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@fidelram
Last active March 6, 2019 07:34
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example visualization of marker genes in clusters
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Examples of scanpy visualizations\n",
"\n",
"This notebook gives an example of some of the visualization methods available in scanpy."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"scanpy==1.3.3+36.gb613088 anndata==0.6.13 numpy==1.15.4 scipy==1.1.0 pandas==0.23.4 scikit-learn==0.20.0 statsmodels==0.9.0 python-igraph==0.7.1 louvain==0.6.1 \n"
]
}
],
"source": [
"import scanpy.api as sc\n",
"import pandas as pd\n",
"from matplotlib import rcParams\n",
"sc.set_figure_params(dpi=80, color_map='viridis')\n",
"sc.logging.print_versions()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Data was obtained from 10x PBMC 68k dataset (https://support.10xgenomics.com/single-cell-gene-expression/datasets), filtered and saved using scanpy. \n",
"\n",
"For this data, PCA and UMAP "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"pbmc = sc.datasets.pbmc68k_reduced()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To modify the default figure size use rcParams"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import rcParams"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rcParams['figure.figsize'] = 4,4\n",
"sc.pl.umap(pbmc, color=['bulk_labels'], s=50)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### define list of marker genes from literature"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"marker_genes = ['CD79A', 'MS4A1', 'CD8A', 'CD8B', 'LYZ', 'LGALS3', 'S100A8', 'GNLY', 'NKG7', 'KLRB1', \n",
" 'FCGR3A', 'FCER1A', 'CST3']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### plot marker genes per cluster using stacked violin plots"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 259.2x360 with 11 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sc.pl.stacked_violin(pbmc, marker_genes, groupby='bulk_labels',\n",
" var_group_positions=[(7, 8)], var_group_labels=['NK'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### same as before but swapping the axes and with dendrogram (notice that the categories are reordered)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: Groups are not reordered because the `groupby` categories and the `var_group_labels` are different. \n"
]
},
{
"data": {
"image/png": 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VtEbziTuLEVrvQxtSSoi24xFNlHgi/OwHX8flcvVWJPKnwGtSyg1CiCellJ9N2klVJNJaystLmHnh+eytb8TrDxCJJoJaKGJgC3uJy05AYrebZGbYcTlsXRe6Tn5eEZUjS8nOzuq253a7mTouj6Xb9xB1VKTkizTj5MU3cdWsCw46XjmyjJzMGqL+dnxRO9KR32sGIeNR7EYzOY4gpcWFOBwHBvdcLhcVZSMw69sh4MUXk8QoQtiO3J1LBLRmcnQvngyDgpwMKivKDmozedIE2tp9OPxhOoMx9LCPYNwgFDW6/ZVSQsyPw2wj09ZJpkuQneEkO9PBaZMnHGQvN8fDpTMvYHddIx3eTsLROOGoQTgSxxbyEZdBkGCzx3G7dDIcTlxOG06HRq6ngIryqeTnHRwsLjx/Bhs3V9Pc2kEoopPhTHzPjrCPYDwGUYHAxG0PH2Qzw2mjeEQ5p02eePD3UlnOVVdeRmNLOx3tPjqD4e6gFooYeEw/ILHb7GQ4bTjtGg67TnZ2AYV5uRQV5vSa+ffEZrNhJrt1qotRFWVs2FKL4ffSEdExnUUI7ei3cOI78pFJKx5XjPLSEfsX9h6zSCSwFxgJbGAIDlGlVaZ2LOLxePcaNbvdjpbCNOiChR8yZ95y6iPlSMexSruDlCbu6A5GF0T58i3XUlZWesR27e3tLFuxhnWbdtDUHqI5nE3UUYEQia6NjHrJE3UUeQQjS3I57+zTmDBh/DG7PtFolNraXaz8aCO1e5poao/gi7kBgUOEKc4RlBZ5OH3KBCZOGJd0VmEYBo2NjWzaUs3GLTswJSAlo0eVctrkiZSVlfV5cD4ej3eP9dnt9n537QzDoLW1FdM00XWdgoKCQbn8JB6P84tf3s5dd/425XNDoRDrN25mxeqN7Gv20+IXeLVRCJsbKU0c0b0UOjsYkefm5PGVTD9jMiUlJQe29Qmx6lhBTQiRSWJLYwRYJKV8MgX3BjxTGzZBrb/E43HefOc9Fny4gfpoJdKRf9DrUkoyorWMygty47WXMXHC+KRtSynZvGUrc95eTCQmkVIyfkwpV10+s19bpmKxWPeAcVZWVtJBTDG0aG9v59W58/D5A4DkghlnMmXypKM+uHsLav1EBTUrOJHCK4Zh8PxLc1i0Zi9t+skIoSFjAUbat3LLpy9n6lRVB00xuEn3oJZWY2onApvNxk3Xf5LpZ9byyOMvI3QXnjyN737zW8dlfZRCoUiNtMjUCgsLpdL9VCiSY9WqVVJKebwmAFSmZgVVVVUo3U/FUCIajbJ29Qqmn3PeCX9vIcTqE/6mJ5AhN12rUKQDNdu389Kzzwy0G2mJCmoKxQCwfP4bTMuNsWXjhoF2Je1QQU2hOMG88fLzlPq2MykjyKKXHqOxwbpSUwoV1AYdiVpginQkHA7z5MP/QN/4DlXOCEIIznc0MOeff2bVsg8H2r20QQW1QcbPf/ZTQqHQQLuhsBApJSs+XMzj9/yaCS3LqXIeeHDpmuB8VzON7/yX//7jz7S1tQ2gp+lBWsx+phNm3MDn86W0j1AxeGlpaebVxx6hPLCDC11RjrYq4SRXmMrOdbw++05GnDqDy6+5LqWtfFYihLga+BRQBNwnpZzXdfxRIAbEge9IKQdlt6KvEnlVQggphLi463eHEKK9S/vzT0KID4QQS4QQv+pxjiaE2CSEuK3HscM0PoUQ3xJC1AohnmcYYtM0SyusHg/SYW3jiWDTuo947YE/cHZsM6Ndvdefc+iCc1ytZG58g3//7e6Ua9bV7qjBNPtWRr4nUso5UsqvAl8iIX+5nxCJdWitJKpdD0r68yhYSaLuEiR0PreTKOM9Skp5npRyBnBvj/Y3A7sPsXEkjc/ngEv74deQJhSNDfos7Y5f/mKgXRj0RKNRPnz1Kc5ztWBPsbR7sTPO1NBmXn/28ZTOu+/ev1BXV5dM00IhxMoe/45WYfr/gJ61kb7VVY26EbBGXOE40J+gtguo7NLmvJaERgHAWCHEBIAuqTtEovTE9cCzh9g4TONTStlEIr0dlmhCWPK0PZ7U7lYybL0RDofJlH0fG822QdDbnnT7UCjE+FydtcsXJ9O8RUo5rce/hw5tIIT4HfCGlLJ7oa6Ucv+F2QRYrOZjHf3ttC8BLiTR995HIhj9HnhACLFVCPGJrnafI5GBdd+tg1njcyDJctmHnVBwOuLxeIgXjcUX7VtX/aOwh+kXfyzp9vv27aNC78Tf3Pcy3vvpElW6AviMEOLrXWNpCCHuEULMJpGMvNbvNzpO9DeovQD8BViw/4CU8lkp5cUkgt2dXVnajRxeEvi4anweCZ/PN+hFeD1OnaZ664RXFAPHDV/+BhtyplIXSX4+zpSSZaE8xl56AxNOSb7iS25uLh1kYM/ov9aDlHK2lPJ0KeXXpZQPSCm/2HX8+1LKb0opb5ZSBvv9RseJfgU1KeV2YDEH9D3zhRD7ZaY7SMyUlADFJLRCfwB8UwhxJsdZ4/NIPP7Igyz9oG+6nycCKSUFDkldbfVAuzLkWbZ0yUC7gMPh4NZvfo/41I+zPJRHvJcJltaIYKE5mku+9H2mnXvBMdseSn5+Ppt8GqecqXQ/+72kQ0r5/6BbpakdeKlrfMwG/F5KWQdM62rzRSAL2MZRND6BscBtwDghxLtSSsvEIA3DwBzkM4sxKXA4lcp2f5l9/wOcfc6M3hsmySsvv8TZ58ygpKQkpfOEEMz6+KfYd8Z0Xn3sIaaZtWTbD5842BLJxBxzNl++/rP7S26nTIM3yOixJ/Xp3HSir2LGtRzSXZRSPtr1433HOO/RHr8eTeNzBcdJvUbaM8jMye+94QAhhGCXz+CKM84eaFcUh7Bu/QZOmXRqykFtP6Vl5Xzxuz/jsb/exYXsOui1hoiO+/SPMeuqa/rloxmPD8rS5SeaYbWjQGjaoBb1BfCHIuQmL2WmGEIIIZDi8KBjSHD0s8Boc3MTY4uymTd30I7fnzCG3Y6CwbpwNBKJ8OH785lS6OCFRx/k8utupqKyctAHYUXvSClZt2Yly99+ldPlbjik+znSFWfL0ld5akc1V17/uV61WPdjmiY7a6pZsfBdYvuqubbQy96Nb/PvHVsYd/rZnHnOeX1a89hDeMUA5kspn+46fgrwUxLbIu6SUm5K2fgJIO2DWiwWo6Wlhd07qmmr382qRSFsmmBk5Sjy8/MHLF33+Xxs27yJ2i3rCXU0I/2tjKGViz0Qi3Ww+r+/Z76jALungMLySsZPPp3KylED5m80GqWlpYWd27bgsOm88/orjDt1alKi0MOZ+r17eePZ/1Aa3M2FzvBRH1ITnQFCbct57e87yBl3Old9+qYjjq2FQiFWL19C7aa1xDqaKDTamOwMY3cJQFDljDAqvo2mxdt5/oO5kFVIbmklZ5w/k/LykYe/8ZE5mpjxd4Bvkujh3Q38b2qfxokhLcp57xdeqd1RzTuvv0KmLjGjIcxICGJhsmWIAhFkhAtMCQ0hQbuWSScucLjQnRkIu4uQ1Ln+818iJ+fAk3LRokW0tLQc492PTWFhIRdccGAma9mi99i89H2c4TZKpI9il8TWy4pzf0xSH3PQpudBTjE3ffW2g/QQrPZx3ptz2FOzFbs0MKNhzGgYzUh8joUiSJETvDFoNJz4RCaGzYnmcKHZXZg2B87sfK6/5dbuG7i//h3Jxxefe4amffuQZhwhJHZdw6EJdAFmLMLGHXs4dWwlwubAkBCNmxhxiRQCodkYc9I4Lr/yqm57W7Zs4f3572LG4wgkUppI00QgsWkai1etY9LYUeTm5GBImfjbhNb9P7rOLZ+/laysA7qxnZ2dPPnn27nA3YKeQsbdGoXdJedw45e/ftDx+XNeYe+ahYyWrYxwyaSz+KAh2RHNpC1rJF+47Yc4nc4+iRkf7edDUOW8rSTLk0P5yAp8bc2JA0JgCkFnVGI3DSKBxBq1oOYiIFwIRwaaMwPN7kJ3uqksLsPhOHhso+eNZAWevHw0ZwbRmAufESHLCOOxH/0CjZkSb0zQqbnBkUGWJ/ewjc5W+1haXkFnRxshvxchNITQEp9jTKKZJt6giRTg19wYuivxGTpcaA4XrowsRo4ec9DfY7V/AKNPGk9BYSEybhCPRYmEQkTCIaLhEJrNztRJJwMgbHbcrgycGW4cThe63Y6mOygsLj7IXn5+PiefOgUByHgcKeMgTUzDIBaNUFE5CgCbzY7N4UDoNugKkHSN1fYUmU60tWHaXITjkJnCndZhOsnyHC5nmOXJwdBd+GJ28mQURxK3uJQSf0wQ1FxkZGbtv3b6Kmbs379oHvAn/xedWNIqUzsa0WiUurq67pI+Ho+HkpKSPk+dW4Fpmuzdu5ftG9fSuKuGaEczBdFmsogkskk9HzOrCHd+MWMnTWXs+An90gC1gkgkQmNjI/F4HCEERUVFZGZmDqhPg51gMMjc558kuHsLk/TmIy7ngETwqY042OsoY+qFlzPtKNoFpmlSU72ddcsW09lcjyPQwjhbB54eduOmZEfYQbO9CHtuEaNPOY2p087q/q5SFTMGLpdSflEIcSrwIxJB7W4p5ZHK9g54pjYsgtpQQErJjpoaOv2JLVJjx40/qCujGNp0dnYy7/WXaK9ZzxStkaweQWhn2MHejArOvOhjTD1zekqTQx0dHXw4/20atq9Dj8cwAXteKWddfAUnjR9/xPJF6a77qYKaQnECCQaDvPzEv7HXbyBDxGnScpl86TVMO+e8EzbTne5BLa3G1BSKwY7b7eazX/0W9fX1GIZBbm4uHo9noN1KK9IiqNXW1jJt2vF68Ax9pEx+pkwxLDju+6wHkrQIaukkZnzn737L977zfdzu/ldbgERJmof++SC3/+IOS+wphj5KzFhxQmlsbrJUfKO9vZ1gVAm5KIYPKqgNMlz5TjZXb7bMXs2eGly5/dtXqBheCCGuFkI8LIR4WQhxaY/jj3Ydf0AIMWgvKhXUBhF19XXIUpMNNests1m7rxYzI26pmMuu3bt6b6QYsgxn4ZUhxyuvv0xNTc1Au3FU3nz/TWRFnOZYE52dnf22F4lEaA42EswPsGzVMgs8TPDzn/3cMltDhbXr1g7HMuvDTnhlyLFx8ybqGpNS2znhxONxdrXXojk0wiNDvLXgzX7Zk1Ly72f+RWelH61Y8ObSN4bjTWkZL7zwAg0NDQPthlX0qiY1nIVXDkIIcYEQYoEQYqEQYl6XDuierp8XCCG+3aPtbUKI5V3/PtHj+HghRFwIUW6lbwD2TDsNzYPzwtyybQudnkTQsWXp1Ozre0YZjUaZ/ehsqjO2YcvSEUIQnOjnz//+E3v2KiWoviCSW/c5oLzxzhvJanAcU01qqAuvWLako0ubYDZwmZSyoev3zwLPSCl/KISwAQ8LIa6XUj5HooTJFMANvMWBD+kGEinvp4G/WeUfgM2l0xnsf7fueLClZgsi/8CN0xnrm59bt2/lqblP4h/bgZ51oEyR5tAITvYz+/W/c3blOVxzxScHTAF8KDIU1vnNfWsuYyrHMGHChH7ZkVLOJnEv7+eBruPf75fhE4SVV/XVwItSygaALv2B7hFvKaUB/IYDZcCrgQwSaWxPrYILSWyavdxC3xI+IDHiMcvs+f1+Zj8yu/eGydgK+NCcB24cQxopnS+l5KmXn+JfC/9JYIrvoIC2H6EJ4hNjLA6+z933/4GOjo5++z1cMMzUvo9ksHKLYltbG67RDj5Y84FlNocqVga1UqC+lzb1QFnXz28Cm0hoEvwNEl1PYKuUMgA0CyFKLfSPkBEiFAtbZm/BhwvY3rLNkuBgGMZB34ZEpiRq/PgLj7Myvgw5Nt5rVqEVarSMb+Te//ylT5KBuk0nHLbucxwKaMLarNY0Te741R2W2ftw5YfEKwwavPssszlUsfKbqgd6GwcrA/YJITzA14BxwETgri4FquuBs7q0QCeT6IJaRjQeJWZaMxMtpeSjmjVoU+C1d1+1xOZBiNSe4ruad6IXJP91anYNf46PfftSuwlM0yQjx9Xvoo/Hm927d1tqLy7jKT1keqOjo4OGRuvGd/c07kHP1ggYgUFbsv5EYWVQmwNcK4QoARBC5APdaqxdY2o/J6ERagJhEvWagoCTxA78WcCo7gx0AAAgAElEQVQMKeUVwHnAVViIU3fi1K1ZMxgMBgnonegZGg3e/l+cOdk5mJEDF6Mde0pjXudOPg9RoyV9QcfbTUbGKqioqEjJT8Mw0DI0gsFBq2ULwM9+9jNrDQpJ3LRurV84HMbutFtmz5QmQghMrAu8QxXLgpqUso3E4P8zQoj3gWdIBK8bhRDzgXnA+i4F904SwW1J179/kND79O6fNpZSRgCxP0hagRbUGFUyyhJbGRkZOAwnMi7JtPe/UOJJleOIdxy4adwp2rzk/Ev53DlfIGN9FvHQ0S9sKSXadhvTxNl853++m/JkgcPhINgUorTU0pGBQY8NO3abdUEoOzubSDBimb0MhwsZlzg0x5CY1DieWLqhXUq5CLjokMNHHEmXUv4J+NMhhz91SBtrF/gZguJ8a2KkpmmUZJdSXb+VmdMv7rc9u92OiB+4GIVM/cKcMmkK48aM4++P3kdDVT16xuEBy7nJza1XfJFxY8f12Vcjagx4Fd4TjdUzxZmZmYSC1u3JrSwdxYb2tbjt1hRCGMoMqzn9mIyyp8GasRbTNBNdMJugZb8mQh9pbW3lhXefw1ZyYMayNbOFl994OeXxkYyMDGbNmIVsPfJ5BfaCfgU0hTVYGSSllGzbuQ0tQ6Mz6h/2s9ppUXroWEgp2blzJ6/OfwX/SC8rW1fQ8WQHn7j0GooPEd9IhlgsxtKVS1m4+n3aS1ux5WvM2TaHddvWceVFVzHmENGRY9HR0cFLb73E9vatRCdF0PQe55WbLG56n42zN3DZ2ZczPYkyz9FolNfefpVVe1eiTzjyTbMvu457/3kvN19zM8UjUv/7Ozo60G06O2t3MrpqdMrnD1UG4+B7PB5nxeoVvLdiPq1FzWhOjdC4AH964o9MKjuVqy65ipycwwVcemOo636mZTnvcDjMuo3rWLVpFc2dTfgyvIiREmFLBAUzYqLtsZEbz6PYU8I5U89hwvgJRxViiUQiLFu1lNVb1tAaaSZQ0IledLDauzQkcq/AE8ql1FPCBdMvZMK4CUcMRA2NDTz/xnPUhfcSHRU5Yjex266UmA2Q05bLWSefzeUzLz/sKR+LxXjlzZdZt3sdnSN92HKOrQ1qxiS2nXbK7SO54eobjxncYrEYu3bvYu3mtexqrKUl1kx0dBh9j50CWUh5/khOO/k0xoweM6j0P2+55RYef/xxS2wFg0F+/NMfc/XVVzPrkln9FuyJRCJ8tP4j7rv3Pu6++25KSkqSztxM02TdhrUsXv0BTcFGOvN96MXaYddZPBDHXucijzxOrjyZi8+7pHvIIAnhlc+T2HXwhhDiaSnlTV3HHwR+SJfup5TySLqfA17OO62CWmNTI0++9gQt0WaC+QFsRTqiF01N05CYjZLMjizKPeV84dO3dhdolFLy+AuPsbVpC4GiTmyFelJZmDQkch9k+3K4YsaVnH3G2d2vLVyykLlrX8c4KYZmS23cLN5iUtAwgh9+7YfdcmzBYJA/PfxHvFVt6L0Es0MxDYl9u4Nrz/k0Z51+VvfxrdVbmffhPDrC7XTGO4lkhaBAorsPt29GTOItJi5/Bplk4nHmctap0zln+oyUfEmVjo4OvF4voVCIYCiIP+inM9iJr9OLt9PHh+9+yPmXnYcnKwdPlocsdxbZ7mzcGW7cbje5ubkHjQuGQiE2bdnErvpaWtpbCBthIvEIoViQECEiI0KIsIarI4MM3U2GPQOn7iTD4aaksIQxFWOYMH5Cd3CSUrK9ejtbd2yloaWBUCxEJB4mFAsSJkw4J4SWJxD1Gs5wBm6bG5fNhcvmwuP2UFk2iimnTDlIrX3FmhXM+eB1/HletFLR67W9H8MXx1mfwZjssfzPzf+Druu9BTWl+zlY2FK9hYZwA7HKCPbs5P40zSYQZRBw+ajdFaWpuYmqUVVAIkvZVruN4NgA9rzkPyphE1Au8dHBus1rDwpq22u3Ey2JYLOlrrSu5Qu8e9sJhULdQc3n8+HXfWie1MdoNJsgWhyhemf1QUFt0bJF1Pn2EPaEIF+iZSa0P49ow6mhlWvEwhFa20IEvUHe+/C9g4LawoULaW7u37hjUVERF154YffvD/3zQRoaG9GdOrpdR3fo6A4N4RAIG4yeUUWdv466tjrMqIkZNYnHTOLROEbE4OSJJ/O1rxzYx/3RujW8PPcVnLlOcJrEtBhxp0E0N4qem7CPhFB2kKAvgCPsQA/YsQfs1Nbt5P333+enP/gpeXl5QOLaeeLZJzCdcYRbEBMxDGeMWE7Cni0j8f3LKknA5yfg78QRdmAL22j02tm0ZRNtbW186uMH5s7Wb11HZ54PrUykNMNp8+hEtRC1W3bsXzRdKIToWSr6IDFjlO7nwNOz++n1enl/yQKq66ppi7QRzO1MpOf6wReBGTVhnyAzkEW+q4DJJ03m3LPOw+VyHdQuEokwf9E8NuzcQFu8jfCIILa8I2dsMi6JN0iyvNkUZRRx0fSLmDxpykFtDcPg+defZ2P9egKlndjyeg9u0pCwR6MgXMj1V9zA2NFjD3p9w+YNvPLey7RntiEqZFJPcKPVIKvBw9Sq07n2ymsP6/4YhsHuPbtZv3U9exp344148UsfkRFhNIdAmmBrspMVyybHmUNJfgmTx09h7JixB6nHD1Wi0ShtbW00NDawfdc2AqEAAIV5RYytHMuIohHk5uai68k9nLrtNTVQvWs7zR0tCEDXdEaPHENVeRVFRUV4PJ6jBiwpJavXrmbhqvdpjbQQKOxM9EaO0j4ejKPX28k18hhXNp6rZ12N2+1Wup9DgaNJ5BmGwaYtG1m0ajH1wToiGYmtPe5gJqPyqrjorIsYM3pM0uMZgUCAD1d+yEdb19CiNWOONhC6IB6Ik7Erk7LMci448wJOOXlSrxd7NBpl3qJ5rN66ivbstsSY3xHGRVy73ZS5R3L1zKu7M8gjIaVk67atvLn4DRqMBoxRETSXdlgb9gpy/flMmziNi8+/5DBV8WPh8/lYtnoZoUgIXdOZNmVanyZbFP0nGo2yYs0Klq1fRnO8kdjoCJojsfha1kOuN5+TysZxybmXMGLEiIPOTXeJvLQOaj0JBAJ4vV4ACgsLU7qZj8SevXsSRR2lJCfLwzUf+2SfBsqllGzYtJ7XFrxGW0kzWoGGNCX2bU5OKZzEtVdel7IKent7O8/NfY4doWriY2OJleYtkN9YwDWXfJJTTz61dyOKIUNbWxvPzX2OsBFCmpIZU8/lrDPOOmoGp4LaECAdxIyllMx5Zw71TYmaAB+/9OOUlZb1ctax2Vq9lfkfzkMIwcjiCq6+7Ophv9pcoYLakKCwsFBWVVUNtBsKxZBg1apVUkp5vBbeD3hQS4vZz4HS/TRNk6amJkpKLNueyvPPPMMnPvUpywbbo9EoPp+PwsJCS+wphj5K9zONiMVilq4M37NnD3/49a8tswewbMkSS2vhf7BgAf/8y18ss6dQDHaGVVD798MP89FHH1lmb+vatVQ6nZYoP0FiXK3Y6WTzmjWW2DMMgy3LllEWibBzxw5LbCoUg51hFdQCXi+dFqqf11VXMy4a5aPlyy2xt3XTJioiEfZu2dJvW4Zh8Njs2YxpauKkaJS5//oXjRZlgIO9QCQw7Dd19wclZjyEyLLbabfohjQMg1hLCwW6Ts26dZbYXPbuu1SYJvbmZvbV91YZ/eg0NTby0B/+QNn27eRoGpoQnObz8dJf/8qyRYv67eePfvSjfts43vzwhz+01F46TKglixIzHkLEpUx6BXhv7NmzB08ggBCCmAV6moFAgNi+fWhCMDoWY8GcOSnbMAyDOc89x6v33MOUxkZyeiwq1oXgtGCQ3S++yCP33ENra+sxLB0bK9Xejxd90V44Fg899JDlJcKHAErMeLATiMXIO2R1dV9pa24mw0goDJkWiJDMnzOHUYHEVhyHEPh27SISSb4y6s7qah68807EwoWcGg5jO8p6tArTZHxtLS/88Y+8/eqrgyID8XZ00G7hsMDxYF9dnaViM1JKnnjsMcvspYgSM06W/ooZCyHuEEKs72r7vhCif6tPD/VP17Edsrezr+g224EFOf0s+Of3+6lfu5bsHnZGd3Qw9/nnkzr/g/nzWfDgg5zR2kp+Er7YhWBKKER43jwe/dvfBjzzenfuXF5L8m8dMCwUXYFEJjl/wQJLbaZAWosZWxbUeogZ3ySlvJBEX1yQEDO+lISoyhlCiOu7TvkmcG7X8Z4qGT+VUs4E/kmiT28dpkmkKxvqL5nZ2cS6siGtH11a0zR56v77mXhIF9aj6/g/+oiNa9ce8/y2tjY2v/kmJ0ejKe8WGAEUV1fz1iuvpOq2pQRaWpAWfS9DBV3XMQdpN15KOVtKebqU8utSygeklF/sOv59KeU3pZQ3SykHrfLOYBQz3k82Fpc3ydE09mzdaomtWCSC1tV164902mvPPsvIvXtxHiHDGheJ8P4zz+A7xphdMBjE1Y/xoywh8Le39/l8SxgEXeBesWgstifmUPi7hyCDSsy4i98JIT4gUTb4OQv9wwwGiVq0pmzLmjUUdAUiVzDY59nKho0byT/6xmMm+P0sevvto54/cuRI9EmTaOjDns6QabIuN5crPvOZ3hsfRzILCyHFTfsnGi0eJ5rCGGdv7N2zh0KPxzJ7igMMNjFjSHQ/zyMhZPxbC/1D2GwIC564Xq+X5i1bcHUFtdGxGHOffrpvg+4ZGcd8YrfqOiN72dd601e+Qs4VV7A2M5NwElmjlJIaXWfvxIl8+Sc/6VMdeytxZGdjdw9uFSS7rhO2sIvcWF9Prt06yT3FAQabmHFP2oF8C/0j7nKR2899mn6/n8f/+ldO9h/oGduFoHDXLp7/z39SDmyfuPVWNh4lS/GbJtGJE5k67dgFFYQQXHzFFdz8k5+wa8IEdh8jcPtNkzUFBUz7ylf4/Le+1V26fCDRdB1hsQSd1YRNE0++dZfj2AkT2DfIBaGHKpZtaJdStnXNmjzTlXRFgZdIiBmfAejAS1LKZwGEEPvFjHXgH1JKs+u83wkhfgA4gO9a5R9ALB7v16D+tk2beOfJJznV58NxSHevGGhes4ZHWlu58WtfS1oXs6y8nMwxY4ivX49+iM2dbje3fin5uRKPx8Ott93G+++8w565c6k4JGuLScmOykq++t3vYh9EWYKUclAsLTkW/blujkRBQQGdKqgdFwaVmLGU8g7gDit9gsTC1rdefJGC1laavF7ecbu56PLLky4UGY1GefmJJwhv3MgZx5hlLAKya2t5/Pe/54wrr+Ts888/pl0pJSuXLKFz587DAhrAyFCIJ+6/n09/6UspdREnn3kmL73zDhwyBhSWkrLRowdVQDNNk307ErXzTdO0XDTYKqzOJAdzXbuhLpGXFqWHjkRzczOrP/yQuu3bMVtaGBUIUKZpEI3S+tZbPLpkCY6iIsZOnszU6dPxHGXQtqmxkeceeIBxLS14NA16uRhdmsbpnZ3seuEFtm/YwE1f+cphkmrxeJwPFyxg05IlFLa0MOUoWUq+ELhranjud7/DNWoUs669ttcyR62trTx1331MDYcP8zVb06hfvpxlJSW9BtwjEYlE2LB2LVkuF/Pfeovp557bJ6X2cDhM9bZtbFy5ko49eyhra0OTkod//WtyR47k5DPPZNzEiX2W3Nu/aNkwjH7L2e23421vZ19dHePGjet3QAqFQixdtIgMh4OdO3YwqqpqsAXz64Dn9kvkAU93Hf8OiaVYGnA3cCSJvAEnLYpE7q98Gw6HeeOFF2jZsQNHRwdlkQjZx+g2SClpN00a3G7MvDxGnXoql159dfcFZpoms3/1K05vbz9iJtUbHVISOPNMPn3rrd3HdlZX88bjj1PR2kpRChdyTEpqnE4yJk7khi9/+Yg3ViQS4eE77+S0jo6j7igA2Ga3c9rNNzPlzDOP+Ho0GmVHTQ27tm2jZd8+jECAWCAAgQAFwSAlQtBmmjS63cTdbuyZmdjcbnKKihg1bhxjx48/qAS5aZqsWrqULWvWEG1vR/r95AUCjNA07If4aUhJk2nSlpmJyM7GkZvLuKlTmX7uuQdtcYvFYjQ2NtJYX09zfT3tzc3EgkGMQIC430+e30+bx4Pd48HW5WN+UREjyssZUVpKcXHxQfaklDQ3N1O/dy+Nu3fT1tNeZyclfj9Bmw1vVhb2rCxsbjfOrCyKSkspqaigvKLisAejz+djZ00Ne6uraW9uxgiFMLo+x+JgkDwh2KNp+DMzsfWwWVxRQeVJJ1FZWWlJUD6UJIRXlETeYGHx/Pm0L13KJCHQhOh1bZEQgnxdJz8Swdi3jxX79lE1YQLjxo8HEjeOLRLpU0CDxEK7fYdsoF/01ltMbG3FneKT2S4EE6NRVm/aRHt7O/lHGLRuaGggz+s9ZkADGB2NsmHlyqMGtUdmz2bP9u2M1jRKTJMcXT8whtjld4GuUxCJQCSC0daGzzRp3ryZ1QsXEsvM5Ld/+EO3vY3r1/PmU09xppTkaV3Cu0f5bmxCUKbrlIXDyFCIjoYG5m3dit3p5MyzDsj4/eb22+lsb6fQZmMEUGCajNA03EJ02x8ZCGB2dhKQEl88Tq2us0xKWuNxRo0Zw/d6bMxf9N57PPvMM4yw2ykTggLTpFjTyNhvT9MSuwp8Pkyvl07TpENKNuk68+JxWmMxfnPXXd3FOGOxGLf//OfkSkmlEBR1fY72Qz7H0VJCZyfS7yfY9ZBdv3YtrxsG02fM4MbPf/6Aj4sW9UtqsKioiAsuuACURN7gZ3+mJqVk0/r1rF64kFBzM5k+H2WGQcZRAojfNKl3Oonm5JBVUsK5l13GqEOWTyx8+22q33mHiZFIIlAmSdA02ZSby6e/8Q1Kyw7s9gqFQrz82GN07tzJKL8fTxID0HEp2atptBcUcPYVV3D69OlHbCel5KmHH8a+efNhkwT76TRNtuTn87nvfIe8Y8zm7c+E6nbtor62ls62NqJ+P3GfD01KJCCysnB4PGTk5FBaWUlZVRVlZWWHyQxCYhnM2hUr2LV1K9GODqTfT0EgQPH+BxCJxahNpklrZiZ4PDhychg5fjynTZ/erad56N8bDAZpb2+nqaGBpr17aW1owAgGEwt6hcCelUVRWRnFI0dSUFREfn7+Mbu1oVCI1tZWmhoaaNi9m/bGRqJ+PxgGEtCcTlw5OQmbFRUUjRhBQUHBUTOqUChEQ0MDDXv2UL9rF8GODiJeL/FgMJF26Dp2jwdHdjYFxcWUjR5NSVkZhYWFx61LqiTyhgBHEl6RUrJ3zx5WLV5M044deFpbKYjFkECD00lsxAjKJ0xg2vnn91rqendtLW889RSFjY2U9/J5GVKy3enENX48n7rllqPeQIFAgEVvv83ujRvJam2lKh4/LGj64nFqs7NxlZVxzqxZjJs4ManxnCXvv8/at9/mZL8fZ1d7KSU1djv6xIlc94Uv9LlcuGEYSJmQ8+tP1ygcDrN5wwbWL1mC2TULKFwuJs2YwaTJk/s8nqboHSW8MgRIRk1qy8aN1O3aBcD4U0+lorIypffYP1O58u23qWptJe+Qp6iUkl02G4GRI7n65pspKS1N2vb2rVtZ8Oqr5NbVkR+PY0rJDo+H8tNP59KPf7xPN7jP5+PJ++9nzN69ZAnB2qwsLrzpJiZNmZKyLUV6oYLaEOBESuQZhsHrzz2Hf/VqxnXtuYxJyXqPh/OuvZapRxmnSoaPVqygsa4OhOCcmTP7vdLfMAyefeQRwp2dXPaZz1AxalS/7CnSAxXUhgADofu5ZsUKPnj5ZZxCEHU6+dy3v01ubu4J9UGh6AsqqA0BlO6nQpE8SvdzCDBQup+K4cO++n3k5ecdcWZ3qKF0PxWKYY6Ukvv+Opu35h69BFQ6IYSY2VW9+gEhxMyB9idVVFBTpCWz/3F/v20YhsHyZSv54533kmeMYtOS3dz/t4fZUbNj0G/A7ycSCJConjPk1GbSovupUPSko6ODpUuX8rX//WrKa+m8Xi9LPlzG9k078LUF0IJusm0jEXpiOCe22+Cp2a+jZ8XJK8rm9GlTOO2M05IujjBEWCSlfF8IUUxij+etvZ0wmFBBTZF2rFm9lpHZE6iurmHixAlJnbN7926ee+JlQu0GzlgeGbYCckUhHFLQRNds5FIGIYjtMplXvZq3X1lIUXkut37llqEy5nbMbVI9VKPaSWRrQwoV1BRpR/2efXjshdTtrU86qG3ZuI1gq4GHEmz25LIuITQ8jkJCYRd1u/bS3t5OaQqLrgeQll62SV1HQk0qB+h/P/4Eo4KaIq2QUtJQ10imo4StG7dx6ayLkzrv8itnMeW0U3n7jXfZt3sPMZ+ORxuBrh35FokYIYK2FjJydcafPIZZH7thUFQRtgIp5YvAiwPtR185oevUhBBVwJ+klJ8RQpwEzJZSXt712q+BHcC1JJ4QALmAJqU85t6egVh8qxh8RKNRHv3nY3hrJG49F7/ZxKipBdz4uetT2hwupaS2dhfvvDGfpl3t5Jgj0USi8EDYCBLObGLcKVVcdsWlR9xoP9hRi28tpGdQ6/r998BqEmW9HwMulj0cEkK8BDwspZx7LLsqqClWrVzDm6+8iyswApftQC23YNyL4WnnuhuvYcLE8SnbbW5q5sG/PUpedDSxeBRZ3Mq3vvu/g3Ji4KM1azl18qReJ0fSPagN9JKO3wLfB+4BfnJIQPsS0NRbQEs3Xn7xFaL90PEcTkgpWbNqDX+8817efupDcsJVBwU0ALeeQ3bnKJ7/55vce/ff2bolNd3XohFFlFYUIaUkEGvnik/MGpQBDeDBBx5i587agXZjwBnQoCal7AQeAUwp5dL9x4UQo4BvAz8YKN+SIR6Ps6t2l6U2589/j1qLbaYjmzZt4Q+//gtvPrGEjI5yPHrxUcsyCSHI1cqwNY/g+Yff5o933svu3XuSfq9QIIwQAqeeSe2Owblsy+fzMSKzgqUfLB9oVwacgc7UAHZ2/QOgS//zX8C3u4LeoGXJB0u55w9/IxwOW2bT7cyiqaHJMnvpytP/eZ6szgo8thFJawYIoZGrl5LRUcZ/H34i6feKReMAOG0ZtDS19NJ6YNixYycOI4f2Fu9AuzLgDIagdijfA1ZIKT8YaEeORSgUYsHbHzAq4zQe//dTltn1BtqoGqNKBPXGldfMwuusJWC0J32OlBJ/rAWfezefuuETSZ/ndNmRUhKKdVJWUdb7CQOAx5MNehyb3Vopv6HIQCzpuEAI8W7Xz28Ba/a/IITQgDuBNUKIBV2HQ1LKK6144/0VW63g3w/9l8xQGQ6bi+aaRpZ8sIwZ553db7uRSLhPCk3DjRnnncP0s6exYP77LF+8BkdnPhm2IyuCAQSMdsxcPxddei5nzzgrpdnQ8aeMZXVtLVGHlzOnnW6F+5YzatQoArQyubLv9fzShROaqUkpa6WUxVLKWV3//iilfFdK+ZOu100pZYaU8lwp5cyuf5YENIB/Pvgvli/t/5hDU1MTbXtCOPTE6nGPVszi+Uv6bRcgz1PI5o2bLbF1vLjzN3dhGIZl9qqra9i8aUvK59lsNmZdfik/vv17FE9x4jeP3DX0yn1MvKCUH//ie8w475yUa/+fOf0MonYfzizd0pp5dXV1ltkSQmDKOHbH4NF0HSgGY/fzuNHc0kxbe0e/7bS1tUHs4IsnHrNmJjvbmUdNda0lto4HUkq2bd/WL1WjQ3nr9Xd5a868Pp+v6zqf/+LnGHdWMV65r3uzuZSSdrmHsy6bxDXXfrzPWXpeXh66S+L2WLcFqrm5mdt/eYdl9jas34hHK2bbphrLbA5VhlVQc7hs5OX3r0Q2QGtLG7o4RKDYMC2ZMPCGWzh1yin9tnO8EEIQjoQs3Q6UmZ2Bw9X/saBP33AtV958Ae22nRhmlHbnTm762jXMuvyS/jtpMygtL+6/nS5ycnLoDFijMhcIBHjtxTfw6CMINsVZtmR4z4CqbVIp4Pf7mfPqm9Ss30OOveKg19yRYu656z4unHUuM8475yCh3GQJh8MEw0ECgYBVLg8J8gpz0L3WjHWefsZpFBQW8Ktf/oo/3/sny7qL3kA7408+yRJbAA6Ho9/lizo6Onj7jXfZtqGWrHCikoiHUua9uIzlS1Yx68qZTExSgawnPSTyDGC+lPLpXk4ZVAyLoGaaJq2trdTX7WPrlm1MmDCBnJycpL5s0zRZvmwlyxavwN8Sxh0rItdWedjaZofuwh6qYvFLG1j49lJGlOfzsY9fRkXFyCPalVLS3t5O7c5atmzaTktjG/62IOOzZrDgpVV8MH85nrwsqsZWMn7iSZSXlw/4ok/TNGnpEmfetWsX5eXlfZbJM02TtrY2anfW8tGq9USjUZYvW8HoMVUUFBT0S/OyrKyUzpDfWs0IISzV4TSPosvaGx0dHcx/531qq3cTbI/hNgrJs1VBj2dojijF3Gfy0sPzEFlvUFiSy/kXz0glwF0HPCelfEMI8TQwpIJaWmgU7N8mtaNmJ3Nem4su7BjROEbMIBaNEwsbCMOOI+7BlDFi9gDCHsfutGN36NgcNnSbhhRxPvf5m8nNS9wMhmHwxzv/gujIJstWkNITL24a+Ghk3Onl3Pi5z3QfX/LBMpYtXknQH8GMaOhRF257Djbt8AFeKSVho5OICCAdEZxuG9n5mXzpq58/SLdzwYIF/VbunjlzZvfv8959j00bNnd9jgZGLE4sahCLGBCz44x7iIpOTHsEu0vH7rBhs9uwO3RM4hQVF3DDTdd3f17NTc08+9TzyLhGNBIjFjaIRgw0w44Wc5LlyAMEndF24vYw2GLYnTbsLhsOpx20OJ++4TpKy0qS+nt27NjBPb+/j7v+9Cs8nqPPiKbCHf/3a2ZdfinnX3heUu0Nw+CJx57E6/WhCxua0InHTOJG4rOMhGKEgmGyctw4nHZsdh3dpqPbBDEjitDgrLOnc9Y5B0XaF/oAACAASURBVFTpX3nxddYv3YrbKMJpS37zvCnj+OPNaLkRvvfj23C5XLuAnrMqB5UeEkL8FHhNSrlBCPGklPKzSb/ZINgmlVaZmjvTTWlpKd4OH5DYaiRNMO0mhmkQ1bxIKZGaid1uw2bX0O06drsNZ4aDvIJcbPYDH4kQgqzsTLz+CIYZw64nnylF4kFwxvDkHLw8Izs7qysIxIjG4phajFg8gi5shwVNU8aJmVGk3UDTwebQycrOPCxj6BmQrCA/P4/i4hH4OvzdV5FEYsZNDDNGWG8DKdHtGja7DZu9K7A5dLKzcxhRfPCCWJvNRkFhId52H9KUSFNimiaGNCCu0xlNTN6YIga6gd71vdhsOja7Tk5+Lo4UZvU0TUNiWppZSSSalvxDTQhB+cj/z955h8dVXXv73dMljdqo23LvvWBjbBNsSigmtGC4EG5ySXJDSPlunISQEELCJUBCIIRAaIHkUkw33TbuBRtX3Kts2epdI2kkTZ9z9vfHSEKy2ozmyJLleZ9Hjz17zlmzZuacNXuvvff6DSYhPhGX043b7UYIBUTTXS/AEmsCAQajvtWfEVtqMmaziWRb283yCQnxCKPE63NhkhaCK6C6x6d4UQ0+4q2xzWmRLksPAcVANnCYczDvPqB6al3h8Xjwer0AxMbGYjSGfpOUlpSyYe1mSgsr8dVL4mQaJn372nmN/jr8ZgfWZAvjJ4/hkksv7rIcjc/no7i4mONHT1BwqghHTSOqEvw+LHFG0jJTmDB5LCNGjsBms2m2xi4SAoFAy9Ap0uGwx+OhuKgYh6MegMTEBLKHZEdcaFFVVb7z7e+w9I2lEdlpzW9+fR//ded3mDBhgmY2e0IgEGDfnv3s2bWf2qp61EYj8bq0NiWSpJQ4A46Wa3H46CFccunF2Gw2oPsN7a1yal6CVXDfDMPFPu+pnTdBTSsqKipYt3oj+SeKEfVW9Do9AZ0Xky3AjAunMP9r83qkqB5FW+rq6jTNqR0/nkN29mCsVqtmNiNFSsnpU6dZv3oTlUW1CMWIioI5UTB77kzmzp/T4Q/EQK/SEQ1qPcTn87F3zz5UVZKYlMCkSf13GUaUgY/b7W4ZiXQ3CTbQg9qAyKnl5+cza1ZvfUdRogw4Zva1A73JgAhqA0nMeMmSn/HYY39pM7sZJXwCgUCPl5sMdKJixlHOKrknc2lo0Gal+fmKlJJbFi/u/sAoA5JoUOtnxFjM/T6o7dq5s69d6JJjR4+iU32a7k/9218fJy8vr/sDo/Q50aDWzzAa9Ljd7r52o0t+ec89fe1Cp7jdbv71/N+ZaAvw1OPaVRM5nXuSfXvO7z2V5wrRoBYlbExGI42N/a8ocUV5OQ/cu4SYhnxMeoFacZQ/3HcP9fX1EdktLy/H4HOw/fONKIqiia9SSg4ePKiJrShtiQa1AY7T6WTTpo2a2XO5XKQmxHDyxAnNbGrBqpXL+dPvfoG1MQ+zITjzH2sAfdVRHrjnp+zcvq1Hdl0uF0888iCJai36unyefvLxiDeiQ3Dh8c+XLInYTm8ghLhWCPGSEOIjIcTlrdpfaWp/QQjRb2eyQg5qQojhQohlrR7rhBAPCCG2CiE2CSE+FEJkt3r+TSHEi60eLxRCPHGGzduFEDuEEFuEEMub2v6r6fEOIcTjkb29cw+dTmhagLG8vJwXnn9BM3snT54gzRJg397dmtmMBL/fz2OP/C/r3vknKdKO/oytTEa9ICVQzjsvPs4L//h7WBvJc0+e4P57/h8xDafR6wRxRknF4c/539/9JuK8Z0lJCcmJ/bPCsZRyhZTyB8B3gVtbPeUmuA7NTvM+xH5IJHPe3wMGAV+TUsomBSg9gBDCQlCIOFMIoZdSdtZn/zVwoZTSJ4Ro3uj2ppTy1SY7G4QQQ6SUoUv/nOPoRLCkt1YUFxUSH6fdj+rxo0dIMKlUlmlXtdXv96OqatjLWBRF4aHf/YZA2SESjV0uNiVZ7yJv1yqeqHfwq/se6HJxqsfj4V8vPkvugR0k4UCn/+rYOIOCr2QfD/zyJ1x+7U184/obe7R97WTOMeJj+qxKbaoQovUaqDYb2lvxO+DFVo9/IqVUhRD/A1wD9Ev5ykiGn98CHmvW6pRSFkgpm7XdrgFWAOuAhV3YsABzmgJfbZMdP4AQwgA4CP4qnDeYDHpq7Nq95dycY8THaBfUykqKMBsEXpdLM5tvv/kG/3zh+bDPe/P1V/GXHSa2i4DWGqtRpfL4LtavWd3pMTu3b+O+JT+iZM8qbKIeXQcBy6QXpCgVbPngZe6/52eUl5WF7XtpSTFmg9AsRxcm1VLKWa3+2gU0IcSfgM+klC1r2qSUzd3cSqB/djOJLKhlAWUAQoi/CCG+FEJ8p+m5bwLLCNZhurkLG3cAS4BcIcQDzY1CiF8BJwC7lFKzu0dRFE3yIc34/X6OHDmimT2Px0OMXuXY4QOa2ayuqkCo2o0UHDXV6ISgsb5Ws8+ytCgfR014soBut5t9OzYTF2ZnJ9HoZ9Wn73cYTN5563XefvFxkn0lxBi7vzXiDQFMNcd59He/5MjhQ2H5UVVRTozwU1paGtZ5ZwMhxI+Bq4HFQoi7hRCvNLU/KYR4DrgB+LQPXeySSIJaKTAYQEp5L/APIKFp6Hkx8CrwHHC56KRGipRyj5TyZmAccIkQYlxT++PAGCBdCHFRBD624dE//i/r1qzSyhwrPv2YR/9wH7W1ocu0dcXK5Z8Q66+l+PRJzX7BfV4PAZ9XkzxdYUEBdeVNnfHGctau1uazbHTU4GoITzvin889TYyrZwHB0FDM22+81qbt6JHDbF/9ATa9K6zhpF4nSJXVvPTMEy17L7vD6/VSWVJAHC4++eC9sHw/G0gpn5NSzpBS3i2lfEFKeWdT+y+klD+WUt6uZWdDayIJam8Bv2kVsJrzc1cDT0spr5ZSXg0sBS7pyIAQYgyAlNIH1AG65lmVpjycE9Dsw2usrWTH1s2a2CovK2PTZx8xyurhycce6XEl09bs/mITVrOAhlK2btHGT6QEKSPuVamqyjNP/pkkgmK5CYYAKz94M+LlEgABvw/F7w/rnLycw1hC6E11RJxB5eCeHW3aPvv0I5J1PSujLoRANJRyOMTe2tJX/43ZVYrZIDh5aDd1dZGLAUX5inCviq8JIdY16XamAEXAFiHEaoJ5tNXALUDrNQTrm9oAbmk+v2mo+oQQYpsQYiuQK6U8BtzbNJu6FciRUva7xTxer5e/PPx7kgOVGPUCf9kRnn/mqYjtupt6K/FGhQN790RsD8BgNKHTG8OqH9cRx44dI1Bd0CbHFOsp59OP3o/URUCEWH/hK8ZPuYCagAU1zGCtqBK7amXGhW0r2M6/5FLsqrVHwT+gSJS4LMaMGRvS8adzjrTkAc2earZ+vins14zSOSHPfkop84GO5HT+eMbjO844bxvQvEjoTOnx1854jJTyjx3Y1AS/MDJ9VuSj2Y8/fB9TfT46U/A3Ic6gcuLADhoaGiISIrZYE6HBTqNfx8VTpkbsJ0B65iAqK8ojtpOVlYVqiSfYoQ7iERbGjIu8aKLRZEZVw5uIv/v/LeHIkStY9ubr2MvziAvUYjF0/hvt8ql4zGmkDR/Fku98j+EjRrR5/qJ587Farbz52r9wVxWSqHO1Wx5yJt6ApNGQTOaocfzPj38WculwozmmRVjbL0wMGtyxjkWUnnFelTEwx1iJT4y8cGAg4OfM610Q+RBv7MRpnP7iFEpsBgsuvbz7E0Jg6oxZbN3Ws4WnrbHZbMy99Fr2rX0Lq0HFp0jSRs3gwjmR/0gkJKfg84U/mTFp0mQmPfIYtbW1LHv7DY4d+BKLq22S3xUAnzWbmQsu5sabbyUuLq5Te5OnTuPRJ57mVG4uy95eSnnBCeJ81S2LeZtp9OsIWLMYP2smi2+7g+Tk5E4sdsyV197A+y8eJckYQJ84iBkzo6rqWnJeBTWtymEPHzGK3QFovcxIZ4zpsnR3d6iqSnlZKToBUvFRUlzMsOHDI/a1qqoymFfTgLlfu4Qd6z7CihOXXzL3ggu7PykEJBCIYGIkOTmZH/zop3i9Xh7+w/0Eyg9i0AvcfpWUiQtZcs+vwypDNGr0aH79uwdpaGjg6Sf/QsOpXS2zrA5pZfbVN3Hzrbf1uLTR3Hnzee9VG2qggswhw/tFmfaBxHmzTUpKSW11FQV5PVew9vl8fLDsXd599UWSLG0vRLOngvt/9TMOHtgfVo/N7Xbz8Qfv85slP6b+9G6MekGSWsNTf/w1jz/6ECdPnuhRD7CyspLnn3mKdR8uJV3n4Pf33cOB/ft6ZKuiooLn/v4kTz38W5JFcM9nolmw7v1XeOzhP3Dy5MmwbQIUFhby18ceoSJ3Pw3Fx/nLow+RH2ElDEVRWvJzgmCvuqdBw1FXh8/npfXpQkgaGup7XHSgsKCAh/9wP2ZvDTohKMk9yrJ33tJECFsrhBBxQoh/CyH+KYS4rVX7RCHE60KIpUKIflvqecCW81YUhZKSEg7u38eRQ/uwl5cg6ktQhBFj8mDSBw1h2ozZTJw8mYyMjC4v/Jzjx/n4/XcoLzyFwVVOvKnjY1UpcQTMGJMHMW7SDL55620d1sn3er2sX7uGXds+x1FVgsldHZz1PIOAKqlXYzAlZjB4+Gi+ceNiRo4c2eFre71e9u3Zw7atG6kqK8FdV4FVbWgZOqlS4vCbEPFpJKdmMmX6LC5esJCUlJQO7TkcDj75cBnHDu3HVVNKvNqAydDeR0WVOBQLpqQsho0ezw0338rgwYM7tOlyudi5Yzu7tm+hpqIMr6OSBOHE2LRiP/h+YzElpmNLH8Ssi+Yx56J5IekC7Nu7h9dffo6YxsI2s6KuAAQSR3D3//ySUaPHdGunuLiYlZ98SH7ucVw1pSQKJ4Yzcg1uv4rblEJC6mCmzpzN169e1Gk+zefzsW/vHrZuWk9lWRG+ukoSdG1tNvokPksqCSmZjBo3kUuvuIohQ4Z0aE8LQhBe+TbBBbqfCSHellLe1tT+InAPwc7QX6SUP+zg9D4v5z2gglpRYSFvL32FOnslrvpa8DZgUt3EmUR7+TlV0uBTUYzxCHM8cYnJpGdl81/f/2HLBaooCn/8/W9xFB0jUe/pNnHcGo9fxWlM4eIrr2Pxf3w1d7J+zWqWL1uK0V2B1Rj6kDigSOplLPGDRnP/g4+0bClyuVw89fijVBXnoXPbiTeq3foppcTpk3iNicQkZ3Dbt7/PtBlfVXh+47V/s/vzNcT67CEtQm3Gr0jqRTyDx0zjnlZbkcrLy3j+qSeorypB760h3kSHK/XP9LHBC36LjfiULO766c8ZMnRoh8du37aVd/75JDZdY4efpyol1TKJn/32YUZ3MkNpt9v565/+F1d1IfG4MOlD+16cPhWPKYUhYyfzi3vvb3n9QCDAU4//iZK8HISzmkSTGpLEnsev4hJxGBMzWHTjLSy87IqQ/AiHEIJah7qfnf3/DPo8qA2onFp5WSk1VZV4GoMBzai6ie0goEFw47jVpKPR14ACOB1QpkJDfX1LUFNVlQZHHQbpazcx0B1GvUAE3Nirq9u0l5WVIH1OYgzh5fj0OjD63Thq7Ph8vpag5vF4qK6sAF8jsYbuAxoEXzfWBAFfI57GGEpLi9sEtYqyMnQ+Z7sEeXcYdGDwu6iqrGjTXmu346izI3wNxBm7D2hf+Shp8NXT4LBgr67uNKhVV1ZhkL5OP0+dEOgC3hYpvo5obGigsb4Os+ImnNUvFoPA62ugsrwcVVWbdTXx+/3BWWdv8HsJVTPUbBD4fC58rgZKS4rbPLdy5UrKy3s+k52ZmcmiRYug+72fnel+Nggh4gkGl35byXRA9dSaURSFoqIijh4+xLHDB6izV9JYU4lQvMGfEVMciSkZ2FIzmDxtJhMmTSIzM7PDmyIQCLBh3Vq+2LwOR1UpJk811k4CpSol9QEjxKWTkT2cG27+D8aNH9/uuMLCQj587y1K8nPxOypI0HkwdNAzkFK2DE0SUwcxe97XuOqaa9utOQtKpZ1iw9rVFOXn0lBTid5tJ8GktvHT5Vdx6xOJSUzDljGI+ZdcyqzZF3ao33nwwH5WfPw+VaWFCGclCUalw2AkpaTBB4GYNBLTBnHJZVey8LLL2wkJq6rKkcOH+XzDWspKCnDWVmHw2Ik3fRXcg+8XfBYb1qQ00gcNZcFlVzB5ytSWYNEZH7z3Dp+v+YR4f1WbXpbHr+KKGcx1t97BZZd/vUsbfr+fzRs3sH3rJmorSxHOKhKMgXbv269IGmQMxoR00gcP46pF1zN5ypQOr4nCwkLWrVpJwekT1Nsr0LntJJ7xvfgUSYOMxRifii09i1lz5jP/a5dENPHUFeHqfgJXSinvFEJMBn5FMKj9RUp5uIPT+7ynNiCDWkc4nc6W1e82m61HwiYul4t1a1ax64vNOKsKSdY5EULgDUicxlQyho7mqm/cwLTpM0JSB5dSkpt7khUff0Bh7nHMrjJijU2TGmoccenDmDN/AZd//aqwLnCfz8eO7V+wftUKGmurgirgphimXnARV197Xad5tI4IBAJ8uXsX61Ytp7rkNAmBGox6gSolddKKNX048xdezsJLLw9LhNjlcrFl80Y+37AGrzP4vZhj45m34AoWXnZ5l0svOsPhcPCPvz2OI/8A8XofDjWG7Elz+eFP/idsLVZFUdi3dw+rV3xMVVEuwlOHlKBLyGTk+Kl844Zvtlvr1h0+n49dO3ewftVy6qqCW7x0BhNjJk5j0fU3MbSTnqjWDHSJvPMmqGnNsaNH+Oj9d9AhsMYn8J3v3xXRwluv18t7b79BeVnwYr/2+puYMHGSVu5qgt1uZ+krL+NxuxBCx+Lbv93pxEVf8ubrr5B7/AgXzJnPtdffGLG96upqKiqCQ+qRI0ee82LV0aB2DpCamiqHa7CmK0qU84E9e/ZIKWVvLefq86A2ICYKBpLuZ5T+yeHDhxk2bFhEvfH+QlT3M0qUc5Clr7+uqb0Vy1dQWRlezbcofUM0qEUZkHyhwX7X1kj13E/TnC9Eg1qUAUev5IkHQO75fCEa1KIMODweDyZDn4maROljBsREQZQorbHb7aTGJuNyuXptAetARghxLXAjkAY8I6Vc39T+CuAHFOBnUsrQ6pefZaI9tSgDjtLCEoaaMiLaUnQmBp0Br7v/VNLoTc513c9wxIwThBCfNpXa3iWEuE4I8X9CiCohxE9bHTexSYx4uxDiiqY2a5PY8VYhxG/OsLutaQNt8+MMIcRGIcTmpnPa7+GJEqULCk/mMyZ2CCcP5WhmM94cR2VpRfcHnhukNqm/Nf/d1clxHel+3gVUECzf3y8Jp6f2bWCVlHIhMIfgnrDfEtwL1ppHCQodXwU81NT2A2CFlPJiYKFoUnIXQgwBCoDWZV7vAN6RUi4AjtKPP7wo/Q8pJe6aBuIMMVQXaxOEpJTEqEbKC/ufnF0Piep+NuECLhRCZMggdVLKjlRcs6SUJ6WU9YBdCJEKzAXWND2/FmiuAb2YoNrUaSHEqKa2Y0BzcaokoCoMH6Oc55SVlRHnCk4SiAYFlwaiyxUVFVi9Jvz1/TKFpDnnk+7n60AOsLppyNhZxb3WWxkcgI1gcKo/ow2CPbQ1BOX2Fje1fQncIYQ4DIwHdobh4zlPRUWFJnJ75yvHDhwhQxfUDEgJWMnN6VlV3tbUVNuJVc1In7Zi2P2V80b3U0oZkFI+KqWcDtzPV0PLM2l9RyYBNUAtbXtfNU1D0KkEI/59wDeanr8H+KuUcjKwguDQVRNOHD9BTU2NVuZ6hX/8/RlNE9znGzUV1VgNwRnPFGMihacKIrbpcXswCgN6qcMfpj5plLNPOBMFw1ol7Su7OLdcCDFGCJEA2KSU1cAO4Mqm568AthPsmf2sSfT4SiBHCNFcy6U58tQRDIKasGnNeg7t7Xcyom2wmmKxV9n72o1zlqB2c7A3JRCoGijduxqcmHQGjOh7rE0Q5ewRzjq1KcA7Qojmee2fNiUTrwf0QogRUspfEpw8+HeT7d83HfsSsFQI8V2CZYJLhBA3ExybN7OBYKD7B/CqEOIeguthbkMjFCkxGPv30ryyukpGjAqvTleUrxg9aSzl63LJMqZQoFQwc84lEdu0paeSr5bgNQai697OAcIRM14OLD+j+b6mv9bHHQW+dkZbI8HFfK3bzjzmzVYPLwvVr3AQJkFMfP++KH0+X/TGiYAZs2fy6rZ9ZPhsuJJVtChJNW7COHav2oopMSZipfsovc95tfhW6HRRjcUBjhACa0oCjQEng0Zoo8ik1+tpwM2ICaO6PzhKn3NeBbUoAxtFUdi6cQv+0kbiDXEUHTzF3t17Ip5Ndjqd6AKC/JN50Znpc4D+nWDSGK/Hi8/bb3d3IKVESonD4SA5Obmv3TknUFWVvLw89m/fg7PcwSBfEhONwVr/0xlJ6ZqTLN2yj8TBKcycN4vs7OyQeut+v5+TOSc48uUh3JUNXMAoXOUeXn/q39iGpDFtzgyys7ND0qI412glvBIANkgp325qn0gw3SSAR5tSTf2OAVHO+0yNAp/Ph91up6qiisqSMmqravE3etHXqyg6FZFoxGS1kJKRSvrgTFLTUrHZbBgMZyfGSylxOp1UVVVRWVpJZUkZ7gYX3no3iS4zDQYPugQTxjgztvQUMgZnkZaRdlZ97O/U1dWx6bP11JfWkuSxMNiQhkHXueKUV/VTHKjCGevHNjSdhVdf1k7cpaioiP3b91Bf5UA2+rH5rWSabOhF28DlVXyUKnbqTR6MCRbSh2Yya96FJCYm9sp71ZqomPE5QHNQ27dnH++9/Q7pFhtZphSSsRJviCNGb2736yylxKm4qfc7qaGBUm81dq+DJff8nMzMzJbjtm/fjt3e8yUWKSkpzJ07t+Xx8o8+Zdf2nWRZUskypJCoiyXeEIdR1z5YSSlxKR7qA07ssoESbyX1iov7HvhtmxtSax/7m72ObP7j0ae4UD8Osy78xL0r4OGQuZC7fvHjlrZ1K9dQtjuP8ZahmMK02Rhwsdt9nFt+eEcbdfr+9jk22xNCFACtBWnb6H6e62LGAyqoSSkpLy+ntKiEypJynI5GAl4/ijsAHgWTDAYOr86PiDGitxgwWIwk2JLIGJxJ9tDssOTjekIgEKC4uJjSghKqyirwurwoHj8Blx+zT4cRPRJw6X2IGD16ixGD2UiCLZHMIYMYOnwoSUmaLd07Z9m7aw+Ht+0jzmlkiCE9pODmVjwUqdW44xXmXD6fcRO/0mR1u91sWrWempJqaAyQErCS3kEvrRmv4qM8UIPD5EGfYGLExFHMuXjuOTEcDbGnViWlXNVJT00Aj0d7ar1IKBJ5Ho+nZeGk1Wrtd1PzUkrq6urweoP7C202W4ciw1HaUlJSwt4vdlNXVkNso57hhsw2w1Cv6idfKccXDynZacy6eA5paWld2vR4PJzMOcGJg8dxVdeT5IohgeAymwpRhy8BkrNSmDB9EsOGD+9WaLm/ERUzPgfoC93PKP2PoqIitq35HG+lE6Mw4CdA3OAkvnbVQtLT03tkU0rJyZyT2KuCo7WRY0eRkZGhpdtnnaju5zlAVPczSpTQiep+ngMMJN1Pu91OcnLyOZGbiXJuEtX9jHJWuffee8nNze1rN6JEOWeJBrV+RF1dHVarldWrV/e1K1HOY4QQC4UQnwshXhBCLOxrf8LlvApqPp8PRYNSNL2Bx+Phr3/9KxaLhfz8fDZu3KiJXafTyaZNmzSxFeW8QQJOwAwU9rEvYTMgcmpdoSgKhYWF7Ny5kz179mA0Gpk3bx4XXHABGRkZ/SJ3dfDgQZYuXYqUEqPRiF6vZ/ny5Rw7dozvfe97WCyWHtuurKxk6dKlLFy4UDuHz0MCgcD5tJtji5RysxAiA/gL8F997VA4DKhvye/3s3v3bg4cOEBdXR0ulwu3291yQZpMJqSUbNiwgfXr12MwGIiNjSU2NpaUlBRmz57NlClTzlqgKyoq4vXXX6e6uhqzue2uB7PZzOnTp3nggQeYO3cu119/fY9uqsrKSmJiYrR0+7zkkUce4fbbb2fs2LF97YoWpAohWs+stdlR0EpgpZZgb+2cYkAFtfXr1/Puu++SmpraEgBMJlObRaxCiDY9H7/fj8PhoKKigi1btnD//ff3+oXb0NDAyy+/TGFhIWazudOeWLPfW7duZefOnSxatIgFCxaE9VpVVVWYzefcddnvcDgclJaWDpSgVt3N4ttvEhReSQSeD8fwmSOC6dOn89RTT/XAxZ6jeZdECDG/SbdzU5N2581CiFeEEJ+1OmZH078LhRBPtGq/pFm5punxq0KIS0N97auvvpr7778fjyd80VlFUXj66afDumillFRXV3d/YCvy8/N58MEHKSsrIyYmJqReocViQa/X8/HHH/Pcc8+F9Xoul+ucW/GuBS+++GL3B4VBXFwcBQWR6x2cC0gpP5BS3iWl/A8p5aae2tm/fz/79+/X0LPQ0DSoCSFSgOeAbzXpg14BNIslZgshpnV1vpTyc8AshLhICDELsEgpw8qY22w20tPT8fv9uFwuPB5PhwpAUsqW4amiKAwbNgyr1RrOS3H06FF+/vOfh6Uw9O6772IymXo0lLRYLJw4cYKKitD1LKurq/tF3vBs8/HHH2tqLxAIkJCQ0P2B5zmbNm1q+Zs+fXqf+KD18PNa4MNmPVAppR/YLoT4IfA4cC9BseKuuBd4jaA+wffDdSA5OZnf/e53qKpKaWkpe/fu5fDhw9jtdsxmM1JKfD4fmZmZzJgxg2nTppGamtqjirgrV67EZrOxa9cu5syZE9I506dPZ9WqVT1K/iuKgsViCWvTfW1tLV6vF5fLFS0THgFOp5Nhw4b1tRtRQkDroJYFlAEIIS4jKLxST1Adai/wrVaKUR0ipSwSQmwDDFLKHvf3dTod2dnZZGdnc/311/PFEmGfnQAAIABJREFUF1/wwQcfAPCTn/yEkSNH9tQ0EMyxlJWVERsby6pVq0IOaldeeSVSSlavXo3JZAq5F+XxeEhMTGTJkiVh9fKcTieKolBQUMCECRNCPi9KW1RVjeYmzxG0DmqlwBgAKeUGYEPTLEuz5N1fCZYu6Y48rX2bP38+gUCAIUOGRBzQAL744gsgOPHgcDjwer0hX/RXXXUVM2bM4Pnnn6e+vr7L81RVxe/3c8kll3DDDTeE1aNs7pUKIaioqIgGtX6GoijnZb6zt9E62bISuEkIMQhACNHmG5NSrgWmAakav25ILFiwQJOABsGlEs09JiklDQ0NYZ2fnp7O73//e+bOndtSbuhM/H4/QgjuvfdebrzxxrCHyJWVlSiKgtls5uTJyJXKz2e0Fuzxer385Cc/0dRmVVVVv11cfjbRNKhJKe3A3cCbQoiNwCrgzPncZ4DWsjy3CCHWNf19R0t/ehOn09nyKyulpLGxMWwbQggWL17M5Zdf3i6wSSnR6/X84Q9/6HGpm5UrV2IwGNDr9eTl5YU1odEVZWVlmtjpLfLy8oiLi4u42m5rdDpdWBM03XH48OFOJ7F6wrZt23jwwQf529/+1umP5PmC5tNiUsovpJQLpZSXSim/LqVcKqW8s7mgnJTyHSmlaPr/JinlMCnlFU1/rzW1vyylfEFr37TC7/dTXFzc8uttNBpZtWpVj+1dc8017YpW+v1+Zs6c2ePdBIqicPz48Ra7LpeLffv29djHZmpqaliyZAlHj2qnubF27Vo++eQTTWw5HA6eeeYZRo4cyWOPPYbPF7nQTlFREXq9njVr1mjSE1IUhffeew+bzdaS5+0pBQUFPPTQQyxbtozExETKy8t54IEH+OijjzQLmOca599cf4TU1NTw8MMPEwgEWtqMRiO5ubm89tprPbro6+rq8Pv9bdoMBgMlJSU99nPz5s1tbMbExLBixYqIL/TPP/+cjIyMiIJ4axRFYfXq1WzevFmTAATBHrCUEiGEJsPGTZs2odfr8Xg8EX0nzUgpW66TSN/z008/jdvtbvnxa14utH79evbuHdAVhjolGtRCpKamhueff55HHnkEj8fTrmdlMpk4cOAA999/P8uXL28XpDpDSsmzzz7bLmGs0+koKiri8OGOKiZ3jsPh4F//+hcrV65s08trntD44x//SE5OTlg2W3PdddeRm5vLD37wgx7baI1Op8NsNmMwGDTZW5mYmMgvf/lLjh8/zm9/+1tNyraPHz8en8+HXq8nNTXydLDBYOB73/se5eXl3HbbbRHZWrRoUbvhpqqqJCUlMXXq1B7ZFELECSH+LYT4pxAiMgf7gAFR+bY3y3lXV1fzyiuvUFpaGvKN5/F4MBgMzJgxg1tuuaXLcz788EO2bt3a4QyolJJAIMDDDz/c5Qyp3+9nw4YN7N69m9raWnQ6Xac3s6qqeL1e4uLiGDlyJNdff31IN6qqqtTU1HDy5En++Mc/smTJEqZMmUJaWlqPgpHH46GyspITJ06wevVq/H4/ixYtYty4cWRkZIQ17FYUhcrKSvLz8zly5AhFRUVUV1eTmZnJkCFDmDx5MkOHDiUlJaXb2UZVVamoqOD48eMcPXqU6upqHA4HJpOppXeVnJxMZmYmU6ZMYfTo0SFptDbnXUtLSzl27Bj79++nqqqKiRMnMm3aNIYPH05GRkZIQbi2tpYDBw6wf/9+Kioq8Pv9bbYCNs96p6SkMGrUKGbNmsXwVloKPZXIC5GWgNK8ZUrDKjHnTznv3gpqPp+PX//615hMph5NvXu9XrKzs/n5z3/e6TEPPvhgl0MQp9PJt771rU7Xwdntdh599FGklO02xXeH3+9HURQuu+wyvvGNb7S0f/jhhxw+fBi9Xo/P58Pn8+H1elFVFVVViY2NbdmKJoRo2V/bHHhtNhs/+tGPWuyVlJTw8ssvYzAY8Hq9eL1e/H4/qqq22YvbnDhvDspmsxmz2Yzf7+fOO++kdcn2559/HrvdjtvtxuPxtPjWvKWsmUAggNfrRafTodfrsVgsWCwWRowYwR13fLUOfPfu3axYsQKn00kgEEBKicVi6XQdYWu7ZrOZuLg4fvrTn7YEuEAgwN/+9jd8Ph8ejwePx4OiKCiK0lJcQQiBqqq43W50Oh1CiJa9wHq9nosuuogrrrii5TU/+eQTduzY0fJ+Y2Jiuv2+fT4fgUAAk8lEcnIyv/jFL7BYLD2SyAuRPg9qA2pDu9YYDAYyMzMpLy/HYrGEHTCklIwZM6bL49LS0sjLy+tUOUqn0zFq1KgOn4Ngrsxms2G32/H5fCGvlVMUBb/fj8ViaaNVCTB69GicTifV1dUts6c6nQ6v14uiKC3DHZ1Oh8ViwWw2twS1pKSkdu/ZarUyceJESkpK0Ov16PX6luCmKApOp7PFXmubzTd4VlZWO6HgcePGceDAgZa8WXOQ9Xq9LTe7qqr4fL6WgBYTE0NMTAxxcXHtfExLSyMhIaFFaFpRlJbP88zvvbVdo9FIbGxsu96lEIIJEyZw6tSplvfV7GPrfKyiKO3et8ViITk5mSFDhrR53UGDBmG1Wlt8a86ldRR4pZT4/X78fn+Lj5mZmc296i43tAPFQDZwmF5IUXW1h1aLXRvRnloIHDt2jOXLl1NRUYGiKJ2W8lFVFY/HQ2xsLKNGjeKmm27CZrN1advv9/PnP/+Zurq6NgFJSonX62Xx4sXMmzevWx9rampYv349OTk51NbWdthz8/v9BAIBrFYrgwYN4rLLLmPs2LEhB2spJbW1tQQCAYQQ2Gy2iBaPNs8i19XVAZCQkMDQoUN7lAdrHoLm5ORw5MgRVFXFaDQyZcoUxo4dS0pKSsi7NxRFoaSkhKNHj3Ls2DGqq6tbAlFMTAzp6elMmzaNcePGkZKSEtaPncvlIi8vj9OnTwPBjfLjxo0jMzMz5M9SSondbufo0aMcOHAAu91OfX19yySQ2WzGZrMxcuRIpk+fzvDhw9ukCMKVyJNSvhnyGwyhp3brrbe2ez/Hjh3j6NGjqKpKF0SHn1rj9XrZsGED27dvp7GxsSVoNPd6MjMzWbRoEZMmTQrrQlcUhWeffZaCgoI2+1Pvuusuxo0bF7afHo+HzZs3s2XLFlwuFwB6vZ4JEyZw7bXXnvMSb1Ha43A4cLlcCCFIT0/vMoCfLYm8UIaf27Zt4/HHH8dgMHDvvfcye/bsrmxHg1pvsm3bNtauXYter8doNHLnnXdGFCyklDzzzDPk5eUhhGDJkiUMHTo0Ih+llC0Czkajsd8JOEfpG/pDUPv000956qmnGDFiBL/61a9C/fGO5tR6k3nz5oU0LAwVIQR33303y5YtY9y4cREHtGab0cocUcKlSWzlIeAo8HYkNdU6YvLkyeh0OpYsWUJ2djb5+fnk5+cDwX3RkTIgglp+fj6zZvXWD0+UKAOOmd0836vCK7feeitSSoqKiigqKmrzXDSoNRGqmPEHy95i1OixTJt+wVnwqme88/ZSrll0fbQgYZReIwQx414VXmk9HG1OfzXvAvnDH/4Qsf0BEdS6QlVV8k6fYuf2jUhPPl9uO8Kp3GPMmXspgwYN0rz6QiT4fD7yTx3miy1Wrrn2Rk1sNk/td7ZkJEpoeL3elrVlA4A+FV5Zvnw5ECzf9d3vfpcbb7yRxx57TLPPdsAFNZfLxbGjhzl18jAuZy1+Tz0JMU6GpAqMtuCH5vHuZ9OKg7gCcZjMicQnpjJuwjTGjBnXZze/0+nkzdde4IKxfoqLdrNrZxoXzpkfsd2CggLefut1fnPfAxp4ef7y3HPPct111zN69Oi+dkULek14JRRiY2N55513ePLJJ9m5cycvvvgiS5Ys0UxXYkAFtW1bN/Pl9pUMy/AxOMmAPqE58red3raYdYwaDMG0gRN/oJjju/ax/CM9t93xI4YN77I4r6b4fD42rl9FQe4exg52YjHrGR/rp+Doxxw6sIsrrrqJYcOG99j+8WMHMBv7d42tmho7qqqSmpqmmU2PxxORXuqZ1Nc7zpuqF1LKD4DIyod0wZ///Gc+//xzNmzYQFxcHA899BB///vfufXWW1m2bFnE9gfUhvbpM2czbPQMqpzp5JXp8Ae6XMgHgMujcqrUiMOfwczZCxicPaTbc5qpq6vjz48+1CNfGxsb+eiDN3nln4+i1m1m6kg3FvNXX8eQdBifVcqW1c/zrxee4NCh/WHfVKqqUnDqMGnxHgoK8nrk59ng04/f5pMP39DU5j33hFJgOXR0qAQCoRUpiNI1BQUFfPrpp8TFxbW0/exnP+PGG7VJuQyonlpsbCw33BTce1tSUszmDStw1xcxapAHi6lt/K53KuRXWknLHMv1/3FNtyv/OyLn+BECvrqWrSihoKoqKz99n7Kig4zKcpE5Qg90vJJcrxOMHiyRsoLju99g2+erWHTd7QwZGtpWktWffcJgWy22eMHKT97mrh/fq0n56BdeeJ677/5R9weGQGNjI35XOUJI6urqSEpK0syulsTFmamuLIMJEzW1ez7y/PMdj2j/8z//UxP7A6qn1prBg7P51rd/yM133EOlZyJH8o34AxKXR+FgXgxe80V857/v46bFd/QooAHkHNvHxBFw+NCBkM/55KO30Tl3MmWEl1hLaAFGCMGQDMGUYXY+ff+lkG7YkpISygp2kZqoQ6cTDE+tZuXy90P2syt27NipiR2Ajz94g1FZbkYP8vDxB0s1s6s1iVYTlZWl3R8YIlJK1q9fr5m9KF+hWVATQgwXQkghxJymx1cLIR5sEjW2CiH0Qoj3m0t2CyFuEEJsaRI8Xi+EWNDU/kErIeTaSP1KSkri1tu/x023/5JdORZyKwfx7e//hutuuCWinIuUEq/LTmaKnqOHQ9/NYDAYCSg9m+WREiShFT5cu+p9xg35ariUnKCnvOhQyw6D/sDpU7lIdx4xZh1mow6TUsjxY0f62q1O0TKl5vP5eOutt7QzGKUFrXtqRwnqdnbEi8BWKeVrQojxwG+Aa6WUC4DrgUYAKeU3m4SQ7wc+0soxm82G3pjM9Au+1umG9HBwOp0YdR50QhDwuUI+79rrFmNJ+xoH8yw0ukJL4EspyS+Ho8UZLL79x21yEZ3h99Sg17UNfqnxjeTkHAvZ195m47qPGTn4q89geJZky6YVEdvtZlN0j2hw+UlN03bP7MBYHdL/0DqndgwwNgWt1jwGlEsp/9b0+FbgRSllPYCU0gnsOeOcW4D3tHVPu59ak8lEQNEDCkIXep5KCMGVV1+Py3UFa1d/wum8Y4zMaMQa296GlJKCckFjIJ35l1zDhImTQ3oNn8+HjvZJbWuMDntVeci+doZOpyMQCERUqbagIA+zqETX6s4WQmA1VnPyZA5jxoS/kb+Z6upqkhNjw8p1dofb7Sc5WbvZWZPJhN8f6P7AMKiqqoq4cspAoDdyao8Dvzqj7SaCPbVmWosef0sIsVUI8VzzkyI4vrocWKelY2ajSkVZj/WR22AymRDGeDw+lcTk8H/Bmyc1vv3931Anp5Fb0vZCbHQr7D+dwNR53+a/7/5VyAEN4OiRQyTHedq1W2N1FBXmhu1ra6SUxMWaW8oF9dTG6hXvMSKrfY9qWKZk/eoPIupt1dbWkm4z4HA4emzjTIQQms5++v1+DAbtgk9NjZ1/vfAXPlup2eDmnKU31KS2AiOA1pUHvwu8L4SIb3pc2vx8U62m/wTSWx0/D/hSSqmNEkcTMWYdDfURp+m+shebTEWNZNKUnm+7iomJYfGt32HK7Js5VRq8yP0BSW5FOt+/+9dMnDglLHt+v5/tWz4jK7X9VyuEQK+UcfJkzzUKysvLGTXEzPHj4WkntGbdmhVkJVS1Gx4D6IRgiM3OqpUf9th+XU01iVY0DWoJVgP5eT3/3M4kEAhg0GszUDp8+ADvvP40F08DZ9Vulr37mmYiNucivTX7+RSwpNXjL4AngXeFEAbgXeCHQojmcqZnfru9MPQEt0/P8BFnjox7jl5vIKDoMJki30kybcYs/CITgKJKwaLrbu/R7oY1qz5hRHptp5MJowcFWL/6/R4vJN3xxXpmjDWQe3x/j873eDzkndhFWnLnCaWURB0l+ftaKuKGS3HxaYZm6iktzu/R+Wdy+PABUuIc2Ctye+zTmZSVlREXG9l143Q6efXf/+DQjjeZPsqFQS8YlqGSwEH+9cKfOHw49Fn5gURvBbVPOWPxlZTybWAL8KyUMgd4FFghhFgP/AN4CVqGnlcAa7V26s7v/ZA5cyPfegTBSrN19kKy0yTrVn+kSXI6OSUDr0/F6bW0K+UcKpXlp0mK73xYI4Qg1lBPbW3PeqzORgcmo0BV2g9vQ+Ho0UOkJ3avZp+V7OTggTPTrKFhMllweyRGDX5sAPbu3sLQDEm2rYG9e3ZpYnPntnVMHWuhvLznOc43Xn2WYcn5jMiSbX7EEuJ0TB/ZyK7Nb5Kff1oLd88pNAtqUsp8KeXipv9LKeVEKeWDTcLGzTObj0opf9j0/4+llBdLKS+XUl4tpVzd6tzJWg89ITjUizSJqqoq27Zu4r2lTzFxqBOzSUemtZB/Pv94uzIq4TIoezj1TgWDMbZHm3ullCiB7tW5Y4x+qqsqe+Ii4yddQF6pQnJKz4JuztH9pCZ1P+yyJRg4daJnyzvmzF3Alv0ezaqxDBs+lqo6SUWdhfETJmli02SOwe0TEc7ES0yGjq8TIQRGvUCIAbsUtVPOv3fcQwKBAJs3reWl5/9E5enlTBvlwdh0QdkSdEwZWs3GFc/yfy891eOcVVJSCh6fQKcPf9gppeSTj94lzdp9HikrTce61R/Q0NB9j+lMkm0plFapWBPDX7B88MBe/M48DPruA7ZOJ8BXyJ4vd4T9OlKqeDwBzfJK4ydOpbLOiFeJIyEhsfsTQuCieZeRk+dqJygTDtMvWECZvfMZVJdqY2iIu09aE4nu58KFC1v+9u/vWYoiUqLlvLshEAiwbs1yCk8fYFByPalJ3elGSgorBA2+FOYvXBRWon/nzm1UnXyPisY0vn/3b0M+r6qqkg/fe5WshMouc1Wt8fpUjhXHccGcq5h9YecVfJ1OJ6dP53Li+EEctWUYZQ2jBiuUVAkcnmSsCWmMGjuZ0aPHdal/uW7NcsryvmBMdnib60+V6rENms01136z8/fi9VJQkM+J4weprixG+qsYnuHjdJkFgyWNjKxhjB0/hezsISHlKb1eL3l5p8k5doCa6hJEwM7owX48XpW8yjjMMWlkDR7BuAlTGTx4cMi9/2bt1FO5ORw6sIu6mjJGjpnG5KmzGDJkaEi9NiklJ0+cYNeODficxYwf4gv+AHRARS1U1tsYM34mc+Z+tT6zN3U/Fy5c2CagTJ8+naeeeirU07sjqlEQKaqq8tLzTzDEVoktIbxOrZSSvDJB6pD5XHn1DSGd8947rzIo5jBHC81870f/G9LNUldXxxv/9wTTRnlD6gGdSUE5ZI68ggWXXtnSdvTIIb7ctRmfx4FOOkmO9ZCarMNoaP8ZKKrEXheg1mnBp8RgsiQyZtw05l28sOWYQwf3cXjnm4wY1LPVpoUVkpFTb2bWrIta2nbv2sbxI3vxeetBcZIQ4yE1SRBjbu+j061Q7RA0eCzoDHEYzYnMnDWfSZOntRxTVVXJujUf42q0Q6CBhBg36ck6zKaO5eca3Sp2h44GTwwGcwIpaUO4etFNLUFTSsmePbs4deIIXk8jAb8Lxe/CYvSRFOclJcmATgi8PpXKGkmD14yKBYMxFoMxhsTkdC686GtkZGS2vO6+vbvYtW0NSTEOstPpcPa4I2rqA5TWxGJNGs4tt30Xg8HQXVDTRPezF4hqFERKIBDA760nKT78m1EIQaZNoaS8JKxzwr0ipJRIJKoqIcygJqVElaJFebyZI4f34nFWkWBxYUtQiY/Vd5rj0+sE6TYj8bF+qh0+HG4/hw7uYe78BS3nWK0JNLgNKGog5BuxGVWV1LsMxMe3rQR8YN9uVL8dq9mNLUkh0dq5j3ExemLMkroGF7WNfpyNXg4e+LJNUMs7nUttdQkJFjcpNj9J8Z3bE0IQHxu0aa9roNYZIP+0i4aGBlJSUoDg0povtmwkxhRASA+xJj/WBB9J8XrMpq8WBJtNOrIzJA1OL3VODy6vG7fPhMNRiyUmhq9f+ZXIdFlpEUadi+R4FX0YC77jY/XEu7xUVZc3S/11WSSSXtb97G2iPbVuKCos4LPlb5NormZoBiEl8L0+ldNlJiyJI/nm4m+HLDB8Iuc4+7b+C6eSwffuCr10Tk1NDatWLMNVX8xgm5PkhK4veK9fpaDCgJ8U5sy/ksmtbu5mVFWlqKiI3BNHKCstwOtxoFPryUr2YDIKFAXKaw141XjMliRsaVmMHTeFYcOGdzjEKy4uYs1ny9ArFYzIDGAydn2v+AOSvDI9fpHG16++maEd1JRTVZXS0lJO5R6jpCgPr9uB6neQHOdEr4dAAGpd8RhMiVhiExk6bAwjR4/rVEJOSklVVRU5xw5RWJCL1+NA+h1kJrtJiNMhJVTVSWoa4zBaEom1pjB6zETGjJ1AfHx8O3vNBAIB7HY7paXFFOafxFFbiRJo3lqnwxyTROagoQwZOpLMzCysVmun11ldXR27d26ltDgXn7uW5DgnWami3Y9FXUOAsloLqi6R+MR0Zlwwj9GjxzaLP58V3c9eIDr81Iqg2OoRdmxdg0GtZOQgpcOhXoNLIb8ijsSU4Vx+5Q0tv9rhvM5fHr2P2Rct5LLLrw7bT4/HwxdbNnD65EESzXaGnBGEa+sViuzxJKUO45KFV5OZmRWW/fr6evbu2YHX40an1zN12uywZQHLy8vYtH4FDXWFjEh3ttse5nQr5FXEEpswhIWXX8ugQYM7sdQxbrebkydyUFQFo8HE2HGRVTN2u918uWsbdntwtnjkqPFMmjy1X2xFUhSFEznH2LN7C+6GUsyGAIoKAZHEqDHTmHXhvA61Ls6WRF4vEA1qvUFpaQmrV75PrChhWGbws/MHJDlFZtIGT+bKq2+IaJr+k4+XsWDh1yOaFQsG4cNsXvcJttgahACHO5Yho2Zx2eXX9Au9ArfbzaoVH+CoOsKoQcHtR6fLjMTZxnPNtTeHtGk/yld4PJ6W2d74+PguRxTRoHYO0Bdixnv37GLPrvUY9DoUaeCmxf9FSkrqWfWhOwKBAMXFxUCwBJNWBRi1pCA/jz1fbgNg2vQLGTV6TB97NPCJBrVzgNTUVDl8+PC+diNKlHOCPXv2SCllb00A9HlQGxCzn6Hqfp4LFBQUkp0d+tqnviDnxAnGjR3b125E6SEh6H6e05xz07UDnX++9BI1NTV97UaXPPP0033tQpQonXJeBbXtO3dRWqpdnfneICbRRkFx6GvbokTRGiHEtUKIl4QQHwkhLm/V/kpT+wtCCM1FjrXivApqX+7dR0FRcV+70SkNDQ2Y0gZx9OQpzWw2NjayfuNGzexFGfhIKVdIKX9AsA7ira2echPMmdmBfluw7bwKasa4ePJLyvrajU7ZvnsPpA/H7vRqVmff4XCwdetWTWxFGTCkCiG+bPV3VyfH/Y62Fat/IqW8C6gArul1L3vIgJgoCAW3202josNX70RK2aPSPr1NflkFxiFT8TYkU1BQwIgRkSvF1zc0YIqJrvmK0obq7pZ0CCH+BHwmpWyZVJBSNv/SVgKdb6HoY86bntrGrdtQM4bjjrVxNEe7ssxa4mpSlNcnpnIyTxstBQE9rnJ7tvB6vXi93deBi3J2EEL8GLgaWCyEuFsI8UpT+5NNWiI3ECwE2y+JKKg1aX0ua/r/uKau7DohxOQzjmto0vLcLYS4pqltoRCiqFX7pU3t3xRCHD9jw21E+P1+corKMFoTMWYMZfOO/rn8Q1GCwUdnstCgUdloq9WK36O91qeWgfLDFat458NPNLMXJTKklM9JKWdIKe+WUr4gpbyzqf0XUsofSylvl1KGrgt5ltGkpyaEyAaWAt8iuMP/THKatDxvAB5q1f5OU/s3geYCYpuBqVr41czWHbvwpQ1v9pUGcyL5+dr0hDSleUgs1Q43XPfcrnamXC4XCWkZnMrL08Sez+ejrK6RarcPj6dnJcKjRGmNFneODVgG3C2lPNHNsUl0fIvFAw0AUkq71qW880rKMCV+tbnckDGMPYd6robUWzTvkVeVAGaN9mcWlZYRk9B58cZwWb52A8lzrmLt59s1sbd28xb8maNQssayasMmTWwC7NZ4MXZdXV1z2Z4o/RwtgtpMoFJK2ZVKxjghxFZgJ/DrVu3/IYTYBGyi7SyLpuhoO1ySgQAmY99v6j6T5sofiseNLUmbstGlFZVY4rXZ86mqKkV2B4bYeOqNcVRUVERss6TSjtGaiCHWSnmNdpJ2r77yima2AF7+978pKOiHvfso7dAiqK0DCoQQD3ZxTI6U8mKC+p6XtWpvHn6OBn6vgS8dcsHUifgrClsey7Jc5l+ojSiHlsQ0i9s66xgyKLyyQJ0Rb7US8GqYU2v+cZCqJlu5LEY9qhJAqgomff+dt1KV8MqQR+k7tLqKlgAXNNU27xQp5cfAJUKIM8dDLqDX1h1MnjABq6s6WOnV7yMz1oDNFr5wSG+THB+H6vdh8NSTlaVNUBszfCjOmipNbOl0OkZlpeJrqCNZeklNjbwqyZULLkYpPkGgJJcrLp6rgZe9gy5YXLGv3YgSApoENSmlAtwO/AQYBrzUNAu6TghxZhXBpUDzYr/m4edW4GlomRVdB4zt5PywEUIwNDMD1efBW1PJ7CkTIzXZK5jNZlQlgE6EVmE3FGJjY1F82i2XuObyS6nduZqrFmijn5qZkUGSLkCC9DB0SLYmNnuDaEA7d4ho8a2UMh9o1vpsBC7q5NBZrc5pnTtrJx4ppdxEMMemGV6vl7ySUnSjB2NKSmH73gOMHTtW2xnGCKmvr+dEQTH51nZhAAAgAElEQVSGsYPwJ2ayev1Grr7isu5PPMuYzWactXYGadSTlFKiKAqqKvvtougo5xb9567uBVRVZeeXe3hu6Tt4sychhEBvjqE6PptnX1lKzsncvnaRQCDAhs+38tJ7n6COmA6AMSWLQ3UKLy19i7IIFLwBjuacRGeytBNX6QmqqrJ+8+dkTpvLex99it/vj8ie3W7nX2+8TUPiYJy2obz0+ltUVWkzVI5y/jIgt0l5vV42bt1GTkEJnqQsTGNmt3mjhkQb/oRkPtp7AusXO5k+YQwXzbrgrNYwa2xsZO3mLeRX2PGnDsM4pu3EhSE9m3olk9fWbSNJepk/cxqTJk4IqSfj8Xg4dOQo+46doM4Qj2XaAv7x2luMyc7iwhnTwsqFSSkpLy9n574DFFbYcScNInbsDIob6vjH6++SmWTlwulTGTF8WEg9X6/Xy94DBzl44hQO1YB+8ESMTTPRDdZE/m/V5yTiY9LoEcyeOSNk0Zoo2tFKeCUAbJBSvt3UPhG4j+CyrEellEf7zsvOGRCVb5vLeauqysq1G8gprUTJGInRGtqyCF9NBSZ7ERdNGc/cC2f3qq8+n48PV6yi0OGCrNEYQtiXKaXEX1lETEMlX58/hwnj2hZoDAQCHM85wcHjJ6hzeXCqAiUhA5MtvU0QDLgaUauLsQTcJFhMjMwexMxpU9opIUkpOZ5zgi8PHqbG5cVjsqJPy0Zvbq+9oAb8+KuKMbvqSDAbmDJuFDOnTcNgaPt7eTo/n43bdlHrVQjYBmNKSu00QEsp8TnsGOwlJJt1XHLhBYwZParbz8nr9VJXV0dxWRn/9/LL3HX33WRlZJCYmNhjXQa/309dXR1P/PWvfP3rVzLrgpnEx8f36yKe3dFTMWMhxIvAPQRHeH+RUv6wg9P7vPLtgApqq9dv5ECjHmNyWo/seApzuHnOJMaO+apO/o4dO7Db7T32LSUlhYsu+irVuHTZh5RZszHEWsO2JaXEd3Ivdy/+RovegN1u559vvofIGo0pJRMR4s0mpcTfUAeVBUwflslVl1/a8tzLr7+F3WLDmDYYEYa+pJQSf20F+pIcfvnjH7YErUNHjvLp7sNYhk9ChJnHlKqKtzCHKyaPZPbM6S3tT//jWWoc9Zhi4tCbLehMFvj/7J13eFvV+cc/ryRL3o6z914kIQlJIIE0JOxZStltKaUUOqC7hZbSAp20UChQaPujhbL3KHsEMkjCyCYLMskezvIeWu/vj3OVyI6dWPdex5ZyP8/jx9Kx7qtjW3p1znnHNytEPJhLPKeAYFF7wnt34q+rRMI1aKSOeF0tsbpaIjVV9OvTm298/fJ99ubOm8crr75GMDePQCgbfzAbXzCEBkJoKBcKOqCRWnzVZUi41tgL1xGrqyVaV0NdTRU3/Pzn9XQg3H7tuGVPRDYAu5J+VE/3sykx46ZuN6DVnVpGbT+PGjKIpW++RzSUk7LTCJftJqemlG5du9YbT35RucHwwQPZNn8psd5H4Q9mN/s6VSWyayvtskw9Z4J27dpx9JABbNi+k+qq3UQLOhMq7tSkc1NVopVlUFpCKFJFh/wQY0YdXe8xx40Zxaz5i6naWAEdepDVjOTdaE0V8V2byQlXcfTIo+utwvr06kn7BYso37waX9e++IPN21LGI2Gi29dTFK9mUP++9X525RVfZ9euXewpLWNveTnlFZVU19YRidURrq6B6hLygKDfRzAvSG5OIUUFBRQXFVBcVETnzp3r2Rs7Zgy9e/WioqKC0vIKyiorqaisoqq6hnAsjFZtAwV/FgRzcsnP60hRfj6FBXkUFRTQrl27AxTA3H7tuGjvUF06mhIzrhCRAoxzqXBrMm6TUSs1sKTXps1g/Y49hDv0JFjcucnrVJXIzs1kV5QwvF9vpnzhhAO2TS1BWVkZb06byZbSSqId+xAsajpnLh6LEt32OfnhCsaPGs7Y0aOa3LbV1NSwctVqlq9ey57KGqqDBfg6dkcQYlVlZJVuoygUoH/P7hw9bCgdOnQ46BldWVkZCz5ZyrrNWylLbBuTVsGRynJk53oKA9CjY3uOHT3yoDqg27dvZ9bH89m2t5ya7CKyuvQ5wPlqLEakZBPZ1Xvp0i6fSePH0aN79yZteqROqmLGwOmqeqXVqOJ6jFO7XVUbqzVs9ZVaxjm1BNFolI/mLWDRZ6upKexCVqf9OVCqSnTrWgojFZwwZhRHDx/WKqkE4XCYWR9+zLJ1G6gt7kmw/X6HEI9GiG9eSaegcPLECbZyuDZs3MTylaYct2P7YsaOHmX7LCgSifDx/IUsWb0W9fnReJx+XTsxZeLxKWt0qiqfr9/A+x/PpyQi0N5yWnu30dEX5cTxYxnQv7+X3tFCeBJ5acDBdD9VlXkLFzFr8XIi+e1BIbtyF+eeNImBA/of5pk2TjweZ9aHHzHvs3XEcwrQeJyiWBUXn3tWyirv6cbWbdtYvc50/BjQty89e3irspbGc2ppQHPEjKuqqigtLQWgU6dObUKlvCHV1dVUV5s2Ve3bt29TycEemUMztp9TMC3CVgBPWwnxzaXVnVpGBArWr1/PuHEt9cHj4ZFxjDnEzxWoAkLAxkM8ts1xxKzUPI4cVJVbbv09v/ute41f/vrXO/nyl89nwIBD58u1dZqR0uFT1bhVd327qn4jBfPeSs3Dw22mzZjN5l1hlixdwUiXmhfsKNnpuCysDXHQlI4kgZW9mNVaWuEd2rQxVq5c5Uqd5pHInj17+Pu/HuGZd1ZS0/4U/vnUTB585BkqKysd2/YFctheYj/xNZ2wdEIeAB4D/tXa80kVb6XWxrjjr3fx+9/d4lo/tUwnFosxd95Cps1ewObdcUp9/ZGsbAQoCxzFu59VsuhPD9OrU4gzTp7AqJEjUk4VUVXiWe1Y+MlKppzoTsultoyqvgi82NrzsMsR5dTuvf8/DB82hFNOmtTaU2mS7ILOLFn22RHl1FRN26FUor11dXU8/fyrLFm5lR21HYmFhiBZcsChi2Tls4cR7N4TZ/kTi+j60nSOGzWAL593ZrNz9latXsPOmkJiJRVEo9HDkqDtYZ8jZvtZU1PD+h1VzJizyDX1c7fZtGkzNVm9WfDJofRrMovX3nibp59NbWHwhzv+yVvLgmxjJPHs7odcfYn4iGb3ZnN8JC9+XMtf732w2c/17vSPqAv2oqSuPUuXLU9pnh6Hn0M6NUvbc6elzzlDRCaLyJdFZLaIvC8ir4tID+ux37bGZ4jImyJytDW+Oknf80prbISIzBGRmZaN/KTnvE1E3nLrl6ysrOTPdz3Atugg1ld1595//rdNHvpOnfYB1YGebN8bbpPzayk2bdnJjp2lKV3jd6BnIAiBQPMrK/aU1yC+ALGsjixb0fo9+DwOTnNfGTNVdYolkrID+CVwlqqeiGnhHRSRU4EvAidbj7scSJx4l1ljk4DfWGMrVXWiqk4G5gJfTnq+44BaEXGUTh+LxXjjrff4zZ//w6rqIUggl1hWR+Zu7siv/3Af8+YvalPq5dt2lSH+bMoi+Wze3Jh8amZSVllHZW1qq+df/ey7nDKkmuLoMjTWPL1QjVTRKbaEc8f4+fG1Vzb7ufatARXE55VutXXsHA5cAvxLVRM6nesBROQ3wJ0JzU5V3Q00DBflA1nWz5OXIrnAZ5adY4CFwCLgfKD5+wSLWCzG21NnMPOjZWyp7UY8OLr+WUtWERvjo7n/uaX0fGsW5552AuOPG9vqtYaRqHlj18WCVFQ4j9ilC6aVd2rXBINBrr7yMvbu3ctjT7/Mig21lGUNQuTAFZjGI7SPr+SYIR35ysXfSrlWNS8nCy1XiJQysF/656llOs11apMtgRSAzzH6nQ3pBmwDEJGfYpzfK6r6J6BIRGZiMpm/n7hARE4DbgciwF+s4YuBZ4BPgUdJ0anN+XAe/3trDlvreqDBUdBENZSIEA71Zm1dL/754qe89s4crrjsXAYPar0X7b43tgjx+JGT1pGfm0Ukau/3LS4u5offu5INGzfxr4eeY33dYCRrf2smCe9lUOEmfvDtr9pWvxo5fCBzN26nXWA3w4edY8uGx+HDzvZzHdCjkcdsTYyr6l2YLWqip06Ztc2cDJySuEBVp6rqMRiF94TC1NnAH4AXgGMbkdNrkvdnf8RD//uELToaDTavUaSIEAn1Ym14JHf95zU2bWqdbZ+qUlVjhOklK5+167e0yjxag6KCHIJ+Z8cAfXr34tYbr2Ng3ho0bjYBGq3i6M7bufkX1zmS85tw3BiK/SV0LJADugR7tD3snLY+C3zHahaHiPQWkb7Ak8DPRCSRgXzAKlBVFwJ5IjI06XEAZUCViIzGONAzVfVM4CbgS82dWHVNDVGa33ixITENEI6EbV/vhMWLl7Kz1jQZlKxCFi9f1yrzaA1qwxFi6nzrHwqF+P41X6UwuhaATr51/PC733DcejsvL492uXG6dy50PEePlidlp6aqKzFbxbdE5H3gfiCsqu8BLwPTLN3OH2O2kQ15APgRcJoV+ZyOWb09iNl6Tk967HvWWLM487STuHhKVzrHPkEjzT+TkvBuespirrl0IgP6t047otff/YBwcL9i4ObyPFavaZuRtjvvuttVe6XltVSnGChoii5dOtOxwNjqUhwiNzfXFbsaqaB/n8Y2KPaIxWI8/0La5re2aQ55ppas7Zk01mjGsVUU+0Aj48m6n28Db1t3X2vw0JsaXLcVSOkQ49yzTuXkySfw5LOvsHDlBvb6hzbZZ19jtXSRz5g0YTBfOvcHrZpUuaciUi9QUevvyoJFyxk0cGCrzakpPvpwDuYzyx3CkTixuHtR6PYFIdZV19Kt06HbkDcXjcdcbVcVi8V47tlnuejCC1yz6WHIyOTb3Nxcrr7yMn7zwwvpJo11HDZnWH2zlvOHX17Nheef3aoOLRqNcsA5uS9IaXmbbQPvGqpKXThCXTjiWnrNCeNHESydyymT3enpX1NTQ4Q8Pl6w1LU5+nw+9teNe7hJRjq1BMFgFgfL0vD5pNVLXsrLy/nrPf9mV7y+WL34AixfV8b7sz9sU7l0brJ7927+dt+DbK7qyNaaLtxx9wOuiBmPPWYkNTuX07t3r0M/+CBEo1Gmz5zDzbf9i63xoXy6sz2//8v9rFy52vH/JBAItNn/q4jkichDIvKAiFzW2vNJlYwsYovFYjz/vzeYveBzdvmGIY24bhFhXe0QbvrjvzjnlHGcNHniYc1TW7vuc15+fTrrtlWzm4FI1oEBjt3+4Tz42lremjaP8ccM5ozTppCdbT8Q0hYoKSlh+vsf8emaLWwvhTJ/v32/+6Jdhay98wW6FilDB3TnpBPH07WBuldziMVitpNko9EoixYv4f0PF7GlpIqScGfioWOQAETI5dOqDvz5odl0yXuLvj3ac/pJJ9CvX99Wz3F0mQuA5xK6n8DTrT2hVMg4p1ZWVsZf7n6IDTV90ODIg3aVk0Ae2xjNI29t5OMFS7n+R9e0+Mpt0+Yt/PvRF9lclkNNVl8kEDjoHCPBnqyP9mT9nL1M++gBjhvZm69e8qUWfxOpKjU1NftajFdVVbF7TxlbtpUA8OiTL9CrR1c6ti+ioCCf3NxccnNzycnJOSDaGI1Gef6l1/nks03sqsyi0tcdyToKgvW7/ok/RIV/KBU1sGpRFe8teIVOeXUMH9yDSy/8IllZWc2a+ydLlxPqMIJNmzbRu3fvZl1TUVHBw0+8xLrNpewMdyAW6oeI74BuYiJ+6kL92BiFDevCfLxqOp1zKxk7oh8XffmcA4ryY7HYvr9hTU0NFRWV7Ny9lw2btgHw4stv0L1rJ4rbFZKXl0dOTg55eXmEQqHWdJQ9McnvAGm3R844p/bhxwv4vLIbktO07FxDIsHurNpWzpYtW+jTp0+9n02fPt3RlqhTp06cdNJ+oeDnXnqD1RV9kFBh89p4JggWU6LtmDl3Hmedtpf27ff/fm7P8e577mPO7JkEsoIEsrLxBUJIVgGa1Y6Iv5isPufx1ry9BD5aiy9SikYqiEdriEXqiIRr6dGzF3+76859b8qP5y7gjTnriRSMREIHdtJoDMnKo5rBrI8omz9eTtfOH3DqyZOb9fus37CFcLAnm7dsa7ZTe+HlN/hwbQByRkJ281qsij9Inb8/G6NKyawFjBk1jIGWknxdXR3XXnsd5eXlBEPmb+gLZENWIRooIhroQFafL/LC9M8JRBcgkXLikUri0TqikVpi0QhfOv8CLv/aV/Y9n4v/544iktwqul7nW5rW/UwLMq6ddzQa5YGHnmLJukrKAgMQ38EjVhqtoiNrmTS2P5dceG6Lz7W2tpYnnvkfK9buoKS2A9FQd7MiONgcI5UU6Sa6totz/tmTGT1yRIvPM5lYLGatMiooLy8nHo8jYhJRCwoKyM3NPegKV1WZv2Ax774/jx17atkdLiYa7Ib4Gr9G4zEC4W20D+6lS3GQkyaOYcL4cc1euSxdtpw773+C23/74wNEiw/2O776xlQWLF3HjnIfFdIDyWo60VZVoW4XHQI76Foc4MyTJzBu7OgmHw9GZrC6upry8nKqqqoA8Pv9FBUVkZ+fT05OzmFZnaWq+6mqT6ZgvtXbeWecU0uwffsOnn7xDVZvrmIPA5BATv2LImV0CWxgxMAuXHLB2Yc9UzwWi7H4k6VMmzWfzSU17Iz1hOD+4gnVGDnh9XQrqGHYoB6cddrkequzdCUWi7Fs+afMnLOAjdvK2F7XhXjI6J366kroEtpO766FnHjCGI4eMczWcUAsFuOqq67mkUf+a2uOu3fv5t3pc1i+ejPbyvxUBvojPrP11UglHWQ93TtkMX7MME6YMI6cnJxDWGxbeBJ5acDBhFfKysp47Kn/sWRDhMqsgajGaR9dwfEju3PxBecQCrV+C/a6ujpefeNd5ixYRW0sBBqne7HwlYvOajPapC1BLBZj2ozZrFhldD8HD+jN6adMdlwBAEYo2o28si1btvLkc6+bLiKq9O5ezGUXnZtyUXxbwnNqaUBz1KTmL1rCrA8WAMqF551uS/G8pYlEIkSjUQCys7MzLaLm0UbwnFoa0LFjR+3bt29rT8PDIy1YsGCBqmqTB7memHEboG/fvni6nx4tybtvvcGoscfSqVPzur+0ZURk4SEektZixhnh1Dw8Wpr5H39IYVFRRji1ZjBLVWcmxIyBVMSMW520y0Hx8DjclJWV0TVQx9IPZ7RZ0Z4U6Sgi85O+vp38w3QXM/ZWah4eB2FnSQkvPnQfJwR2UFqzmyf/fT+XfPM7rnbsaAUOqtAuIhcAZwJFwD8P26xcwnNqHh6NUFtby9RXXqB01QImBXcT8Ald/DFyds/n0Tu3M/wLpzJ+4uSUtErThXQXM86I6GdzUjo8jiyeePwxvnb511O+rqamhndffZFda5Ywgu0UBRsPuG2qDbA+2IOjxk9mwqQpaeXcMj2lI33+Ex4eKfDO1HdTeryqMnPqmzx91y10W/sOE4M7mnRoAL2yo0zybaBu1uM8eMdvWbNypdMpe7hEs5xacwWNReTKJOHiGSJyUYNrPxKRsZbNE0RkmYhsb+T5PhCRG93+ZT08mmLWu29T+/FLTAyVUJjV/KTnHtlxTvStZ9bT/2DHjh0tOEOP5pLKmdpMVb0IQESGYkK9p6pqhSW8kjg5vUdV70tcZP1spqpeJCInYFSmLgaWY0SL309+EhHpBWzA6Bbclvqv5OGROuG6WnLEnkyfiBAivq8axKN1sbv9PEDQWFU/b8Z17bD2xapapqrVjTzmIuBxYJ2IeMqxHoeFk88+j70DJrO4poB4CufMNTFlTm1nhpxxGT16uCfMYoe7//IHtm3b2qpzaAuk4tQmJ7aVQD+Mzmdj/Chp+/mFpGs/xogT/+4Qz3MK8A7wFA0EXzw8Wgqfz8eXLruC4y7/CbNlIFvqDr6JUVWW1eSxovhYLvzhrxk7YeJhmmnjrFyxnG41W5n60jNttk344SIVp9YcQWMw288p1tfspGvHA78Hxjf1BCLSExgJvArcCLR8gzMPjyT69uvPt372a3Ts+cyrLW7UQdTGlJmRHoy46Dq+8u3vU1jYunqgmzduZPYLDzM6r4oeez/ltedSaX+WedjdfjYlaHwo/gF8W0Sa+hi8CPiRJWZ8OrBSRPrZnKOHhy1EhJPPPJcJl36XeXUd6v0spsqH8d589Ye/YvBRw1pphvvZWVLCm4/cx8TsEkSEXqEwodXv8/bLz7f21FoNW06tKUFj68fJ288rG1wXAd4FLhSRoyzR48Ei8q6IjAIuBGYmXTINbwvq0UoMGDSE9sOPpyy8f7W2oiafs7/6LfLz8x3br6urc2zj3f89w8TQDnxJbar6hurYvvRDV+ynI82KfqYgaPyw9dWQfdeqanKqxqkNHjepwXMc2etoj1ZnyMgxfLbkbYqCJrJZmVVArz59HduNRqPccP313HPvvY7sBIIhGtOBVvG70mwzHfGSbz08miAajTLrrVfoEYrsG+sa38uMd95wbDsQCFBaVubYzrFTTmNt3YGyiYEO3Vtd07a18JyaR8bhNPoXj8f5aPb7PHzn7xhatoTcwP6tXb9QHbXzXuG/997O2jWrnU7VEZs2bmDqC0/SM6v2wB/u2czMqW/Zyp1LdzFjr/bTIyOoqqpi69YtrFm+hO2fr0L3bMbfqS89Bh5F/6HD6d69+yGFoOvq6njv9ZfZvuoT+ka30TO76TZDMVVW1eayJ7c7wydMYdzxE1Ou//zGN77BI488ktI11dXVzJk2lS2rllJYtZWhoSoCTQg3b6v1sc7fhdzOvZlwypn06Wtibs1Qk/o6ppPHmyLytKqm4thavfbTc2oeaclHs2fw+YqlxGoqiNVUkhWppjheQedglAKrzElVKY9ASTTIXsknFszFn5NPILeQYWPGM3LM/vf13r17efYft3OMbKXdQWo+G2NjTYDN7YZy5Q9+vm9MVVm4cCGRcC0ajRKuraGutoba6mpqa6qJhWt596OFnDbxWLJCOeTk5hHKziY7Nw9/VhDxZ9GzV696Cb1zpr3Dmg+nMpQSikPNn2Mkrqyqy6WsqD+XX/sTsrKyDuXUbgReVdVlIvKkqn41hT9Hqzu1jNp0z5o1i127djmy0bFjRyZN2h+vcGqzpe2lwxxb4v+yYe0aotXlxGsqCUaraRevpGNWlPykV7SIUJClxDQM0QrKwkpEFVXY+Pnaek4tGo0isSh22qRl+2KE6+pvAWOxGAvmfkxNVQVonIDPR5ZfCPp9ZPmAeIxTjhlKrKaSSG01pXt2EY7GicbjxBEQH8eOP76eU6ssLyMUryU7xTkGBPKJsKOmilgsBp6YcdvHW6kd2VRWVrJt21Y2rllJyab1RKtKEUARsgqK6dpnAL36D6Jbt27k5uY2aaesrIx3X3mB8s1r6B3dTs/sWJOKXtG4srouhz3ZXek9YhyTTzvzsBzMl5SUMOfdNyjbup786p0MDFbWO/NLEFdlU22ALf6OBIq7MvzYiYwaMw6fz+eJGacDnlPzcJNYLMbiBfNY+uEM8so3MyJUgd86t6qKKkujncjq0pcJp5xFv/6tV568fft2Pp4xld3rVzIgupX2WTFiCiuixcTb9+HoCZMYPnL0Ac420/upeU7Nw+MgbN60kbefe4ysugriCtld+nDupV93JfnWLWKxGHNmvEfZ7p0gwvEnnUbHjk0LxHhOLQ3wdD89PJrPoXQ/HdLqTi0jAgWe7qdHS7Njxw7atWtHKJR24koHcCjdT4dixq1O2kU2PDwON1u3beXOf/6VB5/8D1VVVa09ncNBWosZZ8T20ztT82jIps2b6NWzl61rKysrWbp8KUtWf8Kuql2UBUqJ94mhdXGCm3Io9renS7sujBs+jkEDB6WdXF4zop8+VY0nxIxVNRUxY2/76eHhNtt3bOeW397CPXfdQ0FBQbOuqa2t5ZW3X2bt9jWUUUZdcS2B7n7Einr6EAj4iQ0Ns4vtlIS3snjRAnJn5FGc1Z5jhx3LiSdMbjIFpI1x0Dw1T8zYw1VUNV3eGK5RVl5GPB6nuF2xY1ur1qzi8TcepfiCQv7237v41kVX06P7odtsv/r2q8zZMZvgoADiE7IO8dbwBX34eviI9Khje2QLL87YSJ+efenrQgePw0BGixl72882xi233sIvbvjFQZNEM43nXnqO8opyvnXFt1K+NhqNsmr1KuYumcvW0i2UhvaivWOIT9CY4vs8QPt4B3p26MX40ePp369/ozWaqsrCTxYyZ9FsSmpKqO5eSaBd0617VJX4NigsLaJHcU/OmHSG7e3u4SbTUzq8lVobo7SilB07dtCv35HT8Le0ei8RjRz6gUls2ryJF995kV21JVQVVuLrLPi6GGcl1mtf/IIOjLGbEnbWbmfhnPnkvZ1P1/yuXHz2JXRKyuUSEcaOHsvY0WOpq6vjzWlvsmD5fKr7VeLPre8EY7vjtNvWnjNPOIuxo8emlZDxkUCL/DdEZJLV+fZ9EXnPuv+uiMwUkbkiMk5EXrQeUyois6zb40RkjvW46SLSvSXm15bJ6ZjNqs+PLGHcqnAVtbFG2ucchL8//Hc2915P3bAaAj39+IIHfyn7sn34ewu1w6pY13k19z18X5OPDYVCnH/W+dz4zV/RbWNPYtVJ3Tq2CccHJ3LTtb/m2DHHeg6tDeL6f0REOmC0CC5T1RMxcno/Bf6mqpOBE4CVqnqBJeKyGDjLur0IONF63MNA6vuRNMeXLZSWl7b2NA4r5gwxtXPEay67mt6b+pG7Ip/4eojXNd0mCCBWHYN1Qt6nhQwoGcw1X7nmkM+Rm5vLdy//LqGN+1sWFZd14KIvXuw5szZMS2w/zwFeVNXtAKq6W0SWAF8QkTmqWgpUNHahqiaryRZiugQcUUQrY3Tt1K21p3FYyQ/mUxdOrZ/+oIGDGTRwMKrKho0bmDVvFmvXrKGiR+tip8EAACAASURBVBn+dvsdTnynUrSzmCE9hjDprBPp2rVrSoGY/Px8ugS7sjm2gVhZnGMGj0lpnoeT/z71EGdMOZPu3Y64DU49WsKpdeNATdA7gJuBD0VkA3CFqpY0drGIHA38ByN8fEYLzK9NU7OnloF9B7b2NA4rRTntKIvaa20tIvTtY6KO0WiUl954kQVrFhAbECbrsxCTBk/mjAvPcLSyOv/UL3P/u/dSWFvIaV86zbadlmTOx7NZHllGyUs7uf671x/RK8mW+M230kATVFUrVfUGVT0KeAb4SVMXq+pSSyP0N8AvW2B+bZqaihqKi52nNqQToUCIoM95AmsgEODi8y7hrGFnU/dhhCtO+QZnnXKW4zd4n959KKgtolth9zYpZrJ0xVJeW/Qqvt5Q0m0b//f4/xGPH3w7nsm0hFN7HfiyiHQFEJH2IjJKRBLPVdLU84pI8iu7DFOq4RrzF89n2/Ztbpp0H3HeYz/dEBFXVxbHjzue0pXlDB18lGs2o2Uxjurvnj0w3XadsnLNSp6c8TjRIUah0l/sY23eKh586sEj7nWUwHWnpqp7gGuBZ0RkJmZlNhmz9ZwB/Ai4p4nLj7YiptOBH2K2ra4QjUZ59b1XePa1Z9r0Pzu3MNdxl9gjnXg87noCc6QmQqfiptv5pEpVVRW/vNHZRmTX7l08+sYjRI8K1/t9fR2EVf5PeeWtl51OMy1pkY23qs5S1cnW12mqeq+qjlfVKap6uqpuTXrsFFWttG4vUNUTVfUkVT0nEWxwg0eef4TKweVsKtjA29PfdsVmNBpl2Qp3YxnZRSG2bN/imr2dO3fy1HPuyqc+8OADrn4wxDXuqr3KykqycrJc3YL58Lm69dy0aRPZ7Q4uBHMwwuEw/3jifsLDahp14NIVPtg2h/mLMyMpPRWOmNPEyupKJASaE2dvufNlP8Ajzz3MQ2/+h0+Wf+KKPTAJo9FYaomoB6O8vJz58xa4Zg/g/envE4m4N8eKmnIq6ypds1dcXEysLubqlvaqb15Fz549XbOXn59PrC526Ac2wRMvPk7ZgD1II628E2j/GP+b9RK1tanlAKY7R4xT++ZF3yR3ZQHtN3Ti4nMvdmyvtraW1btW4R8jvD3rLRdmCDU1NRBQtmxvGDy2T25uLth/7zSJW50pFi9dzIqdK9hUt4F5C+e5YtPv93PP3U2dcNijf7/+rpau5eXlEam198EQj8dZv2c9/rxDrxyrulYwb5E7f9d04Ygpk6quroYwZIWyqK6uprCw0JG97OxsOvo7sXXzZr5wzKRDX3AQduzYwYyPprNi0wqioyIs3rmQ7f/ZxqQxJzJyxEjHDqStFciXlZUx88MZLPt8GXvzdsMws/V8dsVTvPPxOwzrM4wpx09xFAV2+v9taUKhENFI6kLDqsqzrzxLVecK0znkEAQ6+pk29z1GDR/V7L9JkvBKFJimqk+nPNFWJCOdWnV1NZ+v/5xP133Ktl1bKastozxQRnxklKpIOX96+o8UUURhqIg+3XozdMBR9O7V+6DOo7Kyks1bNrN6/Wo27dhIaU0pZXl78XUVXlv0Ch8snUNxXjEDeg2kf+/+dOvWjaysrEZtVVVVMW/RXJatWcaemj1UBiuIdY3gH+HHjw/tFWNrfBNPrHqUlz7OpyjQju7F3Zgw+ngGDBjQbCcVDofZsnULe/bsoaKigvz8fEcOTlUpLTXVDiUlJXTs2LHZW7zS0lLenvEW63aso0xKCXetI3CUP1GlaR7UE8rYzayKGXz8/AcUxYvp27kvZ0w+k/bt29ued1shHA6zd+9etmzbwuJPFxHIDvD6O68xpP9QOnXqREFBwUH/nuXl5Tzw1P+xvXgbvs7N+z+KCBVHlXL7I3/hvInncdyY8c257ALguYSYMZBWTi2junTMXzyfV2e8Qjinjtr8GnzFvgOKkZNRVWKVcSgVsitzCNYEueayb+9rVRONRvnr/XdQm1VDrb+WurxapJ3gz/M16hw0pkTLYvgrAgSrg4Si2QzrM5yLz9u/3X3h9RdYsGkeNZ2qCbT3N9vJxMNx2C7k7Srg+m/fsE/4o6KigtvuuA0JCoHsAIFsPxqAqEaISJhwbhgNxQmWhQhEAwR9IXxxH7G6ONHaKOHqMOed/UUmHv+Ffc/1+FOPs/yzZWTlZBHIDiBBIe6LE46HiWZFqCusJVgVIlCbRdAXxK9+NKJEa2NEayIUF7Tn5z/5+b7fbemnS3l86qNEB4bx56Z22B6riRNYm8Ulky5l7KiWaizhPnV1ddx+9+3EAlH8eX4iGiFCmGh2jEhOnfnfZwmxijhaBsHaEP6wn5A/hER8hCvCTBgzgXPPPHefzb/9+29s6bPhkHWuTbLYzy3X3Ep+fv4GIDnEXq+fmidm3IYY0GcAA3sOoqRsBxXl5dRU1RIurMXfwY8vq/7fI14bJ7YrTqgyh1xyKQgV0LtXbzq077DvMX6/nxOPn8ySlUuoDFdQVVFFTWUNdQU1+Dv48GWbF5eqEiuP4dsbIKc6j1x/LvnZ+RTnt+e40cfVe94Rg0fw+dZ17C3xUVNXha+zD9/BDntViVXECewMkB8upF/v/uTk5Oz7eV5eHtd88xp27tnJntLdlFWUUV5VQThWR100TDQcgQj4/D5CIZPkmpuTR1FBEcWFxXQs7kjvXr3rPedZp5/F6KNHs6t0F6XleymrKKMmXEM4FiYcC6OV5nWblRMk5A+SHcymML+IooIiOrbrSOdOnes56+5dutMh2JFdW3YS6xFptmOLVcfxbw1Q7G9Pr+69D31BGyIYDHLx+RezbtM6duzaQXW4mrpoLXXROqr3VBMpjSACWXEh25dDTiCHYG6IUCBEu4J29OjSg+FDhtezec5JZ/Ps289SWrAX6a4HDRIkUFVie2Lk7shnRL+RiXPBg/ZTwxMzbn2a6qdWXl7O2nVr+GTlJ2wv205Yw6CQ48+hZ8dejBo6ir59+qZ0AFxdXc2GjRv45LPF7NhbAgJ+fAzsNYgRQ0bQtWvXZonahsNhPl35KfOXzaekfAdlvr1EekXwZ/tMr64dSt6eAtpnt2dQz0EcO/o4OnXq1ObOx1Jh586dzPhwBuu2r6VU91LXvZZAQX0HF6uKkbU5RDsppl+XfkyZcBJdunRppRm3DKq6LyLp9/tTOjNVVdauXct7H73LtvJtVBSV4esm+zr0JoiWR8nemkt7fweOGTyGieMnkp1tUkg8MeM0IBOaRO7evZs3Z7xJRXU5qjDmqDEcO+bYNlmW4wYVFRW8M/Mdlmz4hNrsagCya3MZ3nMEZ0w5g6KiolaeYdsnHo+zbMVSpn4wle2BrUQKIxCFdrvbM7rfaE6bfDp5eXkHXJfpTSI9p+bRqkQiEcrLywEoKChIOxGTtsKadWvYtXsXfp+P0SOPaTJIBZ5TSwtEZCewoRkP7Uj9A1I3cNumN8cjw15L2GyuvT6q6l7NVxsjI5xacxGR+W5/Qrlt05vjkWGvJWy2xBzTkbSLbHh4eHgcDM+peXh4ZBRHmlN74NAPaXWb3hyPDHstYbMl5ph2HFFnah4eHpnPkbZS8/DwyHAy1qmJSKNZqyLS2YFNV2XTRaS/m/Y8PDwy2KkB/xORUPKAiAwDnLS9fc3ZlA7gPy7bA0BELku6Lcn3HdicLiLTkr7eFpH7RaSvTXu3iMgAp/NKspcvIj8TkT+JiF9EznLLthuISDcRKbZuTxSRL4pIRtVetxUy2ak9ArwhIoUAInIK8ASQSseBlsYvIjkiktvwy6Hd7yRuqDk0PbRy76H5GPgjcD7wB0yx84vAozbtzQV+KyLviMj3RMRpb6HHgc+BSZZ+7M8c2gNARN5Jui0i8qYNG3cAjwEvicgjwFeA8ZjXoyuIiLtdMdOYjP2kUNXnRWQvxrG9AHwZOF1VdzowO05E5jYYE/N0elxjFxyCkRj1rUT5hybsASfbniWERCRHVWssB3lgAWDqjFfVhFLINBH5jar+TER+Y8eYqr4JvCkiRcA/gTtF5HXgDlVt+DduDvmq+qKIfN+671bl/766LVVVmx84J6jqROtIZKmqDgOz+nVpjgBHu2grrclYpyYi11o312A0RP8IXCwiqOo/bJpdoKonuTJBw2JVdeK8muIPGPWujZgWMr92weYKEXkcWACMAT6ztk9r7RgTkfHA5cBw4C3g59aPngMm2jC5TUSuBPJE5GuY9jlusFVEfgTMAr4A2NFYrANQ1ZiIJIsJOUo9EJFb2P9B2FdEbrae53dO7KY7GZvSISLfaOpnqvqITZvT3XRqIvKCql7olr0GtgXoBOxUl/7JIjIOGACsVVVHHQRE5G/AY6q6sMH4Car6gQ17IeBqYBjwKabxYdjJHC272cC3gaGW3X+rakpKJiKyCijFOJ+ipNuFqjrEwdz6JN19GrgU855uTh10xpKxTq0lEJEsVXVPRsllROQ7qvp/1hlOvX+sqt7g0HY+5qyuA2ble7q1hbRjS4A3VfVMJ3NqYPOPqnpT0v0bVPV2B/ZCqlrX2HZTVavt2m0p3P7ATWcyefv5IQcu77OADqpqK5WiLTs0i4+s725HacEcxD8KnG9to34G2HJq1tnUMhE5CZgHxK3xlJ2FiHQEugCnikji4N0PnAHYdmrAbcBPMWeeideRG+edLYVrwt/pTsY6NVU9PnHbWmV8F7M8/1erTaqFUdWEAGmP5G6l1pnQTIfm3T6IH2t9JbDrLCZiIrK9geutsQhwn5PJqepPrZu3qOr7iXHrLLDNoapviMgxqrqotefS2mSsUwMQkU7AjzFvlv8AE106ZxkO/B7IB84CrlfVPzuw946qnm7dFuANVXWSZzVCRJ4B/grcis0VVQNcPYhPbJVExG+lYNi18zLwsohcqaoPO5lTE9xKfWf7c8C5cKxDkgJh+4aA74nIPxwEwjKCjM1TE5F/YLZhnwGnAU8BAZeqAu4HvgcErDfkaQ7t1UsbABzNUVV/BezFrM5eUVVHqxaLqzGpIfOBYhzmvonI6SKyAHhfROaJiNO/4VEiMttKvj3KoS1E5BoRmYeVxmPNcS7gWO7cpZyy64BzgWqgCqjEbOPdk7pPUzI2UNAgB6jemYjTNAoRmaGqU0RkmqqenLjvwN6TmOTWRNrACapquwpARF7DOLR/Y1ZrNar6A7v2GrHfDrhGVW2f41hnnmeqapll783kIwMHdqcA3wf6Yc4AH1LVCgf2vquqrh5ZJF43Dm0IJon3YuBZ4BngNVU924UppjUZu/1s4UjQ2yLyMNBTRB4A3nBo7ypM2sDVmLSBKx3a+4WqLrduXy0i59g1JCJnYLbaAL8ATgEmYQIHThDMCgPru6MzOhEJYlYuX8EECu7ArFxeB060Ye9L1tbW33CrZ2d753ZOmbWif1KM2PDXgFcw7byPeDLWqbUkqnqbiIwAjgI+U9Wlduwk0gYwxwDJdaBOjwW2WJn+A4HVODs0/x3wJcyW80PgclV1I5n3XmCBiGzAHPL/xaG9d4CXge+r6o7EoLUKtENim+nWdu7hpNtnWvcdVz2oahx4zIr8dnVqLxPI2O1nS2LVA74EPO+k7EpE7lLVn1pbZde2yNb281nMlnY8cKmq2lqtJW+VROR9VU151XMQ2z72JwjHHdpKfMCotTUboqqfObQpwMOq2mQit027jnPKxDRn+CmwBHgfk4JSCdykqquczzJ98ZyaDUSkAJNGcCFmq/OCk8ibiASTo7IiUuDwHKjeGZ+IzFTVyTZtlWOCLQIMSbptt941YXcSJpm32LKHk/Ogho5CRN5V1VPt2kuycy/wN1X93KmtJJtnq6qjIwsRmQ3ciKlQuB/zWqwA7lNVp0GXtOaI2X6KyDOqeqkbtiyH85iIfIB5Y95B/e1FqrwjIj9W1cViuon8BpjiwN4WEfkTJrH1OBykX6hqoYN5HIy/A1cAW1yy11Aw1K3edxOBc0VkD2Y1bduZi+lE0g7nOYMAEVWdZdn9ZaJszVr9HtEcMU4Ns81xBRG5HjgH4yyewXnB+KXAA2IKxDdjDrydcAWmK8lgTArGTQd/eKvwKfCpi1UaiW4sczCOyGnwBgBVHXvoRx0cEZkM/Bazqh8BfCIiW4EbHdRp+pJy/M63nkes5ziiyejtp4j8l/0RpzMw3SBQ1asc2r0IEz53nLNk2ZsE/AnzhhwJfM9JUbKIPKiq30q6/1dV/fnBrjnciGlceSeQOP9xI9VmJNYW2W7wJslW4rVzAKm+fkRkJnCWqlaLSBdMkORa4L+qep6TeTZ4Hh/QVVW3umUzHcnolZqqfjNx2zpzcerMEmH+LsBV5oNx33M5yeK+BviiqpaKyBDgQSDl8yARGYh5U48TkcT5VAA41u7EROTaFspQ/xUmNcSV7acV5TwfE/EdIiKbVLXUgclEhch1mMP4ucA44BgbtoLsX0El6o93W+V7thGRCzF5at0wLZGeV9XnndjMBDLaqbUAbof5AVDVK0QkJCL9gPXA6TZN9cC88Qqt74Kpg/yFg+ldBLSEU/sE2GaltLjB45ijgGfY31XWdn6eqq4EEJGhqvpDa3iJiEy1Ye5XmHNTP6a32o+tcdut5cXU4I7BBAu2At2Bm0Sku6rea9duJpDR289kRGSMNujd5dBeCOjM/sjdRge2rgB+hNmKDQLuUdXHHNjLtuaW6H3mZG6rgLsb+5mTFZyIrMCseNftN+comupaxLeB3eeAlexvjjlUVdtC7ec04NTkVBjrTHZqCyeet3mOiJWaiHQHCkWkr6qud8HeDZiD+H7AJszKzckL6XvABFWNWJnxMzE97e3yE2s+CzBb0WmqeptNWzHM7+dWe2wA1Gpp7SKuRXwbcBlmWzsYWIwpcHcFEblDVa8/9CMbJdYwt09VoyJiuzlAppCxTk1EXlTVC0Tk2xixlQ+AUSLygar+0aH5C1R1gojMwDgPpyVDYDp+7LW+O3Ug56jqF2BfRGw2JjnTDttV1a64SpNYHzQ3YrbKVwFXqOp/HZhsGPF1o+oh0YJ7JVCC+b9MxCS7NpuGZVaJYcz22K5TGyIiDfvFCWalf0STsU4N82YBUwt4cuJTTURmYfQKnJCoWYxgDuadil7chBEh8WFWRjc6tIeIDLYyywfjrBf+k4d+iC3+i/k977Qcx+XWmC0sG58BO7DpfBpDRF7CrFQTKz+1YfdWTMuihh9WTlZVf7HsJUd5R2D/wytjyGSntkZEzsVsR75onUEcg8m6dspt1rnVrZjuqnc6tBdR1QmJOyJi+2zJ4nsYdaYuwHbrvi1U9d8O59IUAVVdKCLJ5WG2ccn5NEa+qn7ZoY3XgLeTa1IBrEi3Xc4HLlHVvUn2lmC0CjK2EWpzyNhAgXU29QNM8XAvjNjFbOB2VS1pzbk1RBq0ohGR55wcRovIxar6XNL9c1T1dafzdBOr/GgPcAEmYtlRVX/iwN7UligPEtOF5X1gEdaKV1VXuP08qdIwMJI07riuNN3JWKfWEsh+3YNknU7bugcicg2m5VC9mkpgpap+3cE8GzrJ/6nq+XbtJdkJYCT3XEnFENMSaRgmWfZVh7ZaxPlYSbjJqJ18R7dzysQ0QbhEkxoqWCvzZxpzdkcSGevUROQUVX3PSsq8FRiN0QC9RVUdJ3xKfd2D59SZcpErjQibcJJxYLruFyJO1eYdqnq9GJGUuzHlTUOAPyWvBlOw12TU04kTcsv5NGFbgE52V/hJOWW/JymnDFhiN6fMqkK5H3jBstkTsyW9VlXn2LGZKWSyU0t0pX0cUx71PDAZ+KmqnuHAbkPdg8fUoe6BiPQFbsbkla0Gfu+wTOpyVXUjIpv8d5yOaWFUIqYl+ntqo1OtiMQx2fnJDizR9cNpxUcI4zC2upXUKyKXYs4k22POZJ/QFLsSt1ROmZgC+XMwq7+twOvJZ2xHKpkcKEjQI+kN/raI2I4sitE9GItpungbZhUUEJGAOtOCfAizmvwYmICJAjqpg7xKRE7HpJpMVWefXB2tkqvCxErFqmG02/9sAqZNzjDMVvF5VV3iYH7AvgTmH2ISmAeLiKME5iR+gCnnmmZFWDvbsNEiOWWqugdn+YwZSSY7tZ5ihDPyRaRYVfdawQMn9XZHYYQurgISdaVuaEFm6X4ZtpkikuXAFtbKaiBwOaZ0Zj7wqO6X0EuFFzC1o6+ISDurPrWA+qkEqcxtLmalhohMAB4Wkbmq+l079pL4HnC8iwnMCeKYuk21ypzstPbxcsoOIxnr1FR1cCPDccB2I8IWjCrNEyO+Mg/jQOa5YLMMk8xbh1GB+o6I5KvqFakYUdXfNjJWgTlPTBkRycHICp4H5GDqSl+yY6sR3ExgTvBHYAbGAb2H6aaSKk0FfVpCdPqIJ2OdGuyLOF2EOWdps10M1LT0Hoc5U7tTVRc4sScirwJhTOLsuYkzPxG534atYzAH3BHgDlX9wBqv194oBXYCyzFCIaWYDhaXiojTTie/pn4C868c2MJalf0Eo88QBHZjnNA0G+Z2Ys6vE2I4iNGOPeJLmlqCTA4UuB5xailE5HVN0hAQkUfUQV98EemkDrQTGtiahdluRzGJxh+q6l1286FEpMnfS1UfsT9TdxGj/uQD/qiqYetI4FeAX1VvTtHWVA5MlC0GnnYStPJonExeqV1A/YjT5yLyXWAqpkmfY0RkiqrOcHD9sZji60FJ9YEBIOWcN8vev4HHVXVm0tiJGAWob9ucpqrqauv2xSJyq/U8tl47bjsuEXn2IM91iQPTJ6rqKUm2IsBvrUhmqgQbRiWTzng9XCaTndrh6GJwM+a8xS5hTGnPHurXk6Z07pXE0GSHBqCq74vI75u6oBmUSFJ3E1W91arTtJ0c7DJ5QAFmO/sG+/+OTmlqC2Mn6htvuHq2EmVd7XziYchkp3Y4Ik6bnFxsRSM/EdMccraqrnVnWgdgu2+9ql7UyNjjuNOZxDGqeo6IFGECD7/BOKOHVPVdh6ZHNrIKFOw1L7gZeE+MhkK9RFlnU/RojEw+U2uyQWDD1YyD5xCHOWAJO2dhVLY7YyKBz1g5SKnauRmTiPlnzJunB6br7Ta1qQTeyIF5GCMafLeqRu3YbGD/GFVd5IKdwZj8tykYycIHHNrr09TP7CRGe4myh49MdmrDaCLipDZFbkXkZ6p6pxiBj//DrApCwM+cnK0l2S8C/on5FH8dE22cm8L1AnwL026pK+bN8zRm5WLrH+3mgXkT9uvVqdqc3zGY7rQvpPL38shMMtmpuR5xSioZehv4oaqutDLMX1LViQ7mOh6TKDscU9KV2No958SuG4jIe8kH5knjjpyRW3ZEZB0m3SJBouGAqoP24B7pSyafqbVExCnPWgEWqCXMYdVC2i0ZSvAVjFxaPQ0FMfqirY2bB+bAvuLzhPMZKiIPgT3pQrXRHcUjs8lkp9YSEacVmPbLnyWVXhVgopcpY3VaqFHVHyeNjQNCqjonkejayrh5YA64L13o4ZFMJm8/23xrFjEit2dokiiymI66bzrs3iCYfv1dMWd/oxquAlOw5eqBeSP2n3WYT+bhUQ87xblpgarOwkTC1gHFmJY+U5w4NBHpLSJ/F5G/WWkYiXG7mgeqDVTerftO85ceAfoCX1fVGKYSwC69Mb3ENiS+gE6YDwnHeA7Nw20y1qmBac2iqo+p6u2q+rgLIfT/YpI8XwYeFJFEDtcJNu3VWd009iEigzBF6E7orqp3ATUJsw5s/QFY1mBsmTVuCxE5WUT+IyKvi8i/xTSgdAURucctWx7pSSafqbUEAVWdCiAic4D/E5Gh2Fdr+inwgogsZP8WeSRG0s8JFSIyBfCLyERM4bhdGl1NWlvclBGRH2C6dNyJSV7uCfxMRIar6n0O5pnAqbKXR5rjObXUqBWRbqq6zaoFvEpEfo2RY0sZVV1uBQYmYJIy3wQ+ciGp9Wrgl5gSrC8D1ziwVSciA1V1TWLA4WryEswxQKJcbZWIvA9MxzTfTBkrVy0RTe1rJSFjN+HYI73J2EBBSyCmjXXEcmjJ491UdVsrTesAROSbwIuqWuaCreGYFkYHrCZV9VMb9map6qRGxt9X1RNtzjE5mPE0RjdC3AhkeKQf3kotBdS0sb5QRFxTBWohgsDTIlIDPAe8rPbbjW8E3FxNzhDTFv12YAumJdQNONDoTHZeIlKrqhvt2vJIf7yVWgpIGvVoA7CqHX4MXKeqRTZtPIbphDEXk2pipyV4sr3kUq5uGMfmqJSrgf2zVfUNp3Y80hfPqaWAtJAqUJKtG1X1NhfsdMF0/D0f09b7OVV9xoE9AcZjhKFHYzq5TsWojjve4lrPcayqutHG3LUieY/0xNt+pkZL92g7DaNS5ZQHgGeBC9ToCTjCWkF9ZH0lOk6cjmlwOTUVWyLSG7gOc6h/D0bM5ibMyvdrqc5N9jfX3DcEfE9E/qHO2oN7pCmeU0sN13u0iWlvnYjcdRUj9YaqPmrDVkiN3uVXLZuJ4AYOztQaPsc3VfW/mC2jHR4D/gW0w5yjvQhcrKq7bNq7DtiAceKJbUccE/n1OALxnFpqtIQq0Pqk27XWfbvJsrdhct9eY7+jBOcSfsl8HZOEbJeYqj4FICLXqKrTov0RmPO5izGO7RmM6HLKHwoemYF3ppYCLdGjrYH96W6czbmNGJ0DME7yb5jgA7pfqzQVWxsxqzzBpF7sW/Gp6g0O5ujDbF8vBTp7bYeOXLyVWmrcg0keTSbRiNENVSBX1LatJpY3YKKLAkbg2IHJfkm3szF1pYK9NIzk1a5rupfWWedjIvIEppDf4wjFW6mlgIjMVNUD2oS3tRWWiHyEqSK4D/g+cJmq3uSSbdd+Vyty3BPTbtxpvWtD23e4sLX1SEMyuqC9BYiLSKfkASc92kTkHBH5QEReEZFTRWSeiHwiIk7KmgCqVXUp4LO+H+/QXjIpRTsbIiJ3WN9PAhZg9BQ+shKa7di7tpGv6zB6AB5HIN72R8s8DgAADyNJREFUMzXcVgX6DSaNoxD4GBiKCRbMAf7tYJ4LrL5s71irth0ObNVDVf8kIv6k2s1UGWt9vxk4zeocnAu8h6l+SJVbgZ9z4AeLp35+hOI5tRRQ1VlW94uEKlCiR5vdlkaCST1QTBpCnZX35qg9eNK26/cicj9gu+WSFRxpyL9E5Dt2aj+BjiJyNlCoqiWwr/zM7u/8GiYJuJ7jFpEhNu15pDmeU0sBEXkZ2IXZgv1HbcjYNeAxTG+y1Zh0jLlJ9Zp25pfoVtEQxZR22WEhMBtTA5pYDfXHtDW304b7BeBY4BURaaeqpWJaoi+1M7mmWoGr6q/s2PNIf7xAQYokZdOfhumouxh4S12QZrPe3HFVtaUyLiLJEVjFbI9/jDlbG2HTZm9MJFUxkn0bReRNVT3Ljr0mnqO7qm51cP2FmDy1ttxkwOMw4Tk1h4jIaExN5GpVfcHG9Rdi6jS749Ib0tp6XY9JxbhbVV91Ys+y2RcjjAwwrLEocDPtnN1wCHMudrOqvmnDXlo1GfBoeTyn5gAROcvOGzHpelffkCJyLGZVFcCsqlxXoxKR/hghl5dsXl8CzMfUkSa2s5cDj9lp6tjSTQY80g/PqTlAnAvxuvqGtA7bVwCf0uBszYnAiZvbOxHJA36Iabv9d1X9UETeUNWGK7jm2puqqqc1Mv6uqp5qx6ZHeuMFClLEOmMCs8rITty32ZjQ7a4f/Q79kNSwcr7GAjeStJq0zsFSXk1a54W3WeeHPxKRn2CK2+3iepMBj/TGW6mlSIN++N8AHgZ7/fCT6iDrDQOXqGqTepuHk8PQQ64QGGo30CIiTZ7tqepM2xPzSFu8lVqKqOpvE7dFZIpDcY+W6PrhNq6uJkXED/wE+BKm7XgYeFlEFtpsEb6TJpoM2JmfR/rjOTVn2MqtSiId3pBub+9+jSnPO0VVwyKSBfwKU2Fwsw17Ld1kwCPN8LafLiAinRPZ8SleNxWz1dybNFYMPK2qjt+QSQ0dndhwdXsnIu+p6imNjNsKuqRLkwGPw4e3UrOJVch+IfsLp+0UUAcbllip6l4RCTqdn4XTho7g/mqyqU9Ru2VScRHppKo7EwNOmgx4pD+eU0sBEemGcWRnYN7sI4AvqGrYpknX35ANGjq2S9y309DRwu3t3UgRebbBmGBfWd3tJgMeaY7n1FJjE6a//iWqWmOVC9l1aNAyb0g3GzqC+6vJY21e1ygt0GTAI83xnFpqDMMkob4kIitxll/VIm9IVX0kcVtErnShV7/bq8neQI2qzk+yNw4IYQRUUsZqLOBK12CP9McLFNhERAZhHNypQKmqXtDKUzoAEfmVqv7JoY1JwP2Y7hr1VpOqOseGvZnAGapamzSWjRFK9g72PRzjOTUXEJHj3OjS0VKIyFhVXeDg+vbsX01uBV63u5oUkRmqOqW54x4eqeJtP1PAKon6vnXXsRBvS2IVt1+EKXFag2mdbQuXt3d1IjJQVdckBqxVr6saBR5HLp5TSw23hXhdRUTGY7bEI4EPgAl2WwS1ID8FXhCRhezfzo7ECDB7eDjG236mQHKCqFXWM6a155SMiFQDDwE3qWqZk+4XLYVVyF4LTGD/dvYjmyVSHh4H4K3UUmOgVTIkmF77+8qH1IEQr4t0Ac4DHhAj7ttdRIrbWHrDP4A8YC4mOPBJK8/HI8PwVmopkE4dIUQkH+PgLgS6qeoJrTylfYiIAOMxHYNHYxKZp2IEVMpac24e6Y/n1GwiLSjE6yZWV4yvuZCv1mIk6T7sVlVHuqIeHp6YcQqIy0K8biMix4jIs9bXCBG5GhMwaLNycVbR/R5VfdpzaB5u4J2ppYbbQrxucz/wM4zK1TSM9sHENn4I70bRvYfHPjynlhpuC/G6Ta2qfgggIutU9e+tPaHGaIGiew+PfXhOLTVcFeJtAUZYHTAE6J90W50Ir7QAbhfde3jswwsUOMSpEK+biEiTugaqaqtYvKXxmjl6uI23UkuBpoR4RcSWEK/bJDsuq5PGUcA6m0pXhwsvOODhKl70MzUextR+jsNsQ8dhSqZc7RFmFxF5zPp+KfAKJg/sERH5YatO7CCo6p+stBMPD1fwtp8p4LYQr9skyris9j7nqGql5TBmq+rxrT0/ABEZ1sjwv4DvqOqnh3s+HpmHt/1MgRYQ4nWbniJyLdBRVSsBVDVmEvjbDAuB2cBG9jea7A9cD1zVWpPyyBy8lZoDnArxuo2IfCPp7kuqWm454J841Cd1Dat90w0YAZY7VHWj1Rb9rFaemkeG4Dm1FGhKiBe4u60muIrIMaq6qLXn0RAR6Qv8wro7rA22SPJIUzynlgIicgsmuPLHBkK8flW1I8TrKtbWs94Q8D3gH6r6j1aY0iERkf7AKFV9qbXn4pEZeGdqqXFishCvqkaA34rItFacUzLXYcRLnmW/vmYcqGy1GTWCiFyIaWbZDdgGPN+6M/LIJLyUjtRwW4jXbUYAj2O2x2FMp97NbalDh4hch9E7uBHTmeNG4My2nHbikV54288UEJESYEbDYcwKrsvhn1HjWA0ivwZcCnRW1eNaeUr7sFa1p6pqPGksAEz1Kgs83MDbfqZGm0iyPRSqGheRJ4AngK6tPZ8GxJIdGoCqRkUk1loT8sgsPKeWGq4L8bqJ1e32z8BxQATIAuaKyC8TeWttgCHJbdAtBBjUGpPxyDy87WcKtHUhXhG5B1iiqg8mjV0JjFXVH7TaxJJIp5boHumJt1JLDU12aNZArbSdlP1hqvqj5AFVfVhELm+tCTXCTsyH6fLEgIgMB7ztp4creNHP1KgTkYHJA21MiLetONeDcQ9GFi+Zrda4h4djvJVaarR1Id7jRKRhyZYAg1tjMk0QbCjZp6p7RSTYWhPyyCw8p5YaGzHthhJCvG/ShoR4VbWwtefQDOIi0klVdyYGrN5v6bDK9EgDPKeWGm1aiFdELgC2q+oHSWMnYHLV/td6M6vHzcB7IvIC+1e75wMNS7w8PGzhRT9TpC0L8YrIHGBSg8RWHzBDVU9s+srDi6XzeQ5mtbsVeL2Nqch7pDGeU3NIWxLiFZGZjXW7EJEZqjqlFabk4XHY8aKfDmiDQrx7rO3mPkRkIuCtgjyOGLyVmgMS7bNbex4JROT/27v3ECvKMI7j358aFKURIXghkywvG0E3XCspKbuAERhChGEUdhHCwopuBhKlUGFmiREVhWRYCKkJZmVRVqZUGKKChXbBKEpJjRRyn/54Z+G4HZeds55z5oy/Dwzunss7z7DyMO/7zMwzFFhKusG+c72qA5halI5XZvXmQkFOBW/EOyAirpB0Btl6VUT80uygzBrJSS2/IjfivVXSGNJZ2hpga5PjMWs4Tz97oaiNeCUNIlVnrwJOIl2CsqyoDY3NjiUntV6Q9GhEzG12HN2puATlcERsanY8ZvXmpNZLkvpGRCFvxpb0SETMa3YcZo3kSzpykNTWdQM+ztaxiujqZgdg1mguFORT+Ea8We/PIMU3SNI0gCL1KTCrJye1fEZSvRFvIRJaZlfFzwez332zuB03vKZWg1ZpxFvU6qxZPflMrQYRsQuY0dmIt8nhdGdJswMwazSfqeVUrRFvRLgZr1lBuPqZQ9Eb8UqaJOkLSSslTZS0SdJmSXc0OzazRvGZWg5Fb8QraQPpMo4BwFfAaFKx4POIaG9mbGaN4jW1fIreiFfAAVJ1tgM4lMXX0f3XzMrDSS2fojfiXQJsAXYA80iNjP8B3mlqVGYN5OlnDq3WiFdSf6AjIv5udixmjeIztXwK34g3q85OAYaQVWezzey44OpnPoVuxCvpHlJ19lEKWJ01awQntXyqNuIFitKI90ZgekTsjIhDEbETuBuY3OS4zBrGSS2fDkkDK18oWCPeqtVZCjQ9Nqs3r6nlU/RGvEWvzprVnaufORW5EW+rVWfN6sFJrUSyh1ZWrc5GxPbmRWbWOF5TK5dCV2fNGsFJrVyKXp01qzsntXIpenXWrO5c/SyXoldnzerOhYKSKXJ11qwRnNTMrFS8pmZmpeKkZmal4qRWApI+kfTisRxD0i5JD9Q41uuS3svx+eGSQtLFteyvYpw5krb0ZgxrfU5qZlYqTmpmVipOauXRT9LzkvZm2zOS+kD1qWTeKaukWyTtk3RD3sAkXSfpsyyuPZLelzSmykdHSlov6aCk7ZKu6TJOm6TVkvZL+l3SW5IGdbPf8yR9lMW9P2sX2PSuX1ZfTmrlMZX097wEuAu4E7jvWAycPTn3BeD6iFhZwxAnAwuAscAE4C9glaSut289DSwEzgc+AFZIGprFMBj4lNRYZiwwETgFWNmZvKtYSnqk+VjgAmAOqWWglZjvKCiPX4GZkS483C5pJDALmN+bQSU9QUqSV0bEt7WMERHLu4x5G7CPlGzWV7y1OCLezj5zL3AtMAOYnf27OSIeqhhnGrAHuBjYWGXXZwLPVjyh5Pta4rfW4jO18tgQR15J/SUwVNKAXox5LzATGF9rQgOQNELSUkk/SNoH/Eb6vzesy0e/7Pwhe4LvV0Bb9tJFwOWSDnRuwM/ZeyOOsuv5wCuS1kl6TNLoWo/BWoeT2vGhg//f1H5CD763ntQY+eZe7n8VMJB0xtdOmgr+S76nh/QBVpOmppXbOUDVy0ciYg4pKb4LXAp8J+n2mo7AWoaTWnm0S6pMXOOA3RGxj9Tab3DnG5JOBHpy1vI1qSvVLEmP1xKUpNOBMcDciPgwIrYB/am+9DGu4nsiTU+3ZS99A5wL/BgR33fZ9h9t/xGxIyIWRsQk4FVgei3HYa3DSa08hgALJI2SNAV4EHgue28dMFXShOxJuK/RszM1ImITKbHdL2l2DXHtBf4A7pB0dvbI8ZdIZ2pdzZA0RdIoUmHhTGBx9t4i4FRgmaR2SWdJmijp5axp8xEknSRpUXbMwyW1A+OBrTUcg7UQFwrK402gL2kdKkhnJZ1JbR4wHFgBHACeIiXBHomIjdnlFWslERFP5vhuh6SbSFXNLaTF+vuB5VU+/jCpuHEh8CMwOSJ+ycbZLemy7FjWACcCPwFrgUNVxjoMnAa8AQwC/iRNU2u6S8Jah5/SYWal4umnmZWKp5+Wi6RhdL8u1RYRPzUqHrOuPP20XCT1I63PHc2urCu8WVM4qZlZqXhNzcxKxUnNzErFSc3MSsVJzcxKxUnNzErlP4JqiFHx+xWmAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 320.4x496.8 with 15 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sc.pl.stacked_violin(pbmc, marker_genes, groupby='bulk_labels', swap_axes=True, \n",
" var_group_positions=[(7, 8)], var_group_labels=['NK'], dendrogram=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### visualize gene expression using dotplot"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 453.6x288 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sc.pl.dotplot(pbmc, marker_genes, groupby='bulk_labels', dendrogram=True)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: Groups are not reordered because the `groupby` categories and the `var_group_labels` are different. \n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sc.pl.dotplot(pbmc, marker_genes, groupby='louvain', \n",
" var_group_positions=[(0,1), (11, 12)], \n",
" var_group_labels=['B cells', 'dendritic'], \n",
" figsize=(12,4), var_group_rotation=0, dendrogram=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### visualize gene expression using matrixplot"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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oGT1iD8SdT2rNZUKpyz5AP2BpinO1prl8MfAXM7tP0scIGs2HAIMlHWZmh0r6ObAbQcf4uLh9XAyWPyR8V84lCD5cbmYzJV1FUGpaAFxNUMC6FTicoLj0W8JDR6OZdb7gqOM43UaxesRp9Yfr6+uZNGlSBs9ax4xO7+0Wgwfizqcjmsu3EGpKlwPTSnCu3xOC633AsQRZyBeBOjO7VNJuwEgzmxSHsn9gZsdJ+nKu/rSkBwgPFe8C90uaRVBkuglYBvxnFIvInXM68KCZ/VxS6m/6OnrEdYPC2IDjOL2afP3hUmkNZ8F7xBsHaTWX+xMC0NZAFTBH0m3A/wO+AAwEaqLk421RAjJ5rvU0l83sYUkXShoIDDezhZL2TuyyJfBQfP8A8KMC/pWZ2RIASc8Co8zseUn3EHSbH87bfzzwm3j+liKuP9/nD/WIRw8b63rEjtPDKUaPuCfoDycxRFMPCMTd78GGz2zgk5JGAEgaLGmdeds8XeEWYBWwGvgAqAZkZr+JvdOTgJ+Y2ZS8IAxwP/ARSeOi3T6xtwvwD+BygiYyQCOhxw1hKDy33x7Awvg+GQBbJA2N89DbAK/H8+wAvCopf6zpaWDv6Id/zxzH6XEEGUQV9epMvEfcyXREc1nSXwnDyOXAL4vtUbajufwH4Cwgl519H/B7Sbua2ReihvLdrJ0jBlgg6VrgfOAMwkMFwCXxOi4DvgosBmZLSiZ+/RqYKelIYCVwcDHX4DiO02WYaPISlxsHaTWXzewC4IJWts1t51ytaS4bMDs3vGxmLwCTEsf9ZwFbn89r2iPv8wGJ9/vGv1MSbce04+uUtrY7juN0Jj1F9MGHDDcC4nxwrmfrOI7jEAJxU0tZUa/2kPRNSY9Jeje+7pO0Xs5OIVL1iGNG7SozeyB+ngZ8BXgSONnXg/ZMzOwe4KPd7YfjOE5PwlBRQbZIXgVOI+TYlAFfAm6QtIuZPdbWgWk9uAjIJR2NA64AHiP8yHtvy3Ecx+lVtKCiXu1hZn8zs3+Y2XNm9qyZnQm8RxGdoLRzxFsCj8f3RxKWzxwvaQ/C0Oc3UtpznHZRGWw3eVT7O7ZFeQvWtJrhY+symSmrFdvuOyybL4DVNjNucjbReoCqV95gu8kjMtlQZQtWVY0yJq2UVTcy4ZDNM9kAKFu4mo+90i+zHfVpZseKAZlslDeuQtu9jzLO4pWveY8JJViFV1bdzMTDi1kN2TaqFdvuNTSTjer+vT/FyIxS9og/RFI5cDSheuG97e2f9k4aa5e8HMDapTCLgCEpbTlOUVgLPHn7K5lsVPQto1+fZpYsXJ7JzrhPbsPTDdlnYLbbeyAPvroys53dF63m2X++kMlG7cga1Lc/K5c1ZrIzft9hPHnzs5lsAOxw3O48c+/bme2M2WsIC1/Odo9HDWrmvTteomll6qXw67D9QWN4/Ibs92bC4VvzxM0L29+xHcbuPoqXH1qUycamOw/P7EdPIMXSpKGS5ic+XxnrHXyIpImEFSk1wPvAJ83scdohbSB+CPivWGBiH2LlI6CeEIwdx3Ecp1dgiObie8RLzGzXdvZZQKjjP5Awavy/kqaY2RNtHZQ2EJ8E/An4OHCumT0f24+miO634ziO4/QkSrl8yczWEAokAcyPBZX+E/hyW8elCsQxqu9QYNMphCL/juM4jtMrMCNNj7gjlBGqI7a7U2bMbJWZtTnB1BWavJJ+GvV4x0i6IZ7rPklHxe3vSZoTz/cLSf0Sx5ZJekrSCfHzNEkLo19/jG31khbHtvsl7ZI4vr+klZJSLROKNi0mvCHpEEkz2ti/Xb3fNo4tk/RDSXdLukfSb9rYt00t4vhvt03K8+8oyRP6HMfpIRRX3rKYeWRJP4lxrl7SREnnEQoc/bG9Y9vtEUt6nHVrDreKmRXqLXelJu92ZvakpDuBM83srmh3z7h9gZntH218BfgJ8M247bPAy3n2LjazS/Pa5pnZUZL2Ar5HGJYHOAL4Xfx8X971TwMa2qiK9RRwKmFOoU2K0fttgy8T7vs+ZmaS9mtj3/a0iKcA84GiM1DM7FHg0WL3dxxnwyJff7hztYbbxyhpj3gEoZTwCOAdwtLeQ83s1vYOLGZo+q/ZfAO6QJNX0kiCEMHYYM7uytkF7s7f38z+R9JD8dhcqvnVrCu4d7ykYwj1nv+SZ2IgrDO58HFC8LpGkswszVqFp4FKSePzrukCYNfo03Qze1RBH/hwwlz918zsDUlfJ4g4/I2gD9yfoMT0JTNLThl8Fvhyzjczu0PSMOC3ZnZ4POcdBB3hnBbx5dG/y+P1zgZ+RpBnPDLWkv4qQWpxNLAC+Dwh4P80+vpjQtGXV4HD44PXx4D/ItSsvsLM/pTifjmOswHQmVrDRWFheLokpsymdfTYdgOxmZ3VUeMJukKT95B4TLHnAmiKPebPEYJ/ZWLbDYTgUgvcLmlebJ+soM27JZDrXfcjKCQtU5AF3J0gJ5iG84HvRj9y/MDMPpC0A6Fiy7GJbdcARwG/AD5BCLJnApeY2RxJJwOfZN0HqfXujZm9JalR0nBCAH/NzK6S9O2EFvHNhApqzwC3EYZaZgLzzexmSUcDL5vZ5yR9CTjRzM6KIxO/Agab2em5By8FNabzgL3N7H25OpPj9Hpmzpz5od5wjkmTJn2oPQw9Q384iQHNPUAGsUMrsiXtSghEN5vZCkm1wOrY+yxEV2jyHkAYzh5A6JkVQyXh3+IYwtDyF3IbzCy34PS92EvcFniBtUPT3yaIIDwWj91G0i2EwN0XeEDSmcCBhKGKVZKWA1eZ2Xpzs2Z2t6Sz83w/WdLBBGnE/GS4vwHXSbqaUHZ0maTtgD0k/YAwmnBV3jGvR/v5C0//RAjkgwhDK/kMN7OnARTW0W2Ztz1fzzj3P+9K4A3WF7zYBHglVxK1kLpUnKOeDjCgblAR6Q6O4/QkckE5GYh7Hp0vcVgMaWtNDwduJGjXGiFQvkAYqlzFWnm/fGYD8yRdFueIB7O255uz3ZombxMJTV7gN/lzxLFH1dfM3gXejclP+8Q54nJgz1hvOXm+44AHCUFyePRxNFAu6T5goZm9G4/fgzA0m+Qy4F5JvyPM7e4Xh9yRdDtAfEA4t4g54hwXAecC18Z59MMJ89sTCdKDHxJ9e4ewpCzXi36GIKd4V/Qj2cMH+DNwmqSvxzniyWY2j/BvejNhEfrZuVMkjntT0rbR/q6EXu6erK9nfC3r6hlfQEjdnxGHonMsBsZIqo0PcmX5wTgulL8SYPSwsUa2egqO43Qy06ZNW+dzT+n1tkdLSy8LxMDPWVtFK5nYdA1hiLQgXaDJuwchqOY4FrhU0o/i8T+L7eMkzYnvnwa+F4P3rvGc04A6M3s4ZhcfSpgX/bOZNUiqT1xTo6R/xXONygXhyPOSdjOzh0jHTYQEMoBlwJvAHbS+Rvsagu7vyPj5XELCW2464VRCQlWO3xIeNu6W1EJYfD7PzFZLegH4IDGnfIekG6P9Mwlzz2WEUZCGeB9/qiAEcirwqTgUvQI4VtLhhJ765fGB4CTgEQg94DhaMEfSB/EcPkfsOE6X0gXLl4oibSA+ADggDoMm258HxrZ1YCdr8rYAsxLbXyXMm+Yf12YB22QWdpwbPytvewNhXjb3+fT49n/z9pue93kmrZC0GZOotktsPqLA/lMS7/8C/CXxeSnwqTbO1UK4pkLz/i2EOfHcvqfmbd87z9Z9rNUghjDPnuTm+MLMkr35ubFtNmEUwnEcp9soVbJWFtIG4j6E3mw+mxCGkrsFi7KMTseQdBnQz8we6W5fHMdxugpDtPSAHnFaD+5k3Qxmi3OopwG3l8opp2sxs+PN7PPd7YfjOE5XY0W+OpO0PeJTCUlXuxESqC4EtidkKu/d1oGO4ziO06MwsN6WrGVmTynIPB1PyGiuISQM/dLM3ugE/xwHgKp+2YaPKvuUU1kDVQOyaaiqAqqrs6dwi2b6lJfATnX2a6rqVwl9ymhuyjhEV5HdFwCVN1PVoSKu61Je1kxNVbZ7XFHRTHW/csoqM96bytLcGyqsJHbK+yiznfI+3T+kWwqsty1fAojVsX7QCb44TisYfftmFGavKaOqrpy6oXXZ7LQ00/+V1zLZAKgYsJKRj7yV2U7ZdoOp26TNHMR2qRlYCUOHUj4o2wCcakTt4L7t79gO9u771C3PphsNUPOGMaRhRSYbdaOq0fABNK3JODhZJmoH12azARhWkntcUVNO3ZBsdqpq81dH9j6M3rl8KVdK8husze59CviVmRVbzcpx0mGw7KVsP6gVfcuwIVUsa3gvk51h4wZn9gVgzLZDWdbwfmY7m9QPzmyndnU10MjK97IFm+Ejalj24ruZbACM3WkMy17Ofo8H1Q9m+avZckir+ojlr6+kaVW2ezNyi36Zv3sAo7cfVpJ73G9YXWZ/6gZlfyDodgzoAT3iVN0MSQcSliodA3wQX58GnpN0UOndcxzHcZzOw1qKe3UmaXvElxAKO3w7KWog6WLgYkIZSMdxHGcjJ19pCbpfbWl91CPmiNNOvNUDlxZQFvolsFlJPHIcx3E2SLpdbSmfmDVdzKszSdsjnk+oe5yvQTuRWL7QWYukfYBzCA88jYSynkMJYgzPEspvXmtmv0gcM5ZQq3kXM3uiiHP8gaCpPIZQgrQ6nu/7wEsEMYbHCaU67wR+FMtzXgsMi/t+K5b1nEGom70UeNjMTk6cZzqhetaI6PdrwF+Tes2S3gMeJghf/MDM/pHmfjmOs+HQ05SWWqUH9IjbDcSxDnSOy4CfS9oauD+27UlI3vpe6d3rvUTRhsuAA6PQxRDWCl3Mipq8FYTa0EebWU644TTgngL2ppEnHBHFLuqAlQRBh6PNbIGkvsCEuFtOLUoEQYeTiJKLZvaCpG0IAfywuP/pZnZz/vlzIgyJetyX5u8DLDCzKZJGEdShPBA7jtOz6SUlLucTXE0+Nvy4wH5/IAQDJ3AYcF1c7pWrA700p8kb25oknUPQ5r1G0uaEe/1yAXuFyIld7Ak8YmYLot0PgAfzRCosimDcDpxvZjkpxEaCwlWOsyV9FzjLzObQMQYSvy+Sagh5BaOA94HPR+WoywjFYO4H9kjW0HYcp/eRr0e8bNkyBg0a1H0OFYMBvWT50uad7sWGyUiC/m97vM7anvJpBPWlGUWe4xDgBmCbYs4VVZbylX3Pjy+AS8xsRpS7vE3SrmZWqLZ4a4yTdDfwEdaKbnwFmGNmv5V0JDBd0jxgoJlNljSV8ECxDuvpETuO02vIBeQeH4jpJaIPZvZSVziyAfI6Qa+5PUYBb0jaEoIaU1LZKsoFHkiYm10laTlwVdRm3pEQtOtYO7TcKpKqSIh2RLnEB8zs7njut+PfNyU9TZh3fqGQrVZYYGaTJH0c2J/Q+94O2E3SF4FK4C5gS8JcMoQ57PVYR494k02NlSm8cByny0nqEc+YMWOd3nGPppf0iNchzmvuTpA9rEpuM7PfFzxo42Q2oS73ZXGOeDBre77Ah/fyTOCvhF7k9pJuISS/bSVpPzM7Fzg3f444zjkviUPO9xP0l8fFOeI+hDnixXk+nUGYu0XS54ExZvblhD/947BxX2A80KGypWb2N0mnSBoEPAPcZ2ZXxXNUEh4gDo+779KRcziO45QC9YYecRJJ4wni9ZsT5gCbo41GQu1pD8QRM3tb0vHArNjDXUPImgY4JibBlQPXm9nVsf06AEkzgQvMrLGNUxwE3BbP1Sjpc8AvEkPP349/J0uaQ8iOvhu4KLb/BpgvaS7wopkdB5wfa4mXA+eZWZZ+6B8IQ8sXE5K8jovtF5rZbEkr4hD1vwnfH8dxnK7F1Ct7xBcRhhR3BBbFvwOAy1n7w+9EzOwuYHJe81PApu0cN61A28y8prcJiVq57U8SgnM+m7Ryjvy5Yszsa2351YofyW27Jt5fkdj0xQK7nxAfIKYSxEMcx3G6nt7WIwZ2Ayab2QpJLUCFmf1b0qnAL4AdSu6hUxAzu7W7fcjIFXFevJzCgdpxHKfz6eTylcWQNhCLUF8awvzjaGAB8CqwVQn9cjZwzOz/dbcPjuNs5PQQ0Ye0gfgJQlLRC4Rh0dMkNQNfBZ4rsW+O4ziO06moF/aIzyWUL4QwJ3yRRn3vAAAgAElEQVQzcAewhKDC5DglR+Ww/cFjsxkpMyhrZsT4IdnM1IrtDxqTzRegrK8x4fAtMtspr1V2O5WG1VShloxC8ZVrmHhE9oEx1RrbZf33BjSsmvGj6jPZKKtsYuiYfqQvy78u5X1amPjJcZlsBDtWkntc1r+cAaMHZLJR3a+ilcWHQfDhgw8+KLzRWY9U//OS85KxMtN2cVnOsgJCEI5TEqwJnrjp+Uw2KmvL6D+shiUL38lkZ9wh9Sy4pSGTDYCPfGpbnvxHdjtbTx7NwrmvZLJRO6IaUxUr305Tu2V9xu8/kidvzD4wtsOntuXJEtzjscfuxHMvrc5kY8QQeP+uRZn1iLebOpqn53VoNeA6bLvXEB6/Kfs9rp+yBa88+nYmG2MmDm5ze9++fXuWwEMrqAdkTWd7zCMs0/Eg7DiO4+QYMWIE9fX1TJ06tbtdaRsjJGsV82oHSadLekjSu5IWS7pJ0oT2jyxO9OHGYgwBmNkRxe7rOI7jON1NCQt6TCEI/TxESGw+G/iXpO1yVQtbo5ih6aWZ3XMcx3GcnkiJkrXM7ODkZ0lfAN4B9iYUwmqVYmpNH9fePvlIGgO8bmY9IB/NcRzHcdZH1qklLnNZfsva2zHzHHErPAXUd5Lt1EjaR9JcSXdKul3SBElTJL0SP8+VdGLeMWMlrS52jF/SHyQNkLS9pH9KmifpLkmTJdXHOYM5ku6QdFasuZw7ti5uPzx+niHp8ejXhbEt5+/caLc+tpdJ+pGkuyXdI+lbKe/NtFhusjZ+3l2SFXvdjuM4vZoWFfdKz8XAo8B97e3YWYG4+9PQIlEc4TLgM2a2L2GZVc6/WWZ2ADAV2FnS0YlDTwPuKWBvWlJTOLaVERSQVhI0mU80s8nAwbENYJ6Z7U9QJSoDTkqY+BZr1YhynG5mU8zs5ETbrKjbeznwzdj2ZWComU0ilNM8NJaNTPo3M/868ngKODS+P4pWFyVkJ94rx3GcHkGuV9zeCxgqaX7iNb1Vm9LPgEnAkWbW3J4P2RYO9g4OA64zs0UAZrYUWJoMpmbWJOkc4DzgGkmbE/LpXi7yHHsQCpzsCTxiZgui3Q+AB3O919hmkn5EkAg8X1J/gtrS/Xk2z5b0XeAsM5uTt20gax8mPkvQ/M1dx4Wx7V9F+g5BkekIggrUdoTAjIJaxSUEJacm4DgzezVKJOZqjp8LfDwed6KZzYsCFDmBix+a2S1RXOJhYIKkZ4C/mNl9kj4G7GFmP0zhr+M4PYyZM2d+KH3Y0NBAfX19t/pTFJaqoMeSZD391pD0c+AzwH5xmW+7bAy9k5EEbeD2eJ21MoWnARekOMchwD+KPZeZrQZyogvfBi7N2+USM9uZ0Hu/SEFHGIJq0yPAdwnDHsRzvpY49hXy5BaLYDnQR9JHgUcS7YcR1ojvB3wvviBoI3+dEIAvBKYBXwC+Jqk87rcvYUTgxwl7f48JDb8Hjo1txxKUmtZB0vTck+eKVStSXo7jON1JfX19r1hDDMQyl0W8ikDSxcDngP3N7JliXdgYesSvA1sXsd8o4I0oRICZNUT5QgAknQkcSAhCqyQtB64ys98QeoYzCMPTh7V3ohhY10gaAOxgZudIOjC3PZfqbmZvxt5nrpTTLEIQvgDYlhB0cw8QL8Z9xsQ2JF1DUF8aH3ukACebWf4wOMA/CUP4x7F22Hw74JOS9iX0wHOVI14ws/clNQELzWyVpNeAQfF8L8WHjdVxnj33PXsoXtfDki6UNBAYbmYL850xsyuBKwFGD93UyFZrwnGcTmbatGnd7UKHKFWJS0m/JHRIPgEskzQibnrfzN5v69jOCsQ9qcDHbGCepMvMbFGsBLZOjzEGijMJQ7MfAbaXdAthyHgrSfuZ2bnAuZKmAQ1mNjceO4QwZGGS7gculTTOzBZI6kMY1l2c59MZhOHg8cCm8VxbAf8h6VHgXTN7V1LfuM8bwFj4cGj7J8A1hOD5Z0JwPj5ex3eAn8V9j44+ziwkrZjH9cBuZvZo4gHkGeBqMzsn2sklmCX/fZPvFa91MwVd5D5AVRwyh3UXCvyDMNd9fTt+OY7j9AaOj39vz2s/i9BRa5XOCsQ9JlnLzN6WdDwwKwaDNaydvzxG0s4EKb7rzezq2H4dfJjkdIGZtSVcfxBwWzxXY5wf/UUMRLBWp3mypDmE6YC7gYvMbA1hXhlJM4D5cQ72CkkTo1/nmdnKZO/czBZLekPSHsBvgc0l3RVtzzKz/C9CMfdpCZCffHATsL+kO+LnPwC/acdOc3xQuDM2ndnKrn8gfEFPbGW74zhO55JujrhtU9ZxGadUgVjS4WZ2cyvbzjCz3HzgdhQ3L9slmNldhIziJE8Bm7Zz3LQCbTPzmt4mJGrltj9JCM75bNLOuWYk3n+twPa5wNzE588mNrcW7HL7Tmtj28x29j+pwPZd499VhGoyuUB+SHz/J+BPecdMyTcDzI7HOY7jdA89YPw2bbLWHyXtnd8Y509PyX02s1eKSdneEDCzW82s3QXbzlrid+ha4Pzu9sVxnI0XEXrExbw6k7RD098Eboxzpo8BSPo+YV7y4DaPdJyImd0DfLS7/XAcZyOnhEPTWUgrg/iHmOx0q6RJhDTt7wAHmVmnFYFwHMdxnE6hBwxNp07WMrNLJA0lLEUxYGory2EcpySoHMZP3SybkXJQRTNDNmtbQ7U9agaWM27q5tl8AVTVzDaTR2e203jQIIZ9ZlgmG+Vrmil/tYoWZcvdtFUfsO2x7dY7aJey6ibGH7xlZjsVa95jh4HZSiWUVzfROLF/R0scrrWzeSPb/Srt8v4CduY2s+2h22S2U/+Zlew0pCaTjZYPbG1KZi+mV/SIJX2nQPNy4H3gLkI28GQAM/tZad1zHLAWWDCn2CJnhamoLaP/0GqWLHwnk51xh9Sz4F8NmWwA7PCJcSy4PbudoZ/dhPl12QqeDP6ghYr3ynivOdsv0l59Knnx0fyVeumZuFM/nr03e67n5rttwosPv5XJxrAta3jr36/RtDJbystHdh/HCyPezGQDYIvVw1gw79XMdsadUkbLyJcy2Sh/e2xmP3oEvaRH3NrykmZgr/iCcDkeiB3HcZzeQW+ZIzaz7ONwjuM4jtMT6SU9YsdxHMfZIOkVPWJJlxRrzMxSaeFuTEjaBziHsHa7kVDdayhwFfAsoYrWtWb2i7j/74DDCepLlybslAFPAJcl24s4/4vA73MqR5JmAyvN7KgSXF4x5/8EcK+ZZZu0cxzHKRUpBB06k2J6xBOLtNUDLqdnktBEPjDWux7C2nrXs8zslFgn+teSjjazawj1qOcRhCSSfJYC8oxRanFaskJXHkuBneK+A4H+rNVK7go+ATwHeCB2HKdHID7UGu5Wipkj3q8rHNnASa2JbGZvJOtLA0SJwaOBq4G+HfBjgaRxBP3km4Ddo90DCLrCAi43s5mxznYjsDmwghBIywkShqNj2+djLe/vAx+L+3+DIOZwcFRl+m/gaUL5y+0l/YtQY/p/CA8j70c773bgehzHcTLRKwKxUxI6oolciGMJqkuVbezTFtcCRxIUps4hBmKCZvBhwLvA/ZJmxfa7zOyrkv5IGBkZB7xsZp+T9CXgREk3ALsAe0dlqDLgRuBwSdcCkwj6xJMJAhpPSDoBmGNmv5V0JEFsIo3+s+M4PYyZM2fS0NDQ5j6TJk1i6tSpXeNQsfSGOeIk7c0X+xxxq6TSRC60IfaGjwGOIGhe5toPI8gg1gAjYi/7cTMrtOzsAeBsglBFUh+zLCe+IOlZ1j4MPBL/vkLQGt6SqCkcbU0lyDTeY2YGYGYtMXBfShgOvzO2Jf3YDthN0hcJDxV3Fbje6UQ1qAF1gwrdEsdxehG5IN2jArH1zh5x/nxxJeGHuAL4d0k82jBJq4lciBHA8GhrNFAu6T4zmw3MLmKOOKdlfB3wQt6mllgt7V1gG9b23vO1hp8DdiP0rPcAFhI0i49JXEdZvMYKwhr0/4qbGglD28Rj7jOzq+Ix6/XwzexK4EqA0ZtsarQlROk4Trczbdq0NrfPmDGjS/xIS6/Imk5SaL5YUg1Bo3a9Xo0T6IgmsqTzCL3fckmbm9nJwK5x2zSgriOlRc3sV9FGfaL5DEKAB7gkX/84wQ3ApyTdSZgjPjZe2yOS7iMkf51AkJicBZwaZSEB/gFcJOlW4CLgSknHxW0XJs7vOI7TZfS6QFyImJBzLnAr8KvsLm2YpNVENrPTgdNb2TazQFsDMKON8++a97kBOCq+v53Qw01un5Z4/73Eps8VsH0OYc45SQshsSu3z3XAdYntX2zNV8dxnC6hFy1fKoZNWH+ZjbORIulrhHnsw7rbF8dxnNbI6RF3N2mTtfIFIETICD4W+HupnHJ6N2Z2BXBFd/vhOI7TLr2wR5yfidsCLAZ+R1j/6jiO4zi9AwO1dH8kTpus9aEAhKS62PZ+60c4Tgkog1G7ZNMRLqsso7JWVA/s6BLsQOWgMkbvtkkmGwDldcboXYZmttP//ZXsVJZtbK3vqhbWVDezKqMv1TQzcsuqjFZANc2MnNgvs52aQTByQm0mG30HV1DeMpiWxmw/1moSw17Kfk3qAyP3yP69aX5zNRVNGfWRV6S7nkWLFrFq1aqSZk+XYl1yb1y+hKSTgO8QltAg6XWC/OFFubWkjlNSWoxF/7csk4nKunL6Da1m6XPZ9IjrNqnjzSezFwEbsukQ3nw6u50vbvMWW271QCYbixcP5Yz7P8OKNdn++44YVMbip7LdX4DBA4fxVsOazHZq+tfy1svZdISHUM7Sp5fT9EE2OwO3HsHLc8sy2QAY/fGhPDQke0D/zti72XrMM5lsvPJWMaUROo9SrUvujXPE/00osnA+cF9s/ijwA8Jc8akl9c5xAEw0r8n2v6VsNbQ0tmS2QwvZbQBCNGcMfAAVFUZVVbZF1pVVTTSbaGopuGStaCRoLsF67zLKSmIHK4GdFmhenf17U4Zobsp2fwFQGU2FlxamorKyheqqpkw2qirTPZyMGDECKN164pL1rHtA9zFtj/grwFfMLFl0Yo6kBYTkHA/EjuM4Tu/AemGPOPJYK23Zx10cx3Ecp4voKepLaYPn74FvFmj/BkFX13Ecx3F6DWqxol6dSbs94jyhhwrg85IOBu6PbXsQ6ib/sfTuOZ1BLG/5EPA44aHwTuBHZpZ6Rk3SeOB7yUpcsf0QoI+ZXS9peqwdjaSLgNPNrCu1kB3HcdbHQNny8EpCMUPT+UIPufrGm8W/i+JrfKmccrqEeWZ2lEJR6bOBkwhJeJmJwg+3JJqmEwUczOykUpzDcRynJPSAoel2A3EhoQdnwyEqMv0IuF3S4wQFqHLgF2b2Z0kzCcpJmxOEHj4Rt/8FGAg8nbMl6d/AvcAASbcTyp42A+MkzQV+CJwFHB7bf0sYTWk0sx6kjeY4Tlra0yNuaGigvr6+y/wpihIX9JC0L3AKQaN9FHBcIW2AfDzBysHMVgPVhGVoBwCTgK9HDWSAu2KgfJ8wQvIJ4NnYlkzeG0RYT/6FhO3LgQVmNsXM5iX2nQ48aGaTgYPyfZI0XdJ8SfNXrFpRsmt1HKd7qK+vZ9KkSd3txnrIinsVSR3wBEFdr+jpt1KJPji9GElVhC/QUOCfsXkoQcwD4JH49xVCsN2KtVMUDwJ7x/fLzOy5Ik87niCfiZmtt4BgHT3ioZsa2es7OI7TibSnR9wTKbXog5n9nai7EEcTi8J7xA4EPeLfEYaZDzSzKcCOZrYobk8+Dwp4Dtgpfk7KK7b2lS70PPk0MYBL8u+h4zhdj1nxr07Ee8QbL5MlzSE8jN0NXAT8H/AvSTkxj0+3cuwNwGfiPHAxdfIWSLqWdZPBfg3MlHQkYQjn4I5dhuM4TsdJ0SMeKml+4vOVudUgWfFAvBFiZg2sHXZOcmt8Jfedlnj/vcSmowrY3TXxfmbi/ecTu01JvD+mOI8dx3E6hxTzv0uSv3GlxAOx4ziOs3FiQHP3r1/yQOw4juNstPSEEpceiB3HcZyNlhKvI64jrCqBkH8zVtKOwNtm9nJrx3kgdno8ZXVi5x9um82ItbDitT4Mac72la9oXsUOfftk8wUo6wMTD9sis515N61kfvWmmWysaRQT+7SgvpWZ7JSv+YDtd++fyQZAWdkqJkwamtkOlU1M2HNgJhOqbGLIQfXIskkPlpWtZuJWVZlsANjzb3FwCX62b5g1jrrqbHrCVl4NzM7sS0dZtGgRq1atKloOsWBBEaPUlbV2Be5IfD4rvv4XmNbaQR6InR6P1cDzu7yeyUbFqjKWv7o1b6zK9r9u16oKXr6x2KXSrbPDEVvx+OwXMtvZep9RPHtHtntTO7IGbVLByneyLagct0sdT17zZCYbAB85eiJPzmm181A09bsM4cUH3sxkY9j4WhY/9iZNK7MVJJ5wxFY8cdOzmWwATDhsS56++YnMdj7Ya1NeeXhxJhtjdiyU79lzKVRQRIBKOEdsZnOj2VR4IHYcx3F6HSNGjAAoukdckBKXuOwoHogdx3GcjZTOL9ZRDB6IHcdxnI0W7xE7juM4Tndhpa013VG8xu9GiKR9JM2VdKek2yVNkDRF0ivx81xJJyb2/52kxZJOSLTtL+l+SXdJmpLy/AvjOe6TdGEJL81xHCcdLVbcqxPxHvFGhqQhwGUEcYdF8fOouHmWmZ0iqQL4taSjzewagijEPIJCU44fA4cQtIr/DkxOnKMemGZmM1px450oLEEM/KPN7LUSXaLjOE7RyOeInW7gMOC6nLKSmS0FliZ7tWbWJOkc4DzgGjN7Q1ovI7/czJYDSCqXNNTMlqRxJOodVwKrOnw1juP0CGbOnElDQ0NJbU6aNImpU6eW1OY69JASlz40vfExEihm4enrrO0pF2KNpLGShgMTgDSVEwZImksQ0H4pPgysg6TpkuZLmr9i+fspTDuOsyHQ0NDA3Xff3annEIasuFdn4j3ijY/XgWJK6owC3mhj+0nATGAp8BjwpqTDgO8CNcCI2Mt+3MxOzDs2OTT9S0n7mNldyR2ivNiVAGPGj+3+R1bHcdpk2rRpJbWXaX1wGlq6P1vLA/HGx2xgnqTL4hzxYPJ6vnGO+Ezgr60ZMbOHgP0lDQUuNbP3ou3ZRcwRJ1kODO7IhTiO42TCgO6Pwx6INzbM7G1JxwOz4rzvGuDbcfMxknYGyoHrzexqAEnnAUcA5ZI2N7OTJX0POBhYAeT3eNsjNzQNsJhQi9VxHKfLkfeIne4gDgNPzmt+CiioHmBmpwOn57X9BPhJK/s3ADPaOH+2avOO4zglwStrOY7jOE730UOypj0QO47jOBstPjTtOI7jOAVoT2+4oL5wWoxOr5pVDB6InR6PLTcG/TCb4Hx5JQypeYtNM2ru1o2ppH7yZplsAFhVC5vulD1ZvGp4Xzafuk0mGxV9jeZ33qOpOtsPUlnZKjbbo62l50XSF8buOTKzmZphlWy2/xaZbFTXNVNdaVhjaonZdSirgc12H5HJBkDZJn3Z4hMfyWynepMKxo7N5k+/gWVwf2ZXOkwhfeH0mC9fcpyiaBYvP5hNxLyibxkDhtey9MX3MtnZpv8oXn5kvfojqdl+ygheur+Yuipts+2Iwbz82LJMNmqHltP4xhI+WLI6k53thm7BSw9kv6aBWw7n5SdSFWkryOa7D+Plp9/NZGPY2HLeevgtmlY2Z7IzYfhWJbk3O2w9ipefXp7ZzqjqgbzyfLaCdptu0SezH21REr3hYvBkLcdxHMfpJsygOdtDVinwQOw4juNsvHiP2HEcx3G6CQOau3+O2EUfnIIU0Cw+oQ294jtj272SJiTayyQ9ldQxdhzH6VGYFffqRDwQO+uR0Cz+jJntC3waEEGv+ABgKrCzpKPjIQdEEYfTgf9MmPos8HIB+/WSZnTeFTiO4xRBbo64mFcn4kPTTiHW0yyW9DiwWfycr1fcGI/rDzwOH2oNHw1cDfTtYv8dx+liSq1HXJJ1wsXgc8ROD6UYzeIP9YolbQLcAIwFPh63HwtcA1R2xAFJ04HpAAPqBvnYjeNsZJRmnXB7WI+YI/ZA7BSiGM3iD/WKzWwxsLek3YEfR13iYwiKTV/IHZBCr3gdPeLRm4w11mS9JMdxOpNS6xF3CQZmHoidnkkhzeJkEtaHesXxfYuFb/M7BFnEEcDwaGc0QT7xPjPriF6x4zhO5+E9Yqcn0opm8fUU0CuWNBr4k6QWgsT2N83sNWBXAEnTgDoze7gbLsVxHKd1vKCH05NpRbP4sgL7vVZgv+T2mQXaGmhDr9hxHKersBLXmo6dmO8Scm2eBE6Kv6et4ikwjuM4zsaJxWStYl5FIOkY4GLgx8BOwL3APySNbes4D8SO4zjOxou1FPcqju8AM83s12b2dExEfQP4RlsH+dC04ziOs1FiZliJ5oglVQG7ABfkbfonsFdbx3ogdno85ZVlbPvRbBrAqoTyGhg2NpsGcO3wKrbdZ9NMNgBqh1Sw3YFbZrbTf3gftt07mwZwWbXRtFkfbHW2wgb9h/UtyTXVDqpi249m1+7tM7SSmppNMtmo7NvEwLJ6yPhb3W9oae5N3aAqtt0t2zUBVA0pp65fbSYb/QduGAOq1lKygh5DCYmsb+a1v0moRtgqsh5QVcRx2kLSYuCldnYbCmQXse1ZdnqSLz3NTk/ypafZ6UpfNjOz7E8G3YSkWwjXWQw1QFLE+cpY7yBnaxTwGrBvMjlL0g+Bz5rZ+NYMe4/Y6fEU8x9d0nwz2zXruXqSnZ7kS0+z05N86Wl2epIvPR0zO6SE5pYQxk7yh3OGsX4veR02jLEFx3Ecx+lGzGwN8DBwYN6mAwnZ063iPWLHcRzHKQ0/A66S9CBwD/B1QjngX7V1kAdiZ0PhyvZ36XV2epIvPc1OT/Klp9npSb5sVJjZrCgj+31CQY8ngI+ZWZs5Lp6s5TiO4zjdiM8RO47jOE434oHYcRzHcboRD8TOBoOkXbrbhySShnW3DxsCkloVFXGcDQEPxE6vRtJukn4q6V/AV3uAP8MlHS9pNvC7FMeNkHS6pBOijf+RdG1HHi4kPSrp4ALts1PaGS2pJr7fXdKE9o4pYKNC0n9I2lOBr0k6NSa0FMtxkv4sKXtJs05EUqbCFpIGSPqSpJtK4Mtmkk5Osf8ISWdK+riksZIul3S+P0x2DZ6s5fQ6JO0BHA3sQFift5+ZlazXJOmfZnZQiv1HAkcCBwOLgQnApLiusFgbdwC/AfoB34v23gF+a2b7pHAfSY8ALxKKCJxsZh/kzmFm+xVp46cETenlwFJgOLACeMbMzk7hy7XA08BAYBzw92jzc2aWv96yLTu7AOcR1mm+mGtPVjYqwsZS4AbgGuBfZtZU7LFF2k/1vYnHDAI+CXyMcL/PBOaY2RsdOP/mhP8XhwELop2/FHns7cD/Av2BbwL/BbwLnGhm/5HWFycdvnzJ6Y3cAfwWONrM3pG0e0eMSLq6UDMwMaWpVwjrBD9tZisl/SNNEM5hZn+Ifh1rZvPj+9R2gGVm9ilJxwF3SjrBzO4H0jx172Nme0mqIPyob2VmJulOoOhADAw2s+8DSHrMzH4e338xhQ0Iv1UVhMpFHa38/DjxewOcL+khQlC+LU1QjmtE12sGtk7jjKR/ACuBq4EvAtea2R/T2Ih2TgMOAF4A/gIcYGbTU5opN7PfR3ufN7O/Jmw7nYwHYqc3Mhw4ArhSUhkwStIgM1uW0s5uwP5AUuNMwFUp7WxH+HG/XtICQu8vLUMkfSyev3/ifbF1cNfDzH4naQ7wmxg8qlIc3hRtNEm63NYOnaUNgiZpOjAAaJH0eeBt1r3nbSLpdwTfv2hmr6Y8f5IWM7uHUGgBSXsR/t1+ShhdKZZ+wMT84C3ptpT+PEr4Du4EPEu6B6UkRxBqsf8NuJuOPahUSFL8d/5Ksr2DPjkp8KFpp1cjqY7wQ3QkMNLM2pQbyzv2eOBqM1uS136Mmc3qoD9bE37cpwLLzexTRR73w9a2mdlZKX24wcw+kdf2HeBHZta3SBtfBP5oZs2JtirgVDP7UQpfhgHHEoan5wOnEALOpWb2WpE29kkW0U+0fz43ilCknWvN7Mhi92/DzieBufkPfpImm9m8DtjbkfCd+RgwF7jDzG5MaWMMcBShZ7wD8C1gnpktL/L4XYB/Jx64kFRJeOD4dxpfnPR4IHZ6LZIGE3qfb5rZCkl1ZvZ+CezuYmYPZ7QhYEszey6rPx0495fM7H8L+WQd/A8fHzDKzGxBCfyrB440swsz2kk9J9vTkfQRwpTL9zPYGE0Iyp8qNndC0hwz27+j53Sy4VnTTq9D0mRJcwlDcQ8DsyX9CUiTiZtvs8PZ15IOl3SvpBslTY1zj48CRSVGRRuH5duQ9H+SOpIJvoWkOflz52mCcPRjQHx/JvBL4BxJ53bAHyRtHrOl5wFnEOTiuhRJ+0jaKb6/VNLV8VV00lg8drKkf0r6q6QDJd0t6d+SvpTSTl9Jx0raRdJASacCk4CiRxwKYWavmdnFwIkpDiuX1Cf6tM4riy9OcXiP2Ol1xB/zQ83sA0nDgUuA44HfmdkRKeyUJPta0v0EhZX+wAPAeIJu6T1mtkdX2cizNwa4kDAXm8wyPqPI4+80s33jHPxCYFycL77TzPZN4Ud+ItHpZrbe0qp2bJzP+vOnAo4ys81T2LkNOCIm1N1FGDKvAi4xs4+lsPMAYSqkPzAH2Irwb3VnyqmRm4CHgL7AFOBaQqb8/mb2mWLttGG/6BEDScuARwj3FcL9FuH5zXvKnYxPxDu9kSqgPL6vBIaY2dI4X5yGkmRfE36w3if8eLUAq2PQKjohqUQ2knwUGEtYEvViO/sWolJSebTzSCIxqbyNYwpRikSim1O2t0aFma2M7y8zs5fhw7nQNKzIJY1Jejo3HSJpVduHrUddbimYpH+b2fnx/TFpjEh6HchPYkubxUAT0IQAAApjSURBVP2oB9zuwwOx0xs5E/hnDBSrgZNi+60p7ZQq+/oqgsrKQsJa1wclrSQsjelKGwBIupUwZD/VzFYk2k8Gbi/SzMWE5KpqQs8RSVsR1kkXjZntnUgkOh7YXtLHSZFI1JEEqFYol1RrZivM7M8AkvoDNSntbCXpvwnBbsvk+5R2kg8Apyb9TGlnKbCvma3zIKB0WdxvpzynU0J8aNpxyJZ9XcBWP8JSmRXt7twJNiRtaWbPF2jPnNyUNlO5wPEdSSS6j8RQaWweSkiGKzpoxQeAU4ErgDeAMcB04Lw0Wcpqo+RmmocGSdsTCqTkZ6YfaGZFV0GT9FHgCTN7L699vJk9U6SNnYEFMelxKPAdwv2+2MwWFeuL0zE8EDu9DkkPEyskFftDk8L2zsCzabOvJR1JCDCjCD/yf80VRehKG+3YL0Ug7kj1qFHAnsBgQs/rPutA5ahoq56wBOojwC/MrFBRlraOHwd8mqAV+zph+dqzHfElz+4AYHpueDmDnW2Ab5vZNzPaKSNkphc1ohJzFPYysxZJfwdmEUY/vmVmh2TxxWkfH5p2eiONhOSfn8RhzxsJQfnpNEYU1hHnczxwWXwVa+cEYGdCNvDrhEB6pqRRZnZJV9lI2LqGwslNaSuGZSZmAu8H3EZIRNoc+KrCcpmig5akicBphGB+oZmd0AFfcr35cxJtZQoFS76Rws7BCRu5ZLR9gFQjBTHL+r8Iv8P/RVh73hf4dUo7OwGnx49nEx56phPuebFTG6tiEB4A1OeWv0k6JY0vTsfwHrHT61BizWNiSPloYFMz2zWFnScJiURXszZwnQxcYLHcX7H+EOZjWxJtFYTSicXWds5sI3HcZq1tM7OXirRRqkzlglnWku6y/9/e2cbYVVVh+HktFYVUbU0LtUSM/qgx5Y+KX4lSqSE1/GBooASoohArBhP5Q4ohitRoqqWUpCHWj0QTTaVIa0lUUtFiQSkNJgImiPhRlUBDU2xEiSIOrz/WvjNnpjNw953TmTl0PckkZ05y33tyZ3LXXnuv9a4+PbRLhrYE2EhU9o48l+1HKp7lduDe0tqDpJOJQHWP7Q0VOvuBIWA+sA9YY7t6UEPR+QDh1PUn4CzbDw6gcx/xfzsf+A6xSPia62w77wJuItqnTrC9TpKI3Yv31D5TUkdmxEkX6bVYULaQtwHbBqiaXgZcTATx24jtuItqgnBhuBlAy3P9T1JNhXAbGr3X9RVsX4K2KpUPS7oc+CkxROA1wDnA4Rd91VieKj8rCEvSJpdX6KwGvi5pPXFOvBO4yfUuas+WrfWDkh4aJAg3dJ4DnpP0m0GCcOE/tvcBSPqz7S0DaNxAnAs/BPR6xc+gMstPBiMz4qRzSJpr+/kW9V5BVAZfBCyyXdXGJOlvRI/smNvEEIhJs9O2NY41pUjpAtt9G0WUrPMTRBvU64gz4v3AN/stRJO0CnjC9n5JdxDb9gCbbW+reJaTiM/0K0RG+3GK77TLhKo+dZ4BHi1aSxvXrvnfkfQYMYlKhBd377pW5xBhjSngrMa1ba/uU+Mu4n/tSOPefODW2r7vpJ4MxEknKYVNFxJFN60UNpWAfEptIZGkq4gvvt82bi8jstyt06XRNmVrcjlRQHY2kR3t6WVflVqvJ853n7Zd1SqjGBH5IdvDKqMcS+vaT2qCRNHpVV/D2C3uKffQSlpk+9BUdQZ43zaOIvZOVMWuitGZyeDk1nTSORqFTZ9lCoVNikELNzvMPM4Fvgz8V9IG2zsqHmmIo7OJh4kMt98g2oZGa0jaSjhG/Qy4EXiz7Wp7S0kriAKiw0Sx1vySaV1vu9+eZhotPut7v5cz9Bp+MZl8pc5kfI/Ydu+L0r40bPtRSdcSCxWA7a7zOn+H7Z1F83227yvXHwX6PWZ5QdJC2yN94grXOr3Ia5KWyECcdJFVjC1sOiDpSqJKtKbC+ByPTja6kSiceYawLawJxHM9zgTE9pHSEzqdGm0yjzBL+Qejjl+DsB5Y2exxVZho3En/5iLuZZu27y4ai6n3yr+/qUn0EV9ddGpmLE9GbdD6KrCmXJ9HVGDPBa4nChD75dPEeTeET3Uvu/8Y/QfizwM/l7SDWNyeRiwOJ+osSFomA3HSRdoqbDKM9G4e7GUDg+i0kE20odEati+VdCLwYcKz+q2SPkOM6Hu4QmoYWAg0zSYWUmd1+TnCSW0no0YcQ8CVFRrY3g0jvcTXEK1U19UWW0l620S3idajGl7dWHzdZvueor+uUmfK2L5X0nLgXOK45w/A8vGLw+TYkIE46SJLFbaCTWq9dQH2SdpOWBNuAFCMVqzN/trIJmZdRlIqencBu0pQXkkEsI9UyHwS2CTpVEadsQ6W+/0+x68knc3YIPHBAc6azySctU4ANva2cAfgZsLbefwiqdZreq6kObaHbW8uz/hK6gP6aaUnXuOul9SIlM/zu5XvnbRAFmslnaOtwqbyhTWnaPV6LhcAR2zfUvlMCxgNFE8CP67NJtrQaAuFG9Yc249LWkO0HQHs9gT2mV1AMUDjEeB3jFts9VtdXHQeAC52Y9Z0+Yyusv3eCp21xN97E7E4WUL0A99h+1sVOpOOX/QEc6mT2UcG4qRztNVqIenvwGPAD4kvwpFq2gF6iV9WlMz86hKIHwC2EOeXK21f2IL+RtvXTFWn8j2nXF1cdJYSmeNa2w+Wor+3A5f025LV0FoBXEIsvp4Avm97T6XGYuBE239p3DudmOCVPtEdILemky7SVmHTKYSt4PnAu4mq2tttP9nKU3abBbYfL9d7egsTSRfUiGhiG1ERmeC0BuKWjE6w/XtJ5wM/KD28fwWGXJnVlAD6R9tXNO6dLunUygD6DWC8N/ULhGnJeTXPlMwMtVWHSTIbsKSFzRuDFDbZft72nbbXEud+lzF2HN3xzMgi3fY6GOkrnlep8wWi6vrZxs+/GGwu8axA4eW9Gfg3YaDxBmC7pKoBFEQAHR+8ewG0hnkus5V7lEXUayt1khkiM+Kki7RS2FScolYBbyQ8g1d39fzzGLBb0i2EC1Xv/PJaou2ohh8R58pPNW+W7d2u0tYghAkDqGLwQg1zJJ3UdAdT2L3m93tHyD9U0jlabLW4G/g1sbV4JvDOSPrqindepnyJ8HH+NqPnl7cyajrRLzuIzBFJbyEGEojGBKSu0dYWN+0F0E3EwnQrowvTtcQiKukAWayVHLe0VbxzPKHKecSS7neZ3iPpl8B1hMvWljZsJbuMpCHCxOOoAGp7V4XO+4FDxFCLNwEHaGnOcjI9ZEacHLdksJ0WetnwIuBk23vL72mdCE8T7lerCVe3A8BlAwTQG8qi5ouKEaFXvOQrkllFBuIkSY6iFCRNNI/4jEqpf0r6FPAuYtQkkuYCr5ryQ3afDKAJkIE4SZKJaasg6VLCiWsvo65NiwlP5KQdlpWKbY27dtY6dIM8I06SJJkB1MIc4aKTtQ4dJwNxkiTJDJABNOmRgThJkiRJZpB01kqSJEmSGSQDcZIkSZLMIBmIkyRJkmQGyUCcJEmSJDNIBuIkSZIkmUH+D8GCwmYOOVmIAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 371.52x216 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"GridSpec(2, 3, height_ratios=[0, 10.5], width_ratios=[4.16, 0.8, 0.2])"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sc.pl.matrixplot(pbmc, marker_genes, groupby='bulk_labels', dendrogram=True)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"marker_genes_2 = [x for x in marker_genes if x in pbmc.var_names]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Same as before, but using scaled gene values"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 371.52x216 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sc.pl.matrixplot(pbmc, marker_genes_2, groupby='bulk_labels', dendrogram=True, use_raw=False, vmin=-3, vmax=3, cmap='bwr')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### visualize gene expression using heatmap"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 295.2x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sc.pl.heatmap(pbmc,marker_genes, groupby='louvain')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"same as before but using `use_raw=False` which uses a divergent colormap. Some genes are highlighted and the\n",
"figure size is adjusted"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: Groups are not reordered because the `groupby` categories and the `var_group_labels` are different. \n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x576 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sc.pl.heatmap(pbmc, marker_genes, groupby='louvain', figsize=(5, 8), \n",
" var_group_positions=[(0,1), (11, 12)], use_raw=False,\n",
" var_group_labels=['B cells', 'dendritic'], var_group_rotation=0, dendrogram=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### visualize gene expression using tracksplot"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# Track plot data is better visualized using the non-log counts\n",
"import numpy as np\n",
"ad = pbmc.copy()\n",
"ad.raw.X.data = np.exp(ad.raw.X.data)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x251.28 with 15 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sc.pl.tracksplot(ad,marker_genes, groupby='louvain')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## visualization of gene markers"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Gene markers are computed using the *bulk_labels* categories and the *logreg* method"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"import warnings\n",
"warnings.simplefilter(action='ignore', category=FutureWarning)\n",
"sc.tl.rank_genes_groups(pbmc, groupby='bulk_labels', method='logreg')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### visualize using panels"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x864 with 10 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib import rcParams\n",
"rcParams['figure.figsize'] = 4,4\n",
"rcParams['axes.grid'] = True\n",
"sc.pl.rank_genes_groups(pbmc)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### visualize using dotplot "
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1134x288 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sc.pl.rank_genes_groups_dotplot(pbmc, n_genes=4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Dotplot focusing only on two groups (the groups option is also available for violin, heatmap and matrix plots)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: Groups are not reordered because the `groupby` categories and the `var_group_labels` are different. \n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 882x288 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"axs = sc.pl.rank_genes_groups_dotplot(pbmc, n_genes=15, groups=['Dendritic', 'CD19+ B'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Dotplot showing the marker genes but with respect to 'louvain' clusters (same option is also available for violin, heatmap and matrix plots)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: Groups are not reordered because the `groupby` categories and the `var_group_labels` are different. \n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1134x309.6 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"axs = sc.pl.rank_genes_groups_dotplot(pbmc, groupby='louvain', n_genes=4, dendrogram=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### visualize using matrixplot "
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 763.2x252 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"axs = sc.pl.rank_genes_groups_matrixplot(pbmc, n_genes=3, use_raw=False)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"saving figure to file ./figures/matrixplot_matrixplot.png\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 705.6x252 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"axs = sc.pl.rank_genes_groups_matrixplot(pbmc, n_genes=3, save=\"_matrixplot.png\", dendrogram=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### visualize using stacked violing plots"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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
@Liberatark
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When I run groupby='louvain', in In [10],
it gives me the comments: ValueError: Cannot be combined with groupby != None.
How should I solve this problem

@Liberatark
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When I run sc.pl.heatmap:
it gives me the comment:
AttributeError: module 'scanpy.api.pl' has no attribute 'heatmap'

@fidelram
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fidelram commented Aug 7, 2018

@Liberatark I didn't see those comments before. I hope that the newer version can solve your problems.

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