"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = dmslogo.draw_logo(data=data,\n",
" x_col='site',\n",
" letter_col='letter',\n",
" letter_height_col='height',\n",
" title='basic example')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that the call to `dmslogo.logo.draw_logo` returns\n",
"matplotlib Figure and Axis instances, which we have called `fig` and\n",
"`ax`. We can save the figure to a file using the\n",
"[savefig](https://matplotlib.org/api/_as_gen/matplotlib.pyplot.savefig.html)\n",
"command of `fig`. Below we show an example of how to do this saving to\n",
"a temporary file:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"with tempfile.NamedTemporaryFile(mode='wb', suffix='.png') as f:\n",
" fig.savefig(f, dpi=450, bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Drawing without breaks\n",
"\n",
"Note how the above plot has a “break” (gap and dashed line) to indicate\n",
"a break in the sequential numbering in `x_col` between 2 and 5. This\n",
"is useful as it indicates when we are breaking the sequence when drawing\n",
"just snippets of a protein. If you do **not** want to indicate breaks in\n",
"this way, turn off the `addbreaks` option. Now the logo just goes\n",
"directly from 2 to 5 without indicating a break:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = dmslogo.draw_logo(data=data,\n",
" x_col='site',\n",
" letter_col='letter',\n",
" letter_height_col='height',\n",
" addbreaks=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Setting letter colors\n",
"\n",
"The above plot colored letters using a default amino-acid coloring\n",
"scheme. You can set a different coloring scheme using `colorscheme`\n",
"and `missing_color`, or you can set letter colors at a site-specific\n",
"level by adding a column to `data` that specifies the colors. Here we\n",
"color letters at site-specific level:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
site
\n",
"
letter
\n",
"
height
\n",
"
color
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
1
\n",
"
A
\n",
"
1.0
\n",
"
red
\n",
"
\n",
"
\n",
"
1
\n",
"
1
\n",
"
C
\n",
"
0.7
\n",
"
gray
\n",
"
\n",
"
\n",
"
2
\n",
"
2
\n",
"
C
\n",
"
0.1
\n",
"
gray
\n",
"
\n",
"
\n",
"
3
\n",
"
2
\n",
"
D
\n",
"
1.2
\n",
"
gray
\n",
"
\n",
"
\n",
"
4
\n",
"
5
\n",
"
A
\n",
"
0.4
\n",
"
red
\n",
"
\n",
"
\n",
"
5
\n",
"
5
\n",
"
K
\n",
"
0.4
\n",
"
gray
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" site letter height color\n",
"0 1 A 1.0 red\n",
"1 1 C 0.7 gray\n",
"2 2 C 0.1 gray\n",
"3 2 D 1.2 gray\n",
"4 5 A 0.4 red\n",
"5 5 K 0.4 gray"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['color'] = ['red', 'gray', 'gray', 'gray', 'red', 'gray']\n",
"data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now plot using `color_col` to set the colors:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = dmslogo.draw_logo(data=data,\n",
" x_col='site',\n",
" letter_col='letter',\n",
" letter_height_col='height',\n",
" color_col='color')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Labeling x-axis ticks\n",
"\n",
"Sometimes we want to label sites with something other than the\n",
"sequential integer numbers. We can do this by adding a column for the\n",
"xtick labels to `data`:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
site
\n",
"
letter
\n",
"
height
\n",
"
color
\n",
"
site_label
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
1
\n",
"
A
\n",
"
1.0
\n",
"
red
\n",
"
D1
\n",
"
\n",
"
\n",
"
1
\n",
"
1
\n",
"
C
\n",
"
0.7
\n",
"
gray
\n",
"
D1
\n",
"
\n",
"
\n",
"
2
\n",
"
2
\n",
"
C
\n",
"
0.1
\n",
"
gray
\n",
"
A2
\n",
"
\n",
"
\n",
"
3
\n",
"
2
\n",
"
D
\n",
"
1.2
\n",
"
gray
\n",
"
A2
\n",
"
\n",
"
\n",
"
4
\n",
"
5
\n",
"
A
\n",
"
0.4
\n",
"
red
\n",
"
F5
\n",
"
\n",
"
\n",
"
5
\n",
"
5
\n",
"
K
\n",
"
0.4
\n",
"
gray
\n",
"
F5
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" site letter height color site_label\n",
"0 1 A 1.0 red D1\n",
"1 1 C 0.7 gray D1\n",
"2 2 C 0.1 gray A2\n",
"3 2 D 1.2 gray A2\n",
"4 5 A 0.4 red F5\n",
"5 5 K 0.4 gray F5"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['site_label'] = ['D1', 'D1', 'A2', 'A2', 'F5', 'F5']\n",
"data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now use `xtick_col` to set the xticks:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = dmslogo.draw_logo(data=data,\n",
" x_col='site',\n",
" letter_col='letter',\n",
" letter_height_col='height',\n",
" color_col='color',\n",
" xtick_col='site_label')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Adjusting size, axis labels, axes\n",
"\n",
"We can do additional formatting by scaling the width (`widthscale`),\n",
"the height (`heightscale`), the axis font (`axisfontscale`), the\n",
"x-axis (`xlabel`) and y-axis (`ylabel`) labels, and removing the\n",
"axes altogether (`hide_axis`).\n",
"\n",
"First, we make a plot where we adjust the size, change the y-axis label,\n",
"and get rid of the x-axis label:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = dmslogo.draw_logo(data=data,\n",
" x_col='site',\n",
" letter_col='letter',\n",
" letter_height_col='height',\n",
" color_col='color',\n",
" xtick_col='site_label',\n",
" hide_axis=True\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Multiple logos in one figure\n",
"\n",
"So far we have made individual plots on newly generate figures created\n",
"by `dmslogo.logo.draw_logo`.\n",
"\n",
"But we can also create a multi-axis figure, and then draw several logos\n",
"onto that. The easiest way to do this is with the\n",
"`dmslogo.facet.facet_plot` command described below. But we can\n",
"also do it using matplotlib subplots as here:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# make figure with two subplots: two rows, one column\n",
"fig, axes = plt.subplots(2, 1)\n",
"fig.subplots_adjust(hspace=0.3) # add more vertical space for axis titles\n",
"fig.set_size_inches(4, 5)\n",
"\n",
"# draw top plot, no x-axis ticks or label, default coloring\n",
"_ = dmslogo.draw_logo(data.assign(no_ticks=''),\n",
" x_col='site',\n",
" letter_col='letter',\n",
" letter_height_col='height',\n",
" ax=axes[0],\n",
" xlabel='',\n",
" ylabel='',\n",
" xtick_col='no_ticks',\n",
" title='colored by amino acid')\n",
"\n",
"# draw bottom plot, color as specified in `data`\n",
"_ = dmslogo.draw_logo(data,\n",
" x_col='site',\n",
" letter_col='letter',\n",
" letter_height_col='height',\n",
" color_col='color',\n",
" ax=axes[1],\n",
" ylabel='',\n",
" title='user-specified colors')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Real HIV data from Dingens et al\n",
"\n",
"In [An Antigenic Atlas of HIV-1 Escape from Broadly Neutralizing\n",
"Antibodies Distinguishes Functional and Structural\n",
"Epitopes](https://doi.org/10.1016/j.immuni.2018.12.017) (Dingens et\n",
"al, 2019), there are plots of immune selection on HIV envelope (Env)\n",
"from anti-HIV antibodies at just a subset of “strongly selected” sites\n",
"for each antibody.\n",
"\n",
"Here we use `dmslogo` to re-create one of those plots (the one in\n",
"Figure 3D,E) showing antibodies *PG9* and *PGT145*.\n",
"\n",
"# Download data to plot\n",
"\n",
"Download the data from the paper’s [GitHub\n",
"repo](https://github.com/jbloomlab/EnvsAntigenicAtlas/) giving the\n",
"immune selection (as [fraction surviving above\n",
"average](https://jbloomlab.github.io/dms_tools2/fracsurvive.html))\n",
"for these two antibodies, and read the data into a DataFrame:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"antibodies = ['PG9', 'PGT145']\n",
"\n",
"data_hiv = []\n",
"for antibody in antibodies:\n",
" datafile = ('https://raw.githubusercontent.com/jbloomlab/EnvsAntigenicAtlas/master/results/'\n",
" f\"fracsurviveaboveavg/concavg_wtDNA_ctrl/summary_{antibody}-medianmutfracsurvive.csv\")\n",
" with urllib.request.urlopen(datafile) as f:\n",
" data_hiv.append(pd.read_csv(f).assign(antibody=antibody))\n",
"\n",
"data_hiv = pd.concat(data_hiv)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here are the first few lines of the data frame. For each mutation it\n",
"gives the immune selection (*mutfracsurvive*):"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
site
\n",
"
wildtype
\n",
"
mutation
\n",
"
mutfracsurvive
\n",
"
antibody
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
160
\n",
"
N
\n",
"
I
\n",
"
0.256342
\n",
"
PG9
\n",
"
\n",
"
\n",
"
1
\n",
"
160
\n",
"
N
\n",
"
L
\n",
"
0.207440
\n",
"
PG9
\n",
"
\n",
"
\n",
"
2
\n",
"
160
\n",
"
N
\n",
"
R
\n",
"
0.184067
\n",
"
PG9
\n",
"
\n",
"
\n",
"
3
\n",
"
171
\n",
"
K
\n",
"
E
\n",
"
0.176118
\n",
"
PG9
\n",
"
\n",
"
\n",
"
4
\n",
"
428
\n",
"
Q
\n",
"
Y
\n",
"
0.150981
\n",
"
PG9
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" site wildtype mutation mutfracsurvive antibody\n",
"0 160 N I 0.256342 PG9\n",
"1 160 N L 0.207440 PG9\n",
"2 160 N R 0.184067 PG9\n",
"3 171 K E 0.176118 PG9\n",
"4 428 Q Y 0.150981 PG9"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_hiv.head(n=5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The sites in this data frame are in the [HXB2 numbering\n",
"scheme](https://www.hiv.lanl.gov/content/sequence/HIV/REVIEWS/HXB2.html),\n",
"which is **not** the same as sequential integer numbering of the actual\n",
"BG505 Env for which the immune selection was measured. So for our\n",
"plotting, we also need to create a column (which we will call `isite`)\n",
"that numbers the sites a sequential numbering. A file that converts\n",
"between HXB2 and and BG505 numbering is part of the paper’s [GitHub\n",
"repo](https://github.com/jbloomlab/EnvsAntigenicAtlas/). We download\n",
"the data in that file and add it to our data frame:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"numberfile = ('https://raw.githubusercontent.com/jbloomlab/EnvsAntigenicAtlas/'\n",
" 'master/results/HXB2_numbering/BG505_to_HXB2.csv')\n",
"with urllib.request.urlopen(numberfile) as f:\n",
" data_hiv = (pd.read_csv(f)\n",
" .rename(columns={'original':'isite', 'new':'site'})\n",
" [['site', 'isite']]\n",
" .merge(data_hiv, on='site', validate='one_to_many')\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now see how this data frame also has the `isite` column which has\n",
"sequential integer numbering of the sequence:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
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" \n",
"
\n",
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site
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isite
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wildtype
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mutation
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mutfracsurvive
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antibody
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0
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31
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30
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A
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Y
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0.030824
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PG9
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"
\n",
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\n",
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1
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31
\n",
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30
\n",
"
A
\n",
"
K
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0.006860
\n",
"
PG9
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"
\n",
"
\n",
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2
\n",
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31
\n",
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30
\n",
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A
\n",
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D
\n",
"
0.006774
\n",
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PG9
\n",
"
\n",
"
\n",
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3
\n",
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31
\n",
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30
\n",
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A
\n",
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S
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"
0.004407
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"
PG9
\n",
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\n",
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\n",
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4
\n",
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31
\n",
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30
\n",
"
A
\n",
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R
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0.003501
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PG9
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" \n",
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],
"text/plain": [
" site isite wildtype mutation mutfracsurvive antibody\n",
"0 31 30 A Y 0.030824 PG9\n",
"1 31 30 A K 0.006860 PG9\n",
"2 31 30 A D 0.006774 PG9\n",
"3 31 30 A S 0.004407 PG9\n",
"4 31 30 A R 0.003501 PG9"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_hiv.head(n=5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We add a column (`site_label`) that gives the site labeled with the\n",
"wildtype identity that we can use for axis ticks. We also indicate which\n",
"sites to show (column `show_site`) in our logoplot snippet (these are\n",
"just the same ones in Figure 3 of the [Dingens et al\n",
"(2019)](https://doi.org/10.1016/j.immuni.2018.12.017) paper):"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# same sites in Figure 3D,E of Dingens et al (2019)\n",
"sites_to_show = map(str, list(range(119, 125)) +\n",
" [127] +\n",
" list(range(156, 174)) +\n",
" list(range(199, 205)) +\n",
" list(range(312, 316))\n",
" )\n",
"\n",
"data_hiv = (\n",
" data_hiv\n",
" .assign(site_label=lambda x: x['wildtype'] + x['site'],\n",
" show_site=lambda x: x['site'].isin(sites_to_show),\n",
" )\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"See how the data frame now has the `site_label` and `show_site`\n",
"columns:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
site
\n",
"
isite
\n",
"
wildtype
\n",
"
mutation
\n",
"
mutfracsurvive
\n",
"
antibody
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"
site_label
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"
show_site
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"
\n",
" \n",
" \n",
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0
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31
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30
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Y
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0.030824
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1
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31
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0.006860
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A31
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"
False
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"
\n",
"
\n",
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2
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"
31
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30
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A
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D
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0.006774
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False
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"
\n",
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3
\n",
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31
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30
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S
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"
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4
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],
"text/plain": [
" site isite wildtype mutation mutfracsurvive antibody site_label show_site\n",
"0 31 30 A Y 0.030824 PG9 A31 False\n",
"1 31 30 A K 0.006860 PG9 A31 False\n",
"2 31 30 A D 0.006774 PG9 A31 False\n",
"3 31 30 A S 0.004407 PG9 A31 False\n",
"4 31 30 A R 0.003501 PG9 A31 False"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_hiv.head(n=5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Draw a logo plot\n",
"\n",
"Now we make logo plots of the sites that we have selected to show, here\n",
"just for the *PG9* antibody. Note how we query `data_hiv` for only the\n",
"antibody (*PG9*) and the sites of interest (`show_site` is `True`):"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = dmslogo.draw_logo(data_hiv.query('antibody == \"PG9\"').query('show_site'),\n",
" x_col='isite',\n",
" letter_col='mutation',\n",
" letter_height_col='mutfracsurvive',\n",
" xtick_col='site_label',\n",
" title='PG9')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Draw site-level line plots\n",
"\n",
"The logo plot above shows selection at a subset of sites. But we might\n",
"also want to summarize the selection across all sites (as is done in\n",
"Figure 2 of [Dingens et al\n",
"(2019)](https://doi.org/10.1016/j.immuni.2018.12.017)).\n",
"\n",
"An easy way to do this is to create a summary statistic at each site.\n",
"Here we compute the average\n",
"[fracsurvive](https://jbloomlab.github.io/dms_tools2/dms_tools2.fracsurvive.html)\n",
"at each site across all mutations, and add that to our data frame:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"data_hiv = (\n",
" data_hiv\n",
" .query('mutation != wildtype') # only care about mutations; get rid of wildtype values\n",
" .assign(avgfracsurvive=lambda x: x.groupby(['antibody', 'site'])\n",
" ['mutfracsurvive']\n",
" .transform('mean')\n",
" )\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now the data frame has a column (`avgfracsurvive`) giving the average\n",
"fraction surviving at each site:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" \n",
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site
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isite
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wildtype
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"
mutfracsurvive
\n",
"
antibody
\n",
"
site_label
\n",
"
show_site
\n",
"
avgfracsurvive
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
31
\n",
"
30
\n",
"
A
\n",
"
Y
\n",
"
0.030824
\n",
"
PG9
\n",
"
A31
\n",
"
False
\n",
"
0.00329
\n",
"
\n",
"
\n",
"
1
\n",
"
31
\n",
"
30
\n",
"
A
\n",
"
K
\n",
"
0.006860
\n",
"
PG9
\n",
"
A31
\n",
"
False
\n",
"
0.00329
\n",
"
\n",
"
\n",
"
2
\n",
"
31
\n",
"
30
\n",
"
A
\n",
"
D
\n",
"
0.006774
\n",
"
PG9
\n",
"
A31
\n",
"
False
\n",
"
0.00329
\n",
"
\n",
"
\n",
"
3
\n",
"
31
\n",
"
30
\n",
"
A
\n",
"
S
\n",
"
0.004407
\n",
"
PG9
\n",
"
A31
\n",
"
False
\n",
"
0.00329
\n",
"
\n",
"
\n",
"
4
\n",
"
31
\n",
"
30
\n",
"
A
\n",
"
R
\n",
"
0.003501
\n",
"
PG9
\n",
"
A31
\n",
"
False
\n",
"
0.00329
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" site isite wildtype mutation mutfracsurvive antibody site_label show_site avgfracsurvive\n",
"0 31 30 A Y 0.030824 PG9 A31 False 0.00329\n",
"1 31 30 A K 0.006860 PG9 A31 False 0.00329\n",
"2 31 30 A D 0.006774 PG9 A31 False 0.00329\n",
"3 31 30 A S 0.004407 PG9 A31 False 0.00329\n",
"4 31 30 A R 0.003501 PG9 A31 False 0.00329"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_hiv.head(n=5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we use the `dmslogo.line.draw_line` function to draw the line plot for\n",
"antibody *PG9*. Note how we provide our new `avgfracsurvive` column as\n",
"`height_col`. We also provide our previously defined `show_site`\n",
"column (which indicates which sites were shown in the logo plot) as the\n",
"`show_col`, so that the line plot has the sites shown in the above\n",
"logo plot underlined in orange:"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = dmslogo.draw_line(data_hiv.query('antibody == \"PG9\"'),\n",
" x_col='isite',\n",
" height_col='avgfracsurvive',\n",
" xtick_col='site',\n",
" show_col='show_site',\n",
" title='PG9',\n",
" widthscale=2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Combining site-level line and mutation-level logo plots\n",
"\n",
"Of course, a line plot isn’t that hard to make, but the advantage of\n",
"doing this using the approach above is that we can combine\n",
"`dmslogo.line.draw_line` and `dmslogo.logo.draw_logo` to create a single\n",
"figure that shows the site-selection in a line plot and the selected\n",
"sites as logo plots.\n",
"\n",
"The easiest way to do this using the\n",
"`dmslogo.facet.facet_plot` command described below. But first\n",
"here we do it using matplotlib subplots. Note how the resulting\n",
"plot combines the line and logo plots, with the line plot using the orange\n",
"underline to indicate which sites are zoomed in the logo plot:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 2,\n",
" gridspec_kw={'width_ratios':[1, 1.5]})\n",
"fig.subplots_adjust(wspace=0.12)\n",
"fig.set_size_inches(24, 3)\n",
"\n",
"_ = dmslogo.draw_line(data_hiv.query('antibody == \"PG9\"'),\n",
" x_col='isite',\n",
" height_col='avgfracsurvive',\n",
" xtick_col='site',\n",
" show_col='show_site',\n",
" ax=axes[0])\n",
"\n",
"_ = dmslogo.draw_logo(data_hiv.query('antibody == \"PG9\"').query('show_site'),\n",
" x_col='isite',\n",
" letter_col='mutation',\n",
" letter_height_col='mutfracsurvive',\n",
" ax=axes[1],\n",
" xtick_col='site_label')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Faceting line and logo plots together\n",
"\n",
"The easiest way to facet line and logo plots together is using\n",
"`dmslogo.facet.facet_plot`.\n",
"\n",
"The cell below shows how this is done. You pass the data to this\n",
"function, as well any columns and rows we would like to facet, the\n",
"`x_col` and `show_col` arguments shared between the line and logo\n",
"plots, and additional keyword arguments for\n",
"`dmslogo.logo.draw_logo` and\n",
"`dmslogo.line.draw_line`:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = dmslogo.facet_plot(\n",
" data_hiv,\n",
" gridrow_col='antibody',\n",
" x_col='isite',\n",
" show_col='show_site',\n",
" draw_line_kwargs=dict(height_col='avgfracsurvive',\n",
" xtick_col='site'),\n",
" draw_logo_kwargs=dict(letter_col='mutation',\n",
" letter_height_col='mutfracsurvive',\n",
" xtick_col='site_label',\n",
" xlabel='site'),\n",
" line_titlesuffix='site-level selection',\n",
" logo_titlesuffix='mutation-level selection'\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are various options to tweak the formatting of the faceted plot. Here we demonstrate a few of them:\n",
"\n",
"> * We assign a more generic ylabel (“immune selection”) to each plot via the appropriate `\\*_kwargs` option.\n",
"\n",
"> * We use the `share_ylim_across_rows=False` option to allow each row to have its own y-axis limits.\n",
"\n",
"> * We use the `share_xlabel` and `share_ylabel` options to share the x- and y-labels across the line and logo plots."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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X1F3Sv6Pl283s+fSEDABAp6JtRE4JBoPpDqHDsuEa0HYuFNK22+9Q/X8/brYvsMcYdb/2mjREBQCZg3YTmYD7FIl0iQVIO9vkyZPdjBkz0h0GACA9MnIB0s5G24iuwsyU6f3RbLiGXJZoAdKy66+Tr1cvuepque3bFdm6VfWz56hu+nS57dub1c8/6CD1+s2d8vfvn4qwAaTBikFDWq/URoNWLEvauTIN7SYyAfdp1kh6PiCt07wAAAAgt1VUVKQ7hA7LhmtAc1t/fmP8HT6ffP37yd+vn/yDBil/8mQVHnG48saMSW2AAJChaDeRCbhPkQgj0wEA2Y6R6XHQNgKAp/rFF6VIJP7OQJ4sLyAL5Mm6lcrfv798vXvL/P7UBgmgS0g0Mj2XR5kDQBfHyHQAAAAASJai445LdwgAAADIECTTAQAAAOSsvy26V3fNu6PFOn7zq8BfqHxfvgp8BSrwF6rYX6zBxYM1rGS4hpQM1fge4zWsZHhqggbQpbR3LnVGsgNA5iKZDgAAACBnba3fqiWVS5qVj+42RscNOEGSFHFh1UZqVRup1Zrq1Zq7da6+qFra7JhD+xyu3035gwYVD+7ssAEAAJAGJNMBAACQNsFgUMFgMN1hdEg2XAOaG99zHwXH/yzuPuecrpzxLT289MFG5W+te0PnvnO2Xj96WipCBNBFMNK8fWg3kQm4T5GIL90BAAAAIHfdcMMN6Q6hw7LhGtCysAurKlSlTXUbNXfLHP1r+ZN6Z/3bcese0//YFEcHAJmFdhOZgPsUiTAyHQAAAGlTUVGR7hA6LBuuAc099sU/9NgX/2i1Xp7laUjJEI3rsY/OG36+jux/dAqiA4DMRbuJTMB9ikTMOZfuGDrd5MmT3YwZM9IdBgAgPSzdAXRFtI0A4PnNvDsVnHV9s/KJPSfpvBH/I0kKWED5fm/x0XxfgQr8BSrxl2hwyRD1L+wvn/HAL5AL2rvQaEuYGgYAUiLp+QBGpgMAAABAEyO77aYLRl6U7jAAAADQhZBMBwAAAAAAaAWjyQEAJNMBAAAA5KwJPSfq27tf2ax8fM990hANAAAAujKS6QAAAEibYDCoYDCY7jA6JBuuIZcd0vdQHdL30HQdQHP6AAAgAElEQVSHAaArC3bSEjzB7F/DLh7aTWQC7lMkwgKkAIBsxwKkcdA2oqswM2V6fzQbriGXHXrOyrjlbz08sFOOA5CBSKYnFe0mMgH3adZgAVIAAABkj4qKinSH0GHZcA0AgBa0lvROlGzP0WR5a2g3kQm4T5GIL90BAAAAIHdlw+Oz2XANAACkCu0mMgH3KRJhZDoAAAAANJFoGhcAAADkLkamAwAAAAAAAADQCkamAwAAAEATu7oAKQAAALIXI9MBAACQNtkwH2U2XAMAAKlCu4lMwH2KREimAwAAIG1uuOGGdIfQYdlwDQAApArtJjIB9ykSYZoXAAAApE1FRUW6Q+iwbLiGXNbadC7JPg5AFgq6dEeQUWg3kQm4T5GIOZf9/+hPnjzZzZgxI91hAADSw9IdQFdE2wgA0rqNYS1dEWpWXlbq0+gReS0eu60yovmL6xXv61T3bj6NGhaQGU0QAABAGiW9M8bIdAAAAAA5afrHtfq/P29uVr7/PgX61Y/Lm5UvWxXS2x/V6N2PavTxvDqFwzv37T48TwdNKNCBEwo1ciiJdCAb3XRgadLO9ZN3tyftXACA1CGZDgAAAABxhEJOs+bX6Z2PavT2RzVatmpn9ryo0DRlYoEOnFCgA/YpVO9e/jRGCiCdSIwDQO4gmQ4AAAAAMVauDSl41ya9/0mNtlc2nselb7lfV1/UXVPGFyg/j9HnANo/Yp3kOwBkLpLpAAAASJtgMKhgMJjuMDokG64BjS1bFdayVdUqKjSNHpGn+Yvrd+xbuyGsm/+4SScfWaLTji1R33JGpAOtCS1arMpHH42/00wWCEh+vywQkK9HD/n69JavvLf8fXrL16ePfCUlqQ24nUiOtw/tJjIB9ykSYQFSAEC2Y9hgHLSN6CrMTJneH82Ga8hVz71WFXfO9CED/Prehd21z57e6PMFS+v1j+e366Vp1QrFzJPu90mH71eo008o1d675zFPOpBAzRtvaMPXzou7zwoLvX9Da2sTHu8rL1f+hAkqmHq4ik89Vb4ePTor1BYlGoFOMr19aDeRCbhPswYLkAIAACB7VFRUpDuEDsuGa0BjA/sGNGV84Y7fRw3L07WX9dSlZ5XpqZcq9dRLVdqyPaJwRHr1vRq9+l6N9hiZp9OPL9GRBxYpL0BSHWiLwJjR6vfqK5IkFwrJVVUpsnmz6md9qtr33lPVw4/IVVcrsmGDal5+WTUvv6ytt96m3g8/qPzx49McPXYV7SYyAfcpEmFkOgAg25HRiIO2EQCkF96s0u33bmlWPmVcgW66ulfC42pqI/rPtGo99kKlVq8PN9pX3sOnU44u0UlTi1Va7Et6zEAmSjQyPTaZHk/1f/6jjRdd3KzcunVTn6efUt7o0UmNEwCQdRiZDgAAAADJcPxhxTr+sOJ2H1dY4NOXjyrRl4/q2vM4A5mu6Nhj5evTR5F16xqVu23bVPvWtPQn052TwvVSuFYK1Xo/IyHJ/JIvIAUKpbwiKVCQ3jgBAElDMh0AAABAzllauUSLty9uVt6vsJ/27L5Xm84xc+NH2lLffGT7HmV7qn9R/w7HCOS6+gULFdm0Ke6+wO67pzaYSFia97S08CVpw3xp63Jvq6+UZFJxuZRf6iXRnZPCdVJ9lVS7xdtfUObVGX2SdNxtqY0dAJA0JNMBAAAA5Jye+b30nblX6q11bzQqz/fl64GDHtZR/Y9p8fi/L/6bvvvhlc3KTx9yhn4z5Q9JjRXINZGtW1X7/nRtvfEmKRRqtr/HLTer8LBDUxvUP06X5j7VvPzgH0mHXScVxF+cVM5JtdukyrXSthWdGyMAoNMxZzoAINsxZ3octI3oKoLBoILBYLrD6JBsuIZcVRuu1WXTv6GnVzROkBX6CvXQwf/Q4f2OiHvcI0sf0hUfXC6nxt+lvjnqct24zy3yGXOlA7ESzZluJSUqOPQQKRKRq6xSpKpSkc1bFF6yxEtCx9YtKlLBYYeq5MILU59Il6StK6Tpv5NWz5TWz5U2L5Vi/w0o6SeV9JWKe3sj0IvKpZI+Uml/b+s2SOqzl1RYlvrYuxjaTWQC7tOskfR8AMl0AEC2I5keB20jugozU6b3R7PhGnJZ2IX1o5k/0L2L/tqovNhfrH8c8oQO7HNQo/Inlz2uS9+/WBFFGpVft3eFvjvmapnR7ABN1c74UFuuuz7+TpMUyJMF/JI/IF/PHvL37i1fnz7Rn73lHzJUeXuMkQW60MP1kbBUtV7avkaqXCNVrpOqN0rVG7xR6FuWSas+aj4avccIac+vSIf/VCrsnp7Y04x2E5mA+zRrZNcCpGbWS9JfJR0rab2ka5xzDyWoO1HSryVNlFQp6Wbn3J2pihUAgFShfUQuqaioSHcIHZYN15DL/ObXrRNuV9/CvvrF7Ft2lFeFq3TW26fr8UOf0pTy/SRJz6x4Wt+cfkmjRLpPPt0+6U6dP+KClMcuSbP/uVBbl21vVm4+0+4nDlWv3XskPHbxy8u15pMNjcpK+xdr76+leC5qZL2CyZPU94V/pzuMjvnwL1LtVqn7MKnbAG8UelG51GdPqf/4xnUjES+pvmaWNz1MTcy875sXSx/8QRp1vLRby9NJZSvaTWQC7lMkktaR6Wb2sCSfpIsl7SvpOUkHOec+a1Kvt6TZkr4n6TFJ+ZIGO+fmtOV1GH0HADkt44YIpqJ9pG0EgObuWXi3/nfm9xtN31KW111PHva0Vlev1oXvnqd6V79jX4GvQH/Z/16dOOikdIQrSXr6ote0cvrauPvMZxpz6nBN/vbeKu1f3Gz/mz+bodmPLmxU1nd8L532cG4m+NB5Vn6wVluXN/+jjyQNPXSginsXJjx2/ZxNWj+38SKkgaKARh0/NKkxtmraL6TFr0lV66SaLd7CovVVUn215M+TfHmSzy9FQlK43vtvf76UV+Il30v7S90GSv3GS2PPkkr7pjZ+AMhN2TMy3cxKJH1V0t7Oue2SppnZ05LOl/TjJtWvlvSic+7B6O+1ktqUSAcAIJPQPgJA+nx9t0tUXlCuy6Z/Q3WROknS1votOu3NU1QdrmqUSO8WKNODBz+ig/sckq5wExowpY/yi/O09I2VmvvEYn3+3Bcaf/5o7XvJHirolp/u8JCD5jy2SJ8/uzTuvvzSPE25am+NPWuUfIHm6w0sfX2lPvjtp43KSvsXpz6ZfsiPvK0p57wpX1xYchEvge7zpzY2AEDKpHOal9GSQs65+TFlH0s6PE7dAyTNMrN3JI2S9L6kbzvnvuj8MAEASCnaRwBIo1MGf0UDiwZq5qaZLdY7tM9h2rP7XimKqn26DSjRkbfsr5Uz1uq92z7W2k82aubdczTnsYWa+M29NPbsUfLnk+xDehWVFypcF1bdtnq9ffNMzX1skQ65fpIGTOyT7tAaqQ5X64vK5l0rv/m0W+kob50Ef0AtpVc21m7Qutr1zcpLAyUaVDw4meECADpZOpPppZK2NinbIqlbnLqD5c0Fe4ykWZJ+KelhSQc3rWhmQUmNJjYaMGBAx6MFACA1kt4+0jYCQPtMKd9fU8r3T3cYHTZwcl995aGjtfil5Xr/zlnasmSb3vnFfzXrwc+135Xj5CIsrIb06TW6u47+xQF6745PNO/Jxdowf4v+df6rGn3KcB1w9T4tTv2SSoW+Qk3f8J6u+/habQ9ta7Tv9CFn6LZJd6o0UJrw+JdWvajLP7hUm+oaT1VzdP9jdPvEuzolZgBA52n+DFXqbJdU1qSsTNK2OHWrJT3pnPvAOVcj6QZJB5lZs6WvnXNB55zFbgMHDkx68AAAdJKkt4+0jejKgsFgukPosGy4hlxTuXGt3n3gDt17yVTdfcHBjbb/3PFDbVy2oNVzrJ73sZ658fJmx99/2TH68Im/qLay6d9F08PMNPLYITrzqeN16E8nqai8UNuWV+qVH72neU8uTnd4yHFF5YWaeuN+OvXBo9R7r56SpPn/WqJHTvq3Zj04X5FQpJUzdD4z0/kjLtDbx76nI/pObbTvsWX/1NGvHKE5W2Y3O64+Uq8bZlXo7LfPaJRI7xYo012TfqdHDn5Mg4oHdXr8XRHtJjIB9ykSSdsCpNE5YTdJGuuc+zxadr+klc65Hzep+3dJ9c65r0d/7yVpg6Qezrktrb0Wi6wBQE7LqAVIU9U+0jaiqzAzpas/mizZcA25avvGNfr4mb9r5lP3aMvqmGkczDTqwOM0+YzLNHK/I2U+bwxSOFSvea8/rRmP/VHLPn630bn6jNxTE069WOOOP1uF3Xqk7Bpe/M7bWj2z8fQRux0/RIdcOzFu/frKen1y/3zNfmyhIvXN79vee/XUiX88rFNiRe565UfvNZszfdCB/XTy3Ufs+D0SjmjOPxdp+p2zVLvVW7OgfEwPlQ0p0eKXVzQ6trR/sc575eROj7sp55z+vvhvuv6TnzQapV7kL9IvJ9yurw0/V5K0omqFvvH+RXp/w3uNjj+y31H69aTf5PzULrSbyATcp1kjexYgdc5VmtkTkn5mZpdI2lfSKZIOilP9XkmPm9ldkj6TdL2kaW1JpAMAkEloH5FrKioqWq/UxWXDNeSq0l79dPAFP9CB531Pi6a/oo+e/KsWvP28XCSiBe+8oAXvvKDyobtr0unfVF3lNn34xF+0bd3KHcf78/K1x9RTNem0SzR4/IHe3MkpdtydzWa+bFFeSZ4mXT5Wky4f20kRAbvG5/dp7NmjNPK4IZr+60805/FF2jBvszbM25zu0HYwM/3PyAt1ZP+jdNWMK/TG2tckefOqXznjcr2zbppOGHiivvfhldpQt2HHcd0CZbpxn5t17vDz0/LvRFdDu4lMwH2KRNo1Mt3Mekg6R9JISb3UPLvvnHMXt+N8vSTdI2+u1w2Sfuyce8jMDpX0vHOuNKbu5ZKuk1QsaZqkbznnlrXldRh9BwA5LeO+saSifaRtBID4tqxepv8+fZ/++8zftH396rh1eg4aqQmnfl3jTzxXJT3Tv1jim2vfUFWoqsU6AfMr4MtTwALK8+Up4AuoJFCqPgV91DO/p3yWzhlAke1m3j1HK95f26is9549dMDV+yQ8Zs0nGzTz7jkKVYeb7SvqVaCjfnFA0uNsD+ec7l98n55Y9niL9foW9lFw3M9zfjQ6AKRJ0vMBbU6mm9nRkp7QzoXRNsWp5pxzI5MXXnKQMACAnJZxyfRUoG0EgJZtWb1Mv/3KnnH3Xfv21h1Tv3QFU17YV4u2L2pWfnT/Y9S3sJ+cc4ooonAkpOpwjTbUrtecrXO0pd4b8euTT+UF5RpTtoe+OuQMnTXsHBX4C1J9GQAAAMmW1mlebpe0XtKhzrmPkx0IAAAAAHQVCZPlZl0qkd6S74y5Wgf1iT8NzJLti3XQf/ZTbaRWEUW0rnad1q1bp2nr3pLf/Dp3xPkpjhbomha++5JWzm48AGG3g47TwD3jr0uQiItE9N5DdypUW7OjzHw+7Xf2FcovKklKrACAzteeZPpoSf9LIh0AAABAtssrLNaEUy5qviOD5jv+0X9/oLJAmZycwi6sehdSTbhaG2s3aF3tOklSz/yeKi/orT4FfXaMTD+wd7xlOoCOWTFoSFLPN2hFm2Z97bABe07Qi7d9X5tW7Hz64+PnHtA3/v6eCkq6SZLWLZ6jZf99p9FxeUUl2uvor8ofyJMkzXn1Cb36u+sb1Zl6+Q0k0gEgw7Qnmb5YUlFnBQIAAIDcEwwGFQwG0x1Gh2TDNaC5orKe+tKPf5PuMDrkytHf0YRekyRJedG50v3Rn3m+gIr8xcrz5aU5SuS6VCXFd1Vxj9466/bHdd8lR6pmmzfb7ZZVS/XKb3+iL/3oLs1++TE9e9O3VF9TpaLuvTRgj4la9P7LkqQP/vF7nXz9n9Rr8G56/Y8/a3TePaaeqgPPvzrl19MV0G4iE3CfIpH2zJl+vqSfSZrinFvfqVElGfPCAkBOy5whhClE24iuwszU1v5oV5UN15Czgp3URARTez8kmjP9mcOfTzjNC5BqyRqZnq7k+xczp+nBq05WJFS/o2zMEV/WvNefliSN3P8onXTdn1Ra3k+zX35ML972fVVv2Sh/foFG7n+0Pn/ruR3H9Rm5py78y2vKLy5t9jq5gHYTmYD7NGukdc70IZI2SPrczB6T9IWkpstqO+fcLckKDgAAANmtoqIi3SF0WDZcQ85qLemdKNme4mR5a+454H7VhGualY8p2yMN0QDt09VHpjcYOuEQnVLxF8164dEdZeH6eo06+ASN3G+qJp9+2Y71FMYec4aGTTpMb/zp59q+YY1cJKJRB58gyUvQHX3VLTmbSJdoN5EZuE+RSHtGpkfaUM055/wdCyn5GH0HADmNkelx0DYCQBtkSDIdyASJRqZnSjIdAJCR0joyfUSyXxwAAAAAkDzOOUU+XqPQM/PkVm/fuaM4T6raOT2F9S5W4MTd5Zs8SObj785In12d/qUrJOHdxmqF3l0mVYcS1vGN6inf+P78fwYAWaLNyXTn3NLODAQAAAAAsGucc4rMXe8l0Zdu2bmjwK/Al8fIf+gwhd9frtBTc6XKern1Var/28eylxYpcNJo+cb3kxnJPnSerpD8TpbIym0KvbRQkRkrpUj0SZWAT/6pw+Ub0VOhZ+fLrdwmSQq/tljWt0T+o0fKv98gWV6Xe5gfANAObZ7mZccBZj0lHaWdI9UXS3rZObc5ybElDY+yA0BOIzMQR1vaxvLHypLyWhtO35qU8wAA4oss2qTQ03MV+Xxj4x15PvmPGCHrUbijyG2vU/i1xVJN45G0NqyHl3Tfo3cqQkaO2LpmuZZ8+KZWfDZd4fqdT0b4/H4NGjtFI/Y7UmV9ByU8vrZyq5Z+9JaWfvSWaiu3NdrXd+ReGjbpMPXdbeyOuco7k3NObsFGL4n+2brGO3sUKnD8KFmvIu/3iFN4+gpFPlrVuF5ZgQJTR8h/6FBZUV6nxwwASH4+oF3JdDO7WtLPJRU2CaZa0nXOuTuSG15ykEwHgJxGMj2OjrSNiZLsJM2xK4LBoILBYLrD6JBsuIZc45zTtnUrm5V36zOw3aOzI6GQtm9c06jMzKdufQZ0KMY2vfaKrQo9M0+RWWsbv/6gbgocN0oqbOFB5NqwQi8vbDyKXZJvTLkCJ4+Rb0TPzggZOaquulLLZ72vpTPe0JKP3tSqOR/KRbxl2XoPH6MR+x2pEVOO1JB9DtT6xXO16INXtXj6a1rx2XS5cFiS1HPwbho+6TANm3SYhk08TKXl/VISu4s4RT5Zo9BLC+WWNB5D6JswQP59+0kt/LvhNlYr9MpiaVvtzsLCgPyHDFVgauM/duUK2k1kAu7TrJG+ZLqZXSDpXknvSrpD0uzorr0kfVfSgZIucs7dn+wgO4pkOgDkNJLpcTAyHV2Fmam9T0p2NdlwDbno1d//VO/+/fZGZSde+3vte/L/7Pi9rrpS9TVVjerkF5Uqr7Box+/vPXinXvntTxrVOfqqW7T/OVd2QtQ7ue11isxeKzW99QoC8o3rK/O3PlLXRZwin61tNJd6A98evWXdcy/Jh9So2b5Fy/77jpZ+9Kbmv/VvbVq+sFmdgtLuGnPYSRo26XANn3SYyvoNTkOkUmTNdrm1lc3KrbxYvoHd2nQOVxdWZP4GqWlbEfDJt3u5LND5I+u7EtpNZALu06yR1gVIvydpmqSpzrlwTPlsM3tS0muSrpbU5ZLpAACg/UiCIxUqKirSHUKHZcM15KKpl9+gyo1r9clzD+wo+88dP9TQfQ9SryGjNP+t5/TMzy9TzbZNyi8uVaiuVpFQvUp69dVx379Ne0w9VVWb1mnavb9odN4Jp1yk/c6+otPjt9J8+ffrWHLRfCb/uNSM7gViFZZ21+6HnKDdDzlBPQfvphdu/W6zOkMnHKKTr/9TGqJrzNevVOpX2qFzWL5f/r37JimizEe7iUzAfYpE2jMyvVrSD51zv02w/wpJtzrniuLtTydGpgNATmNkehxtaRvDdWHVbKlTfVVIoaqQQjVhbxRj2MlFvE1OMr/JfCZf9Geg0K9AUUB5xQEVdM9XoICFtgB0TZFQSP/88Tla8PbzO8oG7DlRQ8YfqOmP/k6SNGLKVJ147e9VX1Opf//iKi377zuSpNGHnaS8giJ99tI/dxw7fNLhOvvXT8kf6Py5kJ1zemPt67ptzi+1tHJpo31TyvdTxbgbNLRkWMLjV1Wv0k2f/kxvrn2jUXn/ov763h4/0PEDTmBBUqTE2oWf6YuZ05qV9xg4XKMOOi4NETVXXxXSvQc+GXdfoNCvIYf014ijB2voYQOUX9L8//8Hj3tWlaurG5VN/vZYTbx0r06JFwCwQ1pHpm+TNLCF/YOidQAAQAZb+OIyvf/rT7R12fZG0wf0HFmmQ66bqF6jeyivOCBfwOuXuLBTfVVImxZu1du3fKR1n21qdL6S/kWaeOleGnvWqFReBgC0yhcI6LQb/6bHf3K+Ni3zppmo3b5VC955UeVDd9d+51ypCadctCOpfP7vXtB/n71f0x/+jdYvnitJ6jXE+7etuGcfnXbzAylJpEve4+dH9Juqg/ocrIeXPKjb5tyqFdXLJUkrli/X8yuf07dHX6nv7HG1SgM7R9VWh6v1h/m/06/n3qbK8M6pK/oU9NF397haF4z8uor8XW58FLJY393Gqu9uY9MdRqsioUizsgN/uK9k0uKXl+vlH74rf55PQw72EuvDpw5SQff8Hcc2Pd5FmD4CADJRe0amPyDpVEmnOudebrLvKElPSXrKOXd+0qPsIEamA0BOY1hdHK21jc451WysVfWm2kYj0yPRL36+gO1ILtVXhVS1vlq1W+pUt61e9VUhFfcpUtmQEvUcWaZeu3dXoKVF8AAAHVYbrtUDS+7XHXNv06rqnYur9i8coOvHVejMoWfrmRX/UsUn12tZ1Rc79pfnl+uqMd/TRbtdrJJASTpCRy5wTlr1kfTFNGnzUql6o7fVbJICRVJRT8mfH61skpx3jAtLkbAUqZfMJ+WXSsf/2qufQvVVIf11yuPNyo+5/SDtdtwQSVLVumoteW2FFr20Qiune4sSD9yvr0YeM1jTf/OpajbWNjp2ypV7a9JlXf+PCACQ4dK6AOlgeYuPDpT0qaQ50V17SBonaYWkg5xzy5MdZEeRTAeAnEYyPQ7aRgDITjXhGt2/+D49sPh+1UXqdpT3KeijdbXrdvzuN7/OGHqWLhl1aaOR60CnWP2x9Oxl0qqZUjgmqVw2RNr3Aqmkn1TYQyookwq6eUnz/FKpoLtXnlckheukqg1SSV/Jn9o/0tdXh/T4mf9pVn7wjyZoyCEDmpXXbqnT0jdWatFLy7V5Sfw1aMadO1pjz+apPQDoZOlLpkuSmZVLukbSiZKGR4uXSHpG0i+ccxuSHF9SkDAAgJxGMj2OtraN5Y+VxS1ncVIkSzAYVDAYTHcYHZIN15DrbjowfjL5J+9uT3EkQJZzTqreJG1f5f2s3SrVbpFqtkh1272tdqtUs1natlJaOUOq3iD58qTS/lL3IVKfsdK4c6QRU9N9NdhFtJvIBNynWSO9yfRMRTIdAHIayfQ4SKajqzAzZXp/NBuuIdclSqa3VzqS7/MX12vW/LpW6/l8kt/n/fT5TAG/VFzoU0mxqbjIVN7Dr/IePhYdRedY8ob0yrVSoDA6Ar27Nwo9r8gr8+VJPr+XbI+EvKR61Tpp6ZvSxgWS+b3jSvtJ/faRxp8njf5Suq8Ku4h2E5mA+zRrpHUBUgAAkGNImqOzVVRUpDuEDsuGa0B8mTAy/cPPavX7B5v/W33AvgX65tneH0SdkyLOKRyWqmqclq0K6Vf3b1F9qPExfcv9Cl7VU+NG5zc7H9Ahww+XLn7bm/+8vloKVUuhGilc703f4iLe/Ojml3yBxlthdymvWOrCf+hh8EH70G4iE3CfIpGEI9PN7KeSnKSbnHOR6O+tcc65nyczwGRgZDoA5LSu+80rjWgbASA7PPzs9rjJ9IF9/Zo4tkDOSTW1TlsrI1q9LqTKKqct2yKKOKl7N5+GDQxowl752nv3fA0fkqd+5f40XAWQ2UimA8nz4srn9fiyf7ZYx2Ty+wLym18BC8hnfuX78tQt0E1led3VPb+7+hb01dgee2tw8ZAURd5FBBN8/Q3m7Cj7lI5MD8pLpv9CUl3099Y4SV0umQ4AANpvxaDkdDwHrViWlPMAQKo5b0i3FI7+bNgkyWfelueTfNblpkcZu3u+fnRpj0Zl1TURLfwipI/n1uq/c+r0ybw6fTzX28p7+DR+TL7G75GvcWPytdvQPAX8XeuakHzb1q3SR0/erXlvPK1IyHtUoazfYB1+6fUatPd+qq3cpiUzXtfmlUslSXlFxaqvrpL5TP12H6dBY/dToKBQ8996Tm/8+ecK13mLi+aXdNOEUy7SuOPPUaCgsPVAMiT5kyhp3t76JNmBxD7f9rkeX/ZYs/LThnxVv5/yZ0lSxEUUdmGFXEiVoUqtqVmt6z6+Ru+uf6fZcV8dcrr+vP89nR43cgdzpgMAsh2ZgDhyoW089JyVccvfenhgu49p7TgAmcmFI3KLNik8e53cmu1yW2ul6pBcVb2sKCAb0l3Wo1BWki/lN0w6bl7LEpEUjkh1Yak+Ilcflm+P3vKP6Z3Sa1i3MazV68PNyrt382nogJZn9QyFnZYsD6m6tvl3wpIi07BBAfl9NKO5YOvaFfrwib9o7YLPdpT1232c1i+Zq4KSMg2beJiGTz5c3XoP0LpFs7V05jQtn/WeIqGQeg8fo9XzP9lx3OC999PE0y5RUVnPtgeQIcl0INfd8JtNevujmmblV5xXpi8fVbLj99o6py9WhrRoWb0WLw9p8fJ6LV4W0uZtERUXmkYMDmj44Lzoz4BGDMpTt1KfJOm38+5Sxazrmr3GoKLBmlw+pVl5Tbham+s2qz5Sr7K8MpXldVdZXpn6FPbV3t331jEDji2OMh0AACAASURBVFNJoKTZcZ0m0b9nHTpnO/4t5N/TppgzHQAAdK7NW8Na8EWoWXlRoWnsqMbz6EYiTtU1TpXVTpXVEVVVux1JGZ95yZjiIp+Ki0wlRaaC/PSP3mwpYQ4gt7g1lar/11y5JZu9Z2xj+L+0u/xj+0rdC2R+7wt+6M0lUl1kR53wx6ulbTsX/4x8skbugMEKHLNbKsKXJPXp5VefXrs2NUvAbxo1LC/JEeWmZD3N1SDVT3WV9R2kqZcF21S376i91XfU3ppyxmWdG1QXsyt/pO/IcUBXVFfv9f2b+mRendZvCmvRspAWLw9p+arQjge5hg4M6PhDi/SV/2fvzaPsvMoz39/e33imOqdmVZVml2zJGi3jGbANtgkQ6DA0JOl0s3LTCUm43ax7L91Jupsb35XkBlYnIb2SGwgrLAidG7jJAowDJgYc8AQG2ZIsG0u2Zmsq1Vxn/qa97x/71KkqnZItyVJJss9T66zvq/3N0x6e932f994Ma5bb9HVbFzQeuK3nNv76li+81ku49Hgl0vqViPaLRXa/cUnzJcM5k+lCiAT4t1rrvz/L8g8Df6+1bovstdFGG2200cZVjH2HIv7Tpydbyvt7LD76izkA4hhGJxJOjSVMziSUKgrPFaR9ST4nGeyz6O+xiBMJAlzXdJpnO87xkSMko6OLn4AQIKQhr6T5CWmBJRGpFCKdNr9UCiHleV/fhXqmt3FpcP/993P//fdf7tN4TXg9XMMbFXIwh/eJO9DVCD1WMZ7p1QhdjaAYED92FLRG+LaxEMLcVGvkyryZdy2Ea4FvI1cVFj/YJcTZiNy2zJbB8//vfmrTwYIy27VIIkW6xyM3mCE3lCE7kMb2Fw6RDzz0MlOHF0pydK7pYPhdK8/5+FfLczhfCZNXwnnLmLTJnzcU2u3m6w8/2x/i2B5b17ts2+Cy64WQ3XsDimXjof7lB8psWudww/Ue2za4bBh2cezFieW3L7uHbq+7pXxVZvUlvoqFuNLe0zgMqE6NUZ4cJSjPLFjmZfNku5eR7epD2otTvVG9Snl8hPLEaeJwLrpASEk6302mu590vvuCxldvNJyzzIsQQgG/8gpk+i8DX9ZaX3He7m+EUPY22mijjTbOinZ8+iJ4pbYxTjTBIiH/QkLaf/XOVRBq4njx/oXnCWxLMP1f/xuVL/1ty/L0r/wKuY/+RkOnOIEkQYchulQmGR+j/s8PU3vwn5rry85OrFUr8W6+mdx/+gQynX7V82vjyoIQgqtddvD1cA1tXN1o57h4ZfzDL/wz04dLC8q2/S/r2f6b11MeqVI6UaF0okL5ZJUkTJo9B9u3OfrDE0zuX0gMr37bIPd95o4FZa/0DK6W+3pZyfSrAG3P9IuHdrt59eK//tkkj+1olXn53341z/vvWyilopTm4MsxO18I2PUzk6ujUjPP3XMFm6512LbB44brXTZc4+I6V9aw7ZK8pxfJMz2q16hMjVKZHKU8cZrKpJkfP7KPo08/Sqa7n2x3P3EYUJ44TVApsvHef022u59MZx+Z7n4yXX3mV+g5KwH/OsFll3lZ9MkKIdLAPcDEaz6jNtpoo4022mjjsmH0wPMc+PF3SaI52YLBDTey9tZ7ml7lpbFThNWFpITt+nQsW4EQRsplfP/THPrJI83lQkrW3HQ3g9e/yfyfyyGX9bccX5eKBE8/Pdd51doQ6pUKamoKXa/j3nYbIp1GplPI7m6slSvxbr4JkUq17C8JE+J6QhIkxKFCxQo0aKXRaq5bI6RACEAKpBRYnoXlSizPwvYvLBS1jXPD7//+71/uU3jNeD1cwxsdF1Oi42ohThfDiaEVV/X5nw0feuDnzrqssCpHYVXurMtv+l83vebjn8/7dTnv/1IQ4H90W3bR8v/64/IlP/ZrxYWS329k0vxsuCTtZlsneknwsX/TwUfe11pn9na3OtxIKVi32mHdaocPvytLnGiOnYyJWtUkOTUas2LARjaiv66EiKtL855enPfR8VMUBlZRGFi1oDyqV5k6fqhlfWnb9Kxef1GOfTHw7R9UeezpWkv5ulUOm6+bkxXVupGeJtSMTiY8/1KIbQlsGxzbyIgO9tvcd0eKTHrpPOpf0TNdCPFJ4JONfy1Mmp3FNpiVdvm81vq3LuoZXgS0PdPbaKONNt7QaLOgi+CV2sbqzAR7H/kGe//l69SL04DRR+1ft4WXdz+BEIKhTTcztPEmpGVzat9OTu7dSXVqjGXX3YDt+bz46D8ZCQTb5prb7mPrz//bls7epYKKFXu/dojTz05QOl4hrsckoSIOEpbf2s/y25eR6vKQjkRIgU4UYSmifLrG2POTvPCPBxFC4GYdvLxDbnmW/i3dbPylYTK9rYR9G5cfZ/OmfD16RrZxadD27G7jteL14Jm+FN/B1UymLxXOdo/OF2+4e9om09to46rB332zxLd/WG0pv3mLx9tuS836UxHFmlJFMV1UjE0mTEwrylVFGGp6Oi0G+22W9Vh0d0p6Oi16Oi1ymZYcXRedD3g1Mv1fAb/QOPC/Ax4HzjRxaKACPAP8ndZ6ERvT5UWbTG+jjTbaeEOjTaYvgsvZNv50/CccqRxeUOZIh0hFSCFZmV7FtR3XUnA7AVBacbx6jJeKLzIZTuJIh1jHLWGXd/S+haH00Gs6tyRSJEGCTjTSlViORNpt3cA22mjjysVjO2pMF1VL+U1bPAZ6baJYU61pqnXVmGqqNUW1rkkScB1MomhfkE4JUr6ZT/lGlksnCfGRo2c9vpCimd8CKRFCGl1510OmfPD9Kzq652IZ414PZPrVinORYTjbO/hq2y62XduA28aVjE/99TSJan2v3/HmNClfoDVU64acnC4qZkoKy6JZ93fkJIWcpNAhyaUlnitwXYFjG0/z7/+oxh/85VTL/vt7LO69I4UGlDKJSuNYE4SamZJiz4vGo7gzL1nWa9HfbYjQu2/x6e+ZE80IQs3//bnW/QPcc3sK2xIoDUmiCSOo1sw1nJ5ICEJNyhNkM5LugsWyHos1y20G+y+PhMnlMoy166gWLK3Mi9b6m8A3AYQQq4A/1Fo/8krbtNFGG2200UYbVz/+jz+eIIxaO+K3b/fJpOb6I1pDnEA9UBw+HjNTUmTTklxGkE5Jejol165x2HKd19zmy4e/xD+8/NUF+/3wql/iD7b8EXtn9vLs9G5+OPov9Pn99Hp9HC4fopZUWZFZyab8ZtblrmXDt9ZRjhdKzfzP2/5+UTL9fDqUlmMI9CsBkYoYD8bPaV2B8cCY/bOlhSVsbGHjSAdHOpf4bJceiTIDtDMhMAPCV4JqbLsYhSKF0fFcCvJvqphQrbWeRTZtEvmeDUqZgWm1vsj1Cyh0yHPKb9DG6wOP/KjGwWOt/kwT04rVy21syxAbMyVFsayYKSuSGFK+wLIMOdKRlXRkJfmsoCOrUUpiSYnlg5opMvrWOxc9ds8D30C4DiiFThQkMbpWQ5fKxC+/TPmzn0NNT5uE0dksVk8P9oYNpD/4fvy3vvVS35pzwhuYXFgAtX8C9fIMuhZBPYZIQayg4COv6UL4FtgWSIEuBVAJafITiUJHynQKlDaSaSvzS5aMN9IRA1/vaSn/V8vfx0vFFzlVO8lb+u7krv67uavvbupJnR+cfoQfjv6AH4/9iOGOa+n3+vjuyMMLtu/z+tj7ngNLcg1LBV0K0DOBeYaN56yjBJRGZFzwLLBN5N5Z95GY5ywHc4iCv4Rn38a54IM/l1m0fNWQvWjCT6U09UA3ja2z/f8kgVJFEScCjURKgZSwYsDig+9sPcZQv71AM11rs9+ZkmJi2ngVj08ljE8poliTy0gyKcGhYzEzJU1PpyHwbRs+9M7FSej11zhYi7ybcWLOv1xRlKuaaF7upmpdc2osJpOSpFPGSLxUuFzRIRejXfvcV4pMziQt5ZvWuQv6qLMyLPVAMzIWM11UpHyB7xnjfD4nWTFgs2mdc0Ub1s8X55yA9GpG2zO9jTbaaOMNjddPq30R8Wpt419/tUictPYRPvTOLB1ZidaaODHeI+WKIWemi4qpGcXkjCKO9QLPls4Oi0KHmV/q5EJXa0K1l4ov8fZHWsmmtJ3mC7fMJW/Vjb9ExdRVwPHqMU7VTmELC1va2MKhy+tiTWYtb+57C5awWvZ5NeLA0Yhf/d2xlvJ0SvA7v24IHKU0Y1OKU6MxJ0cTRsbNoKCQM15Ry3otBnpsBvrMfKFD4ruiqdd5qfGnX5jmge+3hrj+3FtS3HlzionppPFTTEyZaRhphvpterssugvG86pr3rTQIZd0oHjVQynY/xCc3gOlE1CdgLAEUQ16roNUNzhpsBywXJA2SMdMrdmpC7YP/Vsgf/G0168UqJkZxj7wwUWX5X7zN8GxzWgaQGt0PUBXqyQjI8T79yN8H5FOIzIZrJ4enI0bcd90I7KwNESrOS1NWIqoTQXEtdjk0QiMAUAIgeVbC8hDnWjiujFQCEti+xa2Z2GnbFLdHk7abiEFLqbuPiy9N7tOFFQidLVBpscKHTcIdSkWkOktPatabMhZIcASZn3XQq7rXvRYF9trMlThomT6Q3d9l1t6buVo5QiPnv4htWRhfZt1Onhb/9sZSA3wjWNf49//5FcXLF9qMr32ne9Q/ONPt5Tb164j++9/zdxfaBotdBSiazXioy9Tf/hhhOuB6yJzWZNTZnCAzC//MrLD3G9dCoh/eASm6+higA4SiBKIFdbNQ4ieNLgWONLklzk6M/eslUYdnoJEN58xjoV18xDWxr6luUENnC2h64Xg9axnf9V6J2sNBx6GyiiEZYjroCJQMfidYHsgLPM9aA1oSCIIiqb9tlzTTts+dK6B7mvN73VE5C4FvvG9CqVya9TbnTf79HZbaNWIQGhEv5WrimLJjAmLZUWcQC4tyWXnDPYdGUkua6Id4MKSM19gQuellXlZsKIQvwq8R2v9/rMs/xrwoNb6bxdbfjnRJtPbaKONNt7QaPecFsGV0DZeqoR/xWiGo5WjnKieINFzHhVpO81wdpih9HKkaPXa1VozEU5wsHSgxSO8z+9lVWYNvV7v68arYseeOo/uqLeUD/Rac4l/NM1w3Sg23kV7D0ZYEqxG8p+UJ+jutLj9Bp+O7Pl7Q99///3cf//9571dra44tIg3riVh/TXuIlsYBKGm2DD+nBl9kfIF+Zzp8C/mvXU2XOg1nI1Mv3Wbx7vvStNVMOdxYiTm2EjC8ZGY4yMxJ0YSPBeGltkM9dssX2axvDE/1G+9qmd+G/OgtSHThTSDc2nRbDZ0Ygbos4P4JIIkgKAE00dg+rAZtM+S6dllsOwGuO69RvJkiVD77vcofeYzLeX28Dqyv/5rc9fZ8B43nuMlohdfJPzxU4YMt2xkJo01MIB9zTWk3v8+5CJJna9GBMWQZz73M6aPlKhPBsRBIzF1mLDpF9fRt7nLkOkCEAIVKcJyRFAKOfbECPv/6SjSlvgFF7/TI9OfomdDJ9t/43qc9OWRDrhUuFiSBLNYKq9MpRVPjj3RUr61cysdTv6c9jFaH+XF4r4FZa50uaXn1otyjueC8PnnqT/0nZZyWSjgbNm8kEzXGh0aMl2NjaPjGOE4hkzPZpG9PeZ7Xr58yc7/fHCh7ebVjgePf5NQBQvKbGET6xjP8lmXXcfa3DW40vRjIhVxqHyI/aWXqCe15rpn4v3LP4iKQsJambBWIayWiWoVwmqFJA5xUxncdA43PTvNYjvevPVLBJUyUa1MFNRxU2mcVLaxXRbHT+OmMliOOa//9uzv8bOZn7Wcx519d7E2u9a4eeiGs4dOCJKA8WCcpyd3ADSjJgtOgVWZ1fzCivczmLryDBuv5T1dqlwsV63RZGlxWcn0HcDTZ0swKoT4S+AmrfUtF/H8LgquBMLgSsePfvQjvvjFL/JXf/VXOM7rLxS8jTbaeEPj9cF8XmS8Wtt4gVb/89ruUpHps4hUxPHqMY5UjvBy5ShHKkc4WT2OI13WZq9hODfMivRKxoJRDpYOcKB8kGI0TY/Xy6rMKlZl1rA6s5oVmZVk7YtLMJwLfv9/TPLCgail/O23pxheaaMxIbhhpKnUNFMzCYeOxZwcjUn5Rmqnp9NiqM9m3WqHW7d52PMI4h88VePBRyot+x9e5XD3rXOal3Fswn6LJcV0STE1k5gQ2shEHyzrsejtsujMz0UgLJL456wQQpyT3u2ZCEohpeMVwnJkiLFIoSKFkIKO5RnstI20xDzPJeNtmoQJ5ZEaUTVG2gJpSyzPws06pHt9sv3p8z6XC72Gk6djJmdavX56u+QC/dDFMFMyHvfxGRG4QkBPp6S3y1oyD/s2Li9UuYyamDj7CqKhaW7YYvNtCsC2EbYNjoOwLPA8xCJGAB3E6JMldD2GwHixGmJeI/sy4NtgN3TSASqNemv29dPMea4rDTkPUfAR7pUbJaO1JgkSolpCVI2Nw7Vj6grLs7Bc+boxrM5HOzno2VEZrXHgoZcpHi9TGa0RVWKiaoRONGvuXU62P22MK43vQEWKsBRSGa3x8mOnmDwwg5N2SHV5ZAfSdF6TZ9kN3ax+29CSv0sXK2LvtZB1F9puXu1Y9+BqJsPJBWV/c8sX2d51I89PP8/e4gvEKmJNdi2WsDhYOoAQgus61rMxv4mR2gj/6rF3t+x37APTizqKACRxZIj1WoWXdz1BZbI1qq9/3SZ61mzATWVw/PSibcF8/PcXPsVLpRdbyn9h+QfYmN8IsEB+cHZeCgtXujiNyMmUlbqi69I36ns6i0vaJozthcP/ArVJCCsQVY3DguVBqstE/82PplWxiVIoj4BWc44MqS5YeQcs2wbpxaOhuMxk+gzwO1rrz51l+W8Cn9JaL1283jmiTaa/Oj71qU/xe7/3e4yOjtLb23u5T6eNNtpo42Liyu2hXUa83tvGZHKS6LnnWsqF7SD7Z8OR5zE9cWw8vOp1hGWDbSFsBzzj4SXy+SX30jw5GhMErf203m6LbHrxQY7WuuF5ralUF5K0QkI2tTC88krAhXr9NMn0SkRcS1CRQsWGTM8NZbBTs2S6WV/FmrgWE5QiZo6UqE0F2L6F1+HgdRiP0+yyNLnBxbVGL/Y1BEnAYqrttrCx5bl5u9aT1sgCMN6UZxtUt3F26EShx6qGOD5VQk/WzIKMg1yZh1ijjs0YCQwpEN1pxGDO/LpSZ9UY1tN11MkSeqYO5RAdJhAmIDDbZVxwLCOdMEsqzN+Vmg0R0eDbWNeedbDYglcizc6VCNNaw0zQINMb8h8NzWThSvAaZLrVeOfmW3gU6KlaU0d79if7MojO14fn+yw++pNf45vHH2gp/+DKD3HPsnub/wshUFoRqpByXOZgyciIeJaPJ1063S76/D5u6bntivTUfE0Y2wejz0FlzBAocd383Ax0X2dIESdl5JOamNdWawUqMaTKwHZId82tphQcfBgmD0J1DOozDYmIGnSsMMeQTtOoBNrsKyhC6aSJSrFcQ+T0b4FlW2HgxosSZaK1bhp7hdVqbNZKQyVEVyIzLTfmqyHNZkJpSDuIDg+RdtCz0jqz2vWzu0w7iIyLyLqQccw07SCsK6tNeC0ev1erfB9ArFq9yqWQ59xma60XRF3OwhJW872q/P1XqD/SmurQ3boV95abzzihBB0E6EqF+PBhkpMnwfUQnovM55E93dirV+PefPOrEuwXC7v3Bnz7B61RewN9FnffYtqNREGlpiiVNaWKolJb2OfNpCTZjGjkcZJk04JcRpLyz0/K74Lf06AEEy+ZOiiqmQi3JDISNdkBM0XMq4/A1HGNeg4aU23qo7MlUI4S9GRtwY9qBCkb0ZtB9mbQYYIeraAnqpAoRN43fY/Gj7z/ijkSXie4rGR6EfgjrXWriJdZ/jvAJ7XWS++69Sp4vRMGFwNtMr2NNtp4HeN13zu4ELymtvH+s9zS+68cz41o3z7Kf/OFlnLZ1UX6Q/+aha/FHJmuxicInnjCeGw2PDVlLocsFPDvvaepO3qpoLUmCQPCeoW4XiOsVYiCGnG9Shw0woIFnH5pD1orHD+NtB2iWpWoXqFrxTCpDkMuCEvi+GkcL4XT8DSa/V/aNs9+aR/ThxcmcS2s7WBgew9qEb38WQgpGN0zweT+mQXlueUZtv/69Rf3hrwapo4YuY36NESVBjETgNcxp3M9f5AyS8IkoSFOhGVIm0wvdF4Dmb4lk+cox2Wen36O3VM72TW1i91TuzhYOoArXW7o3M5N3bdwS8+t3Nx9C91eN5GK+NnM8/xk/Cl2TPyEn078lBO143Q4ebYWtrGt8wZu6LqBbZ03sDK96or29LoSoLWGWZL7VAl9qowaKUOsEHkPMdSBmCWuutMLdYNHK1CNjObwiaIhvVwLOZBFDBhyXQ7mEDnPkGg7TqCOFQ2ZXgpNsr8wQQzkTGLHjGN0iqVAny6jS2HjJEGPVdCjlQZZLcCWyN4Mzr/ZsvCC4hDqU/MG7nFDniYxnltO2rzr8wfuCyQj1NzAPb8K7DmppO89WeU7j9Va7uH6tQ533ZxCY3JolMsmeqXUSAA3ywdICdlMI7lpTpLPGqNePvvqxIZWjYSWWs+RivPnYU7De9bjXi4eGfNKEiYXw8suSIJFSa6rJQn0K+lQv1b9Wq0043unqE7UiWsJOtGoxBhlckMZckMZpC2bUjtoY2rUiaY+HTCxb7pJREtbYrkSN+vQc30nbqZxb7WG4z8x7z2iId00F5ExR0bNRiwp851EDdJOOnO5EbwOSPdAqnPuGrRGH5hEHZ1BT9fQxdAYxcIYOjzkygIi55pv2ZZzhrPZ6KhSaMjvWXgWcmUBa/vAed/PC3kGYJJef+WfWt91KQU3XO82b2McmyTfSSM3zsh4QqI0Kc+Qkx05SS4tWTVk8ncsNT770l8SLSJ1sjm/Gd9KNQ3VAkGiEyIdUYxmOFU7iSu9hme0Q94p0O11saWwDc/ylvoyLhkiFfEvI99fdNmG/PXN3Dmz92mWoJ+OppkIxpHCQiKxpY0rXbJ2lnW5axcY+i/mezp/u0hFTIaTTAYTjAfjTATjjAfjTIdTaDQFt5N+v59er48+v49EK0brpxkLRhmtn2YmmkEi6fK66fF66G78erweOt3OpcsbVB6F8b3G43qWSNeJaZN1Yj60pgGl0T+N6yZ3i0qMUdFJg5eHbL+RkMsvN32XUjhHnhfrzfZQ5DxEd8rUQbPt4Xw0jPK6EhpiPWi0V7Y00WKzBHtqrr06WxTxxczpsUQyNZeVTH8cSAG3aL2wlyCEsIGfAIHW+vaLfZKvFW0y/dVxNjL96aef5g//8A/527/9W/L5c9Oba6ONNtq4wtBmlBbBK7WNldEaR394oqW8a13BEBuzEOBmHJysg5uxcTIOKlbs/6cjLduufMsg2YF58hkqgVO7oHzKeKcFRUNwxoHRHe4YAiczl/CveUwxt/1s51MIWL5QZe7YqZidP1uoSQmQSUvWrjD7a0gIEyfGm7tS00zPKHNdDviNQWMhJxnos/C9K8ur6zXjbEaR17TPJTaoTB4y780CsmQ+UTiPQJklDJMG6Shkg1y0GoOWDOQGwbp8GsjFqMhz03t4fvo5IjUn8bM6u4bR+mmq8Zyn1mB6kG2dN7A6s6bthf5Gh9Yw+rzxrg3LhhxUsfll+gw53iTT570r50CmhypkIphoEhpT4SRKK2xp0+P10uf30+/3kbM7mgR2ohMmgglG66cZrZ9mKpwCwJEuPV4PPV4vPV43BbcTKSRaadSBCfRIGT0TGK+6MEFHCaIrhRzIQdoYHIQlDSGZKGa9i3UxRNca34vSCN9GrMhjrZ+XkLI0AhMvNjyVA3NvdGIIVD+/8N5o3TC6BSYhrU7mNPUtF7rXGeObP0cA6GqEOjiJLgaG6AhjiBQk2kQuNEhW4ViGKC7Oa590w3t/3nMRBR853AUdLmGtTFApEVSKhJUSQbVMWCkSh3P7eOnxb+NlO/AzZrwWVIoE1RJrbnobtusDGstx8TIduOksXiZn5jM53FQWac0RTDpWhghu/KiEzagIkffBs8zymcZzcCQi60HWMdO0c1YvxyRSxPXYkOmxJgliIwuUqAWyXFqDShRxPUHFGuVYaEvipG2ctI2bc3AzZz/OpYJSZ2/jmv2jBr8iZqez35mcm14uY2e1rtj9QthSbkm4ZZu/oCxRmiAwiQUrNUW5ZiLe4hgsy3j+ZlKCdFqS9gXplMBaoufx3VP/TKJbJdJu77mdtG2iy2alRZrzXL77vtQIVcj/d/Qriy57a9+d2KLRD55nlZzlBY2XvIUUEktYeNIjZaXOOWLuoqFehLEXTGRJXG+0aY0+f+c1jXrbmWcwOwOziUm1Nu2ff2mdYebjdP00L1eOLiizGvI2taRG1s7S5XXT6XbiSpdIRUyFU0wGE5TiEp70UKgF/UCAwdQgQ+krMwfC+UBrTSWpMBlMMBFMMBlONA0o1aSGLz16/F56vT56vV7ybp7JYJLxYIzRYJSJYIJQhWTsDN1uN11eN11uF91eN11uN2l7UbnGi/7xn88X8efAPwLfEkLcDzzfKN8M/F/ANuCXzufgQogu4AvAfcA48Hta679fZD0BfAr4942ivwF+V7+RxYuWANPT03zhC1/gm9/8JqdOnWqT6W200UYbS4TL1T5qpYjDgERVyAwu7CIIKem6rgM3PeetqBJFVI2JyjHV8TrR0RIIyK7w0MlC77xEV4nqYFkuop6gqxFEw+hkFSQROo4bHoVAFYRohCa7FrrUCHuuxXODUSEQadsM2lMOTFTN1LcRUtDbJbl9+8KBIYBtQ2fH4l4pWmvCyGiQB6Fm/l00GuEK1xW4DkszIAtKxuN6dgAxS3bZnvE0FdbZve5mBxDoBlm0yCDiCookuFBM/48vEx840FLu33cfzjXXNDxzzH3RcYSuB+iZGaK9e1HT0wjXBc/D6u5G9vbibN6MSt50/wAAIABJREFUu2njUl9GEx1OB3f0vpk7et982c7hjYbxvVNMvDRNfSogqsYkoSIJElJdPn1bunDSNtJukKyNTytpJKgc2TVOVImwXAvLtXCzNn6nR+/GLjrXmm8uqsYUj5eNtn8tQSUKGjxwbijT3P98j1ylNEmgqI7VCIqh8ciVAss1ZGKq2yc7kJ6rh4SA/s10P37HWa/zQjy8lEnKQGecotNawXB6BUkqYSqcYkoXmVFlTlZPcLJ6gpSVotfvbSaZm/XQTosUg34vXXYnOTs3d84hKEKE6yGkINz/U5Kx0YUnIMFdux2WzbY7Co2CTCO0vVIhPnwEVZwBaSEsC+G6CCuD7a8B5pHpqU4OpDPolGdG1M0wek3GSiGENA+3Md42tacmzPeihUBKBylthO3hOjl8C3Jaz5F1HliDJegpG4NdEjYIewVu5YwoGSDbqKOjqiGLuma9qC3IDUDKg7Rpw7xMB16mAxhacHvmS4Ncv/VdZ32OIu1C1j27DFGs0NP1OfK83iBwpDRGgEKHIYDna9x7NqIrZTyvE222G6mgKZv2OdM4ZtZF+zYiTNDlEFGNsCuhieyoRGAJRLohvZJ2EDnXSJgEccMoocHW6FrNeFFWbETWRdQcdMaBdEPKZJ6EyaXUA/+7b5Y5cqLVI/rWbR4rB+ymGlMca+oNInp0MmF0IiFJTBcmkxZ05i36eyyGVzmkPYHvCxxbcHwk5vDx1lwpmZSkp+EBrpVGaZMzJY41YaQpVTRSguMIUp4g5Ztfd8HCdeaee9o3faPFvE1bXSjmYAOFxm8+LqZ36rlCjVZ4+4nNxohWaUQHRImR5xssIbIBOA3ZqSCGWowWjW86TKAYLIhkEX1Z5Oa+pZPB0RqOPm6Mn1HVEMWz9YXX0ejfzYuq0Nosj6qmT2g5pl9ne9CxHLrWGQOfnPs+v/6dkL373tNy6BuudylGromyaDiUBKGmXNWMTyacGjN5WATG+aSzQ9Lfa3HdGsikFClf4NhAMUDtnzTfaRBD3NiZEIg1nab/bgnzDOIEXQzn0tdobQyms/NaI7oakmn+vLGH32EcZZKwQaYnCz27F/R7F7nHc6FMF+WxnQ/G62M8O7V7QVnBLfCBFf+aclxmIhhvGptTVop6UkejSVtpruu4jpzdwXdOPcTJ6sKvUiCWlkw/uRNmjhrv+iSYe0+djHFCEZK5SB9tnktch9qUMVBL2xigs8ug6xrzrlo2QgiydpajXxtBTfsUGKLAEGuBwuoc+ZVZVHHhc1tGhmWswPYtnKzNqWfGKJ2cczCJgWA1pN9x/nmPLhTnTKZrrb8mhPgvwB9gBvfzoTASL/9wnsf/f4AQ6MeQ8d8WQjyrtT4zLfBvAL8AbMV8Dd8DDgOL6re3ceHYtm0bzzzzDMuWLeMv/uIv+Nzn2re4jTbaaOMy4LK0j0JKHD+F1evi51PEQY04qBOHdaKgztjhUbRKGHnpWRwvhe35CCGIgjpRvUrf2uuxXA+vx8f2fBwvheV6Zl3XR9qNbodjI3KXNpzW9yT+eR5CCIHngucKcucvm31RobWGIII66Lo2JEIQokMFSdX0XV1pPAQtAfUIXQsgrIOqmYSCniGKRSoN2Rx0DiIcd8FxrmbdUYD8J/9PM5AOYnSQzM1HypA/vm2SI0oB9dhoPscKb8tdCM82nqKeZTSfXcsMwC8TlijMtY0zkB1Ik0SKemGWTE9IAjXnwD1/sK4hricEpZDqaI1g2mzj5V3cnEOqyyc3lCHdPWfI047FvpIP+OA3vu0G47ah0yHAzMeNZMJhCEGgUbFASaNl6jgSLyWRKYnwLfAkYQSOrZFSGBJ0rMLoxoNQiyFR6Eb+ADpTCN9GnSiauiLWRpZilthNlDFUQtNYIPKekapxLNxUhiSOiIOakZwK6vhBTE8g6QxcgmqZyWP7cbw0Fe8oWiWk61WUSugf3oS0bGxPYnkBkSexPR/bS+F4qQX6u+4tN0PYSiKyGAEsJcL3EakUbn+/IbQtC2bJdGcRSRXb46GpJ1o8/QB+fui95JxcS7nWiiSpMxlOIkWMJTQySXBJ8JMavuXjClOnTh6coXy4Zu4fDuAgHYvsYBZVSebdXIHtWliexPYldkpQnQiZ3F9qEBMSLUFbFVa/rdu8L/XYSArN1I12/UxjPkgg55p6zrEQ3SlEwTdyQVMN7dwgMXVjKTDr5D1E3oMOH1HwEB0+pGweqnyfnxUbeUYazcSa7Fq2Fm5gJpomVjGuculw8vjSoxSXKMZFlFSknBSFjgLfOPZ1Yt24vyEwCe/LfJB19jojI5B+Zambi1EH6jBh/G2n5wwD5cBMazF4lrneDs8QP0VzL4kSQ+Rn5wwAIueZyAhnofH9373Hg5N7oHQKahNzJFMUwMxKYwhxs+C7kGtsu4LGs9XzDOOJ0WbvftOC/eezgmvyY1A5Paf3nkT4UUSX7ZvoKS/bTMwXK0msBGEewlATxg1ZpFqCVY+pWCuIfBfHMSSoUAlM7mdoxwNGdkJF8wz1ZxrpZ2+qMtJRSTgX0SUtSPdCddJI4SyBg0HTmzUzwcRa4806EUwQ64S0laLX76PXs+n1MxSczmZugslwkvG68WgdD8aoJwGudJoerd2eR5euk2aOhButj1KJW+VwXOm1yMHM+q/EOiZSYSPJpkQIiS1sHGmTszuant2VsTqHfzQALJT36b6uYCT2AlNPSEvgZGzcnIubsXGzDkmkePEbh1vOa9Vd9Wa+F600H77b48O3StPnqcVz+S50HYoYPe1GtA+1GC0jcGIYaBCjKdvUKymB8AX4gDfPsz/vI7cPmH0GCToxUTjMTudujjFydBmdcwHm/Uw5TUkuk91ZLKjrK2M1yqeqhOWIZDbBfKywPcvkxPFNlFKTw9UaHWuiWkzxWJkkTLA8C9u1sFMWTiaiY3mdVFerk82lwMbCJjYWNvHfX/gU48F4s3zHxE8BuGfZvfT7ywCaEYcazXQ0zUh9hIlgAlvarMysxBY2aTtDzs5xTW4YMDKBDx7/Zstxb++5HYVq5tNJWSnSdoZEJ1TiCkFSxxIWaTvNWH2Ml0ovLdi+0+3knYMNw+yliF6FBY48w+9cySMnv0cyz+BxygGZEqxMr8SR7oLoCaUSonpMpVJhet0UzrUOsvGN+VaKMCWJVLRksmrnLPPS3ECI1cAHgGsaRQeAr2utj5znfjLAFLBJa/1So+x/Aie01r97xro/Ar6ktf584/9fA35da33ruRzrSpV5qVarSCnx/XP/qI8fP87BgwexLIu9e/fy7LPP8tOf/pRvfOMbDA0Zb4WZmRlKpRKe551V/zxJEo4cOcLatWsRQjRlXgB27NjBypUr+fjHP85Xv/pVAPbu3cv69euJ4xjLmktu8Up4/vnn6e3t5dixY9x4440LtlFK8dxzz5HL5Vi7di0jIyMUCgW01jz44IO8613vIpdr7dTO4siRI/i+z7JlyxZdXqlUmJ6ebt6Ty4l9+/Zx6tQpenp62Lx5c7M8CAL++q//miiKGBwc5Nvf/jaf/exnm9c9Pj5OLpfD887OBk1NTTExMcHw8PB5ndPu3buxLGvB+SyGsbExXNd9TVEJcRzz8MMP85a3vIWZmRm+9a1vcfvtt7N582aee+451q1bRzq9dBbEywGlFHEc47ruq698jpitu3ft2sWyZcsYHGzVp4vjmMcee4zbbruN1CVOnBgEAZ7X0IZVCsta3PP3bCiXy2SzlyzlxlUV07lU7eMrtY1/9dJftiQ2vL33DgpuJ6WoiNaatJ2mwzED31JUohyXkUKQtXPUkho/PP2Dlv3+7xs+0Zx//iv7UdHCEN2uawtk+lILpWTOgLQlI7vGCUsLw5S7ryswdEt/838dJujpuhkkh4npvCuN1tp4zDXkApDClEfzPOk1ZoAwHynH6Am65/duXwh0ogxJcuZ9kMKQAa/iPaW1NvICYat27yxhHOmIalyhElcox5XmfKgCLGGTsTNknRw5O0faTlGNa5TjMuW4RDkqk+gYR7pk7AwZO0vGTpOxM6StDK50z8tz/0KSO+m4cX3xGWHeUpjoBPtV7lHS2D5aZPvGPbqU16CShDg0hqo4CEhm58PAeANjZBpKoycM+ej6qCQmDuoIKelcbrrhQggsx8V2PWzXx/LmG6+cJYmgiFXME2OPL7psZWYlkoXPQqFQ2gz2qnEVKYwuqyUsfCtF2kozkBq46qVrtNZopdAqQSVJYxqjVIJWc+9dUDa5B6Rl9Mx1YtZzUlksxzFee1IipIW0rMbURkrLcPJxRBIFJFFIEkckYUASz9WPtZlJgmoZy3awHBcVR8RRiOOlyHTNjRMs28VyzvjZ7pwR9BKiWlPsPdhKcksJq4fspkT6rLfvbASRlGBbAts2RlDPFbgN0tCyBFLOcjWv8h1chDwgtYk69ZmF7ZLlSDpWLOzbaKWJg4S4nhDXYpLAyBYs1u7NRjfM4sFHKgtyu87iujUOniuMp6luGGZCTa2umSkpolhj2wLfFWTSgnxW0tNpNT2dzwmv8R4FSUAxKjITTTMTzVAMZyjGRSpxFUtICk6BTreLgttJh9NBLakyFU4xHU4xFU4RqBBXOuSdPHmnQIebp8PpIO/kSckUIjCe700N4Fl4ljHev5qhNEyM9M6ZbULKbkbJCSGYDqf4x5db/QctYfGmrptayhWKWMUUoxnKcRmrQfw4DR3qLreLNdm1r1zf6dmcAcmCiIqmx+18PqcZrdLwGLWM17/W2rSXjb5BMwlyEBuPYq3M1DL3DNcyfZCgsc5c0IbxNvYs4xjhu8Zw4L563+RMvJYEpLNQiaJYmWSiPEqxOt28J47tk08VmKpOkCRR854U0p10Z/vIpgvIRc43VjG1pMaTY09wvDrndS+QeJbD+o7rWZ1d03oeShmP43CcSEWGTEfgSIesnaHX76fgFBBCEBRDxvdOteyjf2s39jzPbBUrokpMUI6IyhFhOUI6krjWGhnRfV0Bv+ChE0VSjqhN1EgCRRwkqMR4oWtLkOpOYaesBZJKxsajScKE+nRIMB1gKYV0pCGkfRs3a5PqTRmDXJSYyJJabKJMa5GZQtPbXPg2ZFxEyjbvWyWcW6cZzTMbXWqbPnbagZSNlvCNY19rucatndtwpEMtqYPW+JZPykqjtKIaV6iHdVCSNClKYYkXS/sQFuadtsG3U/z8UKu3/qvhQt5TlSimD5eoTweEpQgVKZJIkYSK7ECaVJeH5chmtJBRFlPENRPpO3O0hLQldsrIWnl5l1SXR+faDqzGOKRaidm9q2q+60ZCcLRGAMNrHIRtoRvGikRponpCFEO5poljjYoVkkbb6UA+b5Pp8XAyNrZl2s1wzx50aZEcC/39yNwZ43alTN8mCE20WKJMXWFZCM9DeB6yqws5j+NLTp1i56EfLiDMAUQmzfqVt+I3DFdCyLl6MFHoUgk9M2M6CUKausdxEL6PNTh4tkS5l08z/aIfWIgbgCe11ul5ZZ8A7tRav+eMdWeA+7TWP2n8/ybgB1rrs7Ot83A2wuDw4cN89atf5Tvf+Q779u0jm83ieR6FQoGnnnqquZ7neQSNpF/r1q1j//79/OIv/iLXX389x44d4+DBg2zYsIHdu3ezf/9+wjBk+/btDA4O8thjj+H7Pu9973up1Wrs2LGDrq4uTp8+za5du5rHuPXWW/noRz/Kzp07eeaZZ1i5ciUnTpzg8ccf55d+6ZeI4xjHcZiYmODhhx8+23XyzDPPMP+ZvuMd76BarXLy5ElWr17Nnj17GBsbW7Ddxo0b2bx5c5M4PxtuuukmduzYwfDwMDfddBMHDhzgpptuIp/P88ADD7B3717Wrl3L8PAw+/fv5/Dhw/T19TE6OheyWSgUmJ6eXrDfO+64gyeffBIAy7JIkoRUKsV73vMevvOd71AqlRBC0NfXx+nTp7n77rv5wQ8MSTM0NERvby8vvPACK1as4ODBg4jZDgMwPDzMyMgIfX19rFixgvXr17N9+3aeeeYZhoeHGRwc5DOf+Qw9PT1IKanVajz33HP09fXR3d3NE088weDgIPfccw/9/f10dXVx4MABgiDA931GRkb41re+1bwW27aJY9PADQ4OcvLkyZb5a665htHRUYIgIAxbNesWg2VZOI5DR0cH/f39dHd3s2/fPkZGRgCaxDSYd6mnp4ehoSE2btxItVrld3/3d7n77rs5duwYB+aFw999993s2rWLj370oyRJwuOPP86yZcvo7OzkS1/6Ust1ZbNZlFK87W1v48iRI5w6dYqJiQkymQzLly8nnU4TBAFjY2MMDg4ihGD3bhPi1NXVxV133cXXv/71lut7//vfz44dO7jrrrsol8scOnSIu+66i9OnTzMxMUGhUOCd73wnTz/9NIcPH0ZKydjYGMuXLyeOYx588EE++9nP0tPTg23b7Ny5k76+Ph566KHmvchms3z+85/n5ZdfZuXKlaxfv55MJsOpU6fYtWsXH/7wh/nyl7+84Lze+973ctNNN/Hoo4/y/PPP8453vIMtW7bw4x//mAceeIBMJsPv/M7vIKVkfHyclStXorWmo6ODMAyb39s//IPpdL/jHe+gXq+zatUq9u7dy3PPPcfg4CC33HILSZKwZ88e3ve+9zE1NUVXV1fTWPL1r3+dOI5Zu3Yt+Xx+Qd0xi4GBAQqFAnfeeSfDw8MEQcCf/dmfMTExwUc+8hE2bNjAzp07OXbsGNdddx1jY2MMDAyglCJJEpRSHDp0iCRJeOqpp1i9ejXbtm3jgQceIJVKUavV+MhHPkKxWCSKogXv/fXXX88LL7yw4HyGhobYvHkzvu9jWRbPP/88mzZt4umnn2Z8fJyBgQEOHDiAlBLVIBU2bdrEihUrsG2bKIqIogjbtnEch5mZGfbs2cP69et5+eWX6enpIZfLcfDgQT72sY/xyU9+8pU+oauNTF+S9vEVDc1aQ/GE8YpS0VyoutYNDXOL5m1tau4q4+WUBHOeTdICNwd+YaHn0iX2dpgJpzlePmoSUiozsJZasyI1SKRiYmE6Zo6wsYVNomMiHZPoBEsrHOEwGU1TUTVznbYH0qWQ6mMwNWjIrgYxplWCihsEWXOQC0kUGsLLstBodKJQSYztenOJsYRsriMtu0mSCWm8Th/9aWvCP4DtG73mGCiKjSRNEBpt09k8fUIYkslzBZ4nmp1lz20QTbMD68ZPR6qhQcxcRKwtEY40idRm15klr+cNqoXdWGfe73x0bOe32+eDn4w/RSUqGf3jBsmw3B8k7+QI4hrKsnEsH99KIYVFXUUEqg5oXOkhEOwt7Z0jJYQEy+X23jfjW+fnvXSh14BSPD/xNGP10+YcNMw+gGX+Mrq9bmhovQIobWQu4iSgmtRACKxGojDHTuM4afJ+z3mf/2uBSmJeHt/ZCFcPQIVNYmZlbi3S6zD1xmzYehPz5YiYm+8wxmGtG4PDehmmDkFYhTiCJAbd8Ky2U0bjvqF0BJj3WCXGo1PFpj6yHLNexyBkeiCVNwNMEj6557+0XNN7h34Bz/IoRSU0mpyTo9PtJNGK6XCKclRCCEnBLTBeH+OR0wsTveXsHP9l0yebSd2KUZGXivuIdEykImIVoVBYwmZFZiWe9HCkg4VFqALCxrtaTaom0bBwcaSLb7mkrDQpK03BLWBJC5UoSieqhOXQyMg0PPhUrPG7PPyCh7TnPAq11ujEELrBTEjpVAVpzZImFm7WwetwyQ1lsBoEZBImJNUyqjSGSEJ0ZPRrhVBGAidVQDhzXq2zzYUhjmO00obUthrkdroDO5dH2hKdGAKhUjQa6cQKQvP+CKAjJeaMXK6FkAIdxqh6QhIqYg1xAgoBjgWOwHIsrJSN7UukrRE6IYmNsUHFsTFAxHPkfW1mkjisYzku0rKby51UBj8751Bi2Q7SdhZMhWWjVUJQqhKWq0T1ELRG2i62l2pIBMUgwXZcYwTRmiSJSKLEfCqhMaLEYQ2EQtgSN5PCz6Vx0+mmnvnJ0/GiggV93RaO3VrnKqUbsmVQDw2B0rwWOc8A4QpsS7BvT4mZ8sIj2J5FZ5dFR1rOfqUoZfY9G01RjzRRJUYlGtsybYzvCjq7HNJdLlJqJosnOTr1EsXiGGG9aojGdJqVPdcRJgE6Sox3oZ/D99KEcUg9KBFHAcKysVzHEKaTp9BKmYiHTJbBzjWs69uEtCzGJxOOnGwlGjMpwfL+hgSL0sQxRIkmikwbuuB6LSOV4tqi6c1t22Z6un6aYjTDiXnSC2k7jW/5KK1YnV2NJSwsYSOFJFYxSSNJpiWMwXC0frrl/AZSg01vZ92IQmg6Amg95+mbdQ2ZOUuENiJQAPO/0nPbzPa3UjaiM7XQwBxWoDzSSNhdn/1YG1I7vUa+QToL+3rz37xmjoXEyD24F+YUdb7tplbaEPv1RiRaEM85Dfh2M+mi8CxTF8yea6SMHIlmzoAAJiLNswyp29heSNHso0ZATUJVCmoS6kKgAVdr0goyShMJQUVCTQoU4GhNSkNKQUppfE3TnKx/X6HR1JM69aRGLalRTWpmPq6h0XiWR8pKk7HTpC0j5VWNq1TiKtWkQpAECIQhku00qQahnLJS+JbfNMqM7BpvMdCle3zcnNN81M37eoYtpnSqaox8Z2ybX7X40OJiRtVprZv1bxKFjfkYFYdNI7RKYkrjpxr1sAvo5rr5gVXNCxKWhbQcLGdend2o48/H0eBC+3cnR2OOnoiakWizlWcuJVjW00g4Lo0RNEkgChPCuqZc0yhAC4FtC7yURTolKHRYeK4wQVgS6pMBldEzxgkCcoOZV3RKAiNVVxuvt5R3Dueb7b5KFJUf/hhdnFm4khRYy1cgCwUTHdAwXAuBqRfCEDU5RTBWNCcqDZmO5+EO9uAOzUVkTJ6YQU2eRMRVSEJEEoDWeJ5AZjJoO4MWDkpLEmXeD9GQE5JCI22BJSXSsZCuhcgvw7LP+nwvP5kuhHg78DagD/hTrfU+IUQW2A7s0VpPv+IO5vbzFuAftdbL5pX9OvBvtNZ3nbFuAmzUWu9r/L8OeAmQZ+rCNvTcf39+2cDAQJPInI8XX3yRL37xi2QyGU6ePMkDDzzAfffdx8zMDM8++yw333wzN954Iz09PZw+fZrp6WkeffRRDh8+zL333ks+nyeOY2ZmZhgbG2PNmjW8+93vZs+ePezfv589e/awd+9errvuOj7wgQ+wb98+kiThxhtvZGZmBtd1OXToEHfccQcPPfQQXV1dHDt2DCEEvb29DA8P8+Mf/5itW7eyZs0annzySSzLYteuXXzoQx/iYx/7GJ/+9Kf5D//hP/ChD32Iu+++m8HBQQYGBpiamuLkyZPs2LGDZ555hjvuuIOBgQFs2+bjH/84R48eBeDhhx/mT//0T7npppvYsGEDd9xxB/v372f79u2MjIzwcz/3c00v+KeeegrP86jVajzyyCMUi0U++MEP4jgOYRiyfPlyJicnOXLkCN/73vfo7+9ny5YtFItFqtUqL730Ep/4xCd45JFH6Orq4k/+5E/4wQ9+wMmTJ1m+fDlHjhzhS1/6Er7vN8m9WfK8u7ubn/3sZ/i+z7Zt26jVaqRSKT7/+c9Tr9d585vfzN13382jjz6KlJL9+/fzzDPPsGXLFu655x5s28b3fb7yla8wMTHB5OQkQ0NDDA0Nkclk+M//+T+jlOLJJ5/kueeeY2BgAM/z2L9/P3feeSejo6M4jsORI0c4evQomzdvNo1btcqJEyd497vfzdNPP00URYyOjuJ5Hh//+Mf5/ve/z6/8yq/wpje9iZ07d7J//34OHTpEKpXi7W9/O5VKhd27d3Py5Em2bdvGd7/7Xd7znvfw53/+5/zWb/0WxWKR3/7t3+a+++5jdHSUMAzxfZ/bb7+dSqXCmjVrml7P4+Pj7NixAykl9957LxMTExw5coRqtUqpVKKzs5O9e/eyefNmgiBgw4YNOI7DqVOn2LRpE5OTkxw6dIiRkRE6OzvJ5/Ns3LiRQqFAT08PIyMjbNu2jXq9zvHjxzlx4gTXXnstBw8e5NOf/jRhGFKr1di2bRtvfetb2bp1K9u2beOP//iP2blzJ1EUsW3bNv7jf/yP3H777XzrW99i9+7dZLNZXNflu9/9LitWrCCfz/Pggw+ybds2xsbG0Fpz8OBBNm7cSJIk3HzzzUxPT/Pkk0/iui5btmxh9+7dDA8PkyQJYRhy+vRphoeHOXHiBMPDw+TzeXzfJ45jfN9ndHSU48ePA7B+/XpOnz5Nb29vM0Kgu7ub6elptm7diu/7SCl5/PHHqVarrFq1iueee463vOUtTUPCLLm8cuVKwBhP0uk0P/3pT/F9n3e9613cdttt7Ny5k0cffZTh4WFSqRSPPvooHR0dXH/99UxOTjIxMcGNN97IE088wbp16+jv72f37t3kcjlWrVqFUoqtW7dSLBaZmpoin8/jOA7bt2/na1/7GocPH+bGG28kSRKefPJJjh///9m77zC5qvqP4+/vzNb0QiC9E6S30KSFJi2CCKigKGJBpAgoKKDuREUQ9IeAICoo0gKCoIKKSAnSe0kgBNJDAuk92d3ZmfP749zdzM7O7M5kZ6ft5/U899nsuWfu/Z47d3POnDn3nA8566yzqK+vx8x49NFHmTt3LjU1NYwfP56zzjqLcDhMKBQiHPYf7hYsWMDKlSuJx+N89NFHLFy4kHHjxhEKhdh1112Jx+MMGzaMgQMHcsMNN1BdXU3v3r0ZP348I0aMYNasWYwbN45oNEqPHj0YMGAAsViMF154gcGDBzN9+nRisRjnnHMOs2bN4qWXXuKZZ55hzJgxDB8+nKeffpoVK1aw5557svvuu7PTTju1fOGxZs0aDj30UN5//30GDBhAZWUlvXr14pRTTmG33XZrt8rpuFYqHl1RP2ZaN/o5FB0O3wEUc/7/4piL4fAfApoXJgoHixMZtiWpIHlAAAAgAElEQVSvixF3cXBsyRMKteQN4Uf7mhn19fHEE7f8Mxym1UiNloFXyRcqGH3RPFWfmQWvcxjmG93NjVe35WerOYZDtuXuSBi53tJT3fz4afAoqoVCwfnav6VcPE60IXVHeFVtFvPHtNdGK6NFtDozOm312ljLdwCJetQY4XDra+Q7sIKnkIN7wzk/sCUc8qNbKyvMfw+UyWjWTpShedRyyxcyMf/h3kJhwhWVwX4/NUQoHG55v10w8sff7yFfpmgjzX8hoXAloQo/arn5Pq5viAdTi/i/7eb7KhwC55p8OZuPH3PEncNCFSR+YWbBH5ofZOT/HeriRfRaYo77/3tc3PfQNn9p5ZzzI71jTf7rhuB6OBf3j9dXJT7Z5/f7/39Cwd9yQvzxuO9490dO6l1IWJcguB4pgk3Iby1z17ZM6RJrhKbgfYondFy1zPka3IjYlv/4HMEoVNvSORYOb5mDtHm+3y5+D1zcEYs3BXOlNi/87Ag1j/wKOpgsYX5f52It/0cbFnwJFAxtDYVb5lKtqPCPYrt4HOfird7jxNH70YbNLe+dH2Xr94eDzumWkY7Be2uh0JZ7ArDmzoxY88i2pPcY/B992P8f31wfpHw6KMVmZsTjyWPrWr+s7bVtuXytfk9MSxQP5ulPVtmzsqXKSinYEd3UtpO5qldlyyhH55xfvyTW4Ov75vfRR9Ty/4CZYYT8HNTNf5su+Bsk+LsKhbFQJRaqajNCcFXDShpTTLXTo6IH1aGk6TOSRyu2nN9a2h+JI7rjcceK1SkqBKBPr9b/X/knKX190NTkfD0S3KLhMFSEjMpK/6V0Yp0QW78eotGW69rS1Kqq8j3xQZw+IP9/roFfFyYW3/JFc/O0RM2jNvNUpzc1xNi0cRNNrvX9UNGjgjChloUpk+OJxx3xuP8Cq5kFf+G1faqzfiIVcjMyvSs0NMbZtKntH5SFoVdt0pNWCf+VNDXFffsiWCMzaDJSUWGEghn5QiEIhUI0xhupj7VtJ/oR8NUJvyfcszjfxm6V39/XIXxbG2hZuDIaj9LkojTFY0RdtKVurApVUWn+6YiwhYm6KNF4I9F4UzANliNkYSpDlX7QSagymK6mcsvfWzyYG7v5m9NWf6vN9Vri6PfmuJOvq/n6LFxJ4pzvAE0LF6b8jy3Uv79fAKnlwrjmb/j8U4f19S2HxsyPWA6FsJ49/To5Wdqq9l0sHrTxYsTx9VvcxYn7mbwIWxgjFHymCvl9wWCJuPP//4ZitEwXZEFbMBRqnt7GiDUGTx3EXKvOfjPzX6AnVTwu+BzkYo5YNN7SrDAzLPjCPVwdanliI94UZ/PqBpLV9K0iXBX2azfEmgcL+eP6E/kyNtW3fYyqqlcllbVb3rtNm2Jb2kkJ9W11tRFO/AIw+EIjHnd+7FZ8S3u1pcyGL3fYL4TcXLYEhetMN7Ma4K/AMbQMJeEo59yTZlYNfAjc4Jz7aYbHSzXy7rvApDQj745yzr0c/L43MK2zI9PLwUe3p74nhpyZ2fua7vWdOWa258vFcYtZcpnLvbwiRaikeh3zVT+Wc90oIiIiIiIiQhf0B2QzsdVPgKOAs4HxicE45xqA+4FsJiF6H6gIRtE12x1IXlyNIG33DPKJiIiUOtWPIiIiIiIiIkUom870zwO3OOduBdam2D8LGJPpwZxzG4EHgZ+YWU8zOxA4EbgzRfY7gIvNbJiZDQW+C9yeRewiIiIlQfWjiIiIiIiISHHKpjN9MPB2O/ujQK929qfybaAWWAZMBc5xzr1jZgebWeKysb8DHgamAzOAfwZpIiIi5Uj1o4iIiIiIiEiRyaYzfTEwrp39+wLzsjm5c26Vc+4zzrmezrmRzrl7gvRnnHO9EvI559ylzrkBwXZp8sKjIiIi5UL1o3QnxbgAWbbKoQwiIiL5onpTSoHuU0knm870B4CzzWynhDQHYGafAb4I3JvD2ERERESkzE2ZMqXQIXRaOZRBREQkX1RvSinQfSrpWKYD2MysF/AUsDPwAjAJeBroA+wJvAwc5pyr75JIO8HMlgMLuvAUQ4ElXXh8xVBaMUBxxKEYFINi8FY4544pwHmLWo7qxny8p119jlI/fj7OUQz/f3RWqZehHN7jUi+DrlHhj5+Pc+j4hT9HqR8/H+co9ePnQ6lfI92nhT9+PpTDNSqFMuS8PyDjznQAM6sGLgY+B0zAj2yfjR+R/kvnXEMugysVZuacc6YYFEMxxaEYFINikK6Wj/e0q89R6sfPxznK4W+31MtQDu9xqZdB16jwx8/HOXT8wp+j1I+fj3OU+vHzodSvke7Twh8/H8rhGpVDGbZGRTaZg87yq4JNRERERERERERERKRbyGbOdBERERERERERERGRbintyHQz+/FWHM85537aiXhERERERERERERERIpOe9O8RLbieA7ojp3pxbDEr2LwiiEGKI44FIOnGDzFIF0hH+9pV5+j1I+fj3OUw99uqZehHN7jUi+DrlHhj5+Pc+j4hT9HqR8/H+co9ePnQ6lfI92nhT9+PpTDNSqHMmQtqwVIRURERERERERERES6I82ZLiIiIiIiIiIiIiLSgfameUnJzMYDhwHbAnc75+abWRUwGPjYOdeY4xhFRERERERERERERAoq45Hp5t0MvAf8DvgJMDbYXQVMB87LeYQiIiIiIiIiIiIiIgWWzTQv3we+BfwCPzLdmnc45zYADwIn5TQ6EREREREREREREZEikE1n+teAO5xzVwAzUuyfAWyfk6hERERERERERERERIpINp3pI4Hn2tm/AejXuXBERERERERERERERIpPNp3pK4Ah7ezfDfiwc+GIiIiIiIiIiIiIiBSfbDrTHwHONrNtk3eY2UTgLODvuQpMRERERERERERERKRYmHMus4y+E/0loCfwL+AM4D6gCjgBmA/s55xb3SWRioiIiIiIiIiIiIgUSMad6QBmNhD4OXAK0D9IXgfcD1zmnFuR8whFRERERERERERERAosq870Vi80G4SfJma5cy6e06hERERERERERERERIrIVnemtxzALAz0dM6ty01IIiIiIiIiIiIiIiLFJeMFSM3ss2b2i6S07wMbgNVm9rCZ9ch1gCIiIiIiIiIiIiIihZZxZzpwCbBd8y9mthd+/vQXgD8AxwR5RERERERERERERETKSkUWebcH7kv4/QvAKuBY51yDmTUBnwem5DA+EREREREREREREZGCy2Zkek8gcV70o4DHnHMNwe+vAyNzFZiIiIiIiIiIiIiISLHIpjN9MbAzgJkNB3YDHk/YPwBoSPE6EREREREREREREZGSls00L38FvmNmVcB+wCbg4YT9uwNzcxibiIiIiIiIiIiIiEhRyKYzfQowGPgisAb4snNuBYCZ9QFOAm7MeYQiIiIiIiIiIiIiIgVmzrnOH8QsBPQGNjnnop0+oIiIiIiIiIiIiIhIEclJZ7qIiIiIiIiIiIiISDnLZgFSEREREREREREREZFuSZ3pIiIiIiIiIiIiIiIdUGe6SBcys9vNbH65nq89ZjbazJyZnZnn8xbsGhTT9RcRERGRrmFm08xsWnc9fyIzmxS0+Sfl+bwFuwbFdP1FRCT/1JkuaZnZmUHDqHmLmdnHZnavmU1Ikb/SzM4OGhcrzSxqZsvM7LEgvSbId3vScdNt84P8Q8zsKjN7wszWZtNBa2Y/CvLPTrEvXRxNnbtyHcZ0oZl9uSvPIV0n+JIgYma7FToWERERKR5qOxcPM9sjaK+NLOQxpHTp/RcRkXQqCh2AlISfAu8D1cDewNeAI81sV+fcRwBmNgB4BDgAeAK4GlgBbAMcCtwEHAJ8Efgd8HjC8XcELgd+CzyfkL4h+LkD8ANgLvBGcLwOmdlo4DJgYzvZ4sBXUqTlyjdo+6XVhcBs4I4cnkfyZzRQh38P307al+r9FhERke5FbefC2wPfXnscWNgFx/jU1ocmJULvv4iIpJRVZ7qZVQFnAIcD2wKXOufeMLP+wKeBJ51zH+Y+TCmwx5xzzwb/vs3MZgG/Bs4ErgrSbwf2A77gnLsv6fXXmtl44DgA59wLwAvNO4NHAi8HnnfO3ZXi/K8Bg5xzK8zsIOCZDOO+HngWqAKGp8nj0pwzJ5xz0a46thQfvd8iIiKC2s5lzznXWOgYpHD0/ouIdG8Zj6AMOsxfBP6Ab9gdDvQPdq/Fj8A4L9cBSlFqHhkzBsDM9sV/mXJbig8DADjnZjvnbtiakznn1jvnVmTzGjM7Dn+ffieDvCEz62NmluU5xprZVDNbbGYNwWO8/zKzXRPytJpD28wcMAo4IuHR2GkJ+3ub2TVmNs/MGs1soZlda2a12cSWItZTzexFM9tkZuvM7J9JcX43iGWXFK/9UrDviIS0cWZ2j5ktD8o+w8y+0Yn4Tjazl4JHkTea2Wwz+21SHjOzc8zsLTOrDx6HvtfMRuXiGiSV7U4z+ygo2zwz+0Pw3pwJPBVkvTPhPTwzeG2bOdOD++tSM5sVHG+Jmd1kZv2S8k0Lyj3ezP4TXIdlZna1mWm0u4iISOlS25lWbZ0dzE9ls8HMPjSz84L925vZv81sfdCu/n7S69POzR2kR4J/R4A/BbueSWivTQr2n2Bm/wjO3RD8/G1i2yyDY7SZM9vMaszs52Y2P2jHzw9+r07KN9/MHjezfczsOTPbbGaLzOzibK5nimvQYVvZzG4MYuuf4vU/DMo4LiFtr+BarQ7ifNXMPtOJGM8O4tsQtMffNbO6pDyVZnaFmb1nWz5j/d780xydvgYJefc0s4fMbEWQ930z+3WwL0KJvf8iIpI/2XTQXA1MwD/StD3Q0nhyzsWBB4FjchqdFKvxwc/mRvoJwc+imLbE/PySNwC/cc7N7CB7GP9l0FpgnZndYWbbZXCOSuAxYBL+0dtz8KN5QvhHa9M5A3/d3gn+fQZwZULcTwLfBO7Hfzn1D/y0MA9m+4ElIdbvAX8BlgCXBOfbGXjOtszfeR/+Ed0vpDjEacBHBJ3IwWteBvYBrgvimwv83sx+sBXxHYEv70bgCuBi4K/AgUlZbwy2N4NzXg8cEZRjmw7Okck1wMx2BF4BTgTuBs4H7gT2BwYC/wN+HmT/LVvew/+1c/qbgV/gH/e+GHgI+BbwhPmnfRL1xn/gngt8F3gO+D5++hgREREpTd2+7ZygN/AfYCZwKbAIuNHMvoqf7uZ9fNtnHnC1mW3NdBoPAr8P/v1TtrTXmst2FhADfoNvb/8d+Cp+2p1Mj9FK0E5/ED9NzjP4tuqzwe8PpHjJSOBh/DQ9FwNzgF+Z2dFZlbS1TNrKU4FK4OQUrz8NeNk5Nyco08H4tugwfNv5EmAT8JCZnZZtcMF7fAu+rN/Dv8+PAQcn5DH854Af4tvE5+Of4vgi8GRwr7Yno88LQaf48/hplm4BLsC/f81/m6X4/ouISL445zLa8J1pPw/+PRDf8XZ4wv5zgdWZHk9b8W/4R1EdcDx+/sah+FE08/EN0L2CfA8G+folvb46eF3zNjDNeSYFr/9SBjEdFOQ9s508dcBSoG/w+zRgdop8VwHX4juQT8U3qJuAD5pf2845dg/iOLWDfLcD85PS5gOPp8h7GVAP7JqU/s3gXEdlcH1anQ8YAUSBK5PybQesAu5OSGtznYK/9UbguoS0/wCzgJ5Jee/Bd4g3X/fRHb1XQb7r8B/Iwu3kOSA41jeS0ncO4rsyIa0z1+BJYDPwiRQxWEf3a4pz7xLkvScp37lB+reTrr8DvpWU903glY7ee23atGnTpk1bYTfUdu4olua2ztcT0voHba84cFaK9HtTlHtSimM7IJLivTgoRd4eKdK+FOQ/MMNjTAOmJfw+Och7VVK+a4P04xLS5gdpxyS990uB+zO815LPn01beR7wRFK+3YLXfyf43fAdx/8joY0epD+L/xIkuW3c5n1JOsdDwIwO8pxGis89+AF9rcq3tdcAP/jpg+B6b5eU10rh/demTZs2bYXdshmZ3h8/WjKdCvz8elJ+HgGWA4vxI6VrgDOcc68H+/sEP9cnve7U4HXN29KuDtTMxuAXXLrcObe2vbzOucucc5c45+51zt3vnDsPPyplPB0/4tp87GPMrFenA/c+j58P8yMz26Z5Y8ujwYdvxTFPxv9tTk06Ziw4V+IxpwLjzD963OwU/OiVqdAy3dNR+JHktUnH/DfQAz+KOxtrgJ7Ase2Mvv88/gPVw0nnXIrv2G/v2mR0DYK0w4A7nXPvJR/EOeeyLBf4hjXAL5PS/4Av9+Sk9Chwa1La08DYrTi3iIiIFIbazuk14gcfNB9zNb4tFwX+nCI9520g59wmaJkSpE/QBnwu2L33Vh42XZvvmqT9zeY55x5NiKkBP6Xq1pY3m7byvcAkMxuckHYa/guN5mmHdgc+gX9Ss3/C8QYC/8LPqT+B7KwBRpjZAR2UYy7wRlI5Xsd//mqvzZ/pNdgTf89e75xr9Te2le19KPz7LyIieZTNAqTzgDbzCyc4FF9JSfm5CJiB73xcDsx0zsUS9q8LfvbGN5KaPY7veAX/WOARdL0b8LH+cWte7Jy708yuwcf9k3byzQ/yXQp8ycxewHcm3+22fhHeCUAt/hqnsi2AmfUN8jWLOefSvaa5kTs9zf54wr/vxz8W+QX8NC4E/57jnGv+vXmKpyuCLW2cWbgZ3+H9MLDUzJ7Cf/B8wG1Z0LP52nyU5hjtfdGX6TUY10G+rTE6+Nmqc94512hmswnmTk2w2DnXlJS2GuhwjkgREREpGmo7p7ckRVtnTZAeS5E+bGviao+ZfQI/Bd+R+IEgifq1fUVGRgPLnXMrExOdc8vNbAVt23wLUhxjNX6EeHOcA2g9WK3RObcqzfmzaSvfg/8C5XP49x98R/RTzrmPE44HfgqUW9Icc1uy+/x/Nb5D+3kzW4if1uch4JGETuwJ+A7ldj8PpZHpNWiedinXbf6cvv8iIlK8sulMvwu43Mz+DrwVpPlnocwuws8xfFFuw5Mi8apz7tl29s8ETsJ/2fJMc2LQGPsY/CKWXRqhP8fh+G/9TwdGJQxyrgEqzGw0sMF1vCDTIvyoi3Y5575vZn/Ez613JDAF+JGZneice2IrihDCj0L+WZr9S4Kf1wNfSUhfwJZO21THBH9dGto7uXNulZn9B/h8MMf4YOAQtswRnni8G/Cd36m80955Upx3uZnthW9cH4P/MPYF4BIzOygYPRTCf6A6Nc1hNrdzioyvQRFI/hApIiIipUdt5/TStXXSpSc+tZhy1LCZhTM8N2bWB9/ergd+jJ/uYxN+LvhHyW5Nsc7IpLwP4gesNXsaP6VKKhm3lZ1z081sBn40+g1mtj++s/fKpOMBXI5fTyiVGWnSU3LOzQq+yDgaP23L0fgnG/5tZpOdX4cthB+Ecn6aw6xu5xSd+byQb5m8/yIiUqSy6Uz/BbAf8F/8t7oO+E3w6NQg4G/4Ua3S/TyMb2h9mYQPBAUwMvh5T5r98/CPj56Z7gDBNCNjgHczOaFzbhZ+LrxrzWwE8AZ+wZz2OtPTPT44G+jjnHs8zf5m1+C/3GrWXsNwdvBzkXPu7Q6OC346l8n4TvQ98Y3SxOs5J/gZyyDOjAUjlB4LNszsHPyI9VPx79lsfKP7lY4eQU4h02vQXLb2nsCB9O9fKvODn5/AP54KtCxgOw7/OKeIiIh0L9227dxJzR2pyaPHR6fIm669dhh+dPMk59zTzYmJC9JncIxU5gNHm9nAxNHJwWflbfDXMlvfxU+12qy9juRs28pTgSuDL0xOww84+WvS8QA25rjNvxnfb/C34N65Cr8Q6cH4Lwtm4/scngw617OR6TVoLtuupB8cBIV//0VEpEhl/M27c67JOXcCfnGWGfhvjEP46SDOcM59thNzjEkJc869iJ877ywz+3yabPn4lv1J/Cif5O0d/CifkwgeZTSzmmBkSrLz8A2ef7V3omB+xVZfRjnnFuEfSezo8dCNafLcC+xpZielOF+NmfUOzvOuc+7xhO25Nkfa4q/4haGmmFmbv3czG5SU9Hf86JwvBNubzrmWVeuD6WSeAL5mZqMyOF6HzCzVSKY3gp/N1+le/D2U8vHhoKGaTkbXIBh19RRwRjBqJjlf8z28MSm29jwS/Lw4Kf3r+A9H7TXgRUREpAx1x7ZzjszHj+g9LEUMydK115o7aJPbhJdkcYxUmtt0yW2+S5L2Z8w591pSm/+1drJn21aeGvz8In7wyr+dc4lTDr2OH7X/XTNrU/5ctPmDvoM3g18T2/zbABemeH04mPomnUyvwRv4QTTfMbPtkvIk/t0V9P0XEZHilc3IdACcc1PZUvmKNPsyvhF9r5l9HT/CeAX+qYUD8aOd52/twc3sh8E/m0fQfNrMhgf/vtE5t9Y5txBYmOK1FwI1zrm/JSQPBt4ys6n4L4aa8KOxT8U36n7TQUiHA781sweA9/GLJk3Gj0D+fgevfQ0/z/oV+IbcMufck/gFayYDD5jZXfgvqirx8/99Dr8Y6LQOjt2Kc26emV0K/B/wspk9iH9fRuKnVJlBwmgj59xGM/sHvmHdK01Zvo1fpOktM7s1KP8AYA/gM/hHg7Nxq5lti++kX4hvQH8L34D9RxDXs2Z2A3CBme2Kn59+PX4k1In4xnMkB9fg/KBsL5vZ7/HzQA7Bz+l+Iv4enol/GuDbZrY5iPMl51ybESfOuRlm9jvg7OAD6KPATkH5Xgduy/JaiYiISHnobm3nTnPOrQvOf66ZOXw77TDazkcNvp3lgMuCTtwG/JcHz+Gv8x1mdiN+EMlkUs/FnfIYzrllKfL+C9/Ouzy4zi8B+wNn4OcE//dWFjsj2baVg/bxi/i2fm+SPt875+Jm9lX8ffluMLXlAmA7/Mjxndiy3lCm/mtmy/HvwWJgBHAu/oubaUGeu/Ht7l+ZWfNo9abgXCfjp+a5vTPXICjbN4P9zZ9nFgCj8IOJmudUL5n3X0RE8sw5p01byg3fweiAgzLMXwWcA/wPWIXvYF6GnxroHKA2zesmBef5UjvHdu1sozuIaxowOymtH3AHvhG+Ad84moWfH7xXBmUdA/wB35G8Eb+6/CvAV5Py3Q7MT0obgW9srQ/in5awrwe+ofteENNK4NUgbUAGcbU5X5B+PP4DxDr8h4bZQd79U+T9dBBXHBiR5jwjgVuBD4FG/HzuTwDnJuQZHRznzA5iPhnfAP0oKPNi4AFg9xR5v4yfGmVDsM0EbgJ2ytU1wH95MRX/lEE9flqr3yXeF/gPjjPx93hLGdO83yH8QrXvB9fqI/wUNv07uk+D9AjB4B1t2rRp06ZNW/FuqO3cUXnTtXUyTscP4LgX345ei+983SYoVyQp73n46TWagv2TgvSJ+E7a9fi29l34zvRsjjGNhDZ8kFaLn7ZkQdDmWxBcn5qkfPOBx1OUt007soNrOS1Feodt5YS85wdlWt/OvbZzcL2XBWVahH/y8gsp7sdJHcT8DXxbfFlw/ywE/gSMScoXxo9MfxM/gGUt8DZ+as2RuboGwD74EeNrgvPMAn5VCu+/Nm3atGkr7GbOZT4zi5ntAJyFX2F7AG0fP3TOuXysOi8iIiIiIiIiIiIikjcZT/NiZqfhRyPE8KNmUy2AotWnRURERERERERERKTsZDwy3cw+wD8CdoxLPU+YiIiIiIiIiIiIiEhZSl7FvD3DgVvVkS4iIiIiIiIiIiIi3U02nekz8avLi4iIiIiIiIiIiIh0K9l0pl8OfMvMduyqYEREREREREREREREilE2nemfBZYCb5nZ42Z2m5n9Pmn7XRfF2SnHHHOMA7Rp06ZNW/fcJAXVjdqKZYtEIgWPQWXQpk2bNm3a8rep3tRWCpvu07LZcq4ii7xfT/j34WnyOODsrQ+na6xYsaLQIYiIiBQV1Y0iIiIiIiIi2THnuqSTvqhMnDjRvfrqq4UOQ0RECsMKHUAxUt0oIiIiIiIiZS7n/QHZTPMiIiIiIiIiIiIiItItqTNdRERERERERERERKQDGc+ZbmZxMpi43TkX7lREIiIiIiIiIiIiIiJFJpsFSH9C2870MDAGOBF4D/hnjuISERERkW4gEokQiUQKHUanlEMZRGTrLN60mHsX3JN2/5fHnMmgmkEp992/8D4WblyYct/YXmM5acTJOYlRpNio3pRSoPtU0snJAqRmNgx4CbjIOXd/pw+YY1pkTUSkW9MCpCmobpRiYWbkoj1aSOVQBhHZOq+sfIljnjoq7f5ztz+fn+x+ZZv0+Rvmse9/9iLmYilf96nBRzP1oKL7aC2SE6o3pRToPi0bxbkAqXNuMXALUJeL44mIiIhI91BXV/rNx3Iog4h0jdvm/IGPN3/cJv1X712btiNdpNyp3pRSoPtU0snlAqSrgfE5PJ6IiIiIlLlyeHy2HMogIrllwUC4+ng918/6v1b75m6Yw30LprbJK9JdqN6UUqD7VNLJSWe6mQ0CvgHMz8XxRERERERERErVcUMnt/z7z3P/xOJNi1t+/+XMa1pGpRvG0UOOzXt8IiIisnUy7kw3syfTbK8DC4FdgB92WaQiIiIiIiIiJeD8HS5o+XdDvIHr3vslAB+s/4D7F9zXsu/Yocczvrce8BYRESkV2YxMD+EnbU/cAOYBNwA7OuceyG14IiIiIiIiIqVlt357cMi2k1p+v2veHSzauJBfzvwFceIt6edNuCDFq0VERKRYZdyZ7pyb5Jw7LGk73Dl3snPu+865D7oyUBEREREpP+UwH2U5lEFEcu/8hI7yqIty4Wvn8+DCLePPJg7Yh30H7leI0EQKSvWmlALdp5JOLhcgFRERERHJypQpUwodQqeVQxlEJPcO2+4Idu67S8vv05Y91WpU+rkTLsBMi49K96N6U0qB7lNJpyLbF5jZBGAs0B/aLjvunLsnB3GJiIiISDdQV1dX6BA6rRzKICK5Z2acN+ECznnlm8nw9TwAACAASURBVG32je45muOHTU7xKpHyp3pTSoHuU0kn4850MxsL3AEc0JyUIpsD1JkuIiIiIhkph0doy6EMItI1ThpxMj+b8RMWb/6wVfo5259H2MIFikqksFRvSinQfSrpZDMy/Y/APsC1wAvAmi6JSERERERERKQMVIYqeeu4dwodhoiIiORINp3p+wHXOOd+1FXBiIiIiIiIiJQTzYsuIiJSPrJZgPQjYHlXBSIiIiIiIiIiIiIiUqyy6Uz/DXCGmWW9aKmIiIiISCrlMB9lOZRBREQkX1RvSinQfSrpZNyZ7pz7P+AhYLqZXW5mZ5jZ6clb14UqIiIiIuVmypQphQ6h08qhDCIiIvmielNKge5TSSfjUeZmNhz4LLAD8LM02RxwTw7iEhEREZFuoK6urtAhdFo5lEFERCRfVG9KKdB9KumYcy6zjGb/ASYB1wEvAGtS5XPOPZ2r4HJl4sSJ7tVXXy10GCIiUhha9SsF1Y0iIiIiIiJS5nLeH5DNnOkHAdc4537gnPu7c+7pVFs2Jzez88zsVTNrMLPb28lnZvYzM1tsZmvNbJqZ7ZzNuUREREqB6kYRERERERGR4pTNYqLLgWU5Pv8S/JQxRwO17eQ7FTgL36G/IHjNncBeOY5HRESk0FQ3ioiIlJJIFz0EF8nsKXIRERHJn2xGpt8MfMXMKnN1cufcg865vwErO8g6BnjWOTfXORcD7gJ2ylUcIiIixUJ1o4iIiIiIiEhxymZk+mL8PDPvBI+dLwJiyZmcc12xAOm9wOfMbAIwD/gK8GgXnEdERKRUqG6UshCJRIhEIoUOo1PKoQwi0gkdjSBPN3JdI8+lm1K9KaVA96mkk80CpPEMsjnnXDjrIMx+Bgx3zp2ZZn8VcC1wAb4DfxFwuHNuXoq8EaDVkrtDhgxhyZIl2YYlIiLloSQXIFXdKN2FmZFpe7RYlUMZRKQLqTNdpBXVm1IKdJ+WjZz3B2QzMv2wXJ88Cz8G9gFGAB8DXwKeNLOdnXObEjM65yJAJDFt4sSJuvtFRKTcqG6UslBXV9dxpiJXDmXozlac/kVctCnlPquswCqroKqSUJ8+hIcPJzxsGBXDhxMePozwkCFYZc5mwRQR6RZUb0op0H0q6WQ8Mr1Lg+h49N0jwH+dc9cnpK0BjnTOvdrR8SdOnOhefbXDbCIiUp7KdWS66kYRkRxYPGYcNDZu3Yurq6n+5AHUTj6eHiefrI51SU0j00VERAqloCPTc87MKoIYwkDYzGqAJudc8tCQV4BTzexeYDnwRaASmJ3PeEVERLqa6kYRkeLQ/8YbCG2zDcSaiK/fQGzePKKzZ9Pw7HPEly3zmRoaaHhqGg1PTWP9jb9hm/vupWL48MIGLiIiIiJdJqvOdDM7EjgLGAv0p23vvnPO7ZDFIX9I6zlcvwRMMbM/Au8COznnFgK/ALYF3gR64jsKTnbOrckmfhERkRKgulFEpAhU7TORihEj2qS7aJS1kSlsvP3PrdJj8xew6uxvMejBv2LV1fkKU0RERETyKJsFSC8FrgIagFlAyg/rzrlCzq2ekh5lFxHp1kpympeuprpRRMRLN83Ldi8+n7IzHcBt3szSQyYRS7GQc+8Lv0OfS76X8zilhGmaFxERkULJeX9AKIu8FwEvAkOdc3s65w5LteU6QBEREREpX5FIpNAhdFo5lEGyY7W1VB96SMp9ja+/nudoRERKi+pNKQW6TyWdbDrTewJ36vFxEREREcmVKVOmFDqETiuHMkj23ObNKdOttjbPkYiIlBbVm1IKdJ9KOtl0pj8LZDMfuoiIiIhIu+rq6jrOVOTKoQySndjHH1P/6H9S7qs97rg8RyMiUlpUb0op0H0q6WQzZ/r2wOPAj4E7XKYvLAKaF1ZEpFvTnOkpqG4UEfGynTM9+u5M1lx2OY0p/g/tcfpp9L/2mi6JU0RERESylvP+gIpMMzrnPjCzOuA24BYzWwLE2mZzGr0uIiIiIiIlbcPvfk+od29cUxNuwwaa5s4j+sH7xJcua5s5FKLHqafQ76c/yX+gUlDro+txxNuk14Z7UBmqzNsxREREJD8y7kw3s3OBG4AGYBagudNFRERERKQsbfzT7el3hsOEhwyhYvRoqicdSu2xx1AxenS+QpMicuuc3/OzGW3n1f3CqNO5aZ9bOnz9e2tncvB/DyCe1Jk+uGYILxz9MpWhvjmLVURERDov48504AfAi8DxWoRURERERETKQZ8Lv4OLtx0VDGCVlVBZiVVVEerTh/DwYYSHDye83XZYRTYfpaRcnTfhAv668H5mrnu3Vfp9C6Zy9vhz2K3/7u2+vm76D9t0pAP8Ys9f0qdSHekiIiLFJpsWYD/gSnWki4iIiEiuRCIRIpFIocPolHIoQ3fW+zsXFDoEKWGVoUqu2/sGjn3qKBxblhVzOH709hX87ZCHMUs9XetTHz/B4x//t036cUMnM3nYp7ssZpFCU70ppUD3qaSTzQKkjwHvOOcu6tqQck+LrImIdGtagDQF1Y1SLMyMElrXPqVyKIPAwAf6pExfecq6PEcipej7b3yPW+f8vk363Z+8j2OGHtsmPeZiHPrfA9uMaO9V0ZvnP/Uyw3oM67JYRQpN9aaUAt2nZSPn/QGhLPKeB5xoZl81s2xeJyIiIiKSUl1dXaFD6LRyKIOIdM4Vu/yYIbVD26T/+O0riMajbdLvnndnm450gB/tUqeOdCl7qjelFOg+lXSyGZn+PtAHGAQ0AkuAWFI255zbIacR5oBG34mIdGsamZ6C6kYRkdY0Ml06619L/skZz5/WJv3qPa7lG+PPbvl9fXQ9+z66J8salrXKN3HAPvzrsMcIW7jLYxUREekmCjoyfQkwE/gffiHShcDipG1JrgMUERERERERKXbHDT2eycNOaJN+zbtXsbZxy9JjN8y6rk1HeoVVcN3eN6gjXUREpMhlvACpc25SF8YhIiIiIiIiUtKu2uManl46jfVNW55oWNW4iuve+xWR3X7K4k0fcvP7v2nzuvMmfIed+u6cz1BFRERkK2jucxEREREREZEcGFo7lB/vGmmT/rvZv2XBxvn8dMYU6uP1rfaN6TmG7+10aZ4iFBERkc5I25luZiPNbGTy7x1t+QlbRERERMpBJBIpdAidVg5lEJHcOXPsWew7cL9WaY3xRr7+4le5f+F9bfL/aq/rqQ3X5is8kYJTvSmlQPeppJN2AVIziwMOqHXONSb83i7nXNFN8qZF1kREujUtQJqC6kYpFmZGuvZoqSiHMkj6BUi3hhYtlffWzmTS4wcRddF2831h1OnctM8teYpKpDio3pRSoPu0bOS8P6C9OdPPwneeR5N+FxERERHJibq6ukKH0GnlUAZRB7jk1if67siN+9zMO2tmtJvv/B0uzFNEIsVD9aaUAt2nkk7akenlRKPvRES6NY1MT0F1o4iIiIiIiJS5vI5MFxERERERKXu5muJFo9sl3b2ke0NERKQ8qDNdRERERES6tXQdneoYFREREZFEoUIHICIiIiIiIiIiIiJS7NSZLiIiIiIFE4lECh1Cp5VDGURERPJF9aaUAt2nko4WIBURkXKnBUhTUN0oxcLMKPX2aDmUQVLTNC+SLd0zIh1TvSmlQPdp2ch5f4BGpouIiIhIwdTV1RU6hE4rhzKIiIjki+pNKQW6TyUdjUwXEZFyp5HpKahuFBHZIt1o4mxp9LFoZLqIiEhR0ch0EREREREREREREZF8qyh0ACIiIiIiIoWkUcPS1bbm6QfdlyIiIsVHI9NFRERERERERERERDqgkekiIiIiUjCRSIRIJFLoMDqlHMrQbUW6aFmNSPmvSyWpaTS5SMdUb0op0H0q6WgBUhERKXdagDQF1Y1SLMyMUm+PlkMZJI10ne3qLJcMxBeupemxOWn323Y9qZg8ATM1VaR7Ub0ppUD3adkorwVIzew8M3vVzBrM7PZ28n3FzF4zs3Vm9qGZXWNmGlUvIiJlR3WjdDd1dXWFDqHTyqEMIpJb8WUbabzpZeJvfJR2iz06m6a/v1foUEXyTvWmlALdp5JOQUemm9lngThwNFDrnDszTb5zgBnAS8Ag4B/A/c65qzM5j0bfiYh0ayU13Et1o4hIEdHIdNkKbk09jf/3PG7l5lbpFV/ajdgTc3EfbWidftKOVBw5Np8hioiIdBc57w8o6Ag259yDAGY2ERjeTr7fJvy62MzuBg7r4vBERETyTnWjiIhI6XKbojTe9HKbjvTwpNFUHDCC0Nj+NF7zHNQ3texremgm1ruK8H5pq30REREpEgWd5qUTDgHeKXQQIiIiRUR1o4iISAG5xhiNt7yCW7K+VbqN6UfFSTsCENquF5Vf2q3Na6N3vU1sxtK8xCkiIiJbr+TmVjWzs4CJwNfT7I8ArSY2GjJkSNcHJiIiUiCqG0VEuoimc5EMuVic6B9fx81Z3XqHQfiAEcTfX7klrboC234A7oNVW9Lijuitr2MX7Edo7ID8BC0iIiJZK6mR6Wb2GeAq4Fjn3IpUeZxzEeecJW5Dhw7Nb6AiIiJ5orpRSl0kEil0CJ1WDmWQNOIx2LAMlr0DC5+D+U/DnMdh9mMw9wlY8AwsfhVWvA8bV0A8XuiIpQCcczTdM5349GUpdkLTPdOJ3vRyq61VR3qzaJzGm18hnjSyXaTcqN6UUqD7VNIp6AKkLUGY/QwYnm6RtSDPMcCdwPHOuZezOb4WWRMR6dZKagHSZqobpbswM4qhPdoZ5VAGwXeIv/8wLH4Fls2ADR/D5lVA8N72GAQ1/aCqJ1TUQLwJoptg00rYuMzn++Ql8KlrClkKKYDo394j9t85bdIrTtqR0PbtjDKPxYne/mab+dXpW031dz+JDeyR40hFioPqTSkFuk/LRnktQGpmFUEMYSBsZjVAk3OuKSnf4cDdwEnZdhaIiIiUEtWN0t3U1dV1nKnIlUMZurXGjfDYJfDqb9vu2/442P9CGLIX9BiY/hixKKxZ0HUxStFqenxuyo708KGjqThybIevr/zWPjT+6vlWC5KytoHG37xM1cUHYL2rcxmuSFFQvSmlQPeppFPQkemp5nAFpgB/BN4FdnLOLTSzp4CDgfqEfM84547N5DwafSci0q2V1Mh01Y0iInn27+/ASze0TR86Eb7+IoTC+Y9JSoLbHCX27MK2OypChA8ZhYUzm1U1PmcV8bmr26Tb8D6EdxzU2TBFRES6s5z3BxTFNC9dTR0GIiLdWkl1pueL6kYRkcC7D8JfT4dYQ+v02gHw5cdhyJ6FiUtEREREOqu8pnkREREREREpqJ0+C9u8Dk9cBnP+C03B/NWbV8Ef9oXRh/kO9UE7QXXfYM702mDO9I0+3/olsHouDNsX9vpaYcsjhbX+Y1j+LqyYCSs/gIZ1/j6JbvIbBqEKqKyFql5Q0x96bAO9toM+I2DUIVDdq9ClEBERkTTUmS4iIiIiIt3btjvBaX+HaD0sfweWToeNS2Hjcti03P++4BnfgR5vAhcDC0NFte9Yr+4Dtf2h57aFLokUyryn4D8Xw8dvtk4PV8HACdB7qL9PLOTn2G9YB6vn+YVuNy7dkv8br8CwifmNXURERDKmznQREREpS4uHjcjp8YYtXpTT44kXiUSIRCKFDqNTyqEMEqisgaF7+00kU4tegD8f3jZ9213grOegpk/7r4/Ww+o5sOwd6JvbukukGKnelFKg+1TS0ZzpIiJS7jRnegrdoW5UZ3ppMDNKvT1aDmXoblw8zpuP3EEs2tgqfc8TziRcWZXVsTatWcG7TzzYKq2mVz92OfpznY5TSsTGFXDnUW1HpQMM3gOG7QcDxkPfkb6zvPcw6D0EwpX5j1WkCKjelFKg+7RsaM50ERERkc5Qp3hxqaurK3QInVYOZehuLBRizYfzeP7OX7VKr6iqYY9PfzmrY731yF08edMPW6UdecHVnY5RSkjPbfz0LPOnwaLn4MMXYeX7sGaB72BP1cmO+Y71/uN8R/vQiTDmMP9v0zgAKW+qN6UU6D6VdDQyXUREyp0+kabQHerGdCPT1ZkuIgCNmzfyu9Mnsu7jLf8nDBgxnrOnvkYoHCZav5m/Xv5Fls+b2ep1w3aayAk//gMV1TU45/j96RNZMX9Wy/7+w8dx9j2vZD3CXcpQrAnWfQhr5vmf6xb7n6tmw5JXYfPKtq8ZtDOcdAcM3Sv/8YqIiJQfjUwXERER6Yxsp39R57tIeaqq7cmnLryGB35wWkvaqkWzmfnkg+x4+Gf5e+Qs5rzwGADDdtmXzetWs2rhB6z7eBENG9dxytVTWTZ7RquOdIAjzvuZOtK7m2g9uDhU9WidHq6A/qP9liweh6d/Ak9PaZ2+/B34yylw4dyuirZgNP2aiIiUA3Wmi4iISLeiD98i0mzCIZMZ/8ljmP38oy1pz//5lyx4/RlmPf0wAMN22Y/Tfv0Q0YbNTL3wMyz7YDpzX3qCey86id7bDmt1vFF7HcyEQybntQxSBJa+Dbfu76doGbQj9BsD/UZBz22hxzZQ2RMqqsE5aNoMG5fBshnw5p/bHquiBg76Qf7LICIiIhlRZ7qIiIiIiHRLZsanLr6W+a9Oo6mxHoBlc95h2Zx3gC0d6dU9+1Ddsw9n3PRv7vvuKXw4/UUWvvlc8sE48ju/wDTfdffTYxuYcLyfI33hczDrH5m/tqqX74QfMB4G7wm7fB4GjOu6WIuQvuQWEZFSos50ERERESmYSCRCJBIpdBidUg5l6M76DxvDiVNuY9nsGa3SLRRm389/m+qefVrSanr347Tr/84r991MrKmxVf6+g0cyeMJueYlZisyAsXD6w1t+jzVB/WpoWA+NGyDeBPEohCr9yPPKWv+zohZq+mrBUel2VG9KKdB9KuloAVIRESl3+oSaQneoGzU3a2kwM0q9PVoOZRAR6Wq5qpdVH5c+1ZtSCnSflg0tQCoiIiIi5aOurq7QIXRaOZShO2qMN3LqMyel3b9bv925fJcfURuubZW+omEFP377ChZv+jDl6/pV9efPB9yV01iluL1y0wzemTo75b4RBw1mv4t2o9d2PVLuf/+R+Tx/9Zut0ixkfOV/J+Y8TpFioXpTSoHuU0lHI9NFRKTcaWR6CqobRaS7a4g1MPShQW3S9+y/F2+sfh2ACb134JZ9/8Du/fcA4ImP/8v5r36bpfVLAdij/568ufqNVq/frmY73p38QRdHL8XkhV++yVt/mpV2f0VtmD2/sRO7f2UCFTWtx7PN/Otcnv7xK63SLGyc/fbnuiTWQko3Ml0jzUVEpAvlvD8glOsDioiIiIiIlKord7+aX+zxSyqtkvfXz+LoJ4/guvd+xQ/evITPPXsyS+uX0jPck1v3+xPnTji/0OFKkeo/rg9H/uoAeg3pQdPmGK/cMJ37TniUuY8t0rQBIiIiJUzTvIiIiEhZG/hAn5TpK09Zl+dIRKQUGMbXx3+T3fvvwVkvfoUlmxfzsxlTWvaP6zWOOw64h0/03ZEHFz1QwEilqBmMP2YkoycN5a0/zeKN22ayfvFGHrvoeYbusy0HXrYnA3foV+goRUREJEvqTBcREREREUmyz8B9mX78zEKHISWuoqaCvc/ZmR1OGsNLv36bDx5ewJJXlvHAKY+x46lj6T20Z6FDLLitXZhU08OIiEghaJoXERERESmYSCRS6BA6rRzKICJdq9fgHhxx9f6cdM8RbLvrAFzc8e59c3jpurcLHZpI3qnelFKg+1TS0QKkIiJS7rQAaQrdqW7UNC/FzcxKfv7gcihDd+ScY/7GeW3Sh9QOpSZck9Ex1kfXs6Jheau0sIUZ2XNUTmKU0vDKb2bwztTWi872G9OHz9x1RMr8Lu744JEFvHrzOzSub2yz38LGV/73mS6JVaQYqN6UUqD7tGzkvD9A07yIiIiISMHU1dUVOoROK4cydEdmxpheYzt1jN6Vveld2TtHEW2dp1/ezD+nbWo3jxlUVhhVlc0b1FQbgwdVMGRQmKHbhhk+pIJwSN8/b419ztuFfc7bJeP8FjImnDCaCSeM7rqgRIqY6k0pBbpPJR2NTBcRkXKnnoEUulPdmG5k+tbQaHaR8rS1czanku95nKc+soGb7277f1Pf3iFGDfVjpxwQjTrqGxxLV8TY3ND2M2D/PiG+/rnefPrwHpip6szEqkWzWbnggzbpFg4zco8DqarNbD70pR9MZ93SD9ukV1TXMHKPAwlXVnU61mJx5QG9cnasK17YkLNjiYhI2dLIdBEREZFsqANcRLZWKS9wuO9u1fz4vP5t0p1zzPggysU/X0l9Qqf66nVxrr11LVWVxjGH9MhnqCWr//BxrF/+Ea//7Tbee+rvxJuiLftqevdjj09/hb1P/gb9ho5u89pYU5T3nvobr97/Oz6c/mKrfQNHbs9eJ32dXY89raw60tujjnERESkV6kwXERERERFJIdsR66XQ+d4YhbXr4sRibUen96w1xgzXR8RMmRmj9jqYUXsdzMZVy3jrn3fxxt/+yJol86lfv4YX77meF6fewISDj2efU7/FqL0PZePqZbzxtz/x+kO3smHFxy3HCoUr2GHSCex10tcYtdchejpARESkSGmaFxERKXf6NJpCd6kbmxpirJm3jtVz/LZpRT1Nm5toqo/RVO9/hitDVNRUUNEjTEVNBdV9Kuk3pg8Dxvel/7g+VPfpHqMCRbqzdJ3mpdA5nm6alx61xqABYQCc2zLNy+p1cQAqwjBoYJh+vUOMGFLBLhOqOGSfGgb2C+c1/nLj4nHmvvwkrz90Kx88929cLNayr/+wsaxb9iGx6JZFR/sOGcWeJ36V3T99Br0GbFeIkPMqV9O8aCS7iIhkSNO8iIiIiHSkfk0Dz//iDeY+9iFN9Vs6MkIVIcYePZyRBw+mdptaqnpU0NQQo2FtI8veWcWcfy9k88qGVscasvcgDrxsT7bZse10CdJ5kUiESCRS6DA6pRzKIOWnb68QO46tJO5g46Y4M+dEWzrSAZpisGmTY9cJFZz+6V6MG1lZwGjLh4VCjNv/SMbtfyTrli3hmdt+zpv/uB2A1YvntuTrOWBbJv/wFsbuewShsL7AUOd496J6U0qB7lNJRyPTRUSk3GlkegrlXDdGN0a5/+THWLeo7QfzQ3+yDzuePDbta9csWM9fTniUeFO8VXpFTZjJt01i8B7b5Dze7s7MKPX2aDmUobsrxwVIjzqwttWc6c45Zi9o4s8Prefpl+tb5TWD4yb14Buf662R6Tn2/jP/5P5LP98mfciOe3HWH/9XgIgKK93IdHWmdy+qN6UU6D4tGxqZLiIiItKe+rWNKTvSAfqP69Pua3sP6UFljwoa1jW2Sm+qj7F69lp1pneBurq6QofQaeVQhu6uFKZz6SwzY/vRlfzsogG88nY9v/7zOhYuaQL8NDD/fGoTT76wmTNO7MXnjutFdZW+ixaRrqF6U0qB7lNJRyPTRUSk3Kk3IIVyrxvnPfEhT/7gJaKbmlqlD9yhHwdcugeD9xhIRc2WMQUu7lg5aw1v/vE9Zv9rYZvjjT92JIdfvR+hilCXxy4i+fXkx4/z8OJ/tJsnZCHCFqbCKvwWqqQqVEn/qv70q+rPgKoBDK0dxvZ9JlAVyu86C5mOTE8WbXL85V8b+PODG9jc0Poz4ZBBYc45vQ+T9qvRQpid1NRQT/3GtW3SQ+EKevQdWICICksj00VEJM9y3pBRZ7qIiJQ79QKk0B3qxoa1jcx/ajEr3lvD6jlrWTV7HZtX1uNiDgsZVb0qqezp50xvXB8lHt0ytUtV70pGHDSYQTsNYOynhtNneG4WTBOR4nPjrOuJTP9Rm/TDtzuCy3b+IQBxFyfu4kRdlHXRdSzZvJg75t7OjLXTW72mX2U/ztn+XL630/fzEjv4+dA3bG77ma6myujbu+MvADdsirMxxesBBvQNUVmhalRERERKlqZ5EREREclEdd8qdvjMGHZISHPOEY/GaaqP+W1zE7FonJXvrWHp9JUse3slK2auoXF9lGXTV9FzUC0bl26m15AehMIalS7SnayPruf99bMAiDtHzDURjW/pTF/esLxV/hAhRvcaw9je4/IaZ88eITaFlhNzsVbpm4HNm7f8Xh2uoipUTXWomorQlo+BvXqE6NUjT8GWuYEPtD+VWKZWntL2SYNS996Dc1k2fVXKfdtPHsWQvQelfe2Cp5ewYNqSVmnVfarY76LdchqjiIhIJtSZLiIiIt2GmRGuChOuClOd0OcxYHxftp88CoBYY4ymhhjVvfM7VYOIFJfGeCOrG3znX8jCVIT8FC+DqgcxpHYIB2zzSfpV9ad/MM3LtjXbUROuKUisx007irkb5macP2xhqkPVDKgeyKgeoxjZcxSje47m4G0PZd+B+2lql62UrhM8XSd7OXaap7P4pWV88MiClPve/cscdjhpDPt/d3dq+1e32b/i3dW8+5c5rdJ6De6hznQRESmIgnamm9kA4DbgU8AK4DLn3D1p8u4F/BrYC9gI/Nw5d32+YhUREckX1Y955BzEohBrgFgjuDhhCxGuqoKYQbiy0BGWvUgkQiQSKXQYnVIOZZC2tu8zgXMmnFfoMDrlsp2uYEKfTwCOJtdEQ6yB9U3rWbRxIU8tfZKZ697lw02LeG7FswBc9e6VHDd0MjdOvIl+VennWxfJhT4jehGqNNbMXc+sh+Yx/8nF7P/d3fnESWOwkL7QKWeqN6UU6D6VdAo6Z7qZTQVCwNeAPYB/Ap90zr2TlG8b4F3gIuABoAoY7pybmcl5usO8sCIiklbJfRrLR/3YberGhg0w/ylY8hqsXQjrFsHaRbDhY9+BXtMfeg+BilqorAULQ7wJopugfg00rPWd7ac/AsP3LXRpypKZUepr+JRDGbqzRRsXMm/jvDbp21Zvyyf67liAiLK3z6N7pByZ/vCh/+aTgw5M+ZqGWAO7/vMTrGxc2Wbflbtfxbe2PzfnWajhsgAAIABJREFUcXZXGpkOT3z/xTYj04cdsB3H3Xwwb90+i9dueZdYg5+qaLs9BnJI3UQGTugHwGu/fYdXfjOj1Wt7De7Bl574dH6Cl5xTvSmlQPdp2SifOdPNrCdwMrCLc24D8KyZ/QM4A/hBUvaLgf845+4Ofm8AMupIFxERKSWqH3PotT/AE1fAptbzGjNgezj5Hhh1CFRnsLBodDOY5kvvKnV1dYUOodPKoQzd2YieIxnRc2Shw+gSCzctYMC6geAcURdtGZn+4aZF/OejR1N2pO/cdxeOGzq5ANFKdxSuCrPXN3di/HEjefbnr7Pw6Y9Y+uZKHjjlMXb78gQmnrNzoUOULqB6U0qB7lNJp5DTvEwAmpxz/8/eeYfJdZX3/3Num7ZltlftrnqxuiXbcpGNOw7Y2Bgcmx4DwVSHkORHIFhACKQHgkNJQgvBOIVumwDGXW7Ckotsq1ltey/Tbzm/P+7srkazK61W27Q6n+eZZ2bPLXPu7L33nPs97/m+e48pex64dIx1LwBeFEJsB5YATwMfklIemf5qKhQKhUIxo6j2cap49mv5QjrAkmth6ethop7AZmhq66XIYT5Mn50Px3A2M3B4iKPb2xk4NES8I0m8M0myNwVAQU2EQJGF0AVIifQkqf4MsbYEQhOEy4NEqkNEKkOULC5mwcXVFFTNnWyeH3r2AyddpzJQOeKZfnHlVt7ScMuseb+f6ZxqAlIVsT5KUX0Br7/7Eg79toXH/+o54u1Jnv/2Hg48cJToosLZrp5iilHtpuJMQJ2nivGYTTG9ADi+lzAAjNVS1uN7wV4FvAj8DXAPkDdnUQixDcgZPqqpqTn92ioUCoVCMTNMeft41raN730SdnwDdt/r27y4ab/8mX+Gw4/6kemli6GwzhfMjSBohm/zkon7Ni+JLhhshk0fgPLls3s8CoViytn+Nzt58T/2Ib3cadwLLqnhqr/bglUwdt6ERHeK++94lPad3Tnlmqlx3sfWsP49K6atzqfCX679K86JrgEgqAWxdGvkPaAFKLFKCRtzR/w/0zkbRfCpRAjBwivqqb+gih1fe5kX/2MPsfYEsfbEbFdNoVAoFIoRZlNMjwHHD8UXAUNjrJsEfiylfBZACPFZoFsIUSylHDh2RSnlNmDbsWWbNm1SJkcKhUKhOFOY8vbxrG0bjQBc8FH/5XmjwviwZ7qT8l9dL/tCu5MV24UA3QI9AFYBVK72vdUVCsW8I1QaRA9oOEk3p9yO2aT605gRA3HcLBYpJcneFE7SydufEGBFZvMRK5d1JRvG9UxXKGaS8lUl2Inca6ZseXTMdc2IyZZPrGP5DY0896+v5F2fAMESa1rqqVAoFArFyZjNnt5ewBBCLJVS7suWrQN2j7HuC8CxD/3zXwBQKBQKxdmKah+nA02Dgir/VXvubNdGoVDMETa8dyUrb15E2++66D80RLwzSbzdt3n5zSeexIyYWAUmQhdI12OoJc7AkRh2PCsKCihbFqV6QzkNl9ZQs7Fi3Gh2xfznC1smkIdjgnzqydiU7WsusO5dy1n3rlOb4VW6NMqVf7NlmmqkUCgUCsXkmDUxXUoZF0L8CPicEOK9wHrgBuDCMVb/NvC/Qoiv4IsJfwE8fnxUukKhUCgUZzqqfZxC+o/4Uef9h3zLllQ/pAd9GxcjCPpxgpeUID2QLmimb/1iRuD8j04sUaliUmzbtu2M96ScD8dwNhOMBlh4Rf2E1pWeJN6VZPBIjIEjMRLdKYJRi3BZkFBJAM2cnWTFH1l2JwN2/q2/MdI4C7VRHM98E8ZPhf7WQ7z29IOk47kT7HTDpGHDxVQtW5s3++N4BjuaOfDUr0kN5Z7jmm5Qv/YCalduRGgqUfiZhGo3FWcC6jxVjIeQcvaC2IQQpcC38L1ee4D/J6X8gRDiEuABKWXBMeveAXwaCAOPAx+UUh6dyPds2rRJ7tixY8rrr1AoFIozgglmmZw7zET7OO/bxt4D8LP3QuduSHQzErRfUAPr3glFdRAo8m1czAiYYf8VKIJAoS+mezYk+6B0CRhqOvl0IYRgNvujU8F8OAaFQnH6TFVk+nwT3107w9Hnt7N/+/+x/4lf0nNk38iyouoFLLv4OpZtfQMNGy5GN0yklHTuf4m9j/6CvY/dR/ueXSPrh6NlLL7gapZcdA0Lz7uCUJGyYTsTUe2m4kxAnafzhinXA2bV0E9K2Qu8aYzyx/ATsB1b9jXgazNUNYVCoVAoZg3VPk4BhXVw2y98gVx6kOjxo9IzQ5Ae8t/thP851u4vi3fCgV9DV9ZRxwz74nvZUlj7dlj7ttk9pnnKXXfddfKV5jjz4RjOduabPYeMZXC3H0F2jZ+4UUSD6Bc1IKLBGazZ2clcOCdmE920aNp0GU2bLuPKj36R3qMH2L/9l+zf/n8c2fk4O/7nG+z4n28QLIzSsOFiOva9yEDb4ZHtq5auZclF17DkwmupXbUJTddn8WgUU4FqNxVnAuo8VYzHrEamzxTzPvpOoVAoFCfijItMnwnmfdvYthOe+rIfXa6ZvqWLZvgvoYPQ/EyBw6eHm4bUgJ+g1AiORqgX1ED5clh4BRRWz+ohKRSK6WM8Mf1ME0G9lkHchw/hPtsCtucX6gL94gb0ixpwn27BffTQ6DJNoG2swXjdQrSmsZNBKibOfDmPZpJMIsYj3/w8z9x7d96y2lWbePMXf0BRZe0s1EyhUCgU84T5FZmuUCgUCoVCMS3UbIAbvzPbtZjTpB55hNg3vjn2Qk1DWBYiEEAEg+j19RiLFmIsWoSxcCFaUdHMVlahmCVONWJ9NkRT6Um8lzpxHzqIt7cnd6GhoV9QjygO4r3UiYiY6Bc24D55FDIueBJvRyuZHa2IhVFfVF9fjdCV//RkUKL5qWOFCyhtWDrmskhZlRLSFQqFQjHnUGK6QqFQKBQKxVmI295B+pFHJ7WtVlGBtXkT4ZvfTPCKKxCG6lIq5idzWRyVSRv3yWbcRw4hu4+xczE19Isa0C9uQATGvjaNKxchMy7uk0dxHzsMaRd5sB/74E6IBjEubUS/sAFRoPJFnC7S9SDtguOB7SIdz58Z4HqgCdA1sHREQIeQiTDOvoGMVVfcRMOGi/LKrZBK/q1QKBSKuYd68lEoFAqFQnH2sW2c2X7b5r/93ckQ0WLMVeeA9JCpNG5bK157R846XlcXqfsfIHX/A5irV1Pyj/+AuWrlLNVYoTh95rJoPi4BA/2yJvTLmvIWCe3kM5oFoN24EuOGFVNft7MQKSXyYD/enm68jhiyN4nsScJAys+BHdAR5REIGQhTB1Pzy10PmXIgYSMHUgBYH9iMtqR0Vo9nqpGZDF4sPuaygBAEyuv9gdnsSwjl0qdQKBSKuYkS0xUKhUKhUCgUI1jr1lH+g//MKXM7O8k89xxDd38N+7nncpbZL71Ez7veTeVDD6IVnHoU4bZt29i2bdvpVHnWmQ/HoDjzmIhgPpP7OZvxuhM497yI92p37gIB+tWLMS5phGhwQgKxHEqDOf8SbKaffJKe296eVy4KCwledRUgwbaRto1Mp/F6e3E7OsHz0MpK0UpK0UtL0etqMdetI3TN1YigSp57pqLaTcWZgDpPFeOhEpAqFAqFYr6jVIIxOOvbRhWZTvze/6L/43+cVx64dGuemD6MzGTouulm7J0785ZFbr+d6Oe2nXI9hBBMtj/66LNJEskTb6vrYJkC0xBYlsAyobhAo6bSwDKnSIw8jWNQzA7p+BAtLz3DkV2P07p7B04mNbKspH4xjRu30nTuVoqq6vO2lVLSe3Q/h3/3KId3PsZQZ8vIMjNUwIK1F9Cw/iJqV23CCMyM2NdSt2DM8rqWozPy/Wc7zgP7cH6xN69cVEawPr01x4Pe60lgf/3k7a9xwwr01ZVTWs/ZJPXII2OK6cbyZVT99sExt5FSkn78CXrf/R5kKpWzTKuooPRrdxPYsmVa6quYXlS7qTgTUOfpvEElIFUoFAqFQqE4bc4i0XwqEZZF4Yc/SO/t78tbFv/2tym4/T0YjY2ntM+77rpr0vX52g8GaW53J7WtEFBRqtNYZ3DZeUHe8Low2iQjdE/nGBSzQyBSyKLzr2DR+VfgZNK0vfI7juzazpFdT/DqQz/lhfu+D0BJ3SIaNl5C07lbsdNJX0B/7jFi3W0AhIpLWbDuQhrWX8SC9RdRvXQt2hzKITCeyD4eSnyfHPqVi0DXcP5vP6SckXLZGSfzT09hXNSAqC1EVIQRJSGsP79kdGNPkr7zl+Ad1y4l7Rmq/dxESonX1YWzbx/Szv8tjKYmtNL5ZYVzNqHaTcWZgDpPFeOhItMVCoVCMd9RkeljMJ/bxgND+/lZy095susJPLyR8rpQPbc03sqW8gvHnWq/f2gf9x6+h519uVYmywqXc0P9jWwuOw9NzExyuJ0vpxkY8k64jqYdF3VtQGFEo7JMxzBOfOpPJjIdQKZStC5eOuay0u98m9BVV57we6eSW/+oY0wx/VMfjLJqsZ840XUlGUcyFJccbnH48a/iHG518ra5eFOQv/p4ifLpVeA5Dh0HXmL/E7/k0X/9yzHXufZP/omG9RdS3rQCoc1+wkgVmT43kK6HPDKA1x5D9iSRPQlkbxLSjp90dDgBKfg3cADP8z3UAzoiYkGBhYgG0bcsQKstnL2DmWLS25+k9wN35JWLQABjxQqEoYOUSE+C5+L19YHroRUV+TYvpaVoZWXodbVYa9dirlR5OhQKhUIxIVRkukKhUCgUCsWJWFy4hD9a8cfc1vR27m/5BT9t/glPdD2Gh8f3D32PpkgTtzTeyi2Nt9IYaWIg08+Pm3/EDw/9gGd7nxnZz4qilVxfdwM31N/IiuKZf2j/9/8e4vlXM5PaVhNQVa5TX21wwfoAN14dwTyJuD5hTNMP6x4jIEMmElPzHadJVZlOQ21+N3fT6gClxRqf+XJf3rJnnk+RsSFgzUQNFXMZzTCoWb6eSEnF2GK6EJx703tnvmInQInmcwOha4iFJWgLS2a7KnOOwIVbqHlh12xXQ6FQKBSK00aJ6QqFQqFQKOYlVcEq3rP4dt6z+Ha6093c1/JzHur4LRkvza6+nTzft4u10XW8OvgqaS9FaaCUa2quZWPJubyx/k0sL1o+24cwJh97VxEXbvR9mD0PbFsSS0qa2xx+8VCCF/Zk8CS0dbm0dbk8+2Ka32xP8s+fKSdgnb6g7uzbN6aQDmAsODVLienimRfSdPT4EeuuCxlbMhT3ONLq8NiO43x3BaxcYnLHbUVT8vso5g+FFbX8v0d7Z7saijMQz/VIdKdI92dw0i6e7eFmXNyMh6YLNEtHtzR0S8MMGUQqQ5gRc7arPS0kB3o5tOPhnLJgUQkLN7/ulPfVeWA3PYf25JSVL1xBxaJVp1NFhUKhUMwwyZTHWE8TAUugn8R20XH8WadjYehiynIinQglpisUCoVCoZj3lAfKedei9/CuRe+Z7aqcNtEindrK/C7cmmUWZSUaf/zFfPHvtaMOQzGPQKl+2t8f+9a3xyy3zj0Xc/26097/VPD9n8ZOuLy4UGPzmgDXXRrinKUW4dDs23Qo5gBSgpOC9CCkBxFuBt1zwHPAcwEJCNB00AzQTDACYATBDINVCPrMP1798iOP0/5cV/4CIShfGaVhay0NW2uINuZbhjz5t7vY85ODOWXlq0p5w79eOl3VnZfYcZuXfrif5ic7GDwSI96RwHMkQhfUX1BF6bIowRILI6jj2RI74TDYHKP12U5irf6MnkCRRUFNmIpzSljx5kVUry+f5aOaGoJFJXTsf5EnvvO3OeU3fv67rLryzQCkYgO89Msf4jm5FlwNGy+hetlaf52hfu65800j+QoAqlds4G1f+fk0H4FCoVAoppp3/EkXHd35Vo1f/1w55yz1p4lmbMnRNodDLQ4Hm20ONTscanZobnewLEFTnUFjrUFTvUFjrUlTvUFN5ek/60wEJaYrFAqFQqGYl3xt71c5GD+YV74g3ECxWZxT5uFhezYDmX6SboqQHiSohwgZISoCFdSEallfsgFTm/3IwUeeSdLc7gsOnifJ2BBLeLS0O+x8JdcWprRYY81yi7ddX0D5aQrpMpMh/p3vkrjnh/kLDYPo33xpUt7R27ZtY9u2badVt+MZ9kx3XEl7l8tzu9M89HSKzmy0+sCQx2+2J3lud5o/uLmQN1wePmkUzImYjmNQzBCuA/d/CA49Av2HwE375UKD1bdCxSooqIZgMZgRwPdzxs34wrudgEwM0gOw+BpYcMGMH0ImZpPqz732F79+ASvfvIgjj7bx8r372f6lnRQ3FtBwSQ0Nl9ZSu6kC3dKxk07etpnY5OylzlbcjMs9b3iARGcyb9klf3Euq96yeNxt7YTDvTc8QKw1QXowQ3owQ8+efl790UEu/vRGVt86dn6KMwkhBJf94V2YwQgPf33bSPnP//IDlCxYzFBnCw/8zZ3EutuIlFZy/q0f5dWHf0rr7mdBCNb93ju49A8/w6P/+pc5Qnrl0jXc9k8/JVgYnYWjUpwuqt1UnAmo83Tm+fGv49zzixgHmx1a2h3cY9JHrV5q8rbrC9i4OkBlqTareY5UAlKFQqFQzHeUb8MYnA1t4+89dA1P9TyZV/7Ohe9mY+m5OWVSStJemgF7gF+0/AyAoOYL6pXBCmpDddzW9A6WFS2bkboDfPiz3WN6phs66LrAdSVOfkAHBWHB2hUWb74mwuY1gXE7muMlIDWWL6PgD98PnkSmUritrdgvvEjmxReRAwP5O9J1iv/i0xS8b3Ie0kIIJtsfHS8B6Vf+oowNqwI5ZRlbcs/PY3zvJ0Nk7Nz1lzaZ3PnuItYuz91mopzOMSjmAK4Nfa9BvBPiXX5keiYGdjz7ngA7CU7Sj1J30hDv8Ne1CiBUApFKKKyD2k2w8qbR5JIzwM/e8xCtz3TmlC27vonLv3j+yN8DR2IcfayNw4+10fpMJ0IT1G+pIt6ZpOul3NkslWtLuemeq2ak7vMBKSU77t7Nrm+9ipvOvR81XlbLlk+so6ihAE3PPSfSgxmOPNrGw595Nm+7ooYCrvmniyhbPr+E4mfuvZtf/9OfjfxtBsPYqQSabnDeLR/i4j/4MwKRIqSUvPrQT3joa9voaz4wst4w5QtX8Pa7HyBSUjEbh6GYAlS7qTgTUOfp9HHzRzrGjEy/6qIQG1ZZNNYZDMUlu15Js+vlDHsP2njZf0V9tc66FQHWrbBYt9KipkI/mbCuEpAqFAqFQqFQTIRlRcvJePli9PX1b+J1VZePu90nVv7pdFbrtPnUB0u48sIQ4EdYP/9qmoefTvHg9iSehFhCsv25NNufS3PpeUHuuK2IuqqJd/mcPXvp//gnTr5iIEDo6qso+PCHsVafM9nD4a677pr0tqeCZQredVMhV1wY4h++PcCzL6RHlu07ZPOhbT1cfXGIO24tOuUo/pk6BsU04Hlw3wd9yxbd9N81I/vK2rkEiiCQnc0iPV9cB190NwJ+FLvn+uuLmbcMWvbGxjxLkLIVuSJscUMBxW9byuq3LcVOOrQ+20nn8z2ULilmwYXVOetGqkPTXuf5hBCCzR9ezdp3LKN9VzcDR2LE2uLE2hKk+jI89OlnEEJghPyHfSfjMnBwiET3aP4G3dKoWldO7XmVLLqqjpIlxbMacTddnHfLh1h5xZuRbq6dixEMES4uG/lbCMHKy29k2dY3EO/pyNtPsKgEKxSZ9voqpg/Vbk4fT+1KcaTVOeE6mub3iyxLEMi+F4YF9dUGJcWzG/E7l1Dn6fRhmYyZq+jmayOsWmKN/H1RNk9UPOHx4t4Mu17JsOuVNA8+meQ32/0ZYRWlGutWBli3fMLi+mmjItMVCoVCMd9RvcExUG3j3Ge8yPS7PjIqph/LvkM2//idAV7ck7uNofsd03feWEhhZFToGy8yPQ9dR19Qj7FoEcbCRRiLFmIsXoy1dg1acfHJt59G7vpKL129Xl75ne8qZtnC8S15pJT89qkUP/5VfCTKZZhwUPDOGwsmHaWuUCgUJ8NzPIZa4vQfHqL/4BCZwQyh8iCRihCFdRFKlxajGfM8l8NwjoJMPJuXwAHpZvMT4A9MDQ9s6Sbo2fwEs5CXQKE4k/jsP/eNiIyTIRwSNNYabNkQ5LY3Fqjk7Ir5wJSfxEpMVygUCsV8R/UAx0C1jXOfUxXTwReJf/V4kn/5wSC9/bkic3GBxh+8pZDrLw9jGAKZTOLF42N/uaYhAgH/ZSjhQjF/sR3Jb544uegghB/Jp2kCLfs5YAmCAUE4KCgs0Kgs0zH0mWlypJSkBvvoaz1Ef8tB+loO0t96iKHuNoTQKK5eQGn9YkrqF1FSv4hobROGFcC1Mwy0H6G3+TX6mg/Q1/wa/W1H8BybSGkVJfULKaltIlq3kGhtE+FouYpQVEwNA0fhl3dCzz4YavFndngOhMthxY0QbYJwmT8TRDP8WSCuDZ49mp8gPeTbLV3y534eA4VCkcd4Yvpbr4twzcVhYDjnjiSelDS3O/zfY0n2HLTztlm52OQf/ryMgvA8H9xTzHeUzYtCoVAoFArFRLjk1tYp3d9j99RO6f5Oxluvi3D5lnzRfPkJIq6FEFxzSZiLzw3y4JPJMT3Vn381w7mrA4hQCD105to5pNIeB5vzpzHrmhg3Kt1xJbG4x1BcEk94HBtSYuiCwoigMKIRCgq000hIqjhzyGQkf/X1/jGXfePz5QQDAil9NxjHlcQTkrYuhx/9Ks7+w7nnXygoePdNhdz2xoJpr7cQglBxKaHiUmpXbhwpt1NJBtoP09dyiP6W19j+vb+n+cWnEJpGOFpOYqAH6bpULV3L2uveRtOmy4jWNhGtbVK2GVOB60D3q9B/EBLdkOzNvvp8UdgIglXoWwIhsrZA2aS2nu0ntvUc2HA71Kyf7aOZWooXwA3f9vMTJHv83yUT8yPT7bj/3rvfz08gXf93sJP++plYbn6CJ/8RFl0JjRfP9lEpFGcMFSX6uP2jKy8Mcf0H8i2VXjlgc+CIzboVo7P1uvtcDhzJF96Px9AFpgGGITB0gWVBtFCjuFDZyCh8WuoWjFle13J0hmty6igxXaFQKBQKxYwT++73SP3mwbxya/06rM2b/TBQ8KeBey4yk0EOxXBeew23sxNhWYhAAC0aRauowFiyBGvTuRPqnJ9IFJ9qAf502Lp58kJ3JKxx/RUnFsYeeCTBfz0QO+m+DF2g66PvlikoKtCIFmlECzUW1BicuzqQYyEzEzS3u7z/09155aGA4H23FALgutDa6XCw2X/F4h41lTqNtQZN9SZNdQZNdQYLagzCIaEe7hQ5PL0rjWmC7UAqLekdcGludzhwxCGZkgQsQXmJxsIFJueeY7FpTYCGmtl9vDKDIcqbVlDetAKA+rVbaN/7fN565Y3LWbBuy0xXb37z0DZ45qu+UHwsdefBNf8I1evAmsCAhWv7bd98o/152PmtbH4CazQngcjmGjDD2d8nex/2bD963U6Am/bFdKvAj2QvqPZFdYVCMWH6hzya2/1BYM+DdEaSSHkcbXN44JH8SHYh4M3XRFizzMop3/Vyms9+NX8QOhgQ1FX5OWekBNcD25b0DXokU6P3NEOHshKdpjqDKy8KcfVFoXkXwPDjX8X51v8OnXAdASODDabpDzwELUFZiU5lqU5lmc7yRSZrllszNuttrjCeyD4esyG+KzFdoVAoFArFjCOTCby+vjHKkyB8UXPEiu4YgVM6Dl5/v28/Yln+MstEDgz4Twb6aOLIyUSSz3T0+ck41c7kiTi+o9k/5OVF1gJs3Rzk43/gT58ffhhyHMnAkMfBow7/+J0B0plcoSccEnzuYyWcvy54yvXatm0b27ZtO+Xtyks07nx3/jT/gAVveF2+YCWlZDAm6e5zsy+PeFKye7/Nq6/ZlBRrlJfolEU1SqM6ljnxB5fJHoNi9tF1uPS8sc/b264f2yvW9SRH2xxePWDzygGbnn43mxArQzgkWNZksqzJZEmTSTg4u1Pja1ZsoGbFhlmtw1nD6t8HJBx53I+mTvRAZgg6XoSnvwzV6yFS5UdX69Zoslvp+hHpdtIXj1N9sPgaqFo920c0tVSvg9d/ebZroZgjqHZz5vnPn8X4z5+NH0QRDgnWrbBYtMBk+UKT9SstSoonnpB9xSKTf/5M+ZjLWjsdPvK5Hjp7XBwXOrpdOrpdnn4+TXuXy7tvKjzl45kJJnuepjOS/sH8nD6rl5m89brs7DXpW81lbEl3n8eLezI880IayI36X7bQ5LMfLaG++uyRb8+EyHTlma5QKBSK+c7ZNZQ/QU7WNn7luwPYTn4fIRLW0I7ThlwXXFciNAiYglBQEApqFIQFdVUGC+sNwqHZFZSk7SI748iOODKZ7aQKEMVBiGWQjt/hFYaGqIwgqgoQ4fHtVGaK6Zz+eM8vYvzLfw7mlS9faHLdZb6nppS+tcWImN7s8NSuNACWCaXFOnXVOhtXBbjx6sikotNzBk7OUObDMSjOXJL33c/AF76QV26uWEHhhz7kDzpmz0/peWDbyFQKe+8ekr+4D2GaCCuAiITRSkvR6+ooeN970Qqm365m3uPavsVLqj9r42KPJtv0shHoQvjR2ZoBRsCP0C6snVgUu0JxhjJX283/uj/G479L5ZVfdVGIN16ee006jqS5w+FQdvbboRabvgG/P2mZgoZaf/ZbY51BY61BtGjiwvTpMJ5n+nlrA6xdbuF6kt4Bj9+9lKa5Pd8P8Px1AT5waxFLGsfuB//micSYken11Tq3vmG03XBcyNi+qHzgiD3SfwS/D9lYZ7JhlcW7byyksGBuerJP9jz94S9i3D1GH/uKLSG2fbRkzG2GYh5v/VgHsUT+99314ShXXhQ+5XooRlCe6QqFQqFQKKafnz+UIJXO78x97mMlVJZnp3B62QRGDvT2u/zswcRIwkxNQFGhRmmpr0POAAAgAElEQVSxxtbNQW5/S1H+l/QegP5DEO/0hQYn5b/0ABTV+8nF9IAvMOQgfQFCen5EH8CiK/wlrofsSSI7Ysj2GLIzjtceQ/alEGUhtMoImBqiPIyoLUIEDQgYo+vbLnJHK7IjBiETUVWAVpUV14ffrZl5GJotbEcyGPOQHsSSHn0DHrv3ZWjt9H9rTUBVue+7uWV9kK2bg6f1EHTXXXdNvrJHtsPRJ2Cw2fcnTg343rqFtb4VwIiVQDYCVDP8Mt0cLTOCULYMFmzJmQUxY8egmDV60j3895Efsm9oX055gVHArY1vY0XxyhNu/2zPM/zo6P+Q8XITBa8v2cCb6m+i0JyZSDtz5UoKP/bRvHIRDCGlHHmCPF4QMBobKbrzTrBM3zorEvHF9NJSxBmcT2FOoZtQUOm/FONaqU3Wfm2uzSZTTJy52m42tzvsfDk/+Xt1hU5BWONgs82hZodDLQ5H2xwcFyrLdM5dbbGsyRyxkKuu0NHnmHXJ5jUBfv8NuYOke17L8E/fHeClvaPR0E8/n2bHi1289boI73lzIaEJzrAajHlsfy6FJ2Eo7tHT79HWOSrWawJqKnU2nhPghivCLF9knWBvc4OpPk9378vw+bv9mbnyuMj0Q802Gdu3yymMCKorDJY2mmzdHOTc1YGT7Fkx0ygxXaFQKBQKxYTpH/IwDD/aJJ32o02OtjvsO2Sz/7CNZUJZVKexzmBJo8mKRf5LSpnrR+2koflpGDh8jJie9sX02nOzoqbIRuwd9zAi/UVI8nxlhe5HllMZgTVVEz4ubUnpZH+SWWEy9i8TjWZf3GCOOd32aJvDr59I8MvHkrR1urR1uTzyTIq/+3e4YEOQqy4MceHGAMHAqQnrpzXN23OgcjVUrR313RXZ7xfaaETucGK/TAyG2qDzxVHfXt2CoVbo3Qer3gLWqUf+qKnqZyZlgTL+cMkHebrnKb5/8Hv8tPnHJNwEAF/d+xVeV3U5H1jyQS6vvhIte17Zns3PW37K1/f9C7/rHZ3dEzWjvKXxFt7e9E5WR9fM6HEYixZiLFqItF1I2P5Mm2Nfw/dKXRs/Nmv4VioFBE7drkkBf/j07fyk+cd55VsrL2VDycacMokk42Xoy/TxVPeTCCGI6BEiRoTqUDULI4u4ueEWlhUtm6nqzwjzwX5NMTWcae3m4ztSdPW4NNWb1FYZ9PSPWnh09rjsejmD50FRgcaCaoM5pqOPy/JFFl+9q5z//WWcb947NGLj53pwzy/iPPx0ij++vXhCNn6LFph86U/KcsrauxwefibFj38Vp7XTpaXDpaUjwc9/m+CcpSY3XR3hdReEMI25+YNN9Xmqaf6sBc/zZ3y2d7scODJquajrUBbVWLfC4vorIpyzdOwBh9ZOhz/6Qs+Yy47FT/7qf+ewL3tpsU5Vue/JvrDe4Jyl1ilZG04V994f4/8ey59BES3SKC/JfZaQHqQy/m+maRAOakTCgkhIo6JUY92KAKuWmDPqva/EdIVCoVAoFHncfG0EZwybl8vOD1IyzjTVjC05cMTm5f027V0OjiN5aW+Gl/ZmiBZpLF9ksXyh6VuBGAFYe9t0HwZf2DJ1NgWfevLkyTqnmun0DGysNbjqovzo09XLxu64L6gx+IObi3j3TYW8sCfDb59M5kxFffx3KZ7bneaSbATNjCRLato6/d+hmJN4nXFka/4U6mFEYQCxqOSkSWWFEFxQvoULyrfwV+v/mp8c/RHfP/Q9fte7g4c6fstDHb9laeEy3r/kAwzZQ/zbgW/SmmwZ2X5r5WW8vekd/F7dGwnqsyNCey2DuM+2IvtTkLTB8ZC2hwjoaGuqEBVhfxYO+DZXfansIKVEZjxke8wX2bODTyJkom9tRBTM/ajBucTl1VdSGcwfxL229jouqrh4Sr7jTG7TkimPgaF8D+GxENnzcfi01DVfFNI1CFgCY44Kb4r5y5uuivD+W3JnWaYzkt37Mux6Jc2uVzI89FRyRBwsKdJYu8Ji3QqLdSsCLG405lyk+jC6JnjrdQVs2RDkS9/o54U9o5H5bV0un/hSL1ddFOIj7yg6JQ91gOoKg9//vQLe8voIT/wuxb33xUf2v3ufze59/dz9/UHeeEWYG66IUFE6v2d/rlxs8Wfvj+aUtXU5PPBIgv9+IE4sIbMDDknufyTJhlUW73xTIeeutnL6M47LyIzRYzENuOM2/zwdznuUyYrQB47a7Hw5k5ffuqZS51N3RFm3Ymaj37t7XfYdsvPKr90aGrULyh6D60riScm+wzZf/Y/cvl9hRPD082k+/gfFNNXNnEWn8kxXKBQKxXxnbvZcZ5nZbhu/+6Mhdr6Szitf2mTSUGOMdABdVyIlI1Mgm9sdwiFBUcRPEhkt1Kiu0Nm0JjBmVMt4wsNsCOOnitffj8zkTzUeQdNA0/zOtRD+37qOME0wzZOKiGc68a4kT3xxZ155wyXV6KaeY2mhmRqhkgCh0gDBkiDBqMWDf/ZU3gPFObcspu78ic9oUMw83uF+nF8dwHu+fTSaOmSgX9KI93w7siM+sq5oKMa4chHahhrEKYoYewf30pFqP+E6DZEGGiNNp3gECsXkmSoxfTbawF8/keBzY/gsL2k0+Mg7iv1JRJ7EdiCRkvQN+FGsO19O0z/k4TiSwoifKLqh1mDr5iCNdQbFBRqhoJj3bZ5iZjja5tDdly9SVpXr1FaeOBY1Y0v2H7bzkrQDFIQ1Fi4wZiTQ4IVX07R15R/DsoUmC+tPLDZ6nuSJ51IkkvnHUFSgccH6AN193pgiaFGBNm5AxrHsO2TT1ZtfP8OAdSsCYyb+PtOYlGd63OO/7o/x3w/EiR/3+69aYvLONxVy4cYAQgiOtDm87eOdefsIBQW/+nbNuPUaz0//gvUB/vbPysbYYvq4+/sD/PC+eF75uhUWF24MIqUkmZYMxSRHWm32HXIYiHnoGpQUazTWGWxeE2DT6gCLG82TXVtTflIpMV2hUCgU850zv0c2DZyobdxzMMN3f5T/oF1doXPHbUUMDHkMxvwIs2M/Z2y/T6HrgsKIRnGBoKhQo7hAo7DAfw+H/AfeJ3emONrm5H3HupUWyxeOdsQdV5JMSYbio9/XP+gxFPfQNJHzHcWFGkWFGqHA/Hio7nnf+0nd/0BeeeFHP0LophuzvvESPA9p28h4HOfIERI/vJfMszvAshCBAFo0il5ZSegNv0fkvbfn/DaTsYsZj+mMoh8LO+HQ+kz+g0TV+jKC0dzoGjfjkuxLk+pNk+xL49neqBB7DGXLoxTUzFyCp75Blxf35A+YaEJQWJB7Dmf/1di2xPX8h05DFxgGBC2NwgJBRYk+LyM2pZR4r3Tj/voA3t5jpjVrAv3CBRjXLoGIBa6H+2Qzzi/3QXz0QV+Uh9GvXIR+fn1ezoMTPQtN5D5ysmepmbgX/dEXutlzMF/YeNv1Baxa4t9PEylJb79Lb79HT79LIpVNSCr96d+lxf4AZVlUG/lcGp0/99PpwnVs9j7yc164/wdkkn67qekG69/4TlZdeTNC0xhoP0rLS0/jubniUaSkkro152GFIqRiAzz0L5+h+9CekeWVS1Zz3i0foqRu4Ywe03TheRJvrMB0wYQERteTyHEC2zXNjxK+467uMZdfd2kYwxDZZtM/9x3Hzwuy96BNIikpCPvJ04sKBOUlOhtWBSYkDCoUCsXxPLc7zeM78hPZLltocu3WE/czB2MeP/lNnP6B/Bve4kaTqy8O0dbljimmmwZ84NZsZDp+klzbgf5Bj9eykenDCAENNQbrV1ncfnPhKc86OF3+7b8G+d9f5YvpN10V4X235Ofa8jzJwWaHnS+neW53ht37MmSys6gjIY01yyzWrrBYv8Kisc443vJFiemTQYnpCoVCcVajVIAxOFHb+NSuFH/y17155aXFGm+9LkK0UCccEvQNenT2uHT2uPQN+CKBBKKFOhVlGhUlOhVlOpWlOhWlvjAz/MDseA6Pdz025veXWqV54o0nPRzpkHbTCASGZmAIA1MziRgRolaUEqsUJ5Pm4DO/5ZUHf8Tex+4jHR9EtwKsuvwmNrzpPaTjQzS/+BR9za9RvnAlFYtWMdTZTPveF9BNi5oVG6hevp6W3c/y+Le+RLzX76jWrT6P1dfcwqor30w4Wj7Zn/2UyPzuOdyOjrxyEQwigsGcM1s6Lji2H6luWQgrAAELYVloJSVopaUIPb+TPJ6YPpPC+LZt2ybnSbltmi7tbafeN57sMTy3O83H/jLf87KyTOczH46OCuiOJJGU9PT7XvXbn0vR1esRtASlUX92xoIag/PWBFi11KIgPD8EUOl6eDvbcH79GrL5mAgvTaCtq0ZEThBh53q4u9ohecygXaGFcdlC38Ik7G9730MJvvTN/GjZ9Sst7nx3Mb39Lj0DHj19Lr0DHr39HrGE59tV4QvRJcVaVoT273OlUZ2y4tHBQ8X8JxUb4MUHfsCrv/0JruOfc1VLV+N5Lr2H91Gz8lyaNl3KgnVbGOpq48iuJzi66wkGO5qpXbWJgY6jDHb49kHhaBnnvvn9LDr/ivl3/hx9Cg495CeMzsT8XBZuBiKV0HCJnzzaDPvJoUeOfSSFbjbzuetvU7YMgqOCSzoj+esxrmWAD729CMsQuJ7EcSGV9hNt9w34g0s9fR49Ay6agJJifeR6LivJDiwVa5iGQLoexDLIhA0px7dUcqWfm8DQEAEdDI0cw+zh4xjWXTzpd5YsDa16ZpIUDyMdB2ffvvFXGJ7lJgQIDaFlj8XMJikOBBCBgD9Yf5rn5qTb/mnG3ruXrjdcn1cuQiGKP7eNnPPR85CZDDIWx21pIfXoYwjLRIRCiEgBemUF5jnnELzyCowFUxe8cDLu+nIv7hgDT398e3GeVaOU/szPA0dsDhyxee2oMxJZLwTUVOgsajBZvMCkodYgYAn+7t/7efaF/Nml77m5kGsvCefsu7PX49BRm9eanZHkrcO+17WVBk31Bk11BgvrTRrrjJG2da4wV8/T8SLTAWordSQQT3gMxvL7tNXlOpvXBrjlugiNM2iLMssoMX0yKDH91Oju7mbz5s185zvf4dJLL53t6igUCsXpMs+eRKeGE7WN6YwcEcePxdAF5SfxMpTST0o61hRXTfNFJ9MQDNqDbP31hWPu49/O/zYBPTey2JMernTpTfdwOHEYU5jomoEpDCJGAVEryuay87C0Y6La0yk6X3sZeVwonG6YlDUuwwyO+oVLKRloO0y8Lz+qLVJSTrS26YTHPSNICa6dTaZpg3SzD+fZCPVjQ/ZGErhmE3LqJgTyH9qnKjL9dMR3IcRJo3vnOpM9hvGuNV0XJ/UNdT3/WrPt/O81TUG0SJuz/qwTQaYd3KeakT2J3AW6hr5lAVpl5OT7SNi4TxxBDuU+9IuAgb5lAaI0NK6YXlelc9PVEUqjOpGQoKPbpbndoaXDf+8b9Cgv0airMqit0qmvMkY+V5bpM5MzABi0B2hONNOcOEpLosX/nDzKQKafkB6mMdJIQ6SRpkgT1aEaOlIdHI4f4nD8MEfih4k7MYrMImpD9dSH66kPL6A+XE9duI6oeXLPecX04jo2sa62rNjezEDbkZHPqaEBjECA4uoGimsaiFY3UlzTgBCCgfaj9Lcd9tdvP4KdShKIFFBUvYDiqgUUVS2guLqe4uoGCitq0c0ZjMCWEuwEpIdGk0O7Gb9dG84wfiIxXXp+WclCsE5+H5i6avszZGR7zM89kBXTcT1EeQTRUJwjpsu+lL/OsJY+mEYOpn1xWhO+9VRRAOOihhk7Bq+vj7bVa8dcVvX0kwjLGjFalp6LTKXx+vuxX3iBwb/7e+TAgL+yrqNVlGM0NFD82W1Ya8fe54mYq22//eqrdF51TV65CIeJ/vUXR5OcZ/teMpVCxhO4ra2kfvMgGDoiFEKLFKBVlGOuXk3omqsxFs7cDJPL3t6Km9+14Pt/V0EyJTlwxGF/Vjw/cMRmMCYpLtBY1GCwaIHJogUGixtMFtYbhEP54van/qGXR5/Nj7q+/oowDbUGB5sdDmWF82G7kgU1OpeeF2LRAl84X1BjnNjOpe8g7PwW9O6HvtdGB9+EBitvgtKlEIxCoMjv4w73d6X0+8euDW7av9eULIbajeN/1wmYq+fpRG1eUmmP51/JcN/DCR5+JpVjb6jrcM3FId51YyG1VTOfTtM5eBDnwGvjr6Bn7Ss1ffSzbiDCIURBASJSgFYQ8e9bJ2fKOzMqAakCgKeeeorvfe97fPnLX6a7u5tDhw6xd+9eJaYrFArFWUjAElRXTK6LIISY0DTBIrOIXde9NKnvmAiHH2ml/+AgMBohYwQNrEITN+2SbO4hVBokVBYkVBbADBtEa5uI1jbRvqubjl2jono3KVrDB1j11sXTVt8xsVOw/wHoPQBDrZAeGBUcqtdno/KifhSfbo0K6DAqOHiO/zChGdBw0YS/eiYj0++6667T2n4uRNdP9hhaOhw6uvOfeOvGeKjJ2JJ4wiOWyL4n5YiQHrAEkZAgEtaIhAWR0JktpIMveBuXNp3ePsImxlUnvm43rQ3wN39amlceLdJYuXj8BzTPk3T1ebS0j0bx2Y7kcItDS7tDdYVBTYVvuyPjGbyjg8iehJ8kNOVA2kFmPERxAFEcgICBMI4RLYTwL2eJL9h4ElyJiJjoG0YflIvMYlYVF7Oq+JwJ/SYTXU9x6kylbRb49zDdMCmu8cXysXDSKQY6jvKd914+5vLf/4f/pXLJmpzB49nAcz2at3fQ99og8Y4EdtzBTjo4SZeSxUWUryzBihgI3c8BIj2Jl/GwEw5DrXGat7ejmRqBQotAsUW4IkhhXRcNlxg5tl6X3No65vc/dk/tCes3ke2EENjLC9lT0zLGmkMEtFzLLlkgkUg86SEQ6EJH1wwMoWNqJmE9TIE5s5HpIhym5KtfGXOZs3+/H5U+cuMBmc6A52I0NlL2zW9AIIAIBhChEHpFBaKoaNIDbqfb9k8X5ooV1B09PKlti//i01Ncm6nl7Z/oIhQUNNUZdPa49PSPBmHUVumsWmJx7jkWayfpW/7M82niCcnCeoPaSp1wKMOLezKk0pKjbS4/fzDBupUWfQMenseJk7KWLITLP+9/9rxjBt3S4KSPGVg7ZpBNypFZFf6gnO5/DhSf+o+V5XTO07nQPw0GNM5fH+T89UEOHrX51/8a4rGs/Yzrwv2PJPm/x5O8fmuYd95YQM0kn/8mQ/K++xn84pfy63zN1RT9+SezA3uuP/s2ncYbHMDp7CL98MMkf/bzkfVFURHGwiaCl15Kwfvfh1Yytif9VKMi0xUAfOlLX+KTn/wknZ2d9PT0sHLlSr75zW/yvve9b7arplAoFKfLma0oTRMTaRunM3nnH/5FV17yR4D3vrWQwoiGJyGZlPQPuvRnfdIzx0TgBgOC4kKdaJFGtND3S49mPdMtU/Dqj1+j66W+nH1HFxWy5m3LkJ4kPZgh2Zsm2ZMi2ZvGjtvZQG5Bqj/D4JHcYwwUW5z30TWnfdwTJZ2R/PLRxJjLzl8XIONAJiPJ2Me8MmCaEAoIDENgmcMv34rCsvy/TWNmfJxnHSl9OwD/j9Eo/hzE6IOX0I6JhJwZ/v7f+/nJb/L/zxduDLB1sy9+JVMeLR0uHd2+nVIiJYmEfV/ruiqDumwkdEmR5l8PRfq8SN7lZNJkEkOkY4Ok40Ok44PZ19DIbBMnkwIpCRQUYYULcdJJ0rFBHDuNFRq9f1nhCIFwEYGCIgKRQgIFxQQihRiB0LRfC1JKnJ/uwdvdiexOQGZ08ERbW4V+cQMiGvRtZ0wd7+iAL7iDf9oe7sc7MpCzT1EawnrfuTllZf+T7y86WXpuzk+apjg5JxLTZzqnxHzAcz0828PN+C8pJZqhoekCPaCjW9qMt2WH44d4+/Zb88qDWpCvbLo7r1wisT2blmQLHcl2DM1AFwamZhDWI5QHytlUthldzKxXsWJ8BoY8XjmQn8tEQF5OEglIT2YTwYOhg2n4uUxCAT+XSXGBdrx387QzXmT61z5bzqolJprmR1sfanHY8WKaHS+l2flyhmQ2l4ZpwOplFueeE+Dc1QFWLM5N7jheZPofvaeYm67OnS3iOJJXX7PZ+XKana+MiusABWHBmuUW61cG/JxJTebE8r6MZ/M3CZu+M5WjbQ63f7IrrzwUFPz069Un3Hb3vgzf/OEgrxzIzbWiG/B7l4a57Y0FlEan/5409NW7xxTTA6+7jMI77/QHSFwXHBeZyeANDuB1dpF65BHSDz8C+AOEWkU5xsKFBLZuJfK229AKxnx+VTYvk2G+i+nxeJyBgQFqa0884n4ilJiuUCjmMWe+qjQNnKht7DswyO++sTuvfPmbFo77QCABI6AjdMGL39+bt3zD7SspWx49rTqfTaQzkt8+mRxz2ea1AYIBgWkIbMdP0JpMSRJJj2RakkhJXFei64JwUBAKCEJBP7FaKPv3vElSmUnA0e0Qa4N4F9hxcFJ+1FL5CiisAasAjNBohNJY0fueDWZk0tOAJ8vAkEcilW9sWhDyk/aeiFTaYyAm8bz8vnwkpFEQFjP+AD/TDHa20nsk/34TipZTtWT1hPczXlTqZBkvClZK6Xu4px1kyoGUg7Q930N5+CWz75D1LxagCz9q3dDA1BFhE1HqD7a4tkfH893EO5Kk+tI4KRc34+KkXKILiyisi2AEdTTdt5WQnsRzJU7KJd6RoOfVfjRTw4wYGEGDYLFFuDJE9foyjKCaxDyXkENp36s77YLt+l7druefG0EDTH3EQmTsHciRmQ4iZCKKAmOvN4382c5PsHsgf1baG+tuyJk1IRBIJK50iTtxWpLN6ELH0ixMzaTQKKLEKmF1dDVFZjbqdA7l0ZgMj3U+yo+O/k9OWYlVyrU1r6ct1UrMiRPQLCqDVZRapfRn+ulItZN0k4SNMDXBWh7vepTWZO797Oqaa3l97XUTqsN4g3Jn0wDbzpfTfPTz+blMKko1PnVHCRJ/ZpJtQyzh0dPvJ3Z8bEcK2/YHu8ui/mB3Q63BFVtCLGmcWV/qU/FMH8ZxJC/vz7DjpTSvHXVylkVCgnUrfWG9qkznaJvDUDz/C6rL9ZOKsLYjOdTsYDv511UoKGisNfxAl54UTsrFczyk4/d1zLBBpDKEZuYOUAwnFnYzHvH2BE7a9ds8XaCbGkbQIFwRJFQaPGHdFDOL29qG0zLWTB9ACETW2gVNH/2sG2gjNi8RP6/DxJhfYroQohT4d+BqoBv4pJTyB2OsJ4AvAe/NFv0b8P/kBCs/38X0O+64g69//eun5eU0LKZ/73vfY+PGjaxevZqNGzfy3HPPkUqlCARmvrOlUCgUU8QZpybNRPt4orbRczyc9GhIi/QkpB1MKcE+pvNsZiN5M+5IJ9bTNUTIgKDh+4FmMQI62jEWBicSr040HXuyU7iPZ7ofGKdi/0fjR/jIjg/llQd0i48t//jI3xLpe7ni4Xg23eluBuyBrOhgEdQDRM0olcEqVhWfgzbs9ymlL0R37/GTwaX6s0J0yhehy1dCsBiMoG8Tk3MpHRPp7bm+P2Xd+WCFmQmk7ULc9oWluJ8MTsZtyDj+OelKX4AssKAwgNAFMpZBDmX8dTTNr7uuISIWhE1ExPSjgyMWBPSzI3r/NJC2C0OZER9gOZSGwTQyngGEPy0bgYgGENEghEx/vb4UxNK+/6XA9w4uDPjCXpH/LooCELFy7iGghJ7TQQ4Lqfj3eM/2cG3/HfBFB0tHD+hoxiwkTj3wa+h4wb8P2Ql/QGw4MWWoJGtlpWcHwbIJKFP9vq+u0PzBMj0AxQug7jxougyM+fP8Il0P2TqUk/gS109+KUpC/r3O0CBrk0J/Khsxm71VD6aQGdcXKIYHaMrCaAvzp8Or6+zkTMdMkK5UF63JXGEpoAdZUbRiwvvaP7SPuBPPKasMVlETqhlnC8XxDMU89hy088oDAcGaZeNbf6UzfpLw7l6XzHGbF0YEZVGdaLGGoeHf6+Kdo4P/nuPf1wJFfp/rWP9v8JfbcUj2jQYGCB3C5RBtgtIl2X7N/MBOO7Q1p3HTLtLx8FzpDx4ChVELzdR8Sygps5MQJU7aJTXkkB7MgOuhWzpGWCdYaFFYYlJQFkA358dvlHJTZLz82ROmZhLST27pJaUk5sSQebM1IWJERmbKPLUrRSKZv059tUE4lNtH8KQ/yNQ34DEY8xPM6ppA1/3ZxEURjaZ6Yzb71vPOM/1uIANUAeuB+4QQz0spjw+Hez/wJmAdfjfw18BB4OszWNc5SyrlT7GJxWIEAgFMc/Ijn+985zu59957AWhvbwcgk8koMV2hUChmlllpH2VWLBcJGyNpQ8L2k2wlHT+ZVsRCmNnoyAILYWWjTwQQtzE8D5l2oDvuP+iHDETI9IXKsIkMGWD5IuXnlzTjpHLnoNZdUEW0qZDWHWNnpwf4n08GOPDAERLdudNLX/1xmhU3jiZ3SmfkmBG/Aj+546HXH5dwUILjSfoGXTQhfOcPMZzvxrdKOZUO4FSIDgsiDfzk0lFPQJlykLEMxDIQy3ZuNeFHI6aPiSKydETp2GJkDkJAYS1k4r7oZIazXpQp/2Eud2VGVJkRdWb2EKYOUd0Xaeczc3gqszB1KA3hRk22dz8PY8wqXhBekB28cQAHgcCTJh46SSfJoD2ILnQ0EcfQDIJakIgRoTZch37M9bZvaB9xJ8aDVzySs/8is4iAFqQlcawA5fsUZ7wMCSeBJjQ0NDShY2kmAT1IWaAsJ1mxtF1kXwrZm0T2JrLvSRjKQMhEVEbQKsNIVyI748iuOKRdX/gvCyNKQ4iyEJSGfMsW3X9g96RHT7qHtmQr7ak22pJt2c/tpN00xVYx9aHhhJ/1FBgFtCZbRhKKtqfacTyHskAZNaFaakI11ARrqQ5VUx2qGfuhedhbdlh09lyQHmL4oVlKdJdd0+0AACAASURBVCQ6fqJazOFzKXuN2wL0Yl+omUmq1/sDeMOikuccl1g5O4A3Ysd0jEWTZvoJ6DTDn4lihk/JsmmqxONp9evWBMI6Ck43aCn/fzz8W2lhSFuQyc68EQI0CcL17+eZGIQMiBj+bxUu9+/9RWP4CLs2PdcdGp3l4zmjr46XsoOreu75IcSoXzH4dUJA6aITHrf0pN/PSNgcG0YrLN2fsSFH2zkRNPy+hHni87LvT/4UHCevPPSmG9AKs//n7H6l6yBTaeTAAPaePUjHQVgWIhBAi0bRSkqwNqxHrxkVohM/+znO/v0c5LM5+zdXrsBoasr9Uk8iHRuZTOK2tOINDiIMA0wDEY6gFReh19UjpW8TUhGsoCJYMcb54P89sUCDSPbF2Nt4HiR7sgKunes1HSgcHTg/9voZae9lblmgCMzZaYOlJ2EojRxIIwdSyP4UciDtz7ooDvj35IKAv6wviRxI+zM4osFsnoqg338Yo59UWKCxac2pax8BS1BbaVBbOQGJrXQJFNT412Ym7ve9hq8z6fmDh5rp+24cf62hjXrbCz37f5sZkdhzXTzHxnUyuHYG17bxHH/kQDNMdNNENy10M4BumAhN84M9XAc3k/a3cWxcO+P/rzQtu372ZVh4GsRkjJd6YiTcJEknQdJNIXEJ6RFW1gQoDhRRaBQSFGFc6TGUitNHjK5MjP7CBPF0AkM3KDZDFIswFW6EikQBxcEIAXNmbHcONtsjdjbHUhrVCZj+Lc91/WTyrguuO2yx488eNXT/36r/f/bOO76q+v7/z/cdyc0AAoRZQEFRVASsUmypo7Zqta1ttbXV7m2/rW3t/n7tcPy6995DbbXTUau1Veuq1gEKIqCATCGMhJGEJDd3vH9/vD83uVxuGDn3nCT4efk4D+85n/B+f8757PeMm0C6IJiOx6AqVkVLupk17WtYs3s1a9rXsHb3GtbuXksm381hdYczfdhR7jqS9uxuVratsKt1JVu6NjO6ejSH103l8PqpTK2bytT6aUytn7pHyKm1z2XZ2bb3WWr0yBi1NXGXq1jJZqGjK0/7bqW1Pc/uTgs/KcCwOgtBmKpSNm3NUVsj1NfGSCac0cXae2HbUssN1dFsyvRMBwx7AYydacr0RI2t8RTi4dO7xyn2Mj36PPd30WDALNNFpA7YAcxU1RXu2XXARlX9bMnfPgT8VlV/7u7fA7xPVU8+EF6HsmX6rl27mDdvHs888wwAc+fOZdGiRSxYsIBZRVm1u7q6SKX6XuwKlukAN9xwAxdddBETJ05k06ZNtLa2MmxYsOQoqsrSpUt57rnnmDVrFvfccw+tra28973vDST8HwrIZrP85z//YdOmTTz88MN8//u9SV+amprYunUrs2fPJp/PEzuENMrloKqk0+l99kWPA0MmkyGdTlNfX093dzdPPPEEJ554IonEwOpIu7q6aG5uZtKkSaHy6e7upr29nVGj9k4aVwZDyrw0qvVxn2ujKmQ69z5ooba5jyX2HV+6+OAVS0JiT0uebFeWHc+2km7tJtPprE7yZjXZcPgwqoZXEU/GTHgghdDXeXLpPLu3dNCxrQtxIQtiCSFZm6C2sYaGqcN6DkWbn23mmftX7VW1uvok0+dP66ljPg/ZHGS7s3R3Ztm+dTfd23aQR4jHheoqIVWTZMSYGoYdOZmqumpUMuzI7KC5axvb0ttodldLugVBGFU9inGp8YxLjWdsaiw5zbOla7NdnVvYmdlJXGKMrm5kTPUYGqvH0FjdSGP1GEZVjyKWxSx8253Vb1s3tKXN2npEtQkVEjFkRMqUGjFB01k7SHZkIJu3f9eVReqTyLBqs84eXoXUV5tAYhCF/7jiiiu44oorDvrfde/O0N7UQaYja0LOvF0SF+rH15Ksdd4R0qsIyWct9m7Htk4yHdme8pizyq1pTFE35uAT9fX3HQ4FdOW6+Pbyb5Qte/PhF5MQW5eKLaBymqMz20l3vtuS8rkrFU9Rm6hjTPWYPZRXf17/xxKBueHkxhczuXbvONV5zZPRDG2Ztp7EfzGJURWrojpeTWP1GKpj1ebd0NKBtqZ7Q6sAUleFNNZC9X4Eyh0Z8s0dZilcQFxMUDO61jwdANq3mgArn+315FC1Q1+8qnz4Ic3ZgRJ6rRCTtVAzyq540Xqvahbarc9ButUJZhyf6hEwfJIJXOJVe3qZ9CQtdh4mBWHO8BdEdiDVbN6UgV1ZNJ2zEDgujEmxAk9SCRMIx8T+titrnlKFrXPhb6qdZ1R13H4no4+rHQbSu7pp39JBd3uGXDpHPqvks3liiRj142uIVyeIJaRX35lXcuk8mY4MbZtsnkxUx4mn4lTVJqganqR+XC01o4v25LksbHzUCTRKhOkNU60fFTyVCgINlJ4+1IcwXfNqbdaR6RWed2TQdNY82WrcmpRKIPVVaFxMEN2Rgd0Z+53Owu6MCdNrEja2nKKe2mSPAquASlvXay5v4XUKIZrSOatToZ/mS/ppImbv3Fn4G0dIBKlO2NySSvT+doYG2pZGN7f3eCBoNm/GCSJIY23P+k9cbK1PZwG3V8rm7XtB7xAfkUKmjOg1fsjnbJ7IZdhTGFWaU6RozOSzNhfluk2RUlBeJetM0FU3tl/5Rg523dRs3vZGu7psznbCx8Kcy7CqfY51zat5aLSmoSAfTMR6hOsMq7J+lOk0y/F0m82luYzth8GUdT0KB+fhptprOZ5NF32jKhgxxTz96sbsWZmuVtj8hH3X7t1G3yk+GXucKSp69tuFtUGLfud7lY3JWqgf6/5E6cp30Z5ppz3bRnu2nd3Z3bRn2sholqpYkuHJ4QxLDGdYcjipeIr2bBttmTZaM620Z9vIaZ5UPEV9or73StZTl6jvUUJrVxZt6YB0jnxnN7nubnLdafLZDJ2ym90dLRCPEUskyOfykMmSTNUyYswkYvEq4hkhHk8Qi5lAVuqS1r+r3X4hlzcvNpesO5+1PUNbtg1NubBWiRiJeII8Sr6r10o7ToJhuRpSWuVCgKiFR2tI2X74INHf/d2mrb3JyYsxcniM+tpYj/4jm7MQO5mshcAp/FYF071ZDP5E3HIeJRJijn0RrWuVTKzdV+4Q7c5BZ9Ha0JmBPLY+1FUhqQTamTHPx66cjfkiYy1qEvtVtHIohXkRkROAB1W1tujZJ4HTVPU1JX+7CzhLVR9x9ycB96jqAUl4+xIYrFq1iu9+97vcdNNNHHvssZx//vmk02l27txJe3s7w4cP5+abb2bdunUceeSRzJ07l5aWFp588kmOOOIIWltbWbJkCeeffz5tbW08/fTTPPnkkySTSU466STmzp1LLpejpaWFlpYWlixZQn19PaNHjyaZTLJ+/XqOP/540uk0EyZMYPr06dx2220sWrSIl7/85dx2223MmjWLk08+mfb2djo7Oxk1ahSrVq1iw4YNrF69us93jsfjXHLJJbS2tnLdddf1PD/mmGNobGzkgQce6PPfHnXUUaxY0Rt/cuzYscyePZt4PE46naahoYEtW7awY8cO1q1bR0dHB6eccgoTJ05k7NixNDQ0sHr1ahYsWMAzzzzDW9/6Vn73u9+V5dXQ0MCRRx7JyJEjWbduHQ0NDQwbNowZM2YwatQonn32WTZv3kxtbS0iwpw5c9i8eTMiQiqV4vDDDyeZTPLII49w3333UVNTw+TJk6mvr+fkk09mw4YNrFq1irvuuov58+czb948EokE48ePJ5vNsnr1ahYtWsTEiRN57LHHSCQSnH322aTTaW6//XZaWlo4+eSTGTVqFLNmzbJNjipNTU20traSTqe5+eabAaipqeGcc85h2LBhXHPNNQCMHDmSHTv2TIB31FFHMWLECGpqarj//vv3+iYXXnghu3btorm5mYULF3L66afz1FNPMX36dM4++2w2btzI1q1befLJJ5k1axaZTIbjjrMYg/fccw8tLS2sWbOGCy+8kLlz5+5Be9myZSxbtoxEIkEqlWLq1KlUV1ezadMmjj76aB555JEej4RJkybx6KOP0trayvjx42lqauJlL3tZT78bNWoU69atY/v27QAcffTRnHHGGVxzzTXU1NRw3nnnkU6nuf766znyyCOZNWsWt99+O11dXRx//PEsWbKEI444gmeffZZEIkHWWZHMmDGDOXPmMHXqVESEfD7P1KlT+ec//8mNN97I+973Pm677Tbi8Tgf+MAHeOSRR7j11ls55ZRT2LFjR4+CaeLEiXR2dnLrrbeSz+f51Kc+xbJly7j22mvJ5XK84Q1vIJ/P9whjV6xYQWdnJ2PGjGHz5s10d3ezatWqHs+PY445hu7ububPn8/mzZt56KGHOOecc2hqamL69OmcdNJJZLNZcrlcz7Vx40Yefvhhjj32WCZMmICIcN9997Fy5Upe/OIX86IXvYhbbrmFhoYGUqkU6XSaWCzGCSecAEBzczOtra388Y9/JJVKMW/ePDo6OnjsscfKjqdp06ZxwQUX8Itf/ILTTjuNu+66i927d3PMMcdw7rnnks9b8qZ8Ps+aNWu49dZbOeqoozjppJO45ZZbGD16NOvXrwegvr6ed73rXdx00020t7dTVVXFa17zGjZv3syiRYtoaWnhiCOOoKuri46ODs466ywaGhr4y1/+wsaNG6mrq2Py5Mk8/fTTTJ48mXPPPZcHH3yQTCbD7Nmz2bx5My984QsREdatW0c6neawww4jHo+zcOFCmpub2bp1KxMnTiQWizF27FhmzpzJpk2bGDlyJL/+9a/J5XI0NjZy8cUX873vfa/sN3EYUqfoqNbHcmujhWrpJpPuINO2jczuNjSfNSO3RJJ4LE4umybdtotYMkkiUQ2xGNlMF/nuNNU1NcRjgoqQzXSDxiBRRaJ2BMlhY6mqHUa8yh12chanWnMF982cHXSIofQeHOx8J2g+b6EJsiZ8l7iQqEkQr04QT1UTSyb3OMzld3eRb9puyf4yOchpz1lR6pNmGRZ3pud5tUMamAWcxuzfmUkIEneH95E1vQfSAUYlBAVaJtb2HpC+N+t9/dv+COkLa2t/0JXrormz2QnTXb3ySkzijHBxdBVT1OTzFhIhn1ey2Qz5XJ54Mk4sGSNRlaAqlSSZSJKU5EEfUvr9DrksdG4vo7iivNKqJ7SOE8oWW+kWLHKTKVQVzefRfI58Lofqnr8LtLradhGLx5FY3K25OTSXo7p+OFIQlonY30gMicV7/h4RurWb3dnd7C4c2LPtdGQ7yGqGZKyK+kQ9w5LDqU/UUx2r6vmb9mwb7Zl28uSpdtbodYl66hJ11CfqqE3UkYw5YW4u4wTEGXqEvgUBXizRU8c9rZXyvZbNPVbMMRc/P7WHgk9zeUv42ZW1cZ+1tZKc2iEtlbBwQC75mvZ4gbh2SWd7BGlmrZkwi/X6knAAWiRsLBI8jruxN8xGsf3ntguc98yBJMbNdptQpiCkL/wfTLCzh/Cc3n6Wz+7JQ+Lu+1TvKUzP53v7aUHgU3iHHmFPURugRW2Q7y0TcX201oUysPrkunN0Ll5Gvq2dvBOQFeaYqknjiQ+rdyycW38+h2by5NLdZJp3kk9nkEQCScSIpaqI19WQbGygepzt8fLZPLu3dpLtzJFN9yrf8lklNbKaZF2CWDzW63SjNk/k0nnSu9J07exGYkK8OkaiOk6iJkFVfZLaMSliToj7+NI0qzfsHRpi8vgEh0+yfprLQVe30plWurq0R9Ci2FJUXWU5LVIut0WqOkaq+uA9ow4W+VyOTK6bzmwHXdlO0tlOutyV0zzJWIJYd54qSZKK15CMV5HOddKZ6SCbgGxMyWueqliSVKKW6kSKVKLGrmQtiXiSlu4WVrQsJ9mWJ5aBWFaJa4zDUofRnesmWwskY1QlUyQTSXK5LOl0FznNEZM41bEqWnZtoS3b3qv/qYaGseM5YuRRPfNdS+c2mju3ufve+bQ6VkVNJo7EYj3WsprPofkcybphZPJZFO0R8MXjCRLxqp53kFjMFBRdOTfEtGfOV4VEVYzkN8qHAOn+VDd5F1JJXEz7WMziOceSsT0TqXa1ws61Np57LJXdXJ9IscdYKjAvKN7yuV6vgXiVeR/UNkK1JePLa56OTJptu0yR2Z1Pk8lnyKgJIhvqqqmOpaiKVVMdryKXz9GV66Yz20VHd5qMZogRoypWTSpRRSpRTV1VNTXJaqpjltTyYPppkLUfQg5HlG6DjhZTKBUrJyVmCsq9lEoF9HoA9cyRqYaDC4FXAY+07nw3N234a9myeaNP3ivhrWJjuCvXRWeuk5jE9lBy18RrGZsa2xsmkL49au7/fUlIoaI2Pv2tTUU8C1/L3ncPLwpVSLcy+u+VEeS2vHarrWv9mEf7008z+QydmXY6s7vt/7kOOrIdZPIZ4hKnJllHbbyWukQdNfEaOnOddOQ66MjspiPXQU5zJCRJbaKGmkQtNYlh1CbrSCVqe/ao7Vs66NzaSXd7xs0vpmRN1MSpG1dLvDpu3hjq9sfZPLnuHN27s7Q+104+oyRScRLVcarqE1QPr6J+cj2pEdW2/hbyt/Tkc8HtdejVoRZydBQUioULek/fhfJY76X5PNKVM+F5Z6Y3hKhgAvJUovfflMLVTTuzZkBUQFXc/m2xgrakKQ+qEQ8AAylMPwX4s6qOL3r2PuAtqnp6yd/mgONU9Wl3Px1YAcRK48KKyBXAF4ufTZgwgU2b9h7sq1at4g9/+ANNTU1s3ryZMWPGUF1dTVVVVY/geunSpUyaNIlYLMbw4cNZuXIlO3bs4IgjjuCRRx4hlUpx6qmnArBo0SJqa2vp7u5m8+bNzJ8/n+7ubnbv3s2kSZNYsmQJzc3NTJkyhcmTJ5NIJDjmmGPYtGkTbW1t5PN5nnnmGbZt20ZdXR0dHR3MmTOH7du3M23aNFSVyZMn09nZSTqdpq2tDVXl0ksv5Y477uDII4/klltuYdq0aTQ3N7N27VoaGxtZsGABjY2NtLe3M336dGbMmEFzczNPPfUUs2bN4qmnnuLYY4/l3HPP5bbbbqOpqYkzzzyT9vZ2ZsyYwc6dO2lqamLVqlXU1NSQzWbZsmULTU1NNDY20t3dTU1NDcOGDSObzVJfX09NTQ0NDQ09C+rOnTvZsGED8XicZDLJtGnTeMUrXsGdd97J2rVrERGSySQ7d+7k6aefZu7cuT1tUVNTw5gxY1i8eDG1tbXE43E2bdpETU0NuVyObDbLY4891iN0a2hooKurq0cAv2HDBkSEadOmkUwm6erqoqqqikQiQSwWY+PGjbzoRS+iqamJTCbDiBEjqKurY9GiRTQ3NzN27FieffZZjj76aAC2bt3KuHHjGD58OPPmzeOhhx5izZo17Nq1izlz5tDY2NhDe8WKFZxwwgmcffbZ3HnnnTzyyCM0NjYyb968njpkMhluvvlmzjjjDBYtWsSUKVNYtWoV06dPZ/PmzbS1tZFOp8lkMkydOpV8Ps/27dvp6Ohg5syZLFu2jAkTJpDL5UgmkzzzzDM0NTUxd+7cvTY0qsrDDz/MqFGjGDduHLW1tWzdupVYLMb48ePZunUrGzduREQ4/fTTaW9vJxaL9XyzMWPGsGbNGqZMmUJ1dTW7du2iqamJ4447jqamJnbt2sXKlSuZOHEikyZNor29ncWLFzNp0iTS6TTJZJI3vvGNxONxFi9ezM6dO5k2bRozZ85k6dKlPProo6xfv56ZM2cSj9vBvqWlhaoq25x2dHTw0pe+lK6uLlatWsWIESN6hK8iQnV1NU1NTYgIs2bNYteuXbS2tlJdXc3UqVOpqamhq6sLVWXSpEk8/vjjNDQ0MHPmTB566CFSqVSPYqKtrY21a9cyZswYGhsbqaqqYvHixWSzWUSELVu2MG/ePB599FHGjx9PVVUV8Xh8r2vdunUcf/zxtmlXZcOGDWQyGTo7O5k2bRobN25k1qxZVFVVsWzZMrZt28awYcNIpVLs3LmT+vp6duzYQU1NDSNHjmTcuHGkUikymQyJRILHHnuMuXPnkk6n6erqoq6ujiVLllBXV9ejaGlqamLcuHGICLFY74Z9+fLlbN++ndmzZ7N+/XqmT5/Ov/71Lw477DBqamrI5/Ns2bKFsWPHsn79ek488URmzJjBihUrqKuro6mpiXg8zuGHH053d69FQCqVorW1lRNOOIHly5ezcOHCngTJEydOpLu7m6VLlzJq1CgmTpzI8uXLSSaTjBs3DqAnV8OwYcM47rjjWLNmDel0mhe/+MUAPXNsTU0NVVVVvPvd72by5H1utoaaML3i6+PBrI0AHdmOvZ4lY0liEiOveRRFCv+J7PEsJnZILRfLrzYRTTxtjwNDpiO7l1Dc4ibHnCys7z1iPqt7/9uYeQkcLA4Fq+5D4R3CgObLZEBzOIikUR4eFUF7tr3s86pYFTHK98eCkKkYMYn1eDxEavVerAApZ0m8h+JlH/XSvBNUlAjUipPglk7/RZbVvfz3g5jsZTHu4VGAXzc9hgL63U/z+V7Fc/F8vK81Y4/QZiV/L/EDDufTp4y3pCp7silTkHMK9D0IAKWhoIxp798Ue1H0rE0ut8khFDN9sFmmfwI4vQ/LuzNV9VF3fyJwb1DL9EMBTb8t3ycmvPPA2rWvfx+E5sHyqwTdwYzSdz7U39fDYxBiqAnTI1kfD+W10cPDw8PDw8PDw8PDw8ODEOQBA6kqXgEknBVdAbOB0uRquGezD+DvPDw8PDw8hjr8+ujh4eHh4eHh4eHh4eHhMQgxYMJ0Vd0N3AhcJSJ1IjIfeC1wXZk/vxb4uIi8QEQmAp8AfhtZZT08PDw8PCKCXx89PDw8PDw8PDw8PDw8PAYnBjqI2f8ANcBW4Abgg6q6VEROEZHioHY/A24FlgBPAbe5Zx4eHh4eHoci/Pro4eHh4eHh4eHh4eHh4THIMKDCdFXdrqqvU9U6VZ2iqte75w+oan3R36mqflpVR7nr06WJRz08PDw8PA4V+PXR4/mEQyEB2aHwDh4eHh4eHlHBr5seQwG+n3r0hYG2TPfw8PDw8PDw8Hge48orrxzoKgTGofAOHh4eHh4eUcGvmx5DAb6fevQFeT4YsInINmBdiCwmAptCpO/rMLTqAIOjHr4Ovg6+DoZmVX3lAPAd1KjQ2hhFm4bNY6jTj4LHYJg/gmKov8Oh0MZD/R38Nxp4+lHw8PQHnsdQpx8Fj6FOPwoM9W/k++nA048Ch8I3GgrvUHF5wPNCmB42RERVVXwdfB0GUz18HXwdfB08wkYUbRo2j6FOPwoeh8LYHervcCi08VB/B/+NBp5+FDw8/YHnMdTpR8FjqNOPAkP9G/l+OvD0o8Ch8I0OhXfoD3yYFw8PDw8PDw8PDw8PDw8PDw8PDw8PD4/9wAvTPTw8PDw8PDw8PDw8PDw8PDw8PDw8PPYDL0z38PDw8PDw8PDw8PDw8PDw8PDw8PDw2A+8ML0yGAwpfn0dDIOhDjA46uHrYPB1MPg6eISBKNo0bB5DnX4UPA6FsTvU3+FQaOOh/g7+Gw08/Sh4ePoDz2Oo04+Cx1CnHwWG+jfy/XTg6UeBQ+EbHQrvcNDwCUg9PDw8PDw8PDw8PDw8PDw8PDw8PDw89gNvme7h4eHh4eHh4eHh4eHh4eHh4eHh4eGxH3hhuoeHh4eHh4eHh4eHh4eHh4eHh4eHh8d+4IXpHh4eHh4eHh4eHh4eHh4eHh4eHh4eHvuBF6Z7eHh4eHh4eAxBiEijiMwWkaqBrouHh8fzG34+8vDw8PDw8Hi+wAvTKwgRmTLQdfAwiEhCRH79fK9DlBCR14nIJ0VkoojUici3ROQmEfnQQNctSojICSLyBhGpFZG4iHxYRL4jIq+KuB6+PTxCgYhMFZHXiMibRGS+iIyoIO06N4ZOdf+vqxTtoQ4ROUZEFotIu4j8r4icCzwN/BdYLSIzB7iKAw4RGTXQdRgKiOI7OcHqPBGpcfezROTjIvKKsHk/3yEi40XkHyKyS0QeEpGXlJS3VoCHn488hhRE5CgReb2IvN39/6iBrtNgxVBUjIlITEReJiKXishnROQtYbSxiIwUkSkiMrLStMOC21v/2M3Z14vIESXlS0LkHRORhhDpzxeRRFj0PQ4MIvJmEakOiXadiAwLg3ZQeGF6heA6z5qBrsdAQERmiMjnReRHRfezBrhaceAdz5c6iMiFIvI9EXm/iCRLyn4cAf/PAv8PeDtwP/BJYCuwALhcRD4TQR1iIvIxEfmhiBwvImNF5K8i8oSIfCOKDaGIvAe4Hfg+9h0+AxwH1AN/EJF3h10HVw/fHh4Vh4hMEJF7gWeBW4DfA38HnhORq0VEAtBuEJEbgO1Yn70euA9oEZHfh7kRL6pDXES+UAE6tU4RsNfGT0TmByD9PeCX2LxyNTAFGAMMB24EvhKA9n4xRA4sW0XkLhF5q4jUDnRl+gv3rSe439VufC101xUVmD9D/U4i8lpgHXAr8IyInAPcAZwC3CAiH6sQnxEi8i4xZfFPRORyETmzErQd/bOc4GGxiKwuEkRUjEdI+B6wCTgd+BNwq4hcXFTe77m6hMeAzEci8v0wDtYiMlxEXiUirw5LUCYio8SU0a+RCii1KkFjP/RjYkYhPxGR89yzr4nIkyJynYiMqRCfI0XkSrdP/IeI/EJE3ld6pukn7Ski8l9gEXAV8H7gSuAJMWVTaMZwldhXSMiCUDkEFGMicgzwDHAb8HXgS9jctND105qA9JMi8mURaQKagbVAs4hsEpEvVaKfHkAdgvTT7wCHA1dg58FHReT0ovLDA9DugZgB1y0i8pSIvE1E5mFrUYuIPCYikwPQjpW7gD8Dje73oEbYYzkKiMi0che2J5jlfgehf3nR79EicgfQBux0+9axwd6gshBVHeg6DBmIyKn7KK4G7lDVeFT1KQc3mf9TVc+IiN8bgR9hG+eLVXW4iJwEfFVVQ7U+EpF/76M4Drw0ib0ImAAAIABJREFU7PYYJHX4JPBhTLh1CnZIOldVm1x5q6oOD7kOa4CXYAq6DcAJqrrYlb0IuFZVZ4Rch28Bc4A8MAv4KbAMSAKfBf6uqp8NuQ5PA+dhbbAca/+HXNnZwNdVdXaYdXC8fHt4VBwicjt2gLga61tfAFZj8//PgQdV9XP9pH0j0Al8XlVXFz2fhh1661T1/EAvsP86VAMdQeZsN75uA6qwvn6Fqn69qLzf87GItACN2NrSAYxQ1U5XNhxYqarj+lv3Ij59HUieA14IbFXVfFA+YUBEOoCvYYrEMcBfgN+q6v0DWrGDhIisBE5V1SYR+QFwAvBtQIHLgIWqelkA+qF+JxF5Cvi0qt4uIq8DfgecrqoLROQE4M+qemRAHvMxYf02bM09ArgTOAZYD7xeVZsD0L8M+DTwC2AxsAsTFM8G3gd8TVW/F+Qd9sE70FwkIluAw1S1y93PwhT9V6rqLyqxL4xiPpK+DRC+ha0Lrarabw9QEblDVV/pfs8C/gnsxMbZaOCVqvpEf+k7utcB31TVxe4ceQu2L1PgBcB5hX1iP+lngXuB3wI3qmpHkPqWof8D4DRMGXYO8BgwCvgNZjDUrapvDsijMEc8iI3l04A/YmN6PHBm8b6gH/TvBhZi63FH0fM6bB8zN6xzc4X2FT8HJmFz0WnA24ALVPVeV96mqv1WLonIv7C5NI8JxD4M/Awb298Gpqrqa/pLPwqIyH8w446vYfvT/8P66RXY/rRFVf8nAP1fYv3xavZcD+YAlwNrVPW9AV5hf/yDrgmbgGNUdZe7PxMziHmnW6cD9aEiPn8FVmF96ePA54Brsf3wt4Gsql7cN4V90s5j8+ZeRe7/OtByuP0h7LHsaNRjBnVHYkqU9cAfgGnAXcD7VXVHAPqFduhLKR+oHYr3J2IRHoZhcxLY/NSlqu/sL/1KwwvTDwKu8zRhE0Q5TBzoQVyJRfsg+S0H3uw2iTtUdaQT6G9S1YpYK+yD927M8qWpTHES+FEEguzBUIdngXNUdYW7vxJ4K3CGqq6r1AK5nzrsUtUR7vde/CIS6D8HzMQ2f9uA6ar6rCs7FhPeBtKWHkAdir/DbqBe3STrBFTbVTUKC1vfHh4Vh1hogFGqmnX3NcBqVZ3gLGYeVtWJ/aTdBowrJwhwB97NFdro70vwkgDeEnAT+ACmrPqFiMzBDhEPqeolrrzf87GIbFfVUe73DlUdWVQWA3ZWYlwP5QNLySb8VExY/EagBWuLa4MIZaKCiLSrar37vR6Yo6rb3f1IYGl/x5qjEep3KlmDYkBaVZPlygPwWAR8Q1V/7+7fAZyFvcu3sPnkogD0N2H7qKfLlM0A7lHVCQHo78vKMAU8rar9srRzgu7DVLW96NmRmLLhB5hQMagwPfT5yM1FT2H9shgvwTzt0kGEoCXj4A7gXlX9qrv/FHCWqgbyQnBtMVZVcyLyCPBtVf2jK3sDpnR6UQD6YSvGNmHzz1YReQEmmGlU1R1iHmMrVDWQpaCIrAA+oKr3uPuzgMtU9Rwxg6GXqWq/QyWKSDu2d+kuU1aN7c37HVIugn1FqILQqBT1YcLtTxvUKfqLZRFi3hPLVbUxAP2d2Jy6q0xZA7A26PlOQjTaFJEdwISCgtU9Oxm4GbgU+FWF9o/bgImYQqMDGK2qO13ZGGBxgHPC3dh4+hSwpfAYeBQ4F9imquuCvUG4iEKpISK/wWRQOeB84BuYojiJCdmXq+oHA9D/NSaY/7CqPlX0vAlbK7b0+Y8PjH7PN3D73xNVdZu7Hw08qaovCMKjolBVfx3ghYVxeUkfZSkgF1E9Vu/jWhtVPVxdWuhVymx3/09glmth834QeEMfZdVA/nlSh1YgVvLsw9iG92jMcifsOqwHatzvz5SUNQDNEdRhV7nfRc/aIqjDJiDpfv+opKyuMEZ8e0TTHv6qeJuuBGYU3c/EDtKB29StXfP7KJsPrKvQO3Rh3lRXl7m+HHT9BHYU1kR3PxyzGrwWO1wE+UaPAVP6KJuDbZAr8Y3uxkLsvAg4zF2HY67BJ2EHygHvj33Ufa/1DqgB3oIdJroHuo4H+B7LMGvJwrgbW1Q2BtgxmL+Tq/9Z7vdrMBfdE9z9bEw4E7itS8ZaorC2uXEX9BvtAob3UdZQbl07SPp57LCb7+Pq91wE/Auzdit9fhhmNRj4nBDFfIQJiJcDl5Q8byoeE0H6UNHvLUCq6L4aE84E5bETM6wACw8RLyqLlRuLAd7hVCz0zi7sTHgFMC0g/e307mtrgEzRfZwK7GvdNyody9vc79oKfKPlwPl9lL0+aF8lmn1FquTZycBmTAka9PtsL+ZVUha4j0ZxAUuAFxfdnwosqdQ7uDlnRh9lx2AGH0HfIQ9sxDxXyl1B1oQHcGtyyfMTXD/KVqgddpT77e6FgGc/4GIsBNFH6JU/VWQ9iOIKeyw7epvdvFnv+tSEorLDgPUV4DEfeBzzNiisbxVbl11fibt+HysqC9yHKn0N9tiXgw0LsINkOXe8PCbAigKjsBjIa8qUVWFuTlFhIeaicm3RszdjWsKw8V1sk1cOGeBdz5M6rMPCaCwqPFDVHzprlXuxA0HYuAFzW1qpql8rKbsQO3SFjWYRGa6qrcAlxQVOG747gjrcjblVLVfV0kSfrwaejKAO4NvDIxx8DbhPRP6EbWguBL4IICLHYYf3/uL/gH+IyN/YO6TCayjpQwGwBAuF9rfSAhFJYSGIgqADE3ZuBVDVVhF5JWb98xf6dos8ELwdEzqUQyPw+QC0e6CqLxeLr3wt8GPgB6qqIpLDNuFbK8EnJOz1fdUs7H4P/F5E+m3NHTGuAv4kIldhwrG/i8j3XdmlWE6BIAj7O12BxenegQmyPgrcKSL3YeHorghIH0f39ViYKYAL6J2DOgg21gD+ir3DVdjaXTwnfQ4bz0HQhFmNLShTlsIOlP3F54G9Yn6reSueBrwnAO0CQp+PVPVatyZ8RUQeBT6kqpXcvyRE5GVYXyn1yMlj7RAUtwFfFJFPA//Azky/dWVvwRTJFYGaNfr9InIp1rfejq2tQXIs/Bf4mVv3L8LW50+I5cn6oLsPioWYcKwQNuljwFL3OwdkA9L/MPBXEfk4e4foOA6bO4Ig7H3FU5hw+F+FB6r6sFguin9ggrMgeFZEpqjqei3yMHGYhQl4Bzv+D7hDRO6HnlBB73BlcwjeT78O3CMiv2LvPep7gK8GpA92nn+Llgn75PpRkHPTV7DQVXtAVZ8QSwr+8QC0i7FBRMar6mas7xRjOuap3G+o6vUi8ndMSbVQRD5KeU/KwYqwxzKYsL4DeryveqInuD1A4HwgqvqgiMzF+s3jbp9UKdRjc75gbTsHE9xDBfpQpeHDvBwEnMsQqpoZ4Hr8G3PH+X2ZsmqgU/vpGtqPuszAJoQ1mGbtXuAoTPu5Moo6PN/hXCBR1W+WKXsLcLUOYDgNEUtKqCFPNmIJzW5R1b2UTGKJQeeraiQJQMvBCZBVA8RwrVA9fHt49BtiCYsK7tZ3qOrd7nk1toHbywX2IGgfh1mdFJL2tmMH6t+r6rIg9S7i8SFgo6reXKYsDnxOVa8MQP964FFV/W7J8ypMOHeuDtIQKaVw7t1fxkIqfBSLYTtnMAvTReR/VTXURKxRwbn/XoEZcRRCpDyHxSq+Wl24pX7SDv07OYH8JGCBqubdgX028JhWIASFiLwE+BsmlBbMtfy1qvqAWIilT2s/Y7M6+lVYXO63AxPojRHahCmavqhlwkYcBP1bgH+o6k/LlEW6lx8KEMtH8SNMkPV6zFU+0FwkImvZUxBzsar+15W9BPiJBsxzIyKNmMJnErACOBMToCum8DhPVR8MQH+fYQFEZKKqbgpA/zBMqXo4ZkD0ABY/fTJ29jtfVQMZiriz5C3YOANTRr9OVZ8SkeOBt6nqpwPyGI0pGEr3FzcF3ZdHsK84Fwu9ckOZspnAx4Psp8WSd24qt39z83aDqgZVHoYOEZmOhfoCuEtVn6kw/bOx9aC0D12rqv+sAP0/Aw+o6vfLlFUBz6jq1KB8woQ7IyxVF5ajpOz1wAtU9YcV4nUStiachFlfD9q9aQFuLA9X1T+UKQs8lh2dp7FIGttFZH7x+iKWAPYhVe13Itgy/CZjsdlfjoV0DTqfHlbyqFlVd7uyF2HeVnt9v4GCF6YfBMSSHa1WSwhVjVmmnOuKbwW+HGRjfRD1OB3YXc46wwnKTlXV+8KuRxHPWszq9jDMHePvWhSnMWqIxTn8kVY4Cc9+eB6FLa7DMHfmpepimHt4iMibsQ17OmK+vl96eEQIpzSr70OJlMA2uP0WJIrFWT6RMmNZRC4qd9gOiqIDy4lYbphBf2A5lCAWf3ocJlztyxL4eQlnYfUSd/tfdXHlQ+DTgBOeVKoNRGQ8Fgqw4uMpivPKQJyJ3Fj4EHAG8A7n+RYKnIBgWAUVuWdiRkeTsGTbT2L7wn4ngnN0I1cgurPmKFUtjWUfhGYcmOFunwmiLPTwGIoI22jTKU3eRsm5ELhOVZeHwTNsuLloeBBDnkMNIvIm4D+qupdHiZjX6bGq+rnoa3ZowgvTDwIishITVDeJZTc/AYsVpMBlwEJVvWwg6zjQcJvrR6LYBIlIX0mH/gS8H0t+9O+Q6zAFs9abDTxLr9vXEZj1zJtVNarwP4U6HU2vZv6fUQhPxTJHfx2LobUU+Ly6ZJOufImqHh9BPQSL17XF3Y/HDtpPRfQd+vIA+C+mcGrRCJLfDYF+eYf3XDm04A7Cl6tqv139nGL2aGCVqraVlO1hXfF8hFi4mD9h1oDTsVABl6pqzpWHllh4KB1YfD86eIjIVEwQKtj8vCogPSn2fhKRF2NWoYJ5LD0QhP5AQERGYXscgAfDEtxXAlGcVw7VM5GIDAMonTs8DE4pfIy7XR7Gea/SPETke8CfhurcLyKXAX9R1Q0h0R/S36cAsRBW78by+dRinlyPYkl/Ayt+nHfDBewtjP5rJRVLYUBELgJ+gnlzlYapOQ/LS/HHCvHqS2h/rZZJ6H2QtIdsG+wPTln8VlW9dr9/PEgR9jtU4qxZceggCNw+VC7MIqXwez2mlS/cj8RcpAa8nhF9i1gf1yZgPCUJMUOqQx5bKNeUXFnXPqsjqMPdmBC5tuR5HRZf+N8R1OFeehN7nY8tLH/DXCZ3YS6kYdfh58DtmOvtd7HEtKcXlUeR/HM+5hqaw+Ivnogl4XgCc8W7OKI+GUpCMd8v/TWYLyw3Q5DkSC/C4uDtwuIdf7qkvCIJsNw69WnXD79cvI678tsqwONCLPbr+3GJ2orKfhyA7uPAq9zvccCdWI6UKvesovMsMLKP55MGur8NdD+K4D3eVvS7FjsEb8USGP4SqAtIf3nR79Ow+Nz/cOt4G3BGQPrFSRHPd/R/goWL2AW8sQLf6NSi3zHgM1g+kAWYlXQ8IP3rgNkFXljisCcxQUQz5mUShP6RWPiEwv17sFBQfwXeGZB26OeViHi8AZhaRPN32P6yBVMmjghI/1LgaPd7MvAfevdx92EhCYK+Q2jtHBH9rwIz3e+ZmIHGTnetxMLtDGoe2LmwFUu++wUqnETbzWm/BF5aSbpF9PNYHq67MSFlbYXph/p9oriAD7h54WfYmbQFO4/+Hls7TwhI/+VuDbgf+AHw/4Dvu3liO/CyCr3HWVhOlMVYDpDF7v7MgHTXYOE1y5XNB9ZWqP4XuXF7LfAJ4L1YXO1r3Pd702Bvg4G6CHiOOkAehQgWQ/IdovhGB12nga7AULqAZcBc93slRRlrsYRjOyKqx3js0LMLS4b6kpLy0A+L9G42S6/IhIZuwX8SeGXJ88iyOmNC2qo+yqqxcDxh12EHvV4mi9nzgDkfs8oOuw6bKDrUYDEht2LxgSEaYfqjWJLCWuyAtBU4u6g+SyOow68xIfLMkudNwLiw+Rfx8/3SX2G06a/3cV0bZN7H4rC+z/2e4+b2nxaVV2QOwZRJCzDLyZswIdCxReWB1k8sOfhaTJj+OKbMm1AJ+sCukvsE8AfgLjfvVeobHYUld8xjiccuLCkftALpqPpRBO9RLIz+NnZYnOeufwPfCUi/rej3A8Dbi+7fgsXUrBT9x4Bziu7PAp6o8Df6HGad9iZ3LcFimgeh34ITyAOPUCQEwIS8jwakv5ReQfEVwDOY0OEyN/4uD0A79PNKRDzW45R62BrzF+CF7voj8NuA9JtwiilMwfo9YJS7voN5UQR9h9DaOSL6W+lV2P4b+GRR2WVUwDgjbB6YgrAOS0h5NyaYvsfdB1JMOvpdWC6LYoH04UHpltT/cCzh+yrH5zfAaRWkH9r3ieJyc8WsovsXYqG/AN4K3B+Q/jIsP0C5stdTpKAOwOMyNyddhVlfvwJTRl+JnbM/GoB2O1DTR1ktRcrRgO8QmtA+ijYI+3JzQ1/X1YQvTA8sjA77HQjxrBnG5cO8HARc3OOvYJPcWGyiKySJuBRLsvShCOrxR2xS/CFmUfR5zNX7ele+z2Q0FarD3dhB/lPAlsJjTKB5LrBNVdeFWQdXj2lYLNcu4COqukFEmjBrotDjuopIYaN6Y5my12MxI4/Z+19WtA7bMMua7e73BHUukc4dZmcE/WGH49tV9Oxk4GZsbPxKQwo/UMRvp6o2uN8xoEtVq4rKd6nqiDDr4PjMxzTm9wJfUNX2KPukq4Pvlx4Vh4h0Ab/CLEBKEQc+o/1MrunmkFHqNiViyS//hh2Q3okJkgP3FxFZD8xTl91eRN4NfAl4taouDLp+isizmOBwhbu/EjvInaGq64LQF0uWd4oWuXq78Cu/wmLNzlHV2v7WvYjmPzAB6HewPcYPgR+q6lddeeh7jP4iqn4UNoq/setTZxT2VC6W839U9bAA9HtCAonIVswCN+Pu49geblSF6Ddjgta8uxdM0NrQX/qOTvE3ehq4QFWXuvsZWP6eIwPQ34l5YbS7dxinvSGVYtga1u99jYi0q2q9+13axpOwUDL9auMozisR8WjHwkvlRWQjltysw5XVAmtUdVwA+m2YsD4rIluAyerivLv4xZtVdXTQdwirnSOi34qN364ye7kYsL0CYzlUHqUh0MQS3L3NXROxEBHvDEpfROqwcfB24HTM0+E3WIiW3RWs/ymOxxux/di1qnpFBelX9PtEARFpAcYUrTPVwHpVHefG8vaAe7vd2N5ir9xXjteOoPsvEdmEjd+9QqG4Ne0eVZ2w9788INo3YbKSz+meYViPwObwWlV9ff9qvgefdqwdOsuU1QJbC/NVP2iH3gZhQ0QymEdpudyCMSwMa7/OUUU83r6P4irgZ0F4hP0OYZ41Q0FYUvpD9cIsXB8E0vRaYa/HtIaJiOqwBUgV3c/Cwp0UrLEisRoDLgaeBj5CrwVqZFbhJXV5I7ACs07aGlUdMJejndiG6UdY2IAfuvsdBHSVPsA6/BhzAavHLNg+jyk2YsDlBLQwO8A6PACcVeb5CViolWwEdViNCZPAXP27gSPc/VRgXRR9wvGLY4qmFZggLdJx4fulv0Jq08foIzwPkMKS6fWX9sbSMeJo3gHcSOWsZnaVrtXA69y6+tKg6ydmMRYrefZht084Ogh9zI38C32U/TTI9y+h1UxRiAwsYd5S4EvuftBad0fVjyJ4j2Kr66Yy5YHeA0uA+C4svuwWiqwPMculXQHpp7ED+lWuP40sKqujMlbLxd9oa5nyQP0UCw/wDbduXUdRyAxMyPRkQPqr6Q0xsh5Ldlkoq6/AXBT6eSVsHljIvrPc7ydxezp3P7Vcux8k/fuwgz/uPV5YVDYLeK4C7xB2O4dN/1acRSwWBuqsorIzgJUV+Eah8tjXN8DyKv200vSBKcD/YefkoHNR2fpja9vFWJ6LQft9orgw461vYV4ljZiXya2urL4Cc8W/3XpQV/K8DgureU8F3mEXpjwsV9ZAgHUZC5N1g5ur2zFL93ZMwH49fYT16wefmxyfI0qeH4GtqTcN5jYI+3Lr2Nl9lAU6RxXRyWHGrQ+Uuf5DcMvxUN+BEM+aobTpQFdgqF6YQGgCRXHqIuTdAtSXPDsSc635+L4WxRDqMhwT0j0OnOIm58iF6a4uw4BvYm71FVkUDpDvaOB9WGy2X7r/vxdojIh/DRZHcqeb4PJucezChLmB4xkeQB3OBS7qo2wm8OsI6nCp2xg87Cbi/8XcXb+FbWaviKpPFNVpMuaWvD2q/lDEu7Rffuf51i/9VfE2/RDwuj7K4gQIq4Bt5j9W5nkVdtCuiFsfFuJlLxdU4JWY0K87IP0lOKVeyfN3Y0q1dADaVewjViowpULfaGvp3gYL2/A4Znk6mIXpkfSjCN4jhwnG1rs5c0ZxOxNQyId5Tt1TdM0tKjuL4CFMflNyzSkqu4CALveOThaLnXo/FqbgsKKysZhVcRD6jY72akwZk8NiOa/C9uFlXdkPgv5HgUXAyzCjlFsxhd5LMW+KGyrUl0I/r4TFAwtzsAUTzl/l2uJz7no2yJrj6L/Q0b8G2yttxyzifuna+AMVeIdQ2zkC+lNdn78Pc7FPY6FA7sL23GX3BIOJByGvWfujD5w8lOs/FC7Mgv7f9IahvR/zNAHz3Ot3iBRH4zAstG4nZlzwEPAUlpvlISqw/8LCWNyHGUSNwfYtje7+HszLOyiPWiwE3kvd/ysdfz80oX0UbRBBP72Kopw4JWUJ4DcV4PE0fcSPpzLC7lDfgRDPmmFcPszLEISI/Atz0fhryfPDsM3HVI3Y/UFETsIsYE/C3POiCmcxBUs0uVSdW31R2UWqekMEdTgB07jejllDfxCYBtylqreFzb+oHkdjFtmTsIXmSezAmo2qDmXqtACzMCnnqhMGv3nYYvsPVW0Tkfdi1kULdACyY4vIVOBV7vYOVV0VEd/5WALeJhFJYQfPcwHFDlpfVufKHEFdSvvlYuCBgeyXHoMPIjIGUxKvKVOWwHKD3F8BPm/H4kb+rEzZGZgL7BkB6H8SQFW/WabsLcDVqjqtv/SjgIjcjMUK/k3J8wbgX8CJUe8xDhRR9aOwISKnlTxaXthXicjpWDK174TEewSWOLc5DPqVgoi8o+TRfaq61pW9Eni5qn6qAnzOBE5mz73VTaq6owK034vFGZ1U9Lgby4Vwqaq2BeUx1CEix2LebKVt8JvSOaqf9Edjhkjl6N8TlL7jEWo7R0A/iYXJKv1Gvys9ew1mHmFBRH6iqh8Mkf5kLQrv5tE3XKgdUdVyISgqQf8o4FjM2r0dkz+srBDtKkxx+HZMOVkQ0jVh3lFfjOrsFhQupMtR9H6nFepCdFWAdmhtcChARH4GLFLVn5QpSwL/UtWXRV+zQxNemD4E4QSGI1X1jjJlE4H3qupVA1AvwdyTdkXE75XAnzCL/KMw66dLtTem5R4x4EKqw3uwbNKKaV9vxKyRE8CbMU34r8Osg6vHgAr0RaQvQfUbsLhaXaq6rxheocEJ9M9W1ZYIeC1XF4vcCUNuxVyqwDw3Xquq/46gHiuxhJ9NIvJ9zPrq21g/vQxYqKqXhVyHQSPQ9/A41OEOYU9XQlAvItMxC9PHypQNA14/EMpJD49DEW7vPIleAeIzWibebAX5VWyuGEgeQw1ht3PU/cjDwyM8OOOFeiyk284K0IsBn8SSgC4Fvlls6CYit6nqq/r69x4eHuXhhemHGMQSR10ehTBdRBoxAe6TqtopIrMwl8wnVfWuCPg/DnxeVW8TkXFYSIk0lum5W6JJxPo0cB4WU3M58FJVfciVnQ18XVVnh1yHARfoi0gnFp/rbuxbFPBJLJZvu6peGXId+hLuXADcRgQCfdkzIdoDwC8KQidnlfohVX1JmHVwvIoTUq3HXOy3u/uRmBZ/Ysh1GHCBvkd0CFN44iwp/hnEYvwA+QiW4DM0y2URmaKq60OgWw10qmqs0rQPFUTVj8KGOxS/NSyFRtiCUNdXO8L0bgh7LIfdBmEiirniUJmPwpqvDxVEtGaGPZbDnu/Crn+o69qhoBir1JojIhdiwuingN+qS9rtyn6sqv8TrKbhQUS+hoWL+T1wKubV/0pVXebKK2KAGLbQfii3AfR8n49g4Zl/hoUZ+wnOABKT4Q1qQ7Ow30FE6jG51pFYiNr1mJdVgf77K+EZWCl4YfohhigOKY7Pa7HYV7uxOFgfwOIMPoLF4fqSqn435DrsUtURRfcJTKDeiAm4t0QgTO+pg1iW6Xp1g0oqlOX+AOowGAT607HY+TuAj6vqJve8CZitEYT9GSQC/Z7NiIhsBV5QWOidomubqo4Ksw6O1zLgHar6mBNqzy8KETAGc7cbGXIdBlyg7xEdwhSeRLiuhconKH0Rye2rGNAIvlEC+LmqvjtMPmEgqn4UNiLqp4HGslgIvr6QwoQzYQtzB+1YPgD6gQRkUcwVAz0fDfU2djzCFoSGTT+KbzTo57sDoD9k++lQUYyFveaIhfD7MHAL5mkswLmq2uTKAwujxULUfINeQfTnVfXZovIlqnp8P2mvB+YV1ffdwJeAV6vqwkoZIIYptI+iDcKGiHwLi1Wfx8LQ/hRYBiSBzwJ/V9XPVoDP6zBh9PVYYtur6I1Y8KOAtEN9BxH5jaOVA87HxsQ/3bP/h4U9DC2s1sEiMdAV8Dh4iMi+rIyjatMvAW9U1dvdgP0zcLqqLhALOfJnLJlPmNghRXHkVDUrIhdhQv27sCQFYWO3iCSdwPS3BUG6Qw020YSNCeriCTqB8n+Lyu7EYoiHCrVYZWeLyJuBe0TkF1j7R6mtm4UJ9I9lT4H+JcA3ohDoA0kReRfuIIkljylozRNE0yfBFs0/ichVWCKtvzvrcLBErddHUIf1IjJXLVREmj3npgQ2PjyGEA5EeBKA9up9FFfsECcWM70vVFWA/qn7KK4OSH47lsh0WR+0lwSkfyCIA+9w9Rh0iKofhQ0R+cI+ipMVoB/aWHZY62hIH+WB9wYRjOVQ22A/iAGlcfMff5MYAAASwUlEQVQPBlHMFaHzOAABWV/960DphzlfHwiCtnPo9MMeZ1HwCHu+i6D+oa5rEawHUWAt4a45H8RygBXO21cC/xGRM1R13T74Hgy+g4VpugIbt4+KyAWqeq8rPzwA7RHAtsKNqv5aRLYDt4vIBVSujS+iV2j/HSe0v1tEXq2qCwn2naJog7DxJmAmtpfeBlxbUJiIRVz4OyaQ7jdE5LPAWzEZ1CVYvP2t2Jp9uYjUq+rXArAI+x3OwQT/MeBtmJd/QWHyDuCBALQrDi9MH5q4GBMYl0vqGJWwbrKq3u5+/w2oVtUFAKr6hLN+DRt3Ae/CBIc43gq8W0R+iiWxCRt3Y5q/5ar6oZKyV2PJc8LGYBDoA6CqfxCR27E2WQSE6hlQwnswCPQfwRLHgB0wjwUKcYdPA56JohKuHVqwDdlJ2MH/WuA5LLfA1RFUYzAI9D0qizCFJ6MwL5K9Ekdih9G/B6BdjN8ACzEFTykqsRG/F0sWFca8uxBoLLZUKsBZj1XkICEi+8rrMNituqPqR2Hj81hdyyVRq4RSIGxBaBNmUbSgTFkKaA1IH8Ify6G2QcgCsijmiih4rCVcAdm9hDdfA5EIQsNWIIY9zqLgEfZ8F3b9w17XBoOiPijCXnPGAKsKN6r6RRHZBjwglqS6EmfNVwPHqOWeu0lEbsPOUe8skrn0FyuBecCDhQeqerOIdAE3Y9+oEghTaB9FG4SNYepi4DtvgJ71U1WXVUh+9gHgJdj8vwG4WVUXO553YvKAIML0sN8hpS5ZrfM2aCqiv855tw8aeGH60MQSzG3vb6UFYon+AruHHAA2ishZqvov4FVAl4ic4ATpszENWNj4H/row6p6iYh8OewKqOrb9lH8b0zYHjYGg0C/B6raCnxMROZgAuRKHJoPhv9ACvRP30fxI1gCzkigqncCd4qFGxqHuWkGTmJzEPwHg0Dfo7IIU3jyONZH95ozKykoxg4Un1HVe8rwSQEdAemvA96iLtRWGfq7A9D+BL2eLntAVdMiMjUA7WLMA76CHU5LkcRCuQ1WRNWPwsZy4Keq+s/SAtePLgpIP2xB6ALgBFV9pAz9bAXoQ/hjOew2CFNAFsVcEQWPsAVkYc7XBYQtCA2bftjjLAoeYc93Ydc/7HUtEkV9yAh7zVmHeUAvKjxQ1R+KSAemlKuEJ0sNRQoZVb1TRM4DbhaRSwkmLP4+Zk38YPFDVb1DLA755wLQLkaYQvso2iBsNIvIcCcruaS4wAmhK7LmFFly7y4I0gFU9VERCRpiNex32Cwio9RCw+4RX19EJgORyTIOBF6YPjTxW/q2NsgAocaFdrgCuFVEdmAHjo9igrv7sDhWV4RdAbXkBn0mONABThqkqtv2/1cV4TMYBPp7QVUXUbTgRcx7QAX65eAsDQaCb57yQrEoeA+oQN+j4vgEfcy5FRCefAmL61cO3cDLAtAuxn3ADGCvQy8Wn+++gPQXYMqjvYQzmPVjkHVplqre0Fehc3OtBBZh8UX/UlrgDtY/rhCfMBBVPwobNwNj+yjLAtcEpB/mWAazjCpr7auqaSpjMRv2WA67DcIUkEUxV0TBI2wBWZjzdQFhC0LDph/2OIuCR9iKn7DrH/a6djV9GMFVWFEfJsJec64BXkHJudZZXqcp8pIPgKewOOP/KqL/sIicA/wDqA1AO6N9JMxW1X9j8oJKIEyhfRRtEDZ+AIwGWsusn+cBQT0QAHaJSI2qdmIxxnsgIg3sQ3Z2gAj7Hb6ICwWrqg+WlJ1C8L1XReETkHr0G06zNQlYoKp5EXkFMBt4TEPM7O7h4eHhET1EZD5wnqp+pkzZVzFXwof7SbsJSyB9raqG5lIsIqeoap/x9kTkS6p6eQD6SQAXdqu0LA58UVX3FYt5X7QjSa4kIm8EWtwBq7QsBrxNVQfVZraAqPrRUEeYY9nROBFIq+pT7n4MFnZtJpbX5ZOqWi58ysHwGK+qm4PQGEiIyOnAbrW8IqVlApyqqv0SwkUxV0TEYzyQ15By3oQ5XxfROZ2Q2jki+qGumRHyiGNhUs/CwkU0Y8Lv653QKQjtsPcVoa5rItIMXKaq11WadlSIYs3pg+/xWB6Zi1U1kMWviJwLDFfVP5Qpm4nlA+tXvpqo9o+OV2hjrQ9+FWuDKCC9oXkRkZeyp6Lnv+XWo4Ok/zXgl2rhb0vL3g+8XlXPCcgj7HeItA8FgReme1QcbgBcrqpDQUPo4eHh4XEAEIvf+GNVva1M2SuBD6nqa/pJ+7VYwpxXY95O12Cbpop6+LjQQ+f2Yen4beACVQ0labOzEuxQ1X7FHReLTRh62CoRqQMuxw6hjwNfcZZdgx5R9aOwISL3sG+XblXVlwegH9pYdjQeAK5U1bvc/S3ARMyz8iLgSVX9n/7SdzT3EA6IyI2qen4QmiX0w26DfSXXLDDol2V0FHNFRDy+r6ofKbp/j6r+quj+r6p6QUi8A83XB8jjeOALqvrGCtA6FrPaG4XFwP6Pqi6tAN3Q18yweYjIcMzadxpmNdkETMAS3W0FzsS89V+iqn8ahPUPdV0TkdOAn2PxqN+nqpsqQTdKRLHmFPEagwn63oEZET4A/EhV/xyQ7hn7+5tyRg4HSDuq/eNw4J/AEZQfa6/AwgX2a6wV8QmlDcKGiFwCzFcXVcCFqGnGPIhqgU8Xr3H95NHnHt4pWAs5BgflO4Q9X1caXpjuUXFEsQH18PDw8IgWIrIRmKKquTJlCWB9BSxzGrBM8W8D5mKb8muAvwW1dHD034y5KJ6lqk8UPf8xcDbwclVdG5RPH7yrMXf8frkbuw3rq9iH235/D1olfH6Nfft/YHke7lHVS4PSjRJh96OwISLv6aPoBcBHgFpV7bfLd9hj2Vk6vkAtREADdgCaqaorxGJePqSqk/tL3/HYQzggIttVdVQQmiX0w26DPL3C+nJjWgMo3kKfKyLiUaow2aONw7S2DDpfF9GpBf4XmIPFE74CaAS+hQkFrtG98x0dDH3Bkry/E8tJswnroxOB64B3BxSchL5mhs1DRH4EHA5cqKq7i57XA3/EQgocAfyfqv5+sNW/iF5o65rr71cA78XCxe6RjLQSe4swEfaa47xYzsPG2dmY4uEG4GNY0tDA3jMiUi7vQTFUVaf1k3ZU+8fQxloUbRA2ROS/wCXamxB0h6qOdL/nAD9R1RcH5BHqHj7sdwh7vq40vDDdo19wA7UvJLCEPl6Y7uHh4XGIQETagLHlXOxEpAbYWknLFxGZhlljvRcTXDVWiO47gG8AZ6jqUyLyK8yi7+WquqESPPrgG9QyPYclYOrrMNTvg1YJnybghara5A6h96vqUIiZWhZh9aMoISKjMYHc+7DDxFWq+lwAeqGOZRHZCYxUVXWW7j9X1SlF5YGt5PYnaK00QmiDJ7BD4TVYCIe9rEHLKTsOkHboc0VEPEoVJj2HdncftjA9sGGQiPwGOAETfJ4DbMHia18DfFdVmwPS/wDwGeBNWhTqRUTmYoKmb6rqTwPyCH3NDJOHiGwCTtYynh4icjiwGniXBghfFvW+Iox1zSl+bgDOwCxNC6jI3iJMhL3miMh2LCb7bzGvgMfd8yZg9mAX5Ea4fwxtrA31NgAQkc2qOr7o/kFVne9+C7BZVccF5BHqHj7sd4hivq4kfAJSj/7iYuBXmCthKbwQ3cPDw+PQw9NY/LpbypSd5corAhGpwhLDzcOS15ZLENcvqOo1IpLCkuM+DByFxZUNHH9Z9u2mWxWQ/O6IDrR1qtoEoKobRGREBDxDQZj9KAo4d9dPAR8G/o4dkJ6tAOmwx/JS/n979x9yZ1nHcfz92Zwi2xJy9E+ErSDBCvQvsYRKJeuP0CQzo3RERCqZbJWRUdMIKSNBmxVhk+zHMNHhICklDKwE+4EmRZk50xEuTW3GJjS+/XGdg8en5/Fszzn3/fx6v2CM577Pua7r/n2f733d3wvOBW4BPgDcPZyR5NXMPZje4TgiyTt4MTgw8+9p9bTrZBtU1UlpeXAvpA3W9ifge8Btsz3kOEx9nCv6qGNmj6+p9gDr+Hw9dCZwYlXtTXI9bVDTt9XL5Ng+TB8GLq0ZOdOr6v4kl9EeAE0UTO/ymtlTHccAe+aY9wQt1/ZEgZk+1tFQF9e1JKfTUr38Dnj9UghMztD1NedB4FTaOn84yaNV9cyEZfapr/vHLo+1pb4NANYlWTvscT0MQg+sHfybVNf38F0vQ+fn62kymK75+gPw06q6Y+aMwc3EZ/tvkiSpQ9cC304bF2NntYGnVwFnA9uAzZNWkDaQzQW0H0X/pL2mfnFVPTZp2YPyh8GTh2kBrDOAi4AT0nLOThqAG5cncF45kHvWS5CyS13vR10b9A6/DNgC3AOcWlPIfzyi62P5cmBXkm8BB2k/gIfOox17k9oLjL4l+fSMv4uWc3NeetgGVBss79NJLqel/NgEbEty2rDX3Qo37lw0aeedPs7X64aByap6IsnzUwykA5wAzDXA6C9o57556+Ga2Ucdj9B6W981y7zTaeki5q2PdTSop5Pr2uBt83fRHsrcOmk7F0in15yqenuS42jr/1PAdUl+Rgscrpmk7GWms2NtmWyDh2gdFm6fZd6ZtIdCk+r6Hr7rZej0fD1tpnnRvCS5BNhTVTtnmbca+HxVXdl/yyRJXUmymZZP8yjaa8AbgBeAL1bV1ycodyvtleVjgR/T8shOI+A2s57OclJ2bRqpMQ6xnt2MH3hxsa6jrfSwH3UtyZPAKlragN/M9pkpBLA6OZZHyl9P6535l6raNzL9eGBfLfJB7vrYBiN1HU/rof5B4FFanutx56qXK2+5DEC6mzG90af5+noX8v+5incCZzGlwEaS56pqzp6H4+YfQvmdXzO7riPJJuBq2tslt488PDyHluv8c1W1fYLyu27/Vjq8riW5GfhkVc32tvmS0ec1Z+TBxvuB/wLfrarPTKv8aevx/nETHR5rM+paUtsAGI6vcC3tYdsdI+vnLOAGYHNV/WjCOnbT4T1818vQ5z40DQbTJUnSIRukPTiF9sPuaeDXVfXvCcu8k5ZDdmdVHZi8lVqJlst+1NcDjS6O5eWihx+krwTOpwXR19N6mX5/tjyhWrp62I/GDSy4q6qmkTpgSUuyhTbA5syHh1dV1TUL2LSxlst1bTkavI3/XuCCqnr3QrdnMej7WFtq22Cwfq6kpRJbUueioa6XYSmdrw2mS5IkSVJPkhyg9UK/Gbhvts8s9nRKWnjLofd+XwY9l99CC8w8hQ8PpU54rL28kY4MG3ixI8M0xpLpTdfLsFT2IYPpkiRJktSTpZxOSZIkaaUzmC5JkiRJkiRJ0hirFroBkiRJkiRJkiQtdgbTJUmSJEmSJEkaw2C6JEnSIpJkU5JK8tqFboskSZIk6UUG0yVJkha5JGcn+cJCt0OSJEmSVjIHIJUkSVpEkqwG1gAv1OBGLclNwIeq6oiFbJskSZIkrWT+IJMkSVpEquogcHCh2yFJkiRJeinTvEiSJPUoydokX0nySJIDSZ5Ocl+S9w3mvyRnepJ7gAuB1YPplaRGykuSi5I8MFLejiTHLcDiSZIkSdKyZc90SZKkft0AnD/4/yHgFcCJwMnArbN8/su0DhBvpQXVZ7oe+DjwA+CbwKuATwC/THJiVT017QWQJEmSpJXInOmSJEk9SvIM8MOqumSO+ZuA7cDGqto9mHYTs+RMT3IK8CvgY1X1nZHpbwR+D1xTVVd0sBiSJEmStOLYM12SJKlfzwInJ3lNVT0+YVnnAfuBXUk2jEx/EvgzcNqE5UuSJEmSBgymS5Ik9WsLcDPwWJIHgbuAHVX123mU9QbgaOAfc8z/2/yaKEmSJEmayWC6JElSj6rqtiT3Au8BzgA+AmxJckVVXX2Yxa2i9XQ/d475++ffUkmSJEnSKIPpkiRJPauqvcCNwI1JjgZ+AmxN8rW5vjLH9L8C7wTur6rnpt9SSZIkSdLQqoVugCRJ0kqRZHWSY0anVdV+Wn7zI4G1c3z1P8DqJOtmTN8BBLhqjvo2zDZdkiRJknT47JkuSZLUn/XAniS3Aw8A/wJOAj4K3FlVzyaZ7XvDfOrXJ7kbOFhVO6rq3iTXAZcmeTNwJ7AP2AicRQu2b+1ygSRJkiRppUjVXG8NS5IkaZqSHAl8iZYr/XXAUcDfgVuAr1bV80k2AduBjVW1e/C9NcA3gHOAY2n3cBkp9wLgYuBNg0mPAz8HtlXVH7tfMkmSJEla/gymS5IkSZIkSZI0hjnTJUmSJEmSJEkaw2C6JEmSJEmSJEljGEyXJEmSJEmSJGkMg+mSJEmSJEmSJI1hMF2SJEmSJEmSpDEMpkuSJEmSJEmSNIbBdEmSJEmSJEmSxjCYLkmSJEmSJEnSGAbTJUmSJEmSJEkaw2C6JEmSJEmSJElj/A9WyN7gjzLmAgAAAABJRU5ErkJggg==\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = dmslogo.facet_plot(\n",
" data_hiv,\n",
" gridrow_col='antibody',\n",
" x_col='isite',\n",
" show_col='show_site',\n",
" draw_line_kwargs=dict(height_col='avgfracsurvive',\n",
" xtick_col='site',\n",
" ylabel='immune selection'),\n",
" draw_logo_kwargs=dict(letter_col='mutation',\n",
" letter_height_col='mutfracsurvive',\n",
" xtick_col='site_label',\n",
" xlabel='site',\n",
" ylabel='immune selection'),\n",
" line_titlesuffix='site-level selection',\n",
" logo_titlesuffix='mutation-level selection',\n",
" share_ylim_across_rows=False,\n",
" share_xlabel=True,\n",
" share_ylabel=True,\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Write *DMSLOGO* in Comic Sans font\n",
"\n",
"Generate data to plot by creating the pandas DataFrame `word_data`. In\n",
"this data frame, we choose large heights and bright colors for the\n",
"letters in our word (*DMSLOGO*), and smaller letters and gray for other\n",
"letters."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
x
\n",
"
letter
\n",
"
height
\n",
"
color
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
0
\n",
"
D
\n",
"
1.422211
\n",
"
#E69F00
\n",
"
\n",
"
\n",
"
1
\n",
"
0
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T
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0.486186
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#999999
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\n",
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\n",
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2
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0
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A
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0.294371
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"
#999999
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\n",
"
3
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"
0
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"
C
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"
0.467294
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"
#999999
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"
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"
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4
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1
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M
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1.414926
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#E69F00
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5
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1
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T
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0.301875
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],
"text/plain": [
" x letter height color\n",
"0 0 D 1.422211 #E69F00\n",
"1 0 T 0.486186 #999999\n",
"2 0 A 0.294371 #999999\n",
"3 0 C 0.467294 #999999\n",
"4 1 M 1.414926 #E69F00\n",
"5 1 T 0.301875 #999999"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"word = 'DMSLOGO'\n",
"lettercolors = [CBPALETTE[1]] * len('dms') + [CBPALETTE[2]] * len('logo')\n",
"\n",
"# make data frame with data to plot\n",
"random.seed(0)\n",
"word_data = {'x':[], 'letter':[], 'height':[], 'color':[]}\n",
"for x, (letter, color) in enumerate(zip(word, lettercolors)):\n",
" word_data['x'].append(x)\n",
" word_data['letter'].append(letter)\n",
" word_data['color'].append(color)\n",
" word_data['height'].append(random.uniform(1, 1.5))\n",
" for otherletter in random.sample(sorted(set('ACTG') - {letter}), 3):\n",
" word_data['x'].append(x)\n",
" word_data['letter'].append(otherletter)\n",
" word_data['color'].append(CBPALETTE[0])\n",
" word_data['height'].append(random.uniform(0.1, 0.5))\n",
"word_data = pd.DataFrame(word_data)\n",
"word_data.head(n=6)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now draw the logo. We use the `fontfamily` argument to set a Comic\n",
"Sans font This also requires us to increase `fontaspect` since this\n",
"font is wider, and increase `letterpad` as the font height sometimes\n",
"sticks out beyond its baseline:"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = dmslogo.draw_logo(data=word_data,\n",
" letter_height_col='height',\n",
" x_col='x',\n",
" letter_col='letter',\n",
" color_col='color',\n",
" fontfamily='Comic Sans MS',\n",
" hide_axis=True,\n",
" fontaspect=0.85,\n",
" letterpad=0.05\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Subtleties of non-default fonts\n",
"\n",
"Note however that you in general may have difficulty using most fonts\n",
"(other than the `dmslogo` default) for good-looking logos.\n",
"The reason is that for a clean and accurate letter-height logo plots, the font must:\n",
"\n",
"> * be mono-spaced\n",
"\n",
"> * not have descenders\n",
"\n",
"> * have all letters go exactly from the baseline to the top\n",
"\n",
"You can manually edit a font to do this as has been done for the\n",
"current `dmslogo` default font; to see more information on this\n",
"look [here for details](https://github.com/jbloomlab/dmslogo/tree/master/dmslogo/ttf_fonts)."
]
}
],
"metadata": {
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}