYuPuEN5pyj/0ToTs6I5EZf5narvP3LMXJqAlEQFUV88YusmraW2xbs4M/zjdw0m2Kjf/P+bMrcxOmS0ySFJlFUYTg8u7sPmN7Zzqn8CnrE9pBeoL1mQpdL6591RbfDphUJIzyRHf4eThMTUamqdbHxeD45qsyJx/wf5I1mL/Dc1O70So6gpKqO0wVe5JxOrQdks65G31PwXcxGR2RLUVXcvUfk0mYFg/5+Zw7LfLvUlLO/7jWJrs2f1tARDA3tjzt3ybwafn/DOetpe3ju2zqqiuXnbN9p9N/FGe2uFWK2aba0ytIVK3ftFgfr6MdhxsfWYx2Bss9m7JAI4sKrxPbTJd4tesBlc2X/veYrue7txhkkzvP66TDvPTvmWZ/T5/kXNzR0lhaaCLk3FcKBpbDpbVmrpn8gttcaTfq8/jWJMI59Upxquv3w/YPWisV6NLBZFyHzARFW51W9PRUt0ex244T46hXbzXutOU2g/00w7X1x8AEMuJUAzRFZWXeORbv+w9BojqKiKDYgABgBdEDWmsOqqnqZKf+H88GhMmuErFNNDST0MCZqcBzVdS7mFvVirPM71K7TUUyV/cb16cQDa/dxhggSEJKxNmgsjxZOIJBqnJEJLLuimSwgGdtJV2NoQT5PFdxHeoQQLaWuggMn80m0BxOf0k4iCV/coJ2DYlTU1OErP0z3ukUkm8p2q5xyx9Fy4CUyMXtcKdK2k2tlQdLzjUC85o5AWPsK8XqafWVhfZQw7ege2hSfoNYZyOyU2SzYX8m2gG0U5pwm0s8qYVt8uI5JybEEghjquqb8xp9kYfDlpTMnNfuHCRHzzE3ofa2cf/o2a0TRVQNuN+mnj5EIqJ0mo4x5QrtmdiEqPz4qEUvzAmOGWbY18iEx5i9+U5LYvb6+yCCqZsJlRmCkLIRut0RK84/BzC/JrlDIKyuha4LHxqVvwmDI/1KGikf/5FroOAFObwHU8yeK5nNVFMkVOXNIiNmxlRLp0aNfIXFCWh7yEk0+F/SZJcV/Bt8JikKYM4wrO17JqtOreGTAIwyvBfaus8pZdCdOQh8xLhyBcv8OLJUITMYOiOsi3suu04zIXlC0ER3VN5hL58jY3/+VHO/ZBkTPZTQ//tWt3vvS6VG4tmMk58NTrleRby3xHZlidXA0BpvNIDwX/E1+Tq4zomSx7eXHFzwjitWlYhzE95Z54AwSqXNwtDwX0kyI5CXvNHwvRbHKPF3VvnPpzAiJE4mgXszAfE46OXQEyLn4BWiySUWcAeeL8ERpqZF7sGEk1AxvRLHPLO/Ed4w1t4yEPpITWVsBH4yTPMXVz8pzZoPnxZZC/npe6f0cTqyW33/eKPltIHP8k0vF426ORiQPtq6Xwdr1CwiX9SnEFHGwOw1Vh66eCIo2HGBxna2EsOi0zA//MJlXva8VZ9T+LxsWmAAp3gFUu1xscHfl7prbeGOYKpEMABTv5fsPfiuG8+A7GzoydHSYIDmz+vX4T4VDi9b5kl5rWHcsj5dWHObnpFD0OrnllQFsPV7Jd3tlz8gtqSIuTPb3sS3Hsur0KnIqcujdrDfZdcnomXUz3CsYnlHFA+qVHABO5XsUNjM5k4PirUqDVGc7bo1fwruZDauEZxZVoqrwS883eGLbTvZWtebe/rJHdImXfelAVkl9mko9dNmgM9ga0TpLRDGruJLckmp6JGljwEzaJr0BfT16K8f3hDmjxCmij8eMXyHZg/xWFso56eknZmWMJzH0/N9Telr/nkWa9LQJbWRi28v43bPIUKx0mizFu/Q0kGH3ej82oa+kVIBRFAgkVaTHFQ1fb46Yhyd6VzWYnTWeLWsOL4fvHhTHzeA7xRm25kWZ/+teMdbgUxsMdYs5oltdLNc3vpc4Kba+J+ve7s8kR7KvtnaFe5DYmnIZL7n7xWGlF6YKCLdGFHUJvX5fRj8GH44XVYS5QFNoC6970f6sEqquP0mfllH4LzoOVYf/d0cUVVV1A7NVVa1TVXW/qqr7fk+SqCjKRYqiHFYU5ZiiKA95ed5fUZRF2vNbFEVJMT33sPb4YUVRLvQ89o+CQ9X5BLqNiGKQqlq8c4TEklVUxUZ3F8ZXP8+xVjMtRC00Iha7TSFPlcVnu7M/Pe/8jJdumkJ+cDtOlDlRk/qjakb3Wlc3Xq+bTlxtBs1rxPAOs9UQRjkEhEveoi4zPfFL4+W9zbD7a7pvh2y0Nlu9Jyy2zxSY8LIYQ3r+U6vhEikoyZBJ22eWPDb0Hmg3Fj+0BbeysD6ymZzxLYPsB7CPfYKc4PYUIO8fufEZVLPOHfj7z3m886vmifzSZDA26yIRPi9eOjUswTCgQCoUJg8y5GA6IlOkVQYIsdOJouri88/e54WFkteQ3fNua5W8XjOlEMVaDw+8GRWmSHCfWfI7Ign63yIJ2h0nWV9fVcye3ZoMzVNupyMwUiJbqx4Xr1vPmdB2NNPe2cikf67H5Snt0YmiORczaaDkSy29VQo5ZOyQqKBOWJqKsAQpmKJXptShv4++0cf3kuJC0W1hiJfKhucDR6BULmxnEP/7+93PimkrpOel3th5n+bldIYaOWwgEiFHoEQ1aipkM+x/C0z5p4xvszw7KNqIPh39Qchkt8skn2HGR5KrWZhqzV3RpadnDokkqvMUMcRnfNyQ5DU3VVjVPaeNwbNU/bmi1TDvOYPe4B9qHTtlObI56y1pQKTOCX3EORTXCW740XtFSbBKpQCiUpp+3maZqQ59DdIjA7r81D+08SJJJlTW+EjTD4wU54m33nk6PKVm0DRjUEdsB7mW5kbuox+T62QmoUtv9d4rUVWltUKHCVZSFJEEd2w3IosdJkLv62D4fdbjdQNKd1ianT7miL8zVCI0Y54wHusw3nDa2RxCCOeOl/zX6hIxWi+bCzM1qV6MySHxWEG93Lmmzo0bG0vdQ63GbJsLpPiZZ4uSk2vEeTnmCasjbOJr0vLi/qNSNAuorjhLX93fGSsP5PDn+Tua3mut02SRUI56pNGXpWmROJdi56A7medst1BSWUt5taFkWHvUWH/GtByDn0bAEkMSOR3UmU5VH1JojyZaKaFLTQ2UdaBj81BKquooqvDIL9YwaZCVwNptCsV4J3BZxUIyBvXoyFWXTuH6ISlc0V8M/HbNQrDbFA5kerkfuiLFGWydT2chiiNe/oUpszd4v9beHFCxHYz318nfh+OkxcT8aZLbl71XovO68gKs64gnMfR0VPiMKBadXXpqRvIg4+8rF8m+0Xny2Y9L7NuwX+7Ih72TRDBaueh/68ea6xIAoIidZa6vEBQt0umtmtKgzyxJfTGrEmpKpRbEybXG+lWYKo7Gzlo+oH5Pxj0re+GuBRJZnvwPw141OxDAcJymbRVHvb4PBEYIKdc/S9+T9eObdxMncUSy0X6s10y4+Revl2fiP9Yz7R35rIBIGVNV5ojlHxBNqXr6k6Io04Av1d+xa6SiKHZgNjAWSAe2KYryjaqqZo3DDUChqqptFUW5AngRuFxRlM7AFUAXIB5YpShKe1X15nr/z8ZhVxnNap0cc7XkkrYpEFENff8k0p6N/4CACNLSZeAeVFuy8lAureNC68ta2/yD2PTwBYR+0QpST9C3U1sIcDCwdTS3DG/Ns98dpKSqjoIKJ62AbDWaX1WZ6BGVQhR7tXASXmcjwql5hsMThRSUZvqWPVy3TAyGj6dIjpSrWjxC4YmGYecMgupigsJ9RLo6TxY9+8RX5DsD4A9XfMbKT55n2Mk38a8oRDF5e1QUbH1m0aomAxd2KuyhBLlKUTwSuavwZ2WaSr0P7egP0thW98Z6Gp/A4ZRr6LjnBeOB5l3l3LxBMy7d5QVU5qURDNQqTmYcfZAZTqhR7ZxyRdLCckyk5Mr98hy7l7xA6y792bhlEza7nUGT/kRIZJwQxb43iKTQ3NJiwkswXvNolmRKrzugrqKI48d2EGePYduhEtrGuenUIozc0irSCirpnRyBEtcJUGQ8tR4F4+U7ZhSJHOJglkdUUZeemiWoziAptvDOIPFY5h+ThVO/nk2FzVb/+RaMe0YiO4PvEMLQ/kLZYO9opHT3742QOKMyHsC9+71LlEc+JD+NITBKyJnNTzagS2ZbjYd2Y0WC+vPTxmM15fLanP1CWqfP1Zp2K2KkmOUzZqdAdCM5UTM+kUiK2cP974aiiHGjy4VWaNcqvqfvYxqDzWObakpEUYc+Ps33Uass7Kqrwe1y4wiK1ta6pkUTv92TyV8+3cmqe4fTNu48IpD+XsZUE3LNGsAZLMZkx0lSAKXvDfLd/tHTMM6+uFFyqjtNFsni/q+ExBaebFgxUMe098WB1+sa74RXN2x1wmUmir2uEQIZ30sMR8VmLabRbhys1XJfRzxoREN1tNbGeNvRov6ISNYikKplza6uMxWx0clxTAdx2Lw9SFqetB4pKoqeV8qciuss7+EwEcV+psip1uKnJDeNWKAOe5MMpN+CoooabvpYHH0llXX1dQMahZ+zSZVus4plfY8O9md8zQt0jwunJL2Y4krD17/zdCHT+4jU1ml3Mn/8fN7b8x4jk0ayck8tlQSwKOUpphz7Oy2UAnLVSIbHh3Eou5RT+RVEBBnOo93OXkS78xsoVGyKgktVpRK1R+/YTG0Pig8PZHAbK2EKcNhpGxvCoexGiKIjyOowaWQ/KiyvoUYbN2kFlSRHe6TU+HJUzfxCy1cfI333ClMNh7LeYxm82hTyRTyIoedcr2//4bBW3a0oENJ0NumpDl3xEd3Oe6VPX/Dm7PWMxpmhV4zvOl1UGUPvkUhgs65ybeI6i0w8uq1cG3Prjz6zxKmVvkNavOjXPLGfKEp+elqcoi0HSbXrUxtFrVN4SvYPPZ1In/MBYbJOVOTLOmQOangGOHbOl/09fbvVARwQLqqdmnJRdegRRTOBD4qStBN97eo2A3dwMyqq6+pTuLzBP6oNZEF25lFo9YeNZzVpHbwFyVOsUxSlCk1PqKpqE0evT/QHjqmqegJAUZSFwBTATBSnAE9ofy8B3lIURdEeX6iqajVwUlGUY9r7NdKo5T8PVTW1HLa5aVcdQmXWDbTq1hEu1CbOuKepGPk4U99cR2KkLGjNwvx5acVh3vnlOFNqr+fKyMN0AeJCAyBCm0Am71qLCJGUPPPtAa6tlMUsj/D6fICgGpkQ7SIU7KXVVs9cdBsxnryVjAYjwnH7FjE+lt8rkj1zvoDuV/BVme+CR2XCmsujA9j9yOpwDQdPLCUmM51EdzEu7PjhkkI/jgCuH9KKCzo2IyD8MHtenUD3GkPOtLhOzu1gocLLjiu5OWoX4cUHfZ5HcYshhGdt4Nr9vVnZ727Ct70hT3jLxdThDMZtc1Dz07MEqrV84hrDi3VXcJX9J3rZjrHYNYLRpXYGeh435E72bPiWHvueh32gLx2V/3iD2u7TcFQWyYJnIom/ni4kJTqYqGDZZHNt0VT3vIfEowuoqyiinVLMYVc8d3y2k5gQf1rHBLM1VSSsD1zYgdtHXQD3HxHvZHSb+gXUYVeodaks2pZGjctNVY2LLgnh2Nz+4v91esh9mnXGldAP965FOOy2xgnKuSIoCiZp1RWbWlL+34F+NxhE8XyMdx1B0WI4dLlUvJfmaBrI5tz9ckv+xu7j6fQI+UCKHvW7yWp4xPeU4kT/GiMkwFwR0c8p+Xi5B43WMB0nSQGAzpOb5lX+vREcZ83b8Q+XwkDng+6XSzR8/Msi9zavMWeDbpiac2K1COwLOx2sOriW1bHautBEg2zVASFh21ILz48oeota+pJDNgbdQNYNUf09blotxs7Kx6Sq8b4lUiU1rpORex2ebOTSeKL9WQwaPaKok0izQRUcC72vsb7eTCRb9JC5UVMu97XDeImev9RK5oo5KpGo5bK2H9fgFGrMRDEiGUY9KhGQiCQY+VfJrzy4TJ7f94XMjW5afq6vyLgWvdwo/LmMAAAgAElEQVTh35+386/GL6w5X3p/5e+GRdvS6v8uqKhpGlFsIrKKJNLj75Dx1ql5GHvSi+v7J8eE+FNSZc2T7hLThX9c8A8AiioOY1OgLK4fg/b/ky9mtiZv/km6xIfz5a8ZnCqoMCScwAOBT9I6JgTPLHy7TZH7Za7QqiFbiyg2Dw9o8BxAy+ggUk0y122pBczbkMpbATaxBRSlcXKgQVVVHlhiOJP3ZxYbRDG2k+TVhvqQHMd2qHcicN0yUdScWi+pBl/fLmQRZPxm72l4vOc+4rnONOsqBdO6XAqfXW48Xpzm/XhfaNFDFAB6Ln5TEd3OSLPR4Sv3ECQYcPMvct5gRLd1uXrKUCGKg26D7VqhuLjOUghMv46JfeqLKQFy33peJeotRYGaCiq+f4ygeRNEreaqFhmq7swzOw9tdqv83Ru6ThM7tXl3ea+Wpuirfn2rijWiqKX/eEYk2401iGKL7ry44hDvrT3BwacuYn9mMb2TI43cXA0FfuKgTU8/wh8ZZyWKqqr+hqSNRpEApJn+Twc8S8XVv0ZV1TpFUYqBaO3xzR7HetVWKYpyM3AzQHJy48nf/9NwuUoZVRFAaFBXfnXaee67Q6w+dIZnL+1Ki/BAtqUWcii7lEPZpdhtCtcOSuHlHw5TWlXHfMbSfcR91IvO9AlkMjhaxwjRWbwjnQnhIkO5Zkhbnht9JTxveCTtdZXimTZ76vXJ4/AgC54IihLDfvtcMXDN0iPV3eCcLHAENiSJGjo2D6NIDcaen0ukrZCNrp6Ms++oJ7MOu422cfL9YoZcB6t3kRrcg2n5t5KPnHuPxHAWFEyloDCC520HLbr5M6XV6OZL+E3LOJZTRPWcHUw5MJI5115P+yPvNZR5atidVsQDS3Yzq2YYV/n9zMnIQSSPeY0pR0uYsyWovnlMu/wKNp/IZ+OxPO4c3Q4/uw0cgdzjeIy48p3YcXPt5HGEuoopWPE8F+7+DLV5N5ReM8kuruLNn45ww9BWTH17Ix2bhzK9TyLHz5Tz/b4siir6sTQljS5539NGqWWLuxOtY4M5caYcl9vNgxd1YHdaEa+tPMKUnvEkRsZxuCyQZpW1RAQ5LZXkPtl8ik82GzkA3ZQTLPOnIVEEPsnrwKzq+QAcTL6azRtOcv0Q7/fwD4nOl4jks867rKrJ0J0u03w0QQaRwR38tr7qpXJ6I2rWYpS2Y60eTx0BYXDLWmNemaG/XieKl33kvV3L/xQG3GzNP578prV31rlgyF3iiQ6MkPc9F+hkxtx+ovUIuG0z7792HMrKIdkkPW0CgjQPcm5Jw7wTVVX5cEMqU3slEBncRKkunJv0VIfuxPOUpoUnyM9l8+DFFHksfav8NOsqhHHEX62KhXOBPrZ1Em4+d29RFTNR9HPCvYeEuJudHQ8c97re+IKFKCoKjDBF2AbfKf0S7Q4hnnsXy+Nnk2gHRcGDJ/l84WH2qAU4y2yoqopyrlWWzwGfbzcRxfJqWnnm4v0G6LJOXSbdOV7Gyf5MUejEhDgprfKdSVRQXkNEkBOnnw1QyFOigJN00d7ntEeeYkllHaEBDU1Ku02LKHpBZnEV0cFOAhzeo3GJkUGsP5ZXfx9u/ng7hRW1vNLTLfUHvK2FXrA3o5hVB3O5c3Q7Zq8+xr7MYsZ305zrs5YLKWuK7DwiWX6StBzkmV9BWQ5ZtQFEhoUT8NOTDY/xJHqec8TukIJp5sJOYCKKTYzJ2P1EenmusNnEkXnS1MPwbAWdzI5PRZFUA/1eJPaXImghsUaxmsAo31WyzdDmmuoI5Nbqu5jj9zIBLq0QTI8rjcJwTW034QyRlI4Ln5f8y5+eFGLczuQM09evqiJZN8vz5J55qikS+krborZjIDCSjzYJBXly2X4WbktjSs94HrzIaB1X53KzrUCckOGxPuTFfxCclSgqitLby8PFwCmtp+J/NFRVnQPMAejbt+/vJp39PRAcGMULt4u0bmJaEd/tzWLO2hNc8OoaWoQHaAu0oFVMMLcMb83Ebi2oc7t57rtDjO1sKnWvb7qm3KDO8WE8cXFnnlh2gHdLhjLKfzWdBk0Ug8gZauSK1FaIN8W8oOnkrinSQv9QaUBeWQihpnOqJ4rn3uurf6soXD3aU3PoBwLryjmqtGTYoBEEdr24wWvjR/yJl4758+OJqnqSCPD1X4ay+lAuT310GvyxyDre+eU4u2qf5s1rBpFks9O2RTQfzurHTR9vZ9yc/YT6j8SxbR2Te8Rz5+h29dG80/kV3PLJDrJLqngt5HbGXf8yreLb0EpRGNEVeiRF8OAS8Sq+t/YE762Vst+l1XU8frEYKpUuG5vcXWgVE8zYAb1QFIW5pNB22X5IVUh49ygZRfIeR3Ikb+1QdinPLD9IRJCDdnEhHMgs4WChQs+6cmrwZ9KVt/GnzsNYfTiXXkmRRAY7ySyq5KeDudyzaBd2m8LmEwUMbB3FwpsHkVdWTa1L5dGJnWgTGwIKPLB4N3llNdj13mReDLcVpSnM0uzDBcedzD9ygO6JEfRp+Rv6uf0nQVEaVoY7H3jLQ/NEWLwUGNDkp91tJ6lwNCPo0vd8Gy1eyFZZdR3VtS6iQ/ylGqndIeuB3Y9T+eUs3ZnJnaPb/lsN3gbo8yeJPC3WejaGtmj89Y1BUc4v4gbUhqXggAYe57LwdoDMzbqwRPyAurraJklsirVqkOuOniG7pIp7x7ansKKGaz/YypSe8by39gR704t444peDY4tq67joS/28JbnE+cTvdaLjPmKhAZGiizsxC9SRXnyP6VYzO8F3ZA627jy9Mx7i+iZjOHKGhcBDhtnSqt5YMkenpzcpUExkxpXIwTB7pBquSA52Tp8RYws5xpFSbVa/xkF5TUyr/5NSCuoZEjbaDYcy6eg/PetEZhdIsa0npPYoXkoNsXYUyKDnJRV+TbhiipqiQxy4GeX+1tYLs6WuFB/YkP9OZVvrUZaWlVLWGDDiKhNUSyOyeKKWkqqakmKCiK9sKJe+eQNiZGBVNS46u9DkNOPwopaSqpdBAJut7tJpft/2J+N3aZw/eAUNh3PY+nOTO4e016UMcHRRoGmc8Dz3x0kp6SKRyZ2YtArPzGhW3Pehoa1AsxrV2MtfRwe6i29smhTpae/BWOekArFexbK/+eT067bezabkEQw1rWgc7MPckqqWVvbkRtaLmVBpy1iW0a3MVpNNbUt0M1rIGev2KVXLoR9X4pqyLwGmSOKIGoMzzVL/15DjXoJuu9joaYK+HpXJnUuY5yXVtWx/ZSL8JK/MPmyS/kjoylz7G0keve+9rMZWAwcVhSloSak6cgAzPHtRO0xr69RFMUPCAfym3jsHwo9kyJ4ZEInRrSPJTzQQXigg1P5FcSE+HNprwTmXNMHP7uNlJhg2saF8uGsflaPtU4Q3dY0zala/sEWtRNvDt1uFNgIMxluNWWSzGte0HQvS1O9vH5OK0kEo1rjeTaFtve4gsA6kUNcN6oHgRc+bu1haEKLzkM45jKqwT46sRMAozrG8eZt0yyvzSiqZP6WU7TtNYKkjkZ1wj4tI1l5z3D+Pqkzk3rE0z8ligVbTjH9nY1sPJ7HjR9tY9bcrVTWulh86yB+vGc4MQltLYZSa5NBE+CwkRgZyMDWUczdkMrmE/mUV9eRWVzFbSPb8P1dw+qN9xl9k0DroBkR5ODPI9sQF+rPjlOGfK9vy0h2PTaOxbcO5s8j27C4pAtr/QbzJ+erNOsyHEVRuKBjs/pxER8RyOSe8WxLLWTzCZFT6L8zNW9zq5hgRnWMY1SHOJKiZKM6qiZQ5R8tPb1MqK5zsdttRJ23usV7NuvDrZz2MBr+azHyYfnd1M19yF1s6Pkym90yXpe2e+6cjZYxr66hzzNatbre11iKENz08XZeX3WkPrrwPwabzdqI2Fvf0n8zSqpqGbwymdci/05118stz6XmGdGQrBTZxG3Zu/CGM6XVlvGt535tP1XIZ1tP8/OhHPamF5NdUlXvGCqr9m6Af7EjnW/3ZDG33WyJZGhYtK/03L+gbpg1FnEY84TIxB46/fuRxJRhIpOb+KrxWEC4FLzyhsYK+3jgYFYJnR5bwZId6Tz05V7WHDnDd/uyGryuuvYskSQ/p/yY52ETyXiJKcr275w3VbUualxuUqJlz9h8Ip+q2t+vzIIeLazU3jPE34+W2mf5+9kIDfCjtBGiWFBeQ2SQE4fmtCrUHCQhAX60ignm2BkhnKqqUudyU17jalJE8fI5mxj20mqqal3sOFVIzyTfTiC9H2N6YWX9dwC48tAQDrsT2ebUGr5fvcQoMOcFm08U0CspgshgJzcNa01GUSVrj/hoo9IE7E0v5r21J1i6K5O/fbUPgDWHz8DfsqXlkBn6uItsJbnEvuDplNeJYlMjir8FCb2NOhGdLj4/tUEfrWJsYn/jMf27BzbBcWrCSW19Lq2qE0XJmCfkiXrpqfcI9MoDOdbiRzFtjeKQLQdLzYm4TtaDdLtXT5Uoz7NUon3h+0NsPmFtN7diX5YlT/q1GT0Y1i6GbalG1friyloOZVUwoMVA4oLOIo39D0dTHKiZwA2qqu4H0ArJPAU8CHwJ/Hien70NaKcoSiuE5F0BeCZNfANch+QeTgd+VlVVVRTlG+BTRVFeQ4rZtAO28r8Ac67tg9st+WPrjuaRFBVUL7FsFHrFRo/KU2EBxiY9tbfJSxQWL1JRkKbeqst7RNFXgnZT8BsiioBUp+xxFez+lBCl8fLCA1obxvW6B0fVkx6A7kmRPBT+IuX2CIZuO83n29OxKwp3jWlY4j86xJ8bhhpSym2pBdwwbxtXvb+l/rFZg1Pol+J94eubEsWXtw2mR2IENgUURaGyxsVFb67lwSV7uEwj7t0Swi1ym2B/Px64sAPVtS7uHSc6/uZhATz+zX7jcjQzpHGD2sTwyo/tubasPSPa+ygWBNw6og1f/mr1ocx4bxPXDhKHQYtwY3OKDw9kJ0WUE8hznb/hqdaSg1BV62JXWhEZhZVUEsDDtTeQpsbRtedAPhjbnjGvreGVHw/z5hU9/2ejVv9hmDV3K9P7XMukJ85S6EbDg0t28/OhXPLKEgjhPvydDsaorRssgmYs3HqagooabhvZtv4xPXLgDbpxV1RRS3zEORYeAmpdbvG6/1aYWvos2naarOIq7vYy/35PfLblNGfKa/lHeSd6nShkVAdjszbnPb2510GbuovZ7W7TIL8KYNhLP1NV6yb1BWkan11cRVyoP5f0SuD9dSfIKKoixN+6Tgb7KHBQqFWKzInqy63ryus/7/2t+bRrVUjv5HNYK3VpcVOcEr8l39YTjgCRtZrx17M0JB/3bEMDzQueWS4lCj7ZfIr9msHnTeJb4zIIVaNj1CwnNl+DO371qZYpqayjfbMQjuSUkVlU2bB90O8EnZDqRPGD9Scprqzllct8tE46R+gkUI8oOv1sRAU7OZlXjtPPRmiAw6dDA2SsJkUF1UcU9Sqnof4OeiZFMG9DKr8czuW2Bb9ySS+xLcz2hg67TcEcANZzJDv+XSqRj+7YrMExOvR9PL2wkh5JEQQ6ZZ6dUOO5sOYlXqwMkHyldo3nPxeW19RLb7snim2T42VcNRUfb0ol1N+PhMhAVmo5y4mRQd7HlD7uzpYK4OlQ0XsKNmHu1tS5LQq080JiPyHbHSae3/FtR0vjeTP0wl3eInQmXPbuRkZ3asatIyQaq6/PJZUeUfbm3WHgbd5TM6C+MJS+VjcJYZrMVifmFfkQkUxuaRWLtqbx7prjvLvmuOU9b53/q+UteiVHcuJMOetMVYRzSqrIKakmxbNo0h8QTRlZ7XWSCKBVJe2oF6E5X2iy1b8APwAHgc9VVd2vKMpTiqLo1Rc+AKK1YjX3Ag9px+4HPkcK36wAbv8jVjz1Bn8/O4FOO352G6M6xjWNJIJEEWYtN/rOmPD81G48e2lXC3my9PHT+/CZK13pEUVvzWWbCt2L+FuMlJF/FcnQWap4tYsL4YmLO/PpTQOs31NDfnRflmWG8tcv9rLjVCGPXdyZhCYYzv004tephWGM6V5OX+idHIndptSTpkCnnddm9CC/rJpXVx6ha0IYIzo0JHe3j2pbTxIBZg5sySuX9eBvE8TAunqAkWPbOzmCBTcO4N2ZfXjzCt/VJNs3C2XTwxew/8kLeXKySF+3niyoN8JSYoxrFWWKUB/V5EkAr686whVzNnPfYikGsDJwAjkxg7h7THuSooK4cVgrvtmdWR9N+d+AozmlPLB4d3306GzIKq7kl8Nn+MunO5v8GZ9vTyevTIyvm8f2pEVsNDmljUcwHvpyLy+tOEyty828DSfZeNzYmMxFqStrXOSXVdc/llfWdKNo68kCbluwg9WHcmn3t++9l6c/VzgCOHGmjKM5pfz1i728sepok9sBLN2ZQcpDyy3VGs+GY7llzF59jA6acyW9oIJjuaXMmruVF74/xPPfGb0ql+xI58W6K1nh7l8fhdmbXsyzyw9wJKeUKi165XaruNwqOaXVzOibxCMTOhEX6k9WUSVnSq3X1yxBMqNAk++lFVawYr+Rk3Qsv4qpb2/02XLAK1ya4fl7ksDzhWdREU8M/osYko2gqtbF1pPikd+TXozLrRLstHMir7zBa805ihW+WpWANRpjvk7RbXz2SyypqqVvShROP1u9AuPfgZJKuX9xYUb0Znvq7/N5VbWu+oiHnqPotNsI1JyT/4+98w6Po7ra+Hu3a1e9d0u25C65GxvbGOMGptdQQwmkQUIPLQkttJCE0BKSOMHAl0AghGCawTYG2xjce++WbFm9S9vv98fMnZ3ZnV2tmiXb5/c8eqTdnd29O5qdueee97zHajIizmbSZE+DqW9zI9lugUk26Hh3XRmMBgab2YCx+Ylw+/x45INtaHP78P76cgDQlZ4ag6SnqSopb4rDgsmDwgcRYnHraIOU0ff6tZnkgzWRlSx1rW44PT40tnuQII9N/G5oD3zXFm4+pjmXRsLr82PJzkrMGp6hOMYCkhJIl67OpXwuqeVFSlHEzbaWN2LwLz/DN/uiG39YDAbJ9KWrteR6iHNChKyo38+x9lA9nv0scE4+pM4oasZolBzhdRxq1fW29767ObTtlwqvz4+bXl8jZQAdqVJAW7tPerCtFrCn4IdvrsfvF4ea0Ohl/QtS7CjO0M7VxRwrxF33JCSajOJ2xtifAcjiZXwPwA7GmBVAt0T1nPNPAXwadN+vVX87AVwZ5rlPAXhK77HTEsYktykdrpmoY+KTPxn45sXA7Sl3SiYeApEF9HajUeiFfwQWP9o1owZBUgFw784ON2OM4aYIpioZqovx1sfmIE5n5TMcRelx+OzOaSh4UJKKCRfazjBuQDIW3XUWdh9vxpSiVGVlNBJGA1MuRLedpW0JwBjDlKLoCqRF1vCiUdlKhnLTkQZkJ9hgtwROAep53uHaVnh8ftyyYC1W7K3B+AFJuGfOYMTbzCEr7PfOHoIvtldizcE6ZUWwp/H4/HhxyV7E2ky99h5qbvj7GhxvcuK99eU4Z2g6YsxGbDhSj28eOAcGA0N1swvPfLYTt88owqC0WGw6IvVJSo2NzsCkKigLePuMImwqa1BcAPVQB1aX/3kVtpQ3YmhmIGPS5PTCbGSwW0y4dv532HikQQn+wwWKVc1OfLu/FjOHZSiyrrve2YhjjU6lBmneSytwzcQ8PHNZ+AbfTo8PRxvapXrXMJzz+681t6Op/+Kc44Ul0sX6eKNTmeRFoqbFhXkvroCPc7x63RjMe2klyuvb8cmW4/hqdzW+2l2NcQOS8Nzlpdhd2YwnPw4YbZc89gVevHo0luyswkebjynZDwBYf6Qe3+yrgc/PlQlsdmIMjjW2w+PzIzXWogT+evv77ysP4s1vpSzBSnnl+eCF78F4fDMgG+3WygYiUSEyFCdCmnYC2FTWAI+PIz/ZjiN1bTijMBkZ8TZsOFIfsq1a9tXu9oU/LjopPfX4/Ghz+5ARZ8PUolQs3nkcv7pgWJeVEst2VyEjzqZks9SIIE0dXHXKACkC6gCwTZ7Ymk0GRcUipKctLq+uYQ/nHPWtHiQ6zJIJGwLqBMaYkvkWLZbE/yMa6enANIfy/Vj/q8iZwHibCTazAYdr23C80YmGtsDnyk+242BNS4RnA2OfXIyJhcloaPcogZzNbIDFZFBqjQHg529LC3zqrJHT4wNjUlCtZmNZA+rbPJg9PAMzh6VjX1UL3llbFuIgqyCy2v4opst3bgH2LZacnb2uDg1gOOf4cJOkGPrL8gMhc4LqZhc4uOSM3xeI/zsLP9+pbQ0E7J9trQCHVnoaraGUkCcDwPsbynHXrGLdpAEgScq/2l2NPcebseqhmZJEtXafNN7WGnhjkrGpTNv70O/naGz3aLLwQzLikJMUA8YYhmZqv+PbjkrZ1fwwYziZiCZQvAnATwGIKs5vANwHKUjshE850a8QPXficyQnp5IrtJGCsgrWDffHkZdLP/2AzHjpRDkw1dGpIFGPjjKK4chLtoc9cZ0IkhwWvHLtGNzxr43YVNaA8QVamVuaPGkvSLHjUG0bHnx/qyKlmDsiM6TPlcBgYMhKjOlU1qqzfLq1Aq8sk1b8ogkUnR4fDIx1SY7T5PRo5Jxf7qpS/l59sA6TB6Xgw01H8d8NR7F0ZxU2/mq20o4kLcoL8oYj2ouQ0cCQEW/FlvJGPLZwOyYNTMa5IwN1xDuONeHG1wPq+i3l0kVILc15aele/G/jUax5ZBY2yq8vVj9r5QBm2a4qJDksSl3QG6sO4dVl+zGvJBM2sxFf7qpCojxx3a7KJL69pkwJFD0+P5raPZog7953N+OTrRXY8cRczeIDfrAY8LQpRhgAFHfeAzWtHQaKk55ZqkjEWt2hEzGfn8PPuUZ6eKyhHW6fH09fWoKi9DjkJsVg2e4qmAwG5CXH4IOfTlGyGhMLk5VAMSHGjGSHBXf9e5Myv1HXplz5WqD2SMiJshNisKOiCQwMecl2JVBUT34Er8rHLyDVr1hMBuSOngUjm42Z1euwdFdVqNQqEp2Rnp4EiGP20QuH44H3t+DJS0biky0V+GjLsRBpnUuTUYwg6VPvm0jtjmREBiM+xoSpRamyNNyNtLiuGdrc/PpaAPpSOOW9VMFVpJrBziCylUAg42oxGpQFSovJgFirSZoXu30hveAa2jxw+/zIiLMpGUU16fE2JMSY0djugc1sULLuetJTg4Fpsjvi1eZ/f3yHn4MxhvQ4G/65+gj+uVqSBqbFWfHL84fho80VONRBRhGAkqUWiwmMMSTKY49E6WNfIC3Oim8ePEdzf1md9J7DsuJhNRnx7OWl8Ph4SB2bQkwyeMYIHBl1N/S62WoCoaQBGlmlyAyHWwh5+INteHuNtF++O1ALn5/DqPp/TXn2S7h9/s5JMbtJdbMLV/3lW7x2/TgMEUK/MCVMTo8Pb357SLn9k39Kks7BcnbO7fPD5fWHdcVVI/4vgkhKA4+shVYWMFKKgIMrpBYhfg8aEHpO3VzegEv/tApzZBPJ+d8fj1kqQ8niIPXfllMoUOxwFsU5b4dkaPMg5/xSzvnvOOdtnHM/5zzycg7Rf7EnA9e9L7mVll4ZKhsSNYp9abHfg6TLgWK3dfxAnwZ73UVcyNs9Po3xDgD8cPpAPHnxCNw5S+qP+P6GcpTkJOCaiXm4XCWx0SM11qIEI73BQZX87E9f7UNtmKD0i+3Hsft4My54eaWyStwRG4/Uo+DBT7DxSD3WH67H2Cckx8QXvjcKn905TbOfPtl6DACwUpb5NLZ78PvFu5VMkZjof7mrEvNXHIA3jDvj/urQU2danA01LS4sWHVIUwPR5vbiZ29v0Mgbi9NjcceMIsWUCJDkU7Wtbo18UVwsn/p0J95bV4abF6zFJa9+gwXfHMRzi3YpZh2Hatrw3w1H0dDm6XACdde/N2Hcb5ZoPtsnWyXDkf1Vgf/TprIG7DIPxeWfW3CrXDvy0jVj8PpNkoHUAZ19oMbr82vqiIKDqNe+3o/Rj3+B4kc+w7wXV+BQTSv2V7coLQeGyNnW1Fgr9lS2YEdFE0ZmJ2ikb+rzwZJ7puPTn09TJmUDUx3whJGQDpCPiexEG441tKOq2Ym0WCt2PDEX3xufp3t8iuNIzOOGZ8XDbDTAYGD46QxJXtYZea2SoYiyrUd/p9npgcnAMHNYBtb9cjYGZ8QhziYFMy8t3Yt9VYHsbpekpyon4XfXlSn9MIPHAEjnyRx5QTBSlj8S6u/hP1cf1igCjja04653Nirv9bsrRyHJbsbR+vaoJdmA5OY5/fllmoUYQHsciX1lMRkQI/dUtMo1igB0nU8rVP0N1YswL18TcPIVE+B5JYEFLd2MIoMmUHR5/ZhWnKqZZEciPShIv/6MAbh4dA4KU6Uei/4wEkNNCxUAiTGBbG2i3axkJ9XP9/r82H6sEfWtbrh9fiVjKrjp9TW4512pBEOtHpFeT//6t3BbFe6IfwXTF9qxbHdVyONnPvslfvrP9brPven1NRj1uL4NSIvLqwSJM4akwe31o7ZVe94R7sCfbz+OFxbv6dSxFQznHOsP1+HTrRUhQfFzi3Zh/gqp9GTh5mM4WNOKN749FJDNBnlnCP64ZC9e/nJfyP2Ha9vgkBc1Ismj1ZTVa/9XkWT8rS7pnKFcwlKLpb7h//2R9LgxVAX3yRbpGveFfN5IDTouDQamKWfaV9WC1FiLpqTnZCWa9hgXAXgegAVAIWNsNIAnOOd90MWZ6FGKZ4V/TKzEdkd62o/IkANFazcCxbtnDcZrX++PSv7WX1FfyIUDnsBqMuKGyQWK5MLAgIV3TIlK9pEaa0W1XBMXzfad7U9WVhe4CPx20W78Y+UhrH1kpuY1nB4ffvhW4IJ7sKYVtS2uDrNWImv6+fZKfLHjOLzyxKE4PQ7DsuKRl2xX6qSONzrh8vqw+kAd5pVk4s0F5xoAACAASURBVNOtx/Hqsv2YWJCMooxYvL++HLuON+GWBVJg9JtPduLheUNx27SBeHHpXpw7MhNDM+NRXt+GZIcFda1uXDVeCsLV8mg1f/n6gKZO6+oJeXjsohFYuPmYZjsRSNaHuUA+//lu5e/HPpKyaNOKpSxxlao2sr5N/8Jc0diOrIQY5YK5v7oVNS0uxcwBAPZVN6MkNwGbyhpwyavfaJ7PmDShsVtMsJoMeHHJXkwpStVIuTnn8PqlDOHhoBXiV5ftQ1qcFSOyE7BoWwWe/WwXZgxJw8icBLz13WGc/9IKtKqCBnGBVk+Eg495NSkOCwwGhkcvHI67/70ZPzl7EO7/j04DbQBZ8vkkN8kOl9ePPZUtmFCQDLvFhKxEG+rbPPD6/IpsD5Aaqp9fmgWvz4/Pt1eiNDcghUyIkb6XYeVrejjSgfpDgTYZJzk+zkMaVovsyCvL9mHBqkPY9rjU/yzqQFEVRG8pb0BmvA0tLq/SwuiS0dl47opSRV4oMnHxMWbl+1jR2I6SXK1s1evzw8BYyHgBaQJ/9vPLcEFpoAbykQ+2YXReIkZkS6/z20W7lO9ZfIwZV4zLRWO7B09+vENqSxFhcunzc/xz9WFsLmvE+xuk2sC9VS2YWBgwWNObXFtNBiXbbzEZECtfC5qdnpCG95WyoiIj3qap076gNBAUxsvHbGlOgmKYpndtDM4ourx+pEWRIRKIa7fAIRtHFabGwuX1Y/2ResUXQE170HGRoKohTFBlFNVZ3LWH6nHN377TtB7z+6XjssXlxVe7JadUkZEVJMaY0er2hWS+OeeaBcu/fL1fMdVyenxocXlR0ehExdagHooyoka2sc2jGT8AfCUHne/9eDLqWt1YtrsaVU0uXZnpj+TrotPjQ0ObB09dOlJzbgqmqtkp1aeqtvnfpqO4+9+blduHnj0fb6w6hES7GX/+aj8A4NZpA3FMDq6z4m3A+B9IRotyWRTnHG+sOoRJg1IwNDM+pLZb4PL6MbowGasP1qHZ6UV6FGthwTLkSItuQj6qBM7jfwDs+hTY8xkAoEkOFP/2/fFwWIy4dv5qfB3kkpui8x19/ydn4uMtx/DS0r1ocnpxw6SCU8LgL5pZ86MAJgJoAADO+SYAp1CHbUIX0cw5mn5wJwHipJ7TRdkoANw5qxg7n4xsqtPfUdfDBF+ABUMz4zCvJBOf/Hxa1Ce51FgL3F6/rote8Gr3st1VOOv5ZR1mlAApK/Xcol0oq9cGDTUtrpDV3n1Vgdc7d0QmfH6Oq//6Xcj7Bz9HZCtbXV7FbAQA8uQAxmYOnCZX7qvBnBeWo93jwyWjc3D2kDTMGJKGBbdMwIBkKWh4Y9UhzXs8/ekubClvxB+X7MUvZSv1srp25CXbsf3xuYqkc0yevuPlvuoWFKY6lInQqLxE2MzGsJKWcP3YsnTMm0TmoCYoG/yTs0PlvZOf+RKFDwVaOsz943JcN381Fqg+72dbpYzue6pG4gBw27RC/OGqUYizmWE0MPz+qlFodnlxzd++w5e7KrGprAFtbi9e+XIfih/5DE6PD3srtS0j1h6qx4Uvr0R5fRseW7gD2Qk2zL9xAu6dMwQf3TE1xGk0Wa71e/qyEtw5sxj/uGk8bp8R+rnumFGEoZlxyqT/0jG52PTr2bhiXC4my27KwfGA2FYtNxITNPG9Cg5061vdSLKblQC2RFXrK76Xncoofu8t4II/Aol58Pl5RAfLkwGfj4fIHNUTVfH56lrdGulpXYTvt1p6etEr3+DWN9fhxaV7lfv+t+mYMvkHVHWDNpMSPOm5Chc98hke/K/+IsI7a46gpsWt+V4AwLf7A1kY9bEqFu+y5Pd74uMdeHdtWdjsz7pDdfj1h9vx/oZy5RxQFWSCpSdhthhDaxQBqcdvMOIzZybYYFJlYtXXA5scXKfEWjFrmBRY6Rm6GBmDn6sDRV+nFmxF4CWu4eJcJYzYrnztW1z+51UhmcU2j/ZzqYPYhBgLGuR9pP7OXfM3qYn6RlVd7MCHP8WXuyox8tHPlftSHBbNvhBBXPD3d2+V9hr33YE6/GHxHlz52iqUPv4Fznh6qfJY8PjV//89VaHtc47KGbThWfFKaU1l0LFqCQoG/7L8AP69rkzXIEqw/nA9Jj61FG99p3UyPlKrvd42Oz14dOF23PmO1FZI/H+EBNTj51IWv3Caolh7d10ZHvtohyL311lnURDnx+Bj+WBNK37+9kaNqUxjmwcfbtQunDZEESgq0lN7cqAFB4Aao3Q8F6TYMVJeJAr+X6bqLEBnJthw67SB+OD2Kbh9xiDcMrUg/Ac8iYjm2+rhnAd53qJfNa4neoGEXOCCF4Cr3urrkfQIY/MT8cvzh+HpS0v6eih9ijqjmB4mg2UzG/Gn68ZpnF47Qpw0gwOO+SsOYMyTi1EuB3rbjzXiJ/+3HmV17Xjt6/3Kdpxz/H3lQY3zGSBlkf781X6sOVgX4lK7PciNc2eFdPu3l5filWvH4LeXl+JATSue+lTfDGlfVQtm/eFrfLDxqHJbbZYgLv4GTdbSr5i8TBqUgtdvmoDXb54Iu8Wk7IN310kGOL+5RGovYjEalPdItFuwp7IZOyuakJsUA4fVpASAw7K0y6biYlbb4kKqw6pc9BNV0kg96lrdMBsDYz53hNSa4pDO5GBfVYvuxfqKcbn43vg8vH7TBE0tEedQajQA4MmLR2Dzo3Pw4e1TkOyw4IsdlZj7x+X45+ojGK46fuaVZOHSMQH58gWl2Vhw80SYDQbcsmAdLnn1G8x5YbniMnekrk1jNS7wc+CWBWtxvMmJK8blKvsuL9mOacVaJ2FxrI/OS8TdswfjnKEZuvXJ980dgkV3naW5L9EuTQT/ddsZ+O6hmXji4pGqsQeyKkUqpzuRIZw+OA2MAR9vDvT/8/k5Gto9SLYHpEjCph8ISMI7VaMYlwk+7ibc/q8NGPTwp5qJbF8TTg4YCR/nIVkhc9Dtsro2jH1yMf6yPHDuCA6StC+gPWdsKW/Ews3H8OPpg7DvqfOQ7LDgvXXlyqS8QZXlS3VYYTKwkF6KYoL67rpy3bf8cJN2wirqrZarjudEVdAinEhFIPPBxqP4xftb8M0+/Zq3SjkL8/rNE/Dh7VOk+4JaPYjjSARZJoOU/RTvZTIYEGcVGUWdQLHRCcYk2af6XKJmYJp0/om1mfCn68bik59P1f1+GYMzih5/iEFMJEQN6n1zBmPywBTF/btQdf7bVNYQIucPzjSrg9hEuxmNsvJCb3Em+Dr2r9XahS9D0AJqQpiFHvU57OwhaYizmfDS0r1Ye6gebq9fs1+CFz7VY7jytW9DFs7q2zyyeZlRWZw63uTEYwu3Y+yTi+H1+RXpKRA4zoBAkKmGc449lc14Wr5ePv7RDox+4gs8/MFWbC5rCKlO2npUGxa0uLw478UVijTzpaV78cqXezXbfLZNypyKMpVIfUqnymqX4OPziY+2Y+HmY/hWJX/9eOsxNLu8GhfaxjDKGCDQMkbjjDrgTKlH7JyncMwiHWPxMWbEWU2634FIhoSD0mJx/9yh3fbD6C9EEyhuZ4xdC8DIGCtmjL0MYFUvj4voD4y/BYjP6ni7kwDGGG6dNjB6R8FTFLXZQHDtR3cQ8s7g2qzfLpLkjusO1aPd7cMtC9YiIcaMMfmJ+N/GY4r758p9NXjy4x147ev92C07Tba4vBq5x+j8wMTawIC31xxRJhGcc6zcVwOb2YDLx+XCZDTgqgl5uGVKAd7fUI7DtdogadG2Csz6g9aFU0huZw/PwA9VLrP3zR2CiQXJuGxMoA/phIIkxNvMmlVlUbPg83OMyUvE9ZMG4NVrx8Lt8yvZhSU7KzHnheWobXWHmCIxxvD2bZNwzlBJmiQyrrUtbqTEWpRJnziG0+NteP2mCbhtmiTwEI9XNLYrtXXXnZGP124Yh8vH5iqTmLd+MBH/uCkQ/On1ictNisFzV5RixtB0zBqegdeuH4sl95yFJfdMx1+/Px5JdjMcFiOunzQACTFmjMpLxJMXj8T9c4fgx9MH4YLSLMy/MfAe6n6dgnEDkvDhHVNwzcR8/Gj6QM1q+JwXpGDzvJGZIUYMeypbcPaQNKWuT/DI+cMwbkAgK6snC+wsjDFkJthw/aQBWHTXNBx8Zh5euXas8niaalVZOEFmJ8ZgUmEK3ll7BM1ODx7+YCteXLIHnEuGUlOKUjFrWAYGpQUmujazEVaToXOBIiSJlpACA+hWDVJPsbW8EQMf/lRxdo2WYCMOACG3hbNhQ5sHBiY9rtdnUUFHEcG5JN82GQ24/ox8LNlZqXw/Rf+2vGQ7DAaGjHhbSI2iWtp9y4K1eOXLvahobEdjmweXvPqNZgJ9RmEyvrh7On4+sxjL91RjS7l0jlEHMeIcElzfd7hOP+tTIweKo3MTkWg3w2I0oKJBW9sovutCHifODTEW6befc0XyveNYEzjnmL/iAM5/aQXeXVuGfdUtSHFYYTYawkoU750zBM9fUYqzB6fBYjIostpgjAadjKI5+oziSPl1xw1Ixts/nKR4BGQESSzVDsUA0OYKkp7G6EtPxe/nLi/Bez+ejPvmhPZ33XVcuyjpDqo9F+fk4Ovfyr3VKEx14IOfnolXrh2L//vBGUr2FQBunlKAP18nnU9+8s/1iskKoFXIAIEgS9DY7lYWtFJjLWBMWjBYsOoQ6lrdStZw0kBJFXbHOYHz5ZG6UBOg332xG3NeWI71hwPZ1IY2D/6zvhxX/eVb5bos2HA41I1YLNYGXlPbXkLs613Hm1Hb4sKxxnakOCx4/opSLLxjCq6VFwGGZsYp14xgGbWomVUHgiv31iA7wYZJqn7akdQZzYr0VHWn0Qzc9DFw5h0BCbp8jU+S/79XjssFY4FFktOFaL6tPwMwAoALwNsAmhBwQCUI4iRC7R7Wk5bZorC/Rq5T3H28GesP1ykX1E1lDfjTV/tQ2eTCy9eMxQtXjYbX78eb3x7GrW+sxQ1/Dzh63vnORuw63oRlu6o0tUhXTwj0+bRbTPhqdzUeXyhJWN5eU4YPNx3DlEGpmsnlbdMGwmRgmL/ioHLfom0VmloLQbucKbhrVjEenhdoDj4oLRbv/ngyCuQV7MEZsfjXbZNCni969gGB4EtcpIFQmY1ePc/kQSm4T+6ledub6+Dx+VHbKgWKQq6V5Ag8b8bQdDxy/nBYTQZMkfuRHaiWJghS/1Qpg66uf0yLs2oCN70JXvCK/7kjs1CUHqf0df3y3rPx3cPaGtHzS7Nw+4wiPHjeULxy7VilhYR4Tz3ibGY8c1kJHjpvGC4alaN57JLR2XhVFZSpeWTesBAnvGSHBX/8Xvieot1laGZ8iBRbT34GSDL1ikYn5r20Av9afQQvyYYNyQ4LzhyUivk3jg+ZgMfHmKM2bhAEB5Yur7550olkxT5pcWfF3uqw29S0uDTyPgDw+kOlp+agfaR+2GY2Ii3WGiK302N/rNZhU0g27549GANTHYosdF9VC7ISbIqMLivBpgSPArVp15e7qvC7L/bggfe3YvXBWmWxSdQLzpGz+bdNK4TNbMD/ZHmcnkw4OPsQbqJb3eKCycCQECNNYtPirJi/8iAe/mCrsk2T0wurSetyCgSySn7OkZlgw6jcBCzafhzfHajDbz7Zie3HmvCL97fgky0VGCA7+wZndQU2sxFXjs/rsDxBP6MYfaD40xlF+OiOqSF1ogYDw0/OHoRnLiuB0cBCAplgN1z1+VZdUyj286i8REwoSNZt8VMelIELNsoZmR0Ps5Ep2TSxzeqDdZhalIox+UmItZowKi9Rs4D26wuGY4qcOdt2tAlfbA88f/sxacHh+Suk0oTgIKy+1aNkpk1GA1IcFizaVqF8hz6XA8srx+Vh15Pn4tZphbjpzAIA+oHigm8Ohdx3ztB0vHnLRGlBamuF5rHle/QXghbdNQ0jVO1g/rO+XFEYNLV7lLWbcb9ZgqP17bhkTA6uHJ+H0txEPH1pCd6+bRLe/fFkZCfawFjgeiYQ533xGXx+jlX7azGlKFWz2KLuk6nmWEM7/iOXRoTrtdjklLK1ouxEbFaam4CdT5yL9398pu7zTlWicT1t45w/wjmfwDkfL//dNRswgiD6DdH0coyW/GQ7GJOyPf9ZX465f1yOy//8LVJjLRiVm4AFqw7h5S/34bKxOZhYmIyCVAfGFyRj+d5qLNkpFeUn2c24c2YxyuracOHLK/GztzciNdaK5y4vwe+uHIUpqvYcz1wmBUDvrS/Dvqpm/GHxbkwsSMafrtcGFunxNlwyOgfvrS9DXasb9a1uPPjfrShKj8VHd0zFmTrNnsPVbgqDCYfVFDKBBaAxhBiRI10oU2Kt+O9Pz8TtMwbhsrGSLGbWsAw8f0Uprp+kZ5YuSVB/eNZAVDa5sPt4M+rb3EhxWJXXd1hCPcgePG8ofjazWG5QLq1EJ4apR02NtSr1UAAwKrfzDduTHJZOyWqCM0N6/OwcbYbw4tE5ulnBhBizErAGE05O3Zus+MUMfHXf2Zr7Jg1MwfklWRoTJgDKyrQe6ixHtIjtJ8itblr7QZ2iyOSEO7+4vD6M/80SXPqnVZosmD+KjGKbqi7JYjIgPd6KqjCGGAq/qsWfcp/X3CWOK8YYijNiFdni3qpmzbE1Y2g6Nh5p0PRUE1LXYVnx+M0lIzFpYDKW76mWXB5lnr+iFE9dOhLfnyx9x+NsZhSkOHBEzhK2OL3ISYzB2kcChnLxQRnFxnYP3F4//rO+XBOY1DS7kBprVT6DqNF8e01AHlnX6kaS3aIEDUK2blMCRWm72cMzsLmsQcl0ChMXi9GA164fByC6724kDCzUzKYz0lOjgYUEiYIHzh2KaybmozDVgV3Hm/H++nL86C3JSEx9rAzJiNO07SmUM0Ibj9Qr3yERSKpVCeEIDhRTYq2YPTwD/91QrmQFV+2vQZvbpxiGqXn0wuG4a1YxGGOIt5mx76nzkJMYo7iYApIKJz/ZjivH5+H80iylJZKgod2tOZ/kJMZgT2WLYsb2pWx2kxBjlhULRjx20QgMyYhTyicETo8PrW4fMuKtyE6wKcdBVoIN4wYkwS5/l+OsJmX/6PU3BaQFNXUN7n3vbVaCzMZ2Ly4ela04mrq8fs2CIiAtlsbbzIizmaUexUH9DIUzsVjA2VvVjMZ2jyabCEjZ0CO1bSEqixv/sQab5X3p8fl1VRjNTg/iVIqhdnnRITfZDpvZ2GP9Tk8WwgaKjLGPGGMLw/2cyEESBNG/ibOZUZweiw1H6vG6amXy+kkDcP/coUh2WHDW4DQ8ftEI5bGJBcmai1+7x4e7Zw/GigfOwWQ5KLygNAvfm5CPK8blKhOjzHgbLhyVjZUPzIDNbMSsPyxHTYsbD84bqjsB+eFZA+H2+vHikj1YvrcaDW0ePH7xCJTkJuC+uUNCtk8OM5kXMq5Iq+Ef3TEVd80q1mRrx+Yn4f65Q5Ws2oAU6eKv13MMkCavV8q1Ft/sqwHnUsb2tevH4YFzh+r28bx5SiHG5ich0W5RapvUGS51RjHJbtGsrs8rzcJPzx6kZBB6QLGpcPaQNM3qciQKUh3Y85vzlNvhjKcKUx1hsxidmYD2FHnJdiXbrOaXFwzDZWNy8IOpAe+3SFbpcTYTlu+pidwXMAiRgcyUM8TXzV8dknk40QhZpd6CBhBwcgS0WTOvn8PIgjOK2tvVKpmp1WRAepyt44yi0YRmt1+p6R2aqa0FHpQWi8O1bXB7/dhf1aoJFG88swCxVhPeXn0EnHP8+K31iqPxK9eOwfWTBuDNW87AiOx45Xv3yrVjMCDFgevOGKBZUMpPtitZkGaX5DSqzrQHL7w0tXuxZGcl7ntvs1I3BkgZxdS4wHHUrgqIRP1kXasbyQ6LYkQTkJ5K3w8RuE0okDKfolesCGoGpjmUsYnMd1fNGyXpqfS338/h9nUuoxgNBSl27K5swr3vbcbn2yvR2O5RFiwenjcUC382RbP9OUPTEWM24j/ry0MCxfR4G+6fOwQjc+Lx7o8mhywmTh6YggU3TwgZwyWjc1Df5sHvv9gDp8eHd9aUIcVhwdmyy6mam6cU4q5ZAYmryWjA+aVZWHOwDk6PT2pFcaReCcpG5SbgaEO7UqoBSIGQ+hz/6nXaRdJ9ldLiR3yQcmVgmgPbjzVq6ohF39e7Zw3GqodmKte67MQYmI0GxdRr8qAU/PJ8SW3jVT1fXF/EokJwIN3s9IJzjqZ2DzISbHhFNdbC1PDtxkbnJWJzWYMmmKuW5b2Ha9uwYm81zv3jCgDA2AFJmnPO0p2Sad5Vf/lW8/xjqlpQr5/j1jfWhbxvU7tXs3Aj3LRPhZ6IXSFSe4zfyb8vA5AJ4P/k29cACG1ARBDEac3Y/CS8s1Zb9H/FuFzkJtmx5uGZMBqYZoI/oTAZWBbYVpifJDsseOPmCSiraw/JEC2772wlU5abZMfTl5bgkQ+24uyh6UqNWDDFGXG4emI+/m/1EcUSXkwWgw1ygPC1bWJV3hIhGCnJTQi7+i3qdMIFiGoKUx2wmgxKjWZqrBXZiTG6bqRqkh0WxRRBXT83eWAqrhiXi9RYq3Ix//yus5CZYEO8zYxfnDsUvzh3KFYfqA1Z4e0OC26e2Knt1dby4cah7l+mx68uGI6ClL6/oGclxOAP3xuNJTsq8feVkvRZL8gXpMdZsfFIA15dtg/3zx0a1XuIWhqRId51vBn3/2czPv7ZtG6OvuuIQDdcRrFO1eutotGp1Hf5/RzGoMBQ7bgJQCMDFRnFcJkNNS0uL5IcFrx9aYliLiMoSo+F18/x7YFatHt8KFZ58cdaTZg+JA1Ld1VhU1kDFm0P1ImJBSWLyYCbpxTivvckObu6LYaa/GQ7lu+tBuccLU5vSFYiuMdvU7tHCQwWrDqE8vo23D17MGpaXBrHxT9dNxa/+3w3DtS0YvuxRowbkIw6Wa7eGGRqo5aeApKhksnAsPpgHUwGpgRFl6jqsUWwHuygGS1GA4PXLwUOohQhmgbqnSHGYtJk7w/VtCrH4Xkjs0IWkOwWEy4fl4P/++4IMuIlwx612cvtM4pwu1wD/dOzi1CcHouijDgs2VGJf9w0QTfLetZgyUzrta/3IzPeiuV7q3HZ2JyoezePG5CEvy4/gG1HG5EeZ0N1swtj5UBxSpEUwC/fW6MYtjS0eVCaG7iW5CbZkRFvVYyNRB1ecInDeSVZ+GzbcXx3oBYeP0eczaRknsVClggChQHQnbOKsXRXFZLslpBWKoB0vapscsEu70O1I6m47fJK5joJMWbFURyArtRXMCovEf9ZX47y+nalNlW01DjW0I6XVA7GBSl2FKTY8exlJVi4+RhWyXLytYfqsb+6BUXy9zrWZtK0UVq6K7S3ZZPTowmwsxNsONbo1J0vnA6EDRQ5518DAGPs95xztcD/I8ZYaAhOEMRJwdJ7p4fUAvUE5wxNxztryzAozYF/3DQBu483K4YJeoYIEwsC9Xv3zB6MaybmK7cZY8jXmewXBmVuLhmTg/NKMkMyEcFMHpiCf60+gm/31yLFYVFkSCKYmjk0XfeCoSYrUbpA6slVO4OehXwwJqMBJTkJysWuo16QgscuGoGdFU3ISrBpMiMJdqmpt5ohmaHNqc4Y2L3P1pOo+5T989Yz8PKXe/HdgTokxEQOFNUZvP7AANVxHMlM67GLRuDz7ZUhUqtIKBlFlbTY4+1bQxuRUQx2hhSonYWPNzoVd2W9jGJw4Kg2+LAYDUi2W9DQ5u6wL2ury4tEuwWTdb67QzOl939TNrQJljXPGpaOT7ZUaOqcAe0E/OwhWsddPfJT7HB6/KhudqHZ6VUmvuFobPdonDCX7KxCQ5sH1c0uDMvUOgqPH5CEiU8vxaayQKA4IMWu1EKKIE8EQyKjGGMxYlhWPLYebUSi3YKi9Dgsv38G8pIDE+LgrGRnMTAGOU6EyyP90dMZRXtQ4Ll4R6USiIdbsHj8opH4eEsFKptcyEqwhT1+phanKg6cN4QpFwCk4PcPV43CPe9uxsayBrS5fRiYGj4ICkZkD9cdrlcydOPl+4ZnxSMtzoqv91QrgWJ9mzvkfJIYYwlxwA0OFOcMz0CczYT/bChX+l++LmdIg68z4rgpzU3Ef396JgamOjSvNzDNgQPVrciWFQ2iJrc9KFCsaXEpixbxNrNmwUzdRzeYMXmSgd3HWyrwv41H8Y+bJyhusLWtbmU+cOGobOX/d/XEfByqbVOunYDUi3hUXiI2HKnXnSt4fH5N9r+p3aNZ0H3nh5Oxsay+xxc4ThYiZRQFDsbYQM75AQBgjBUCOL0sfwjiFCLSCl53mDMiE5t+PRtGA0OczRyxuTkgXcAvH5uL9zeU48bJBSENhaMlGrmhmKxvONKgqckzGBi+fegcJNktKH38C01vu2BGZCfgi7vPQlEX999Ppg+Cy+PHVePzOt4YwO+vGoW/LD+Aiob2kNYZ4Rg3ICmqGpuTjSlFqahpceG7A3Uh0sH+TkGqA+eXZOHWaZED2KyEGFw9IQ+fbTveYeAjEJOv7ERVoOjrW0MbkckJNw613FRtj6/nemoOyiiqW+LEWIyIsRjh55DljOHPAy0ub9gJ6bCsOIzKS1QWioqDAsVx+dKC1idbKzAkIw675TYFauVBaqwVvzx/WMTzhwgMD9S0otnljVjjm5MYg2ON7SFyT6+fo7rZpakxBiS5ZHaCTVlkENLTigZp/1rlCa7Noq1RBKTJ/tajjUiSz7/BC3TdzygG+tW5vD55PD0bKAYHg68s26csyNnDBIpGA0NuUgwa2jwRM/2d4bKxufjr8gP4Tm7d0JnXTY21ojDVgXWH6pGZYEWs1YTBskEaYwwTCpKwal8NfvPxDlx7Rj5cXn/IoqNeMB8cKNrMRlxQmqWtaZWDLyE5vW/OELi9fswrCbjeqxU7op56QLIdB6pbER9jxpJ7pivSzGDVTFWzXH69wQAAIABJREFUC+9vKFeeqw64ItXADsmMg9VkwHOLpLZZf1t+AD4/R05iDI42tGNreSMuGZ2NF4JMzMT10mIyYEJBEt5bX4731oe2s/nFuUPw20W7Ud/m1pSLNDm9mrr+/BS77sL16UI039a7AXzFGPuKMfY1JLHYnb07LIIgTkYS7Z0zOXn+ilKsfGBGl4PEaFHXFgTXvmUlxMBmNmLbY3Px7x+GupmqGZwR1+W2C4l2Cx67aETUJkIDUhx4+tISvH7zxFOmH1M0fPyzqfjf7VNC7r+wNBsvXzMGt/SzjGFHmI0GvHrdWIwJI41WMyInISSTFAnheqqe1ARb959oREYxUqAYYzbCwIDjjYHP6fPzEKlp8CRSvV9GZicoGTKnO/JnbnX54LDqf+8YY0qLmRSHJUQSmpcco9Tt6hmTCG6dNjBiRr5UDiJX7q1BXas7pB1G8HseqG7Fir01ioMqILlH+zkwSMfMaZRcz+Xy+tDi8iLFYVH2n00OIGxyMK2uTxMywOBaNoHJ2L2MolFlZuNUMoo9LT0Nfb2GNslh0xbhvUQmrCclhblJdiWrF67OOhzjByRh/eE6rDtUjzH5iZrjf2BqLGpb3Zi/8iDO+b3U2ikl6FgVQb2Q3qfGWnT3TfBiZa0sB0+RZf2ZCTa8dM0YjSmNGlGzKIIrxqRMvDhG/nz9WPx8ZrGy/bJdVUqrLBG4Ti1KxcWj9WXagc9j0LRvEk6wooVUs8uLQWmxIYtqQiXg9vqlfr1heoEOSJYWs+tbtSZi7W5fj5r9nexE43q6CEAxpODw5wCGcM6/6O2BEQRx6mMwsIjSk54i0W5RLhbh3s9iCt8zjDhxjMxJwOi8xJD7DQaGC0dld9uFsT8zXF4J31XR3MGWEk1OL2xmg0aCFmwkcaIRgWK4gLWx3YNkhwXpcVLdj8Dr5yGLMOEmeICU4RCTuWCpWzCtLm/YSS8AnDsiE3nJMYoMVg1jTOMSuu6Xs7DygRkR30+PlFjJUfKVZfvg83ONtDoYdX2uXgZRTxVSkpuAI3VtOCI7WiY7rDDJ+09kFMVtdV9DkfUKrisTiP+AntNzNBjl4N/v54GMYi9KT1++ZowixY4xGyMu7IkFls4GdJGIVlapx/iCJNS3ebDreHOIMkTdu68w1YEzB6VoMn5A4H8kJJnhXJbH5CdpXq+yyQWL0RDxmFTzu6tG4Y/fG63ItBm0+zg3yY67ZhYrjwuzHCCwIPF/t56BF68e0+F7jVfth7WH6uGwGDF9cEDqXajT01B8tpvOLIDZaAhZCDhnaDoW332W0mqqrlXbSsPl9Z22MlM9IrmeThV/c85dnPPN8o9LfjyeMTbyRAySIAiipxCrkQTR3yhKkwJF0a6hIxrbpFoah2r1u99IT8PUSja1S0YR+Sl2HKoJmNP4eWgfRfXCTbCEblxBkpJRjBQocs7R4vZGnASbjAa8fdukkDpegeg/N25AElJjrV1e3FJnB0XQpIe6mfidM4vxzQPn4M1bAsZQwbXaQCA7tlPuJ5jsMCv7U2QUxe71aQJF6bPo9XYEAgF/lzOKhsB7ij6fPR0oqrM/80qyFNOvNnfkBQSx6NSTig117aler9xICNMaILRNh/p//uW90/Gv2yaFjFsEisLsKFI9/Ed3TFWO621HG5HssEQldwek+vFLxuTgwlHZyE2KwQ2TQ2s3DQaGJfdMxzUT80Ke2xnOUPUiBiR3U7WCQq8UwWw0YPvjc/GrC4YDCGQ+hZHV5IEpKM6IU8x76tu0gaKzk70+T3Ui/ccuZ4z9FsAiAOsBVAOwASgCMAPAAAD39voICYIgeoB/3DQBLo8/pN8SQfQXEuxmpMZaow4Um5weJMSYYVdNvurbPEofsL6g2Rm5RrGhTWoUPjDNgY+3VODdtWVocXl1M4rqwHFIZhzWHKxDfrIdf79xPAalxWKv3AIgUkuRNrcPnCNiRhGInP359QXD8fC8Yd1WHDx+0UjcPKUQ6w7X48LSrJDHLUYD3D6/kiFecs90JSszVRVE6H2WdLmdxVa5J2Kyw6pk80RGsTA1FpeNycGt0wYqzxMZsBan/j7MTYqBzWzAL3RaCUWD+J/61BnFHnc91da8XTw6G48u3N7h84T819GDMsPpg1PxUV4iSrvQnzY3yY7ReYnYVNYQoqoYKGeRcxJjwgZ0s4dnYOW+GqXUIlKg6rCacOagFCxYdQirD9bhe1HWzqvJTLBh5QPnRNzmmon5eHtNGXISY5BoN3e6HnTcAG2gODovUZHIAkBBGC8E9Xfk+StLMX/FQVhNBuypbFEWloRzMWUUIxPJ9fRuxlgygMsBXAkgC0A7gJ0A/sI5X3lihkgQBNF9phV37ExIEH3NoDQH9le3drwhpCyQw2rSWPsDwJWvfYtFd53VG8OLCOdckZlFqlEclBaL4vRYNLZ78Iv3twAAphSl6GQUA7fH5CdizcE6VDY5USybfIgAIZxsEpBkp0DHgWIkDAYGSw9InhPsZoyyJ2KUjrQaAL68bzoqGp0YkhmHC0dlaRxYDQaGj382VWMGpEa0Evrn6iOwW4wYmROvSHdFRtFoYPhDkPGHkLnedtZA6GG3mLDryfN0H4sG4TLp51xxPbX1tPQ0KNBLtFvwxi0TUdPsCvMMiR9PlzKPV3YhSApHUXqcbo11tPzrtjNwqKYtZKEnIcaM568ojbjQ+f3JA3BeSSacbj9+v3gPbphcEPG91H087549OMKWXac0NxG7njwXjHWtNjUhxoy3fjARN/x9DQDJVE7djzaaxZsBKQ48eclILN1ZifkrDyrSVFGPrA4UfX4Oj49HrG093Yh45uSc1wH4m/xDEARBEEQvMig9Fp9sqYjK+bTd7YPdYgyp29x1PLoax56mvs2j1Ei6fX7Ut7rx56/34/65QxRZXGO7lAUVwR4g9YHUcz1Vm9uMyZOkeC5VDaYIENojmNkEbPm7HiieKHKT7EpmU69R+8gIrqppsryuze3DZWNzYLeYlP0ZyWXUYjLg0LPnd2fYETFqMoqy9LSnM4o6r6euYwuHw2rCvXO6lintLewWE4Znh9bKAh0HtIwxRWYZzf9USDjzkmN0+yP2FN3NzqkXeUfmxCuvlx4XXdsowcxhGVh891nKAozZaECczaQJFHvLmfdkhvYEQRAEQfQThmfFo7Hdg/L6jp1P2z2+kEny9ycPiKpXZ29QoXIx9fj8ePrTnfjr8gP4Ynulcn9juwcJdjNGZAcyXgxyewwWXnpakBoqDY2mRlEEzcH9EU811IHwzKEZAKCqUey77Ijop+n2+nHzgrUAeqNGsf8vAvRHshNj8MxlJfjvT7qeAT1RPHHxCGTEWxVjmo9/NhWf3Tmt069TnBGnWYCLs5oU1QEQcObt6az3yQztCYIgCILoJ4japq1HJSv4+SsOYN2hOt1t2z0+pTeewBE08TmRHFe5mHq8XJGfun1SINfq8sLl9SPJbkGi3YI9vzkP156RD7ePS+0xjOGlpyaDAW/9YCIW3RWYHNqiCBR3VDTBbGQoTj+5+m92FvXkd3yBlH0Vsry+zI6IjGK9yqCnp/oWCvQyikR0XDMxXyNB7a98f3IBVj88SznOR+YkICW2++O2mY1wqlQKQsZONYoBaBmGIAiCIPoJQzLjYDYyrD9cj6P17Xjq050AgP1PzwuRZjrdgYzi3BEZKEyNhcNihMfH4fb6u+xU2VUq5EDRYjTA4/OrjEykx6vlmjEhGWOMKdv6/FzJPgnU0lOzkYXUGSs1ihHcLbcfa0JRetwJ3xd9idoVEujjjKJ8DIgJ+NOXlvS40VJwjSJBRIvFZIBLtdAUkEefPueLjogqUGSMnQmgQL095/zNXhoTQRAEQZyWWE1GjMxJwN9XHtTc//WeKpwjSwoFaunpX24YDwB4/Rvpea0uLywm/T5qvcXxRieMBobsRBvcPr8yNtG3r7pFChTVGQyzkcHj88Pr12uPEbit1z8zkvTU7fXjkQ+2YvmeatyoY99/KvKv286AxxdofSEa3fflpFf8T0XtV6TemF2FmqMTXcUaLqNIZjYKHZ49GGNvAfgdgKkAJsg/43t5XARBEARxWnJBabby99++Px4OixFLdlaFbNfu8YVMkh1yvVZrhJYRvcXxJifSYq2wmY3w+PxKcOeXAxaRUVQHiiZVRjE4GDRrMoqh05VIgeLSnZV4b305fjC1EA/NG9bNT3ZycOagVI2Ji5D+9qWMTtSditqv3sjskvSU6Cq2oIyiCBQpoxggmozieADDOef63XMJgiAIgugxLhqVjd99vhvPXVGK2cMzMLU4Fct2VWmcUDnncHr8IUGAaAPR6orcbLw3aGjzIMlhgcnA4PEF+iKKBu96gaLZaIDHx+HVCRSNmhrF0EyUMEVp15GeHpNlsD8/p/i0rTdSMop9KLsNlp7qBfzdhaSnRFexmo1oUrWcEdJTyigGiOYbuw1AZm8PhCAIgiAIKZDa+eS5uGiUlFmcWpSKikYnjjYEXEWVCU3QyrfdKk1w+iKj2OrywmExKnJSEdt5fYFA0WhgSLIHJLEWY0CaGNoeQxUo6gQYBgODzWzQ7aNY1eSE1WRAfMzpa8XglQPFPs0oyv82kVHsjUDxdF0IILqPzaQ9fwQyinRMCaI5g6YC2MEYWwNA6V7KOb+o10ZFEARBEAQAoCRXatC+tbxR6bMnsmjBsrtYOaPY1gcZxTa3F4l2C5weH9xev0p2KI2lutmFFIdFExCKwMHp8UcMFMPVtsWYjbrS08omJzLibR32ojyV6RcZRRacUez5/4f4fGPzE3v8tYlTG6vZqPR+BVRmNqeR+VVHRBMoPtbbgyAIgiAIQp+hmXEwGRi2Hm3EeSVZAAJ1ecGBopDhtfRBi4wWlxe5SXb4OUeb26cEaWKsVc3OECt+JVB0h2YU1bf1zGwA6fO3qaSnW8sb8e66MhyqbUNGfP+3/e9NvIqZTV9mFOVAUTazsfRCRpExhs/vOgvZib3XNJ44NbGGyShSljpAh4Ei5/xrxlgGJBMbAFjDOQ+tqicIgiAIosexmY0YnBGHLeWNyn1KoGgJk1HsE+mpD3aLlOHz+Dzw+qXVeTHWYw1O5KfYNc8xyyv3Tq8vpA5RnQ1UG9uosVm0GcX/bizHW98dBgCcX5rVzU90cuOT93+4fXciCDaz0ZMQ9wRDMk/tPplE72AzG5QsIgC4PPqS/tOZaFxPrwKwBsCVAK4CsJoxdkVvD4wgCIIgCIkJBUlYf7hecbIU0tPglW+7cD3tg4xiq8sLh9UEs5HB7fUrki6n2wfOOcrr20KarYsaRY8v1MxGjSHMY6mxVuysaFKcVdW2ey4dSerphKgNjbRfe5tQM5vTVwpM9D+sJqM2UJQz31Yys1GIJmR+BMAEzvmNnPPvA5gI4Fe9OyyCIAiCIASTBqag3eNTsorOMNJTkVFsjdCEvidZtO04fv72RnDO0er2ItZqkp1MVYGix4+GNg9a3T6lxlKgNjfpSkBz/aQBOFDdiv9uPApAkr+Kl5lQkNzFT3VqIGoUTX0YnJlOgOspQXSVUOkpZRSDiWZPGIKkprVRPi8sjLFkxthixthe+XdSmO1ulLfZyxi7UXX/V4yx3YyxTfJPenfGQxAEQRD9mQmFUtCz8Ug9gMCEJlh6ajMbwFjXMopbyxuxqawh4jbtbh9+9vZGHKltAwD8b+NRLNx8DLWtbvi51J7DIre8cPsC0tPyesmxNSdRm1FUBw6mLkgkzy/JwoSCJDzywVbUt7rR7PSgKD0Wm389B7dNG9jp1zuV8Pj7X0axN/ooEkRXsZmN8Po5vPK5ijKKoURjZrOIMfY5gLfl298D8Gk33/dBAEs5588yxh6Ubz+g3oAxlgzgUUh9HDmA9YyxhZzzenmT6zjn67o5DoIgCILo96Q4LLCYDEovQlGXF9zvizGGFIdFCcyiYeORerz29X58vr0SRgPDvqfOC3ELrWlxYf6KgxiQYsdHm4/BwIAXrx6DbcekDOfOiiYAgMNqDMkoLtx8DOmyiU2w9FQtRTR0waHUaGD40VmDcOub63Ckrg0tLi/ibGYk2M2dfq1TDVGjqNeD8kQRXKNIGUWiPyHcTd0+P0xGA5weqa0PSaQDdPiN5ZzfD+CvAErln79yzh+I/KwOuRjAG/LfbwC4RGebuQAWc87r5OBwMYBzu/m+BEEQBHHSIQLA2lY3ALWZTehlfFpxGpbtrlJWyTvi1WVSkAhIcsU2Hdnqg+9vwWtf78c/Vh4EACQ7LGhs8ygB6a6KZgCAw2KC2ST1UVTX/syXnxcaKKoyil2cnCXHSn0Zq5tdaGr3KvLb051H5g3HgBQ7itP7zujFSDWKRD9G1HiLhQynxweb2Xhat9UJJqqlHc75+5zze+SfD3rgfTM45xXy38cBZOhskwOgTHW7XL5P8LosO/0Vo/8oQRAEcYqT7LCgTg4UnWHMbABg9vAMNLR5sOFIZBmpoN3jxdj8RDx7WQkAoMnp0Tzu9vrx1e5qAMDeqhYAQLzNjO3HAi6sO5SMolSjqDazEdjMBiTEaDN96kCxKxlFAEh1SNnKW99ch61HGxFno0ARACYPSsHX988IkSefSJQ+ivKx0BvtMQiiq4iMopCcun1+kkcHEXZvMMZWyr+bGWNNqp9mxlhTRy/MGFvCGNum83OxejvOOYckLe0M13HOSwBMk39uiDCOHzLG1jHG1lVXV3fybQiCIAiif5Csl1HUCRSnDEoFY8B3B2ojvp7b68e9727GnsoW2MxGxMtBXFO7tr6xze2F18812aB2j0+RnQLAB7KZjMNqDKlRFGTE20JW6rU1it3LKAribCQ77S+EZhRpEk70H6yyaY3IKHp8fjpGgwi7NzjnU+XfcZzzeNVPHOc8vqMX5pzP4pyP1Pn5EEAlYywLAOTfen0ZjwLIU93Ole8D51z8bgbwL0hOrOHG8VfO+XjO+fi0tLSOhk0QBEEQ/ZIUhwW1LVKNYqvcJ1G0w1CTYDdjSEYc1hysi/h6aw7W4f0N5ahudkmBohxgBWcURVB658xi5b5mpxfbjjYhO8GGqUWpyv0OqwlGA0O7x4eNQRnNjPjQhugWUyA47KrpiiMoY0YZxf6DyM40y8eUmbI1RD9C1HiLjKLHx2Huw5re/kg0fRTfiua+TrIQgHAxvRHAhzrbfA5gDmMsSXZFnQPgc8aYiTGWKo/DDOACANu6OR6CIAiC6NekxFoV6Wmr3AYinI37xMJkrD9cD87DC3Y8/kDGz2Y2ID5GCrCa2rWBolhtz0mKweK7z0Ks1YQWlxfbjjViRE4CFtw8Qck22i2BzGQwcTq1g91tjwEgJEup9z5E35CVIC0OCJdcqlEk+hMio+iSz3Fe2dSGCBDN3hihvsEYMwEY1833fRbAbMbYXgCz5NtgjI1njM0HAM55HYAnAayVf56Q77NCChi3ANgEKcv4t26OhyAIgiD6NckOC9rcPry4ZC9aXT44rKawpgsDUhxo9/hCZKRqfL5AEGkzRcgougMy1+KMOBSk2lHX6sLBmlYMy4qHyWjAL88fDgBIi7XiujPykREv1Q0WpcdixhBJzWPQCQR7IlAMRu99iL4hLdYKi9GAY41OAIC5Cy1QCKK3EG0whDTa4+d92ne0PxJ22Y0x9hCAhwHEqGoSGQA3JBfULsM5rwUwU+f+dQBuVd3+B4B/BG3Tiu4HqgRBEARxUiHqEV9YsgdXjMuN6O6ZKpxAW1xhW0WoXUmtEWoUlVYc8vvHWk3YWdEMzoGBqQ4AwI1nFuDqiXnKxOu8kVlYsOoQxuQl4uwh6Vi2uxp68VtvBIrNzs73kCR6B4OBITvRhkO1bTAZGAXxRL9CKDLEudDr89NiRhCRahSf4ZzHAXg+qD4xhXP+0AkcI0EQBEGc9kwoSFb+bnFGbgORGitl9ERNox4trkDm0GY2KLV9n26tQIsrEGy5QgJFsyKBLZADRUDbpDrFIQWqjAH5yXYAwMTClJAxWHrAzAYAzhuZqfydSD0U+xW5SdL/n0xCiP5GcEbR66OMYjAdCvk55w/JNYLFAGyq+5f35sAIgiAIgghQkpuAh84bimc+24XqFhccEQLFFDmjWNPiDruNOvNmMxuVifzqg3X47aJdeOLikQBCHVZjrYGAsCDFHub9pUC1xeVFSW4CltwzHYPSHCHbqSdl3cko/vn6ceCc45OtFZg7IrPjJxAnjJxEqXcm1ScS/Y3gjKKbahRD6DBQZIzdCuBOSK6jmwBMAvAtgHN6d2gEQRAEQagR8tDjjU4UpoYGXoIUubdgbWv4jKImUDQZwz6mBIqyu2isnHlMiDEj0a5tTSEQ0lchYy1Kj9XdriPp6XcPzQSPsoMWYwwXlGZHtS1x4siWA0WC6G9YFddTIT3lsNCChoZowuY7AUwAcJhzPgPAGADRdfElCIIgCKLHEPLQisZ2OKzhG6knOyxgDKhpDgSKfr824NJmFLXTAbuq5YQwsxHBZKxVClbDBX9AIKPZHGSME4ylg0AxM8GGrAQKNE5mlGPBRbWjRP/CahJ9FGXpqd8PE9Uoaohmbzg5504AYIxZOee7AAzp3WERBEEQBBGMcCb1c0SUnhoNDMl2C2pa3fD5OQ7VtGLgw5/iky0VyjbaGkUpCHzx6tEAgPq2gGTVKa+22yzSlKFOzlKeMzQ97PsnCGOcDoxlzOo+imEcXImTG1GvGqFTC0H0CVazNqPooRrFEKIJFMsZY4kA/gdgMWPsQwCHe3dYBEEQBEEEo24mH8nMBpAMbaqbXfjRW+tw9u++AgA8+fEO5XG9jOLFo3MwoSBJMatxeX04UtsKIFCjODBNyiTOK8kK+94Z8ZKlwZwRGRHH2Buup0T/QtSrEkR/Qy+jSKZLWqIxs7lU/vMxxtgyAAkAPuvVUREEQRAEEUKcLeDoGSmjCABDMuOwan8talTOp8ebnHB6fLCZjRpnU5FRBIAkuwVH6tpQ1eTElOe+hEfutyi2uXVqIS4ZnYPMBMXfTnecm349WzNePdROp7SSf2qS7NCvYyWIvkYEiuoaxe64L5+KdBg2M8beEn9zzr/mnC9EUG9DgiAIgiB6n/iY6DOKZw1O0wSJgrK6NgBaWaiYMAHSxL6u1Y1HF25XgkQgkP0zGQ0Rg0RBot3SYZaQqeSmBpKenpKkUKBI9FMYY7CaDHB5pYyix0cZxWCi2Rsj1DcYY0ZQw3uCIAiCOOHEqzOKlvBmNgBwVnGq7v2HatvAOdcY3VhVGcVEuwU1LS4s2VkZ0bCmpyETiVMTUa9KEP0Rq8kAlydQo0htXLSEPSszxh5ijDUDKGWMNTHGmuXbVQA+PGEjJAiCIAgCgDbzF9uBrDM93oazh6SF3P/vtWUofOhTHG1oV+5Tt8dIdpjh59KkaWqRfrDZkwipF9UonpoY6P9K9GNsZqOSUfRSH8UQwu4NzvkznPM4AM9zzuM553HyTwrn/KETOEaCIAiCIKCVag7Piu9w+9euH4fXb54AAIi3mWC3GLFkZ6XyeKJdCjbV7TGSHQHzkYmFyd0ec0cUyP0gKVAkCOJEYzUb4BQZRT9lFIOJxszmIcbYRQDOku/6inP+ce8OiyAIgiAIPe6ZPRj5yXYMz+44ULSZjZgxJB0f/PRMZMTbMOeF5QCAO2YUoSg9Fq8u24eGNo/SeBoARuclKH+X5iaEvGZPU5DiwL6qFmVVnzj1eOXaMYprLkH0J6ymoIwiSeA1dBgoMsaeATARwD/lu+5kjJ3JOX+4V0dGEARBEEQIP59Z3OnnjMlPAgC8et1YtDi9OL9Uam3xp6/2AQDUPjKD0gJ1iSei2X1hqh0AUNHg7PX3IvqGC0qz+3oIBKGLzRyoUfRSH8UQOgwUAZwPYDTn3A8AjLE3AGwEQIEiQRAEQZxETB+srVkU7SvUgSJjDPNKMrG5rPGEyEHvmFGM400uXD4ut9ffiyAIQo3VZIRTuJ5SH8UQogkUASARQJ38d+/rUAiCIAiC6HVevmYM3l1XhiEZcZr7X712rPL32kdm9eoYEuxmvHzNmF59D4IgCD3UrqfURzGUaALFZwBsZIwtA8Ag1So+2KujIgiCIAii18lOjMFdswaH3K82zUmLs4Y8ThAEcSpgMxvR7PSivL4NXj+njGIQEQNFJl0pVgKYBGCCfPcDnPPjvT0wgiAIgiAIgiCI3sJqMqCh3Y2pzy0DAHI9DSJioMg554yxTznnJQAWnqAxEQRBEARBEARB9Co2sxFldYGestRHUUs0e2MDY2xCx5sRBEEQBEEQBEGcHFhN2lCIahS1RFOjeAaA6xhjhwG0QqpT5Jzz0l4dGUEQBEEQBEEQRC8RHChSjaKWaALFub0+CoIgCIIgCIIgiBOIzWzU3KY+ilo6DBQ554dPxEAIgiAIgiAIgiBOFIYgqSllFLXQ3iAIgiAIgiAI4rRjb2Wz5ja5nmqJRnpKEARBEARBEARxSnH7jCI4rCbsPt6MXcebYTJQDk0N7Q2CIAiCIAiCIE47xuQn4cWrx8BhlXJnlFHUQoEiQRAEQRAEQRCnLTazFBJRRlEL7Q2CIAiCIAiCIE5bbCbJ/ZT38Tj6GxQoEgRBEARBEARx2mKVM4pOj6+PR9K/oECRIAiCIAiCIIjTFqucUXR5/X08kv4FBYoEQRAEQRAEQZy2xNskMxu/n8Snaqg9BkEQBEEQBEEQpy33zh0Ck9GAi8dk9/VQ+hV9klFkjCUzxhYzxvbKv5PCbLeIMdbAGPs46P5Cxthqxtg+xti/GWOWEzNygiAIgiAIgiBOJeJtZvzqguGKBJWQ6Cvp6YMAlnLOiwEslW/r8TyAG3Tufw7AC5zzIgD1AH7QK6MkCIIgCIIgCII4DemrQPFiAG/If78B4BK9jTjnSwE0q+9jjDEA5wD4T0fPJwiCIAiCIAiCIDpPXwWKGZzzCvnv4wAyOvHcFAANnHOvfLscQE64jRljP2SMrWPfug3kAAAgAElEQVSMrauuru7aaAmCIAiCIAiCIE4jes3MhjG2BECmzkOPqG9wzjljrNcshjjnfwXwVwAYP348WRkRBEEQBEEQBEF0QK8FipzzWeEeY4xVMsayOOcVjLEsAFWdeOlaAImMMZOcVcwFcDSaJ65fv76GMXa4E+91okgFUNPXgyBOWuj4IboDHT9Ed6Djh+gudAwR3YGOn64xIJqN+qo9xkIANwJ4Vv79YbRPlDOQywBcAeCdzjyfc57W+aH2PoyxdZzz8X09DuLkhI4fojvQ8UN0Bzp+iO5CxxDRHej46V36qkbxWQCzGWN7AcySb4MxNp4xNl9sxBhbAeA9ADMZY+WMsbnyQw8AuIcxtg9SzeLfT+joCYIgCIIgCIIgTmH6JKPIOa8FMFPn/nUAblXdnhbm+QcATOy1ARIEQRAEQRAEQZzG9FVGkdDy174eAHFSQ8cP0R3o+CH+n73zDo+qyv/wezLpPSGNEggJvXdQUFBBURQVFbsiYvfnqrvqyqqou5bVtbs2UCmKK6IiCIL0GgIJLQQC6b33Npl2fn/cmclMCgQFA3Le58mTmXvvzJy5c+655/Nt5/eg+o/i96L6kOL3oPrPGURIqQqBKhQKhUKhUCgUCoWiCeVRVCgUCoVCoVAoFAqFE0oodiBCiKlCiGNCiFQhxN87uj2Ksw8hRKQQYrMQ4ogQIkkI8Rfr9mAhxHohRIr1f5B1uxBCvG/tU4eEECM69hsozgaEEDohxH4hxM/W5z2FEHHWfvKtEMLdut3D+jzVuj+qI9utODsQQgQKIZYLIZKFEEeFEBeoMUjRXoQQT1jvX4eFEN8IITzVGKQ4EUKIL4QQxUKIww7bTnnMEULcbT0+RQhxd0d8l3MdJRQ7CCGEDvgvcCUwALhVCDGgY1ulOAsxAX+VUg4AxgGPWPvJ34GNUsrewEbrc9D6U2/r3/3Ax398kxVnIX8Bjjo8/zfwjpSyF1AB3Gvdfi9QYd3+jvU4heI9YK2Ush8wFK0vqTFIcVKEEF2Bx4BRUspBgA64BTUGKU7MQmBqs22nNOYIIYKBecBYtAKY82ziUtF+lFDsOMYAqVLKdCmlAW1NyGs7uE2KswwpZYGUcp/1cQ3aBK0rWl9ZZD1sEXCd9fG1wGKpsRsIFEJ0/oObrTiLEEJ0A6YBC6zPBXApsNx6SPP+Y+tXy9GWJhJ/XGsVZxtCiADgYqzLUEkpDVLKStQYpGg/roCXEMIV8AYKUGOQ4gRIKbcB5c02n+qYcwWwXkpZLqWsANbTUnwqToISih1HVyDH4XmudZtC0SrWEJzhQBwQLqUssO4qBMKtj1W/UjTnXeBpwGJ93gmolFKarM8d+4i9/1j3V1mPV5y/9ARKgC+t4csLhBA+qDFI0Q6klHnAf4BsNIFYBSSgxiDFqXOqY44ai04DSigqFOcAQghf4HvgcSllteM+qZUuVuWLFS0QQlwNFEspEzq6LYpzFldgBPCxlHI4UEdTyBegxiBF21hD/a5FMzh0AXxQXh3F70SNOX8cSih2HHlApMPzbtZtCoUTQgg3NJH4tZTyB+vmIls4l/V/sXW76lcKR8YD04UQmWjh7Zei5ZsFWsPAwLmP2PuPdX8AUPZHNlhx1pEL5Eop46zPl6MJRzUGKdrDZCBDSlkipTQCP6CNS2oMUpwqpzrmqLHoNKCEYsexF+htrfzljpbcvbKD26Q4y7DmZnwOHJVSvu2wayVgq+B1N/CTw/a7rFXAxgFVDqEaivMMKeWzUspuUsootDFmk5TydmAzcKP1sOb9x9avbrQer6y25zFSykIgRwjR17rpMuAIagxStI9sYJwQwtt6P7P1HzUGKU6VUx1z1gGXCyGCrJ7ty63bFKeAUNdfxyGEuAotf0gHfCGlfKWDm6Q4yxBCTAC2A4k05ZjNRctTXAZ0B7KAmVLKcuuN+EO00J564B4pZfwf3nDFWYcQYhLwNynl1UKIaDQPYzCwH7hDStkohPAElqDlwpYDt0gp0zuqzYqzAyHEMLRiSO5AOnAPmqFZjUGKkyKEeAm4Ga2K935gDlqumBqDFK0ihPgGmASEAEVo1UtXcIpjjhBiNtqcCeAVKeWXf+T3+DOghKJCoVAoFAqFQqFQKJxQoacKhUKhUCgUCoVCoXBCCUWFQqFQKBQKhUKhUDihhKJCoVAoFAqFQqFQKJxQQlGhUCgUCoVCoVAoFE4ooahQKBQKhUKhUCgUCieUUFQoFAqFQqFQKBQKhRNKKCoUCoVCoVAoFAqFwgklFBUKhUKhUCgUCoVC4YRrRzfgjyQkJERGRUV1dDMUCoVCoVAoFAqFokNISEgolVKGnuy480ooRkVFER8f39HNUCgUCoVCoVAoFIoOQQiR1Z7jVOipQqFQKBQKhUKhUCicUEJRoVAoFAqFQqFQKBROKKGoUCgUCoVCoVAoFAonlFBUKBQKhUKhUCgU5y3plenc8vMtVOorO7opZxVKKCoUCoVCoVAoFIrzltf2vEZSWRIJxQkd3ZSzCiUU/ywsmAwJCzu6FQqFQqFQKBQKxTnFkbIjAPi4+XRwS84ulFD8M2Cog9y9sOovHd0ShUKhUCgUCoXinMAiLRTWFVJtqAbAYDZ0cIvOLpRQ/DNQV9rRLVAoFAqFQqFQKM4pfkr9iSnLp9ifK6HojBKKfwYchaK+quPaoVAoFAqFQqFQnCNkVGUA8OiwRwFoNDd2ZHPOOpRQ/DNQV9L0eOsbHdcOhUKhUCgUCoXiHKFMX0Znn85Mj5kOKI9ic5RQ/DNgE4qdh8Luj8Bi6dj2KBQKheKswiIt7MjbQVWjijpRKBQKG+X6coI9g3HXuQPKo9gcJRT/DNiEYr+rQVrAUNOx7VEoFArFWcW8XfN4aMNDzFw1E6PZ2NHNUSgUirMCJRRPjBKKfwbqy8DNB/w6a88b1GKhCoVCoWhiQ9YGAPLr8iltOHkBNIPZQL2x/kw3S6FQKDoUm1D00HkAKvS0OUoo/hmoKwGfEPAK1J6rgjYKhUKhsGK0GKk11jKg0wBAmxidjHvW3sOF31x4ppumUCgUHYaUkvKGcoK9gnFzcQOUR7E5HSoUhRBThRDHhBCpQoi/t7LfQwjxrXV/nBAiqtn+7kKIWiHE3/6oNp8RDHVQnf/bX19XAj6h4BmgPdcrj6JCoVAoNKobtfXBogOiAa14w4kwWowcKj2EWZpVmKpCofjTUmusxWAx0MmzE0IIPHQeyqPYjA4TikIIHfBf4EpgAHCrEGJAs8PuBSqklL2Ad4B/N9v/NvDLmW7rGWf5bHi7P1jMv+31dqFo9Siq0FOFQqFQWLEVsLELxYYTC8UDxQfsj3Nrc89cwxTnDf+M/Sfv73u/o5uhUDhhi64I8gwCwF3nrjyKzehIj+IYIFVKmS6lNAD/A65tdsy1wCLr4+XAZUIIASCEuA7IAJL+oPaeOdK3aP+Lj/6219eVqtBThUKhUDgRXxjP/uL9VDZqxkObUDxZ6GluTZM4PFx6GCnlmWuk4rxg2fFlzE+c39HNUCicqDPWAeDr5guAh85DCcVmdKRQ7ArkODzPtW5r9RgppQmoAjoJIXyBZ4CXTvYhQoj7hRDxQoj4kpKSkx3eMYQP0v7nxJ36a6VUoacKhUKhaMH96+/nrl/uYvnx5QBE+Ebg5ep10tBTx9CruTvmEl8Uf0bbqVAoFB2B0aKF1tvyEz10HvZtCo1ztZjNi8A7Usrakx0opfxMSjlKSjkqNDT0zLfst+Abpv1P3Xjqr9VXgsWkCUV3PxAuKvRUoVAoFPi5+wGwKn0VAIEegQR7Bp/Uo6g3652eHyw5eGYaqFAoFB2IzShmWxpDhZ62pCOFYh4Q6fC8m3Vbq8cIIVyBAKAMGAu8IYTIBB4H5gohHj3TDT5jGBu0/8dWQ/7+U3ttnbXMuU8ouLhoXkUVeqpQKBR/arbnbj9poRkvVy+GhA6xPw/0CKSTZydyqnNOGE5qmzytvG4lXq5evLfvPf69p6lEQKW+krUZa3/nN1CcL6jQZcXZSmseRSUUnWm3UBRCBAkhBgohooUQp0Ng7gV6CyF6CiHcgVuAlc2OWQncbX18I7BJalwkpYySUkYB7wKvSik/PA1t6hiMDRBmreOTfYrhp3XWcFqfEO2/Z6AKPVUoFIo/MbH5sTy88eGT5nzpTXp6B/a2P/d29ebS7pdyqPQQXx39qu3XmfUIBFH+UcQExAA4HT9v1zye2vYUmVWZv++LnAHU2o9nH8091ArF2YLN2OboUVRVT505oeATQgQIIeYKIRKB3cCnwDIgSwjxnRDikt/6wdacw0eBdcBRYJmUMkkI8bIQYrr1sM/RchJTgSeBFkto/Ckw1kFgd3Bxg9rCU3utXShaw2o9/UFffXrbp1AoFIqzhvSqdODkRWn0Zj1erl7250IIZg+azZiIMSxMWtimR7LR1IinqydCCIobilvstxXHKa5vua8jSSpNYuzSsWzK3tTRTVE4YCsYolCcbTT3KLq7qNDT5pzMM7gcrZjMRVLKvlLKCdZ8v0jgdeBaIcS9v/XDpZRrpJR9pJQxUspXrNtekFKutD7WSylvklL2klKOkVKmt/IeL0op//Nb23BWYGwAN2/wDYeaolN7rS301LuT9t/dDwwnTd1UKBQKxTmKTSAGewaf8Dib4Ftx7Qo+nvwxoInFWQNnUVxfzNrM1sNHG82Ndgv73LFzAYj0a8oUCfDQCqcV1Z/i/eoMs694HwB7Cvd0cEvODg4UH+C21bd1+MRXCUXF2YrNe+imawo9VR5FZ04oFKWUU6SUS6SULWIZpZQJUsrHpZSfn7nmnScYG8DdG/zCT92jaLAOwB5+1v++0FhzetunUCgUirMGm1C0lXRvDaPFiEma8NR5EhMYw4SuE+z7JnSdQExADEuOLGn1tY3mRjx0HgBc1v0ypkVPc8ozswnFvNrmZQU6Fr1JC3H01Hl2cEvODl6Je4XE0kTSKtPadXyjyczb649TUnN6hWWtURmvFWcnLTyKqphNC04lR3GIEGK6EGKG7e9MNuy8wlhv9ShGnLpH0VYIx80aXuTuqzyKCsXvJDatjPzKho5uhkLRKuUNmlA8URn3RpM22fF0bSmahBBcE3MNR8uPthq+6igUoaWV3WQxAZBfm9/uNv8RBU0aTNo16xhuez4jEABI2nfu39uQwvsbU1gal31a21FnUB5FxdmJbQx1d9EiKJRHsSXtEopCiC+AL4AbgGusf1efwXadXxgbNKHnG3bqHkVjPeg8wEWnPffwhUYlFBWK34qUklvn7+bC11We07mO3mjm/Y0p6I3mjm7KacW2DuKJJjS2AiJtedeGhg4FILEk0Wl7elU6GVUZTkLR3cUdg6Xps2yhhNk12e0SgNnV2QxZPIQNWRtOemxzFict5svDX7brWJtQbE0cn48IYRWK7fiNLBbJt3u1pa3L65RHUXF+0Dz0VHkUW9Jej+I4a27i3VLKe6x/s89oy84XLGYw6cHNB/wioL4MTKdgzTDWN3kTwepRVNY7heK3Ulnf5KU5kKMqCP+RJOVXYbGcPs/Td/E5vL3+OJ9ta5Hefk5TUFsAcMIJjS0M08PVo9X9A0MGohM6DpQccNp+7YprOVp+tIVH0fGz6k1aZdGEogSGLB7CgsQFxBU4V+w2mA1M/HYi67PWc6j0EAC/Zv7aaluklOzM24lFWlrsezP+Td5OeLvN7+mITRzbPGnnO7bz0Np5bU5SfjVlddrcI7207TlEVb2RuPSyU2rHkbIjp3S8QvFH0ZpHUQlFZ9orFGOFEAPOaEvOVxxDR33Dtcd1LSvJ1TWamPtjYsvcAWM9uPs0PXf31aqoWk5+Y1AoFC3Jcwg53Zla2oEtOb/Yn13BtPd3MH/7iUVdXmUDxdXtK7evc9FucVllzksmZJfV83Vc1m9raAdT2lBqr0Tq6OVrjj1frw3vmperF6PCR7H06FLWZa5rsd/Jo9isZHy9sd5pfcb39r3HnF/nOL2+oK6Acn05b8W/Za+uarPaN2dp8lIe3PAg67PWt/l92oPtO5/ovJxPuFhXMmtP6OnW41qfmtArhO0ppRzOa7kes9kiGfPqBm7+bDf1BlO72nCk7AifHvr0FFqtUPxx2HMUHYrZnGx92vON9grFxWhi8ZgQ4pAQIlEIcehMNuy8wVEo+kVoj1vJU1yTWMDSuGy2HGsmIm1hqzY8rMUNVJ7iaeXbvdnM+nIPG48WkVqsigX9mSmoahIh8ZknXn5AcXqQUpJdrom5xFYmqI6Mf30TY17d2K731VnvcGXNQunu/CKOf/x4mBr9uTchcPTOnCj01GYVP1Fhl6fHPE29qZ6/bf0bZQ3OXiJHgemuc8cszfbcxDpjHeHe4fw4/cc239sWbujr5mtvp62SanNsQtVVuLb5fu3BFnp6tk30GgxmvovPIb3kj70vO3oU92SU89KqpDbDULcdL2VQV39G9AgC4OoPdpBc6LzUVlJ+FY0mzQidV9G+HG7HiqeuLr/v91UoTjd2I5YqZtMm7RWKnwN3AlNpyk+85kw16rzCtjiwbXkMaDVP8ZfD2rb8Sm0SW9doteY1F4ruJxaKVQ1Grv9oJ0fyz+xai7Khgor3J7Fu645W9xdV67lt/m7mLNrLhiNFpzXc7HRT12jime8T2XKshHsXxTP57W0d3STFGcRWxGZy/zASsio6rG82mszc8+UeXlyZxL/XJp/0eJO5ZRRBWW0jKw+2v+DI6WZPRjlbj5ec9LhHv9nPX/6nhUC6iPaFDRbXnNyrWKPXxsnSWucbf3G19rys9tzzPCWVJiEQ+Ln7nXBC0558vT5BfZh3wTwAagzOBjBHUWfzLtoEX72pHm9Xb/zc/dp87yq9Jvh93X3totHRS+nI/uL9AOhsufa/kVrrfe9smujV6I3c9Okunlp+iOkf7uRowR+4zrH1UkorqeS2+bv5cmcmRwtq2HCkyEkwVuuNJGRXcHHvUGaO6sYNI7oB8L89OU5vV17XdL3kVDh76dvC8XN04vf9vgrF6aa6sQGdcLV73z10Hhgshj+k+Na5QnuFYomUcqWUMkNKmWX7O6MtO1+wCUV3bwePorNQrNEb2ZGihcDlVdaz5VgxA+et47b5uyktr9BEpg3bMhkOBW2W7c3h+4RcAA7lVrI/u5KfDpzZsuZ5e1cSVL4f44aXKbNO0l5alcT/9mjV1H5JLGBXWhl7MyuYsziegfPW8WvSKRby+YPIOEG+xu/BYpEk5lZRWX/uTVar6o3tEgDnIvmVDbi7unBJvzCq9SZy22k5bzCYSSmqOW03mNWHCth8rISFuzL5eEsaDYa2C7Icyq1kwLx17M+ucNr+1PJDPPbNfrLL2p7U7UptPczsVDC3IaZnfhrL3V+cfE271YcK7I9drJPbfdkVfBfvPFG1G8iAMa9sbNO7X15nYHlCLtUNmrW4eci+zvohzT2N5wLHKo7Rw78HQR5Bv9ujCE1rMdryDm04vs4mGm3vWWesw8fNp4VQNJgNdoFa3ti0hEdlo5bra7acuKjQyfafjCqD1o9PJfRUSnnGJoVGs4X7FyeQXFDDC1cPwNNNx1+XHWz1eqltNJ12o1StXjufz/xwAJP1va96fztzFsezN7NprIjPLMdskVzUO5RuQd68NXMoA7v4k1FaR1pJLfmVDTy57ACzvtxrf01OefvGRbPU2jAyfKTdI61QnC18sTMVi6XJgGEb61T4ehPtFYr7hRBLhRC3quUxTjOOHkWfMEBArXPo6abkYgxmCz7uOvIr9XYr3660MnKKy5yFos2juG4umE1IKXnv18OY1/4DCg6RVqwJyJ1pZyb3ymKRPPXdQV5amwmAP/WkldRRozfy5c5M/v5Dor3tkcFezLowCoAGo5nH/refnPL2WSlPNwdyKttcDiGtlXChstrfPsGsqjeyL7uC1YkFXPPhDoa9vJ55Px22i/nm6I1m3v71GK+s/m0FAcwWeUKR8Vu4b0k8d3+xh9x2WpXPJVKKa+kW5MXALtpacUdO4AFYl1TI8oRcbv1sN/1fWMuUd7axM7V9hR5sE1RjK55AoEWJ+qOFLdshpaS8zsB/N6diMFnYckwT72W1jTy/4jCbkrVQ9eYhZDaWJ+Ry24I4bl8Q95snqYt2ZRIzd02Lwj+O38tR4O1IKeXH/bkU1+jZk9EytHfFgXzm/pjIjI80L4ztPP3jx8QW5yQhS5vs7skoZ5+DSP5qdxZ/++4g729KBaC4ptGpPTYxWlJjYPWhAv7589lbbKNab3Rqe1plGjGBMS3yBptzshxFG97W+0e9sb5NwWTzBDaaG3lww4PUGGrwdvNusQzF9T9dz5ivxwBQodd+j625W1mYtFD7DNOJxwuj/H0ho9WNWj8/WXn7RpOZ/6w7xsxPY7n4zc1M+PdmJ2PK7Qt2M/XdbRTX6LFYJJuTi1mTWNCu6rkbjhSxNC4bs0Xy3oYUYtPLeP2GIcye0JPnr+7PkYJqVicWOL1GbzQzaN463lh37Dd867apbrBed6KlQFvnYJhNL9GMof07Nwn/qBAfjhfVMPOTWOatTOKHfc7G5fbeq/VG7bM9dB6Ypfm889TU6I1c+taWFsb5omo9cxbFk1Wmig92FFJKECYsFhf+8WMiFou0F7U5m6ISOpr2CkUvoBG4HLU8xunFMUdR5wo+IS08imsSCwj39+DiPqHsSC1le0qTJ8dPZ2zmUbQKxdT1kLmN/Co919X/wEzjCixf30S61QKflF992j1ZUkp+/uodNiQcwRttkuIvNItkvIP18oONKexILeWC6E6MjtKs2ToXgU4IXl1ztMX7Hj+NXprWKKrWM/OTWKZ/uMMpLOjZHxJZtCuTtOJa+8TSxpLdv82h3mgyc9/ieGZ8tIvNycX4uOsY1NWfRbFZ/PW7g+RW1JOY61z58eGv9/H+plTmb8+gsKrtcLuc8nqn39RktpBcWM241zYy+MV1LI7NPGn7iqv1JGSdOC9PbzTbJ/h/Nq9ibaOJHamlTOwTSt9wP1xE60Ixv7KBexfu5YElCfztu4PEppfhau0ktqIQrbEno5xbPotl0Lx19Hx2DYNf/JX+z69tMYkortGT0Mw7mNQsXLy8zsBdX+xhxD/Xsy5JMy7tTC3FZLbw+i/JTn3U9h12ppaSlK95XeoaTfx3syakqhqMRM9dQ2JuFTtSSrnnyz2YLU2elrZEpJSSeSuTAEgpcvbupRY3GViOW/dJKbnj8zie+PYgE9/YwsxPY1t4DcFZJD+wJIEf9uXxdVw2rzQbHw7kVBKbVsbMT2OZ8dEu+/aqBmfBIaVzmKmjR/GRpfv4fEfG7x5j9EZzu4vs2PjbdweJ+vvqVveZLZKqBiNDXvyVF37ScssajHqya7KJCYw5aXU+WwXQtsI9bXi7WoWiqd7p/Rwf297j5/Sf2Zm3EwAfNx/78gs2smuafjebUHTEMV+t6XuaW318qlQ1VlFUr10HJ1pfsrS2kdvmx/Hh5lT2ZJSTU95AXmUDO9NK2ZVaSlW9kZ2pZSQX1vDjvjze3ZjCPQv38vDX+/jrsoMnbIPFIpn7YyJzf0xk7Ksb+HBzKtcN68KNI7VQzmuGdCEy2IuVza53m8f7k61pTH13m1NqSGW9gbWHC6iqP3URrTdqBoZJfbX77OT+Ybxw9QCGRgayOblpnMoorSPAy41A76Zw456dfCio0lNWZ3C6lgG6BnrZc4pPhJSSOYu1iAKbp8Yk//xeRcff6tu9OaSX1PH3752XodmUXMyGo0U8/PW+07Z8T0JW+Wk3CreXc9EAUK03gTAjpStfx2VTVKNvEWavgHZlFksp7znTDTlvsQtFq9jzjWBP4hH2BaTx4MQY6g0mth4vYeaoSBqtg37XIC8+vXMUC7an43ZQ3yxH0aECav4BCpLTuN/1ZwBcagtJ2bsWFzEQi9QWFb9ycOcTNq/eYKLeYCbEt/XJhtki+WZPNvGZ5ZTlHmdJ7UuE+wznZ722RleAqOelVUk4zjPfWn+c/p39efSS3oT5e3BpvzAeu6w3m5OLeW9jCofzqhjUNYCc8no2JRczb2USz07tywOmryB7N9ywAAK6ncJJPjHvbUzBZLHgIgQzP4nl7gujuPvCKL6xhsn2Dfeje7A3D0yM4b+bU8mtaODdDSmkFtcy68IoRlnFbls8+8MhugV5MzwykAe+SrDnTf2wP49x0cFM7BPG4TxtYvDqmqOsSSzkxpHd+M9NQzFbJJuSixkdFcTezAp+PpRPuL8n8ZnljIvuRK8wXyobjIzsHsRFb2ymb7gf6564mMN5VVz9gZYfGuLrwdDIQOatTCI6xJcJvUPabOtV72+ntNZAxmtXtZgE2njhp8P2x1/vzmZK/3DcXV3wcNXh5X5u56BsSi7GYLJw1eDOeLnr6Bni02pO0cdb0tjoMNEK8/NgxSPjeeLbA/x6pIinp/bDTdfSDvf5jnSS8quZMaIrgV5u5FQ08GtSIU8tP8SI7kFEBmvjwIYjxUgJj17Siw+tYm53ehl3jusBwJH8au5bHO9UofXKQRH8criQx789wMFcZ+/exqPFpJXUscqar/jR7SN4ZOk+pITnpvVnZ2opm4+V8MSyA/ZJ4erEAl5amcTk/uH8uD+P+XePYmKfUEAzKLjqXJzyIh3zlwAnb2FyYQ0V9QaOFjSJyQajGSG08NgT8euRIn490rLAF2gFOOxeE7SKqF0DvShsRbAV1+iJCNC8a7Y8yNKapjaX1xno1MY41x6eXHaANYmFHHrxcvw9W6/u2Zzl1igCi0XiYhWvjSYzb/96nIW7Mu2FQ77Zk01cRhm+vsVYPC3EBMSwt3BvuzyKbS0+n1tRT7cgb7tQbDA1OIlDx/e2VQT8Oe1n+7aTibpyfUuDU2tC0VHU6Y0nFkONJjM6IXBt5drakrPFHuYYl1nEi6VJvDh9IB9vSSMm1IfLB2qpHR9sTCExt4rXZwy2R7iA5qfiUCgAACAASURBVOl+1mqUtbFkdxYFVXquHBSBr4cr3+/LpaCqgc4BLc9pWW0jI/+lrRN53bAupJbU8tQVfblxZKT9GBcXQVQnH/syFNll9QT5uDldO8mFNczfns47Nw8D4OOtaXy6NZ3+nf1Z9ej4Vr97WzQYLOABg7v5sjEB7p0QzQUxnahqMPLBJm19UU83HVll9UR18nZ6bVRI01yiefrF2OhgNhwpotFkxsO17TG/pLYRhNaHbRNwk8VkLxzSnISscoZ0C2x17LQhpeSjLWlcMTCCXmG+Jz4BHcA764/z3sYU9sy9jDB/T1ZYjQINRjN3fh7HQ5Ni+Hx7BnUGE+46F5Lyq3l3Qwp/v7Kf0/vojWb2ZVcwrmcn+9igN5pZl1TI1UO62I1dNnLK67nh41huGtmNN28a2qJdUso27+m/h+yyemYv2kv/zv5cPiCcKwdFtNlHf9iXS0GVntnje550rlDXaKKqwUiIrwfuru3v86dCeZ0BIUwgtbYUVulbhNkr2ikUhRA9gf8DohxfI6WcfmaadR5huxlbO6fFNwzPgnRe/yWZByfGsCm5GL3RwtRBEQgEJbWNvD1zKIHe7nQJ9MJdNmLSeTb9KI45I5tfZZTFCAL+bpzDi66LuNwlnt6jr2JxbBYPfb2PF68ZwKyoCvAMgE4xLZp3+4I49mdXcuCFKSRkVXBZ/3D7Piklj397gFUH8+kS4MnlgXqohSHelWzTa9bGAFGP3mhhZI8gbh/bnRHdg/DxcCXE190+aH0xazQA0aE+LNyVyTvrj/P5rNFc9f52u6gqP7ASKt/RPnjHOzDtrdNy+hfHZrI0Lpt7J/TknvFRvPBTEh9uTmWHw7II+VUN/PuGIVw1uDO3julOZmkdk/6zhZ8PFbD1eAkHXric9zemMLl/OIO7BTi9f2N2AoEJn/GW+Wp0Oh1Gs7PVbVhkEFMGhNuLlaxJ1LzJ3+/L5dXrB9utg5P7h5OYV8W/Vjd5VBbFZtE7zJeU4loig7WJy7GiGrYcK2bt4Sav9Bs3DmZcdCemf7iTJ5YdYM1jFxHqp920q+qNNBjNhPt7IISg1Op1ic+qYHFsFm/cMMRpQD+cV8Wy+FwenBjDoK7+PPXdIWZ9uZcjBdUMjQzkp0fGtzjHUkosEuoMpnZPoDuKXxILCPXzYGR3rfJf/87+7M9uGVK5KdnZazi+VwhdAr24YmAEL/98hNvm72bJvWPxdGs6d1/syGBdUhHXDevCy9cOsm8vrNJz6Vtb+NfqI3x65yhACwvrHuzNXy/vw6zxUXy2LZ3529N5YEk86SV15FY04O/lyk+PjMfDzYWyWgNdA7345XAhW46VUNvobLVPzKtyqib6zZ5sfNxdeXJKH24b2505F0Wz7XgJdznkE767/jhldQa+tXr8th4rIbu8ng83pVBU3Yi3u47bx3a3H+842a1qMPLuhuMMjQykqErP5zsyWnglAJbMHssdn8e12N4cnYtwyutK/udU4jMrmPXlHlYnFhAZ7EVOeQObjhZx5wVRrXrebV4bKSU1jS2L3BRU6X+zUDRbpP3a/XZPDvddHH1Kr6/WGwn0dsdskTzy9T42HC3G3TrZ6hvux7GiGtJL6nBtTMGrKzy+pIDwno0E+RgwW6R90ljVYGTLsWL0RjPv7z0MPnDDR3u4ZlAfZozoypH8aq4cHMGvSUX83zf7+d/94+gepgmE8voajhQ2jXsGi4FNyUVkldXjq10OpFWl2ffb8g7bojWh2FroqaNQfGHlIdaGd6NWb+KD24a3MFBe++FOrU/eP47oUGeREFcQRyfPTni7+pGeX03yoUwemBhtH1ttxq+E7ApG9wziljHd7UKxX4SfPRy0yFroqGeIDxmldfh7uvLq9YOpbTTx4/48nl+RxPy7RraYdDsaZ16+blCbY12gt7s9bPPiNzXj3tNT+zodU+ZwLdkKLx0tqGZxbBazJ/Rs9X1zyuvpFuRlb1eN3kijyYKrB0SFenD4pSvw9dBmCjFhvliktmxM3wg/MsvqGGmtdmpjZI8gugZ6MbFvaIuQ7+lDu/DDvjy2HS9lyoBw2iKtuA7RTCi2ZWBIK6nlho9juXVMJK/NGNLqMQD5VXreXHeM5Qm5rH38ohMK1ZPx04E8RkUF0zWwdWNKe6nWGzmaX01ORQPvbUwBILOsHj9PN44W1HDnuB6sP1LE9pRS4jLKMVgNQP07+xPg5cruZutSmi2SWz7bzYGcSkZHBfHklL40mszcuyges0Xi4apj6qAIluzOIr+ygZhQX3sURXxWS0/+ol2ZzFuZxF8u680TU/o47duTUU64vwd6owUXAb3CfE9JUC7clUlqcS2pxbWsOpjPgxNjWohegC93ZvDSKi3EP7mwhg9uHd7q++VVNvDYN/vtaQVB3m5s+dslBHif/rlDeZ0BhBks2nVRUKXHw6cpzP730GgyU1VvJMz/xKH/5wLtrVW8Aq3y6SpALdB3OmkmFA0ewQShWdgr67WCDJ0DPBnbsxM6F8EFMZ3sL+0c4Ik3euqkB3Z54unf9N4ON+ARU2dhSc/h7opjGKf1p7bRxA/78nhz7VFm6W7VDnqxaSIppWR1YoF9kvziyiRWHMjnvVuGce2wrgCsPVzIqoP5PDG5D49d1guRvBq+BTdXHf5Cs0AGUcP7MwdwzfCokw4+/p5u3H9xNG+uO8a+7Aq7SASYUv4NDQHd8eh5AS4HlsIVr4Fr66XWbeSU1zNvZRLpJbWMjgrmVqtQtVFZb+ClVUe4rF8Yc6/qj85F8MWs0dz0yS57ov8bNwzh0v5hThOWqBAf7r6gB4tis6jRm3huRSLf7MlhcWwmPz483skSa1z1V55x248bJuK6z2HGiK484xCCMnNUN6JDfUl55UpmL9zLdmvRIikhNr3MvhxKsI87t4zuTm5FPRuONomUlOJa3HTCqbCAY8GBZ6b245K+YQgh+PC24Uz/cCf/980+7hjXgzWJBaw/UoTRLInq5M3Dl/Syv+71X5JJyKpgWGQg9zpMTD7YlIKfpysPXxKDv6cbri4uPPhVAgAHcyq58eNdLLl3rF1cGkwW7l8Sz660MgwmC/PvGsVl/cI4lFdFsLc73Tt5k15Si8FsoV+EQ9+1YjJbqDOYCfBquknsy67g8+0ZbEsp4aXpA5kxosm7HPX31W3eqE6G3mhmy7ESbhzZzW7BHdDFn58PFVDVYLS34avdWeRVNvDctP50CfSiwWBmykBtsjTrwih8PVx5+vtDvLP+OM9e1Z/S2kYO51XxsjUPbki3QKfPjQjw5JFLevHmumNsTi5mVFQQu9JKmXWhds2E+Hrw6KW9+D4h1x5iev3wrjx7Zb8WNyFHD+R1w7qw4kA+g7sGtFhy4mBOJRfEdHKadF7cJ5Rnr+zHa79oE+v00jrG9gzmiSl9eOb7Q3y/L5eqBiNDIwO5rH84+7Mrmb89w/56x8nt6kMFVNQb+WLWAGobTdz5uSZAx0QF89AlMdxj7aPje3Xi1jHd7d77tjg473KqGow8uCSBv1zWG083HRN6hzBzdCRL47K5flhXtqaU8vovyVwxKILCKj2uLsJewAPg50MF/LAvj7nT+tsnao65mwVVegZ1DWjx2aCNh/uyK/F008RbrzBf+wRVSumU47gtpaRVoego6JpTWmsg0NudpXFZbDhazEvTB3LnuB5kl9fTo5M3sWllDIkM5G/rD7CrzIU+wdGk1Vgoq68hZu4aIvw9KazW08nH3f47uHeqxcMHOnn78cnWND7Zqom8IwXR9lC3+Mxy+nXRvMQvrNqHqbYOX+swkFVexezN8QD4BKTi0kXbPmfwHNKKGlixpR/frP0VerT8Pl8dXM/mnM1O2/zc/Kg3thSKtY1Nor5fZ1/2Z1ZQWmvguR8P85+ZTZ6RF1cmkVyoeaQvfWsrm/460UksVjRWEOETQWF1veYlAG78ONa+f01iIZf2C+NoQQ0PTtR+n8cu601KUQ0+Hq7297bxzNS+/Lg/jzkXRRPk406QjztPXdGX135J5mBuFcMina9j21qdcXMvO6FBLNjbjYp6o93wcayoxh4CbsMxhaCi3sDgrgEE+bjz9vrj1OhNXNQnxOledii3kukf7uTV6wdzm9V4k1Jci63sqdFitItEgJhQ7R6VVlJLzxAf8isbmDG8q1Mbeob4sPPvl7I9paSFUBzfKwR3nQsJWRVOQrGu0cR7G1MI8HJjQq8Qbp2/G1c/7XvaQ0+bFbSRUnIot8peC+CbPTm8ev3gNucLx6zXbEZpHX2fW0vm69PILqun0WSmd3jbVXibs/V4CX/53wEm9w9jwd2j2/06R/RGM0n5VTz2zQGn6A7QROi+7ArMFsmkvqFMHhDO3V/swWCy8Ny0/vxr9VGmDAinrLaRr+Oy+Wp3FreP7Y4QgryKBg7kVBLm50FaSR23zt/t9N47U0u5fEA4z684THNsY9uaxAK2HS/hn9cNYps1RWThrkySC6v54NYRuLu6UFDVwMxPY51e//ndo+wOAb3RzOu/JPPQpBjC2xA8zfPfF2xP55bRkU7zoLzKBl5bk8zk/mH07+zPB5tSuWd8lFMfdvxuCVkVuAj4v0t7897GFLYcL7bPO08nmlA0Ia0exYIqPVH+vy/0VErJfYvj7fO0E0VnnSu015+rl1K+L6XcLKXcavs7oy07X7Ct92QN7WnQ+RMgtAFzxse72HKshBkjurY6wYgI8MQTAzuz65sKsfiGwex1MGuN/bhPRqxi5kWD8e7cF5eaAjx0Lrx541C+njOWPqbjDm1pGsC/3JnJo0v325+vOKCFrD234jC5FfXMXriXh77eR1Qnbx69tJd2IdRoFlmdTocf2k1TIJkerWv3hTLrwig6+bjztEM4WrTIZ5TLcd4un8D8ov5grOf+fy9g2d6WuU02EnOrmPHxLvZmlBMZ7M13Cbl8tDmN+MxylsZls2J/Hpf8Zwtmi+T2cd2dzu+Ynlooaf/O/swcHdlq2O1L1w7iwAtTuKhTNd/syaaTj3YTvGfhXipsE2azEbdy7fzO7l7EknvHcvPo7mz+2yQSX7ycoy9PtU903HQuvDZjMOOig/nHVf0BuPuLPXy5MxMAfy83Xpw+sNUb2vy7RvHR7SPo2+wmGezjzkOTYuznvl+EP69cN4iErAoeXbqf2LQy7hwXxbxrBhDg7XzObevLfbs32z6hSS6sZl1SEfdcGGWfCF0x0NmaHJ9VYV+kXkrJ08sPsuVYif3mtTO1lK3HS7juvzuZ9v52pJRc+tZWpr673f4e21NK6Pf8L5TXGVi4K5OhL/1qn6gczqvixo93sTtdE56O4Y02L9onW9OQUvJ9Qm67llCwkVxYQ4PRzPheTaG5/Ttr4nWd1UNbUWfg3Q0pXNQ7hHsn9OSqwZ25YWQ3+/lwcRHMHB3JTSO78cXODHamljLqXxucxLujscfGnIt60jfcjyeXHWBpXDZGs2RC71D7fn9PN164ZgDRoT7EPzeZd24e1qqlsrs1fMzd1YWx0drnRIX48OFtztbbar2JML+W/fqBiTGkvnKl/fnVQ7swLroTQ7sFWsOA3Pl6zlhevX4wn989yn5c33A/J4/ij/tziQn1YVhkIBf1DuWxS3vRL8KPb+4fx0Tr9+pttVy/NmMwaa9e1aItjvh6uNI10ItV/zeByQ4T06ev6MuMEV25dWx3Xri6P3UGM/uzKymq1jPUOpH3snp1f9yfx+rEAsa/vsn+esfKjwVVrRez+ulAHrO+3MsNH+9i2vs7mPb+Dl5ZfZSKOgNzFu3lzXXHWLgrk5tHRTJtcGeS8qvZlFyE0Wzhk61pvPDTYZ5ZfohhL/9qz9VsTnmdwd63xvYM5q4LemhhiiFaHuCFvULw9XDF06eEHv7d+fn/LuGyvl3oEqRN/m2htmV1Bp6YrHkMXF2162HZ/RcxwaFPpxTVUGnNoUorqcNTp3lThIsB4dL0GxZUa22d3D8MvaFpqvDrPjdWbh2Mly4AV5fWpxAvb/gJAGnW+uio8NFc0v2SFqGnUkpWHWoax28a1YX456Ywe3xP1iYVcul/ttj3LdyVCWAfjxfHZlGtN1Jco6eq3kiNoQY/dz/q9ODnBdcO60JeZQPuOhf6hvvxyNJ9TPj3JswWybBIbYL65JQ+fHzHSCb3DwNw8ixdPiCCT+8cZc+jB7hltHavWNdKhe6ssnr8PFxbva4cCfJxp6rBSIWDGNzXLGrB8VqqqDMQ5OPOLaMjqW008c6G4075uADJ1pBux3VftZxhq1Bstq5kT+skPrW4lqJqPRappbS0RlQn7VjHW7ibzoXunbzJKG2KErBYJNtTSvlsWzpvrjvG7QuskQLNPIqGZm1Ze7iQa/+7kycd8j+bVyl2xDF8HTRxevGbm5nyTvuXrVq4M8NejblGbzrl3GIb72w4zg0fxzqJxB8fvhCAr+Oyed1qdBsWGchgByPUrAuj2PuPyTx6SS/7b/HcisPEZZTzvz3ZpFvP67s3D2Pd4xdzUe8Qeob48Pndo7gwphPL4nNahOzbjFh5lQ3ctzieh7/ex//25tD7H7/Y0ySqGoysSypie0oJdY0mjjkYR2z99unlh1iwPR2j2cKP+/PsVbdBM3Y5phtIKUkurGHG8K5c0jeU928djqtO8PmOJgMiaMZVk8XCS9cO4sGJMfi46/gmrnXjYH5lA0LA0X9O5bHLehPi68787elOlbmllDz2zX6n3P78ygYWx2aSeQpV6svrGhHCTN/wQDzdXCisavhdoafL9uYQPXeNkzG/+AR9+VyhvR7F94QQ84Bf0YraACCl3HdGWnU+YbKeTmvnrHPxo5toYNrAEFYnaRPuuy6IavWl0cGeeAgTR0uMvPZZLJv/OkmLDe8+DqQkv+9dvJAYyu19rN4V72AwN4KxHp27D8O7BzJJ55CcX5QIXYbTYDDz7oYmAemKCRM6LuodSkJWBXcsiCPTaj39v0t7N4ksaxEeIc1M6uEBtmu4Oh8Cu8P+r6C+HEbNbiq60wwfD1devnYQjyxt6lp3eO5EoiP0wjv5bHsmD3hCVP0hnv6+B36erlzaP8xu3TeYLHyzJ5uXViUR4uvBDw9fSO9wP+Ys2ktuRT0vrTrSwrvSPdjH6fmMEd3Ym1HBmze1Hf4CEFi0myV1DxI37jXcR9yK2SK5bUEcty2I41/XDSI/cSvXmLVBK9BSAdY4+54hPq2+X7cgb/53/wUYzRZe++WoU16no4X69RmDSSmuZVNyMXmllVxw/A08Rt1J5E1DuebDHVwztAurDuZzUSu5iDeNimR8rxCr98Tfft7uviCKf1g9owDHi2rt/23vNfeHRHzcddwzvskLJYTgjRuHsP5IEQItn2zO4ngW3DWKeqOZFQfyGRYZaK+I6eoiSLEWVKppNJFW0jSol9Y2EuLrwWfb0tEbLcSmldkrWf53cyq3jonk023p+Li7sumvk5i9aC+ZDhXjHMMNF+7K5KVVR+gb7seKR8azPCGH7/flceuYSGr0Ju4Y18MpLBSaLNX9IpoE90CrUHz6+0MU1+iJz6qgttHE81cPOKHx46mpfVmTWMADSxKctu9+9jJ7npwjHq46PrlzJHcsiLN79HoEO+cMXTusK9OHdjnh59omdUO6BnBZvzDcdS7MurAHI3sEOxl+gDYtxI75JTeM0Ky4o6OCWHkwn1euH2z3THQJ9CLMz4PimkbC/D0oq23kUG4lDy5JIL9Kz1NX9LW39cnL+/Lk5U3hdb/85SIiHD6/NUOYEJpn/UQEervz9kwtl8vbXWuX7ZwPiwwkIasCg8PE5pFLYvh8RwZ6o4U3bxzCmsQCjhbUUFitp6CNQlG29R0dWRqXTWW9kQ1Hi9lwtJjh3QN5bcZg3t+UwurEAmYvjLeHLjpy+TvbeHxybx6f3MdpwqV5FbKoajDy4vSBbf7GtoqnAD7unri7WZg+tIvTWpkPTIzGx0PHUUM8O4t88HRzZfrQLvZw+gaj2f5df9yfR1J+FTLIBVwMTtUxu3kNwKNrADeO7MamjKbx52i2F89N688943uicxEMXqRtr8+5G51HER5haxG6BqTFjQivKIoMyRRVmYny93ISilJKXlp1hEV7D9u9mLYcw+ev7k+QtxtvrT9Ocx/R3Kv6sSOllIW7Mu3iEcAvpoBRXftT1whePtk8coUPD0+6GJ2L1le/3KlNImPCfO25tjamDurMsgcuwM/Tlf3ZlSTmVdqjChwJ8HZjXHQwvyYV8sxU56iFzLI6eoR4n9QoGmQtGJPVxpI1Hq4udiEPUFFvJCrExyl3sjl1Bu13c8zlOl5Ua8/FbV7cx9vdlQGd/VkWn2M3qES0kncJEBnszXu3DKNniA/TP9xp3+7Yv80WyYyPd3HQofJxU/i71s+lNbxvwY5U5l7RdP7XHG4puktqG1sYwpbtzaFvhJ+TuIG2z2NGaR2fbUunb7gvd1urqwshKKzS88a6Y8SE+lBeZyAuo5wxr25k//NTCPJpilLKr2zgh325mC1aBEf3Tt78uD8XFyHs3i3HSrnfPXgBNXqjk6d5ePdA/u/SXk4h7SO6B+Kqc7Gnf0SHNs0Hnl9xmJTiWrvBIjLYm1A/D5bcO9Z+TIivB898f4j1Rwpxd3WxG2GTXppKYbWeh79KYOvxEm4dE0lmaT2x6S2rcN+7SIsUeHCiNpbEPzeZEF8PLn1rC+kldfxr9VF2p5djsQ7AaSW1PPvDIft63u/fMpyL+4SSX6WnvM7A4G4B9nnBsr05HMipxGi28PmODCb2CeV/e7KZMiDc/r2usY5Z86YPdPJ02857mJ+HfW4y56JoXv8lmas/2MH3D11AzxBf1h8pZOXBfFYezOeKgRH89buDHMmvJqO0jmlDOvPq9YOdopDaoswaeurp6kXnAC/yK/VU1mnf+UQexb2Z5Ty/4jDv3DyM/p39MVsk648U8fT3LfPtM0vr2rzXniu0VygOBu4ELqUp9FRan/9mhBBTgfcAHbBASvl6s/0ewGJgJFAG3CylzBRCTAFeB9wBA/CUlHIT5yLWzrg/v57hgVAjNAH16AWhxEQEEern0WYni/DWOvRlQ6L4YH8DN34Sy8d3jNAS7YXgq6BH2EI671o9ZHhZ/9eXgbsP3u6uDPUqxWh0ww0j5OxhW203DuRUUq03sWj2GMx1FYxYN4NddZ0p7PMJfcL9+HxHBt7uOrY9fYmzt81WrbW2hC4BkdpSHYZaTSgmLoefHtH258TBzV85mygdmDakMzCCdUmFzBnfnYHL/oroPJn7rrqA1RkW0osjGOVynKWurjz09T56hflyx9juXNgrhMe+2U9yYQ0X9wnlg1uH2weLbkHexKWX4+PRssvb8vtsxIT6suzBC074swFQpIWbjXU5CtYQivl3jeLRpfu44eNdzHCJ5Rp3MPWYgGtp+8ueu+lcuKx/OOsdCnj4ezW1+5YxWmjRE1P6UP3Ly3gkzIfcWAY/tJNFs8dwQXQnnpzSp82JRZdAL7o0y8lwcRG8ev1gHrg4hkn/2YKrXyJe3b6mU9mrLN2TzaLYTPZnV/LgxBinmynAzFGRzBylFWyYa13C4IGvEvBy0yq6/uu6QfbCOoXVeqeJ++S3mwIT4jMrmDoowu6dPVpQTWapdiPOq2wgtbiW9UcKuWlkJAHebvaQPBtFDlZhWy7EsaIa+r+w1r7dJlgT86p47xZnL9vRghq83HR0dxBoYf6e/Pe2Eby38Tj/+VUznvzrukH0OUmIU5ifJ49c2os31h5zmlC1JhJt9Azx4dYxkfbP6RzY8tiTTUJtBSlG9AgizN+T4w7ewZZtbHvi+f1DF2K2SLv4umVMdy7uE0qPTs5Gjk1/m0S9wcSrq4+SUapV9su3ipDrhrcdKmTz1Dqy4cmLuWPBHqdCNF0DvZws8SciwMsNd52LvX/dNKpbC8v2U1f04/HJfdiUXMwlfcO4ydpvp7y9lW3HS3jq8r5OAqGt9SFNFukkzv5mfZ1jKGRGaR1XDorgpWsHYjBZSMiq4MllB/lgUyqdfD2Y5CBWvo3PYcuxEh6f3LvVcwPaxCWnJofLoy4HrAtDmw0ENcvd8XTTMeeiaP6xw4C/u/Zejtd7anEtlfVGhnbTwhm3HCvBN8Ad4dJo9yg+P+55ro2+Djedm5bzJJvGny/uuJxJfVr+tldETWJ9ruZJHBXtQWadN92D/SgqhPTiRlyMddRL7XrWG83MXriXXWlluLg35azZwhKFEDw4KYbwAE/+meT8OWF+nrx+wxD6d/Z3qoJrcWlg1/F6XNxcMcg6blh5A4l3N4X5P+IQWt8ajpEk0L3N464YGMELPyWRWlxrL6ZSUNXAkfxqJ+9jW9jGz7Y8H2H+HuSUN2AwWXB3daGi3kCQtzthfm2PHbaIIouDZeV4UQ3e7q7oab0K7LxrBnDzZ7v5cJOWU9f5BGPTtcO6tqgkHB3iw9bjJezNLOfRpfvsuZ2+Hq68fsNgMkrqmD2hJ8+sy2NrBVRbnW4bkwuYe4X2uNFkZnNyMTOGd+WH/U3eIccKxWCNTrFOwr2bFUFxNBYazRbcdC7EpZdx76J4u1h9fW0y/SL8WfHIeP69NhmTRbLwnjHM357O4litOvTCXZlO+XuzF+61hyO/s+E4XQI87WNbXmUDX8VmUerg+R3VI6jF+PzctAFOuZ+HXrzcnntsI8phTE2x5nHnVTagcxGt/iZDIwNZ+/jF9vMy+pWN3H1BD3Qugq6BXvz06ASn83Hb/N3szawgOtTHvgyKjU+2phHs426fx42PCSG9pI4bR3azF9oC7Ckx/SL80BvNzPpyDzeNjGRNYgEuAsb2bIqSGdjVny93aDmRSx28qnc7ODxmjo7kf3tz+Plgvn0+YyOvssFpvHpwYgyX9A3jine38fi3ByiqarSP8X6eriyJzXJah3f1oQLWJxU5FV9rNJn5NakIP09XJvUNsx9bUWdApzPj6epOdIgPdzBgyAAAIABJREFUqxML+CU1C58oqNK3jDDJKa/noy2pdoP6t3tzeP7qAdy3OJ5NycVO9/qv54zl9gVxZJXX26N7zlXaKxRvAqKllKetXqwQQgf8F5gC5AJ7hRArpZSOC1rdC1RIKXsJIW4B/g3cDJQC10gp84UQg4B1wOkPYP4jsIZhzFp8gN0v96JSaoNGsK6eJ6c0Fbxg1wcQMQSiJzZtM2g33SE9OzNZH8aGo8Xc8+VeVj46AXdXF3amljIsMrDJYuNtE4rlmocPiHItI97Qh6HuBZjS93LXQS3fK8Lfk4t7hyA2/hf0OVyly6ExOJm6EVMQwA0ju7UMyayxTpwaqyB9M3QbDbl7Yfk9gIDuF2rt3/Ia5O2DsP7g7uw1sTFtSGdNMKZvhdoCGPoqQgjuuziaxO+iGeVyjNhnL2XD0SI+2JTKi6uaus17twzjmiFdnCZ8XQO9qGk0UdNoIsTX3V60BfjtyfB6q2fSUKd5hl09mNgnlO1PX8KWYyUMz4yHg+DadThk7wKLGVxO8lmxH0GfK5h/1yiyy+q5+E0tz6c165ivhyu+hdY8oKLDUJbGxD6ahbAtr+WJEEILdQvwcsMQqIXljOpTw/IdLuhcBKOjgnhiSu8TvofNkvfxljRcdYL5d42yW9BByxMDLUcmrdlN62BuJVMHRVButabbcu0m99f69ryVSeiNFkZbJ3Q9gn34YV8eezLKGd490EkodvJxZ8tTk5i/PYP92RWMjgrm7fWaALvFepO6c1wPp4q1xwpr6BPh18KTMG1IZ6YMCGdHagkR/l4M6NL6RL45s8f35Kf9+VwxKILpQ7s4TeLawrGK32/pl2H+nvz7hsFON0Mbtvw1f09XLfT0BB6K5oUt3HQuLUQiWPughyvBPh7kVjQADVw+INxeCONU6BXmx7cPjOPH/XnW8N5QFs8ec0rvYZtAfPfgBfSL8Ocvl/VmUt9QQnw98LB6W9x0LlxhrYBp46FJMTy57CDTPtjBjw9faPc22276vh6uvHPzMO5brFniX58xmG0pJdx/cQzHi2q40BpObPMCdwnw5IVrBjKpb6j9vboFeXNx71DuWxzP8ysOO42fW46V0C/Cj4cntS1mMqszMUszMQHaNW5bR/H+iTEcL6rlqsER9HXI8602VONnLW7WxcHoUFprIDrUh8/uGkW4vydVDUauWfEWRTUGXFy0ifWATgPwcNOu22Afd6SDUGwuEh8Y8gCfHfqMj+4YxQd7Uvjs6Aq8PA14NnrY1yRDunK8wIhHmAmD2cDHWzKJTS/jpekDGd0nhputK4TYPIq232nmqMgWQjHcX6uCeN/F0dQbzCzZncWOZy5h3DcvYLJ4gWxZNOl0cvkATSgujcvmhWsG2IVSbaOJmaMjT/r6YOt4mNnG+nnTBnfhk61pVNYbCPZxp0ZvItDbze6BsmELSd2eUmLPFXa8r6WX1OHdxRW9bF0ojo3uRP/O/vbw6xMZsQD8PZ2niz1DfDCYLNz0SSzdgrwY2i2Ag7lVuLu6cPWQLvbjvDy08bS4SvttfT2bhNLu9HJqG01cPbQz90+MpqzWwO0L4vj794d495bhdvFe4lB0qtFkYc1jF7E9pYTXfkl2ihAqrW1EJwRzFsUTEaCNhTd8HIveaOFATiWFVXq2HCvmumFdiAz2droGY9PLeML6OKO0juTCGp69sh/ThnRmw5Ei4rMqyLfev95Y22T47eTjzge3Dm/ViNc73DlyqrXc1ehQX96/dTjbj5fwnYM4i/D3PGmFWyEE8c9NbnO/m86F6cO6sjezwi4Cm9PLwbg196r+3HVBD3qH+3HfRdEsT8ix962hkYEse2AcRrNk9L828G18Dp183Fl63/+zd97xUdTpH3/P9k3vpBGSECB0Q68CggqKYAc8Dz3Fdiinnp4NvbOcDc9eDiuKilgAQREFpffeaxIghPSe7CbZMr8/Zmd2ZndTKHryk8/rlRfszM7s7OzMfL+f5/k8n2eIZkzslhhOo8utqWvt1CZUU3KR1TaCDnEhzN2S50cUT1bW+42xneJDiQwyklduZ2B6NBdlxjFn03FySuuYuSrH7zs1utzcOXsrf7+kI8mRVqYv2ENpbSNWo54Nj45U5lPHy20YDG6MOiP/urIb4T8dZOF+aR77r0U7aHd9FumxIczdnMcLSw5QZXdg0uuYPLAdO/IqmbXuKAt25FNpc3DX8PbccWE6xTUNNDjcZCaEotcJ/y/6ZLaWKO4BIoCmG4SdOvoBR0RRzAEQBOELYDygJorjgX95/v818KYgCIIoimoN1V7AKgiCWRTFc08M7MkoOjCw9VgFVW7ppg1HJa8QRfhpuvR/leEMHmMAnSmY92/qyzJZ9rcmh8u6JbDzRBUPXqpyUwvy3KjvDoPbfoGk3iTrysgL7cnGKgPx+zcAVwFSdFUQBCg5BKGJUHMSc1Uu5mAT08d2Cfxdan0uD1Hle5QxCq77SCJLq/8DC++G4n1w6zJo20wh+d55YAyGjqMByf3zZXc7xuvXgauaq7KSuSormamfbeP73QUYdAJjfUgiQLKq/uLxsV0wG/SKCctpo+Ko9O+eb6AsG25fAYJARJBJyqbkV0pZ3Ih20rmoK4XQph3iqCuDHx+Rzs9fFtPm+GaOWqbSrf59wpqSUdQUSOfm8FLY+hFc8oz/e4r2QUxH0BvYXbKbbjHdmpcvxgRzwCllcdITpImjyy3yl8FprSIv1/RKZvHuAl6bmKXYyD94aSdmqJpJJ0cGMSQjhvZxIVzdK5lxb6xRIuz5FVop0aD2McSGWhTDkyyPtCc1RpqUXz9zPV0SwjT9Dif1SyHUYuR+VYR4wfZ8Gpxu/nlFV5buK+KjtUcVoiiKIgeLari4c+Dfx2TQcVFmM79dAFiMepbcO/SUCtkz4lpvxtAUJvQNnA1ZeM8QckvqeGT+LqrrnU22vDkdpKnkUzOu69kq2U8gtIsO5t5RHbm0a7wms9ta9E+LYmNuuSL/8nX4awpXZSWxJ7+aD9fmsuVoBe2igzhSXKtMUL+6cyCdE8KICDISGWRiYr8UZYKjlpp1Swpn2sgO/Kl/SkAlSGSwia/uHMjyg8X8bY5W0vritT2atYHPqZQmRLL01KQ30eBqICnCypzbB/i9v7qhWskoqts5jL8gkSfGdlHkcOFWIxHWEKISzVyWns4be7S9F6ODTYorYCDcnXU3d2fdDUCHuEjYL322WW9W2mpc3DmZH7dIv+fdX/7InqNBZMaHcdOgVPaUeg05fB0xA/VmU2fWpo3M4J6LMnCIjbjERkSXFYvBjCx6dLld6FsKzp0i4sMtTOzblg/X5jJrXS5uURpf5v91MJ3iW75/I4Olc5Kjyiia9DpenXgBl3VP4Ltd0kS1wuZQxrHIIJOfVD6ntI44lVEUeGv7HC43BVV2MtoBjf41ijKu6ZXEM99XE2zSExpAbaOGIAj0S41ibE+ppdaoLm24Ib+KtpFBTOrXln0F1dzw3kZsjVqzmiC5dq7CATooqbWxIaeMAenR/LS3kCCTnkHtY7AY9UrW8mRVPdfPXM/R5y/3bOvN7kzs25YuiWF0SQzjvdW5/KSqF80pqePDNbnYHC7em9xHM+4DLNp5kgqbg+RI6VpUq2NySrwBBtnV+rLuCSRHBnHz4DRuHpzGv6900POpnwCUDOPIznEMytCWecjB6Na6fI/rmYjT5dYQxdMJ9gbCjf1TGJgeTX6lXdNb98Vre7D8QLFifgRgNekVQ6BO8aE8dnkX1mWXsfdkNX3bRWI26DEbpGPbV1DNzYNS/Zzee6mCjNMv78yOvEr+cWmmZhwUBIEJfdvyzPf7OVRUQ8c2oazLLuWD1bnkldu4JICTrtPjGP/ApZ3o3S6StJhgpnyyReNcnREXwhGPC7xOEBSX+I5tQvjbqI48vmAPX23JY8rQdJwuN+uyywhrLz1LEyOsvHz9BdxZHsI1i16nwmbj4ldWkZUSwfEyGzpBMgccf0EiiRFWVhws5vZPtlJpc5ASFcQ/PKUW6l6kUr/RwLXv5xJaa2YTARwQBOFHQRAWyn9n+NlJgNqN5AT+WUHlPaIoOoEqwDeHew2wrSmSKAjC7YIgbBEEYUtJye+wObiKKK7PKaXYKT3YzA6Vk1R9EzbkSg9GaZtRXdpwadc2vP7zYf72xXb0OkFp9At4pacA694EZwOGukKG9ulFj77D6KjLx4x0PMpDylYqtc0whUCV9yEWELZy6H49XPqs9DpalX26+l0wh4I1QiKNxZ54wO6vJEnq2tfB7WOo63LCvoXQabSSebQY9Vx3xVhpfaG3vlLW+bcJswSsd5IHBpCkpaO7xfPNXQNZPG1o89+pOchEEaBgBxxaol1flQ/hSZLBEECdD5F2ObRFWPL+bKXwVj/MiySpbopQTIgpwCDuckBdCSRmQeexsPVj6TPVqC2B/w6BXV+wLn8dNyy+gS8OftHs1xreMRZc0jX1zp4ZpKdJBK+1EsCMuBBWPjhCM4GeOiKDKSqHzfxKO0+O78bkgZJLaKpHsiGKIvmVdm4dksac2wZg1EtOv0+O66ooleXBf2TnNkwd0Z7M+FANSZxxbQ+mjfTPfH4/bSjL7h+G1aTnwo6xbMwtUyaiJbUNlNc1tmqidyo4VbezdtGnTo5ai6QIK0M6xHCrp5bEV358JpjYty1X90rijgvTT5skqtE5ISygTLwlvH9TH1b/Y0SzfdgCQRAE/n5JRww6gZ8PFHHJK6v4y6zNvLMim4y4EMUoasMjI/nhb00/M/Q6wSP7bjo7IwgCF2W24au7BjKpX1uyUiIY0y1e44b7yd5P+D7ne8122VXZ6AQdqeGpgEd66m5a5FPjqFEyirILcWyomdcmZvm1AQkyBJEYqSM+QnqfxeA9/nCrUSM9bQ4WvbRdVUMVZr03o9gmNIS3r70WgOXHN3Kyql5x3lRnu3ybsWtfS+ODWoYvCAI6nUBNoxRY/XP/TAaoZF4l9l9nzH/6ym48Oa6r1KM2OZwl917Y6mdHtMd+f7uqjcGCqYO5zNPTWFZgVNgaFffTiACtAa55Zx1DX9Q6y8pEsaBSMqgxek6Vr9OojHEXSP344sMtrXpWfXnnQMUzISbEzLNXdeeu4e2JCDIpcnyrD6G1mqT9Hi2Rjq2wuo6J725AFEW2H6+kT2qUQoJ9s5avLjukjAkAY3sk8ICq1vnGASkaZcpdn27l5wPFTBmaRlpMMEa9DoNqPiDXvMvZ2Ul92/L6pCweHpNJaa10vtceKWXFwWISwy1KX1sZ4UFGlt53IU9f2Y17PaZRFTZ/Er7k3gtZ/sDwlk6nBj18CJdvy5TThSAIZMSF+MlYr+mVzDs39mZoh9gmtpQgnz91xlk+f1kBXEuTIqxMGZKGSa/juj5tefOGXorJmhpXZSVhNuh46ceDuN0i0+fv4ecDxTjdYkD32jf/1ItJ/drSK0V6TvZL985n5WdJN08mskdyBAuneiW41/dpy58HtKNvaiSfrD+Gyy2y8lAJNfVOrCZR09fTavSY+oxpT1pMMNuPV1JW18g7N/bmruHtlXFzeKc49jx5KbdfmM47N/YKeP+EW43U1jffG/ZcQGtH4n/+qkdxmhAEoSuSHPWSpt4jiuK7wLsAffr0aVn79VvDE+lzoOet5dmkClX8xQyCXUUOq736axpqvUYwClH03oRPXNGVMa+uYueJKqYMSaNNmIWcqhx06EgNUhFFa4SX+EWkEB0BbHOz475uvL7dxa1DPZP6ulJI6AlhSVDdAlG0l0NoPAycCp3HSZ9RuAtqi7yyV4DMy+Ggx5V100zv8thO0PFS7+vcldI+u16t+ZgOPQbBEqBgF7SXymRlWVwTJnx0aBPChR1jqWtwKvK+3u1aridpEhvfleSkahxbB51UNWHV+RDeFkI80bHaIqRyX5iz+yOCf3yMcbF9IKk3W7b+l4/aduZ1pIJdNeKF8oDGCtL+kM559+vg0E9SNnLsy9r3iC4oOUh5uPSA3Va0jUmZk5r8apdfEMnMfd7Bt8TyERdlvu8XnT1VPDi6ExP7pTD5g43aTDdSncb67DKKaxqod7hJirAysH00h54ZozyAt02/mApbo/I6xGzgwUsz6Z4Uzp2fes2P5LozX6j7QfZPi2L+9nyyS2rJiPMaJGSeZaJ4qjDqdTw5rivdklonbz0d3DQolYn9UvwyFGcCo16nmMr8LxFqMRJ6mr06g80G+qVFKU7DIEnQXp+Updx/Z/OcZcaH8dzVPQJmzWZsmQHA5emXK8uyK7NpG9pWyfaZ9CacbmeTWbPqhmrCorzX0ZJ7hyokxRdBxiBsThv1Tkm+bTV473WdTkAUW3dO5WOrbqwmwhKhOAia9WZGZnQmYWcCtrgTnKjwyqzVphG+hEadYZz/10EcLKwLOCGrbpQCRb2SE8jP2aIsL7IVER8c7/f+M4VRr+OmQalM6peCIHBKgYk2YWaGZMQo5kIHnxmtUWrIRHHW2qNMHiT1HonyqQsPNumpa3SRFhNMXKiZlydcwKcbjvHeqhxmrz9KlOd3Nug9xhxNBBTiQi1cnZWE2dj88TvdTvRC8+7lMSFm7h3VgVE+qozECOlY2sdGchwUF9SS2gZyS+vor5rw++7/1WVSf+ITnozic1d319zfd4/IYOWhEqWNV3W9k0n9UnhkTGflPeq7a9cJSZEVGyKfHx3jeiby835pLJ2+YI9SHjG8U2AC1aFNKB3ahFJlc/DpxmP8LUBQMibEfMqKjbQY6X4Y2iGG9yb3OavPGoCObUJZcu9QxWG8qVY9vmjwmOWog1/PXNmNWeuOan47NR67vDP3X9JRqXEPhOgQM3ePyOA/Sw9x00ebSI4KUrLsgzP8a/qGdYzVmFCFWYzM++sglu4rYmiHGG54byP3jupIm3ALU4aka/oudk2USPjNg9KY+vk2Xlt2iA/W5JIWE4zJKCrKB/A+w6xmkafHd1P6/PYLUH9sMuh49LLOfsuVfRl0yvk7l9EsUfTIPMXmWmHI7zmNz84H1DO6ZLw+mb7vOSEIggEIRzK1QRCEZGA+MFkUxWzOVbgacWBAtrGuFD0k0K5qmuppO5FtNJBWtBddiscBS+5JZfQO6kkRVlY8OIIdeRWM8NQpjV8wHoDdN6pMal2NsOEd6f+RaVJmCrCK9Tw0urv3fXWlEBwL4cnNZxQbbeCs9xLCCM9Pe/tKrQQVoMOl2tcXTYdN78Om97REcf9CKZOZ4aPBD4qC8BQo8GYU5UyMb1JShskgMKj3Nq7teO3ZeQDv/Fz697bl0KablLUr99HKV+dD2/7ejGKtN7r97LaXITaacbkrIXclD7ZNotRRwkmDgbZO7WQpUfB3LZP27wkghCZIWd+EnlDiY5ojX0eVx7EahgOQX5uPzWEjyBg4e3XN4oswaluEcfcY4xn3AjIb9GTEhbDukZF+61JjgrA7XHzscTGU6xnUnyn3MvPF8E5xXNMrmWt6J5HYhHOfL+T9rzhYQkZcqDLRONsZxdOB7ND3a0EQhLM+Cfn/glcnXsD8bfk43SIzV2YTG2rmck+m59eC731VUe/fMBvgWPUxUsNSlddytq7R3YhV53/d1zTWEGb2EsVAfUplBBmCKLIVYXdKE3K19BQAtzSRmpY1rekvgpdg1jpqsegtSqTerDcjCAJdoruw3ibJwSI8mWd1RtFXeqomjp0Tg8lKCWwKIWcUw0xh1DWqnJDrCukZ2zPgNmcDzUmFm4IgCDxyWSaXvy4ZfPnK+TPjQxUzkSV7C7EYdYrB0R3D0jlUWMPIzm14ddkhFkwdrGTw+7SL5AOdwOPf7lUyPnqdNCA2JT0FSSreHCrrKxk6dygP9nmQyV0nK8tzqnL459p/8s6odwgxSfMWOcumhk4nTQ+nDsvkodUgZ4bXHSnD7nCR3oLEcuaqHIx6gXCrfxDIoNcx88be/HygmEfmScZFtw1NC7QbrEa9kpmM8an3lLOh36lMUXzbTfkiPMjIQpVxzJlCrxNY9/BFRAQZf7Xnc2Z8GIvuHqJypG0ZDk/dtzqj2DYqiMebKkFCusabI4kypo7IYPWRUrYfr9QokBJaOY73SolUejHKMmV1kECGXPM4snMcRr3A678cIS0mmC9uH8Dkn5yajKK3jUsjvdKkY+qcEBY4WN8CLEa9nxT7XERLT7nlgiDcIwiCpuhFEASTIAgXCYLwMXDTaX72ZqCDIAhpgiCYgImAr5x1oWr/1wK/iKIoCoIQAXwPPCyK4lrOZXiIohytuG+spzeZD1GcHRbKlcmJrFQ3MZaJoo8hTFSwiYsy2/hP7PVGdphNnDDopZq6ze9Bt2uldhpylrJBZQRwcrtkTBMc0zJRtHv6N1l9pAgGExh9ZFghsXDjN97XGRdD92shdxU4VBb1OSsh7UL/7QESekjZSg/keqaUpHzmHJjj9/ZDFYd4a8dbPLzqYe/ChhrFEKhJVOb5e/S7HFC0FwbdA0m9qHE3UBvZDsqlom+H20FBRY70G4YnQbBMFKWopTquYhcELkxJotQzWciTtUIJ3sF7nH4drJohHa8aNV6iuDZ/LQtDgqDymPY9KqIoZwt2l+7mmvnjYOYwsDchawY6Rnbk6yu+BqCs3p+snqg5QV5N070sTwXtPQX1H609SpeEsCadHwPBYtTzn+t7Mqh9jKbJb3NoFx1Mj+Rw5m3LZ/qC3by67BD90qL8JHnn8cdCXKiFO4a1Z+qIDD6d0p/3JvdpdeT9bCGnyhtwqm2UnseiKHKy9iRJId7qDFke2uD0r7pwuB3YnDZFetoSoq3RlNpLld5haukpQPekKFKr3+G2Hrc1ux81wTTpTegEnWZ5XFAc6KtoHxvM6G4SAVeTGLWZje9r33VqyEQx1BRKrcM7hhXUFjS1yf8UXZp5vul0Ai9e00OR2N09IkPJTj0ypjMf/aUfNw5ox+bHRmlk3iM7t+HAU6NJjwmmpKYBvU5AkIliADOb1qLULmU+vzn8jWb5K1teYUfJDjYWbGx2e/l3k68BQZBey67eciatKSzaeZJ52/K5OEDdGkgGXpP6pfDlHQNZ/Y8RGudh8I63WSleIuJrDNQ2KkhxjJZ/myZ9AX5FJEZYW0WwzgTdk8MD9vJtCvJsRW1Kd7ag0wlclBlHbYOT3NI6kiKsLLx78Fnb/+xb+2nKISxGvVJW9dT4rrQJs2B32hXJPKDpoxhkMrBg6mA+n9Lff+etwP+XjGJLRHE04ALmCIJwUhCEfYIg5AKHgUnAq6IozjqdD/bUHN6N5Fi6H/hSFMW9giA8JQjCOM/bPgCiBUE4AtwPyLP8u4EM4AlBEHZ4/vxt/s4FuBzMDQ3mePATfH53HDcNyQBLuJd4AbPylvFitETATnoe2oAqo9i6uqZSeyl/ToznnjaxcHy9tLDzFVKbCk9EEDka21AD7w6X/h8ULUko60qaJlY2mSi2Us6ZMUoyXjGHSW6uqUOkHo/5HtlQ5XGoyJWIYiAk9ISyI7DsSUCSRXw+pT973C/y7MZn/d4uk6R9ZSqvpOeSJWOfprD+LXi1G2z5ULu85ICUkU2QpHbD5w5niPOglFEURf67879csnA8BXo9hCWDOYQNIeFckvs5f1/xd/65zqvk7pfalgq9N3q4xmqhTKcjt/0wmCJ1fOmnOwi/PAPf/117HB6iuMtRyZ3L7uSx+iMcrysEp0pmJNe3Vh5XsgUAJ+xF1BfuhOyfm/z6wcZgZaIpT8TUGDNvDJfNu8z7258B+qRGEmI2YHe4tHW1vyKu7Z3MvoJqPt1wnMt7JPLhzc2YKp3HHw49kiP8Jp2/BbIrvQKZgXMG8sKmFzhYcZBaRy2JIV43SXlyo76vZRyukFoeyGY2LSE+KJ4yexnFtmIMOoMmwg6w6J4hLLqn5eyJ2eCdgKtJo5oo2px1LJrWT8lQaGoUfaSnza1TY0exZAwUZgrD5vCOUQcqDrR4zP8LCILAaxMv8JPgy9DpBD6d0p81D43g7osCO00HUnioW7S0jw3G5TlnZ0IUDTqJuPief1nuK2cTm4JMFOUJOB6i+MMeafxS9xEE+OjmvnT0uIXeNLAdb93Qi/sv7sgzV3ajOfRLi/KrKQQUB+ieqoxVTIg/6fnklv5MHdFeamvQP4U/9Q9sCvZHw5uTenFd7+SzZq7jC7mfbn6lnRGZsZpa7TPF0A6xPHJZZ5xuJ0erjgLw+qQsHhqdyZCMGJxuJ5UNlURbvcRZUWp4JPEXtI0IqGRqDczG/x9EsdnQhSiK9cDbwNuCIBiBGMAuimLTaYhTgCiKi4HFPsue8Pn86wJs9wwQwN7x3IPobGBxiIU6dyGv7XiJxNAXqAuJomudlxBuqD2Kxe2mXqejtLGKwrpCYqwxlNQVcklaCu9XHqJ/nDfdvrlwMxHmCBpcDXSL8T5cZ+6U6gHdlgjA4xQWmSr9qxBFDyFQZ5qCYyHMM0E5uR1SA0R8ZGLrkZ625DbnFt0IA+9GGHSPtCBlACBIdX6pQyBX0tE3SRS7XwvL/y05fY76J8uPL8cc5J2YiKKoGUjlQa3G4fl+cn1n6aEmj5G1r0n/rnkFev/FWwApS149WT+5/kN02hFOblMirEtCgvhLuJQBWBAeToHbTsGxn5r+PGB2eBizw8MgfwHXB5voHhLM+No6hB4TYNdc6HMLpAzgyXX/YtCeH7g4IoUjdq9JznsRoTxdlSdJUcGbUbSVYvcxRdpuNjGwKa0uUt1SqN1z3nwzlSo4v7sfw/Wzmv1eLcFs0DOqcxzf7Spg/AWJLW9wFnB9n7Y88a3kvT/j2h7n5Zjn8bvAiRqtcuPzA5+zt0y6TtUZRVnmGYgoTvhuAnAKRDE4HhGRuQfnMrzt8NM5bAC/yLzbU3Ygk4Q2QVJWqMhWRFq4JBFU18/5Zg3V5KSpjGJFfQXv7nqXwUmDSQ1PVc5Hr7he7C3dG3Cb3wPkpu1NIchkOK3sUprHDTqrbST7POdulPtAAAAgAElEQVTsTIii6Mkp+e6jqqGqVfuWrwE5WDDrlj7UVaaz5kgpIWajn8nKiMw4EiIsjH51Ndf0Tj5j4vDGpCxOVNjZkedVaQVy706JDuLBSzMB+PdV3f3W/1HRJTGsRXnymUDdpqm5XqFngnmH5/H0hqeZOWomg5IGKTL8CnsFIiLRFi9R1Ov0GHQGRV1xJjAb9DQ4m1ZCnCtotcBeFEWHKIoFZ4sknocEm8POEbP0M+wr28cVC65gYqgLbKpG4g0VDHQZiHc6OVpfwsVfX0zW7Cwu2f82AN+dXKO8N7cql1t+vIWrF17NpO8nKQ9pgF+OSxmqBJPKXSvKo+c3eaJF6oyiDEs4JHv6meVt8P8SLqeXVHkyipO+n8R1i67TRHdLbCVcueBKXtn6Cj0/6cmXB7/07sMaKdX6HfV8l9xVEBQDsU0UCkelS+6q9gqYOYxpy6dxx9I7lNUKIfRAHtQAdub8hOPfLRgcuBxSu4+gGKjK8/aIBIkomkIgqr1mkx5pKexbMIU6h3QOfwkKgrBEHG4Hq40C4whm+5+301p8eehLHo+N5qfBt8PYVyRTnMUPUHxiI18f/obljSWUDr2fI9WSVG1i4jAWhIaw4/gKaQdH18BSJe6CXTa/AcwIvBUZQWndSfVHagb9IEMQwXvmI4giNT7GPepaomMNpZwNPHZ5F+beMeA3k3/K7SsWTB18niSex+8GNqeNYGMwF7e7mNljZpMUksT+MqmuT51RVIiiS0sU1femksVpAW2CvbK+iZ0mnvaxq7OIFr1FIRnyccQFSdmdYps3uKWRnrqbkZ66A0+4SuwliIhclXEVOkHH26PeZkKnCQxMHMjR6qOaz/ojQK6lSoywKs/z5moUW4KyDx9CKAdfAwUq1JB/N/kaEHExulsCz1zZnYfHZAbMjGbGh3H0+cvPSnYp2GygU3woQzrEMrprPE+3kJk8l1HvrGdxzuKABlm/V8SrTHLiQls39i8/vpxP9n7S6s8orJMSIzN3zdQsl0tq1BlFaNlRurWwGHU0OM79jOKpV2Kfx1nFnoYKnILAyFht7Ue9zTP5rimkSHQSH5FGnNPFshp/355Qi5f4+daMqXtUFXsyT/Xqmj/PtnmOaqn3lFyjqCaKUWkQHC21u8jz9mxSkP0zZEsklKAoahtr2V++nwPlB1h5wuuDNHv/bLKrsvlwjyTlPFjhY7ySOljav7NRIoppQ0Gn44fcH7hs3mWsOrGK8nqVzFFuv1Gg7UcG8OCS2yn98WGlvrA6x1vbeePqvzOtTSyNQK7RwLoFt4BvnU9NISCyPKEDo9omUll51Lvu5A5JLhvAYnVCiJMjlVKj+KNGA4QlMWf/HKoFkdF2pyLjCQT1JOvOHrdzZ887MegMPFu+iWxbIVzxOhTuZtOcKwEoj+vIiD0vM3vfbCx6C3f1uBOANQXrKbGVwCypuHufycgDsdEUVR9DL+jZNXkXz5jS2GkxMyX3K6gpUs6TetA3CgZ0opsQt0hNwTbY/IGyTm07f6X7mFLHciaIDTWfmRPtaSAzPkxTRH8e5/G/RoOrgRBjCC8Pf5kL4i4g1BRKvUuSzicGq4iix8TM7tBO1OucUqAqyhLF0KTWtf9RO4P2jT99CbbaLdWkNykTVvm5F5AoegiIgHBaGcVKj1Ii0iyVZ3SL6cb0AdMZmjwUvaBn5FcjeW/Xe6f9nZo6nt8rbhqYyoUdY7lxQIpyvGeSUWxqH3LwtUWi6CM9PZNjORMkRVj575978+cB7f4nn/9bYMbmGTy0+iG2FW9r+c2/E6jdVNvHaWXMTrdTIXlqTFs+jRlbZrQ66ydfo/m1Wr/MMnszRNF15kTRbNBT7/gDZRTP49dBiVPKuHWKyGLu2LlkxWUBcNRDiOpyllOj1xHf5gJiXd4L7v1L3megRTIDKFa55MkXvoyfj/vXoNlNVjCFKtm63KpcLvvhBj4KD/NKT2WiePP3EOHR6qf0h7yN/taiTq8BTZXOwEtbXlJeq4nrmvw1ms1sTp96x3aDwWmHze9LGbz0EQD8Y9U/yKvJY+rPU7n6W1WrjBiJKNYEiEiuq9jLzENfSISv6gTVe78C4JGEUZgEHWuCrPROS2FcciJ3VG0mf9dn0oaFu6U/T/3fW/paigwG5uf+IK13u6T1CT2xOWwagpRk9Mq8uupDqdTrqXLV8/mBz+lniGRI4WHIXcWQJKnW58oalXEQMDZ9LPPHzScjIoNrOl7H1Aum8s24b3C6nby14y2pn+StS9mUIW1fbvV+XoQlgsiYTCxukZklG7noK6ltiAg8GhvNjyHBfFm0HqvBiiAIjHbquKuiimxHFSWvZuLe8zU9Pu7Bf3f+V9mno/IYNNYR6nZTg8iONS8waM4gyuxlFJYf1hy7pvbzPM7jPE4b9c56jZmMXCds0pkIN3uDgk1JT2XXz7/1+luTzsa+iA/yEsXWZiEDwbcuUc4oCh5Xb7X0VIZMHCwGS7PtMZoiaeUN0lgZYdEGfLpGd2Xu2LmAZGZ2piivL2fQnEFM+dGrGvk9IjHCyie39CM6xHxWiKK8re/5lzMu9arxPxBcogsBQal7bSozfB5njuM1x4GWyfvvCep+uX3aac0Q39j+Bhd/fbFmnqW+DncW76Q1qGiQ5shyFlyGklG0aImiUWc8S9LT/x81iueJ4v8YtZ6oRaQlhC7RXXhigCQVzHbVgihSWCFlEONjuxDqIWidozrTP6E/70YNpG99I8Wq7I5v9GVTgX8GsN5ZDw8cginLAG/Wcb/ZrJKeem6ooBjvhm0HSFLPssOSNHPpE7DiBfjpcWl9p8u5b80/NO5ocr2NKIrkVWuznX4GKe1HSAT2x0dAb4Iu4/zeU1ZfRm6V5C4qE9hCQ+AsncUtSoRz68dU63QEud3csO5D1rj8a+BW5K/hvuX3UfjeMKnVxQcXIwJlnmjo0hKPyU7VCXDaqY/JYNRXoxjxpURmp2VNY0nPB9mde5x5g15kikuaoB0oP0B+bT4DrAnSVOnjK3hl+CssjruEp0v9TWAyIjOYP36+EuFPD09nTNoYVp9YzXMbn2Nm+XY2uWuUcyEjwhyBoDcQL2pJ8wmDgWyTd+KnRPzrShholwaTPWYzttJDiIjM3jdbea+joRqqT0hEUScw2+SkprGGdSfXUXBsFQAzPT/P6boL5lTlaOTR53Eef3TUu+o1tX5ynWGEJUIj02uKKMqy+2Bj680ngoxBjE4dzYxhM077uMFb3wMeoujJKMrHHWQMwqw3U93gnbDJskirweqXNdS0zmghoxhl8VcjdIrqROeozi2SmdZgf9l+7E47Gws38vjax894f78FnKKWKNY56nh5y8scrz7e+n3IZFMlX1UT5ZZIiVt0oxf0TZrinMfZg3yPNKdcag1+PPojmws3syJvxVk4qpbx0V/68vPfh/nJkNedlEpe1PNatdnXpsJN1DnqNCVOgSA/I+xOu4YANpVRtBgsZ+WZIRPFc0kKHAitIoqCIFwtCMJhQRCqBEGoFgShRhCE6pa3PI+WYPMQxaggKWrcLqwdBgQOGvXQUE2RJ1XeJiKdFE9k4u6su6WNHXbiRK2Mxze1vqdsj+a1UWeUHuymIKUlhky82qD3l56aVfbqbT0WwXkbJWno2tdgxbNKS4aqy15kc+Fm5e1dorsox1PdWK3Ip2SoJwvKZ/Xy9Gm64AawRvoZO4BKsqrTwx2rKLzydb/3ABKxrj4Jx9ZRrdMR5iHa1mPeeru7KiT5zPPlm1l2fBkrg7zSqQUhwZQ6pfNRLluue0yGvrPna+ogIywRUg0h0AEjqSWS/FSuC82I8NYzWgwW2jpdEBzLkmuW8OGlH3JlxpVMvWBqwO8xMmUk9Z7M5Js73iS/Np9QU6jmd5cHiDCf/me5nnYbFzilB7CXKJaR2ehAL4o8ERPF5fnf+n2uw2mHKoko7rKYqfVIbSsbKskukmotu6ddgsFj3X+q2Fe2j/ELxmvI6aw9s5i9b/Y5/2A9j/M4XTQ4GzTuoXJG0ZcINZlR9EziQ42n1hN0xrAZjE4dfcrH6wurXjouk96E29MzT84ogkRg1S0sZBJjNVhPq0ZRzhaos61qWAwWvzrO04FcUjA4cfDv2iRHDfmcySTvoVUP8dHej/ipBVM1NZSMougleOoSkNZIT/U6PQbBoLw+j18HMgk/leDrvrJ9TPxuokK2SmwlPLDyAW758Rbu+eWeX+U4fTGiU5zSIksNOWBWUV9BTlUO8w/PV4y9QMqgDpkzRFFQNQX19ar2qyizl2HRWwgyaJUX4aZwv+zj6cDs8T5odJ3bwfDWZhRfBMaJohguimKYKIqhoii2vtHZeTSJOs9DODZYOp1GvZHeIe34JdiKWFvCSU9dYUJIIn+2Ofk2ejgXJnucQB024kQDRbYi5cHgSxRlyLUtcUFxfpGSA+WShbhdb/Q3szGrbt6YDpJZzfGN/o3dBR2FTu/gbzVYSQ9PJ7cqF1EU/TKdkebIgC0XGPVP+OsGGPsqELgtgyYzmdCTQn3g6JlTEHBXHGNd2R6qwxMJU92sVxqkTOkAu/ZcHDZJ8phaQeD56Ej6x/fj+upaquXBsE76PZbXHCbWGqtsF2IMgRBPh5ajq2hbV4EA/JLnIYq9boOsG6X1DbVQXwXmMJJCkugb35enBz9NbJB3f2qom2zLuKTdJZrXci+1er3X1l4Ejve4BoAsgyTLcotuqR6xrgSrKDLUZqdSr6c8wETK4axXiGK5Xs86D4k+Vn2MBbXZDHLpCY1KJ97ppKD6aMBjbw5yvzg5o+0W3fxn6394cfOLv1kk8zzO4/eGele9QrbAS/jkGjwZTWYUPc/MYNOvY2ffEsLM0lhmMViUgI/cTxE8vQ49/SFzqnKUCZlZb9aQEdBmn3zXyaioryDUGOrX0kOGRX/m2YGjVUd5deurRFmiaB/RXiGnvxWcbifPbHjGT5XTmu3AS/bkUpBTMbcJRD4qVOUurTGz0Qm68xnFswBRFBFFkWJbcUAyKP+ugXqrNoUXN7/I3rK97CqV+lJnV2l9MHyvlUZXI/evuJ8vDnzBT0dbH3A4HcgS/FJ7Kf/d+V+eWPcEXx78klBjKL3ielFUV4RTdLYoBa9oqFCel5UNXj/OvJo82gT79xyPsERornGQzv1n+z+T/B9aCbNBeu7Vn+OGNq0likWiKO7/VY/kDwqb6EQQITrIO6iPbtOXY0Yj45f/leP15RhEqbbDYjCTLqjqRxw22uiMSi+YRlejplZMPXD+a9C/eKDPA1yUcpFfZk8ePKoNBv8aRXWPJEGQsop5G+CkT7G03kyRh9R+dOlHrJqwipTQFErsJTy+9nGlJkWOineI7BCYKBrMENdZ+iy8MqqBCQO5usPVRFuieX3769z9891KsXGRPbCr3X8jwhi5/23uiA1jhbuasJSByronEi9m1fD/EuETpZaJ4nchwdh0Ou7tfR8xOjM1okOKztZJD4lj9hIuiLtA2S7YGKxkFNn9NWYR2lhiKKwrxGqwkhTeTqrBBNg+G/bOkzKirYCaQD7c72G+v+p7pZZVhvybGlW1TVssZo6GxxNqDKW9J1Bgc9qkrKjbAX1u5cmB/yS0iWjXn+saoLaIep+G4z8e+ZYinIwPToeQNiQ6XZwMkPltCXIEU65rUmeP1f3PHlz5IE+tf+qU938e53Euot5ZHzCj6NuvTo6CN5VRDDH+9j0gQZLBg1RT6VujCNKzssZRQ4mthPELxjNr7yxAksv51SiKLdcoVtZXEmmJDLgOzo6M7PG1j+MUnVgNViItkdiddrJmZ7G7ZPcZ7be12FO6h7kH5/LEuidafrMK8jmT5XYyYfTzB2gGgUilehLd0rn1lZ7+r8xszhUU1RWx9NhSv+UOt4Men/Rg8BeDGfnVSHp+0pPxC8YrQRfw3i++c7xAn3HbT7dRbCtWfg85qKOWdoI2Gwewv3w/S48t5d8b/83fV/r0dvbgSMURP1VQQW0Bb+94+5RqVOWMYqGtkA0nJcf9vWV76RLThYSQBE6qXNubyqKKokhFfYUScL9m4TXkVOYgiiI7SnbQI6aH3zYR5ggNoQRpnvz8pud5cNWDrT5+OaN4rrfIaC1R3CIIwlxBECZ5ZKhXC4JwdcubnUdLsIsuzG4ItXhJ3WUpo0hwOsm1FbDVWUWyYJR6EurNGuMYHHaiPc1Bv8v+jhFfjtAMAD1ivTdAXFAcN3W9iWBjMHanXXNTyYStWqfTZhRNIf5kJqW/1Oj+4A/a5W6HEmlJDEnEYrBwXafrMOqMbCvepmQU37vkPWYMm0GX6C6tSu3Lx/bEwCd4ctCT6AXpeFaeWMmPR38EpAdZlCEIvc/lLAoCpap+SWGqtiDGrBuJDE0kyK19mB02mhCBFcHBpIWn0S2mG2EeQ4jH1z7OrPzlvBsexrG6k7QL87qnhRhDpOyrwQrV+ZDQk5QIqfVIRkSGFFGXieSSR6R/61oXmVLXG7QNbUtKWIqfDC0lVKrXfHbgkwR5JLa3JLRh7uGvaBfWjuhwab3dYYMTnrrV7tcRlTWZl8v9Cfs3NivDi6SM38EQ7SSs0jMItYvuDCFtSHA6KVCZU7QWcoG6bJ6xr9wb5Hh7x9u8tFkyRVpydAlfHfrKb/ucqpxzqmj/PM6jJczaM4v95fs1NYoyUfStO5Kj7b73gCzr/F8TRbPezBXpVwDQPdbbly7UGEqdo85P/aIX9M27njYjPfU1slHDYrC0OHFuDjaHTQnAPtr/USWz63Q7eXnry8r7vsv5jn1l+34VInQ6xy+KopKFla8ROdN0KmY8gTK5pyM9lfsq/xGlp4uyF7XYpqXUXkpOVQ4PrX6I+1fc72dMeLBcUnGpA+w5VTma5IB87bVE3t/d9S4bCjbwXc53yj1W1ShJMg9XaI3q1L91o6vRr8zElxDuLdvLVQuv4pN92vYVM7bM4J2d77C5aLNm+VeHvqLfZ/2YtWeW33HKAY63d7xNRUOFQuq6RnelTVAbjVLN13k9tyoXm8PG/CPzaXA1aJRZn+z7hLyaPMrryzUBfxmR5kg/oih7QjTnx+AbzJIziud6i4zWEsUwwAZcAlzh+Rv7ax3UHwl2XJhEHSEW7yQgKDSJZ0uki3KXzkGS3qOfNpik1hEyHDaiPRKlGVtmUN1YjU7QkRGRAUg1gjJkYwM5/d7gasDhdvDNoW+UB0SVTlDVKFZr6xNlpHlkr41ax07cTqX9hizJjLHGcFPXmyioLaCgrgCdoCM9PJ3RqaMVy/eWLIjlaJk8WZKt38Fbm1lRX0FkcAIWj11856jAvRejrFFw1bsw8p+SEU5kKtYRXlOCvvZ6avQ6DpiM7DAb6Rcv9Y4M87iZLspZxH/Kt/BGlDQpURNFxTgi8zIQdDDiMVI86+XfQyGKiGAMggmfNvvdA0F2DUwOTQak3/OV4a/wn+H/ASC93YU8E9xFs01iSCJRUZJDrN1VD8fXS2ZBiVJWMkLn73JolbOfwO1dbwl4LDGpwyE0nkSni5LGqlPu1SU/5OWJ7YGyAxgEAx0jOwLw8b6P6f5x4MbHDa4Gxi8Yzz9W/uOUPvM8Th3VjdVc9e1V7CrZ9b8+lP/XcLld/GerdB+rXU/lZ7avtFIn6LDoLf5E0fPM9M1A/laQawUNOgNDk4ey+6bdtA1tq6wPNgZT01jjN3E26ox+ZLA1ZjYV9RVEmZtuq2M1WJslM3annRc3v9hk4HLdyXU0uhv54JIPuDD5Qg0ple+JmsYaHln9CBO+m0Cv2b3OimOiGjI5MOlN2By2Vsk31QRP/v4y4TyVjGKgz5Klt7HW2JZdT90u9IIek2ecORttB3whiiLT10xn/cn1p7ytbHTya6GmsYZH1zzKrT/e2uz7Hlz5IOMXjGdr0VYAdpZoHT13FHvbgPWM7ckv10llLfvLvWI/3wyyGouyFykeErI76mf7PlOIpnwejlUf02wnE8XNhZvp/Wlvvsv5TrPe91oq9pTn+P4WMqHcVqRVo/18/GfsTrsfgQQtKR6YMJC3Rr7FlRlXMjZ9rDIXkqEmsAfLDzJuwThe3/46/1z3TwB6temlrK9urFZqHdUJFRkRlgjsTrvmuVFUJwXDm5LA59fmkzU7iyVHlyjLLEpG8Q9AFEVR/EuAv8Czx/M4JdhxYXbrMOpVP0VwDBmN3gGyrckzMBksoH4AOOxE671FuPf1vo/vrvpOGajVPa1kIiNHqu1OO5/u+5R/rf+X8nCpRvQSwIaawEQx0Xuz8deNMMBrwFJiKyHKEoVRVSeXHJKMU3Tyfc73pIWlKVFx2ckvoPxUBXm9HB1/46I3uL3H7Zh0JqUouby+nChrlPJ9J3SaEJAsxgXFQc8JMPR+aYEgEDTwbmX9aLPkNDozIpw6nY7ebXoDEK7qU3lveQU6zwNPPfmRiSzXfgiPl0LHS5UsX4dIT7/HENWD7eKnIHVIs989EGQ31LTwNBZftZi1E9cyqt0oTYYxLEEbIYswRxAdqyKPR36RSKKnn2a4qh5KhjXcS4L/dMGdPDvkWb/3RKePgJA4EpxORPwdd1uC/H75d8ytyiUlLIWkkKSA71dHLuVtV5xYcUqfeaTiCHWOOk7UnAgoVdlUsIkBnw/QFLyrkVuVy2vbXvvDOLWeqDnBG9ve4EjlEV7Z+sqv/nlu0c2So0uUydIfCeoJlzqjKBMkWU2hRiASVOuoRUDwM2j4rSDLQNWGNWqEmEKoc9RperGC5JjqOwlrTXuMFjOKLdQozjs8j9n7ZvPY6sf8sikAy/OWE24OVyaa6lrRRncj8w7PY9CcQZptfLNBMkRRbNGhMRDK7dJk3agz0v/z/jy65tHA76svVzIr6nOnZBRd/hlFt+jm0dWP+k3gZQTKkFbWV2LSmYi2Rrcqo6gTdAQbgzHpTBq37rOF/eX7+Tb7W/617l/KMW8r2tbisW0v3s7QuUNZnLP4rB3LouxFTPhugvI7yATsaDN1/I2uRrYUbdEs21Gyo8nX0ZZoYoNiibPGKR4T4L1HAl3vj655lFt+vIXsymzl+VqsKtuRM2i+c7Ly+nJcbpdizLfqxCrNet9rXT7nvve/vP+NBRs1y2WCt6N4h6ISk6Hex1uj3iLCEsHTg5+mQ2QH2gRriWJBnTfT99aOtwBYkiuRtscHPM649uOU9fvK9imlLvI8TQ1ZFaGeB8jlU00pG+R6zVe3vkqjq5FP9n6CXueRAp/jvRRb63qaLAjCfEEQij1/3wiCkPxrH9wfAXZBxCT6/AymYCJ03hqVdLnHld6kbQzfaCNaJS/KiMigbWhbZUJhNViZ0n0K4K1nkclUvbNeU2dg0Bk4icM7eDdBFEXg4DXvwPBHIS4T+nqjZCW2Eo3BC0BSqDTpL6grYHLXycpymVipo7ivb3udtflrNdtXN1YTbAxWZCt94/tyT9Y9Gg15eX05keZIZXJlNVg1EXkZcdY4v2VqUps25mW6RXfj5+AgDIKB/gmSy2u4qsfOLVU1vF9YTNformRGZSrLNVb0nmOVpQ5yhowgVdS746V+x9Ic/tbrb1gNVoVgA7QNa6s5fhmhSf00r8PMYUTFqaJmxXsh68/Ky/AANvpB3a+D/nfCpc+BIGgacssw6AxgDiPRc/2q6wUAdpfsJrsym+XHl/OPlf/gnZ3vYHPYWH58OWX2Mk7USg9q+Xc8Wn2UdmHtmiRh6kFfPSgA5FTmtBhlf2fHO1y18CoGfD6AMfPG8OrWV/3eM3PXTOocdRpnNTUeWPkA7+9+XxN1XXZsWaulXKX2Up7Z8Aw/H/Pvb/p7xJSfpvDFwS+AwETlbGP+4fk8uPJBHln9yK/+Wb83qK8hdY2iHFxTglEqWAz+GcUyexkhxhA/g4bfCnKg0le6JSPEGEJtYy3FtmKNnFYv6P0mYRrpaYCMoiiKUo2i+fRrFOWJ7ooTK7h6obaipsHVwIq8FQxLHqYcqy8pXZi90G+fvjI4GR/s+YD+n/dvUYboCzmrIwfIfsj9gc2FmxUjMBnD5g5jxJcjWJu/Vjl3ocZQGlwNON1OhSjaHd5rJr82n0U5i7hvxX3YHDbuX3G/Rs4YSP5bXl9OpCVSClS04Cgr1ygKgkCMNaZJEn0mkElMWngadqedb498y01Lbmoxi7e/TMrGPbPhmbNyHKX2Uh5d8yj7yvbx9aGvAVplfOSbPQRYly+5sy/MXsjesr1sL96urJPbOWRGZ2qIokzqax21fLz3Y0VdoL6v3t7xNkHGID9XZPl+rXXU0i26G+nh6YB0f9y57E4+3e9VQPWN78vjAyQ1li/xl69V+Xm2oWADMzbPUIiwfA0/uvpRHlvzmEIUqxureWDlA5p5aXVjNb3ievH5ZZ/7KSo6RHTQvD5Ze5JGVyNPrn+S5XnLNcc2MGGgJnGSX5vP9znfE2WJCthrVn6eyNeV+rirG6sDzlFkAz553zO2zOBonUTu/xAZReAjYCGQ6Plb5Fl2HmeIekTMYoAJWFA097jDuaGqhqviPSYsBrOWKDpshKqIou9k3qw3My1rGjsn71SIlpooqp3okkMk3n9RjBXR0dCk9HTOgTlcu+05tnW+WFoQ7CWGxfZiP+dOeb/xwfFKvQr4E0W70857u9/jzmV3aravddQGnCBFWCKoaKhgV8kujlYfJcoSpZBDq8EaUAYZF+RPFNUIMYbw1OCnSA1L5fGBjytZujDVdxKAviGpfDH2C4KNwYoDbaCeZUOTh/LSsJfoG99XWqDTw2Uvwa3LlB6QrcWU7lPY9KdNrZr8hcVkal6Hm8IxWqRzOLq2Tsps9pigrLcGeFBaQhNgzAsw8K+Av+OiAkEg0bPuZO1JRFFkcc5i8mvzuWHxDVz57ZVMWz6NdQXreHvH24z6ehTTlk9j+JfDFROlqoYqthdvJ6cqh9Tw1CYlZuoBSV0nsL14O+O/Hc8XB75o8pw0uBr8JnSHKv2bcMv3hM1h8xsMqrNRFhAAACAASURBVBurFYKaUynVb+4s2cl9K+5rdbbtrR1vMffgXD7Y84HfOnnS21p8e+RbFhxZ0Or3nw7UWeJfy+lRFEU+3PMh/97wb8V5r7Kh8g/XIkVNFNUZxcvTLue27rfx1wv+6reNOqP4y/FfeHnry3xz+BtN657fGpemSkGwUSmjAq4PMYVQ66ilyFakCd7pdf41ir7tMTYXblbckkHKwja6G1s0s2l0NzaZCZCfQ4Gw4PACqhurGd9+vLLM91kYKEDVFFGUA6Fvbn8z4Pr1J9fzwW7/Z4P87FNaQwG3/HgLt/90e8D93LnsTlbnrwYCB2XV15rcHsukN/FL3i8sPbaUCd9NCNg/Ub7WKhoqpDE3gPTZFy7RpQSZYqwxlNpLmbVnltIj72xA3QZs2NxhPLn+ScCbBWoKMmGvcdQ0KYn96tBXrTZTk6WdIcYQfsiVfBzUAZOmnu+rT6zGIBg0apqDFQd5ZesrPLbmMe5YeocmuBBjlVzbM6Myya3KVQIhsrT4y4Nf8tKWl3hv93uA9tm9p3QPmVGZvH/p+xrZpXycdY46usZ0ZcH4BUoGeEPBBs3xjkwZSfcYqSzkg90faM6dTBSLbcVc/PXF3PbTbZp6xarGKmoaa1iUs4iF2QtpcDV4VVdoM6+1jbX0jOupqXGWkRKWwsyLZ/JgnwcJN4dTUFfArpJdCkGXiWWcNY7k0GQEQeC5oc8x5/I5RJojya7KblK9JAeDntv0nFIbKl9LDrfDL9AjiiL7y/crZUbyvVfhkOYLfxQzm1hRFD8SRdHp+ZsFBPbyP49Tgk0QMROAKAZHc3vhcR4pr8AiywANFi1RrK9EZ/UOWgnBCZpdWAwWBEHQEEK1pbp6uTqyuztvFdQWQ7B3EHe5Xbyw6QWe2/QcoHoAy2QyqQ8lthI/MhYfHE+X6C7c2+teTfZLPlZ5kD5adVSznVt0c7D8IDWNNQFNGSLMEewr28efFv8JkNxU5e9mNVppdPs/9FtDFDtEdmDRVYu4uoM3shweojqvY2bArV55xEvDXmLhlQsDNrg16Axcmnqp5jzT7zZo27fZ4zhThJq1nWtku/rNF77N87UijHtTqnf1QAhgo685ZqR6zF5xvXjzIv8JTrynVmDmrpk8s+EZHlr9EH9f4XVDCzWGsuL6FUzvP10ja+kf358bMm+Qss0/SNnm1LBUHu73MFdlXOX3OepItDqjKG8r1134Iqcyhz6f9lEymL77c7gdLD++XIp8ewIq9624z6+p9pA5Q5Tj31u2l61FWzlSIfVW8+sJ2gTk/mtHq4/6EaH5R+YzdO5QdpfsZtov07j1x1sDTm6PVx9nzDdjmL52Oo+vfZznNz3fIqlak7+GzYWbKaorIqcyh/Un17Mmf02zhfngrYUFaULZVB1qZX2lEgE/VawvWM8rW1/hi4NfcKhcIu92p/1XbUGwp3TP746IqmVWakWEUW9kWq9pAYNRVoNVkaz+bfnf+GiPFL/tFt3tVz7appEens7um3bTNaZrwPUhxhBERL7P+R6j3qg8tw2CodmMYrG9mL8u+yvv7HhHWSZnH2SpWCDIrUaaqhv0lZuqic/SY0vpGNnRG+wDjaoDApPCpoiiPJb5yu9k3L70dl7d5lU6lNhKcLldfs6TcgDWbDDz3MbnGPPNGL+sqfxarlVVkxS1zFl2uQw2BGsyKPIYr5YDy9uV270ZxRZrFD3SU5AyYaX2Uv6z9T/csfSOZrdrDRpcDTyx9glyKyWye7T6qOb3U2dOA0Fd13bPL/fwxvY3cItufj7+M/ctvw9RFHlq/VN8deirFstkALYWbSXYGMxlaZcp14A6Q+bbeiKvOo+lx5byS94v9Evop9TdZURkYNKZ+HDPh4BXAtkrTpI/y9dRZlQmLtFFdmU2oihS5zEjlJ+du0p24RbdCmkFSfkTYY6gS3QXXh/h7UFdWS8F52odtYoiITEk0c+UZmjSUK7vdL2S1VQbC4KXKFY3VlNYV4hBZ+C1Ea+RHp7O4KTB1DnqeH7T85p9yqQTvHPBZceW0ehu9Lvf1BiUOIjJXSeTGJzIydqTlNZ77zs5iN8zrqcSYB+bPpZuMd24JFVqLyYTbl+og0HzDs8DpKCpHMBTZ9xBCuTYnXZGtB0BeANC5Q3S9fVHySiWCYJwoyAIes/fjcDZ1w/8AVGvAzMB+gAGxYCsjw7zEBW9yVuj6HaDvUIjZ/TNvKmj0soylVOeerC4uevNXB4jPYRWHP8Zagoh1Juh/Gz/ZxrpgTJpFwSYugnnn76krL7MT3pq0BmYO3Yul6dfrlmeGp6KQWdQBmm5mTFIE/cvDnzBtYuuZWXeyoAPinBzuCaqE2mJVL6bKIoBo4NN9SmU0VTfsbBQqbWEyS1C+jBQkXOrwUpaeFqz+/2t4XsdhHvcXi1pQ9E/eAQ6answopqAzul8F4/2969/MeqNfDzmY4a1HQagqX8yhsajFyXJxZeHvgTQSDdTwlIw6AwMSvTW8fxy3S+8f+n7RFmicItu5VrNjMqkXVg7nhr8FBtv0E6m/vzDn5ny0xQOlh9UiKJ68lzbWEtedZ5fDdCmwk3K/yd2mghIBezyNTx9zXSmLZ/G2vy1GnnlwuyFjPxqJC63i6qGKsXqH+C93e9x85KbFVlmmLnpwUyGw+XgcOVhggxB1DTW+EW7ZUv06WunszxvOZsKN/nJeT/d9ymXz79cIb1p4Wl8tv8zJSugRmV9JRO+m8Dmws3ctewubvnxFkZ9PYrx347n9qW3c9eyu5jy05Rmj1kmwBM6TcDhdvDSlpcCvu/vK//OHcvuaNIQZHvxdib/MJmZO2f6rVNLp/aU7VGUESdOo+VKc1iUvYiqhirWnVzHpO8nMffg3LO6/zOFPMmDwM/uQAg0UbcarHw85uOzemxnE2qTnZ6xPVl23TJWXL8iYI2i+vWsPbOod9VrSJOcBWkpowjQ//P+ftkvURT9Mor9PuvHoQopYFFoKyQ9PF2j5NDr9Nza7VZuyLwBCNy7OJC88vlNzys11SfrTjbbj63R1cie0j1c9NVFvLTlJc13zojI4IdrfmBs+lhMOhOfH/icE7Un/I5DliHK44E68CJnFHeW7FScW+ucdWwq3ES0p9RCrotUB4eUpux2qcwkkPTZF263WwmkyhnFs4Vlx5Yx/8h85Tnpew5sTluzAaH8Ou/7151cx7u73mV/+X7uXX4vy44v02Q9txdvxy26eXbjswHbomRXZrM4dzF92vQh0iL1iXaLbk1G8Xi1Nph5w+IbuH/F/RyrPsaFyRcq41mboDaMaqfNyAcbg5XMm3w9yuUv+8v3U91Y7Xf/bC/ezod7PuTFzS9qlsuBlWhrNDsn72Rw0mCpxZq7EafbqdyjTw1+SlHW3NnzTpZeu5S3R72NUWfU3HPqQHlFfYVGJrrhhg1clHIR3175LSOSJSK1MHshZr2Zy9IuA+C6jtcxNl3yx9xStAW36Oa+Fff5neOmkBCcQEFdAYW1kgKmQ2QHJmZKY/2kzEl+7x+cKJn1NeWrkBqeyj1Z99A1uivrTq7D5XZxpPIIY9uPxagzamTA4P1ds+KyCDeHK3Prknrp+vqjuJ7eAlwPFAIFwLXAX870wwVBGC0IwkFBEI4IgvBwgPVmT1uOI4IgbBQEIVW17hHP8oOCIJxawdfvCHYBzARoFBysinSEeoiiwex1PW2oAtGtIS2+CFSnp84oqgt1M6Myeb73A8Q4XZRX50mE1EMU3aKbLw5+QUZEhvIg06TeYztRJjpxi+4Ws3YyjDojaeFpHK44TG1jrUZOlFeTpxANp+gMLD31iSA3uBo0GdVABfjN1bFA03byhuBYHist58uTBRCZ2uw+fg/QCTpmj5mtvNaQmEC9G01e0tctpmvAB6sas0bPYv74+d4FwbF8WFHP2yPfZt64edzc9WZAIvMTO03k2aGSEY46OyWT9n4J/RiUOIgl1yzh5+t+1jj1BhmDuLWbtsZkf9l+Xtv2GtmV2WTFZbHhhg1s/tNmesX1YlfpLq5eeDWvbXtNs42aiEzuOpntf97OgIQBlNeXU1lfyeJcycjgYMVBTU8qkK7z3aW7ue2n25RlnaM6K4RS3vf6k+sDZtSOVx+n+8fd2Vq0leyqbJxup1JUL0taZMjXrPpe8M20v7D5Bc3r27rf5reNjF/yfmFf2T4lcu/bUgWkLOyB8gNsK9rG69teZ/WJ1cq6RlcjFQ0VTL1gKtMHTOeSdpcE7O8FKBPr49XHKa8vVzKtIGVRJ/8wme3F25XorOYYfCZPFyZJkeCzSRRzqnJ4dM2jTF87Xdmv+rpoCTaHjYXZC3/VHnBNZRSbQ6gplKqGKo1MOi4oTmk583uEQZAmlV2ju/Jwv4cJM4URbY1usUZRzsaoCY+crWkNUQSvc6GMOkcdje5Gv3FrXf46RFGkqK4o4Jh2b+97lYxFIJyoPcG8w/M0LpSf7f8MQJG7NeciXFFfwZs7JPXGnANzNKRSDkyGm8M1gRl1sBW8UlN5rJQziqGmUGxOG9mV2dz0w03K+wvrCqlqqGJwkjSJls+zmnzUOepwi27K7GXEBsUSZAxqsT7bKTqVjGKMNcYvO3omaMlAzSW6mswkF9RKUkXf7LvaXfTZjc8q1+ua/DUsyV3CnANzeGztY377k2WeD/d7mHBzOCIiNY01yjWqF/TsK9tHo6uRmTtn8tiaxzQkskNEB2V+FWQM4qauN9E1uit39bwLkIIqskmf7LieHJJMkCGIwxWHeXTNoxolUK+4XrhEF9/nfO93rHIdMUjzBbkdhDz+yceRFZfFh5d+yPj247mjxx2a8iajzqhIx9XBqvL6cnrF9eKerHuYesFUpU+y7+d+ecWXPDP4GWaOmkm3mG48N/Q5oi3RLMxeyIzNM5T3qecETSExJJH82nwK6goIMYYwb9w8BiQMYNOfNmnUADL6J/QnOSSZab2mBdyfTtBxe4/b6Rvfl4K6Ao7VHMPutNMjpgddo7uy9uRaJRlRWFeoSMLbhbWjfXh7ZT/Fdg9R/CNIT0VRPCaK4jhRFGNFUYwTRfFKURQD67xaCUEQ9MBbwBigCzBJEATfK+JWoEIUxQzgFeAFz7ZdgIlAV2A08LZnf+ccbDoBS4D2BAR5iKLe5CWDBlUfRbtnsLRGsfjqxSwY71+r1FJGUT3IhJpCITSBYNGNTR5MPURxe/F28mryuKXbLayftJ6kkCS/bIhsgtNaogjSg3Fz4WYGzhnI+7vfVx4o8w/P1zzcA9m8yxGsCZ0mMCBhAKNTR/NIv0d4oM8D9E/o7yeRe6jvQy3W9zU5uQqOYWJNLe0dTuk3OAeg7g3UnHQDAFMw/y4p4/HSclA5vDaF3m16kxiS6F1gsNLLbmdo8lA6RHZQTHwuaXcJjw14TCmKFwSBm7verJAbkAai/2PvusOjKLvveXezqZteSEihJYHQayjSe1GqiDRRFFFERflUFBFs3ycqlp+ggiIiIiBFQKRX6VKkEyBAQgKppPc2vz/uvtN2drNJCALmPE+eze7Ozs7uzM7cc++55y7ssxDeTt6ax87LrV/G3+P/xoC6A/Bj/x/Rr24/7L+5H2dTz4qBmqOdI4JcgxCbFYuC0gJsvLoRO2N3itXqc6nnYDQYMSJsBAKNgbDT2cHb0RulQim2x24X3ysqLUpT7jhx20TRgnznozvx6yO/4tQTpxQXwBvZNzB552R8c+obNFvaTAzcd90g05ontz4pGrRw2YtcCisIgkIC91l3yvJP2TUFq6JWobi0GN+f/V6xXQxMlLrwimJcdhyGbRiGPTf2iIFjcVkxGJiS3MvWMfL3kZiwdQK+O/sdpu2ZJmbgeeaf75fG3o2Rkp+iKcHi55WYrBiM/WMshm0chn5r+uFMyhmcTCY3xb51+iIlP8WMbMVlxylmXA0JHWL2/WhhZdRKvLWfqt+lZaX4+tTXCoIqB6+MVtREhGP8lvGYeWAmdsRoE2VbsPHqRou9rMVlxQqbey0puxb8nP2Qmp+q2CfWZJj3Avj5fGzEWEUS0E5nZ3WOIkCyVrmEkv9eyzOz4cgozFAQFR7Ev9TqJbzTURpmH5sdi6yiLBSUFli8psnNMV5p8wpWDpJ6pDde3YjZh2bjl4u/AJCqcwBEN221IZccGYUZuJx2GUaDEaVCqUJWz38rbvZuiuTCgZsHFOvgJIonUPl35eXohbziPOyP349SoRTrBq/D2+3fFl/XIaADAJk0X3YtzS4m4lMilMDXyReeDp5miQo1yoQyBVGU42bOTbGiu+DUAvx+9Xez1/Mkzbor69BtVTdRvi//jHI09GyIT7t9ipdbvwzA8sxI7hzbI6SH+JibvRtWRK0Q79/IvoGnmj6FnsE9sSJqBd7Y/wYA5b5PzE3EpbRL2B+/Hz2CeyDINUgkRJ+f+BwxWTHwcfKBv4s/Vl5aidf2vYb5p+ab9cyHuIUoxpg19m6MlQ+vRCs/GmPVyq8VhocNx/KBy8VrH2MMQa5BOH/7PA7cPICJTSeKcR9X8MgTCHw/qM8R3ByQf1fypHk7/3b4oPMHmuekNYOpHzCvJA/HEo8htzgX6YXp8HT0xLPNn8VzLZSeE3KiGGQMgkFvQKdASWn0altypOfqteltpiuUSJYQ4BKA/JJ8RKVFKcisfD/J4WxwxpYRW9A50LrzfIBLAApLC8UkcIR3BB5r+BiupF/BN6e/QUFJAQavH4z/Hv0v9EyPAGOAmGgBgKT8W3BCLgqLHmCiyBh73XT7FWPs/9R/VXzvSADRgiBcEwShCMBKAENUywwBwDU0awD0YhTtDwGwUhCEQkEQrgOINq3vvoJQVoY8xuCkRRT9TZrt0iKSdwKA3kGSnuaZAlpnLwS7BqOBRwOzVWj9sANcAsDAcDXjqqKiaLQ3As7ecCkTkMMvaqZK5s7YnbDX2aNnSE8wxlDLuRaS85JRJpSJGVoegJUn75SjsXdjxSDhz7p/hpHhI/Hj+R8VmvduQd3MXsslJm392+K7vt+hlkstGO2NmNBkAnRMh+da0glqXrd52PPYHoxrPM7m7TKDs7aO/X6B/OSsCYMLBufk4rHsHJuIohn0BsXYlgH1BmBSs0l4pY25dGR62+kWs3haYIzBTmeHj7t9jDa12ohBFgBRtgJIWfoQ1xDkFOfglb2v4L3D76G0rBTXMq9hZPhIzOk0xyxg+f3q73AxuKBbUDdsi9mmKeGUExt50MiTGfJg9+vTXwOQKhfyqlh0RjR0TIfmvs2hZ3qFPC2tIA1pBWkYFjoMX/X8SmEE8sHRDzBs4zBFpXRG5AycfuI0jPZG1HKuJVYUPzzyIaIzorHwzEL8lSBJbkM9Q+Hl6IW5XeZicd/FYlVTLqcFyO7/RvYNLD67WMzq8s/MKxnqKmdecZ5YYY3NihUJ3q3cW/j29Le4nH4ZXo5e6B7cHcVlxYjLikNxabH4/d3IvqHoUWnu2xyuBldcz7wumgYBVCH58uSXIoHdFrMNv1+jQdbfnvkW35z+Bs/tfA7vHn7XLFHEv2uDziC+L6+MlOeWW1pWKlZM1Zb1FcHMAzPFniM1vjr5lSIRYOusOV8nX2QUZijkfOr+4nsNvUN6Y+WglXikwSOKx/VMb7Yv1BXGCO8IpOSn4D/7/oPC0kKpR9HKeAwn2fifecfnoduqbmI1P62QrnWejp6iRB8gx2Z+TVPPaxPXKwtCaznXQhOfJjg74Sy6BHYRH995YycApREXP1dZm2UYmxWLlPwUzUCWv16dAFwfvR5dg7pi56P0npyI8qQer155OXqhVCjFgZsHUNetLsI8wxDhLY2T4kSRE2r5+S+3SBpr4uvsC28nSrhZ69EuFUrFWIT3tXH0X9sfA9fRefzb09+ajf04mXQSozaNwswDMzH70GykFaSJyTeApMFqBLgEoF/dfuJ5S2scSX5JPk6lnMLwsOGKxGX7gPZmcwQ7BHTAxGbKaXDyxMzbB97Go78/iqyiLHQP7g5A2jdrr6zFrhu7YKezE2OW3XG7NRMbfs5+ogOnvLWjmU8zPFT7IfSr2w+MMbO5f4HGQJxOOY0yoQy9QnqJMVWEd4QZIeQEUIsocpIHaJvzaYH/Bk4nn8bEbRMxZecU3Mq5hQBjgOby8vfVSswPbjAYKwZJRN3faO62rgV+jJ9MPmnm1VEV8PXui98HPdOjgXsDPNLgEbSt1RY7Y3di49WNyC/JR2Pvxng0/FEYdAZRQgvQsb/d+BxCYy0b7d0PKO+KwlOcxwGc0PirCgIByJsD4k2PaS4jCEIJgEwA3ja+9p5HUUkRmmTUgpeLhrlJo0Hmj9nZS9JTTuasSE+1Kmiu9q4I9wzHyeSTioqi0WAEGIOR6ZHLL2CmuX/74vehU+1O4snDz9kPyXnJWHBqAXqv6Y3U/FRRGqM1gsISeGM2QHLGrkFd8Wb7N9EzuKe4TY83fBz96/Y3e+3EphNRy7kWOgZ01Fz3yPCRODvhLPrW7WuxYZmjibe26YIIZ35x+2fs5quK8iuKMtdTp0pUI+wcKKFhqkQ5G5zxUuuXNCXDVUXnwM7oENABc7vMVVQ129ZqiwbuDbC432LMbD8TgcZAXMu8huS8ZBSXFStkr4BEFE+lnEKn2p1Ep0ZLWNhnITYM2aD4TXEnxM61zYO5mKwYXE6/jN+vKTPkrvaucNA7wNvRWxHc8+CkT50+6B7c3ey3Kw9elvZfirERY8Vl6rvXx5mUM8gpyhFt1s/fPo9L6ZfQ3IeCiv+0+Q8AYGD9gYgMiMSHnT9UyJPl2Hh1I744+YUY5PKAq657XQDUV/Pczucwbc80nEk5g/a/tBeDIHXvjgCqlIZ7houOcJfSL+GR9Y+g84rO+CvhLyTlJiHYNRjLBy7HjkepYuft5I1N1zZhyAYpd/jT+Z/w/dnvMW3PNJSUlYgmHF+e/BILTy8EA0NSXhLWXF4jEnaAgsLTqfS9GHQGkVxkF2Wj+6/dLfZdcmQWSQk1uSyNY1fsLjN5167YXVh9ebV4Xy551DIEUrsK2jqwne8bedXgXjPpUYMxpml0o9eZE0V1zxWvpm2L2YYjt47gasZVOOgdzKz+5ZBXFDnR5xU6XunzdvRWBLHRGdHiaAVbKoryZBw/zgHqAVx+cbloAgdQsGzQGXAy6aRiJp18n/M5d3JlCAcnW1p90SPCRoifl1fbarvQeVKU6ZpIytHEo+IIqOa+zTGt9TT0rdMXvs6+cLJzEomifJ9kF2eL13pfJ19Rzm5NTlpaVmqxoshh6ZidsHWC2fxB/t3sjdsrjiSQg8/Xc7GjeEWLkK++tBolZSXoU6eP4lz7aPijZsuGe4ajhW8LHHj8AA48fgCjGo7CrZxb4u+Y//Zeb/c6eoX0AmCenA33DMf0NpLBm5ZyRcd0IpGTH7NGeyO+7fOtRS8EnjjwcvRSyDS9nbxF0j8jcgbWPLJG7B1Ubx8/9m9m03ncUhuOGg56B+iYDltiyCznZPJJFJcVo6FnQ83lbVE7yOdT+zjalqSXE1OF2qmK4KTzfOp5xYzwFr4tEJMVg/ePvA8AeK3ta3i7w9vi+3/T+xt83JX6QuMMBrRuWPeObdM/Aav6FkEQeJSTJwjCavlzjLGR1bZVdxCMsWcBPAsAISEVG0lQ3dDr7TG6xzKE+Wn8KB3dgD7vy0gKTK6n5tJTS7B08m3l1wobrm4QtfeAlIV2ZnokcPmPqz/yivMQlx2HoaFDxWXrudfD9tjtWHRmEQCq7iXlJUHP9Jp9UJbQyFsa48ArRQadAf/r8j98cOQDjG40WtMWmS+/c+ROm9/LGpYNWGa998jOnvZFgx6Wl7kH4WJwQW5xrkX5hQj5eAwbTFnMwDODpcUKN9XqgLuDO77r+53Z45EBkVg/lOTXjzd6HCVlJZh7bK5InOQXH0B5Melbpy/61+sPN3s3TN09leSxzSehsKQQPVdT0qJDQAezSs3sTrPxeuTrePvA21Dj2R1kW6/+7nmlyNvJGyn5KYjNisWUnVPwcAPKQvLeEwDYMGQDvjz5JXbH7cbk5pNRVFaEJeeWmKkHRjUchen7pmPohqHIKc7BuIhxuJh2EeMbj0fP4J7ILc7VlG+38G2BhX0WIj47Hu8feR+jG43G+uj14u+agwci8u+Qu7rJs/sAcPCWcg7qyaSTKCotwrjG48SL7s7YnSKxfO3P1yBAQJhnmCJT7uXoJQaIibmJqOVcS7Q9P51yGuM2jxODrY1XN8LN3g1dg7pi07VNAGjO3KRmk5BXkofZh2aLAbme6UUlBZd6bry6ETMiZ+Ba5jXsi9uHCO8IBLsGi5+bB9iBxkBcTr+M4tJiMWDILc7FtL3TAAANPBqI5hL8sZHhI1FcVozX/3xd/Gy3C26bjTJSz/KytSrIFRxy2XIZ7k/jBD0zH4+hJo7yasGGqxuwJ24PhocOt9pWIJeIc5xNPYtWfq0k6aqjp0KBUyqUis/ZQhTlyTi51X+ZUGbm8Jhfkg8XgwsO3jqIg7cO4uwESq7IJbVcRsplhwAwoO4AnE09K14rtRKA4Z7hZkSRV2XEiqIsZpD3bz3dTOoH93TwFBNZiopica4YV/g6+4rns9sFt1Ef9c22h38H8vEYWlh7Za1ieR3TaZJPO50dzqaexfnU82bjkLoFdcO++H2iY7mTgfbPrIOzMK/7PPH8dSPrBj45/gmMBqOYrF42YBncHNxQz60eRjUcha5BXfHCrhcASNVqTq5a+LbAqkurcCHtAhp7N0ZmYSYmNZuE8Y1ls4ll1ektw7fAxeACT0dP9KvbD33XUuuB0WAUpcOcmGkdq+WBJ0FDPUIV5w1vR2/M7ToXH3T+QFwvP2+ZVRRNn5GrQWytKDLG4GTnhNziXER4RYjnVEtEsVx1k2qZ8pL8HDwZAphf66sCHidkF2cryGhTn6aay3F0DuwsKhJe8/XGKpTgfh48b1sjBPAmgNU2PFYR3AQg36NBpse0kwvTIgAAIABJREFUlolnjNkBcAe5rdryWgCAIAiLACwCgLZt295TqVY7vQ6DW1jJfjykkujp7alyAwB5ppOoszkxC/MMw1+Jf1ls8O9bt6/o1vhMs2dELT8AGJkBubpiIqX2LrhuMpXhfWYAMDR0KBaekdwLE3MTcT3zOoJdg8XxArbAoDPguRbPmTmlOhucRQOUuwGD3qA5uF4B9b64D7D64dWISo8qf/aim6wYX4H9J0IkikXVThRtRagnZfX54F11RdHfxR9zOs7BlpgtYr9H16CuWNBrAdrUakMXSnsyixEgaAbuBp0BBnuDVTOH7/p+h+l7p4s9vTyR4uvsi5S8FPxw7gfcyL6BJeeWwI7ZKS449T3qY2aHmXBzcMOEJhNgNBjxROMnzC62ver0wkddPsJrf74GgKS/b0S+IT6vRRIBusjz/o/2Ae1R21gb7QPa43jiceSX5IvBGw8aDDoDlg9cDkc7R4zYOMJsfVNaTAEYZV/DPcNx/vZ5HLp1CN2CuuHJJk+KrsLbY7fDTmeHMY3GiNbrcukboJSo9VnTB1NaTMHtgtt4pc0rcNQ7ihWaYNdgxGXHIdI/Ek83fRpRaVHoEdwD3539DhO2TjAzrMkuzhYDZk5WdUyHqLQojP5jtIKYLOqzCB1rdxQD1tZ+rfH7td+RkJuAEDdKOsoriSuiVuDVNq8q3u92/m0k5CbgZPJJtPZrjZPJJ3E735woyl0Cn276NEaG25aH5edOeUUx0v++68IAQN+BWmqqluDKr2ncWEktYVVDKwm45NwSLDm3RLz2eTp6gmkoRlztXcUKlRqciADK4JYTRUe9o6K1gqN7cHf8eulX8TjkiQeFO2b2DbSp1UYRcHcJ6oKPu0nulVpEMcAlADqmAwNDVlEW7HX2oospT3h0rt1ZTLpoGX0AZKy0+fpmtPJrRS6YJlKTXZQtKpF8nHzE8RPqoetyKMZjOHprLsPnHgLUG+3n7KfoReToXLsz9sbvxeN/kKNl75DeOJNyBsn5yWju2xzze0njm/h562LaRQxcNxCnnzgNHdOJ6ox53eeJCRp55ZZXhowGo+a5s2PtjvBx8sGTW55EY+/GKBFKxPMBh7zaK7/2yH/3szvNRkxmDAbVHyRWxPn3ZK3nUw3ekyiP0QD6rnVMpyCf/DyjrhiKFUXTOdFWoghAJIrhnuEiUeTqE61lAYimPOXBVqIoJ74hrneuIORq7wpXgyuyi7MVRZDOgZ3Rv25/bI3ZCkC75Yqfm7P0ehzJuwnzWvX9A6tEkTE2AMBAAIGqnkQ3ANYbO8rHMQBhjLF6IJL3OIAxqmU2ApgA4DDIaXW3IAgCY2wjgF8YY58BqA0gDMBfeNChMLNJA8A0e8qmt5mOXiG9xOy2Gu382+Gx8McQnRFtFpC46OyRKxSIlSXesyWXPdQ21kafOn3EPsLE3ERczbyq2SdZHl5o+UKFX1MD2xDsFoxgNxuyayEdqvZG3ODHxr6qu4EwDwrWNl/fDD3TmwXmADAifARGhEuEhzFm5mRoSz/ljMgZGLd5nJnE6eT4kzDoDKL50/jG4zEijN7Px8kHF25fgFOm5EIc4hpi1lfs5+yH9x96X7xv6cLZv15//HDuB8XQ34qAVzJ7hfRCr5Be2Bm7E2uvrDUjyLzqF2gMFIOKCK8IhHmGYWTDkYrtKy4rxvXM6wjzCBOTFXxAfKhHKEaGjxSJojwjDJg7tHIpqZ+zHx6u/zBqOdfC/FPzMaHJBMw6OAvtA9oj1DMUvw35DXHZcfju7HearqaZhZlmQRIDw6Izi+Cod0SrgFbisOTL6ZcVRLGZbzP8fu13xOfEI8QtBEcSjmDdlXXwc/ZDI69GWHdlnZmr65WMK2Kf5bjG43Ay+STmn5qPAzcPINQjFBOaTMDQ0KGKWWvT2kzT2EPa4P1zvKK4pN8STbni/QA9Mx+PkV2sNE7SkrNbczwFYHV80c2cm3Cyc4KTnRP0TnoYDUZ0D+4uVqa3jtiqIPFyKKSnsgoSD9gnNJmA1n6tyf3ZRGx49VBeQU7KS0KQa5CCKBp0BrzT8R1F4lX92bWIIl/eQe+AgtICeDh6iNvJ11/Pox4mNZuE6IxoiwqgZj7NcPDWQRxJOAIPBw842jmipKwEucW5SM5LRoBLABz0DmJ1Um7Wo0apUCpWFB3tHMXA2xKuZlyFn7MfzqWeAwPDjMgZYmKofUB7ccQIQMm0M6nkHqs27+PSU46E3AQEGgPFvkY1sVJj92O7NZMHPk4+mN9zPiZsnSC+t5qcWGr3kCdt67rVNWur4e+n7h23hv71+uPC7QuY2mqq4nGt5Pfr7V7HOwffMeshNJOeWkguaoH3U7o5uGFBrwW4mnHVohkXYwy/Df4Nfi62tShVpLLJcScrigDFu5fSLynOM452jvi468ciUdQ6RzDG4G9wQ3phBobX02glu49QXkXxFqg/cTCUPYnZAGwfcqIBQRBKGGNTAWwDoAfwgyAI5xlj7wE4LgjCRgCLASxjjEUDSAORSZiW+xXABRBhfUEQhPvbVsgW2DnSSIzSEpKeOrppVoAMeoPFTCHHrI6zNB930Tsgp0xH6wYNK9czvdmJcEbkDCTmJuJ0ymnEZcfhRtYNhQFHDe4jVHXkB78gldjWV3U34O3kLVZwQtxCLAZ7dwJhnmFY0n8JRm0aBYBkTAa9QXzPed3n4WjCUcUsUW9Hb6QVpCkqKDaReitYNnAZ4rPjzWSMlQEPJLQCJQD4fSh1JURnRCPMM0wzMDDoDAj3DFc8ZjQYkV+SD3cHdzHr7OPkY1b1ttQjw3uge9XphV51eonBKzfnAchNjxPSrkFdEZ0eLc5ZyyzMNAs+CksLceTWEQyoNwCBxkCRKK6+vBpBrkESUTQZ7kzeMRkzImeIksI+dfog3DNc0W9Wx60OYrNiMefQHBh0Bvg6+Yq90FxWGJ0RjVkHZ6FHcA/RIKTcfmIV3B3cEWgMFHvuWvi1sNkx9V6DXqdHWkEaTiWfEsluTlEO7HR2YqVXq2dJTtK04OPkg7MTzqLZUtp/znbOYlJnzeU1osTYXm+Pw2MOIyotSiSK1nof5ecUOYmz19vj+LjjsNfZW1RzyM1KEnITEOQaJEpFuwd1R9fgrmZERv2bsDa71dGOqpmeDp7ie/FkhKPesdwE2NyuczHot0FgYCgpK4FBZ4CLwQXZRdm4nnld3DZ3e3fomA7HEo8hLjsOr7Z9FXbMTvG5S8tKFYTX28kb2cXZ+HPUn0jITRDPmxzP7ngWOx7dgXO3z6G+e32MajhKJIrqUQlBxiDxHKUeKaM+D168fZHm7eUkQM/0ZkomNay1bDTxaYJfH/kVHx39CIcTDptV0KyNpxkRNgJrr6yFv7N58pJ/bxXpM3YxuCjiuXnd5ikclOXoHtwdfz7+p9njnChyUzSX/Cxgz8dA3/fLdXoX+x7t3dE1qKvVsTGApPaxhsV9F+Pc7XPlq6E0oFYPVRUBxgBcSr9kllSxZdvW1B8Nw7a3odNQ/t1PKK9H8TSA04yxXwRBuOMDpARB2Axgs+qxd2T/FwDQ1OAIgvAhgA/v9Dbd0+AnvqJsoCgXqAazEBc7RxQXMxQ5uMIeUn+QOjvl4+SDnwf+jCHrh+BIwhGUCqWo72E9Q1eDexSMAb3nAGWVzLXo772KIgBMbjEZsw7Ownud3qv295K72KkrOj5OPgqSCJBUpUwoU5gaWHJXtBUOeodKVfW1wCt8lqo1/HygloyWB6O9ESn5KWJwv2/UPrHaIIclJ1J1v5idzg5jI8YqHuN9M/kl+RhYbyAG9RqEqLQoLD2/FJuubRIdTDn4wPA6bnUUFdHYrFhM2zNNnGMmJ73yvrNAYyCGhw3H1YyrSM5LRjv/dpjaaiom75iMowlHUSqUYkTYCIvV4HcPv4u0gjRMajYJU1pO0VzGEhhj+KLHFxj5+0i4O7hXa0KkusGPgxn7Z2Dz8M2Yc2gOfov+TTGkPdgtGH8M+wPbY7eLLsC2mmaNajgKibmJYiLAXmcPdwd3vNjqRcVy8v1ka6CqbrlQ95p92PlDhcu4XLbKCWJUWhSc7JzwRY8vNFs41J/T29Eb/er2w7iIcUjNT1VUUvj7ezh6wKA3wI7ZiecaW/rg3B3cEe4ZjrSCNNjr7WGns4OD3gHZRdmIyYoR+yT1Oj08HDxE46ufL/6M8Y3H4/V2Uk9umVAGA5OOSx8nHyTkJsDT0dNMYjk2YiyWX1yOpeeX4lzqOXQO7Kz4LjwcPBRqhua+zcV9pCaK6oTQK3tfQbhnOIJdg+Hn7FehNhkt1Hevj2/7fItbObc0K7NvRr6pOQNwZoeZeKLJE5pOvWIvYRV+x33r9hVHMNkKvi0p+Sno6tUETv9n6o1tOgIIaW/1tVwFoNl/WFoCXN5K5owVIH2RAZGIDKiYhH5AvQHYcn2LzTNobQW/FmrtY26+ZgnuRQVk8mfFlfl+gK2px7qMsf+B5h2Ke0EQhBpmcDfhYsqA5aYCxXlKt8o79RZ2zkAxkOtghD2oV4H3FmkhwBggGlu08Wtjcbka3OPoXAWBgLxH8R5Cp9qdsPPRnZXKSlYUtjTpy6FFGsrLcN9NeDh4YErLKaKL350Cr9Dwaogl6ZslyZGtc1p5wMUltY28GiHCK0KsFM3vOR9f/f0VkvKSRElebWNtTdv6tII0uDu4W6wSjGk0Bn7Ofvik2yeKxxf2WYjE3ERcy7yGSP9I2Ons4GbvpnCbfrn1yyLh8Xfxr1Q1sJFXIxwZc6Tcwef3Ovj3cjPnJvbF7cNv0TT308PBQ+EQHOIWothPtgb8vPeMVxZXPbxKs7phbSZjZSGveAPmFcXi0mKcST2DcM9wi59HXW3W6/T4tJu2Yy8PlnmlyM3BTayM2xpIezp44nL6Zfg4+cBOZwdnO2dczbiK/JJ8hZy3fUB7bLm+Rby/7MIyM6IoN87zcfIRq6Oejp7oGdwTu+N2A6B5lhmFGeIcPbVpiJuDGzYM3SBW3BztHKWKot56RREgOfmNrBsVTnBZgo7pLFawxkSoO6kIBp3Boux1WNgwxGfH49nmz96R7bMVDnoHONs5w8XggvevynpDi3KUC+YkA7evAnUkt3neR6yphvj7J2DTK8CQBUCrKowoswFzu8zF/zr/r/wFKwjuG6CVNNVqaVGgIJMS6YY7S17vNmwduLQEwDcgmWcPAD8B+Lm6NqoGFmDkRDEFKMoDDOW4WVYCLqYLWK6JhOYV55lp/eWY2GQiDDoDRjcabXF2Tg0ecNiVQxQFAVjYFfjzE+3nqxF3gyQCkkzJ1uZ7LVJ4LxFFxhieb/G8mXS0quAEsDy54JNNn1SYbHHYKqt9p+M7ZvNlW/q1RD33elj18Cp0C+6G1Y+sxupHJD+2QGOg5oU/Pjte3DezO87G6Eajxedmd5xt9bzn7+KPTrU7iQRQHiD6u/jjmWbP4IOHPsDAegMVg5orCheDi80k+l7FhdsXAJDcee6xueLjnOzIK2rW5ibaCks2+pyoVQdh5JBXjJLzkjF933ScSTlj0VcAqFjfGE+U8POR3BzKVmdNT0dPpBemo7isGAadAUZ7I65m0kgaOTkaF2GdAJQIJYpe53GNx2F6WxoVoWM6fNlTmg/rZOeEYaHDxPvt/ZXVLHd7dzjoHeBo5ygSXkvSU/l3zOXFAFBQWlB+gP8PwUHvgP+0+0+F9vWdwuyOs/FN72/gVSar8hZkKhfaPgtYNoziz6tkFMeJoiJZmp1E1/1ik6fGjcPSc4XZlVcvAUDyRWDFaFqPDIyxKleJtcCdlr0cKiEfLcio3Mixewy2EkUnQRB2AWCCIMQKgjAHwP3dnXk/wkVGFIvzgAo4U9kKo+linGtPgW9uca7VimJkQCT2jdqHGZEz7vi21OA+AQ88LPUoJp0DEk4Duz8QZy0+aGCMYUm/JVj18CqbllcPnga0ndMeNPALeXkVWCc7JzzT7JlKv0/nwM7YPHyzos+ouW9zbBy6UZSDMcYUAWOgMVCTbB1JOCIOPn80/FE80fgJ8bmKzgrlxHtcxDhsGkbVzSGhQzC361xFMPtvBJ+ROCR0iCgtBIiw/Kftf/DLwF/Ex2yZx2YJH3f9GF0Cu1hNOqwfsh6/Dfmt0u9RHuSSy5ziHNGdmc9m1UJFnCg5eRKJoslt1EHvYHPV2tvRG5mFmSgoKYCdzk7RIyl3L23u2xxfdP9C8Vp5j518PAZA4yXUTrU/D/wZMyJngDGGdv7t0CukF97p+I5ZO4uWQYsoPdWbV20auDfAi61exNrBa7Fx6Ebx8Ts5lP1BwcD6A9HQMxzISwWamTq+5ESxtJhkpCX5wJqJwLKhQHKU6CosntMTTgPzwoHTKwHuOJxqcmWO3gX8LxjYVYV2kP3zgEubaf0lRUDGjYq9PvEcsHIscFJ7jrAarfxaoaVvS7Pqtk0oyNQ0nLzfYKvOpZAxpgNwxWRAcxPA3U95/NvBiWJOMhHFatA9O5sCn5+KEtDh6u/ILclFbTvrA0yrY7B6De4j8Iu3pYri5W3S/zdPAkEPpkS5rX9bm5e916Wn1QUeINsq1V3Sbwk8HDxgtDdqDs6+k3CzdwNjDIv6LBLnYALk2ih3J5STlIqaz3Aiqmf6Ss1Me5Dx/kPv44WWL8BB74D10evFx93saTyMiNRoeFgxmSkPA+oNwIB6A6wuY2uv78Ke8+EY9QewbSbQ7Q3RBK48yN1dL6VdAkAVHa25wTMiZ2DN5TU2z9YEIM7n44SOJ6YqMoycS+1S8lPEOYAcasm4fP4rQAPl+TKlQmm5lZ4Wvi3QwrcFAKoyftHjC6vLa0FLUstn6wKWx1TUQIaiXHLW9zZJsmWzPXHjiHT/sklqnHdbJIriuTD+ON3GHpTGt8UdAX58GIg9BEAADn1F6zL6Az3erNg28jjj4u9A/DHgzCpgyhHa5vLGnAHA6RVA1CYg7TrQeny5i/s6+2LZQNtIpRnyM+77/kTA9oriywCcAbwEoA2A8aCxFTW4m3A2BZe5qVT6r4YeRW9TELSxKAFvHXgLuUW5Fcpk1uBfiPLGY9w4DHApTfKFu7NNlUXMAWB+O6Agq/xlqwAtR71/Q0WRD1S3lWC19W+LUM9Q+Lv4l2tnX1lsGLIB83vOFysTHWt3VIwkCXYNVphSyM+H1pwntcCNju6U6dCDBKO9EaGeoQh2C8aGIRvEYeiKyl/SBWB+G3icWWthLXcB1/dT39Xhr9Fp51y0PrgQODwf+OPV8l9rgryiyGdgWpKdjo0Ya17dLC0GTq+ixJsGRKJoIojcLbYiVWtODPm4A3m1XS39VUsl47LjpE0tK60QydXCusHrsLD3Qs3nLElP1TDoDGKCqqaiaAG55L4M92BAZ1BWFC9t1lg+2byiyF/j4Ebzvu2cgM6vAjH7AaEUaPYY3Z74Edj3EfU8VgTJJkfXmANEEgHg6w4ki720BUgyn7+pQA7NNMbtK2S2U53IT38gKoo2/XoFQTgmCEKOIAjxgiA8JQjCcEEQjlT3xtVABb0d4ORlkp7mVov0NFSlw07OT64hijWwDm7yUWKBKCZHAWF9AaYDMmLv3nZVBhteAFIvA7f+vmtvyQMwS8OoHyTwAPleOqfU96iPbsHdFI8NDR2KLcMpa96/bn9Fr6v8/4pWFNsHtMe6weswNHRoFbb4wUd9j/qikZLCGTPpHADAPeFs9W5AbirweVMg9rD5cwe/BI7/AGx7E7h1Chi2EHjoZeDsGiA70abV84SJfPxMheafHvwS+O1ZYP3zmk/nmExI1D2KlsyjtBDuGQ4900OAAEEQFK7MaldO9e8gQ1aJUktPK4MwzzB0Cuyk+Rz/PdpSoefn2JqKogXEHaVbF18iOKd+oWuhIBBRDFHtg+wk9KnTB4BsfEumKUlQVkxE0as+0Hs28OgSGsU1YC5glDl8n16pvS0ZceY9kkV5wO1ooF43IptynP8NWPE48E0nYPeHQJnSUVcEJ4qlRUDaNcvfRVVRUkSxhM+d7fP/J2CVKDLGfmeMbbT0d7c2sgYyGP2A3GSgOL9azGz0AOxUfWR3Yi5bDR5giK6nGj2KBZlAVjzg3wxwCwLS73GimGnqjapo30MVsLT/UnzS7RPN/psHDXxu5P0w6y/INQgfdfkITzV9yuIyFSWKAAW9d8tk6b5C9E7gV0moxF1mi+RKhdQrAAA7B1c81fQpLOm3xPo6K6sMSDpPAe/Rb82fy0kCwvoBr5wH/nMZaPE40HIcAAE4Z1uls6xMKcF2tXetmK3/ddMsvJQoICeFr5QqGJCIKCeK/Lu0NhtQjXru9UQn35PJJ62aJanXy52E11xeg5ismGoxGeGwNOtVC5wwP3AVxbw0IP4ESUcr6wMQfxz4bTL97+JDRDEnCVjUnchiegwd6/Jqck4iPnzoQ+weuVvax2nX6TY3BchPk+SnTYcDL5+m+5N2A4//AgS0JImqGmdWA180BVY/qXz87K80S7zLdKkVS7YtIv78GLi+V/tzZidJs6OTy6k+VgUJp0nGW854kfsB5VUUPwUwz8pfDe42POqQ9CU3BbBiMlNpCGX4ISEJo52kngNLw69rUAMA1qWnKdR/A7/GgGedu0rAKozsJKn5/na09jJlpVRtuAOY3mY6xkWMQ5BrkKIH7kEGnycZ4hryD2+JbRhUf5DVHuya/uwq4NJWpXTy5xHAhfWUBIVEbri0DYAkXc9LxattXrXeF3xhI/BRMAVsFUVmvGkbN1MQLkdOMuBaC3APAhxM10bfcDrHyfux5csf/0FR4ZjYbCJ0TId2/u0AVNBhtayUvrfapll31/fR7fHFwNy60jkXknyUSz8rqlroGdwTABEra0RRnfjgMyPfPfwuAFStoliUS9VaCwTotXavwcvRy6Y5tN6O3nCyc6pUgqfKSLsOxGiQojuBTa8A3/cE/lubJJ2VgalaD4BIWLGsJ/zQ/1FCuPFgwFcmkT7wOQyHvoLv9tnUshG1WarS5aYCebcloiiHexDNVqzbmYgiT7Bc2UF/3CH96m5KihRmAzveAXbMBvybA/W6AlOPA69cALq/BbhoHJvHFmsfMzlJ9Hp7I72XNRTlAgc+l+SuFQF3eg3uUPHX3mOwShQFQdin/gNwBkC66f8a3G0M+Egqx1dDRRFh/dCqsAhvdX5fJIj3kkysBvcgrElPOeHyCaMkx70sPU08I/2fZqFv4s9PgE8a3BGy+GTTJ/FG5BtVXs/9hJHhI3Fi3AnUcik/qLsfUNXeq38tMuKAFaOAH2Xm6ZxMmKpikf40cFucQVhaIhllZEquqBZxlWbzIeZAxbbtyg6p37C0SFklLCulJK1R4/it353MOkzbL2L3+xTIfxoG/L0cANAhoANOP3EaQUYyWKnQuI/ki0BRNtD2acDOUZLJ8yrj2qfxXFBfuNm7iRLR4WHDMbn5ZKUpkA3Q6/TYPGwzfh74s01EDKDfBK8ocpSqZYJaiD0kkdw57sBWk8nJ7g+AtU9Ln0+F7sHdsW/UPpsqssNCh2Fy88l3v6KfcQP4v5bAjwOrvi75aInSEuDbLpRg4TixREp02IqbJ4Ejsuq5iw+QnSDdP/8b0PRRwMkT6DVL+dpd7wKnlpPMcuVo6Rofs58ec7Iid25scvn9fRolUpY/Sn+pl4C+H5Bs9dcnqBfx4JdkgNPjLYAxGjvhHgh0fwN4do/5uqM2AfMaAjvfpWSPIACHF9A6PEKAZo8C59aZy1vl+P1lYOccMt+pKOKOAp71KKl0n8OmqxxjbC9jzI0x5gXgJIDvGGOfVe+m1UATXvUlY5DqkIT6hAJzMoHarUSCWCM9rYFV6K3MUeRBk7M3nZyzEyyP0VBj3yfaPULVgbw04ORP9H/dLtRXqYUr2+k2sZp7pP5JlJZIcrY7DMaYxcH19xPGNBpzb4yzEATgyDfiTLP7BidMklF51YIrE0znjKCCPJx9dK9YdcPlLSQvcw8Gsmwgilxxk3fbtm1KuUTGGssfJcmYvRHwa0JBMkdeGvVGWSKKZcVU1ePz4/hrABo7sGGKoorKr7FGg5EMamIOUCXk+n7L23luDZHqsD7U/5RiOleZKrFIPIsX9n+Pg13/T3yJg94BU1tNLf9aXlJIwXHKZWDtJODKDgS7BcPP2U+swpUnX3W3d0dWkVLym5qvSqylxxIZ/HkEEZ3rfwJLBgALIqkPDQCOfE23Ocl0eweSjJ0CO+HpZk9XeT1mSI0GPgmjipdWb9ylrdL/6kSCLRAEGunw30DgQ38pOXB1lzLBCVAF/fMmtp/D444B3/UAUi4C9q7AU1uVRYiBnwKNHqYiBUBVwOmXAXX7QO850v9ycuhgRZEWHAkMng8UZgHXVOewZiPpufx0YK/pvbu9AYRrqG/cg4ApR4Exq4EBHwMzbtB2124FHPyCEj/HFwPb3qLlXfyAiME06sOS4qCkkMxxANvON3IIArnEhtz/1UTAdtdTd0EQsgAMB/CTIAjtAfSuvs2qgVXwH151SE9lECuKdjUVxRpYgbUexfwMAIwc0NxM1uzyTKUlpF4B9nwArBpLgYM88KoObJ8FXDS1XTcaRI5oqRryUzcTOVg2VCKWDxq2vQl8Gkqym/JQmFO56urXnYD992+u8c32b2LriK3lL1jduLYH2DqDjseE09TnpxpEfU8iPUb6n/cR8vMIz/4vaEdyOo6/FlGfc9uJFFhuf5uCXEvgBDH1sm3btCAS+Kq1dL8oh/qLks7R7LW/l0tGGEYNqVuDnkAt06w1Oam5HU2kc8DHdD/mAJ07clNFt1B7nT2N2PhxEAW1Sx+Wer3UOLOaSKKrP+AXIcniMmKBiEeAh6bRfVuqrmoknCbp4oJ21A+2YrT4FGMMC3otwNpHrPdhuju440TSCXx67FPxsdQ81Tki7i+6jd5JREduaKIm9tzdvaLumHcT1/eSd8TBL4D9nyqf2zYT2PKadP+rNnQ8yZF8kRx9LfX4LbpEAAAgAElEQVQXnl1NFTJHD0rI/ml6jzOyub2Rk4FOL0r3D1oZMXJ2DUlEy0opMcDhWReo05H+b2iqfkZOAh5frnTvdK0FTN4PjF8vFSxaSfNlRaJZtwttlzUEmsZl7f5A+birPxEtZx+q4od0kqqJWvBrBIT3BdpPpm2NnASMWUUuqzEHlddrF1/67QAKqbYCNw7TOcDeSL/FwhxgYVfb+pDTrlFiKPj+708EbCeKdoyxAACPAdhUjdtTA1vgYOqLqQ7pqQwuJiLqVM3vU4P7HHZWpKcFmTRbTKcD3EwGAlnlEMUrO4H5pt4jJy/gs0bA4j53bnu1wIPJFqMp0wgo5TwiZBfy7bM0nr/LiD9u2W22sjhv+tw8811SCOz5r7aj46JuJMWtCEqKyERg17tV284aAIfmk/wQoAD/5xHA/4KAnx/9RzerXMiPJV4R40QxP10iC5xQJp2nqlPkM1Q9AEgOtliVr869DSwZRIFd1i16zJI6QI78DO3HfSPoHPbtQ1QN5JJ0rYqi3gA8bArOOckryqOkV/vnKIB1CwL2fQxsfBHYOUesKBrAiAgDQKjpXBe90/w9clLIHKyeyaXXL4KqHTEHqErnUYfeCyDiUlGoyZjqc3YN6opgt2DNly7svRBf9vgS7g7uiM6IxtILS8XnkvNV26IO9uW9YjmyZUsKpf148AvgqPaIjLsGQSBCo1aUJJwhEhfaGzixVCJ8gkCjUwCpApd3GzggS5Jd2EjjHb7pCKwaZ04W89MpGRTUDph2Bug2g0hj8kXgxlFpOSdPoMMLQMepQJ3O2v2yAB2Ta58GvutJ60g+Dwz+Chi9CnhM2md47CfgTSsS1lqNgQY9gGlngfG/AS6y/tc+79Ht48sBD+3jRYRvQ6pk3jpp7uSv0wOdptL/9btbX48lBLWl30LCaaDr68CTm6kq6RpACewUC+eHmAPk1N76CZLyRv1B61gzkcjiuXXAzRPar+XHB+8jvs9hK1F8D8A2ANGCIBxjjNUHcKX6NqsGVlGd0lMZXE1DjYsszcerQQ0AQG/FzKYgQ8pEuvKKounCL5hcAg/+H7CgvSTzSJCNpsg0WWQnnlFeQFOv2BYA2oqsW0QQhyygvge/xpJVuBxyY4uCDApK/ylkJQDf9wLWWHblrBR4QMOD593vA/vmUh+KGrwHle+bwmzg+BLrpg2VCWAfZGQlWO+TUePyNuqVLcqlPqB2z1AlS16Vid5BVYc57pZt4qsLggBc3q7spVIjOxEIbAuAkbNhYY5EePPTRXdTEUe/pXlsrSdokzSO2INA7AHg2l5JuXD7CgV6OcmkTND6PnjvI0d4f2DCJgpi5djzX7pVOy5ycDfFuCMkBV02lKSqdR+ixwNbUX8hAGQniCYvdkIpAAEY+i0wdjUFzHLSFvWHqYfPVD3k1ZB63ej8++MgUnR41qX+MqBy8nG1iZeT7b2TnQI7oWdIT+SX5Js9l12kqnIXqIi5/Jwgd8Gc11BJmI//QMfVjw+TccqdwqUt5tXp0hJgw1QigUnnSTmRdYt+e992JmkuR+IZIKA5VXSz4qUqr/z79G8m/X9hI5mnAZQ48KgDRD5LBDBKVYs5/gORy0HziDi1n0zHx+bXJEdxgBQ7bgFAvw+BRgPpuI85aF6Z5knR/HQ6TwBU+WrYH/CWJf30BqkoYQ0uPlRNB4An/wAe/pz6/+Zk2jZDUKcnQtlrNjDVtA96z5Ge7/wKSV07v1L+urQQKFMJ1H2I/nQ6Slb4NrIcR8QfJ+l5rab0G946Q3puzUS67n7fR5lkitpMpj68mutVPbN/7zZsnaO4WhCE5oIgTDHdvyYIwojq3bQaWITD3SGKz7V4Dq4GVzT1aVqt71OD+xzWehQLMiU7bXVFMeUSnXB3zKKsHu+zykmhTF/756lXiOPotxIhmd8W+PoOyToKc0wX3OZ00QIoE3jzpHl2NzeVCOXjK+h+7AHbey6rgqjN5tlLXt2I2mSZaBRmW+930oKeE0VTRZFXGK0F/vnpFFitHANsmkamBpte0Xa5lVeTCnMqtm0VhSBQn2tlLePvBj5rBCywsZelrBT45TGqalzbS7+50N5AnYekfr9W4+h29/t0m2WjsUVpCQWlVa1Qx/0F/DISiN6l/bwg0DEQ3B7o/xFVxK5sk5QJ+ekU5HIUZpPcsvlIclBUE8VcmVRRHqBnJdB3AwC/jCIzmQ9rAe95EtHghh+J54BLfyjXOfBToF4XiZBxpEQBzUdZDgA5STvwOfWSxR0Fhi2SAukWY2hfOXkBiedER1cDH/zt4ksBrFd9+gyCYOpPG0M9fMkqohjYGnj+kPT+9bpSgO/kZVtCpiCTCGj8ceqxu/4n4NUA6PIfej634mTzeiYRE7nR07PNn1UuJJerq0n3DplSgwfhYX2pSpabQlXmmP10jslOqrqTdu5tmr+3uLd07B//AXjfG/h7Gc3W/aYTKSfkhjpnfyXi+PfPVGkKbGuqBjOSipaWSKqJtk8DI3+UXltWDPxtkkJm36LjtN//iLjseEfajsSzZOJSvwcQ0IIec/YC2k2k7wAABs4DxvwKtBovrZ9XpX8cCHzdUfl55VLLnXPo1rsCMzytoW5nkoZXFPW7AV1epSTt7AxJPs3hWks6P1QUAS2pyhrxiLkDqU+YtnFdWRld/4PaALWa0GP5aUDfD6VlWo4lAvnHdErqFBcAW16X5jA7+5Ca6gGArWY2voyxtxhjixhjP/C/6t64GlgAt2QvK6nWt2np1xKHxhyq0JDeGvwLwYnFofnmEq58WUXR0YNMGLbPpMCE9/sAgM4gzUHKSaJgkPc0cmydobTTB2jGU245ZhWCQGTJEtHhQamvbDBu7VbUY6B2j8u7TcFgwwFAO1NG2cYh21XCytEkFZJnh+UzKdX9HRzrnqV+p4r09/CK4s3jwDedpQHK1oLGrJvAXwspkHL2pgD0+A90TMhx6hfJpAKwLPu5U/h7GbCkP3Dx9+p9n6pCXmVPPKdN1spKKaDl4AQ+pAMFPBzqYMjSqBc1Lqwncs+t6SsL/nuyZD5SmA0U51IPUuQkMpbY+JK0nVm3RHdQAOReWpIvSc/U/YE3ZESJj884PJ8qd+H9KVBMOkeBm3co9U0lnAaWDSOy/e1DdKzKwc89Lr5A+AD6n+mpejP0W8t9UurH+7wHtBgl3W80EHhqM9DtdSAnEf6Mgt8IB9M1lhNN7/pU7flllPT7AygQdXRXkmWfUOCZ3cBLp6QKqNFPKeFUQxCAz5sCH4UQAV0ykIhl/F/0HfWaRcYhOclkslMeCrLERF/XoK4AgK3Dt2JKyyk4/cRpvNjqReXycqJYtzPdGlwA+UzEhz+nP4C2ofFgOv/KydrX7YEvmlGFztrMzPx06mnVGnNw6mfp/0XdiORvklWv5OfZ9c8pX7thKhHJet2o4uUeSNt57Hvg2Hd03gkfQIkHz7rA8O+BiduBBr3IgTPrFqlUXHzpOtpzFvW3XdtL69/0KlXSH1H1G3acSutrOoKSBeH9qErG4RtOhB+g3w6HIGifc6txzmWFwZjl31dloNNTlXXUz4BB5Yzr4kPHlDqRmBELFJKpI2q3BJ47QPut01Tal63G0zoBMpf6qjX1pmbGSa0rD9BcZFulpxsAuAPYCeAP2V+lwBjzYoztYIxdMd1qDhFijE0wLXOFMTbB9JgzY+wPxlgUY+w8Y+yjym7HfQseeBebSzxqUIN/DIWZ5oSlIFOSLzFGGTiAek24wcHE7RTscilOTjIFQjwgrNtFOvnePKEko7f+BmK0bdNFXNlBZGnfXO3neSDgWU96jMtV4v+SHisrMw0Q9qbPwt3XqosolhSR8UGU7FTLZ6YBpv4tBjQZDpz51fxiV1xAc+AAyajHFpgs9bFzDpAk68VRE0U5mYk7Svs+rB/10HCc/VWquKZdB9Y/rzQDqO5xKXw0gq3Ol3cD+ekUCP40ROmGCAD75xFxWdDOPNBPuUSuuz4mMhC9k8iPwUmSPALUkyNHRU1ArI2TKC4o/3jnfYWWTKv4610DKIjr+AKZRnD8tZCkm0Z/un/se7r1a0y3TqpwQf4dyolAnYdIqjpqGdBwEPDEBuDFE8CTm4CRSyjz/9MQaXlX2RB2HjgzBoxeAbx2DZiZAEzaqwzItTBiMUnYZ90GHnpZexkTse9k8MJPA37CWKMpScWrazxZc2WbZPwCEFHt9oZ5IB3UBvCSnb9cfK0ndpIvKgmo3Igs2OQy6xoAQFAm9Czhj+kks027jo+6fIRdI3chwBiA51s8bz5CJjmKzlccbSdS8D3tLPCaLKnR+kkiQAAQ2kuSWJ5eIS3DVQ+/jqeZmWqcXUOy0ZVjqad16WAaTC83R0uOIpOyjlMp0cCrbBymmZDo91/z9V/dBYR0JLkwrx51eonMlrbOIOni6BXSMdN8JBkk9f+IiO2+uQAEKUEQTCNhcDsaOL2Krj9d/6P8fQOUZHn5NPDoD5YJyZhfTXJuRkR71/vA+77UH1mrKUlDRywmQ5p/K5y9SZVRpFK28GPezdQP7d+M9htAya0h883PQ39+QsqBbm8o1/EAwK78RQAAzoIg3MmBXzMA7BIE4SPG2AzTfcX6TaM4ZgNoC3KQOMEY2wigEMCngiDsYYzZA9jFGBsgCMKWO7h99zZ4o3DEI//sdtSgBmqoAxh5jyJAhO/iRgpkeL+fVz0ihjdNfUI5SSSz8ahD91s8TjKPT8OB+GNKWRpQvqzw7Gq6Pb6ESIw60ONVQ3nTvX8LwMGdAvqmI6TPIpTRxQWgizWgDIgTzlAPWTeZy11lkXCKAob1z0uP8eAvJ4VImHsQZeTPryMJlmcdadktr0v/H1sMtBwHGFUyr9tXiYg2GylJg9W25+J7q5wL5YHoH9Opd3rQPCW5zk8naVbcUW1b8/KMjaoKboRRzeoLEWVlNMahbhfLsqNV4yXZGK8cABSgHvwScA8hMrXrXSIcAO2n30zugcMXUeUjP02So8mTHPL/AevDoovzgXWTKPnCtyn5vPayiWepKnNtLxlC8L47NXjVe/88Oj79myvJK7ea5/PFOk+j4F9e6Xh8BZGDH/pLFSReIZGfY5oMAy5vpXNAaZGyetprNsnVPEKA0b8otzG0NzD5Tzqf6B3oe+84xVRJUp3DGFMadZSHZjYYCXnUpdv0WLSqMxqIMvXhccLQ4QUpofLnpyTvfyPGdqdzo5+5+kKOyzJy7RZEgfBlUwjFk3K8qpqVIBkIWQJPDtz6G45e9ZQzDc+vp/49Ltdd1E3ZUuAeTJJZNXQ62oY3YuhcLJTSdSPuKCWzOr5A27XnQ4kwbpsJtHmKqqw5KWTawuEdSsfH9z3JpKTNk6RsSTxDVed+HwLdZwCLetA1JrAtbScfRN/2abo2MR1V7YvzSF7ddbqSrHEXTwDo8aZ2dcw3nM7VN47Qfb7fXXypgrjNNEMyoAVd+yoDn1Bg4CdknJQeQ0S5rJiutQNNrqm2HKsPMvi1PO+2sh+TJ+m03I3lGLGYjr3NJql2aB+ShTt5Aj1m3vnt/YdgK1HcxBgbKAjCneoeHgKgu+n/pQD2QkUUAfQDsEMQhDQAYIztANBfEIQVAPYAgCAIRYyxkwDKOYs9YDD6AsO++ae3ogY1MIeL6sQq71EEyEnt03DKuHLi4eRFpCsnmQK+nCS6X6cj8OJJqcG+disiR2pYqxalXJLcS3OTad1uAcplMuOJ5Mi3U29HPUpX99I2MSY5mfGsP69A8ApJWSnNYMtJoj4x9ftUFLEmSZ29UepBzE2lv+96UEXAs55EFhLPSEQx5iBwcilVNBoPAb7rRbPr6nen9UXvIKJ3ZScZZJz9lezO5VVfOewczStc6oxpz1lEttOuSY85e0vDy9WSJzsnJcnOTSXXzuajaJ/zakJlkRwlkZ/cVMqqJ50nKVFVEL2TtvOV81IALQhkJnP8ByLKnvUo+DM4kROm3CQi4Yz2eg+YZHYjf6Q+rbQY6blV4yUC59+c1p9+Xcp4y5McBkeSwQkCVQePL6bP3XQ4GRI9/IVUMb91ylyWW5BJZM+rHkk0D39NGXe5ycaRry0TxXSZPJpL+CZuk2aK8d+Rr6z/z8WXjg+dSX7XyGTNP2YV9RYC2j1K9bvTnMO0axS4C6U0qNvFT6oAWEJAC+m303q8ZKBTzWOnAJj2F5Mq6rmpRIb4LMmgNlRh+6IZ/T4HzavYdrkG0HmprIwIV14a8PtLwKDPKX64ultatl5XiidOraBjm8tX3U3HVOYNqcpoCVw1cuoXGkNQnE/b7dOQfg+NHibDEkFQkkRASrhZXDev3OiAlmOI1NfpBPQx9f8dXyIRxcPzqZedG5Bw+DSkoexJF0gl8df3SrkxJwQOrsCkXVTxbP0EJd9+m0zVbIOjlKTnaDrcfHsZAx7/hY5na8l8z3pUkQSkawpjJF+9HU3VyAmbpPEglQE/P13aQlXjx36iRMCdlHbezxCJYpqyamttDI4cnGhzoli7JakR3oi5k1v5j8NWovgygLcYY4UAikEpN0EQhMp2atYSBIFHCIkAtGzMAgHItBGINz0mgjHmAeARAF9aeiPG2LMAngWAkJCQSm5uDWpQA5sg74coKaLgTU7AGKOgojALyHOgIEBvR1nO4jw6QRflSCdoeYDd4XmSYgEULPd5l/qMLA0wFgTq8bB3AfrMo8xq1k0NohhHF1T1xbN+dwqO067R85tfo+CJV8acvSiznZ1A7/WerJf31knArYqOqDcO06182G9uCgVCmXEkc2nzJDXbMz1VR/ybE1k8/gPJErvNoEDD2YsCx6WDlfsIoPlUNw4BW98kaZRWT5tvI3PTCE4ImJ4CokiTYYWzrPrSarzkAJd0gao3j3xBM95OLVcSxTOrqIqacIruT95Pn7NRJb5HQVC6webdpvVveIGIRKcXLb+2PBxbTLc3T0iB2Pl1pv4lRqQ6O5EC1fwMOkanHpeITnlBWu1W9LvghPvW3xJJbNCLAv+gdiaiaKr6cILB0XsO3abHElG8tFWqMG9/m9wJGVPKD+X4v5ZA19dIIl4o6/0KbEP7UN63pYbW/L/EsxJRvHmcqnzy6jZXHfR4iyqMHEY/ksapvzPfCCD1klS9kRs9hfY2N6GxBTxY5/PjqhN2DkTm+PeYmyJVlTjcg6myGNRGUjXYCt+G9DvPiCXCf+MwJQQaDyWiEH+Mfqd5t+ncAAAtR9MfB08+WDKLiTtGxiujV0hJJO6iGdSODFi4QRmv6MuTSE2GKQ1eOF69aLmtpvubdN7za6L9vFd9qupc20PS4lrNgOf2S8dPcDv6azWekihrn6EWCHmCk8/gA0giPGm3+fuUh0aDyj9vyYmJ3NCHy2I7vVh1MxRO9rkjclC7GpIoh5Pp2Je7mQMmtQyja2hFIHe2fYBgE1EUBMEGj1wlGGM7AWilihT1WEEQBMZYhS3pGGN2AFYA+D9BEK5ZWk4QhEUAFgFA27Zt72HruxrU4AGAfEg7J3Bqi3UHN+rPYDrpRMzNGfgAYZ9wmKFBD6owuvhKF1B7V/OTPMfFjeRKOugzkhYBVD1U93Bl3dSWVnGnwmt7KBBKvQSMXSO5DjNmytwnmMsyb56sHMGRQ115MjiTDOzaPgpmR8t6dWo1oUz7wS+BmUkklwpqJ2WjeVCoYV2PAR8Bv04Ajn5Df1rwa0wE7u/lVCG4eYKIn7M37RP5PpYHvC3HSESxrJj2a8sxdP/aHqX0lBNjjoVd6Pad9PL7wtS4cYT6jfr9j4hSXipVxwBgz/9opASfD5sZTxJV3h+kRuwhSmA0GUb3BdN4hdJiqkJ5h1IlxbU28Mo5qb9NEKin8JfHgAsbiIQDdNxbwsTt9FmdvSiYjzsG/PoE/T4m75eqK7UaA2dl2wLQsenspVyfZx2qgnSbQRLTW6do/MDykUTY01SXTjsnoM0EmsnITW2e2kKGJ3z7ts+k44BX2uUoyCRJrBq3ZCNv4k+Yf9fibGCNqlmDHuaPTf4TgEBJCoMzyRHtjZS48WpgvrwtcPIAnj989yztjX7A6V/ofHJurbkJEWNAf42+OFvA+zmTLxBR5PL6tGuUxCopAIZ+Q8dvh+e01+HgSoG0FlEsK5NmWCadp99PXZNLbLORyv27dLCk+jj0Fd1O2k0kTgtqEzM5DE7m8/RMzrEY9BmpERyMtH1pV6n3UIsY6Q10XAVHUh+3WpJ/N6DuKeXg35VcwlpZuAXSbyT5PH3f1r7bfyPk0lM5cpLoOb2NtbSRP5KKx5ZxIvchbL76MsY8GWORjLGu/M/a8oIg9BYEoanG3wYASYyxANN6AwBo2XPdBCDvTg4yPcaxCMAVQRBUdlA1qEEN7jpmJhLpkzeFc1t+t0Dlso5ukvSUn6i54+iOdygLGmZBdujdQJlldfbUDkxLCoHtsyhgaj1BIoLy6hxHZrw2UfSqT9tybDH1CTV/HAjro1zGsw71f6ircHLTmcogP11ywuTwi6DKX14qyaLk4M6BABHa1CuAv2ysjZOXVL3r+TZV1Tjcg2ngsjUENKfbDVOIROjsiGxNOWKeCJBXFH0bAoPnSwRAnkV39Ze2KS/N8jgF7obLceOoRPos4fo+AIwkhc7eJE/kA82Lc5U9WjtmA8uGk529FpYMoFl/HLwndu3TNKZl0ysk5Ws5RukeyBhVNzzrKQ04LBHFWk0luaSTF30nf35Mx8HIH5UW8SEmy3v5nL+wPpaDS3tnkv5NO0O9e9E7gP2fEXFw8aPKNEBB94C5wFu3iGB2f5Nkfm2eooqx3o72YVG2lKApyKQ+yMIcqVet4UDa5w6m3+qp5VTVSLlM54U6nVTbV0G5p509VeX0dvS5j31PCYngyMrb6ANEwNXOiNUF3pfHj8vuMywvW1Hw42LlGErocLKXdk3qWQ2OBLq/YX3WnUeINlGUqziybpGsv24X6olTJwFc/cmorCCT5O/tnqHjtCr7SQ4u74wYLCXxdDqqBpYn2+SBvbpl4m5AnpBQtGcsJRfVOzGywt4ZmLAR6PUOmTnVQAmeWDMjiinW57Wq0WQYMOjTO7dd9xhsosuMsWdA8tMgAKcAdABwGEDPSr7vRgATAHxkutU6grcB+K/MEbUvgDdN2/MByIX1mUq+fw1qUIM7CYMTVTvkFUUeYMj7pwAKHjPiSF7EL5a1WxF5ubCBepRszeTxgFqNU8tJdjV2La3LyZMqD8d/IElULVPGPTOeZCZaFUzGgLZPAbveo2rRAA2DZe8GJOmSG+w4uFE16NapyvfD8SHADXpJfSy+jaiS5+hOj8vBe60AmrkolErznwAiS3yMAHfK5HDyVJI7gAiO3iC5pjYeIg0cnrTberZb7cLXejwNKi/OVRrauAaQfPLEUiK/xXlUAby0mQI4/t7pscpM+A996XbsWiLoWhWRlCgi8Q6uyixvxGCqbm1+jUxS6nenfVWUDSSetv65SkvoWFJXZU8soUCz01Tz1+h0RAgurJcqcJakX3LS5+xNpC3hDH33amIV0gF47qBUObIVOj3NK4s9RGRabw/4NSIL/xM/ShJBnV7p2Cm35+dkP/06mbwsHSzJhYNMJKH7m1LFO+YADYSP2iSZCzUcoNwuThSLc1FhDFlAv+2k85L5z/2APu9RRfjwfDoutSqnlYX8mI85IFUUb181mYQx2wJhjxBtM6SibOn/WybTHEvVKmMtSvbwPuuASp4TLaHHTBpVVJmqIJds3ynSWhHU7w50mU6/dbliIrxf1fuz5ajbWZlIrIEERw9K3GlVFP+JKvM9Clsrii8DaAcgVhCEHgBaAciw/hKr+AhAH8bYFQC9TffBGGvLGPseAEwmNu8DOGb6e08QhDTGWBBIvtoYwEnG2CkTka1BDWrwT8LeRUUUTf1P7iqiyCuKOclKmWKnF4FndtLwXVvBJZVylBRRtSSwLTknAhScF+cRsfimoySFu2LqqVETL46OU6VhyWo7bICyvnm3qf8RoKB+0h4ii7verfygd96TJg+oeSWq2UjzwKbpCArOAQr4ASV5dPaSqgAuvkqpE2Pm/VEh7SnQf3Yv8MiXFATy+a21W5e//UGRZKjCwQOf5o9JjzV/jGRRf34KHPmWCHzHKTS+oL4saJZXNOSzMJePALa+QXP51EiOksxSki5Ij3s3oH2pd6CkwZqJkqFI7GGz1SiQk0j7M0tW6W3zJBl1jF+nfXwARD4LMmUyTw2iOPBTaWYcIGW6cxItSyH9m1ZckstRtzP9FpIv0DGr3v/W4G0yl9kwlSr3nCQCkuOtvHJctzMFxckXqfIX2Na8gs+PrWKV0YktcHAFhn1LvWhyOd+9Dsak6lugDb+piuIF074ozlVKT7MTTHP7bJjz5lmHfn/qWYry39wpk6NskAXDG1d/cqTNNKk57rRZkE5feeMwXknU2fBd3GnYu1Clr+MLd/+9a0DQ6UzJZlXrCB/RVQMAtpvZFAiCUMAYA2PMQRCEKMZYw/Jfpg1BEG4DMIvMBEE4DlmVUBCEHwD8oFomHppX2hrUoAb/KOyN5hVFB3ftHsXcFMqmu2lIPisCZy/qReHIz6DqTWYcBd7y6k2rcTS6Ij8D+Os7YOjXVLVyD1ZWc+SwcwAe/szy+8vlQYFtyFUOoIHa29+mQLyWBeMFa0i+SN9Tm6foMzq4kzkDQNlzNfQGkq4d+YbIRe1WSoIhrxi6+FAFRg4nVW8bN6eo3Yr+AOClk0QMbDFDeGaH8v6AuSR5lVc6AlpQVWW7qW29y2LpuXbPEKn7ebhE5DLizOddAdSzGfEw/f/Xd9QfejtaIqeNh1Dv5di15KRr7wK8ep6kkHzkBNNTj6SdAyUxOr1kHkhnxgNb3lDKjNtOVBJyLfAq5YklRIDVRh0ObpJ5Bod8f1S2584amg6nimrHKWT+wiWjtsAnFOj+FrD3v8D1/ebPO3ubm3C4BkijQEYtM39N+2fp+O7wvPlzDwOtnG8AABPvSURBVDIiBtMokLC+d37dPuEkES/IlJIteakkSy/PaZSjdmtyy0w8o6y2y4liQQapHfwaaa+DB9z8PG1vrNjnqE50eZWq6i1Gl79sDR5MuAUok39lpST3V7fM/IthK1GMNzmMrgewgzGWDqCaJyXXoAY1uK9g76LsJ8uMI+mSGo7ukglHVZvrjbXIYbI4nypun0VQ5TCgJQXAcgxZQBWhP6YDfy8j44MrO2igcWWd4Hh1xbcRMP436fHw/kQUb51SEsXMmyQfbdBT6qfRQtIF6knU20mOhw16UC+Etex5YGvql+uokkHKTU5cfM2z+mqpr1bgVJ5VuDXYOZg7cwJE3AAKQut2kR7X6agabPQnEpOTAnzR1FwiC1BiIOJhmtfGbcoBifz3+5DcNNXkJbwfkbTA1vQ+Z1ZKIyCybtFIAnlFOOOGckQEoC1ZVsMvgtZ/6CvJzEOOnrPMH5Pvr+owV/EIoSqo+H4VdPd76GXqCVyu4cbpo5F04cTExU9b3uvoDoz4rmLb8CCAMWkUSHWs28ENOLpIkn1f3koSdEs94GoEm3pm4/6yTBQB606xvHocZZKS343xI7bC3oX6NGvw74V7sNLFOTeFJPg1xj8ibHU9Ndm9YQ5jbA+oP3CrlZfUoAY1+LdBLT3NukkzodRwkAXsWs9XBGF9qMfnx0FEjorz6PGes7TJH2NEDE/9Avw0mCSIbSdW/v19QmnoblgfpSmEVwPKnCecBlqZBiaXlgArR9NjLccBQy30UwkCVSKbDFU+bovEatTPZCriqpLNyAmWs7f1YG36JdsrDlWFfwugyXAyStHaX7Ua0/e11+T+yGXGD00j2V7MQRoX4tcY2DeXXDt5DyGXP+r02jbzTp5kxW/vQomDMyupcttyNI2FyIxXzptbZ6r6NX+cXhtzQNnraQk6PR1j/DPI8exeqWKr2DYZUazMqIeKgh8PzUbatrzBkRItJ5aYP6f1efjM0YpIXGtQdTi4ktmXdxj18nETJ1t/3+6BFEjHH1c+riaK1toFgtqROculP+j+vUQUa1ADt0C6jnBwibSWwd2/FOUSRcaYHsB5QRAaAYAgCFW086tBDWrwQEJNFPMztS3Q5UF7VeUddbuQfPXmCZqbp7enQejWql9utan/7v/bu/coucv6juPvz26ySTb3DZALuRKCiBQSug1BsCCGABYTLt7wQkpRjlIKBqiNeigCYvGIBbGVUwpYsK1WKUcCPUhDRORAiYRQJdwMt5BQIIFcISTcvv3j+U32N8tsdmZvM7v7eZ2zZ+f3m9/OPHv22WfmO8/zfL8P/DDtD+nsJ4eFort5dXUpi2U+O+d/LWo5fuXJth9v20tpOVdbtcJ2p2Fo6Tdi+T2Jg0emoOygT5UuCN16GWp3qh8AnygRbBRMnA33XJ7KfdQ3pL1OA4emOoFSWhr3+JK0H3T01FT779Zsz0/rvbGlFGZ1p2VvdI//DhwwP81QP/Lz9Hytfei8tpcqt+VD56eA72efbzk3/uDSQRWkN+jDxqV9u61LXnQHCb62LgXa5frYVWllwMobi8/ns+0WFJYf9tH08TWrMNY2TSuuSTu8gj19IyelMSkvX1sTWmYeS6mrT7OZhUzQtbT01GzkRNi5JZXsGjyi7Wzt/Vi7gWJEvCPpSUmTI6KNyqtm1u8NGl4cKO7YXDr1en4AruQNSyl19Wk/3C1nwnP3poLS5SyRnP7hrs0yWMqk2WnPYCGJzMqb0v7Ct3ekvZJtKWQR7MrivdOOTIkTGoa3zNydfG3pa6uRAbAt+QQZF/wBll0Kc85q+R1GjIezH0wF3fd6f3Gx90r61ugpqf5koTTC/KtTEp+Ls/21J/1T+rut/HHLcuNK1A9IAeikOelDjS8sbTtIhBTsn/9EzxbH7kgQd9zlKWi+8+st58Yd9N7rCsuOB496733WfQZl42/r5ebjS/yN2tLYVFxvc/PatGoB4Iy70naD9mbW84mePKNotSRfOmvwiJb9ig4Udyl3j+Jo4FFJvwV2vROMiPnd0ioz630ahqZkIxFppmHn1tKBYn4v2u726ZVrxAQ45bqUnOTQNopHV8MHToL7r07lMwr7FKd/OO0/fH19mrUq9QZr7fKUha+jpTVKGTg4zWrtzhGLUmKYWjJ5TuovR1+Y3myWSiw0cEhL9sj8cqFyS6zsepxW9fOk1H93bEklBaYc1lJvsKPOuDMVAy8nW2lPBokd1dCYZuULgeKX7is9ozjtyPT/MPfinm1ff7erTmC25PeD5wCx+z2FrTU2tSw9XftbuP4YGDkZEExsLq+fOlC0WlV4zdiyLn3YuGUdDBjcMys5eolyX0lL7LY3M8tpGJoCxLd3pC8oHSjW1cHZK4o3kHfW8HFwxFe67vG6woRZKdnJ/T9oSYHetE/LrOvm50svYXx+eQoSy9n/1pXmfrNnn68cg4alchnlaqtERUcN3SsFil35t+hoSYta9uX70/9/vixGXkNjKktiPasQxBWWns+7tPLHGNKU9jlGtGTH3ZJltC73wwwHilarRk1J3wt9e+v/pQ+fe8MHdT2k3Fesj0bEPfkvoJtSdZlZr1TYe7LztZbiyqUCRYA9ZsCMuaXv6yskOOK8lPb/tqx4+eip731hytuxNS1NbF1g3cpTeHHf56iuebz5P0hLKcvJbtqfjf1A20GiVU/hA7tKs9rmNTalvbpvvk5RZbJKlirnA8W6+o63xayrDR+X9r0XlldvfcHLTlspN1A8psS540ucM7P+qvBm4I1N7QeK/cVBnyxe8jlwSJpFHDQC/vvClgLj776TisQ/eQe8+xbs5+G1wy58BT53S/vXlWPKYamQe0Nj+9ea1Zq3s2RMnck2W0hu9cbGlv3WUNm2AS/js1olpZU+r2Z1Prc4UGxtt0tPJX0ZOAvYR9Lvc3cNB+4r/VNm1i8NyRJVvLGxJVvkkH6evKKuPiWRWXN/S5KdIaNScpSfnpr2Lx54Cty0ICXjgbRMrLDnzipXP7DaLTCrDe/sTN87k2m0EORtbx0oVjCj6CRGVsuapsGa++DKP0pZTztbtquPaW+P4r8DdwB/ByzOnd8WERu7rVVm1vvs+uR5UypYC55RLDj9juI9D/sdl5ag3r4IfnUpbF6TEn689QYcc7GXZ5lZ5+3dDOse7Fxd1LZmFCup71lpYimznjRmeiqzRFan1zOKRXb73xsRW4AtwKk90xwz67XynzwT6bYDxaT1xvi6Ojjyb+DWs+DNbXDIQjjhqr6Z6MTMquOYS2DmZ9KMSUe1nlEcNhZOuxX23L9r2mhWbbM+n7Z/PH03vPyI37e04o95zKxr7NqjuBGUBTwecNs28zPw1vZUrLqSumZmZuUY0ND5saWQMXXbS2lsHz6ustlEs1o3ZnrKCLxuBfzrKTD5sGq3qKY4UDSzrjFoBKg+feqsekCpwLuVJsHsL1a7FWZmbWtsSllTNzyRxvYhHUxM86X7oL6ha9tm1pUmNsPiLizb1Uc4UDSzriGlWcXtG6FuQEra4qWUZma9217vhw1PpkBx5KSOPca4A7u2TWbWI6ryLk5Sk6SlklZn30tWSZa0MLtmtaSFJe5fImlV97fYzMrS2JTeTGx/FRrHVLs1ZmbWWXu+L80ovr6huCaimfV51fq4fzGwLCJmAMsozqgKpGASuAg4FJgNXJQPKCWdDLzWM801s7IMaUr7WBwompn1DXvuDzu3pvq43k9t1q9UK1BcANyY3b4ROLHENccCSyNiY0RsApYCxwFIGgacB3yrB9pqZuVqmpZqBj57jwNFM7O+YN+5LbenHF69dphZj6tWoDg2Il7Mbr8EjC1xzd7A2tzxuuwcwKXA94Dt3dZCM6vcsd9OSW2gJa26mZn1XvnyGmP2rV47zKzHdVsyG0l3AaWqvH4jfxARISkqeNyZwPSIWCRpahnXnwmcCTB58uRyn8bMOqKxCfaYAWuXe0bRzKyvOPd3WUZrtX+tmfUZ3RYoRsTctu6T9LKk8RHxoqTxwPoSl70AHJU7ngj8GjgMaJb0HKn9e0n6dUQcRQkRcS1wLUBzc3PZAamZdVCh7pYDRTOzvmH01PRlZv1KtZaeLgEKWUwXAreWuOZOYJ6k0VkSm3nAnRFxTURMiIipwBHAH9oKEs2sCgaPTN8bhla3HWZmZmbWYdUKFC8HjpG0GpibHSOpWdJ1ABGxkbQX8cHs65LsnJnVssIexZ1OSmxmZmbWWymi/6zGbG5ujhUrVlS7GWZ92ytPwQ3HwheXeamSmZmZWY2R9FBENLd3XbftUTSzfmqPfeGrT1e7FWZmZmbWCdVaempmZmZmZmY1yoGimZmZmZmZFXGgaGZmZmZmZkUcKJqZmZmZmVmRfpX1VNIGYE2121HCHsAr1W6E9VruP9YZ7j/WGe4/1lnuQ9YZ7j8dMyUi9mzvon4VKNYqSSvKSVFrVor7j3WG+491hvuPdZb7kHWG+0/38tJTMzMzMzMzK+JA0czMzMzMzIo4UKwN11a7Adaruf9YZ7j/WGe4/1hnuQ9ZZ7j/dCPvUTQzMzMzM7MinlE0MzMzMzOzIg4Uq0jScZKelPSUpMXVbo/VHkmTJN0t6TFJj0o6NzvfJGmppNXZ99HZeUm6OutTv5d0SHV/A6sFkuolPSzp9ux4mqTlWT/5D0kN2flB2fFT2f1Tq9luqw2SRkm6WdITkh6XdJjHICuXpEXZ69cqST+RNNhjkO2OpBskrZe0Kneu4jFH0sLs+tWSFlbjd+ntHChWiaR64B+B44EDgFMlHVDdVlkNehs4PyIOAOYAf5n1k8XAsoiYASzLjiH1pxnZ15nANT3fZKtB5wKP546/A1wZEfsCm4AzsvNnAJuy81dm15l9H/hlROwPHEzqSx6DrF2S9gbOAZoj4kCgHvg0HoNs9/4FOK7VuYrGHElNwEXAocBs4KJCcGnlc6BYPbOBpyLimYh4E/gpsKDKbbIaExEvRsTK7PY20hu0vUl95cbsshuBE7PbC4CbInkAGCVpfA8322qIpInAnwHXZccCjgZuzi5p3X8K/epm4CPZ9dZPSRoJ/ClwPUBEvBkRm/EYZOUbAAyRNABoBF7EY5DtRkT8BtjY6nSlY86xwNKI2BgRm4ClvDf4tHY4UKyevYG1ueN12TmzkrIlOLOA5cDYiHgxu+slYGx22/3KWrsK+CrwbnY8BtgcEW9nx/k+sqv/ZPdvya63/msasAH4UbZ8+TpJQ/EYZGWIiBeAK4DnSQHiFuAhPAZZ5SodczwWdQEHima9gKRhwH8CX4mIrfn7IqUudvpiew9JJwDrI+KharfFeq0BwCHANRExC3idliVfgMcga1u21G8B6QOHCcBQPKtjneQxp+c4UKyeF4BJueOJ2TmzIpIGkoLEf4uIW7LTLxeWc2Xf12fn3a8s73BgvqTnSMvbjybtNxuVLQOD4j6yq/9k948EXu3JBlvNWQesi4jl2fHNpMDRY5CVYy7wbERsiIi3gFtI45LHIKtUpWOOx6Iu4ECxeh4EZmSZvxpIm7uXVLlNVmOyvRnXA49HxN/n7loCFDJ4LQRuzZ0/LcsCNgfYkluqYf1MRHwtIiZGxFTSGPOriPgscDfw8eyy1v2n0K8+nl3vT237sYh4CVgr6X3ZqY8Aj+ExyMrzPDBHUmP2elboPx6DrFKVjjl3AvMkjc5mtudl56wC8v9f9Uj6KGn/UD1wQ0RcVuUmWY2RdARwL/AILXvMvk7ap/gzYDKwBvhkRGzMXoj/gbS0ZztwekSs6PGGW82RdBRwQUScIGkf0gxjE/Aw8LmI2ClpMPBj0l7YjcCnI+KZarXZaoOkmaRkSA3AM8DppA+aPQZZuyRdDHyKlMX7YeALpL1iHoOsJEk/AY4C9gBeJmUv/QUVjjmS/oL0ngngsoj4UU/+Hn2BA0UzMzMzMzMr4qWnZmZmZmZmVsSBopmZmZmZmRVxoGhmZmZmZmZFHCiamZmZmZlZEQeKZmZmZmZmVsSBopmZmZmZmRVxoGhmZpYjaZSks3LHEyTd3E3PdaKkv5X0DUn/m329k7t9jqRvSnohO35M0qm5n79C0tHd0TYzM+vfXEfRzMwsR9JU4PaIOLAHnut+YH5EvJI791pEDMsdfxN4LSKukDQDeAgYExFvSZoC/HNEzOvutpqZWf/iGUUzM7NilwPTsxm870qaKmkVgKQ/l/QLSUslPSfpbEnnSXpY0gOSmrLrpkv6paSHJN0raf/WTyJpP2BnPkhsT0SsBrYDo7PjNcAYSeO64Pc2MzPbxYGimZlZscXA0xExMyL+usT9BwInA38CXAZsj4hZwP8Ap2XXXAv8VUT8MXAB8MMSj3M4sLKShkk6BFgdEetzp1dmj2VmZtZlBlS7AWZmZr3M3RGxDdgmaQtwW3b+EeAgScOADwI/l1T4mUElHmc8sKHM51wk6XRgP+Bjre5bD0yooP1mZmbtcqBoZmZWmZ252+/mjt8lva7WAZsjYmY7j/MGMLLM57wy26M4H7he0vSI2JHdNzh7LDMzsy7jpadmZmbFtgHDO/rDEbEVeFbSJwCUHFzi0seBfSt87CXACmBh7vR+wKoONtfMzKwkB4pmZmY5EfEqcJ+kVZK+28GH+SxwhqTfAY8CC0pc8xtglnLrU8t0CXCepDpJA0nB5ooOttPMzKwkl8cwMzOrEknfB26LiLs6+PMnAYdExIVd2zIzM+vvPKNoZmZWPd8GGjvx8wOA73VRW8zMzHbxjKKZmZmZmZkV8YyimZmZmZmZFXGgaGZmZmZmZkUcKJqZmZmZmVkRB4pmZmZmZmZWxIGimZmZmZmZFfl/u7Crx/pXY1oAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Difference between motion parameters from Strategy 1 and 2\n",
"par1 = np.loadtxt('func_tFilt_low_mcf.nii.gz.par')\n",
"par2 = np.copy(par_filtered)\n",
"fig, axes = plt.subplots(2, 1, figsize=(15, 5))\n",
"axes[0].set_ylabel('rotation (degrees)')\n",
"axes[0].plot(np.rad2deg(par1[0:, :3] - par2[0:, :3]))\n",
"axes[1].plot(par1[0:, 3:] - par2[0:, 3:])\n",
"axes[1].set_xlabel('time (TR)')\n",
"axes[1].set_ylabel('translation (mm)');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That sounds okish?\n",
"\n",
"So, as a next step, we now can take the estimated transformation matrices (saved under `func_tFilt_low_mcf.nii.gz.mat/MAT_????`) and apply them to the original functional image."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"func_tFilt_low_mcf.nii.gz.mat/MAT_0000\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0001\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0002\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0003\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0004\n",
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]
},
{
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]
},
{
"name": "stdout",
"output_type": "stream",
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"func_tFilt_low_mcf.nii.gz.mat/MAT_0873\n",
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"func_tFilt_low_mcf.nii.gz.mat/MAT_0875\n",
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"func_tFilt_low_mcf.nii.gz.mat/MAT_0885\n",
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"func_tFilt_low_mcf.nii.gz.mat/MAT_0891\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0892\n",
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"func_tFilt_low_mcf.nii.gz.mat/MAT_0894\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0895\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0896\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0897\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0898\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0899\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0900\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0901\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0902\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0903\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0904\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0905\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0906\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0907\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0908\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0909\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0910\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0911\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0912\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0913\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0914\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0915\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0916\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0917\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0918\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0919\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0920\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0921\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0922\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0923\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0924\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0925\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0926\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0927\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0928\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0929\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0930\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0931\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0932\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0933\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0934\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0935\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0936\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0937\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0938\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0939\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0940\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0941\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0942\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0943\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0944\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0945\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0946\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0947\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0948\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0949\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0950\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0951\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0952\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0953\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0954\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0955\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0956\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0957\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0958\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0959\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0960\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0961\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0962\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0963\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0964\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0965\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0966\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0967\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0968\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0969\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0970\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0971\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0972\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0973\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0974\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0975\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0976\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0977\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0978\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0979\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0980\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0981\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0982\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0983\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0984\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0985\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0986\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0987\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0988\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0989\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0990\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0991\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0992\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0993\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0994\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0995\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0996\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0997\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0998\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_0999\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1000\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1001\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1002\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1003\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1004\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1005\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1006\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1007\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1008\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1009\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1010\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1011\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1012\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1013\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1014\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1015\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1016\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1017\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1018\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1019\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1020\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1021\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1022\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1023\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1024\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1025\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1026\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1027\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1028\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1029\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1030\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1031\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1032\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1033\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1034\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1035\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1036\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1037\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1038\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1039\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1040\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1041\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1042\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1043\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1044\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1045\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1046\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1047\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1048\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1049\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1050\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1051\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1052\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1053\n",
"func_tFilt_low_mcf.nii.gz.mat/MAT_1054\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"func_tFilt_low_mcf.nii.gz.mat/MAT_1055\r\n"
]
}
],
"source": [
"!applyxfm4D func.nii func.nii func_mcf_tf_cleaned_low.nii func_tFilt_low_mcf.nii.gz.mat -fourdigit"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That took some time. But let's see what kind of \"motion\" and frequency we still have in the data after this."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# Perform FSL's motion correction\n",
"from nipype.interfaces.fsl import MCFLIRT\n",
"mcflirt = MCFLIRT(in_file='func_mcf_tf_cleaned_low.nii.gz',\n",
" mean_vol=False,\n",
" ref_vol=0,\n",
" save_plots=True,\n",
" out_file='out_strategy2_low.nii.gz').run()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Motion parameters still in the data after Strategy 2"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot FSL's the motion paramters\n",
"par = np.loadtxt('out_strategy2_low.nii.gz.par')\n",
"fig, axes = plt.subplots(2, 1, figsize=(15, 5))\n",
"axes[0].set_ylabel('rotation (degrees)')\n",
"axes[0].plot(np.rad2deg(par[0:, :3]))\n",
"axes[1].plot(par[0:, 3:])\n",
"axes[1].set_xlabel('time (TR)')\n",
"axes[1].set_ylabel('translation (mm)');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Frequencies still in the motion parameters after Strategy 2"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from scipy.signal import welch\n",
"from scipy.stats import zscore\n",
"TR = 0.5\n",
"freq, power_spectrum = welch(zscore(par.T, axis=-1), fs=1. / TR)\n",
"\n",
"plt.figure(figsize=(12, 4))\n",
"plt.plot(freq, power_spectrum.T)\n",
"plt.axvspan(0.2, 0.67, facecolor='b', alpha=0.1);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Power spectrum density of the average voxel after `Strategy 2`"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"from scipy.signal import welch\n",
"img = nb.load('out_strategy2_low.nii.gz')\n",
"data = img.get_data()\n",
"\n",
"freq, power_spectrum = welch(np.mean(data, axis=(0, 1, 2)), fs=1. / TR)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(12, 4))\n",
"plt.plot(freq, power_spectrum)\n",
"plt.axvspan(0.2, 0.67, facecolor='b', alpha=0.1);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Power spectrum density of the average voxel after `Strategy 2` and `high_pass` filtering"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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