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authorJ08nY2023-04-11 14:53:15 +0200
committerJ08nY2023-04-11 14:53:15 +0200
commit512bc150aecbff5f4e87e37a584dcf2f2a34674f (patch)
tree8222357075f014295f7cbf3cb38bca6c2e9bd891 /notebooks/fips
parent6d5715b989138da29f90fd8bad46f454903fdd1a (diff)
downloadsec-certs-512bc150aecbff5f4e87e37a584dcf2f2a34674f.tar.gz
sec-certs-512bc150aecbff5f4e87e37a584dcf2f2a34674f.tar.zst
sec-certs-512bc150aecbff5f4e87e37a584dcf2f2a34674f.zip
Move snapshot maching code to matcher.
Diffstat (limited to 'notebooks/fips')
-rw-r--r--notebooks/fips/in_process.ipynb821
1 files changed, 62 insertions, 759 deletions
diff --git a/notebooks/fips/in_process.ipynb b/notebooks/fips/in_process.ipynb
index ac6dd675..d127d854 100644
--- a/notebooks/fips/in_process.ipynb
+++ b/notebooks/fips/in_process.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"id": "4d7d7d8c",
"metadata": {},
"outputs": [],
@@ -33,16 +33,8 @@
},
{
"cell_type": "code",
- "execution_count": 2,
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "Downloading FIPS Dataset: 100%|██████████| 57.3M/57.3M [00:10<00:00, 5.99MB/s]\n"
- ]
- }
- ],
+ "execution_count": null,
+ "outputs": [],
"source": [
"fips = FIPSDataset.from_web_latest()\n"
],
@@ -63,7 +55,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": null,
"id": "80f04ffe",
"metadata": {},
"outputs": [],
@@ -73,28 +65,10 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": null,
"id": "47a4d967",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<class 'pandas.core.frame.DataFrame'>\n",
- "RangeIndex: 844 entries, 0 to 843\n",
- "Data columns (total 4 columns):\n",
- " # Column Non-Null Count Dtype \n",
- "--- ------ -------------- ----- \n",
- " 0 timestamp 844 non-null datetime64[ns]\n",
- " 1 displayed 838 non-null float64 \n",
- " 2 not_displayed 838 non-null float64 \n",
- " 3 total 838 non-null float64 \n",
- "dtypes: datetime64[ns](1), float64(3)\n",
- "memory usage: 26.5 KB\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"iut_global_df = pd.DataFrame(iut_dset.snapshots, columns=[\"timestamp\", \"displayed\", \"not_displayed\", \"total\"])\n",
"iut_global_df.info()"
@@ -102,21 +76,12 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": null,
"id": "776323d7",
"metadata": {
"scrolled": true
},
- "outputs": [
- {
- "data": {
- "text/plain": "<Figure size 432x288 with 1 Axes>",
- "image/png": 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\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"iut_melt = iut_global_df.melt(\"timestamp\", var_name=\"type\", value_name=\"count\")\n",
"line = sns.lineplot(data=iut_melt, x=\"timestamp\", y=\"count\", hue=\"type\")\n",
@@ -126,19 +91,10 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": null,
"id": "0d1626ad",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "dict_keys(['entries', 'timestamp', 'last_updated', 'displayed', 'not_displayed', 'total'])\n",
- "IUTEntry(module_name='ProtectServer PCIe HSM 3', vendor_name='Thales', standard='FIPS 140-3', iut_date=datetime.date(2022, 7, 15))\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"s0 = iut_dset.snapshots[0]\n",
"print(s0.__dict__.keys())\n",
@@ -147,47 +103,12 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": null,
"id": "97b726d6",
"metadata": {
"scrolled": false
},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "100%|██████████| 844/844 [00:00<00:00, 2583.44it/s]"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "All:\n",
- "Average seen for 186.7893296853625\n",
- "Average seen for (FIPS 140-2) 164.91643454039\n",
- "Average seen for (FIPS 140-3) 207.8978494623656\n",
- "Average seen for[iut] 232.2325581395349\n",
- "Average seen for[iut] (FIPS 140-2) 239.0557103064067\n",
- "Average seen for[iut] (FIPS 140-3) 225.6478494623656\n",
- "Only not present:\n",
- "Average seen for 195.63653136531366\n",
- "Average seen for (FIPS 140-2) 170.39420289855073\n",
- "Average seen for (FIPS 140-3) 239.84263959390864\n",
- "Average seen for[iut] 251.76752767527674\n",
- "Average seen for[iut] (FIPS 140-2) 246.34782608695653\n",
- "Average seen for[iut] (FIPS 140-3) 261.25888324873097\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"def iut_key(entry):\n",
" return entry.module_name, entry.vendor_name, entry.standard\n",
@@ -228,97 +149,52 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": null,
"id": "5bcc6da5",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": "<Figure size 455.1x360 with 1 Axes>",
- "image/png": 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cc889l+XLl5+AGXW8wwY0tVpNv379+PLLL7n44otj/l144YWkpaWdrHkKh9C07xbcwWr2/ZHfLxSWCIZir6idngBqlSL6+Y6SRrqkWzAb1NTaI/vnppnZXtzQ6vj7A9yBGhw+ymudACRa9ZRWO1tt4wuE2LKnnmZ3S0CrsbfMVamQMXlYDgO6JVJR52q1f3FVM6k2w765Wdiyt/XcfP4QAFqNgu3Fja2+XudTEXLUQcAPgBT0I5MrUMen4i3fgUyhJOxzo7ImE6gtJeRxgBRGnZiFt3w72vQCfBW7kKk0hN2O6HF12b3wle8k7GmGcDAyltUDb9n26DYKjR5f5a7Wc67cjdoW6QMo+b0E6stjvu5pI3g5Vs4lHPC1GhfOPKFQiBkzZpzSOUiSdMbfdWvXM7Qrr7wSmUzWajwUCrFgwYITPimh/cx6NdkpJoqrmmPGE626mM+VChkKuYxQuOUH1qBVEth3xQaQn2Flb2UzYSly26/B4aW4ykFBVhybi+pjjpcUF3t8gDiThtQEA5X1LuodHtJtBsoPCkoalYLu2XEYdaromM3Scqzrz++FPxAiEAyhVrZ+v5WZbIoG0+JKB92z49iyJzaoqVVy5DLwB8IUZFjZdNDcbZoAClM8vqTu0Od8ZGodYa8Lf0MVmrR8pHAImVpHsKkOVUI6Cp0JkBGoL0eTVoC3sghNSl7kCkxnJOyJBG5v6TYMPYYi1xhAroBwCF/pNkz9z4kGpJDfjdqWhXv7itg5p+Ti3hnZRqbSIFdrY76uMMa2XAJQWmzI5C1vSPz1FagsiciUqpiPhdNLMBjkscceY9WqVYRCIbp3747D4aC5uZlJkybxr3/9i3A4zMMPP0x9fT3hcJi77rqLCy64gFAoRM+ePfnLX/7CW2+9RW1tLTfddBM33XQT4XCYp556ioULF2Kz2Rg8eHD0NRsbG3nggQcoLi4mGAxyzTXXcOONNwIwbtw4pkyZwpw5c3jzzTex2+088MADBAIBxo4de4q+S8emXVmOTz31FE8++WT034MPPsiAAQO47rrrOnp+whGYDGpuv6wfZkPkeZZMBlee240uGRauPLcr+9+HrNpazS1Te6NURAY0KgXXTO7B96tKAeiSbmFYn1RsVi0/rSnlkrH56DRK1u2oZXifVOLNLX9gLxiZS36GtdVckhMM3HpxHww6FYvXVXDhqLxo4JLL4PwRuWwvaeCWqZFt9stLN3PFOV33XR2q+PyHXXz47Q6+XVHKBSNzo+dgNqi54tyubNhZS2Kcju7ZcZw/Ipc4U0v/u/GDMqltdHPDBb34eMEOJg3LiZn75AE2khrX4RtyA3e9U8qzGzPYq8xDrjdiyO2LLrcQz56NxI2chnvnKswDJuLcsYK4s6+maeUcTIXj8JZsQZvZA39NMXGjr0Kmiry+e+cqdLmF+O3VJIy/DuRKgo46lJZENJk9AHCuW4g6KRttVq/onNRJ2Sj0ZkLN9Rh7jyHs96JKzIr53uq69Ed+YLKIXIl16BRkish7Um/FLmq+fAl38Sa8Zduo+fIlPMVbkMKhI/wECSfb4sWLKSsr4+uvv+bbb7+loKCA8847D4VCwddff01mZibPPfccI0eO5Ouvv+bpp5/mkUceIRAIoFBE3sDs3LmTzz//nFdffZW//e1vBINBFi1axJIlS5g7dy7vvfceq1atir7mq6++SlJSEvPnz2fmzJm88MILVFZWRr9eV1fHN998Q0ZGBn/605+47rrr+Oabb+jfvz9lZWUn/Xt0rGTScVxj3nrrrbzxxhsncj7HbH8j0V9qg8+aBjdVDW6MOhXpSZEsRF8gSHlNJEMwJV6PViVnb3UzjQ4vSXF6rCYNpfuzHG0GctMs+AORzEi3N4BWrcTlCWAxqtFqlNQ0eNBplGQkGdFqDn1xX1TeRFW9C6NWTrzVQE2DG4VCjkopI9GqJzFO32ofnz9IVb2Lt2ZvYfW2lp54+RlWLhtfgFGvJtGqo6jCztY9Dbi8QUoqHdx+WSEmvZqqejc6jRKjQU0oGKKyzolcriDRui/L0enDpA4TL2tmzZ5m3l1Uh8MVueVo0KmYcXUOFn8VSqMVuVJDOBxErtQghQKRLMdwCMnvQ/J7UZriCLrsKPUWQh4ncrU2kuWoNyFJIJPC2FfMwdhzBJLfjVxrQJmQQdhRhySFUSZmQ8BDsKkOkKE0xxNoqARJQq43I5MrkPwelNYkVPFp0bsj/tpSfBW7CAf9aNLy0aTktXytvgLXtp/x7NmAPq8f4ZAfX/kuEiffhtJia/X9hs7ZDPNMOKdNmzbx61//mkcffZSRI0ei1+spKytjwoQJbNmyBYjc/ZIkCaVSSSgUolevXixcuJC0tDS6devG7NmzKSgoIBwO06NHDxYtWsQ777yD1+vlD3/4AwBvvvkm33//Pe+++y6SJBEIBFCrI298zz77bGbMmMHgwYMZN24cjzzyCOPHj8fn89G3b19WrFiBxWJBkiQGDhzIa6+9xpAhQ07Z96y9jrnavtPpjInwwqmVFK8nKT42UITDkJNqRi5vuV3c1xR7KyvVFpsirlYpyE1rO3MuOb51un1b8tIt5KVbWL16NRldB5KRZDriPhq1EotRQ2l17K3TXWV2thc3cuOFkSualAQ9uWkW3J4giXE6LMbIm5eDg2T6IV5z2aZKXvl6e8yYyxOgsryK4PJXMPYeTdKUu9vcN/LHcnCbXzuY0pyAv6YYSWFCnZSFOj4NkmKvujQHXIVpkrIJ+Tw0Lf8K+6KPgMitx+RpD6DPizTDVSdmok7MbPP1FMY4kCS8xZsINlYTdNSiSc0nHAq0ub1w6vTu3ZvHH3+ct99+mwceeIDx48dz8803x2zz448/8vrrr2O325HJZEiSRDjc8njAZIr8fMvlkZts4XCYpqYmkpKSottYLC2/x2vXruVvf/sbNTU1yGQyamtrY463f1u73Q4QbaAsk8lijnO6a1dAmzBhQswzNEmSqK2tFb3KTlOVdU6+X13Gzxsr6dMlgYnDcshOMR95x1PMbNAwojCNz3/YHTPeMzc++rFMJiPNduh1Wkd8DaO61bNEuQxMGgUylRZ9/ol5d6+KS0EV17rb+uEEakuiwQxACvionf0y6Tc+h9IUf5g9IVBfTtDdhDarJ96SyLv8hAk3obImHXY/4dQYP34848ePx+Fw8Ic//IE333wz+jW/38/vfvc7/v73vzNu3DgCgQB9+vQ54jHNZjPNzS1vCOvrW54d33fffdx4441cc801AIwePbrNY+wPXk6nE5PJRDgcjga5M0G7AtpTTz0V87lcLic5OZnMzLbfLQqnjssT4J+fbWDN9loA9lY6WLm1mj/fPjK6WPl0JZdHMhwr61ws21SFSinnynO70jMv4YS9Rm6qhekTu/PuvK3RsSvPyWdjcwDjoAfpF5/OsYfL4xNsbp2xGWpuIORpPmJAk2v0KI3xNK+ci0yjR/K5aVz8CbbJt6KyJHbUlIVj8Mknn1BdXc3tt9+O2WwmOzuburo6wuEwTqeTcDiMz+ejsLCQcDjMv//9b9RqNW5368ziA/Xv35/nn3+ee++9F0mS+PrrrzEYIndVHA4Hffv2BSLLA9xud5vH02q1dO/enfnz5zNt2jTmzJmDz3fmZNIeNqBt3bqVHj16oFS23qy2tpba2loGDBjQYZMTjl5VvSsazFrG3JRWN5/2AQ0it0D/7+qB1DS4USrkJCcYUMhbZ9geK51GyYg+qZgNaoKhyALzJRsqyEgy4ffJ+WF9NRN1OmzWk/+9UlpaX02pEjJQGFpnOB5MYYxDBmhS80m6+B5cW3/GtW0ZUijYATMVjsc555zDgw8+yIQJE1AoFOTm5vL0009TUlLC+PHjee2117jllluYOnUqVquVO++8k3PPPZc777yTzz///JDH3V+5adKkScTHxzN27FiWLVsGwF133cXtt9+OyWTi6quv5qqrruLxxx8nPz+/1XH+9Kc/8fDDD/PGG28wZswYunTpEnN78nR22KSQG2+8kbfeeotx48a1vbNMxnfffddhkzsav/SkkP32VjRx119/4OD/1Wd/O4LeXdpODugop+sDen8gxE9ry6isc7FicxUj+6Xz6fe78PiCJFp13H5ZIQO7J7far6PPJxzw49y8iPr5/0YK+lGYEki+9Pdo07u2a/+Qz0PY04zKmhTz8aGcrv8/x6MznpPQfoe9QnvrrbcAWLhw4REP9MYbb3DrrbeemFkJxyzVZmDS0Gzm/VwcHevdJYHM5CMnZvxSqFUK0hONVNW7GdkvnQ/mb2P/I7Vau4fXPt3A83eNwnpQAk1Hk6vUmArPRpvZg7DXidJsO+KtxgMpNDoUGl2rjwXhl+KYsxwPNmvWLBHQTgMatZIrJ3Sndxcbm3bXUZAZR998WzQbUIjokmll7Y5a1CoF4YOuZqsb3DQ4fCc9oAHIZHLUCbEVeAKOWmQyxVEFN0H4JTphAe1ML5nSmcSbtYzun8Ho/hmneiqnLbVSwfjBmeytcLT6msWoxuML4PEF0R1mvV1HC9hr8ZZtI9RcjySFUSfloEnLR6k//TNWBeFUOGENPtsqjSUIp7PkeAOFBYlcPbF7dEypkHPJ2Hw+/X4XO0tb14E8mXyVu3BtXUrDwndp/P59ar/8B/6K3UfeURB+oU7d209BOA1oNUouGp1HVoqJPRVNIJMxe/Eeau2RFjRP/2ZEm21yOlrI5yHYVIt7R0vNx7DHSeOST9Bkdm/z+Zi/oYJAXTlytRZVUjZKvZmQx0nQ2YDalkHY645+LJOJZvVC5yMCmvCLp9MoqbV7+OKnIkb1S+fsQZmUVjezfHMVtY3uUxLQZAolUhuV9P1VRUg+FxwU0Dxl26j94kWC9moAjH3GYB11Of6qIjx7NmDoOZKgow5f2TaMfc9Gl9HtpJyHIJxM4hma0OmEw2GKyptwuPwkJxhITzz8UmmZTEZWspHpE7vx5aIiahs95GdYufmiXqfsGZpcqUKV2PoZqC63MNIZ+wBBn5umn7+IBjMA58Yf0eX1R2mOjzQTLVqP0pqEt3gTqoR0tGmt1x8JwpnuiPcdwuEwM2fOPOKBbrvtthMxH0E4Li5PgDlL9vDgq0t47F/LePT1pWzYWXvE/SxGDe8c0Cx0V5mdNdtqYtrcnGza7F5YR10G+zppq5KyiR87HbkqNmM17LLjLdvWav9AfTkqWxYJE24i2FRDoKkOU/9zMfUdG9N2RhA6iyO+/ZTL5cyePTu6av1Qpk6degKnJfySldc6Ka1qRq1SkJNmjmn/ciS7Su28MWtT9POaRg+vfbaBx28ZStJhiivX2j3R3nBpNgOThuXQ0OThp7XldM2Oo0u69ZjP51gpdWbiRkzD2HMEYb8PlTUJRRsZjnKDFU16Nzw7V8aMq1O74C3eiHv3GlKu/hOS30vzzlX46ysIux1YTSJbsjMpKytj0qRJ9O/fP2b84YcfZuvWrSxdupTnn3+el156ic8++4yMjAwkScLtdjNt2jSmT58OtBRGViqVuN1uMjMzefzxx6MFi/eTJIl//etf/OMf/2Du3LlkZ2fHfL2yspILLriAV199lSFDhuB0Onn44Yepra3F5/Pxpz/9KVqO60ArV67khRdeQKWKvJl89tlnychoX8Z2u+6ndO3alSlTplBYWNiq8vKTTz7ZrhcShPbYWdrIH/+5FJc3UrKpa6aV+68b1O5K/9UNrbtcl9U4qWvyHjagmfUt/eTOG5GD3x/GFwyzZEMl5bUugsGjK/0jBQP4qvcQqCtDrjWiTslDdYg2LocjUyhR2w5fM1Wp0WMdNpVAbUnMMzS1LYOQswFT4XgcK+bg3r0G28RbqJ/3Bv66MtKve+qwxxXOPPHx8bz77rutxrdu3Rrz+UUXXcQ999wDgNvtZsqUKQwcOJDc3Fzuu+8+Zs+eHa3cP2PGDD799NNoQ9D9Xn/9dSRJiqnwv58kSTz66KPk5eVFx15++WV69erFbbfdxoYNG3j00UeZNWtWzH7hcJh7772X9957j+zsbN577z1eeuklnnvuuXadf7sCWlpaGpdddlm7DigIx8ofDPHxgh3RYAawo9TOlqKGdge0eLMWrVrByH7pxJu17ChppKy6GYtRw+7yJsprmtFplOSmmbFZW1rOZKWYOG9ELjtLGtGqlcgIoZDL6JJuIdVmYOHKEs4dcOSaivu5dq+h5pO/AJFny5r0riRd8ntU5hNXaPlAuszupFz1h2iWozopC4XegmRNwl+9F8uwqYR8XpTxKQQaqrCd92vCSrHY/lT4YXUp78zbSl2jB1ucjusm92DswFNX6F2v19OtWzf27NlDeno6brcbl6vljeH999/f5n7XXHMNRqORjz/+uNXX/vvf/1JYWBjTHPT777/nX//6FwB9+/bF4XBQWVlJampqdBu5XM5XX30VvRsYFxcX00HgSNoV0O644w4g0nTObrcTFxcX7cMjCCeKxxdkd3lTq/HyWmf0Y68viNcfPGQVjy4ZFn59SV/++812qhvc9Oli43dXDaDR4eWZmStodkf6gw3tncKNF/QkLTGSYGHQqblmUneq6l3UNnr452erCIYiwUitlHP3VQMI0L7nTkGXnfr5/2F/MAPwle/AX1XUYQENQB2fFum7dgCZXIEmtQveyiKsw6fgWDmXlCsfIhwM4vjpv8iGTRUZjyfRD6tLefnj9fgCkU7itY0eXv54PcApC2rV1dVs3ryZBx54AKPRyN13380ll1xCYWEhQ4YMYeLEiTFXWvsZjW0nW5WWljJnzhzefvvtaLNRgJqaGmy2lrsUNpuN6urqmIAGRIOZ3+9n5syZ/OY3v2n3ubQroJWWlvLHP/6RlStXEg6HUSgUjBgxgieeeILk5NZFXAXhWJj1asb0z+DjhTtjxnvs64e2YVcdsxfvprzGxbC+qYwsTCMnNfYWeJPTz8sfr4sGo4276whLEgWZlmgwA1i2qYoRfdOiAQ3ApFdj1Kn47Idd0f0B/MEwa7bVYNIryc+2oVEd/tdGCvgJOVsvyg77Dt/+o6MEmupp3rIYXUoe7h0r8deWAhLBxmqMvdvuiyV0jHfmbY0Gs/18gRDvzNt6QgJaQ0MD1157bczYP/7xj1bbffnll6xZswZJklAoFDz22GPRdmC33HIL06ZNY+nSpSxbtozLL7+ce++9N/qM7XDC4TCPPfYYjz76aJtdWg7Mhpck6ZAXRk6nk9/+9recffbZhyyO35Z2BbQ//vGPjB07lr///e9YLBYaGxv55JNP+OMf/8gbb7zR7hcThMORyWScOzSbynoXSzZUoFYquGpCN7plxbOjpJGn31qOe9/tyJJvm6lr9HDbJX1jUuvL65wxwQhgc1E9hQWtn1/VO7ytxiQJnK7WXZ7d3gC7yxo5Z3A22amHT6ZQGuMx9hmDc8P3B5ycHFVC+mH36ygqSwLGroORJIn4cdfQsDDyjCVhws3ou4j2TydT3b4s2vaOH61DPUM72IHP0A7m8XiIi4vj/PPP5/zzz2fSpEn8+c9/bldA27NnDyUlJfzxj38EoKSkhA0bNvD444+TnJxMTU0Nubm5QOSKLTk5mSeffJIdO3ZgNBp57bXXcLvd3HjjjVxyySVcddVVR3H27Qxo1dXV3HDDDdHP4+PjufXWWw/bm0cQjkVqgoHfXTmA6RO7o1TISI43IJfLKK5yRIPZfj+sKeOCUXnkZ1ijY0Zd60XQRp2qzfT71ITWz+Xkchnnjchh3UGp/t2y41i+ubJd5yBTKokbOQ2ZQolz448oLYkknHsjmpTcdu3fEbTpXfHs3UTz+pbOGY7VX6NO7SJuOZ5EtjhddGnIweOng0WLFjFjxgz++9//Rm8pVlRUkJOT0679u3TpwoIFC6KfP/jgg1x88cUMHjyYc845hzlz5nDHHXewatUqUlJSSE5Ojga//Z544gnOP//8ow5m0M6AplAoKCsri0mdLCsrQ6EQa1mEE0+jVrRqd6NUtL41oVYpWjX/zEk1M7IwjcXrK6Jjv76kL+mJBnJSzeytdKBUyJg6Np9u2dY2X79vfiL3Th/AZ9/vQiGXMbJfOks3VDKqMI2UBH2b+xxMFZeCbeKvsI64FLlai0J3atv3yOQKwl4ngYZKbBfcDlKYurmvE2qjS7bQca6b3CPmGRqARqXgusk9TuGsWowaNYri4mKuv/569PrIz3piYiKPPfZYq23/9Kc/sXv3bmpra/n973+PXq/n7bffPuSxb7nlFu677z4uvfRS5HJ5mxnydXV1fPHFF5SVlUV7bcbFxfHiiy+2a/6HbfC537x583jssccYMGAAcXFxNDY2snbtWp544gkmTpzYrhfqaKLB5+nnRJ7T3somnpm5ksq6luyr6RO7ccU5XVvdh7c7fRSVN9Hk9JFmM5CXZkGlUlBrd1NR60KrVpCXZkZ1hGdhZTXN7Chu5Ps1ZQztnUJmPPTt0frh+Okq6Goi5LSj0JtQmuIJ+73468r2LQOQ8NeWok7MQq4+835fDuVM+D063bIcO5N2BTSIXHYuXbqUhoYG4uPjGTVq1GmVECIC2unnRJ/TztJGNu6qo7zWRd98G73y4mNS7zvamfR/5C3bTs0XLxK0V6EwxZN4wR3ocvvGdMU4k86nvTrjOQntd9i3qBdddBFffvklU6dOZdasWUybNu1kzUsQWinIjKMgs/1rwY6VLxBkR4md9TtqsRg1FBbYyEo5c6pqBBz1VH/6l2imZai5gepPniP95udbNQ8VhM7ksAHN4/FwzTXXUFxczE033dTmNm+++WaHTEzoeL5AkL0VDqrq3VhNGvLSLaeksvyh+HwB3L4gceaT+8B87fZann6rpW2L2aDm2d8Op1mK5+mZK0gwaxk3KJOuWR0fXI9FyFHXatmAFPARbKoRAU3o1A4b0GbOnMnKlSvZu3cvF1544cmak3ASSJLET2vKefF/66Jj5w3L4brze2BoI1PwZFu/s5Yvf9pNRZ2LEYVpjCpMI/ugNWcdwen289VPu5k8LIewJPHzxkoCwTCbixp49dMN0e0WrCjhuTtG0uWADMvThVxnRKZUIwX9B4zK2qwDKQidyWEDWnp6Ounp6eTk5NCvX7/DHujOO+/kpZdeOpFzEzpQZb2LN2ZtjBmb+/Nezh6UQfecjqtm0R7b9jbw9Fsr8PgiafoffbuDRoeXWy/uc8RFzcfL6QnQNTuOb1eUoJDLmTQsB6VcxjfLi7lsfAEKuQy5XEZlnZutextOy4Cmik8lYeKvqJvzanQsbux0VLb2FXgVhDNVu/46HCmYAezeLVrDn0k83iBef6jVuMPdelHxyVZS5YgGs/0Wrirl/BG55HVw1fttexv4ZOGu6Of/W7CDP950FlazlrfnbMHliXx/umXFMbRPSofO5VjJZHKMvUejSc4h0FSL0hSHOjEbufLQV95SKIhMoWz1sSCcScRP7S9UYpyO7BQTxVUthT/VSnmbi41PNqXyEGvO2liLdiKFQmHmLy9uNb6r1M62Ens0mAFsL2nEc9BC79OJXKlCk9oFTWqXI27rry8nYK9GbctECvoJ2mtQ2TJQWRJPwkyFE6WztI+ZO3cuM2fORKPREAgEePzxx+nWrX2L/0VA+4UyGzTce/VA/vnpBrbubSAlQc8dl/UjI+nw3Z1Phrw0CykJeqrqW2ofThtXQHYHZxoqFHLSbAY27a6PGbeatRRXOlptX9/UunTWmUYKh/BV7KL2yxexDJ0CQNOyL0iccrcIaGegM719jN/v5z//+Q9vvvkmFouFTz75hH/84x+8+uqrtIcIaL9geWkWHvvVUOxOH0adCotRQyAYpqKuGafbT1KcnsS4k7POq7reRUm1E41aTk6KmfuvHcTGXXVU1bvp3SWBXnnxJ2Uek4bm8NPa8ujtWINOhUwGffNt/LCmLGbbLhkdn6TS0WRyBZq0fLS5fWla9gUA2uzeaNNFOayO0rzpJxq/f5+gox6lOYG4s6/GdAqLRJ9O7WPUajWffvpp9POqqirS0tqfmSsC2i+cQafCsK/OodcXZP7yYt76ajOhsITFqOaRG4fQI6djg8n24gb+8dE6Sqsjtz/HDsjgygnduOTsgg593bYUZMXxl7tGsWl3PU2uSJbgW19t4aJRefTvlsja7bWolHKmT+hGt9M0bf9YqBOz8e6JZHGqk3NAtIfqEM2bfqJuzj+Rgj4Ago466ub8E+CUBbXTrX0MRG47/v3vfycxMZHXX3+93edywgJaOwuOCKex4ioH//5iU/TzJqeflz5ay59vH4nZ2DHVV3yBIF8uKooGM4gUHe7fLZH0xFNz+1OlUGA2qFHIZdQ1edCo5JgMaqaPy+DmC3ujVMpJSTC0qiN5uguGwuytdFBe04xRr0att0ZvOTpWfIU2sweSXIFjxWw0qV3ELccO0Pj9+9Fgtp8U9NH4/fsnJKB1lvYx5513Hueddx7vvvsuv//97/nnP/95xNeGowho1dXVVFVVEQrFZsYNGBBpP/HKK6+091DCaaqm0YNSIWdIrxQS43RsLqpnZ6kdu9PfYQGt0eFjc1F9q/G9Fa2fWZ1obl+QnSWN7KlowmbV0TUrDqfbzx/+uTTaOy3BrOXRXw2lIDOO1atX0z0/q8Pn1VHWbKvh6beWE973N2VANxsZGekY0vKxjpyGqe84pHAQ56ZF4pZjBwk6Wv+sH278aJ3p7WOeffZZ1q9fz5gxYwC4+OKLeeGFF9p7+u0LaM8++yzvv/8+iYmJMbXgZDJZtCJyW5ekwpklOV7HjRf05NsVJazaWk3/bkmM7p+OxdhxC62tRg09cuJjquMDZKV0fHX6H1aV8tpnLYulRw9Ix6hTxTQCrXd4Wbu95qSU3OpIjQ4vr366PhrMANZsr6OovImB3dOJG3lZNFXfPGgySkPk+WDI40ShO/WJQp2F0pxA0FHX5vjp4FS3j2lububBBx/k888/JyUlhdWrV9Oly5EzdfdrV0CbP38+33333WlVjFg48ZQKBTPnbCEQDAOwbFMlwWCInBQzqYkGkuNPfEq/VqPkotFd2FVmj2Y1Du+TSvcOfm5X3eBi5pwtMWN2h4/ahta9qvYclOHo9gYoKm+iqt5NglVLl3QLZsPpXRDb6w+2mZXZvO854f5gFrDXUL9gJtahU1GY4qj/9i2sw6aiTe96UufbWcWdfXXMMzQAmVJD3NlXn8JZtTjV7WNMJhNPPfUUd955JxqNBkmSePrpp9s9/3ZV27/88sv53//+1+6Dngqi2v7xW7K+gj+/s7LV+BXndKW4qpnbp/XFatICkazE8joXeo2SzGRTNLHkQEdzTuU1zZRWO9GoFaQk6CmtdrKz1E5mspGeuQnYrCe2nmNZTTO/eW5hzJhOo+SaSd351wHPEQEeuHYQI/uls3r1avr1688XP+3mrdktwXDysBxuuKAnem3r78HpwucP8Zf3VrF8c1V0TC6DF+4eQ36mtWW7qiIq33sMCVBakwhU7yVh8m2Y+56NTHn6nt9+p8Pv0ZGcblmOnUm7rtAuu+wy7r//fs4//3xMpthbQfufobXHM888w9atW3n33XeZN28eM2fOJBAIUFhYyKOPPopMJmPlypW88MILBINB0tPTmTFjxhkZoM5Eem3rHweDToXXH2LZpkomDs1mUA8tO0sb+dO/luHY9+5+3KBMbrygZzTYHYv0JBPpSSYCwRAfzN/OJwt3Rr82sHsS904fiNlw4m59Jlr1DO+TytKNLV2ow5JE7y4JXD6+K5//uAu5XMYV53Slb0FLZlZFnYt358Wu6Zn3817GD86kW/bJWVpwLDRqBTdc0BNJklixpZp4s5Ybz+9KTlrs2j5NSh7Jlz1I5XuPEqjei3nw+Zj6jD4jgtmZwtR7tAhgHaRdAe2VV15BLpezatWqmPEDn6EdycqVK9m8eTNyuZzGxkZmzJjBrFmzsFgs3HbbbXz33XeMHTuW+++/n3fffZeMjAwef/xxPvzwQ66//vqjPzPhqOWkmenXNZF1O2qjYxeOyuObZZHqGU63H68vyMzZW6LBDCJlqUYWpjG45/GXgqqsc/HZD7tixlZvq6Gk2kHvPNsh9jp6GrWC68/vSbxZy0/ryslOMXHteT3JS7eSnWphwpAsZDIZiXG6mOfGHl+QYKj1TQ2X5/StGrJfRpKJ+64dREOTF61GSUnRtladwAP2GhqXtKwDat7wPYYew5GrdagTM5DJRZd64fTVroD2ww8/HNeLuN1unn/+eR555BH+8pe/sHjxYgYNGoTFEnnwPHHiRBYuXEh8fDypqalkZESKqE6aNIlXX31VBLSTJM6k5XdX9mfb3gYanV6sBi2V9S4mD89h2cYKMpNNOD0BdpbaW+1ba2/97OlYBIJhwuHWAcPvD5+Q4x8oLdHIr6b05rLxBei0KnSayK+DQi4j+RAlwJLj9WQkGiirbVl4atCpSLWd+pJh7aFVK0nbtxxiT6h1Lc+w14m/YidxY69GoTXg2PA93rJtODcuwnbh7ehSRfKXcPpqd9r+jz/+yIIFC3C73bzwwgssWbKEAQMGoNMd+dnGjBkzuOmmm4iPj9ySOdQCu0ONH8zhcOBwxD6oP3g5gXBsEiw6zuqVytwle5jx3iokKfKs5ZapfchJsxAMhRjQLYklG2KzEk9UDciUBAO98uLZXNQQHYszaY67JFc4LFFc5aCmwY1GrSDRqmVTUQOL1pbTNTuOMf0zyE49cmkti1HD/dcNZubszazdUUtBppVbpvY5YwLakWhS8ki74VkkCYL2aiyDz8NXU0LCOdcSrC8nGJ+CUnPyuoQLwtFoV0B79dVXWbBgAVOmTImucdiwYQOzZs3iL3/5y2H3XbJkCU6nk4kTJ8aUQTnQ4RbYtTX+9ttv8/LLL8eM2Ww2XnzxRTZt2tRq+zPF6tWrT/UUAJDrbLw5ezP704XCErz51WYyExQE3XWcNzSFstpmiiubUchlXDI2D0WwkdWrS1sd61jO6epzslm00ciqrbV0zbIwaUgaZXu3Ubqn/Yv3NRoNoVCIYDCITCZDYUznP19tYU+FA6VCxpTRXdhd3sT6XXWs31XHdytLue+Kbvhch18PtP98Lh+VwGVj0pFJflx1e1hdt+eoz/N4KBQK4g1qFECDJ4g/cGxdEg71/5ObkkBg8yJcmxcRN3Y69d/OJFBfTup1T7P+gEXwp6OT9Xt0uief/BK1K6DNnTuXTz75BK1Wy4cffgjAr3/9ayZNmnTEfefNm8euXbu4/PLL8fv9lJSUsHbtWiZOnBjdpqamhpSUFFJSUqipqWk1frDrr7+eiy++OGYsFApRV1cnshxPgPU7a1vd9gsEwyg1Bgp7RCpqP5ORRFW9G61aQarNiKqNCvnHc049CzK5xu1Hr1UiASplZrv2c3kCbNlTz/ebqkhJ0HNWz2TizFr+/uFa9uxbrB0MSXz6/S6undwj+rywweHFHdJy1mHme7r8H4V8Htzbl9Mw9z38AR8ZQy7C1G88StPRJaUc6nykcAjH2gVoeo3CX72Xxh8+ACBh0i0EGisp7N4vuk7tdHO6/B8Jp0a7AlooFEKtjmSY7X9AHgqFDnlVdaCnnnoq+nFZWRkPPfQQr7zyChdddBGNjY1YrVbmzp3LTTfdRJ8+faipqaGkpISsrCxmz57NhAkTWh3TbDa3amXg8/moq2u9YFE4eolWHTqNMqYnmVGnwmZpub1sNmg6dO2VQi6jyeVn1o+7WbezlmF9UhnZL/2ItzaXbKjgpX1duC1GNXOX7uHB685qVUF/dL80MpKM3HRhLwxaJR5/CM6QSla+8u3UftXSTLfxpw+R64xYBk0+IceXyRXosnsR8jpBanl2KQUDBOx1aJJyTtuAJvyytSugjRgxgltvvZVp06bh9Xr5/vvv+eijjxg5cuQxvajZbOaee+7huuuuQ6FQMGzYMEaNGgXAk08+yZ133olCoaCgoIBLL730mF5DOHapNgMPXT+Yv36wBrvTR7xZy73TBxwyUaIjNDi8PPv2CkqrnQDsLLWzuaie+64Z1OaaN4DGZi/vzdtKQaaV4X3TqG5w76v84SM/w8LGfUEtL81C1+x4nn27Zc1dYYGNGy/o1fEndgJ4dq9tNeZY8w3GPmNRaE7Mej253kLj4k8I1FcQP+46nJt+ouG7d0i7/mkC9moU5kSUOvEsrTPw+/3MnTuXqVOnnuqpHLd2BbQHHniAd999l/feew+NRsObb77J+PHjufrqo1vdnpGREX0GN2XKFKZMmdJqmxEjRvDFF18c1XGFE0smk9G/WxJ/vWc0Dqcfi1Fzwhc2H0nZvoXWB1q9rYbKehf5GdY29wmHJVRKOUN7p/L2AVVAflij5ffTB/LUWytwegJMGdOFN2ZtjNl3/c46KupcdDnEsQ+lotbJii1VbCqqZ3CPZAZ0SyYxrmO/V8o2igar4lKQK07cWjGl3oR16EUYug5GkiuIH3cNIa8LX305nh0rURqtKEX1kA4TCoVQKE7OEoktW7Ywa9asX05AU6lU3HTTTdx0003Y7XasVmsHT0s4HSRa9SRaT827cPkhKtkfrsB9gkXHDRf04q3Zm2PG6+xeymqdvHD3aIqrHBi0qpju0xBZl9bWcoHDsTd7+ct7q9hV1gTA8k1VjB2QwS1TexMIhjEZ1KiVJ/6Pki6vHwpjPCFnJBNUplRjHTYVWRvVzY+HTKPHVbwJY5f+1H/3LrYJN1P3/TsQ8INYj3bMfv75Z55++mlGjRrF999/j1wu589//jM//vgjFRUVbN++nQsuuIAbb7yRV199ldmzZyNJEiNHjuSBBx5ApVIxb948XnnlFUKhEEqlkj/84Q8MGTKE6upqHn30Ufbu3YtGo+F3v/sd48aNo6SkhOnTp/PrX/+ajz76CIfDwX333cfQoUO54447cDqdTJ8+nQ8++OBUf3uOS7t+A+rr63niiSdYuHAhZrOZJUuW8OyzzzJ58mT69evXwVMUfokyk0z0yI1n656W9P2zB2ZE11AdSprNgNvTOuPP5w+RYNEiAeyrCLL/udrUMV1QKeVsLqpHpZDTKy8Bi+nIzwdLqp3RYAagVSvIz7SyeH0FNosWe7OfpHgdBRlWDPoTV+VEbcsg9don8FcVIQUDqJNz0CTnHHafoMeFv2o3gboyFAYLqqQjdw1Qx6VgHXwhAWcjcaMvp3b2y9gm3UI44KPm0+dJmnI32szuJ+isfjnkcjlFRUXcc889PPDAA3zwwQc8/vjjjB07lsWLF/PFF18QHx/P/PnzmT9/Ph9//DFarZbbb7+d//3vf1x99dU8/vjjfPrpp6SnR0qyffPNNwwZMoTHHnuMPn368Prrr1NcXMzll1/OvHnzogUtZDIZX331FfPmzeOFF15gwYIF3HvvvXz55ZfMnDnzVH9rjlu7AtojjzzCgAEDeOKJJ7jyyisBOP/886PfVEE40SxGDfdeNYA122vYUlRP/25JFBYkolUf/kc2J9XEhCHZfP7j7uiYUiEjK8XE3z5cy9INFZj0Kh68bjCzftpNnFHDhp21FO3LgJz3814uG1/A9IndW1XRONjBZVAnDcuh2eVFJpPz2qeRKv5yGdx6cV8mDc06obeQ1PGpqONbN0Y8FO+eddR+9TJSMFLhxdBjONn9zzvifjKFnJCjFoVCScjZSM2svxEO+lHojIgOiMdOr9czfvx4IFJA4oknnmDkyJEUFhZG1+t+9913XHjhhdGq95dddhnvvfceV199NYmJiXz00UdcfvnlDBw4kIEDBxIIBPjpp5+ixXyzs7MZOHAgixYtYuDAgQSDwWh2eO/evamqqmpjZme2dgW0kpKSaIO1/VmOffv2xeM5MdUhBKEtKQkGzhuey3nDc9u9j0KhYOzADDRqBT+uKSfeomHa2QWs217Dkn0tahyuAA+/tpS/3zuamgYP85eXxBzj8x92MW5QJhlJh29hk5lsIivZRMm+dVlatYKumXE8+dby6DZhCd6avZm8dDM9ck5NixB/fQUN378fDWYArq1LsXUdesR91XEpBOrLad74E5YRl2D/6SMAbJNuQyeuzo7ZgVnaJpMJSZJwOBzR6kkQuTO2dOnS6EVDKBQiISHyM/T666/z8ssvM23atGgLluzsbEKhUExug9vtZtiwYUDkd2N/BX2ZTEY4fOKr75xq7QpoSqWS4uJisrOzo2MlJSWoVKJgqXD6yUu3kpduZfzgTHRqJYGQxD8/38itU3uhlkuoVQr2VLnYUWxvM4EjGJIItVGv8WDxZi0P3TCYRevKWbejlsxkEw6Xn4P7V/j8IZqc/rYPchJIfi9Be+uKO2Fv+5qoanP6IgWD1M76G3KNnnDQT93Xr6PQm1HZ0lDojlxhRYjV1NSEJEnIZDKam5uRyWSYzeaYpUeJiYmMGTOG6667rtX+aWlpPPPMM4TDYebMmcP//d//8d1336FQKPjkk0+iV3X7HaqoRWdz5IVkwN13383ll1/ObbfdRk1NDXfddRdXXnklv/vd7zp4esKZLhyWaGz24vWf/OK9KQlGLCYtOo2SX13QnbfnbuPlz7bw1482sqeskS4pWjKTTVgPel42om8qyQntS4bJSDJx1YTuPPvbkQzsnozNqkN90CJzq0mDzXLsnQjaK+huwlu+HV/1XsIHXI3JTfFoMlpfTSmt7SsmLZMrQAYKo5Xkyx8iaeo9yBQqpHAIf205vqq9J+oUfjHcbne0EebXX39Nv379UB6U1DN+/Hi++OILXK5I3dAPP/yQWbNmUV9fzw033IDT6UQul9OrVy8kSUKpVDJmzJhoYofH4+Ghhx464q1FpVKJ0+lsdQv9TNSuK7ShQ4fy0EMPEQqFGDhwIB988AHjxo1j0KBBHT0/4QymNiTw1uzN/LCmjKxkE9dM6k6P3OO77Vbb6KasxolKKScz2YTFeOTkDZkMPvlhNz5/S73PdbsbmdzgomteKk/cOozZi4rYVtzIqH7pjB2YccRndQeTy2UYdCqyUozcfWV/3pi1kSann0Srjt9c2he3L0i93UNCBy1/8NWWUPP53wjUlgAyLEMuwDrsYhQGC2GXHfOgydh9HgK1xcjUWuJGX4lfatf7WeRyOfqCwaji0wh7XDQu/pTEi+4m5HVS+/lfMQ8+H7kpAZWh47uMdxYZGRksX76c559/HpVKxYwZM1p1LjnnnHPYuXMnl156KeFwmOzsbJ555hkSEhIYOXIkl156KQqFAo1Gw7PPPgtEmm4++uijTJo0iXA4zJQpU0hJSTnsFdrAgQN5/vnnGTNmDN9///1JWy7QEdrV4POuu+6ioKCAO++8k/vuuw+fz0dOTg5FRUWtaiqeKqLB56lRWt1Mg8NLvFlDZnLLrSdfIMjf/7uGxetb+o1p1Ar++rsxZCW3/OHbUdLI96tLsTf7GD84i155CdGq9wfbU9HEE/9ZRp090nm5X4GNO6/oT1Lc4a+mahuc3P78jzGVTwBum5zLBef0BSAUCuMLhA7bpLO9/0dbiurw+EJISOi1SrYXN+L1h8hOMZOTaj5ipubRkoJBaua8gmvTTzHjyZc/jKFgIN7KIipmPoipcDzq5BykgIemlfPQjb2epD7Dj+q1fDXF2Bf9D9e2ZQDI9WaSL/k/dNm9T9j5HI8z4fdo+fLl/OEPf+Dbb7891VPpdNr1NnTbtm28+OKLeDweFi5cyI8//ojRaOT888/v6PkJp7Hlmyp59dMNNDi8WE0abr+0L0P7pAFQ1+hlyYbKmO19/hClVc3RgLartJGHXlmMPxh5OL14fQUPXjeIEYXprV4rGArz1aKiaDADWLezjs2760kadPiAZjVrGd4zge/Wxj5HyrC1XC0pFHL0R8hqPJJwWGL1tmr2VDjYtreefgVJFFc3883y4ug2V57blSG9U8jPiDuu1zpQyNuMp2hdq/FAXSkUDEQVn4Iut5Cwz0XYZY8E2q5n4dUcQ/kqmQJDr1EorckoLYl4yrYh1+jxVZegST7yUgBB6Ejt+g3eX7Nx8eLF9O7dO/rAMRg8/ZsaCh2jqNzO3z5cS4MjEmDszT7++t+17C6zA6BSytu80tKqW25nbNpdHw1m+/1vwQ7c3tbryLy+IJuKWlfC31PZ1GrsYCqlkktG5zAgPxJEdBolt07MJC/9xN4iK6918ue3V1JS5WDisGxCkhQTzAA+WbiLFZur2Vtx5Hm3l1xrQJfZo9W4KiHy5kKh0RM/9iqCjjoaF/0P+6KPCdQUo+DostwkKUzY48CzZwPhgB+5Woupxwia1n6Lv3o3vpqSIx9EEDpQuwLaoEGDuPHGG3nyySe54YYbgEhLmbw80ezvl6qm0dOq2obHF6SyPvIAOylez/Rz82O+3jXTSk5ay23JtgpzhCWpVZYggF6rYnif1uuuemS3r8J8VlYK913Rk3/8upC/3tKbScNyMCcef4ftA9U2uvEHw/y4thwZMmRtVDUJhiINTPdWRTIMQ14X3srd+KqLYxI5joZcqcY66jIUppZegsY+Y9CkFUQ/9+zdiK9se/Rzb8lmlNU7j+p1ZDI5cq0Buc6EPrcvjT99RNBlRy6TRz5uPnzrHSFiyJAh4nZjB2nXLcfHH3+cxYsXY7PZ6NUrUsA1OTn5qGs5Cp2H1ahBqZARPCC9XSGX0dDkxeUJYNCpyLWFeerXw9ldascWp6NbdhwJB1Ts79MlAaVCTjDUcqVw2fiubRYflstlTBiSzc5SOxt21SGXwYWju9Ajt/0tU4zxNozxLX/0Pd4ADncAk1512Gdn7WUxapDJQJJgxrureexXQzBolbi8LXcybFYtFpMGtVKOv6GSuq/fIOSoRwoG0HUZQNzIaShNR387UpOcS/oNz+BvqECu0qBKyEChbbkV6961ptU+wdJNwCVH9zpJ2Sh0ZkJ+D5ZhF+NcvxBDtyFYhk6laelnqOPTUMUlH/X8BeFEaFdAUygUjBkzJmZMVMH/ZctLM3PdeT15a18jUJkMLh6bz7crihnWJxWDTkXA52Zg70QKC1oX0wXIz7Ty7G9HMH95MY0OH5OHZdMn39bmtgBpiUYevuEsqupdKJVy0mwGVMdYK3F3mZ3/fLmZzUV1dM+J51dTelOQeezPtaRQkIxEPTee34s3Z2/GFwjx9c97+f01A/n3rE2U17nISTVz7llZ/LC6lJsv7Il753JMfcYgBYMgkyGFJbwVOzB2G9Lu1w0H/cjkCmRyBUpzAkpz21mk+vyBeItjm98qs/oc28nK5bi2LUMuk+Gr2EnIaSfobEBptiGFTt16O0E4sdVMhV8MtVpJ16w4pk/oTiAYRqWSs2R9BZnJ5nbVQYRItYLuOfF0z2n/VZZBpzrqivgHq2/y8PRbK6i1RyrdbNnTwBP/Wc5f7x5N4hEyJg8WDvjwFG+mafmXAJw9/HJ63TWSxmY/SXF6MpJNPHrLUFZsrmJ7SSNvzd5MMCSx8Ofd3DAoEeeG73HvWAUKBabCcei7tC9DL+R24N61Bsfq+SgsCVgHX4Amo1u0ks/BDN3Owr1rdTSoaXP6EkgqaHPbI1EaLGgSM3Fu+AFDzxG4tiwBwHber1Hb2teIVRA6gghowjHLTbdQVNHE23O24POH6J4dx9BeKSxcWUqvo7gVeLJU1bkoq40sIM1Lt0QDGkSSWqrq3Ucd0Lyl26j+6OmWz/duJOOqP9K1d7+WMV+Q/3wZ2wHAZNLgLVmHe8e+nmyhIM1rvkGdlNOu13VuWUL9/H9HPqkAz45VpF3/DJrUtp9rq+JSSL70PgINFYAMVXwq67ZsZ38+qbe2hGBtGTKlClVSFmrr4W8bqtMK0Htd1M55FZlKixTw0vjTR6isyeKWo3DKiIAmHDO9RskFI3Lp08XG9r0NrNlewwsfrCYswVk9k7l8TPuL53a03WWNrNlei88fQqmQ0yMnHq1GyY9rWhac6rVH/+vQvO67VmOOtQvQ5/WLfq5VK9GoFPgCLQu7rTo5nqL1rfb1Ve5uNXawoKsJ+9LPY8akUABf5a5DBjQAhc6Ioo0eZp6SLdR8/gIhpx0ATWYvEibcgDblMMfS6JHCQZTmRFKueAhv6TbsSz8XtxxPsbKyMiZNmkT//v1jxh9++GF69GidCfvSSy8RDAa55557TtYUO5QIaMJxkclkOJw+Xv4k9o/zii3VTBp6etx+8viC7C538MH87dEElC4ZFi4emx8NaBeP7UJG0tEveJapW99elR80lpJg4IYLevL65xvJSTUzZkAGOp0cdUpuZK3YATTJ2RyJTC5HpmydxCJTHP2vczjgw7FqXjSYAfhKN+Mr3XbYgCZXqTH2Go0uuzequBSUliR0OZGPhVMrPj4+2kj5l0YENOG4BYJtr2fyB06P2nAOp4/Zi4tisil3lzXh9QX53RX9sMXpyUu3oDnKclcA5sLxODf8ANK+Y8vkmPudE7ONXC5j/OAsuqRbKK918o+P1iGTwYe3j8NTtI6wO5LCr0rMQp2az5EodCbixlxF7ay/tbyG1hCTpt9eIY+zzatC/0GB9kDe6mKC9WWE/V5UCWmRbtkqNXIRzNplf3PO6upqkpOTuf3225k8eXKHvmZxcTEPP/wwcrkcl8vFPffcw6hRo6JfDwaD/PGPf6SoqAiZTEZ+fj5PPPEEfr+fJ554gtLSUvx+P+PGjeO2227r0LkeDxHQhOOWkWQkJ9XM3sqW6u1pNgM2S0sGYp3dw+5yOy5PgIwkE3npliP2Gzth5FBV72417POHmDi6S7sOIUkScl0i368uRatWkJduITnegCa9gLTrnsK1fTlIEobuQ9oMLDqNklSbkb+8txqAS0Zm41g5B1PhOSj0kSvDQGMVrm0/I/k96HL6RIoCH4IhfyCKK/+Aa8cKlKYE9AWDUCce/RWxwmhBl1tI89pvYsbViW1fKXordtPw3dt4SyLPBGVqHcmX/B/6Lv0JB3yEvW6UpriYj4UW8+bN4+mnn8brjRQkqKqqivYv68igVlNTw2233cbo0aNZs2YNTz31VExA27FjB2vXruXrr78G4PPPP8dut/PZZ5/FVPa/8sorGT58OH36HGOGbAcTAU04bskJBu64vJD5PxezaXc93XPiOH9ELs66PZCbSp3dw1/eX8WWokj3abkMHrlpCGf17Lh39KGwxK5SO1v21BNv1jKqX3qrqh2hsER1g4vkeMMRj7dlTz1PzFwfvcrLTDLyx5uHkmozoM3ohjaj2xGPEQiGaHL6UCpknNvfRvCbGtw7V8ZsY+wzlrqv/03KtPtQJx369qNco0PfpT/6Lv0PuU17yOVKjH3GEKgrxVu6FWRyTIVno05r+0rRX1scDWYAkt9D45JPUCWkE3DUI1cqCYX8hBwNyJUqQiE/miMkmPySvPLKK9Fgtp/X6+WVV145YQGtoaGBa6+9Nmbs7rvv5v333+f111/H7/djt9tjvp6bm4ter+fmm29m3LhxTJw4kfj4eNasWUNpaSnLl0d6/Hk8HkpLS0VAEzq3blnx5KZZcTi9WAxqVColq+v2ALC73B4NZhCpEPLG5xvolhXXrmr5x2Lrnnr+8M+lhPaVI7lqQjeG903l542VmPRqLhyZx6J15aQnGo8Y0Ly+IO/O2xYNZsnxei45O5+K2mbkskhAb494s5Zzz8oiwapjV6WXvj1H4K+JDbJqWwbOjT8QaKw6bEA7kXSZ3ZGf92uCDZUgV6CKS0G9r2zWwULNDa3GArWlhD1OJK+T6rmvET/+emQKFbXf/JuEibegtiQdcjnBL011deu+dIcbPxZtPUO79tprueCCC7jiiivYunUrt99+e8zXdTodn376KRs2bOCHH35g6tSpfPDBB8hkMm6//XYmTZp0wubXkURAE04YtVKOzdo67f3gElkAtfZIjzQLJz6gBYNhPv9xVzSYAfz3m+3ceH5P8tIsNDn9zF5SRJPTj1x+5D+0vkCIqn0lvbqkm7lodD5vfbUZu9NHaoKB307rS7+uSUc8Tigs0SXDyuaiehoUIQaf1Z240VfiWPsNMqUGU+HZkVuXRKrYHyt/QyX+yt1IwQDq5GzUyblHDCgaWwYaW8YRj61KaJ25quvSH4U1iXDQR/zk21BZbLhLdhA36VaU1kSCLicqo2gtA5EKS231J0tO7tirWLvdTvfukZ54X331FX5/bDbqxo0b2bVrFxdffDGFhYWsXbuWHTt2MHDgQObPnx9tRzNjxgxuueWWaOfs081Jeogh/JJlJJk4OG6MHZBBgrljml6GJInGZl+r8fI6F9+uKOGrxZFglpJgIDvlyH9ozQY1554VuVqaNq4rL3+8DrszcvzKehcvfrSO8lrnkecVDrOnsokdpXbKGv34GqtQdhlM/Hm/RZtegH3pZ/gqdmIaMBF14rFVrvfXlVH53mPUzPobtbNfpnzmQ5FbiUd7nPoKXLtW4y3dRsjrio6rk/OIG30FMqUaAG1WTywDJyNXqpB0VuQKFTWfvoDaFIdCLqfm0xfwV2w7pnPpjG6//Xa02tife61W2+qK6US7+eabeeCBB/jVr37F0KFDsVgszJgxI/r1nJwcvv32W6666iquuuoqEhISGDVqFFdffTU6nY4rrriCadOmodFoTttgBuIKTTgJ8tItPHLjEP75+Qbqm7yMHZDBFed2RXmMZauORKNScOHIPP76QWz9whGFafTNt/HzxkryM60M6ZXSroXUMpmMc4dk4XB5aHb7W2V11to91DS4SD9En7OaBhdNrgDxJg09c+KxWXXU2b1UW7tRUeHG4zHSM+9s9JmFaExWTBn5KLTtu415MM/eTYQOLBIcCmJf+hmatHzk+4LQEY9RupWqD59C8kee9Rj7nk3CuGtRGCyo41ORD5uCLqcv4aAfZVwKamsSfo8TqaEcmUZLOOCjrqIc2Zb5hN1OXJpE9JIkbjvSkvjRUVmOGRkZ/PTTT63Gp06dytSpU6Ofjx49utU2r776apvHfOaZZ07I3E4GEdCEDqdUyDmrVwpds+LwBUIkmDUdFsz2G9g9iTsv78cnC3eiUyu4amJ3euXGo1ErGTPgyLfWDpYUp2dkNzVBVetAo9MoMRlaB4twOMyqLZX8/aP1NLsDxJk0PHj9YDz+EMs2VdIrL4F/fraRgiwrrvxEJCmVDIWRbj4FtmNsbN1WxfugvQaCQWhHQAt5nNTN/3c0mAE4N3yPsdfI6GJxpVKDMrN7zH5qnZGQzkjQ70M6/4/846sibhr2K4xxcTzz2V5+c4mZbu3sjNDZTZ48ucPT9H+pREATThprO2s8nghmg4YJQ7IZ1icVuUzWZgX/o+X3eSnIjSzI/vyHXUCkKPONF/QkN9VMSVUz5bXNmPRqcqxhaipree7domjPt8ZmH+/M3UqCRcuN5/fi0+93YjVq6NvFhlIho7zWTUWdC6cnwFk9komzHH1U0+X0oWnpZ7HfiwETkGvbV9Ir7HMTqC5uNd5WMsjBlCldCJdswtlYT0Wdh6dne9CpG2h0+mlschEOGtt9lSgIx0IENKHD1TS4qXd4sBo1pNqOvhrH8TDpI39AHU4fKpWizaajR8Ns0HDp2fn0K7DR4PCSHG8gP9PKpqIGHv/3MgLBMBajmmfHeqgKxrdqYBqWJDKTjCCDeoeX2y7ujdcf4tVPN+Bw+Ykzadi0uxarUcOQYwho2vSuJE69h8aF7xH2u7GcdSGGHsPbvb9Cb0aX1w9P0dqYcWXckcuYqVQqAkoV6cHd/P7KATz59hrc3iA3X9Cd3NI5eC0j0Wf3PupzEoT2EgFN6DAKhYK122v4y3uraHYH0GmU/O6q/gztldqu7MITod7u4fvVpcz9eS+JVh1XT+pOrzwbiuN4fYtRQ0FWHC5PAItRQyAQ4rVP10efrZ2Vb4ZtczF3vwi5rKWR6ZXndiXHHCReH2TphnImD83hzdlbCAbDXDgyl4KsOHaUNBIMSYQlCZ8viOYoA7BcrcXUayS6nD4QCqIwxR/Vsyu5WkvC+OuodjUSqN6LTKkmfty1aJJz2rW/Prs3tfJk/v3uOuSySJWUDxfsIu/8/uia6giHw8jlIhdN6BjiJ0voMAqtlRnvRoIZRGoqPv/e6nZlBJ4IkiTx9bK9vD13K7WNHrbsaeDR13+mqMx+XMfdsqeeR15dwi3PLOCZmSuobnRTXtuSCVjvDBI22jDu+Jobzk5FJoPBPZOprneSVrcczddP0TNNy0sfr6ekqpmKOhfvz9/OnvIm9lY6WL6pkufeWcXGomPvAK00WFCaE44pEUOdlEXa9D+RftNfSP/VC5gHTUKuaf/Voi+spNkd4IGrevOnqSnIZDJcqjj0BYNFMBM6lPjpEjqMyyfhPGgNWiAYjq7p6mgNDi9fLd4T/TwlQc+EIdnRlPtjUVHr5E//WsaefWW+1u2oZd6SPQzo1rIObe1uO44uEwg3ltGv4mOeOt/I5IFJ5Fol2Podqrhklm+pbXXslVurMWhVZKaYuPa8Hny7fC+BQLDVdieDQm9Ck5qHOiENmezo/kzkpxv4y68Hkr39AyxLX+KpKVYyNv4Hf3VRB81WECLELUehw+jVMrRqBV5/S9sUhVxGRa2L0upmMpM7drGtSiHHpFfh8gQ4b3gO4bDEkg0VbNlbj0Iuo7AgEcVR1pOsqHPh8cUGmQWrSvnz7SNxeQNsL25Ep1HSpMsk/7pnCNaVkKhU02AysrWoFrnOSNjnxhrf+nWNejU6rZI4s5aGJi+9820EwxLHn85ycsmVauJ9FVSXbiFh8m0oDTrcmd0Jehx4SreiMieitBy6M7kgHCsR0IQOI/mbuPuK/rzwwRqCoTByuYxLxxXw9bK9VNW7+NXUPsf1LOtIzEYNN17Yi5mztxAMSdFajg6Xn8f/vYwZd46mW/bRFc81tpEtqVTIMRvUPH7LMGob3eg0ypZyWGmR4se6UBiDtQm/bRqKRW8wsL+fuRplNDgqFXLGDcrk8x92sb24kcQ4HTde0BON6sz8FdV36U/atU8iSRIVbz9M0nVPE6zYQeXnfyflxhnI9Ubkqo5ZWP9LNWPGDDZu3IjP52PLli3RnmiXXnppzBq0zuzM/G0RzgjBYJBh/dP4XThMSbUTpULGT2vLKatxEgpLXO0NYNR3bBr3wO5JJJi1PPavZWQlmxjQPYlmt5+lGyrZW9l0yIAWaKwiYK9BoTOismVE080zU0xMGprN18taUttvOL8nqTYjCrkMg84CgBQK4q+vIOSyozTFo0pIY8LQbMoqjOgufAijo4ynbujP6r0eZIDNquPrpXvYXtwIQG2jh79+sIasZDPZqcdeBut4hQM+AvYa5BotKnPiUe2rjE+l4fsPSL3+GbxF69Dm9iX1+qfx7lqFPFyIto1mo8Kxu//++4FIk8/p06e3quf4S0jIEQFN6FAKuQyZTMb/FuyIGe/fNRGd9sg30ypqnZRWN6NSKchJNRN/lOWyNColaYlGpozOo7LOzbyf92I1arji3K4x6+KqG1wUVzWjlMso0NRR/9lzhL0uQIZ19OVYzroQAINWxbXn9WBEYRr1TV5SEgzkpVtirjSlUIDmjYuom/dPCIeQKdUkTf0dpm5D6JGfCqQCg0gCzAlOtI17WNugYd3Oupi5B0MSFXXOUxbQfFV7aFo5G9eWpSjNCcSNnY6+YFC715KFmhvwOeoweJ00/vQh6h0rUJptuHesQKZSI0/MQK1u3/q4ziIQCHDvvfcC8Nxzz/HAAw8A8Ne//hWVqmNuLo8bN47Jkyezd+9eHnroIaZPnx6tJnJgx+qlS5fyyiuvoFAokMvl/OlPfyInJ6dD5tRROne4Fk4LPfMSGNUvPfp5ZrKJ80fkHfF2464yO//3j5946q0VPPbGzzz95nKqjyGhxKBV0ezy8/3qUnz+ENUNbt6eswXdvoaeeyubeODlxTz5n+WsXl9Ew7zX9gUzAAn7Tx/hr9kbPZ7ZoCHBokWllFPf5KHO7ol5vUB9BXVzX4Nw5NmhFPRT89XLBBpbF6WNp4mmuS+SLlVi0KnISDJy7llZ9M23IZPRZgWS4yUFA3jLd5CrbMa1cxWOtQtw7VhB0NGSVRkOeGla8RXODT8gBf0EGiqp+fxveEvbX5dRrtZh6T0KSakmbux0/FVFuHeswNB7NJr0roRrDt1EtLO69957WbNmDWvWrOG8886Lfrw/yHWU7OxsXnnllUN+3ev18vjjj/Pqq6/yzjvvcMMNN/DnP/+5Q+fUEcQVmtDhbBYdd1xWyNQxXQgEQ6QnGrGaDn+lFQyG+GThzpgsyR2ldjbvqW93u5b9Gpu9LFwV+8dTkiIJHn0LElmwspT6pkipp+w4GaFdla2OIfm8pJm1BF1NFNslHnltabSLgFGn4unfjCAvPXK7MehsbOlgHd3fTcjVhOqgrs4hZyOh5gY0y/7D7y9/lJ821bF6Ww3ZKSb+cONZpCWc+CsY165V1M1+Devwi6me/TIQWSinyexB8sX3oDQlEGiswbl5yUHfhDCBujLI7duu11FabMhr9ciVmpg2OYG6MpDJkal/uc/QfD4fPl8k21aj6fgKOvufpx3Knj17qK2t5Y477gAityeDwVOTYXs8REATTgq9VkXXrPYnYHj8IXa3sV6srObo17BpVApsVh2uquaYcaNORTAUZtuelrJOu2rDdEvIJFTfEgDjxlyFY+03eHaspCarJ98bLolpieP0BPhxbVk0oClMCSBXQrjlD4JcZ0RhbH3+ClMCSksi4bgs5iwtZtXOyDO0BoeXHSWN3HxRbwb3TD7iG4D2CjobqZ//H0wDJtK0ai77gxmAr3Qrvqq9KE0JyNUalKY4gk2xywvkmqMLsPqcPnj2bsS1ZQnGwvGo4lJo/OF9fGXb0A8490Sc0hnlueee47zzzosGM4hUWDmw8n1HUKsjV/oHr0vcH7RkMhlpaWmtnrudacQtR+G0ZNSpGN0/nXPPyuLKCd2YPrEbg3okMaBbEpt217GnoglfO9doGfVqbrqwV0wLm5xUEwVZVpQKeUyx4m/X12Pve1U0+Ohy++Et3YZ7xwpAQgoFKalp5mBl1S1j6oQ0ki66C5kq8s5brtGTNOV3qKyte6ap41OxTboVd8ZZ0WC2n8sbpKbRza6ypnadZ3tIAR8hpx1tRldCTnurr4d9kVutKmsycWOvBlq+aeqkHNSpeUf1ejKlCpk1jZTpj2HsezaqlFxSr382csuxtpxAU92RD9KJPPDAAwQCB63NDASiCR0dzWKx0NzcHO2HtmnTJiDSPqaxsZGdO3cCsHr1at5///2TMqcTSVyhCaclmUzGkF6p/O2/a6JXZaP7p7N4XTlzlu5FJoPLxhVw8dj8dmVKds+O49FfDaWkqhmdVkl+uiXaqXpo71SKqxx8u7wYkNjQZGbq1U+j9DQiUyioeOvB6HH8VUWMHmZh7c7YYr2j+7cERZlcgaHncNQpuYRcTZEsx7hDN3DU5w/ApKlGrVzRqvZjZrKJhiYvG3bV0iXdetxFlhWmeCxDL8Jbuh19wUDcO1a2fFEmR53Q8qzT0HUwiiv/QKC+HLlWjzolD80x9GnT2VJw2Stwbvgec+E4nOu/i9SXlAexL/4Y08BJaFNyj+u8zjQajSZS+zLQuvltRzIajVx66aXcfPPNdOnShZSUFCRJQqvV8vzzz/Pwww+j0WgIhUI8+eSTJ3VuJ4JMkiTpyJud/nw+H5s2baJ3794n5Z70ibZ69WoGDhx4qqdxQh3POYVCYf75+Qa+/jm28vtVE7rxvwU7ot2on/7NcPrmHzmd/Me1Zfx71ib65NtodvsprnTwzG+Gk5EcySAMBENU1buRy2QkJ+hR7ltwHWxuoPw/9xFy2SMHUiipP+dxNlQE+XZFCTLg3CHZ9O+aSP9uR+5afShVDU5+WlPBu/NamnH2yIkj1WZk4apSZLLI8oDzR+SiUR/f+9BAUy31372NOiGdQG0Zrp2rUFoSsQ6bgqlwHDJ52619vGXb8NWUIFcoUafkEjCl4/UH2+xS3hZ/Uz3eveuom/0qmrT8yJKA2lKSL38IQ8Gg4zqn/U7336NTkeX4SyKu0ITTktsbZO321uWh6uwezAZ1tCN1TYP7iMdqcvrYXtzA2IEZrNhchdWk4dJxBewpriLVokChNaBSKtqsXCIzxKEedR2er18CJDQpecxeXUdxtYtxgzIB0EsurA01NC5dgjopG21aPgr9kVPt91Y0UdPgJhCS+PeXG8lMMnHPVf0pKm8iM9nE3oomZi/ZC0SSWN6dt5UeufH0yDm+jsEqSyKW/hOp/OBPaFK7YBlyISFnA6q4lEMGM/eejVR//GekgBdlWncqB97G558sp9HhY9ygTEYUppGRdPjKL2pLAvJuQ7DUVdC0bBYACefehDoxk3DAj1zV+VvLqFQqXnrppejnB34sHD8R0IRTxh8IUVzVTE2DmwSLlqxUM/p91eX1WiX9uyW2ukKzWXU4XP7o5+3pOC2FJZBg1o+7gUh2446SRu6/qhBf5S70uYWH3Le20c2MH4JcMfxerOEGfMYEEvZoWLOjnq8WFXF273jOVS9G2riK/U/ALMMvIX7U5ciUh37HvbvMzt8/XMP5I/L49Pud1Nm91Nm9bNhVx7lnZWHQqqLBbL9gSIoG8uOlzeyO5eL7CWz5iUBDBZaBk9BkdG9z23DAR9PK2UiBSCZo3cCbefbdddGr5Pe+3oY/GObayT0O+5pSOESgei+ePesxdBuKOjUP187VyLQGlAYr2qyev4igJnQcEdCEUyIclvhxTRkv/m9ddGz6xG5cPDYfrVqJQiHnwpF5bC5qoHRfwsWY/uk0u/yEwhIyGUwbV0CXfZmFhxNC4se15TFjwZBEfZOHQKgSDhPQZEBprYenZ+/Prqzhpgt7odtXtmp4Nkg/r4rZp+nnWRh7j0aTmHnI4/68sZLCgkTqm7xU1bdcZYbCEl8vK2bMgAwMWiUubxCrScP4QZmoVQoSjnJh+SHPS6lir0fJwGn3IUnSYavyh/xegvbqyCdKNXvrAtFgtt83y4oZNyiT9MTW/e7CwQCBhgrCPg9BFIR7nItc5qN57dfEjbocb/kO7HvWkXL5Q6hth/6eCcKRiIAmnBKVdU5e/3xjzNgH87czuGcK+RlWALJSzDzzm+GU17pQq+SkJxpxewOMKExDr1WRnmRoV61DlUKOTqOMubID0IacRyySmxin59JxBXwwv2VB8YIVJTxx2zDKqpvJ0lThPXgnKYwUOPyVVL3Di1wGKpUCq0mD/aArL71Wye+uGsD7X2/j7IEZfLRgB25vkFk/7uaeq/oztHfqMbWGCTobI+vAgMR9SwGOdByVwYKhx3DstR9BOIxa1To5Wq9Vola2Hg95XTQt/wr7z7PwjbiVObs1rN8j0Ss3iYv6XUlo7mtIIT+mfucg13ZssWqh8xMBTTglnJ4AvkCo1fjBf9itJm3MGiy9VtXuJIT9zAYNN17Qiz+/05LRl2DWkGMNoUk9fD1BuVzG5OE5pNkM/LS2jC4ZVkb0TSM71Uz37HgCTXoqDFZCLjtynQlj79EozTYUusP/cR5ZmMZf3lvN5eMLuGRsPu/O2xptEHrlhG6k2ozkpVtJMGt5+LUl0Y4FHl+QF95fwz/uHUt60tF1//bXl1P96QsEaiO3cZWJWfgT7kOdkHbEfQ3dhxFy2mle/x15ljBxJk3M7c8rzu3a5u1fX+Vu7Is/hj6TeWlpiNKaSJr+ko3V7CzT8tCAC5Cv/QxjnzFHvcZNEA4mAppwStisOhIs2miFDgCNWkF9k4cdJY1HtQi7PQb1SOKZ34xgw85q4oxKemUayUixotC2VB2paXBT3eDGpFeRnmREpYwkSFiNGsYMyCBJ10yPHrHPmVSWRKyXPIh73bfok7NoXPopYbeDppVzSJr6O3SZkedK9mYvFbUulEo5GUlGeuYmcMe0QpZsKKewIJG7r+hPIBAi2WagINOKdl8moy8Qimm/s3+svslz1AHNtW1ZNJgBBGtLcG1fjnr4xUfcV5OYScK5N2IeOBGZXM4jN57FpqJ6mpx+eucl0DMvvs39gk01kfM35FJ60KL4mkYvjZau5I+/gdrZL5Ny2UPIjVaUR3gzIAiHIgKacEokWHQ8dP1Z/P2/qymrdZFg0XLxmHze+3obPn+IF+4efUL7pWnUSvrk2+iT3/Ytxi176nnqzeU0uwPIZXDteZEUeZ2m5VfE7W6dUbl+Zy3Pv7ebuyYOwfb9X5BCkXVFIUcdNZ89T9qNM6j0qJjxziqK91UqGdUvnZsu6sXIfun065pIWALzIWo2Wk0a1Ep5zPo0lVKO9RiepXn2bmpzLK4dAQ1ArlShScoGoJsNumW3HcQOpDRFMjLV8hAyWSRb80BGWwqh4g3Yzr+dkKcZx9pvMPU/95jWuwmCqBQinDLdsuN45KYhXHFOVwb3TOGDb7Zhb/bh8QXZu68j9LFwOH3sKGmkpLqZYCh8xO3tTh8vfrSWZnckGIUleHvOliPOod7u4d9fbMLu9KHyN0WD2X4hp52As4l5S/ZGgxnAonXlbCmKFAI26tWHDGYAaTYjd1/ZP7ouTqmQcefl/dpMvjgSQ/chrcaM3c465Pb+hgqcW3/GuWUJ/rryQ253OJrULpgGTsZYvJjJA2PXC44bmEFC807CoTBSKEjNrL8RDktI/hOTySn88ogrNOGU0qgUfLW4CLc3tozVsTb+3FvZxPPvrY60glHImD6xO5OH52DUqQl5nIR9bhQGC3JVy+J7h9NPeW3rKv4HV9E/mN3poyDLyiVn52NUNhLJiWy5BJGptPjVJlZvL2q1785Se0x1kUORy2WMKEwnJ9VMg8NLgllDkyvAFz/swmRQ0zM3od23HvX5A/H22opr82IAtN2Ho8tvexGyr3ovVf99gpArUnZLrjWQevWf0KQcXekrhd5MwrirMdeVMy0gY0DvLEpr3WQkmci3KdD79QRkfhzLvyTp0vvwVxXR+NOHxJ19NdqjfC1BEAFNOKUS4/RcO7lHTMZjcryeWruHvRUOctLa3wvM5w/x7rxt0auhYEjinblb6ZkTT56ymrr5/yZQV4ah62Dixk5HbYsEFItRTUaigbKDglqiVXfY14u3aMhOMfPXD9bQLd3IbwZdhmzV/yJflMmxnXcburgEBnZPYvbiPTH7FmRaCQd8kWdMcgUqa/IhFzUr5DKyUsxkpZhZsbmK5Wt30zNJRmO1nOcWF/HAtYPbFdRUlkQSz/sN1mGRW4zFDU7S2sjyDDRW49zwQzSYAYS9LhzrFpA46dYjvs7B5GodmrR8EoFEYP91omPdAmS2LILNDXiK1hFoqCRor0GVmIF0BlZ6F069kxLQ/vGPf7BkyRLC4TCDBg3iwQcf5J133mHOnDl4vV4mTpzIb3/7WwDmzZvHzJkzCQQCFBYW8uijjx5TerJw5jh7YAYJFi0/b6zEaor0GXvrq82k2Qw8e/tILMb2lTJzuHys3V7TatwUrKfqk6eQgpG0fdf25QTczTDuTizxVixGDXdd0Z+n3lqBw+VHLpdxw3k9ydnXWNMXCLK7rIlKl4llmyrJz7BGqve7g3z07XYAtpc7eV1uY+qw/yM3TiI+LR21LR2ZQs55w3PZtLs+egtz7IAM+qfJqZ3zGq6ty1CY4zD1PRvLwEmHrTDS7PajdVVykfszQiv30kVnpO/gayittrf7Kk2u1qJJzokcr2x1q69LwSDNG38g0Ni6hY6/ugQpHDpk4D1acr0Fz85VaHN64yvbhrd4MwCJF96JTBWpJ6hQnJjXEn4ZOjyg/fjjj6xatYoPP/wQgMsvv5x3332Xjz/+mE8//RSZTMZll13GuHHjSE5OZsaMGcyaNQuLxcJtt93Gd999xznnnNPR0xROIYNOjVqlZHNRPc3uAB5f5N15aY2T6gZ3uwOaQa8iP8PK1r2xhYN13lqag7Fr0PylWwg21LC6yMGAbkn0yE3gb78bQ01jJMtRoVAQCIXRAss2VvH8+y1//Pt0SeD3Vw8kEAzH3CrdWupka6mT26cVMmlf0IBIgeGnfj2c8lonKqWczCQjnpWzkCvVWIdPJeioQyZJ+KqK0Of1O+T5ST4XlvUfEKrdC0DY40S5+A3SL34MOPLty/YIOhuw/zyLuBGX4N4Zu2Dc3O/QdR6PhVypQpPVi2BDBd7iLchUWqSAl8af/oex33gknxtSuoigJrRbhwe0ESNGMHDgQOTyyENti8WCy+Vi/Pjx0R4948eP57vvviMrK4tBgwZhsUSqP0ycOJGFCxeKgPYLYNApqWmMfWalVMijpbDaQ69RcfOU3jz+r5+jCR7nnpWF1qjg4IYvMrWOLaUu/rNwN2f1quP2aYUkxetxuHy8+L/17ChpJDvVzJ2XFfLGrNgF4Bt317OnwkHPvATG9M9g4epI7zSVUs6AbonkZ7SuXmIxatCoFGzeU8+3S3YwxFtPqLme5vXftXwPeo5Em9ENubrtW53aoJNQTeR5nDqrN/WDb6OiwYfGpcBfbqdLurXd36tDkak0KPUWfJW7sQy5EMfaBSCFMZ91AbouA477+AfSpHfDW76DYHMDquQcEs+7Dffutbi2r0ChNRD2uvHba9ElpBz5YILASQhoSqUSozFyO2T9+vWUlpaSkpJCz549o9vYbDa2bt2KVqvFZrPFjFdXV7c6psPhwOGIzUALhVov0hXOHJnJJiYMyeab5S3rpK6d3J1U29F1p+6WFcdffzeGyjoXeq2SjCQjWsmLvtsQfDWlBPOGo/DaCVmz+GKRHYAVm6s59yw7BZnw9MwV1Nkja+OKKx2s2V5Ds9vf6nVc3gA6jZKpY7tg1KuoqHMyoFsyP6wp5bXPNjJtXAH9uibGpP2v21nL02+toEu6iZFjuuBc+23MMb1Ve6mttaOPU2BqoyWOO6xCYbQS8vuoGPBr/vzWquhi7Lw0M3dc3o+CzONbv6c0WEiYeDPVHz+HwpyAud85KExx6HuNQmm0HtexD6bQ6DDkFaIyJWDoMQJ/5S68JVuJH3MlvtKtNC76mORL/g9EQBPa6aQlhaxatYqHH36Yf/zjH3z88ccc2LVGkqToFdyBDjX+9ttv8/LLL8eM2Ww2XnzxxWjDujPR6tWtn2mc6Y7mnMb2MtEvvy9NrgAJZjUGpZd169Ye82s7nbBtX/9Ic78rWLSpkfmLyrEaE7loVB5adUuiRmWNA0LeaDDbb8POOob0SmHZpqromFIhw6QJRc9tZDc9jXmZPPt2y7k+M3MF903vi4HI7U+dwcTH30WeS+0ub8avTEKmVBMccDnVskRMicks3+lgwStrSLBouXpCPmalg4Dfj1wuJ6BM4PUvt3P/mGvQG/V89O2OaDADKKpwsLu8CUdN64zKw2nr/0ej1pB06UPIHbWE1TrcugR279gD7Gl9gBOkZ7IJtS2DoL2a6v89C4DKlgFKDbt3bMPe3DoL9VBO1u/R6dym5pfqpAS0FStW8Oijj/LGG2+Qk5NDSkoKNTUtD+9rampISUkhJSWFLVu2tBo/2PXXX8/FF8cuBg2FQtTV1Yl+aKeR0+WcwmGJt+du4fNFkas/tzfI67M2cu3kHrwzN9J/LDcjnnizBoVcFlN4d1NRPX+5axRGvZqf1pSRlmjkV1N606eLDbk8O7rdcweU1drvx3XV/PHmoQB4/UGgJdFiwR45/cfczbPz7JgMfgoym1m4KlJjsazGyV/eX8eMu0bRNysee7OX+15aRE2Dm+d/1PL76b2paog838pJNTOqXzoSkWzI3IJexLdz0fXR/P9kEqmW76veQ6CuHLkm0vBTZT6+Vjb7uSv2EPY7sQy/lFBzpG2QMj4dRVwyXeLbf4V2uvzMCadGhy+sttvtPPLII/z73/8mJycHaHlm5vP58Pv9LFiwgHPPPZdRo0axevVqGhsbkSSJuXPnMmHChFbHNJvNZGRkxPxrK/AJnUM4LFFa3cyabdUUlTcRaKMG5OE0NnuZvyy2DY0kReoiqlVyrp3cg4JMC2mJRq47L7YFyrRxBeSmmrn90kKeuKkPz/x2BIUFicgPWifX1i1Ck6HljZVWreS683pGb0Gu2O3m691K7E4fA7ol8vPG2KzCsASl+5Yf2Jtc0Yr8VQ1eFqwqZ2jvFCxGNReNiqzVamjyUF3vZvG6cuzNrcolnxCePRuoeOshar98keqP/0zNZ88TaKo7IcdWGi0Q8OHeugTH6vnY1al4dq4i3FxPVX37r86EX7YOv0L75JNPcLvdPPTQQ9Gxiy66iIsvvphp06Yhl8uZNm0aXbp0AeCee+7huuuuQ6FQMGzYMEaNGtXRUxROc6u2VvPnd1YSCIaRy+CmC3szaXh2uyrtA/varmhweWIreWQkGfn7PWNJsxlQ7KvEMWl4Ll2z4iircSKXyXD7AhSVO+iaHYfXWY9Jn9Pma4wbnMm3K0qilUmUChkTh0bKNwXs1bh3rSG5ZAuvTO3NZl8m9rCeb5eXAOBw+bGaNNHszv302kg/Nb23lrQEPRX7gtrXy4p5/NZh9MxNoLrBhU6jokduPOEwLN9USZcMa0xB5xMh5HZQ/82bILXc5vSV78BfVYTqEB0LQj43IZ8bmUyO0hh32OU3anM8rk0/4q3YScPwu/jbvDr+b+IIZA4tz7/5Ew/fcBY9c0/M1aDQeXV4QPvVr37Fr371q0N+7WBTpkxhypQpHT0t4QwgSRI7SyONMPc/LwpL8J+vNpGTZqawIPEIR4gw6dXceGFvnvzPMvbfTczcVyA4JSE26USvURKW4NVP10frDsrlMv7825FtHrvO7iYQDNMtK44Zd45kzfYapDAM6J5EfoaVoLuJmi9fxle671b61qX06DEC2/m/wesP8f7X2/h5YyXTJ3bnrdmbo695VncbvS0OHOu2oPZ5uP38rjz3aREOlx+FXEZxcRW9e2RiMqh5Z84WiquaMehUXDe5B15/oM25Ho/IIvDWHcTDXmcbW4OvpgRf5S6a1y5AplJhHjAJTVo+Kkvb/2eSJOHZtQZCQTQECYclnvyiGkmqxqBTouLEn5PQ+YhKIcJpa3NRPet21EZT8PeTJNi4qw6rKVKpoz36dU3k9XvOwutsxiMzEJdgRaWUs2hdGdtL7BRkWOiVZyPBomXO4qKYIrrhsMSPa8sY2bXlFqLLE2Dllio+WrADlyfAxKHZjB2YwRXndIt5XX99RUsw27/v1iVYh09l7IAMSqqaWbSunO9WFvN/0wfi9gawGjX00lRQ9/4fo1dE8an5PHvJZVTVNWGQB0gxlNGszOaD+ZHKKDqNkquHx5PiLSJDiifkNqDQn5jiziGfh2BTHYaew3Fu/PGAr8hQtdGQUwoF8VXtpm72K9Ex797NJF92/yEDmkwmQ5vbB2/pFsxr3uHGs2/lxTmRK9hbL+yO/od/4JauRJ936GasgiACmnBa8vtDfLRgB2mJRuLNWhocLc+F5HIZSoWcvRWOdgU0SQrjL96Af+7rhJtqsGT3wTDhNv7zTSXfrSqNbjeibyp3Xt4/Jntwv0AwjEzWssB3y556XvhgTfTzD7/dgVIh54pzYwOaFG67OLIUDpOSYODuK/pz5bldUcjlpCToUSjkhDxOKt55Lub2nr9yF3HNRQSXf4RMrcVwzZNUeQLsLmtCJoMHz08kfvmrhD3NOIFwwSBsk2+NVrs/Hu7ty6n96iWswy/G0G0orh0rUBjjsE28GU1KTqvtg+5mmtcuOPiMce1YiaHroYshG3uOwL17PdVdp/L6l+UYdCqQJF76dDMPX3QpVqRD7isIIKrtC6cpfzBEdYObnzdUcOvU3liMkaQLrVrBbVP7sGFXbbQC/ZEEakup+ujZaG8ub/FGinftjQlmAEs2VFJW08z5I3NjxmWySLkqr7clqG7ZE1uNBGDByhLq7C0tZjYX1VHmM6JMzI7ZTpfbD1V8KhDpAZeVYiY9yRh9jhfyOAk2tz6+TKUhYcLNpF33NNrUPMwGDQkWLf27WInf8zVhT8vycffOVfjKd7br+3M4QWcjDQvfBcC+9HOCjlqsw6aSeOEdGLoNQaZQtZ6nQhFT/PnA+R+OOiGdlGn3YUxKJzFOxxPX9+GR8+OxWXXo4xIwHKaKiiCAuEITTlNGvZrJw3KorHPxwfztXDAil/wMKzKZjNJqBwN7JJPXzsLF/oYqCMcmXPi9rXubQeRKrHdeAn+6ZSizFxehVMi5YGQe3XPi2LC+JVPSpG/9h9xq1KBRR67iNu6uY1epnQ27ahmZdyX5mdtRVm/B0PUsDD2GxTQWPZCnZAv25V9h6DYE54bvD/iKDG1mD7TpLR22M5NN3HxRb4qLSqE4skZMYbCiTsrCX19BoLGK4xYOEfa3BHJf5W58lbtJtB261JZSb8Y0YCKePRvY331AplBhOERl/5h9jVa65Vt5fHoYz6ePoQ6HeHD0NTD/GdzqO8QtR+GwREATTltj+qezYVcdNY0urCYtf/9oLU1OP92z4rju/J6ktrMnmELXert4dwn56bnsKm+pKJ+ZbCQ90YhGrWRg92T6dU1CBq1S9AF65SUQZ9LQ2Bzp3SWXy7h0XAEmfeQqpKTKwQ9ryrA3+xiQZqFKl0uooJAu3bpgjWs7mPnrSqn675NIQT/mwedj7Hs2rm0/ozTGE3/O9WhSYq8cw2EJjy9AYZ9c1IpBaIwmpKAfX8Uu9F36o07Nb9f353AUpngsQy7AvviT6JhMqUadlH2YvUCd3pXkyx7AvWs1MqUafZf+KDN7tft1jb4aPHI5ydPuBymMlHoXKFV4SrciU2rQporWMkJrIqAJp614i47uOfEoFTJmvLc6mqixraSR977eyv9NH0BS/JFLYymMcei7Dsa9o2XxszUpkXsG9Wf+8hJWbammX9dEzh+RS9wBi5IP7MkmSRJaYwJ1jR5scTq6Zcfzh5uGsKOkEa8/SH6GlZ55senrTrePR8YpUC17GcnvQa4zooy/k5C1L/7y3QSbalAYrKiSclAZLfjryqMdARwr56BKSMdUOB5Tv3PQJLXu4Fzd6OaNzzfhC4R49uoxxG/+CG9JJAHFV7ETb/kO1NMfRWmwAuCvLcVbspmQz40usycadeurzIPJZHLMAyag0JlwrPkGZXwqccMvjlbsPxS1KQ61aTCGroOP+Bpt0ecPIOWKR5ACPmq/fYu4oVOQ683ULXyXuOGX4NcaUMclH9Oxhc5LBDThtJaSYGD11pqYrEOIPMOqtXvaFdACDRUgkxM35iqkoB+ZSkPzuoWk5PXj5gt7c9W53dBpVYdsKmp3+vh2eTEff7cT2Mz0Cd0YNziTrllxdM1qu3ZiSryB6UOtqJb8LdrJOuxx4lv1Fe6wl7rZr+wLXjIsIy7BPGgyco0+dt715QSbG7CcdUGbryGFpei6t8aGJvQlsdmUgZpi/LXlKA1W/LUlVLz7aPQ5WyMyUqf+3xG/dwBKUwKWsy7A2PdsZEo1cuWRA+HxCAd8yOQKNMk5eGtLMReOo/7bt7COuBRjt6HUz/83KVf+oUPnIJyZREATTntmY+s/oAkWbXTh8X71TR6q6t3otUrSEg3RhdcymRz39uW4ty9v2ViuAJkcuVyGsY0qHwdau60mWiIL4D9fbcZm1TGyX/oh98lLM+MJgDcUu+TAMmwKtV+9FL0SA4mmJZ+izeiOJrULui4D8OxuyZ5MOOd6VNak6OeBphqCTbXItSYSrSlMGpbDnCV7kA6xaNntD6EHPMVbYpJGQMKz4kvCBf2Rq9u3CPvA534hrxMpGEBhsJ6wfoUhtwP3rjU0rZyL0hSPZehFqJOyCZniCXtdNCx8FykYQJWQ1mYyiiCIgCac9jKTTQzt3VIgWC6XceMFvchNa2nTUlTexFNvLqfW7kEmg2lnF3Dx2fmY9GrUSVkoE9II1ldEt7ecdUFMoDgUSZJYsLK41fhP68oPG9DiLDqCxji8MnlM+j3hIGF3S6cIWWIezq6TWN9gIEUnkT75NoLVewi5mlDFp6JJ7RLd1lu6japPnovsL1cQP/56LhkzitQEAyFNGFX+UAK7lrUcO7U7m+vVjAHCvtbloyRvM1Lo6DpDS6Egnr0bqP/uXUIuO+YBEzH1PweVue1qIUfDuW0Z9fNeB8BftRt30VrSrnmcpjXfYCocj8JowVu8BdOAcwkH/YS8bhRa/RGOKvySiIAmnPZyUi1cO7kHYwdk0Ozxk51sQSaHsppmUm1G/IEQb83eTK090k9NkuDjhTvpW2CjX9cklGYbKZc9iHvnanyVu9AXDMafUMCSjdXIFTJy0yykJrR961Imk5GdYmbDrvqY8azkIyek2OVxyIZei3zZu5GgplCCzorSnEjQUYs8IYsNmZfz79kVSNI25LJt3HFZP8YNHtTq9mfQ1UTNVy+3BMNwiIZv3yQxoyfZqSbW7axFSj6H9IRuaOu24YvPZ4s/ldJSD2OGgS6rF43I4IC1XNp+E9tMmDkcX2URVR8+Ez2OffHHIJMRN+rydl2p+evK8dcWI5PJUSdlR5cvhDzNNP08K3bjUBBJkmHoOpiwu5nmjT9g7DUKQiFqPv8rxt6jsZx1AQpN2/3jhF8eEdCEM0JWipmsFDN7K5uYOXsLBVlxSGGJLpkWclPNbNrdukhu7QENQ2VKDcr4FOQ6E1XaXP748mpc+7pN26xaHr91OFnJbVfWGH9WFgtXl0VrQZoNakYUHvrqbL/EBBOvLbQx7Kx7MUguHBj5YY2XKybfSt2cV3B2ncR/5lVGnw+GJXjtsw10z4kn86C5hNxNBBsjBYzlOiP+PlNpwEpNnYqn3/4Z+f+3d+fhUZVn48e/58y+L5nsCyEJENawyyIigoCIVRFFbV1ra9Va27711bbW+raVt2qt1a4/+9parVr3FRcQEAFlR8IOISH7PplkJpPZz++PgYEhYRWBxOdzXV5XODlz5jxJzJ3nOfdz3xLcPHcof10qk5EyjuatfvzBJh6+YzIAamcmafP+i/Y1bxHt6sQ2bg5ucy4nVjzskGBjORyxwblj44dYR12M2uI89msbyql/4SFigfhsUWV2knn9g2hTc5EkFZK6+9JvpK0ejS2NmNGOxp6BZ+UrSCoNSiyKrNYQaq3BkDXgJEch9FUioAm9RiAU4e0V+xiY5+DVpXuIRBW0apnvXzOScUMyulWsdznif7lHfB5aPvw/NHYXKmsqFW2tBEJRNOr4HjOdVsXu/W6MOjUue/e/9guz7Tx29/k0t3oJRSVyM6xkn8CWAbtFzzcvHcanm2sp3RthwrAU5pyfhSnFhPraX7C9IUYsltwNOxyJ0dEZBJIDmspgRW1PJ9rpoXXC93lsURO5GSoM5fHyUDEFVmyq4fpZxWzZ20yWy8Sl5/enuJ8DJRKmfd17tK95B2PhSNSODIKN+4mZu2dOHk9P++dUZgeS5tjPIRVFoWPzkkQwA4j63HTuWYc2NRdZb8Qx9VqaXn8s8XlZZ0SXWYA2NY+wrw2VyUZX+WaUaBhD/ghU9nSIKcTCAWTN6S3GLPROIqAJvUa7L4TLYeSVj/ckepaFIjH++nopv759Irsr2xIlsq6YWkhhdvwZW6i1FkPeYNrXvkO008Og9AJ+fvk1VAZtvLOynOFFLlSyxJJ1lQzKczCkfwr6wzpNu2uqiO5YTXrtF4RcxWA4n7CjAI1a1f0mD9PQ2slrS/eydV8LeWkWNGo5Xs4J0KXnkyH7MOjUSVX2zQYNLlv3oKo220m97Ps0bN/E35a30RmIxGd2h63y7attp6KunRvnDGHetKLEEmCwuS6+nKfE8O/dkDjfUnDyKfW6zCLU9gwinoObtiVSpn0Llf44AT4WJdS4v9vhcMuhai3GwlFkXP9L/Hs3oDLZMRaNRpsaD7pKwE/ze38GSUbjzKRrfynarCJ82z/FPuFKDDkDu11b+PoRAU3oNUx6NTq1nNSAE+J9zaIxhcfvmUJ9SzzLMSctvkEagEgI9/J/J5Izoo3lZJo+Zo08m0H9nHR2hXnhw12J691x1QgumZiPJEl0eTvwLf8nsapSggB1ZYRrNuP+xk9Jz8485v0uXV/N8o3xpp0tngCb9jSTkWJi3JB4775Ml4mf3jSO37+4CY8viMOi47++OYb0ozzPM+QNQZJcNHz8OQB7q9q4ee5QNu9OroJfnO9Mep6lhIPJiSkHJTItT5zGmUnmdQ8QqCsjFvChyyhAdwKbnCWVGkvJRQRr9yQdNw6akPhY1ugw9h+Bsf+Ibq+PxaJoU7KwT7yCqNdNsGk/Kp0RldFOLNhJxO9FfZqKMQu9lwhoQq9hNmoPbLSWE/uvIB7o1LKE3aLHZe+e9Rbt8nX7ha4oESobvYwdnJ4UzPplWNha1sKY4jTSnSaCrfVEqkqTXhtz1xJrq4NjBDSfP8Snm2u6Hd9e3poIaIFQlOGFLn7/owto9wYP3P+xExycDhu5aWaqm3zEFFi6vopbLxtKWY0HrUbFjHF5FPdL3hunsaejzSgk1LAvcUxlshM22I/5XkejcWYmkjlOhrFoDPbJ82lf+w7IMo7zr8aQN+SEXqtzZWMdP5dIZwdKLIqpaAyBun1Yhk8l6nUT8XlEQBNEcWKhdxncP4V7rh2F/kDNRJNezYKLB/Gbf65l/Y6eaxeqj0gpV4omU5M7m/OGZuC06pk4PBOtWubmuUPITbdQ1ehlyboqGlo7UR9lWVGtPvbfgnqtioJsW7fj2Wlm6pq9vLl8L//9x5U88vwGmtxdFOU6EsEsFlNo6wjg83efQVnNOn6wYBR2S7zEVm2zD7Va5gcLRnLPglEMLUhJFDk+SGW0kHb53VhKLkI2WjEOHE/GtT+nyXfyM7QvQ21x4pi6gJzbnyTnu3/ANuFyVMYTq8cpySpU5hQingZURivN7/2ZWFcHHZs+ounNxwnX70WJnVwnc6HvETM0oVdRyRJTR2WTYtPzxZ5mItEYry/fS7svxF9eK2VgnoOUI55BadPysIyZjXfjh8hZg1nCRN55qw6I70ubOiqbG+cM4fXlexO1GasavNQ0evnh1UMxDJlC146Vieups4oxpHfvA3Y4tVrF/OkDyEo1I0vxvXORSIzhhSm8v3o/b66Iz5b213eweXcTj9x9PoXZdupbfGwvb2XrvlbsFh2jB6Ux7IggVZzv5Pc/vIDmti7MBg3ZqeZuQexIWlcurktuxzH1emS9CVmjJVa78YS/7qeLJMkntP+vJxpnGtqULMJtTZhHTMO/e218tjZ4Mip7GpHO9uNfROjTREATeh1Jkmj3Bnnl4+TnMR5fMCnB4iCV3oTzwusxD5lMtd/Au/+XvIS4YnMt5w3LTASzg1aX1nPtzEFkXfQtfHnDCOwvRZM9CGPhKEyO5BT1SCRGmzeAxahNJJRISCxeU4nHF7/u4P4Oxg3J4MM1yRu1g+Eo+2ra6Z9pY8PORp5+a1vic8s2VPOzm8cxOP9QX7PqRi/76ztQyRIOi+64wSzxPlGIqE2Yj5OReDpFQwGIRY/aXeBkyLIalSUFSWch6vfQMvEH6KUIls5d7G6RMQZ86HTHblEj9G0ioAm9UqYrPvM5mB+iUcvMu7AIWZYIRaJoj1gqVOlNGPKGEClv7VYXEuixjqNKllDJMkSCxDx1SCE/tNWiUYYlnbe3uo3FayrZvKeZohw737iggIG5Dt5aUZYIZgA7K9roCkbQaVXdAq9Klmho7eTNT/YlHfd4g+yv70gEtLIaDw/8dXViD12KTc+vvjuRvGM0Og1HYmzb18J/luymKxjhmhkDGV745St7HEssHCJQuZW2la8SCwWwT7wc44CxqAyn/pwrFg7i2/k5hsxCOkz5PPF+C4qicPO0kTz9ajmpDgM/nC+yHb/OxDM0oVfKz7Tws1vG47DocFr13DFvBGu2NXDXo8t46j+bqWny9vg6s1FDujM5ccRl15PuNDIw1550/PKphaSbFJre+SMda96mq3wz3k0fUf/y/xLuiFcOcbd38fRbW1m/s5Hp43LJSTOzo6KV6mYvuyrbur1/ZyDMnEn5ScecVj0F2TYkSSIQ6j7DjEbjEVhRFD74rCIRzABa2wOsO8qzw4PKqj38z/99zqwRVn42JUrBvlcJlC4hy3r0vVuxaBilp8zIExSs20PDywsJ1u0l3FJN87t/wr9v8ylfDyDqa8O79l1kkw2XPsL9C4oJhKL8cVEVGrXMT64tobO9+fgXEvosMUMTeiWVSua8oZkU5dhpbPPzwF8/IxyJ/wJesbkWX1eY+28cl7SfDMDbGeLSyf3ZtLuJ3ZVtDMi1M35IBv5AmHtvGMuWvc2U17YzoiiVoQVOYh3VhOqSOz9HO5oJu2vRWFOoafJRUdfBDbMH8+yiHYnsy73VHuZdWMSfX9uS9Fq1LHPe0AwsRi17KttwOQyMH5KRqEs59/wCXlq8O3G+Ri0n9tPVNvuorO8eqKsbew7eB23d18xDt4whY/8HaEJaJGcaBNvp2vQOkazsRHsZiHeo9u/dgPeLj9G4crGOuQR9VuHRL34Uh+93O6h93SJMg87rsZv1iZC0BtS2VJrefILUS+8g2NySmG0rikI40IlWe+aWU4Vzj5ihCb1ais1ARW17IpgdtHFXU6K24+GsZh3Pf7CTaFRhxrg8kODZRduxmXVkpJiYNSGfO64qYXJJFnaL/kBV9+7LkbJKSyQaQ1ZJnF+SxXury5O2EnxWWo9Bp2bEgPjSnkqWmHlePww6FQXZdmaMz+M7M7OZNyhEP6k+kdCQn2nhxjmDyc+0MnZwGj+6dhRqtYTPH+Kvr29heFH3pcIJw7KO+TXKcpnJ0PgwpGTg3bIMz+rXaV+/CGP2AMLuQ7M7RVHwbl5Cy/t/I1hXhq90OfUv/JJQc/Uxrt4zuYeN1iqjBUk69mb0Y1GbbLgu+Q5qawrtsp0nPmrBZFDz398cRTSm8ORbZWgM3TNLha8PMUMTerUWTxddge7LdCaDBp22+y/PrFQzd80v4alXvmDrvhZkCe66eiRZRyllpXFmYh07m44NHySOGQeOo12XyeZ1lWjUMiUDXCxd3/2Xfl2LD7Usc+3FA4nFYN2OBixGDSUD05A8dbhfXki0I75Eps8bBhf/kD+/VkospjC8MIX2zhCP/nsjd141Ap1GTWlZKyk2A7Mn9GPZhmpUKpn5Fw1gWGFKt/c+3IBsEzqfl1gkiHXsJfGkmg3v07byFTJyBiXOi3S04DmiQLAS6iLYVIk29dhZnUcyFo3G8/lbKKEDf1RIMvYJVyAdZ7vDscSCXSiKgsaRjrx3GU/deD5efQaZhhC/vGUMBr0Oh9JMsLES2ZSCxnxyhZeF3k8ENKFXkyVwWHQMK0hhW/mhivhXTC3sYV4VnyldMCqHwmwbLe0BUmx6ctLMqI+SKShrdNgnz8eQPxxf5S6M2YXo84awdJub9TubWLe9gXsWjGTUwFQ270l+fuO06qlr7uD8fAmzqgvXMAOmNCtKLErHxg8SwQwgULUNVSiMRi3T2h7g822Hz5zAqNdgt+hYvrGG7FQzc6cUEI0qlAxwYTlOPzdLrJ3WxX9LlJmSNHqcs26jddFfUIKHFXCWZCSVOl5Z5DCSfPILObqMArJu/A2Byu3EwgEM/YajO4Wly8P5yzfT9Mbjh+6r9BMyb/g1sa4YzvUvYR0/B7XJQcuHT2OfeAWaU+yWLfReIqAJvZrTZkClkklPMVIyIJVwNIZOo+LzrfWkWPWcNywDqyn5mY1GLZOfZSM/68SWp9RmO+pB51EW0FMytASPN4ivq4V12xvIS7dQ29zJ7In5dAUj7Kpsw2TQcPsVwynIMnP/lBjyZ39AiYbJ0OhxXnYPsbCLwBHdpQE0/gZmTejHix8deoZmNWlx2eMVRO6aX8L//ms9tc0+3lhexuwJ/Y46szxctKE8qWaiEg7Qvm01zP0Faseh7Ei1NQXH1Oto/ej/EsdUZgfa9P7drrmzopV9tR4CoShZqWaG9U/Bak7+OuvS89Gl5x/3/k5ENOjHs+r1pGNKJESgeie6zCJCTftpfuP3qMwOIp5GIu3NhDwtaO1fbTancG4RAU3o9TJdJn7/0qakdHxZlmhq87O32sOY4vTT8j6RSHxpU1HiQXPq6Bx0GhVvrdiHLMENcwZz45zBpDtNpDmNBJuqqF39LErswOvCAdyL/ojhtscxDZqAp+W1pOtbVSHsZis3XDKY8tp2bBYdLuuhcljjBqfzhx9Opa61E5tJS79M63FnZwChth6yID11dMU0tEkpZBx22Dx0Cmqri84969A4szANGIv2iDJXZdVt7K3xsHO/m3ZviEhEQQImDj/2s7wvRVF6zrpUYkjGFNK+cQ8N//k1EU8jltGz0BWOIdbpBhHQvlZEUojQ6/XLtDLvwqKkY/MuLKSywUt1g5eW9u7JIadCkiR8XSFCkRgZKSb6ZVhYvLaSSDRGKBLjmXe209DqJ+3AtoCozw2x5Od7StBPzOfGMuJCDP1LDlxYxjr2EnSZRQwrdKJWSXQFw1iMGrLSzGzY1cinm2to7QjQP9vG5BFZDCs8/lLjQbr0ft2OGQpKSGteS6TLSzTQSaBmN/79pSjhAKaB40ibexeOSVf2+Oys2RPgufd3suqLOrbua+GFj3ZRXttOc1v3rtini0pvwjH5qiMOqtHnDUEJeHAvfyF+TFbjK11OtKWKSDiEEgl/ZfcknHvEDE3o9fRaNZdfUIjLbsDjDTIgz055bTuyJGHQq6lr8vbYkuVkRLt8ZFmNrF2znec/beSH141maw9NRVdtqWXs4HT2VntIl/Ugq5OCmqwzojLZ0TgySLvqJ0TaGuK/hLVOXltdwxuflOGyG7j9yuFU1HXw23+tT7x2SH8n9984Dscx9o/1eO9+L87pN9G26lWUUABT8QQklYaOde+Slj+clvdfonPnZwCoLClkLPjZMZcKG1s7CYaS6yYuWVfFlJHHb3r6ZRiKRpN+9f10bFqMymzHOnIGuswiAlU7iHhbcF58C7r0/jS+8Tsi7c0YisYiqTVf6T0J5xYR0IQ+QZYlMl0m1LLM/729jYZWPwCrS+u4cmohg/OdaDSn9uMebKqk+b2/EKovo1Bv5ucXXscrK/eQl27r1rqlINvOR2sreeHDXWSlGPjJ5JtRr3kOJRJC0upJvfweNI74Ip9KZ0SVEW+9snR1BS8e2H9W0+Tjiz3NvLeqIunaOyrcVNR3nHRAk9VaJLMd68jpSGotXRWliQCmBHyJjwGi3lY8n71B6mV3Ix8lGGg03bNHZVnCZv5qy06pdEZMA8dhOiLZQ583hIxrH0CJKQQayshY8DOUSIRYwEewOYg2JQtJPvXtAkLvIQKa0CeEIzEqattxWPWJYHbQu6sqmDwii0H5zm6vi8YUWtr8SLJEqt2Q1EcM4skIrR89Q6i+DCQZtSMdeft7XDT4eqqjOpwWHe4DNSCdVh0jB6XywF/jAaKutYtHVhq49rwfUpKrw5aWnghmhwuGIny0Nrm+o1olEwx3rx4fCp18RXl93mC6anbj37uBsPtQV2/pwGzxSIGqHcSCfmR1z0kzQwucGPVq/Idtl1gwY+BXHtCORpIkJEmms3wDEXctKkki0t5CsKUa66iZxIKdGHKKz8q9CWeWCGhCn+C06rGadYQOBIFUu4EBeXYa3X4q6joIR7snFLS2d7FodQVvrdiHWiVz3cxBTB+Xm5QVGfV5CFRth9yR1OXNYkVZCKddZmJKOkveLefB2yYkNnDnZ1rZXelOeo/Gti6e/LCLn98ynglH6SGmUslkp5oprz1ULX5XZRvjhqSzfkdj4phRryY34+RrIWocGaDSoLGk4F7xEsGaXWhSc3FMu4FIrHthS2PRmGMWE87PtLHwzsms3FxLo9vPhWNyGFpw7L1wXzVdRn8CLXWQPhDPx/8PWW/GMnwqTW/8Dn2/YaguvQOt2XH8Cwm9mghoQp8gyxLZqWaC4QgLZgykvTPEtn0t5KRZuOKCQjq7QtQ2eclOOxQQ1u1o5NWl8bJW4UiMf7y7nfQUI5MOy9aTdUY0Kbnszp7Nk+/WJY4vLXXz4+tHk59lozDHnjje1hFAr1UROGwmlWLTd6sfeTi1SubyCwpYt6Mh8WyqpsnLz28ZT3aqmU8311KQbeW6mcVkn0Cafk801hTCWiu6mfdgiXiRDRb2t3ZSuruZiUNnomxfAiho0vpjO+8yJNWxfzUUZtspzLYf85yeBBsqCNaXIckqdFkDjrlhW1EUol43qDWoj9M3bW9VG2+sl9jf1MK04d9lJDsILf4HssGCbcIVEAyA2Gfd54mAJvQZaQ4D28tbqW708tnW+NJaTZOPHRWtzDyvH59squX2K4djt+iJRKMsXVfV7RprttYnBTS12Y5+9t28/vL+pPOC4Sgtnq5uVfoH90/hx9eP5u9vbaPZ00VOmpnvXjE8UavxcEokQri9CUlWMTAvld/dPYX99R2oVTIF2TayUs0UZtuZN60Io67nyicnqrW9i38t2sHyjfEu2nnpZuae35+XVtRTmjeQWeeNQE0EDzZmWk++G/WJCNTuof7fv0SJxBuLyjojmd/6FbqM7vvcIh2tdGxeQseG95H1ZpzTb8RYOBr5iNY3sZhCXbOPB/7fZ4kl0OeX+mgenc/c9CLkWAhJpca7/VMck+Yd9bmg0DeIgCb0GakOIxmuQCKYHdTRGUKtllldWsclE/OxW/SoZJn8LCu7q5Ir4uf1sKTnxt5jy5mYolDb5KW8rgNQ6J9lIyfNwsThWWSlmunoDOG06shO7X7NsKcZz+rX8G5ZFs/YG3cpuSUzyM9KnrHIsoTDcnJJID3Ztb8tEcwA3B1B6lvizxq3V3WwvaoDAJfdzwUTBn2p4NkTRVHo2PhhIpgBxIJ+Onev7TGg+batwLPq1fh5gU6aXn+MzBt+jSFvCACdXWFKy5p5f/V+xg5OS3qeB7DkixYu+eYCoosexrP6VWwTriTirkeblndaxyWcW0RAE/oUi1GDWiUnFQqGeIksjUpOPGOTJIlLJuazaksdnV3xvUopNj3jh3SfnYRjMHV0dlIFD61apn+WjXv/uBKvP5x47998bzIuu54mt5+ymnZy0szoNCpc9uQlR9+OVUS8bhxTryXqbUUJBwg2lmPsPwKIB4AWTxeyLJNi+/IBraLOk/z+XWEc1u5JHNPG5GI1nVrF+qi/g1BLLUosijYlC7XFSchdR7B6F4qsIuxp6vaaSEf3di8RfwcdmxZ3Ox6s2Z0IaBt2NvK7F+Idt4cUdE/20WpUaAxGUm95lKivjWDdHlQFI09pXELvIQKa0KdkOE3Mm1aU1M06P9NKiyfAxef1w6A/9CNfmGPndz+IL/PJskT/LBuZKd2TIXJSzazeUsuNcwazdV8LFqOWScOz2FHekghmAF5/mC17m+nsCvPyYe8/pjiNH183Bqs5HiiiwS66qnaidaTT9smLifN0OcVo0/LoiOr46PNKXv+kDK1a5oZLBnPBqGxMhlNvjZKT1n2WGAxHuWt+Cc8u2kFXMML0sbnMOi+/W6bniQh7mmh+788EKuPdttXOLNIu/wFNbz5BxNOIpNZim3g5weqdSa8zDzmfWCQcz1Q88NxOUmtRWV1EjuhtpjLFl239gTCvLTv09fX6w2S6TNS3HNrYvWByGi6TRMf697CMnok+ZxDta97GMmY2hsMKMgt9iwhoQp+iOpBgUZhtpbSslVSHAZNeQ7svSKrDQL/M5OSCnDRLj7/sD2e36LhiaiEbd9QypjiNvHQrRTk2lqyr7HauTqPiX4uS6zRu3NVEVWMHw8zxMkyyWoNp0Hjch9VMBAjW7CLcUsuaWmNiT1owFOUvr5fishsYN6R7yv+JCEeiyLLEpBGZfFYaX47NTbdQmG1n3JAMxhSnEYnGSLUbUKtPbamxq6I0EcwAIu46fFtXgBQvRqREQoQa92OfPB9v6XIklZqUmbcS8Xmof+4BVNYU7Oddhi6nGJVWj/OCBdS/9GuIRUFrwHXJ99C4solGQ0jSgU7iByxaVc68aQMwGzQ0t/kYXZxBoTVMzN+Ib/sqYrEYYXct4YYKDAPHE+5wo7F2n9UJvZ8IaEKfYzXpmDQim0kjsqlqbKfFE6RfpoWCLBs67an9yKc7TWQYfYwePTpx7KKxuWzclbyMlmLTE+0hFf7wPWWSSo02JRMl2r0sU1hSs3hN90C5fkfDKQe0YCjKR2srUWJw/axBxGIKLe0BPvisgnFDMkh1HD0D80QFand3P1a9E01KJpG2eBD171lPsKmKzG89hEpvwbfzM1o/fDp+cn0Z/r0bybp5IfrMeEeDrJsWEvK1oyKGZ9WrhNubMRVPxFJyEQsuHsTCZ9cBEFPg3ZXlPHL3+QQ8IbRWA5/s8jCp0EnavJ8ga/VEIyEI+lHpTUQDnSKg9VEioAl9Wl66jbwDtYlrmrxU1negkmX6Z1lJ72F58VjUOhOlZc242wNkpJgYUpDCLXOH8J8l8eWvBTMGUpBtY3hhClv3HWplYzNryUlLzhnXphdgKBhFV/nmxDFZb0ZncZKT5mXfYXvSADJdp55zbtCpyUwx8dGayqRyXZedX3DK1zySPmsAvi3Lkt+3cDS+7auTjpmLJ6BxZBDt8tH+2ZvJF4lFCNbuQZ9ZiCSr0GcVEdu/lYb//Aai8aQP76aPUIJ+Sqbfxv98dyIrNlVjMWoZOTAVtyeATuvil//vM7xdYWb/aCiSbKbG3UXMmkO/FD81DR6iUTUFula0trO7d044/URAE74Wyqo9PPC31XQeyIZLcxh46DsTyU0/sY3K/kCYlTs6+XDNrsSxO68awRVTi7hgZA4ALke8XuRdV4/kvZXlfL6tnuJ+Dq6ePpB0Z3LwVOkMpMy8Fe+mj/Dt/AxdZhH28+ejc6TyjQvUrN3ekNjLlmLTM6Y47ZTHrlLJXDQ2l9Vb6vB1HUpgmTD0y/9C31ftoabZy/CognHQefh3rwVAlzsEtTUF+/g5+HasJuptwzhwLGp7erzvmiQjabo/E4x3CD8k3FKTCGYH+Xasxjp+LqMHFZHhNPL4ixt5+9NyIN5uZ95FA1i6vgr8bfg1DhqwktfVTJNspzrqoqCrmVavi0zR3LrPEQFN6POiMYVFn1UkghlAU1sXG3c19hjQmtx+qho6kGSJfhlWXHYDVY1ePlyT3JX6mXe2M2JAarfNztmpZm67fBjXzhyEQa9Ge5TnUtqULJzTb8Q2aR6yzoCsjv+CH5jn4Hc/uID99R2oVBIFWbaj9j1TYlGQ5OMmcgzpn8Ij3z+fWHszshRFY0+jobYCOPWWL/tq2vjf5zYQDEV56LxWDF0+HFOuQUEhFuyiq3wL/r0bMBSUoHFm0bl7LZYDG6RVBjOOqdfSVb0LQ84glFgUb+kn6HMGJr2HrOme4SkbzInAt2JzDXuqPInPdXSGqG70kmLVo6h1GNRRhjn8aDROtDoJOupwurLQqhVikVDiay70DSKgCX1eNBqjoq692/HqBm+3Y5UNHTz0989p8QSAeHB64Nbx+A5kMxp0asYMTgMlnuwhhzupq2pDCYfQ6vU4XY540WGVfEK1DSVZhdrUfarQL9PaLYHloKqGDrxtbaT5ywnvWIbalop1zGz02QN7PB8gGujEWrmCthUvEQmH0A07n/TB0497f8eyt7qdRnd8L1u9oYicpsXxMmEAKjUZ1/yUrn2b6doXX1aV9SZMAw4VFlbb0ohsXUHT+veRtDrsk69CMiR/LTTp/dCk5hJuPvTHhGPKgkRLnIq6jm731eT2M3F4JjHFiyYWRWOwoiJELBQlLTMNRQkSC0UJttZj6KG1jtB7iYAm9HlajYqLx+Wxr2Zr0vFJI7PZXt7K9vIWbGYdI4pcLF1fnQhmALXNPtbtaOC8IZmMKU5jUD8Hn26uRZIk7l0wlKjXTWT7MqSaL4ikFiGNu4yUgkEnXd09EonS2hFAp1FhP7CROhyJ4e7oQqtRJTZX76508+i/N/LTCZ141zyfeH3nzs/Jumlhj5uUAQI1u3F//Oyh87etxGR0ogwYdkpp+gBdwUMz3qeWtHDHRXeSq2rGaVJhzB2INr0/WTctJFhfFu9ddlipq1gkjHfTErr2bgBACQVoX/MOuoxCIm1aZK0RjT0NfUYBqXO/T6ihnGhnO9q0PLSHBe4pI7P5/LCN9CpZ4pJJ+fgDEd7cEmbuhFTQaDB2+fGsfBlD4WgM+cNwL38BQ+Fo0OgxOE9PA1jh7BMBTfhaOG94Jk1tft5ZWYFGLfOt2cUEgxEeevrzxDmTR2TS2hHo9to9lR7mXTiAC0Zl88RLh5I4XCaIfvocsfoDe6K86+hs2oPm6gexZZ34X/71LT5eWbqXZRuqcVh03H7lcPplWHn9kzKWrqvCZtbx3SuG0y/TwjufljNpgBnNjtc4vO6+EgkRrC87akAL1u7pfmz3Z8QmX4HqOHUSjyY/04osxbMMu4IRfv9BA1dMLeCWqUORD6TV6zIL0GUWEAsHk4J8pL0Zf9mhXm+SWovzohsINVfF71WSMQ4Yi6FwJPqsIvRZRd3eH2BEoYsbLhnMK0v3MHmQlauHxlBXvIyqYBxPNMi0f1rPt86zgEYhGvDjXvIP1LZUIu3N6LIGIoVPT/NX4dwgOlYLXwsum4Eb5wzhr/ddxJ/unca0Mbk8/0HyJt8te1sY30Nq/HnD4sc+3VyTdFwbbCdanxwooj4P4bZGjhQLB4l43cQOK/0EEInGeGvFPj5eV0UsptDaHuDfH+7i7RX7WLymkmhMwd0RYOn6Kj5aU0mj208kpiSCg2wwozpYRf4Ys8Ke2taoXXlI2lOvQjKkv5P7bhxHfqYVu0XHvAuLuHh8v0QwA4h0ttPxxVLqnvs5jW/+nkD1LhRFQWWwoHYeen5nGjwJJRKmY90iZL0JUGh5/28Ea/ce8x5sFh1XTx/AX/97OjcN7iC0+I/4d36Gd9FT3DwiiCTJxDQmFL0R1+zvABKRLi+6nGKiBROpCVqIBr66TtvCmSVmaMLXhkolk3EgVd/dEUg8FzvI1xUmN93CzPF5fLy+CkmSmHt+ASUDUgGwH/FMTKPXEZRkUJLLbKm18USDYChCTZMXa7CR8Po3CNXuwtB/JI7z5ydqCnq8QZauT042KRmQysdHFE4uyLbxzspyFswYiEYjoyq8mo4u2N5mIBBSGJ4lk5GVc9Sx63MHo80oJNSwD4j3QtONnvOlkiJ0WjWTRmQxON9BVzBKRooxKZgB+LatxP3xPwEINVTgL9tI9k3/iy6zAMf5V9P42qMo4QC6rCJioS6MA8fSufMzZIMFx5RrCFTtwFQ0uqe3T5AkCYfKT82qVw47qqBe8RduXvAAMYsFydtI22dvoiu5GPvIi+hyN0FnC5nmIO4OG6nHaJcj9B4ioAlfS06rnm9cUMBz7x+apcULAevISjVxzcWDQImntx+s/zhlRCqfflFHOBIPYC3eCPbRcwhsfC9xDW3BGHa2Gcisa2dLWQshTzPjK/5O1OcBoHPnakLNVdiv+xXN3hhqlUyaw0B1ky9xjTZvgDSngcr6Q0krgVAEtUrCbtHx1CtfYJg3jL9/uJOuYDwp4nUJ/nZXOuGK9+jcuwHrqJlEvC34yzZhyB+BqXgCGdfcT6hpP7FwCG1qLjuqmzkdO7EcVgM9dRqL+Dy0r4nvNZMNFgz5w4l1+Qg27EOXWYCxoATVNY+xv9GHPtOCbtcSOjZ8AEC0sx33sudxXXrHCd+HEuve846gD5vNRpe3HqIR7CXT6Nq7HmPhSCSNns5dazAVjCQctqLpIaNS6F1EQBO+ti4am4tGLbNodQUpVgPf/sYQSve18uyi5KVInVZFRooJVdjNo3dPYWdFKxIS6S4VkSawXfoDQq11xKyZfN5g5F8v7+KmORLPf7CTn19iTQSzg/yF0/j7S1vZvKcFvVbF9+aN4KlXviB2oMJIW3sXN80ZwsP/XJeoOlLd6OWeBaP4dHMNt142hLq2QFJSxuQhTiKf/5vWis0YCkfj/WIJXRWlAAT2b8W36zMyFzyAsfDQbCdW2UhNk5fdlW34A2EG5DkoyrGjVp2eJxGSLCOpdZiHTkFlceLfuxHj4IloU/sRaq2jJmDkgWe+wOsP88dbCghvX3XEFRSC3nYCoQj641R4UVmc2CfPo235C4feX2ekVU4l0hHAkVMMU64GWULKGEilV0uKIYwqYwCVPi2pza24srJPy7iFs0cENOFrK8Vm4IqpRVw0Ng+tWqbNF2DttoZu523Y0cisCflEo1GKcuwUHWjoqSgKPk8hjfXN/OZzJ23eDmKxdpxWPQ6rnpgCESl5SU9lS2OlJ53Ne+LP2QKhKP9Zsptf3DIeSZaQJDDptbzw4Q6un1VMOBLFZNAwcmAq6U4j7Z0h9la1odEkB51J/WQia+IJK7qsQjwrX036vC4tH/+e9QRqd6PPHoihfwkqQwoP/O0zWtvjiTCyBA99ZyKjBp36Ju6ksRqtOGfcTLBqO+3V+zBM+y7Ub6Xh5YfRuLJZbLwKrz+M2aBB528marIT9bYmXcMd0rBjWz1TR8ezI4OhCE1tXahVMhkpxkSGpiRJWEouIqq1Etj+CSpHNtqicVQ3N9IZ1WAfWkCbZCMYiuGOaPj9qzu559IcWjwKL6zey8+uLSYlUznljE/h3CACmvC11u4LUt/aiV6jQqWSyEkzs3O/O/H5AZkmrh+jwVu6nDy1iojXjdoSrwMoSRLmwRPxOVrpXLaBWEwhN83MtTOLaXR3otOo+KQswnUDzge1Bo+tGFOKi7WL3Un30OLpIhCK8tqyvXQGwgwvdLGvtoOSAanoDBreXVWBSa8hL93K/rp2ZFnCZTMgSST6tCnEfxHLRZOIOJIzHfW5Q1BCXbR88DcAfKXL0fUbTk3eNxPBDOLZii98tJPifAcG3elphKnL6I976XPUDr+NIW37aV8dD7SyycH+Bn/iPEWJYRs3h+b3/px4JilbUqiIpPHC29sZXuQiFI7x/Ps7WbmlFq1GxTdnFXPx+DzMxvgfDWqTndW+XAaNvB7L5udpf/NjrIDsyqfLdjuqzUtIG30xGrOW31zhJC3dxB6DgYcui5FlVwh1eNDZelo8FXoLEdCEr63Khg4ee34DlQ1eZAnuuKqEicMzWbu9gY7OEFaTlrsmxFDee5gWtZbIyHmUe42Y0kP0y3ZiMWqRVBoystJZMGMg/3p/J9fOLOYf72zld9/MJeeK/vzp/Sr2j7ycRZ9Xs3u1h8H9NAzMs1PdeOj52OSSbF5aspuqBi/jhqRjNWq4ac4Q3l65j1A4yiWT8tGoJWKKQrrTxL/e30FGiolbLxvK7ko3xfkp2FxalBn38M+NCto1Qb7ZfxyxivVIai26kbNof/eJpLGHG/bhT4tnXGrUMtdNTiXf5EelURPt8oLu9BTvlTV6KJpMU1BDQXm8rqN5xDRURhtTbQa2V0BnIIxGa8az4QP0V/wCf90+oiod+4Ip/H1pE4qiEApHWbymik+/qAXiBZf/8e528tItjBl8aB9ZikWLfvebSdsUYi37CTdX4t+xEuuYmZij7WjTU4l66unvyEKvyybcXIU/KiEbTGi0onpIb3VOBrTnnnuORYsWEQgEmDVrFnfeeefZviWhjwlFory8eDeVB6qFxBT482tb+O1dk/jvG8ZS39JJoTOG6v1fEwP859/FI0t8tHlrgVomDMvg9nkjDsyUJC4+rx9pTiPBUIR7v5FN5/t/IDMS5tfTr2ZJtYfdVR5UssT5I3OIxhRSbPrE7Ghgrp0Vm+JbAvbXd3Dh6Bwe+/fGxL0++94OvjdvBGqVTG66mWhMobrRy3uryrl0cgH/fHc7ZqOGORPy2LSvDIABUy5g5PiBRJ0FNLgDHLl1OBb0MzDLiCTBvZdmkLH5aRRffOborRuN7pLb0dhcX/rrrDJa0BeOoW6DF7U1lYilGVlroH3NWxQN9jN/Ugkrd3bQWVuGr2A67qCTPy6tJhQOE1Piy79TR2UTjSqJYHa4nfvdSQEt16lCXr+fI9NDJElCPeZydrbrUaIahpiiVEVSWLG6ifkT02mOOOMfT9GRln3q5cCEs+ucC2i7d+/m1Vdf5fXXX0eSJK6++mouuugiiouLz/atCX2ItzPEpj3duyWX13Zw2ZRCSgakxhMX/B2ocobw1o4Ybd5g4rw12xq4cHQurpJ4QWKbWccFo3LYsrcZl6+STm88OMgt5WzaE0/3Hz80g2Ubqqls8DJnUj5GvRpJkhiQa8ds0ODrCpOZYmLz7u73tXR9FdPG5FCQY+Oisbl8vK6KC0bl8MKHu4jGFPLSrXxRdmgp8/mVzWwbkI6mOoiOMAvyRhCtKk18Xu3MwmmM8NvvTcC0+QWivkOv7dq3Kd76xTblS36V41x5/civ3o8qYypGg5nOXfHN7Kqdi7nQsZXJE2dgtWay12Ohsz3ADZcUs2JzLU1tfsYPScdlM2AyaMjPtCZKbR10ZB3NDl87GcWTCa9+Jem42p5GTJVCeUOATIcObyBGaW2ID9Y3UNfip6zeT0yBWZOLOD1PEIWz4ZzbWL18+XKmT5+OVqtFo9Ewffp0li5dmnROR0cHNTU1Sf81NHR/mC8IR2M2aBmc3/15yeFV8dXWFIyDziPq6M+euu4VJWqbfd2O9c+yotEZEv+WWioYlhP/d3aqmYr6DiLRGO+sLOc/S/bw0uLdNLf5uevqEmQpvi/NYuz+/Mpu1qFSSdjNeq6fWcy3LxuKyaBJ9Fmra/GRf0TtxxSHkbJqDyu3uylNmUVs5JVoM/qjH3UpGVf/N01tHQzKMiI1lXV7v3BzVbdjp0rW6LhgbD57ghloiqcg6w8FoWhbPfKa59E50tBp1eyt8bBpdxM2k5bxQzLYXu5mQJ4Du0XPNTMGYjqs4/iAXDtD+icvjYZCIewlF2IaOgWQkFQaHBdciy49H1d+AVaTlrc/2YtJC7OGGrlgmIstFR10BiL84qZR5J1g9wXh3HTOzdCampooLCxM/NvlcrFzZ3Ia9b/+9S/+9Kc/JR1zuVw89dRTbNu2jd5q48aNxz+plzmXx3T55Bz21bQnZl5TR2Whl7xs3HhoaSunZA7Gyk2MLTCz+Ivksljpdk2P48tNc2EYMJauvRuItlQyfUqA0ioDZTUehvZPSepJBqBRRTFKHn55yyhaO0Kkplj4aG0l/gPdAdQqidkT89hWuiXxmny7Cr0lNTGza20PYDVpycuwUHVgGTUciTB2cCqL11bz9NJGnNZUBmZdwYycPOor441Jd5ZX4ioYRWTTh0n3FHVkn/bvnUGWaQiaST//Gtre+j0Qz2iRLU46YlqycuxUfL6bvEwb+ZlWItEYt1w2GF20mY0ba1CpVPzshmE0t0fQqiUcJqjZv4ua/cnvU1peg3ngxdiGXISCTF1IoXznXtRqNeGwmfEleciyQr0nwsYyT+J1iz8vJ80Uo6axe6WXnowZM+b0fGGE0+acC2gQT4c+/OMjqw/cdNNNXHnllUnHotEoLS0tDBs2DJ3u+FXOzzUbN27sc/+D9IYxPX5PCnXNneh1KnLSLZj03WdHsf6DuLyhnf2tEfZUe5BliXkXFjFqcBZWU8+1E0OGGwgOmkCotZbUFB0P31ZMg1dBlmT+8voXVDf6UKskbrhkMCWDsjEe8b6/vG0Cu/a7CUdiFOc7GNrfhVrd/dnOfTdqeOzfG+noDLHoswp+dtM4QEKW4xmbXn+IygYfuyvb8PiCZGfmMLgwHaspj40bNzJs2DBCmU5iLVUEqnaAJGMbNwfbgFGk9tAF4HRQIvkYbvwNgZrdqIwWdDmD0KbE94D94jtOdu1309rexdACFwNyHeh1J/5Mq6efuczDPnY0eFn4z7W4rAXUN4WIKbDwexPYuL2O99fVccV0wzn/MyscnaQcHj3OAU8//TQ+n48f//jHAPzhD39Ar9fzve9975ivCwaDbNu2TQS0c0hfG9P2XWXoTCloNCqyXCY0R+lzdjztviCNbj8GnZoslwnVl9zI3NTmp60jiM2sTZT2OpzPH6KhtbPbfR/+/Yl2dRL2NCCpNGicGb22T9iJ/MzVtfioqOvAZlCh16oo6ueiw+untT1A/5zTk90pnB3n3Axt+vTp/OAHP+Cuu+5CkiQ+/vhjnnzyybN9W4JAoLOdocU9V30/GTaz7oR6pZ2oNIeRNIfxqJ83G7UUGY8doFQGEypD4THP6SuyXGayXMnJJFaLEavl6F9DoXc45wJaYWEhV155JfPnz0eWZebPn5/0TE0QBEEQenLOBTSA2267jdtuu+1s34YgCILQi5xzafuCIAiCcCpEQBMEQRD6BBHQBEEQhD5BBDRBEAShTxABTRAEQegTREATBEEQ+oRzMm3/VBwseBIKhc7ynZy6YDB4/JN6mb42JjGec9+ZHJNWqxVdrs8h51zpq1Pl9XrZs2fP8U8UBEE4TXprqb2+qs8EtFgsRmdnJxqNptf9xdTQ0MD111/Piy++SEZGxtm+ndOir41JjOfcdzbGJGZo55Y+s+QoyzIWS+/sZaRSqWhpaUGlUvWZv/b62pjEeM59fXFMwskRSSGCIAhCnyACmiAIgtAniIAmCIIg9AkioJ0DrFYr3//+97FarWf7Vk6bvjYmMZ5zX18ck3By+kyWoyAIgvD1JmZogiAIQp8gApogCILQJ/SZfWjnqieffJLVq1cTi8UYO3Ys999/P8899xyLFi0iEAgwa9Ys7rzzTgB8Ph+/+MUv2LhxI59++mniGu+//z7/+Mc/0Ol05OXl8T//8z9otdpzfjwvvvgib7zxBmq1mtzcXB5++GG0Wi0ffPABzz77LOFwmJKSEh588MGztjn1dIznaN+3s+V0jOlox3vreJ544gk+//xzZFnG6XTy6KOPYjabz8p4hK+QInxlPvnkE+Vb3/qWEo1GlWg0qlx11VXKc889p8ydO1cJBoNKKBRSLr/8cmXnzp2KoijK3Xffrfz73/9WpkyZkrhGa2urMnHiRKW1tVVRFEVZuHCh8uyzz57z49m7d68yc+ZMJRgMJsb22muvKW63W7nwwgsVj8ejKIqifPe731WWLFnSa8dz8OMjv29ny+kY07HG2hvHU1paqtx9991KLBZTFEVR7r33XuWf//znWRmP8NUSS45focmTJ/PXv/4VWZaRZRmbzUZnZyfTp09Hq9Wi0WiYPn06S5cuBWDhwoVMnTo16Ro1NTVkZGTgdDoBmDp1KsuXLz/jY4GTG09BQQGvvfZa4q96u92O1+tl1apVjB07FpvNBsCsWbNYtmxZrx0P9Px9O1tOx5iONdbeOJ7hw4fz1FNPIUkSoVCI1tZWsrKyzsp4hK+WCGhfIbVanVjW2LJlC9XV1VRXV5Oampo4x+Vy0djYCNDjEkh+fj719fXs378fRVFYtmwZTU1NZ2YARziZ8Rxeiqy6uppVq1ZxySWX0NTUhMvl6nb+2XA6xgM9f9/OltMxpmON9Uw7Xd8jgMcff5xp06bRv39/Zs6ceWYHIpwRIqCdARs2bODee+/lySefRKfTJVrdQLztjSwf/dtgtVpZuHAhP/3pT7n11ltxOp1nvU7dyYxn3759fOc73+FXv/oV6enp3a51vPGfCadzPOeK0zGmc2msp2M8//Vf/8Xy5ctpa2vjH//4xxm9f+HMEEkhX7F169bx4IMP8vTTT5Ofn09GRkbSDKupqem4lcGnTZvGtGnTAPjwww/Jzs7+Su/5WE5mPGVlZdx555089thjlJSUAJCRkcGOHTt6PP9s+LLjORedjjGdS2P9suMpLy+ns7OT4cOHo9VqmTNnDi+//DK33nrrWRmP8BU6O4/uvh7a2tqUGTNmKNXV1YljZWVlypw5c5RAIKAEg0Hl0ksvVcrKyhKfr66uTkouiEQiyjXXXKO0trYq0WhUufXWW5UPPvjgjI7joJMZz8GPt2zZknSN9vZ2ZerUqYrb7VZisZhy8803K59++umZHoqiKKdnPAcd+X07W07HmI431jPpdIxn1apVyrx585RQKKQoiqI88sgjym9/+9szOg7hzBAztK/Qa6+9ht/v56c//Wni2De+8Q2uvPJK5s+fjyzLzJ8/n8LCQkKhEN/+9rcJBoO43W5uuOEGhg4dyv333891113HLbfcAsCkSZOYNWvWOT+eDz74gIaGBh577LHEuZMmTeKOO+7gRz/6ETfeeCMqlYqJEycyZcqUszGc0zKeb3/720f9vp0Np2NM+fn5R/3enWmn62duy5YtXHvttWi1WlwuF7/5zW/O+FiEr54ofSUIgiD0CSIpRBAEQegTREATBEEQ+gQR0ARBEIQ+QQQ0QRAEoU8QAU0QBEHoE0RAEwRBEPoEEdCEXqW0tJRvf/vbxzxny5Yt7Nq166SvffHFF7N27dpjnhMKhXjrrbdO+tqCIHz1REATepURI0bwzDPPHPOc119/nd27d38l779jxw4R0AThHCUqhQi9ytq1a3nggQcYM2YMeXl5icaO999/P3l5eTgcDt5++22WLVuG2+1OVFjpybZt27jvvvsIh8NceOGFSZ974403+Pvf/040GiU1NZVHH30UnU7H97//fXw+H9dffz0vvvgimzZt4uGHH6azsxOXy8Wvf/1r+vfv/1V+CQRBOAoxQxP6lOuuu44RI0Zw7733HjOYATz00EPceOONLF68mFGjRlFTUwOA2+3mwQcf5JlnnmHx4sXk5eXxl7/8BZfLxY9//GNGjhzJiy++SFdXF3fffTf33XcfH374Iddeey0/+clPzsQwBUHogQhowtdSMBhk69atzJ49G4DZs2djMBgAcDqdbNy4MdEEcuzYsVRXV3e7xhdffIHNZmP8+PEAzJ07l8rKShoaGs7QKARBOJxYchS+ljweDxDvNwcgSVKii3YkEuGJJ55g1apVRCIRfD5fj8uIbreb2traRFAE0Gq1tLa2ntWWOILwdSUCmtArybKc1OSxs7PzpF5/MHj5fD4sFguxWCwR5N577z1WrFjBCy+8gNPp5NVXX+Wdd97pdg2Xy0VBQQFvvvnmqQ9EEITTRiw5Cr1Seno65eXlALS2trJhw4bE59RqNV6v95iv1+v1FBcX89FHHwGwaNEigsEgAO3t7eTk5OB0OmltbeWdd95JBEy1Wo3P50NRFEpKSmhpaWHTpk0AVFdXc9999yEaWAjC2SECmtArXXPNNVRUVHDdddexcOFCpk2bRiwWA2DGjBk8/vjjPPLII8e8xkMPPcQzzzzDzJkzKS0tpbCwkFgsxty5c/F4PMyYMYOf/OQn3HvvvTQ2NvL4448zZswYmpqamDp1KhqNhqeeeoqFCxcye/Zs7rzzTmbOnIkkSWfiSyAIwhFEPzRBEAShTxAzNEEQBKFPEEkhQp/11ltv8be//a3Hz1155ZXcfvvtZ/iOBEH4KoklR0EQBKFPEEuOgiAIQp8gApogCILQJ4iAJgiCIPQJIqAJgiAIfYIIaIIgCEKf8P8Bxi13pZFt2GYAAAAASUVORK5CYII=\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"scatter = sns.relplot(kind=\"scatter\", data=iut_local_df, x=\"iut_date\", y=\"seen_for_iut\", hue=\"standard\", style=\"present\", aspect=1)"
]
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": null,
"id": "10bad193",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": "<Figure size 455.1x360 with 1 Axes>",
- "image/png": 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\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"scatter = sns.relplot(kind=\"scatter\", data=iut_local_df, x=\"iut_date\", y=\"last_seen\", hue=\"standard\", style=\"present\", aspect=1)"
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": null,
"id": "fbfbf88e",
"metadata": {
"scrolled": true
},
- "outputs": [
- {
- "data": {
- "text/plain": "<Figure size 432x288 with 1 Axes>",
- "image/png": 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\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"hist = sns.histplot(data=iut_local_df[~iut_local_df.present], x=\"seen_for_iut\", hue=\"standard\")"
]
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": null,
"id": "98b27134",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": "<Figure size 432x288 with 1 Axes>",
- "image/png": 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\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"hist = sns.histplot(data=iut_local_df[~iut_local_df.present], x=\"seen_for\", hue=\"standard\")"
]
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": null,
"id": "6b8e02d3",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": "Cisco Systems, Inc. 35\nJuniper Networks, Inc. 30\nFortinet, Inc. 27\nApple Inc. 26\nOracle Corporation 23\n ..\nAmpex Data Systems Corporation 1\nCommunication Devices, Inc. 1\nHitachi, Ltd. 1\nSafeLogic 1\nToshiba Electronic Devices & Storage Corporation 1\nName: vendor, Length: 254, dtype: int64"
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"iut_local_df.vendor.value_counts()"
]
@@ -337,461 +213,11 @@
},
{
"cell_type": "code",
- "execution_count": 9,
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "IUTEntry(module_name='Capri 1.0', vendor_name='Pensando Systems, Inc', standard='FIPS 140-2', iut_date=datetime.date(2019, 10, 18))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='SafeNet Luna Backup HSM Cryptographic Module', vendor_name='Gemalto, a Thales Company', standard='FIPS 140-2', iut_date=datetime.date(2020, 1, 29))\n",
- "Thales Luna Backup HSM Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='Juniper Networks EX4650, QFX5120, QFX5200 and QFX5210 Ethernet Switches', vendor_name='Juniper Networks', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 25))\n",
- "Juniper Networks EX4650, QFX5120 and QFX5210 Ethernet Switches\n",
- "-------------------------\n",
- "IUTEntry(module_name='Intel(R) Converged Security Engine for Tiger Lake, Rocket Lake, and Elkhart Lake', vendor_name='Intel Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 5, 27))\n",
- "Intel® Converged Security and Manageability Engine (CSME) Crypto Module for Tiger Point PCH, Mule Creek Canyon PCH, and Rocket Lake PCH\n",
- "-------------------------\n",
- "IUTEntry(module_name='Monaco Communication Cryptographic Module 1.0', vendor_name='Monaco Enterprises Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 10, 15))\n",
- "Monaco Communication Cryptographic Module 1.0\n",
- "-------------------------\n",
- "IUTEntry(module_name='Tera2 PCoIP Zero Client Processors', vendor_name='Teradici Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 1, 28))\n",
- "Tera2 PCoIP Zero Client Processors\n",
- "-------------------------\n",
- "IUTEntry(module_name='Qumulo Secure', vendor_name='Qumulo, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 28))\n",
- "Qumulo Secure\n",
- "-------------------------\n",
- "IUTEntry(module_name='DINAMO Pocket Hardware Security Module', vendor_name='DINAMO Networks, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2019, 12, 18))\n",
- "DINAMO Pocket Hardware Security Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='Oracle Linux 7 OpenSSL Cryptographic Module', vendor_name='Oracle Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 24))\n",
- "Oracle Linux 7 OpenSSL Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='Apple CoreCrypto Kernel Space Module for ARM', vendor_name='Apple Inc.', standard='FIPS 140-3', iut_date=datetime.date(2020, 9, 21))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Trulink Control Logic Module CL6792-M1', vendor_name='Telephonics Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 1, 2))\n",
- "TruLink Control Logic Module CL6792-M1\n",
- "-------------------------\n",
- "IUTEntry(module_name='SAAB Encrypted Automatic Identification System Cryptographic Module (EAISCM)', vendor_name='Saab AB (publ) TransponderTech (SAAB)', standard='FIPS 140-2', iut_date=datetime.date(2020, 10, 16))\n",
- "SAAB Encrypted Automatic Identification System Cryptographic Module (EAISCM)\n",
- "-------------------------\n",
- "IUTEntry(module_name='Ruckus ICX 7650 Series Switch/Router', vendor_name='CommScope Technologies LLC', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 20))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Oracle Linux 7 OpenSSH Server Cryptographic Module', vendor_name='Oracle Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 24))\n",
- "Oracle Linux 7 OpenSSH Server Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='ADVA CRYPTOMUX (MA-2C2C3LT-A) and CRYPTOMUX+ (MA-B2C3LT-A) encryption modules', vendor_name='ADVA Optical Networking SE', standard='FIPS 140-2', iut_date=datetime.date(2020, 7, 16))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Aruba AP-318, AP-374, AP-375, AP-377 and AP-387 Series Wireless Access Points with ArubaOS FIPS Firmware', vendor_name='Aruba, a Hewlett Packard Enterprise company', standard='FIPS 140-2', iut_date=datetime.date(2019, 11, 27))\n",
- "Aruba AP-318, AP-344, AP-345, AP-374, AP-375, AP-377 and AP-387 Outdoor Access Points with ArubaOS FIPS Firmware\n",
- "-------------------------\n",
- "IUTEntry(module_name='AN/GRC-262', vendor_name='Ultra Electronics TCS Inc.', standard='FIPS 140-2', iut_date=datetime.date(2019, 7, 8))\n",
- "AN/GRC-262\n",
- "-------------------------\n",
- "IUTEntry(module_name='Ruckus Networks Virtual SmartZone - Data Plane (vSZ-D)', vendor_name='CommScope Technologies LLC', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 17))\n",
- "Ruckus Networks Virtual SmartZone - Data Plane (vSZ-D)\n",
- "-------------------------\n",
- "IUTEntry(module_name='Intel(R) CSE hybrid module for Tiger Lake, Rocket Lake, and Elkhart Lake', vendor_name='Intel Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 5, 27))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='NetApp CryptoMod', vendor_name='NetApp, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 5, 15))\n",
- "NetApp CryptoMod\n",
- "-------------------------\n",
- "IUTEntry(module_name='Command Encryption Module', vendor_name='Mitsubishi Space Software Co., Ltd.', standard='FIPS 140-2', iut_date=datetime.date(2020, 2, 10))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Uplogix Model 500, 5000, LM80, LM83X', vendor_name='Uplogix, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 5, 18))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Ruckus Networks SmartZone 144 (SZ144) and SmartZone 300 (SZ300) WLAN Controllers', vendor_name='CommScope Technologies LLC', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 9))\n",
- "Ruckus Networks SmartZone 144 (SZ-144) and SmartZone 300 (SZ-300) WLAN Controllers\n",
- "-------------------------\n",
- "IUTEntry(module_name='Network Security Platform Sensor NS7500', vendor_name='McAfee, LLC', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 23))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Oracle Solaris Kernel Cryptographic Framework (kCF)', vendor_name='Oracle Corporation', standard='FIPS 140-2', iut_date=datetime.date(2019, 7, 10))\n",
- "Oracle Solaris Kernel Cryptographic Framework\n",
- "-------------------------\n",
- "IUTEntry(module_name='Hypersecu ServSec HSM Cryptographic Module', vendor_name='Hypersecu Information Systems Inc', standard='FIPS 140-2', iut_date=datetime.date(2019, 6, 11))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Versa Networks Controller', vendor_name='Versa Networks, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 6, 8))\n",
- "Versa Networks Controller\n",
- "-------------------------\n",
- "IUTEntry(module_name='McAfee Core Cryptographic Module (user)', vendor_name='McAfee LLC', standard='FIPS 140-2', iut_date=datetime.date(2019, 8, 4))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Oracle Linux 7 NSS Cryptographic Module', vendor_name='Oracle Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 24))\n",
- "Oracle Linux 7 NSS Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='F5(R) Device Cryptographic Module', vendor_name='F5 Networks, Inc', standard='FIPS 140-2', iut_date=datetime.date(2020, 4, 24))\n",
- "F5® Device Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='Secure Kernel Code Integrity in Windows 10 and Windows Server version 2004', vendor_name='Microsoft Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 6, 1))\n",
- "Secure Kernel Code Integrity\n",
- "-------------------------\n",
- "IUTEntry(module_name='Cisco 8000 Series Routers', vendor_name='Cisco Systems, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 2, 9))\n",
- "Cisco 8200 Series Routers\n",
- "-------------------------\n",
- "IUTEntry(module_name='Cryptographic Primitives Library in Windows 10 and Windows Server version 2004', vendor_name='Microsoft Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 6, 1))\n",
- "Cryptographic Primitives Library (bcryptprimitives.dll and ncryptsslp.dll) in Microsoft Windows 10, Windows 10 Pro, Windows 10 Enterprise, Windows 10 Enterprise LTSB, Windows 10 Mobile, Windows Server 2016 Standard, Windows Server 2016 Datacenter, Windows Storage Server 2016, Azure Host OS (version 1.65)\n",
- "-------------------------\n",
- "IUTEntry(module_name='Kernel Mode Cryptographic Primitives Library in Windows 10 and Windows Server version 2004', vendor_name='Microsoft Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 6, 1))\n",
- "Kernel Mode Cryptographic Primitives Library (cng.sys) in Microsoft Windows 10, Windows 10 Pro, Windows 10 Enterprise, Windows 10 Enterprise LTSB, Windows 10 Mobile, Windows Server 2016 Standard, Windows Server 2016 Datacenter, Windows Storage Server 2016, Azure Host OS (version 1.65)\n",
- "-------------------------\n",
- "IUTEntry(module_name='CN Series Encryptors', vendor_name='Senetas Corporation Ltd., distributed by Thales SA (SafeNet)', standard='FIPS 140-2', iut_date=datetime.date(2020, 5, 4))\n",
- "CN Series Encryptors\n",
- "-------------------------\n",
- "IUTEntry(module_name='Cisco Catalyst Embedded Wireless Controller on Access Point IOS XE 16.12', vendor_name='Cisco Systems, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 1, 23))\n",
- "Cisco Catalyst 9800-CL Wireless Controller\n",
- "-------------------------\n",
- "IUTEntry(module_name='Oracle Linux 8 Unbreakable Enterprise Kernel (UEK6) Cryptographic Module', vendor_name='Oracle Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 24))\n",
- "Oracle Linux 8 Unbreakable Enterprise Kernel (UEK6) Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='PTP 820C, PTP 820C-HP, PTP 820C 2E2SX, PTP 820S, PTP 820N, PTP 820A, PTP 820G, PTP 820GX, PTP 850E', vendor_name='Cambium Networks, Ltd.', standard='FIPS 140-2', iut_date=datetime.date(2020, 5, 15))\n",
- "PTP 820C, PTP 820C-HP, PTP 820C 2E2SX, PTP 820S, PTP 820N, PTP 820A, PTP 820G, and PTP 820GX\n",
- "-------------------------\n",
- "IUTEntry(module_name='CN6000 Series Encryptors', vendor_name='Senetas Corporation Ltd., distributed by Thales SA (SafeNet)', standard='FIPS 140-2', iut_date=datetime.date(2020, 5, 4))\n",
- "CN6000 Series Encryptors\n",
- "-------------------------\n",
- "IUTEntry(module_name='Oracle Linux 8 GnuTLS Cryptographic Module', vendor_name='Oracle Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 24))\n",
- "Oracle Linux 8 GnuTLS Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='Intel® Optane™ SSD DC D5800X', vendor_name='Intel Corporation', standard='FIPS 140-3', iut_date=datetime.date(2020, 9, 26))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='LogRhythm 7.4.8 Platform Manager', vendor_name='LogRhythm', standard='FIPS 140-2', iut_date=datetime.date(2020, 10, 21))\n",
- "LogRhythm 7.8.0 Platform Manager\n",
- "-------------------------\n",
- "IUTEntry(module_name='Hughes HT2010 Satellite Terminal', vendor_name='Hughes Network Systems, LLC', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 17))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='HyTrust KeyControl Cryptographic Module', vendor_name='HyTrust, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2019, 9, 10))\n",
- "HyTrust KeyControl Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='Annapurna NVMe SSD', vendor_name='FADU, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2019, 5, 3))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Ruckus R610 Access Point, R720 Access Point, T610s Access Point, T710s Access Point, R650 Access Point, R750 Access Point and T750se Access Point', vendor_name='CommScope Technologies LLC', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 6))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='LogRhythm 7.4.8 Data Processor', vendor_name='LogRhythm', standard='FIPS 140-2', iut_date=datetime.date(2020, 10, 21))\n",
- "LogRhythm 7.8.0 Data Processor\n",
- "-------------------------\n",
- "IUTEntry(module_name='Ruckus ICX 7850 Series Switch/Router', vendor_name='CommScope Technologies LLC', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 13))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='WatchKey ProX USB Token Cryptographic Module', vendor_name='WatchData Technologies Pte Ltd', standard='FIPS 140-2', iut_date=datetime.date(2020, 7, 28))\n",
- "WatchKey ProX USB Token Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='CliniComp Data Acquisition Cryptographic Module', vendor_name='CliniComp, Intl.', standard='FIPS 140-2', iut_date=datetime.date(2020, 3, 18))\n",
- "CliniComp Data Acquisition Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='Trulink Control Logic Module CL6882-M1', vendor_name='Telephonics Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 1, 2))\n",
- "TruLink Control Logic Module CL6882-M1\n",
- "-------------------------\n",
- "IUTEntry(module_name='7705 SAR-OS SAR-A/M Cryptographic Module (SARCM)', vendor_name='Nokia Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 13))\n",
- "7705 SAR-OS SAR-A/M Cryptographic Module (SARCM)\n",
- "-------------------------\n",
- "IUTEntry(module_name='Comtech Systems Corporation CS67PLUS Cryptographic Module (CCM)', vendor_name='Comtech Systems, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 7, 30))\n",
- "CS67PLUS Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='Taglio PIV Applet on NXP JCOP 3 SecID P60 CS (OSB)', vendor_name='Taglio', standard='FIPS 140-2', iut_date=datetime.date(2020, 4, 6))\n",
- "Taglio PIV Applet v2.1 on NXP JCOP 3 SecID P60 CS (OSB)\n",
- "-------------------------\n",
- "IUTEntry(module_name='Ultrastar® He¹² and Ultrastar® DC HC 520 TCG Enterprise HDD', vendor_name='Western Digital Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 2))\n",
- "Ultrastar® He¹² and Ultrastar® DC HC520 TCG Enterprise HDD\n",
- "-------------------------\n",
- "IUTEntry(module_name='Oracle Linux 7 Unbreakable Enterprise Kernel (UEK5) Cryptographic Module', vendor_name='Oracle Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 24))\n",
- "Oracle Linux 7 Unbreakable Enterprise Kernel (UEK 6) Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='Aruba 7280 Mobility Controller with ArubaOS FIPS Firmware', vendor_name='Aruba, a Hewlett Packard Enterprise company', standard='FIPS 140-2', iut_date=datetime.date(2019, 11, 27))\n",
- "Aruba Mobility Controller Virtual Appliances with ArubaOS FIPS Firmware\n",
- "-------------------------\n",
- "IUTEntry(module_name='AMD Cryptographic Coprocessor (CCP) Module', vendor_name='Advanced Micro Devices', standard='FIPS 140-3', iut_date=datetime.date(2020, 9, 25))\n",
- "AMD Ryzen PRO 5000 Series PSP Cryptographic CoProcessor\n",
- "-------------------------\n",
- "IUTEntry(module_name='Oracle Linux 7 GnuTLS Cryptographic Module', vendor_name='Oracle Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 24))\n",
- "Oracle Linux 7 GnuTLS Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='RAD X-1040 AES-256', vendor_name='Vcinity, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 7, 30))\n",
- "RAD X-1040 AES-256\n",
- "-------------------------\n",
- "IUTEntry(module_name='Apple CoreCrypto User Space Module for ARM', vendor_name='Apple Inc.', standard='FIPS 140-3', iut_date=datetime.date(2020, 9, 21))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Vocera Cryptographic Module', vendor_name='Vocera Communications, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 6, 18))\n",
- "Vocera Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='Infoblox Trinzic DDI Appliances TE-805, TE-825, TR-805, ND-805, TE-1415, TE-1425, TR-1405, ND-1405, TE-2215, TE-2225, TR-2205, ND-2205, TE-4015, TE-4025, TR-4005, NE-4005', vendor_name='Infoblox', standard='FIPS 140-2', iut_date=datetime.date(2020, 10, 13))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Thales ProtectServer PCIe HSM 3', vendor_name='Thales', standard='FIPS 140-2', iut_date=datetime.date(2020, 6, 23))\n",
- "ProtectServer PCIe HSM 3\n",
- "-------------------------\n",
- "IUTEntry(module_name='Apple CoreCrypto Kernel Space Module for Intel', vendor_name='Apple Inc.', standard='FIPS 140-3', iut_date=datetime.date(2020, 9, 21))\n",
- "Apple corecrypto Module v11.1 [Intel, Kernel, Software]\n",
- "-------------------------\n",
- "IUTEntry(module_name='Cisco Aironet 1562e/i/d/ps, 2802e/i, 3802e/i/p, 4800 & IW6300H-AC/DC/DCW LAN Access points', vendor_name='Cisco Systems, Inc', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 6))\n",
- "Cisco Aironet 1562e/i/d/ps, 2802e/i, 3802e/i/p, 4800 and IW6300H- AC/DC/DCW Wireless LAN Access Points, AireOS Version 8.10MR3 and IOS-XE 17.3\n",
- "-------------------------\n",
- "IUTEntry(module_name='CYB06445LQI-S3D42 and CYS0644ABZI-S2D44', vendor_name='Cypress Semiconductor', standard='FIPS 140-2', iut_date=datetime.date(2020, 2, 3))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='CloudGenix Inc. Instant-On Networks (ION) devices ION 2000, ION 3000, and ION 7000', vendor_name='CloudGenix Inc.', standard='FIPS 140-2', iut_date=datetime.date(2019, 9, 26))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Distech Java Cryptographic Module', vendor_name='Distech Controls Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 4, 3))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='HUB Multipurpose HSM Architecture', vendor_name='HUB Security', standard='FIPS 140-2', iut_date=datetime.date(2019, 11, 15))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Juniper Networks ACX5448-M Routers', vendor_name='Juniper Networks', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 31))\n",
- "Juniper Networks ACX5448-M Router\n",
- "-------------------------\n",
- "IUTEntry(module_name='Ruckus ICX 7450 Series Switch/Router', vendor_name='CommScope Technologies LLC', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 20))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Oracle Solaris Userland Cryptographic Framework (uCF)', vendor_name='Oracle Corporation', standard='FIPS 140-2', iut_date=datetime.date(2019, 7, 10))\n",
- "Oracle Solaris Userland Cryptographic Framework\n",
- "-------------------------\n",
- "IUTEntry(module_name='BSAFE Crypto-C Micro Edition', vendor_name='Dell EMC', standard='FIPS 140-2', iut_date=datetime.date(2020, 7, 27))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='osn_cryptolib', vendor_name='OSNexus Corporation', standard='FIPS 140-2', iut_date=datetime.date(2019, 9, 10))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Vocality RoIP and DTECH M3/M3X Multi-Function Gateway Appliances', vendor_name='Cubic Corporation', standard='FIPS 140-2', iut_date=datetime.date(2019, 12, 2))\n",
- "Vocality RoIP and DTECH M3-SE Multi-Function Gateway Appliances\n",
- "-------------------------\n",
- "IUTEntry(module_name='Oracle Linux 8 libgcrypt Cryptographic Module', vendor_name='Oracle Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 24))\n",
- "Oracle Linux 8 libgcrypt Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='Purity Encryption Module', vendor_name='Pure Storage, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 19))\n",
- "Purity Encryption Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='Riverbed Cryptographic module (VN) for Controller', vendor_name='Riverbed Technology, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 27))\n",
- "Riverbed Cryptographic Module v1.1\n",
- "-------------------------\n",
- "IUTEntry(module_name='Nuvoton Cryptographic Library 2.0', vendor_name='Nuvoton Technology Corporation', standard='FIPS 140-3', iut_date=datetime.date(2020, 10, 1))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Microchip Trust Anchor TA100', vendor_name='Microchip Technology Inc', standard='FIPS 140-2', iut_date=datetime.date(2020, 4, 29))\n",
- "Microchip Trust Anchor TA100\n",
- "-------------------------\n",
- "IUTEntry(module_name='Ultrastar® DC SN840 - Western Digital®', vendor_name='Western Digital Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 6, 12))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='XCrypt Full Disk', vendor_name='Zettaset, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 13))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Cryptographic Module for BIG-IP (R)', vendor_name='F5 Networks', standard='FIPS 140-2', iut_date=datetime.date(2020, 4, 24))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Oracle Linux 7 Libreswan Cryptographic Module', vendor_name='Oracle Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 24))\n",
- "Oracle Linux 7 Libreswan Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='TW-900/950 TSM Shadow and TW-870/875 TSM Ghost', vendor_name='TrellisWare Technologies, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2019, 8, 8))\n",
- "TW-900/950 TSM Shadow and TW-870/875 TSM Ghost\n",
- "-------------------------\n",
- "IUTEntry(module_name='FortiClient 6.4 for Windows', vendor_name='Fortinet, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 10))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='LogRhythm 7.4.8 Client Console', vendor_name='LogRhythm', standard='FIPS 140-2', iut_date=datetime.date(2020, 10, 21))\n",
- "LogRhythm 7.8.0 Console\n",
- "-------------------------\n",
- "IUTEntry(module_name='Oracle Linux 7 OpenSSH Client Cryptographic Module', vendor_name='Oracle Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 24))\n",
- "Oracle Linux 7 OpenSSH Client Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='Oracle Linux 8 OpenSSL Cryptographic Module', vendor_name='Oracle Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 24))\n",
- "Oracle Linux 8 OpenSSL Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='Riverbed Cryptographic module (VN) for Branch', vendor_name='Riverbed Technology, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 27))\n",
- "Riverbed Cryptographic Module v1.1\n",
- "-------------------------\n",
- "IUTEntry(module_name='Crypto4A QASM', vendor_name='Crypto4A Technologies Inc.', standard='FIPS 140-2', iut_date=datetime.date(2019, 7, 10))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Ultrastar® DC HC550 - Western Digital®', vendor_name='Western Digital Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 6, 12))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Ruckus ICX 7150, 7250, 7750 Series Switch/Router', vendor_name='CommScope Technologies LLC', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 20))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='SR-OS Cryptographic Module', vendor_name='Nokia Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 13))\n",
- "SR-OS Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='FortiGate-600D/1200D/1500D/3000D/3700D and FortiGate-5001D with FortiGate-5144C Chassis', vendor_name='Fortinet, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2019, 9, 25))\n",
- "FortiGate-600D/1200D/1500D/3000D/3700D and FortiGate-5001D with FortiGate-5144C Chassis\n",
- "-------------------------\n",
- "IUTEntry(module_name='IQVIA Java Crypto Module', vendor_name='IQVIA', standard='FIPS 140-2', iut_date=datetime.date(2020, 4, 14))\n",
- "IQVIA Java Crypto Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='McAfee Core Cryptographic Module (kernel)', vendor_name='McAfee LLC', standard='FIPS 140-2', iut_date=datetime.date(2019, 8, 4))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='MS1200', vendor_name='eWBM', standard='FIPS 140-2', iut_date=datetime.date(2019, 5, 30))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='OpenSSL FIPS Provider 3.0', vendor_name='OpenSSL Software Services Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 10, 20))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Versa Networks Branch', vendor_name='Versa Networks, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 6, 8))\n",
- "Versa Networks Branch\n",
- "-------------------------\n",
- "IUTEntry(module_name='Cisco Aironet 9115AXI/AXE, 9120AXI/AXE/AXP, 9130 AXI/AXE and 9105 AXI/AXE Wireless LAN Access Points', vendor_name='Cisco Systems, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 10))\n",
- "Cisco Catalyst 9115AXI/AXE, 9120AXI/AXE/AXP, 9130AXI/AXE and 9105AXI/AXW Wireless LAN Access Points\n",
- "-------------------------\n",
- "IUTEntry(module_name='IBM TS1160 Tape Drive', vendor_name='IBM Corporation', standard='FIPS 140-2', iut_date=datetime.date(2019, 8, 6))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Apple CoreCrypto User Space Module for Intel', vendor_name='Apple Inc.', standard='FIPS 140-3', iut_date=datetime.date(2020, 9, 21))\n",
- "Apple corecrypto Module v11.1 [Intel, User, Software]\n",
- "-------------------------\n",
- "IUTEntry(module_name='FortiAnalyzer 6.2', vendor_name='Fortinet, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 17))\n",
- "FortiAnalyzer 6.2\n",
- "-------------------------\n",
- "IUTEntry(module_name='HyTrust CloudControl (TM) Cryptographic Module', vendor_name='HyTrust, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2019, 9, 10))\n",
- "HyTrust KeyControl Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='CyberCogs HSM', vendor_name='CyberCogs Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 30))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='NV-2108 Flashtec PCIe NVRAM Drive', vendor_name='Microchip Technology, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 7, 23))\n",
- "NV-2108 Flashtec™ PCIe NVRAM Drive\n",
- "-------------------------\n",
- "IUTEntry(module_name='Apple Secure Key Store Cryptographic Module, 11.0', vendor_name='Apple Inc.', standard='FIPS 140-3', iut_date=datetime.date(2020, 9, 21))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='DocuSign QSCD Appliance', vendor_name='DocuSign, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 4))\n",
- "DocuSign HSM Appliance\n",
- "-------------------------\n",
- "IUTEntry(module_name='LogRhythm 7.4.8 System Monitor Agent', vendor_name='LogRhythm', standard='FIPS 140-2', iut_date=datetime.date(2020, 10, 21))\n",
- "LogRhythm 7.8.0 System Monitor Agent\n",
- "-------------------------\n",
- "IUTEntry(module_name='FortiSandbox-1000F/2000E/3000E', vendor_name='Fortinet, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 7, 6))\n",
- "FortiSandbox-1000F/2000E/3000E\n",
- "-------------------------\n",
- "IUTEntry(module_name='FortiManager 6.2', vendor_name='Fortinet, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 17))\n",
- "FortiManager 6.2\n",
- "-------------------------\n",
- "IUTEntry(module_name='Code Integrity in Windows 10 and Windows Server version 2004', vendor_name='Microsoft Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 6, 1))\n",
- "Code Integrity\n",
- "-------------------------\n",
- "IUTEntry(module_name='Oracle Linux 7 libgcrypt Cryptographic Module', vendor_name='Oracle Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 24))\n",
- "Oracle Linux 7 libgcrypt Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='Juniper Networks NFX350 Network Services Platform', vendor_name='Juniper Networks, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 10, 10))\n",
- "Juniper Networks NFX250 Network Services Platform\n",
- "-------------------------\n",
- "IUTEntry(module_name='Hughes HT2300, HT2500, HT2550, HT2650 Satellite Terminals', vendor_name='Hughes Network Systems, LLC', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 17))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Distech SSL Cryptographic Module', vendor_name='Distech Controls Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 4, 3))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='DINAMO CD, XP, and ST Hardware Security Modules', vendor_name='DINAMO Networks, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2019, 12, 18))\n",
- "DINAMO CD, XP, and ST Hardware Security Modules\n",
- "-------------------------\n",
- "IUTEntry(module_name='CloudGenix Inc. Controller', vendor_name='CloudGenix Inc.', standard='FIPS 140-2', iut_date=datetime.date(2019, 9, 26))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='APACER SSD Drive SV240', vendor_name='Apacer Technology Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 6, 15))\n",
- "Apacer TCG SSD SV240 Series\n",
- "-------------------------\n",
- "IUTEntry(module_name='Infoblox Trinzic Virtual DDI appliance', vendor_name='Infoblox', standard='FIPS 140-2', iut_date=datetime.date(2020, 10, 13))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='CryptoManager Root of Trust (CMRT)', vendor_name='Rambus Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 5, 12))\n",
- "CryptoManager Root of Trust (CMRT)\n",
- "-------------------------\n",
- "IUTEntry(module_name='VirtruCrypto - FIPS JavaScript Module', vendor_name='Virtru Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 6, 11))\n",
- "VirtruCrypto - FIPS JavaScript Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='McAfee Core Crypto OpenSSL Module (user)', vendor_name='McAfee LLC', standard='FIPS 140-2', iut_date=datetime.date(2019, 8, 4))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Sansec HSM', vendor_name='Beijing Sansec Technology Development Co., Ltd', standard='FIPS 140-2', iut_date=datetime.date(2020, 3, 22))\n",
- "Sansec HSM Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='IBM(R) Security QRadar(R) Cryptographic Security Kernel', vendor_name='IBM Corporation', standard='FIPS 140-2', iut_date=datetime.date(2018, 5, 7))\n",
- "IBM® Security QRadar® SIEM Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='LogRhythm 7.4.8 AI Engine', vendor_name='LogRhythm', standard='FIPS 140-2', iut_date=datetime.date(2020, 10, 21))\n",
- "LogRhythm 7.8.0 AI Engine Server\n",
- "-------------------------\n",
- "IUTEntry(module_name='Check Point Cryptographic Library', vendor_name='Check Point Software Technologies', standard='FIPS 140-2', iut_date=datetime.date(2020, 4, 2))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Hughes IP Gateway', vendor_name='Hughes Network Systems, LLC', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 17))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Cisco ASR 9000 Aggregated Services Routers', vendor_name='Cisco Systems, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 17))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='F5(R) vCMP Cryptographic Module', vendor_name='F5 Networks', standard='FIPS 140-2', iut_date=datetime.date(2020, 4, 24))\n",
- "F5® Device Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='Trend Micro Endpoint Encryption Cryptographic Module', vendor_name='Trend Micro, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2020, 6, 4))\n",
- "Trend Micro Cryptographic Module\n",
- "-------------------------\n",
- "IUTEntry(module_name='FortiGate-VM', vendor_name='Fortinet, Inc.', standard='FIPS 140-2', iut_date=datetime.date(2019, 9, 25))\n",
- "FortiGate-VM\n",
- "-------------------------\n",
- "IUTEntry(module_name='FibeAir® IP-20C, FibeAir® IP-20C-HP, FibeAir® IP-20C 2E2SX, FibeAir® IP-20S, FibeAir® IP-20N, FibeAir® IP-20A, FibeAir® IP-20G, FibeAir® IP-20GX, FibeAir® IP-50E', vendor_name='Ceragon Networks, Ltd.', standard='FIPS 140-2', iut_date=datetime.date(2020, 5, 15))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Ruckus Networks Virtual SmartZone (vSZ) WLAN Controller', vendor_name='CommScope Technologies LLC', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 17))\n",
- "Ruckus Networks Virtual SmartZone (vSZ)\n",
- "-------------------------\n",
- "IUTEntry(module_name='Ultrastar® He¹º and Ultrastar® DC HC510 TCG Enterprise HDD', vendor_name='Western Digital Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 2))\n",
- "Ultrastar® He¹º and Ultrastar® DC HC510 TCG Enterprise HDD\n",
- "-------------------------\n",
- "IUTEntry(module_name='Ruckus ICX 7550 Series Switch/Router', vendor_name='CommScope Technologies LLC', standard='FIPS 140-2', iut_date=datetime.date(2020, 8, 13))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='LogRhythm 7.6 Data Indexer (Linux)', vendor_name='LogRhythm', standard='FIPS 140-2', iut_date=datetime.date(2020, 10, 21))\n",
- "**\n",
- "-------------------------\n",
- "IUTEntry(module_name='Oracle Linux 8 NSS Cryptographic Module', vendor_name='Oracle Corporation', standard='FIPS 140-2', iut_date=datetime.date(2020, 9, 24))\n",
- "Oracle Linux 8 NSS Cryptographic Module\n",
- "-------------------------\n"
- ]
- }
- ],
+ "execution_count": null,
+ "outputs": [],
"source": [
"first_snapshot = iut_dset.snapshots[-1]\n",
- "\n",
- "matches = {}\n",
- "for entry in first_snapshot:\n",
- " matcher = FIPSProcessMatcher(entry)\n",
- " scores = sorted(((matcher.match(cert), cert) for cert in fips), key=itemgetter(0), reverse=True)\n",
- " print(entry)\n",
- " found = False\n",
- " for score, cert in scores:\n",
- " if score < config.fips_matching_threshold:\n",
- " break\n",
- " validations = cert.web_data.validation_history\n",
- " for validation in validations:\n",
- " if validation.date >= first_snapshot.timestamp.date():\n",
- " # It could be this cert, so take it\n",
- " found = True\n",
- " matches[entry] = cert\n",
- " break\n",
- " if found:\n",
- " break\n",
- " if found:\n",
- " print(matches[entry].name)\n",
- " else:\n",
- " print(\"**\")\n",
- " print(\"-------------------------\")"
+ "matches = FIPSProcessMatcher.match_snapshot(first_snapshot, fips)"
],
"metadata": {
"collapsed": false,
@@ -810,7 +236,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": null,
"id": "46ce3c13",
"metadata": {},
"outputs": [],
@@ -820,28 +246,10 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": null,
"id": "aa74b965",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<class 'pandas.core.frame.DataFrame'>\n",
- "RangeIndex: 844 entries, 0 to 843\n",
- "Data columns (total 4 columns):\n",
- " # Column Non-Null Count Dtype \n",
- "--- ------ -------------- ----- \n",
- " 0 timestamp 844 non-null datetime64[ns]\n",
- " 1 displayed 844 non-null int64 \n",
- " 2 not_displayed 844 non-null int64 \n",
- " 3 total 844 non-null int64 \n",
- "dtypes: datetime64[ns](1), int64(3)\n",
- "memory usage: 26.5 KB\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"mip_global_df = pd.DataFrame(mip_dset.snapshots, columns=[\"timestamp\", \"displayed\", \"not_displayed\", \"total\"])\n",
"mip_global_df.info()"
@@ -849,19 +257,10 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": null,
"id": "dc3186f6",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": "<Figure size 432x288 with 1 Axes>",
- "image/png": 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\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"mip_melt = mip_global_df.melt(\"timestamp\", var_name=\"type\", value_name=\"count\")\n",
"line = sns.lineplot(data=mip_melt, x=\"timestamp\", y=\"count\", hue=\"type\")\n",
@@ -871,19 +270,10 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": null,
"id": "f433f0c5",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "dict_keys(['entries', 'timestamp', 'last_updated', 'displayed', 'not_displayed', 'total'])\n",
- "MIPEntry(module_name='Panorama 10.2 M-200, M-300, M-600 and M-700', vendor_name='Palo Alto Networks, Inc.', standard='FIPS 140-3', status=<MIPStatus.REVIEW_PENDING: 'Review Pending'>, status_since=datetime.date(2022, 12, 23))\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"m0 = mip_dset.snapshots[0]\n",
"print(m0.__dict__.keys())\n",
@@ -892,20 +282,10 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": null,
"id": "205b9a97",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": " name \\\n0 FireEye NX Series: NX1500, NX2500, NX2550, NX3... \n1 IBM(R) z/OS(R) Version 2 Release 4 ICSF PKCS #... \n2 Fortanix SDKMS Appliance \n3 IBM(R) z/OS(R) Version 2 Release 4 System SSL ... \n4 Vocera Smartbadge Cryptographic Module \n\n vendor standard status status_since \\\n0 FireEye, Inc. FIPS 140-2 MIPStatus.IN_REVIEW NaT \n1 IBM Corporation FIPS 140-2 MIPStatus.IN_REVIEW NaT \n2 Fortanix, Inc. FIPS 140-2 MIPStatus.IN_REVIEW NaT \n3 IBM Corporation FIPS 140-2 MIPStatus.IN_REVIEW NaT \n4 Vocera Communications, Inc. FIPS 140-2 MIPStatus.IN_REVIEW NaT \n\n first_seen last_seen present seen_for_status seen_for \n0 2020-10-22 2021-06-19 False NaN 240 \n1 2020-10-22 2021-03-11 False NaN 140 \n2 2020-10-22 2021-04-07 False NaN 167 \n3 2020-10-22 2021-03-14 False NaN 143 \n4 2020-10-22 2021-01-30 False NaN 100 ",
- "text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>name</th>\n <th>vendor</th>\n <th>standard</th>\n <th>status</th>\n <th>status_since</th>\n <th>first_seen</th>\n <th>last_seen</th>\n <th>present</th>\n <th>seen_for_status</th>\n <th>seen_for</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>FireEye NX Series: NX1500, NX2500, NX2550, NX3...</td>\n <td>FireEye, Inc.</td>\n <td>FIPS 140-2</td>\n <td>MIPStatus.IN_REVIEW</td>\n <td>NaT</td>\n <td>2020-10-22</td>\n <td>2021-06-19</td>\n <td>False</td>\n <td>NaN</td>\n <td>240</td>\n </tr>\n <tr>\n <th>1</th>\n <td>IBM(R) z/OS(R) Version 2 Release 4 ICSF PKCS #...</td>\n <td>IBM Corporation</td>\n <td>FIPS 140-2</td>\n <td>MIPStatus.IN_REVIEW</td>\n <td>NaT</td>\n <td>2020-10-22</td>\n <td>2021-03-11</td>\n <td>False</td>\n <td>NaN</td>\n <td>140</td>\n </tr>\n <tr>\n <th>2</th>\n <td>Fortanix SDKMS Appliance</td>\n <td>Fortanix, Inc.</td>\n <td>FIPS 140-2</td>\n <td>MIPStatus.IN_REVIEW</td>\n <td>NaT</td>\n <td>2020-10-22</td>\n <td>2021-04-07</td>\n <td>False</td>\n <td>NaN</td>\n <td>167</td>\n </tr>\n <tr>\n <th>3</th>\n <td>IBM(R) z/OS(R) Version 2 Release 4 System SSL ...</td>\n <td>IBM Corporation</td>\n <td>FIPS 140-2</td>\n <td>MIPStatus.IN_REVIEW</td>\n <td>NaT</td>\n <td>2020-10-22</td>\n <td>2021-03-14</td>\n <td>False</td>\n <td>NaN</td>\n <td>143</td>\n </tr>\n <tr>\n <th>4</th>\n <td>Vocera Smartbadge Cryptographic Module</td>\n <td>Vocera Communications, Inc.</td>\n <td>FIPS 140-2</td>\n <td>MIPStatus.IN_REVIEW</td>\n <td>NaT</td>\n <td>2020-10-22</td>\n <td>2021-01-30</td>\n <td>False</td>\n <td>NaN</td>\n <td>100</td>\n </tr>\n </tbody>\n</table>\n</div>"
- },
- "execution_count": 19,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"def mip_key(entry):\n",
" return entry.module_name, entry.vendor_name, entry.standard, entry.status\n",
@@ -931,133 +311,50 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": null,
"id": "29679c73",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": "<Figure size 455.1x360 with 1 Axes>",
- "image/png": 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13dQjQeg9xD00QehAKfF6nrxnDN9vKae4opnJI9IZ3FcsjBeEriACmiB0sKxkE1nJJnbv3k3//ind3R1B6DXEkKMgdBKn09ndXRCEXkUENEEQBOGCIAKaIAiCcEEQAU0QBEG4IIiAJgiCIFwQREATBEEQLggioAmCIAgXBBHQBEEQhAuCCGiCIAjCBUEENEEQBOGCIAKaIAiCcEEQAU0QBEG4IPT65MSVdXaqGpwYtEpS4/SoVb3+JREEQeiRevW3946DdTzxyjqcbj8A103px+xJ/dBpFN3cM0EQBOFM9dohxya7h+fe2xIJZgDvLd1PWa29G3slCIIgnK1ee4Vmd3opr3VE/s5ONTF+aArLNpSwbX8tI/ISyEoxdWMPBUEQhDPRawOaSa+iT4qJovJmVAoZ44ak8OpnuyKPf7BsP3/66Tgyk0RQEwRB6Al67ZCjQavkpmm5xJk1FOTF811hadTjDrefXcUN3dQ7QRAE4Uz12oBW0+Dk2Xe3MHJAAqMGJuL1BVtt4/UFuqFngiAIwtnotQHNHwjS4vSxePUh/r1oB+OGJkc9LpNKGJAV2029EwRBEM5Urw1o8TEaLh2RBoDd5aOkqoUbpubQN9XERQMSePKeMWSnmru3k4IgCEK79dpJIXK5jLmX5WAxafi2sJRQKMSI/glcO6kfcqkUubzXxnpBEIQeqdcGNIAEi46bpudx1fg+qJRSVIpe/XIIgiD0aOIbHDDqlN3dBUEQBOEciXE1QRAE4YIgApogCIJwQRBDjkf4/AH2lTSy/UAdeq2SwX2tpCcau7tbgiAIQjuJgHbE1v21PP7yOkKh8N9GnZI//ngc6YmG7u2YIAiC0C4ioAFOt483vtgTCWYANoeXXcX1IqAJnc5bV463uohQMIgqIQtlfHp3d0kQeiQR0AB/IITd6WvV7nT7cXv8FFc0U9XgxGJUk5VsxKhTdUMvhQuRp/oQlf/7HUFXCwASpZqkmxagTu7bzT0ThJ5HBDTCw4vXTMjmXx9tj7RJJTCobyzLCkt54YNtkfbLx2Qy7/IB520R0KYWN4cqbTjcPlLjDKQnGpBIJN3dLeEkHHvXRYIZQMjrpmXzV6iSssW/myCcoU4PaF6vlyeeeIL9+/fj9/vJzc1lwYIFfP3117z66qv4fD6GDBnCo48+ikQiYcOGDTzzzDP4/X5SUlJ46qmnUKk6/4po3NAUpFIJn6wowqxXcf3UXDQqOa98sjNqu8WrDzGxII3+mZZO79OZqm928ew7m9m0txYAhVzK43eNJj/b2s09E07G31jZqs1bVw6hIEhk3dAjQei5On3a/ooVK1Aqlbz99tu8//77HD58mKVLl/LUU0/x0ksv8eGHH1JRUcHSpUvx+/088MADPP3007z//vtYLBbefvvtzu4iAGa9isvHZPH0z8fzu7suZmhOHC5PAE8bGfftrtbDk+eDA2XNkWAG4PMH+c+iHdhd3m7slXAquv5jWrUZh12GRCqCmSCcqU4PaJdeeimPPPIIAHa7nZaWFvbv38+IESMwmcLFM6dNm8ayZcvYtm0bSUlJpKamAjB9+nSWLVvW2V2MaLCFh+tKq1twefzEx2hIi9dHbaNWykiO1XVZn85Es93Tqq20ugWX298NvRHaQ50+kNgZdyPTmZCq9VimzEOTPay7uyUIPVKX3UN78MEHWb58OXfccQcSiQSr9dgwmNVqpbq6mpqamjbbT2Sz2bDZbFFtgcC51S47XGXjD/9dT0WdA4BLL0pn3oz+/OqWEfzro23sLGogLV7Pj+cMIeWEIHe+SIlrHWjHDkkmxiAmsZyvZGodpuFT0eWMhFAIueH8G8oWhJ5CEgodP1m9c9ntdn70ox8xfvx4GhsbefDBBwFYvnw5b7zxBrNnz2bx4sU8++yzABw8eJB7772XxYsXRx3nH//4B88991xUm9VqjezXXhKJBJXWREiqZsn6CjzeIFnJRoIhWLejkmsnZGKSNaLWGghKVUhDfjzOZrrwJTsjCqWG0mYFC5fsw+H2Myw3jusmpOK1155+Z0EQzkhBQUF3d0E4wWmv0ILBIK+//jq33nrrWZ1gx44daDQasrOz0ev1XHbZZbz++usMGTIksk1NTQ2JiYkkJiZSU1PTqv1E8+fPZ9asWVFtgUCAuro68vPz25xEUlhY2OoNWFTezNNvbCQnw0JWkon1u6p5++t9yGUSLrsogwCyM37TtnWeznCy8wwGRg5IweMLEGfWoFbJgbNf19RVz6crzyXOc/6f60I7j9A1TnsPTSqV8tlnn9HU1HRWJ9i1axf/93//F7mq2bRpE7Nnz6awsJDGxkZCoRCLFy9m6tSpDBo0iJqaGkpKSgD47LPPmDp1aqtjGo1GUlNTo/5rK/CdisPl45/vb6W0xo7L46W0xs7uQw1AeF3akjWHUPbQmmjxFi1pCYYjwUwQBKF3aNc3Xk5ODjNnzmTIkCGRiRxHPfHEE6fcd/bs2ezdu5e5c+cilUrp27cvP/zhD0lOTmbevHnIZDJGjx7N+PHjI8e79957kclk9OvXj9mzZ5/lUzu1xhY3+0oaAdColGzeW9Nqm4paR6ecWxAEQeh47QpoycnJXHfddWd1AplMFpnleLyZM2cyc+bMVu1jx45l0aJFZ3WuM6HXKEiM1VJV76Syzk5GkoEGmztqm9SE83PyhyAIgtBauwLaT3/6UyB8n6qpqYmYmBik0p45HHeU2aDmJ3OG8MTL69hV3MAdV+dzsKwZmyO8Zmt4bhz9M2O7uZeCIAhCe7UroJWWlvLII4+wYcMGgsEgMpmMsWPH8vjjj5OQkNDZfew0Q/rF8bf7J1JV78CkV7LgzoupqHOgUsjISDJiNWu6u4uCIAhCO7UroD3yyCNMnDiRv/3tb5hMJhobG3n//fd55JFHeOmllzq7j51GIpGQlmAgLcHAnsMNPPbSmkgWkPzsWO67fjjxFm0391K4UIVCQXz1Ffiba5HpTChiU5EqlN3dLUHosdoV0Kqrq6Om7VssFu666y4++uijzupXl/L4/Lzz9d6olFY7Dtaz7UAdl14kSnkIncN5YBM1HzxNKOADJFgm34JxxDSkCnV3d00QeqR23QiTyWSUlZVFtZWVlSGTXRj55ppavBSV21q1l9W2tLF1xyivsfPBsv08/p+1fLn2EHVNzk47l3D+8TXXUvvpc0eCGUCIhmWv460tO+V+giCcXLuu0H7yk59w7bXXMnz4cGJiYmhsbGTz5s08/vjjnd2/LqFXyxmaE8eyjaVR7ekJnVPcs6HZxZ9eX8+hynDA3LC7mktHpnHPtYNRKcXasd4g6LRFlY05KmBv7IbeCMKFoV1XaDNmzODjjz/m0ksvJSsri0svvZRPPvmEadOmdXb/uoROq2TyiDTys8OzGuUyKVeOyyIr2XSaPcNqG50cqrRhd7Yvq31JdUskmB21dGMpVfXiKq23kOljkBlPKOsjkSI3xXVPhwThAnDKy4Grr76aTz75hGuuuYaPP/6YOXPmdFW/ulxeZgy3XjEgMssxNV5PeqLxlPv4A0HW7azi+fe3YnN4yU4xcdvlp6803FYqyFCI8zZHpNDx5AYL8df8gpoPnyZgb0KiUGO9/B6U1pTu7pog9FinDGgul4ubb76Zw4cPc/vtt7e5zSuvvNIpHetqCpkMlUJKnElNCAlKxekvXg+UNvLU6xsIHolDB8ubee2LAzyeEY9ec/LZaumJBlLj9ZTV2CNtE4ankGQVC7l7E01af5Jve4pASz0yjQF5TKKoUi0I5+CUAe3VV19lw4YNHDp0iKuuuqqr+tQt9pU0UFbjoLrRgUImpdmhxx8IkRrf+j5ai9PLis3lNLW4I8HsqP2lzTQ0u08Z0GJNGn5720V8v6WcbQfqGDc4mYsGJqJSXhiTbHozm8NDUXkzDTYPOmUsbo//lDk1FcZYFEaxgF8QOsIpA1pKSgopKSlkZmYydOjQUx7o3nvv5R//+EdH9q3TBQJBDle14PMHqG508fwHW/H5gwCkxOm5e9agNgPajoP1vPjhNm6antfqMbNBhVatOO25U+MN3DA1jxta514WeiiHy8trn+/mu42Hue3qQaiVarYfrKMgLwGpVFx5CUJna9ekkNMFMwjXLutpCvfUcN/flqOQS1m8qjgSzADKa+0crmo9lR9g9bYKEmO1xBrVTCpIjbRLpRLuuDJXZBjppUqqWqiobeGB+Rexcms5//lkB9sP1LG/VMxcFISu0GvniDc0u/jn+1sJBkMEAkFqGlvPMGxxtD1rsU+KiYwkI8+9v5VhOXHcND0PrUrOgD4WHA2lbe4jXPjsLh9zpuTw+/+uj/w4+mj5QZweP5mJBlSq01+5C4Jw9np2huFz4PT4I9n1vb4AlwxNbbVNv/SYNvcd1DeWD7/dTzAYosHmJhQK0ezw4veHCAWDbe4jXNjqm12EQiGq6p1RV/oASzeUUiZKEQlCp+u1Ac1iVDO4b3gdkEwmoW+aiamjMpDLJBh1Su6eNYjE2LbzOEolUlqcPvIyYxiUbeXtr/by7jf7+N1/1uKVWbryaZyz2kYnS1YXs+A/a3h/2X7Ka+2n30mIEggE+Xj5Qf7+zpY2i8LqNHJkvfaTJnSGd999t0OPt2jRIm655ZZzPs5ll13GunXrOqBHZ6fXfsy0agV3zRrEoOxYGlu8rNxSQb9UM7+4YTg/unYwJVW2SCmZE8Wa1KTE6RiRl8An3xdFZjo6XD5e+mQvTS3uNvc737i9fl5bvJvnP9jGxt01vPb5Lp56fSONPaT/54uaRhefrSzC5vASF6MhyaqLenzulBx0mu4Zbqyud7K/tIn6Zle3nF/oeIFAgKeeeqpb+xAKhc7LdbMddg/tfHxyp5ORaOThH45id1E9q7dXsnp7JXKZFH8gPGR00cBENu2pZtuBOuItWob0iyMlTo9Jr+L+GwvYtLe61TGrG5w0O7yYDed/gtnKOgfLN0XnDiyqaKa0uoWYHtD/84VEAlKJBAjR2Ozmxmm5NNo8NLa4yUo2UdvoPOUyjs4QCIbYsKuKv729GYfLh8Wo5oFbChjYx3r6nYXzht/v57HHHmPjxo0EAgHy8vKw2Wy0tLQwffp0/v3vfxMMBnnooYeor68nGAzys5/9jCuvvJJAIMCAAQP4y1/+wn//+19qa2u5/fbbuf322wkGgzz55JMsW7YMq9XKyJEjI+dsbGzkwQcf5PDhw/j9fm6++WZuu+02ACZPnszMmTP5/PPPeeWVV2hqauLBBx/E5/MxceLEbnqVjml3QKuurqaqqopAIBDVPnz4cAD++c9/dmzPuohWpcCgVaLXKEiO0zO0XxweX4CdRXVU1jl56ePtkW0TY3U8efcYEmK15KTH4PMHgL1Rx0uO02HWq7r4WZydk/4G6Xm/TbpVfIyW66bkUFFnx6BXYnf68HoDaFUKbHYvuRkxaNqxlKMjlde08OfXN0Z+nDXY3Pz59Y383y8miFm4PcjKlSspKyvjiy++AODZZ58lISGBjRs3Rtp+/OMfM27cOH70ox+xYcMG7rjjDqZNm4ZCEX7P7d+/n48++oht27Zx0003MW/ePFatWsWqVatYvHgxUqmUW265BbU6/CP2+eefJz4+npdeeonS0lJmzJjB9OnTSUpKAqCuro6vvvoKgF/84hfMmzePH/zgByxZsoSFCxd29UsUpV0B7Y9//CP/+9//iIuLi8pkIJFIWLp0KQB9+vTpnB52Ablcxr1zh7J8UxnvL9uHRiXnZ9cP47l3t0RtV1XvoKiiiYQj99ayU83cdc0gXv5kB4FgCJNeyZ1X5WI6DwJaQ7OLQDBErElz0jVQSVYd44ck8/3WikhbZpKB1E5KynyhkkolzBiTya6ieoJBePvrfVH3Im+Z0Z+0BAMWY9cFktpGVySYHdXY4qG+2SUCWg9itVo5ePAgX3/9NePGjePnP/95q8on//jHPyIjZMOHD8fj8VBbW0tycjIQTmEIkJ+fj9frpaGhgQ0bNjB+/Hi02vB32YwZM/j2228BeOihh/D5wlUg0tLSiIuLo6ysLBLQjl6JeTwetm/fzssvvwzA9OnT+e1vf9uJr8bptSugffnllyxdurRHV6c+lTizmtXbK8hKMZGeaEAqleD1BnB5Aq22PX4Gm1opZ8aYTIb0s2JzeomP0VJ+aC+Qdk79Ka+xU1zZTCgEWcnGNhd3n4zD5eP7LeUsXLIbjzfANROymTEmk1hT6y8xjUrOrVcOZECfWNZsr2BIvzjGDE7GYhTDjWfKpFeREKvlQFlTq4k1n35fxJhBSVhOnRq0Q5kNKiSS6KtwjUqOUScKiPYk+fn5LFiwgNdee40HH3yQKVOm8MMf/jBqm+XLl/Ovf/2LpqYmJBIJoVCI4HGzrQ2G8PeHVBqeMhEMBmlubiY+Pj6yjcl0LBH75s2b+etf/0pNTQ0SiYTa2tqo4x3dtqmpCQCjMfzGlkgkUcfpDu0KaPHx8RdsMAuFQtQ2ubAY1Pznkx2RgDU8N47pozP4bGVxZFuVUkbGCQmL5TJpVBLj0qJzm7ZfXNHMwy+ujkxIMWgVPHnPWPqktO+NsudQA/98f2vk73e+2YfZoOLKcW1fQcdbtFw5rs9JHxfaz6xX0daqDbvL2+WZQtISDNx+1UBe+XQnoRDIpBLunTtU5AvtgaZMmcKUKVOw2Ww8/PDDUflzvV4vv/jFL/jb3/7G5MmT8fl8DBo06LTHNBqNtLQcq/hRX18f+f9f/epX3Hbbbdx8880AXHLJJW0e42jwstvtGAwGgsFgJMh1l3YFtOuuu44HHniAK664IhLtjzp6D60nqqp38NW6wxTkxrF8c1kkmCVYtKhVcgpy44kza/l6/WFS4/XMmdyPjKSO/ZnttzfirS0h5PehjEvn+y11UbMrW5w+vissbXdAK9xbA4BKIWNwXyv+YJBv1pcwZWQ6mlPkFBTOXUWdgxiDKmpiEcC4ISnIZV0b0JQKGTPGZJKfbaXR5iYuRktavAhmPc37779PdXU1P/nJTzAajWRkZFBXV0cwGMRutxMMBvF4PAwZMoRgMMh//vMflEolTuepS1ENGzaMp59+mvvvv59QKMQXX3yBTheenWuz2Rg8eDAQXh7gdDrbPJ5arSYvL48vv/ySOXPm8Pnnn+PxeDr+RTgD7fqG++c//4lUKmXjxo1R7cffQ+tpfP4Ab3+9l7U7qhjc1xrJFDJ3Sg6NLW52H2rg+63lzJncj6kXp6NSyFDIOzZ5sK+phppP/o6ndA8A6sxBHHa3rjFXVNF2Cq62JFm0DMq2MqSflbU7qpDJJEwfnQmhEDUNTspq7KiUMtITDRi0YvipI23ZV4vVrOa2KwewYnM5tU0uRg5IwKRXoVSE3zuhYHgYWyLt/ETUKoWcvqnmyN8BVwuu2jJCfg8KSzIKc/zJdxbOC5deeim//vWvmTp1KjKZjKysLH7/+99TUlLClClTeOGFF7jzzju55pprMJvN3HvvvVx22WXce++9fPTRRyc97qRJk/juu++YPn06FouFiRMnsnbtWgB+9rOf8ZOf/ASDwcBNN93EDTfcwIIFC+jbt3VprN/97nc89NBDvPTSS0yYMIHs7Oyo4cmuJgn1xPn2bfB4POzYsYP8/HxUqtaTMgoLCykoKIj8XVFrZ9H3B4k1ami0uVDIZVTWO2m2e9h9qCGyXbxFw59/Mr7dN9JPPM+ptGxfTu0nz0b+lsgUHBr7EP/3cXHUdvffOJxJBdH35do6T12Ti6KKJkqr7bz62a6ox568ZwxPv1FIkz38C2p0fhJ3XzuozXtrZ/t8zlVXnauzzvP5yiKKK20cqmhGr1ViMarZdqCOO2bmc1FuLO7S3TRv+ByCQUwXXYE6fSBSxbn/qGjP8/HbGqj76j8494YXvcp0JhKvfxhV4pkNNff0f6PuOo/QNdq9sHr58uU88sgj/L//9/8AWLVqFS5Xz12sqZBLkSBh4ZLdfLbqECa9iosGJEQFM4CaBhdlNS1tHiMQCLKruJ6/vb2ZpxZuYMu+GuTK9s9w9NWXR/0dCvjIatrIbVf0R6OSo1bKmHd5f4blnv6XtN8f4J1v9vLJiiI27o5eH5ffJ5ZFyw9GghnAmh2V7D0skuZ2pMH9rKzfWUVmsom8DAuxRjU/nj2YgrwE3GV7qHrrcVwHCnEVbabq7Sdxl+7usr65y/dGghlAwNFM48r3CfrbV2VdEHqCdg05Pv/883zzzTfMnDkzss5g27ZtfPzxx/zlL3/p1A52Fqfbz5drD0X+fvXzXdx+9cBWM8OyU024PAH++f4WjFolFw9Kol9aOMfj3pJGfvP8KoJHUoV8v6WCX98ypN19UCXntGoz6JXMmtiP8cNTIQRWs6ZdRR+rGpx8tfYw/dJi0Guj1zyNHJDAR9+1roYg0lx1LINWyW/mj6SizoE/ECTOKGVoTjxSqYTGbctabW/b9CXaPu1/v5wLX2NVqzZP2V6CbidSvRh6Fi4M7bpCW7x4MW+++Sbz58+PLNa755572LZtW6d2rjP5A0Fk0mNPf8KwFNRKGVNGHBvaU8ilXDYynT+8up4v1hzm3aX7+c3zqygqbwJg1baKSDA76st15a3W/5yMOjWXmEuuB1n4d4U2ZyTGoZcikUiIM2uJi9G2u4KxRCJBKpWyr7SRYUe+RI/SKOUM7NO6iOSJKZqEs3ewrIkHn1vJA8+t5N2l+4g1qpFJJbg8/vAG8tZBQ9pGW2dRxme0atP2G4FMIyaKCBeOdl2hBQIBlMrwh+/oF2wgEIisa+iJ4s1apo/OYNGKIvIyw1dcz7+/jQnDUrhhai61jU5GD07ina/2Re3n8QbYtr+OPinmNjNtnMkdSZnWgHnstegGjCUU9KMwxSNVnt0asESLllkTs3lv6X4+XVnE/Mv7U93gxGxQkxyvw+b0UtXg4GBZM1KphMsuSidWrDfrEHanl+fe20JFnYPsVBMjByTy1BuFuDx+8jJiuHfuUOIHT8K+9VsIHfmxI5FiGH5Zl/VRndwP09jZNK/+CEJBlCk5mEZdhUQmZr4KF452vZvHjh3LXXfdxZw5c3C73Xz77be88847jBs3rrP712kMeiWXDEvFqFNh1Cl5/oPw2q3lm8uRSSXEmtRcMTYLr7+NxdVHrsDGDUnm85XHkhMDTBuVgrydqdVbnF4OljVRWefBatbQTw3mk/xor2tyESKE1dT2EKRMJuXq8X3ISjaxbmcVEqmEmROySbbqcbp9fLayiCSrjpH9w+sJK+ocJMed/te5Qi7HU1WEp/oQEpkcVVI2ytiUdj2/3qLJ7uFAWTMAYwcn8/riY/fG9hxu5NXPd/LAzcNJuuUJHLtXQyiIbsBY1Mn98NvqIRRCZoxt99X42ZBpDVjGX4dh4HiCfi8Kc4K4OhMuOO0KaA8++CALFy7kjTfeQKVS8corrzBlyhRuuummzu5fp8pJj8FiVFNe00JmkpHrp+ZS3+xGKZeilMtweQLMnpzDM/8rjOwjk0oiZWdy02P4w4/H8tXaEjw+P9NHZyL11Lbr3D5/kE+/L+Ktr47lgpwyMo07Z+ajOy6RbVW9nbU7qnj7q70EgiGum5LD1FHpqPUW7E4v+uOm3psNasYPTWH80OiAo1UruGPmINbvrGLdziqG5cRz07S8dqXoSlH5KX/1NxAID53JdGaSbvodyrhzy4ZyIdFrFCTGaqmqd+L2tv4BtGFXDU12P4lpeWjS8gAIOFtoLvyCphXvEAoGMY+9FsPQKch15k7rp0SmEP9uwgWtXQFNoVBEsjQ3NTVhNps7uVtdx2rWoFbKuGl6Hn9+fWNkcXWSVcf/u3E4I/vH8+C8EXy6shizTslVl2TT98ikEJlMysA+1qgM5oWF7atYXVln551vooczl24oZcboTHIzwsFqzfZKmuweXl+8G7lMwrwJ8eTGB3j/6918U1iB1VzM7VcNZEi/OGSnuSpMsOi4anw2V43PbvdrE/T78Gz5IhLMAAKOJlzFW8UX43HMBjU/vW4oT7y8DkUb9dDS4vVoT0hO7CrZQcPX/4383fjdm8gNFgyDJ3V6fwXhQtWugFZfX8/jjz/OsmXLMBqNrFq1ij/+8Y/MmDGDoUOHdnIXO18oFOLDbw9E5WmsrHOwr6SJ3AwL44akcHF+IhKJFFkHpTByewOtJpRAePYlwPaD9Xy6siiy/u2nUxPIqfqKz21T+Hxj+CrQUdXCgpfX8Zd7x5Nzkura5yIU8BOw1bVq97fUt7F17za4r5W/3T8Bu9PL/tIE1u8ML51QyKXccvmAVjkU7bvWtDpGy5Zl6PMv6ZJF18KFp6ysjOnTpzNs2LCo9oceeojdu3ezevVqnn76af7xj3/w4YcfkpqaSigUwul0MmfOHG688UbgWG5IuVyO0+kkLS2NBQsWRHI2HhUKhfj3v//N3//+dxYvXkxGRvTEo8rKSq688kqef/55Ro0ahd1u56GHHqK2thaPx8Pvfve7SEaS423YsIFnnnkmMgHxj3/8I6mpqe16DdoV0H77298yfPhwHn/8ca6//noArrjiChYsWMAHH3zQrhOdj/yBIBKg2eGNZAo5XsNxhS7lso79kkmwaMlINHC46tgaN6NOScqR+1rLN5XRbPeSm2HBpFeS4TuIJz6Pb5ZFr5MLBkOUVrV0SEALhUIEgsHIc5WpNKjzJ+H79rWo7TR9hp7zuS40EomElFgN35c1UZCbwKThaTjcPqwmDV+uK6ZPipEEy7FZpUprCie+45Tx6SKYCefEYrG0WcJl9+7oNY9XX3019913HwBOp5OZM2dSUFBAVlYWv/rVr/jss88iyYufeuopPvjgg0hNtKP+9a9/EQqFopIcHxUKhXj00UejqrA899xzDBw4kLvvvptt27bx6KOP8vHHH0ftFwwGuf/++3njjTfIyMjgjTfe4B//+Ad//vOf2/X82xXQSkpKePHFF4FjsxwHDx7cYxdWuz1+th+sY9GKIhQyCbdcnse4ISl8vDx6rVbfduZPPBsmvYpf3TyCN7/cw6a9NeRmxDD/igHEW8LlHBJjtazaVkGcWUN6ggGFbSdBtYkYg4mqhujXXas+95lqB8uaWLLmEEXlzVx6UTqjBiYSa9LgsGQRM+lmmtcuQqpUEzPpZtQpued8vgtNKBTCvmc9Ok0fCvfWsGxjGRajilvGWrh9hBxFSxUhU0ZkVqEu72JshV8QdIbTmklVWgxDpnRL3wMeF776MkJeDwpLInKjKALamb4rLOX1Jbupa3RhjdEwb0Z/JhZ03xC+VqslNzeX4uJiUlJScDqdOByOyOMPPPBAm/vdfPPN6PV63nvvvVaPvfXWWwwZMiSq1M23337Lv//9byAcP2w2G5WVlZGyNBCuCPDpp59GbmvFxMREJVE+nXZ9E8rlcg4fPhx1SVlSUhK5JOxpdhTV8/jL61ArZUwdlcHmfXVcPDARp9vHso1l6DUK5l6WQ/pZ1gVrcXqpqLUjk0lJsepOWtwxI8nI/TcNp8XhQ69RoFbJaW7xsGV/LclxOnRqOe9+s4+fXZuHUT6MpqWvMG/cffzl0/LI8oDMJAN9UqMDr8vjp7zWTiAQJNmqx3CakiFlNS389sXVOFzhGkj7S5uobXRx84z+1Du8ZI6ZhWHQBJDJkWvbTs7s8fnZXdzAl2sPo1SEX9e8jJjT3tu7UPgaq6gr3osnLZ1lG8sw61U8NEWFctVfcfq9OKUy5NPvwjB4AhKZAlV8Bsnzfo+3+hAQQhmfgdLavmGVjuR3NNH43Vu0bPkGAJnBQuLch1AlZnV5X3qD7wpLee69rXh84clDtY0unnsvPMO6u4JadXU1O3fu5MEHH0Sv1/Pzn/+ca6+9liFDhjBq1CimTZvWZr1Lvb7tWbKlpaV8/vnnvPbaazz88MOR9pqaGqzWYz+WrFYr1dXVUQENiAQzr9fLq6++yo9+9KN2P5d2BbSf//znzJ07l6FDh1JTU8PPfvYzNm7cyO9///t2n+h8EQyG+PT7IuQyKT+aPYRXP9tJY4uHxFgtP7tuKJNHpCGVSrAYVCTEnvm0ZoXOypMvr2PXkRRa44cmc/tVA7GatW1ur1LIUZnD/wyhUIgv1x1m4ZLdaNVyrpmQzcB4iN37Hl65HMOgiaTtf48FV19Fhd+M0WwkJzM2aiirrtnF65/v4tvC8C+jnPQY7r9hGCmnqKl2uNIWCWZHLVpxkGkXH/sBIzdYTvm8tx+oZ8F/1kb+/m5TGX/88VgGZLVe0H0hCjqa8WistLSEBxLnXGRGte75Y6mlggHqlvwLZUIm3soDuMv2oskcjCZrMHJj971GnsqDkWAGEGhpoGHF2yTMuh+povsL1V5oXl+yOxLMjvL4Ary+ZHeHBLSGhgZuueWWqLa///3vrbb75JNP2LRpE6FQCJlMxmOPPUZaWvj8d955J3PmzGH16tWsXbuWuXPncv/990fusZ1KMBjkscce49FHH0Uubx1ejk8dHAqFTrqW2W638+Mf/5hJkyYxefLk0573qHYFtIsvvpjf/OY3BAIBCgoKePPNN5k8eTIjRoxo94nOJyqljBmjM/hg2X4aW8L5DU06FXaXD61WgVYhI9bUdgA6nU0HbJFgBuF0WCP6JzB5RPpp961rcvHe0vDMR6fbz8fLD1Iw0YvnwEY8gMKShCF3FHHxCrQhGbn9Wx9z58H6SDAD2FfSyDcbSpl3ef821zmV19ixu/yt2mVSCdJ2rotqanGz6ITh2mAwxMot5b0moMkMsWjs3xFv7Q9AjMJL0O047nELlinzqf/qZTzl4X9j+44V6PInEDfjrrNeUH+u/A1tpMQq2UXQbRcBrRPUNbZ9m+Zk7WfqZPfQTnT8PbQTuVwuYmJiuOKKK7jiiiuYPn06f/rTn9oV0IqLiykpKeGRRx4BwiN527ZtY8GCBSQkJFBTU0NWVvjqv6amhoSEBJ544gn27duHXq/nhRdewOl0ctttt3Httddyww03nMGzb2fqq9/85jeUlpYye/Zs9u/fz+DBg7FYLPzmN785o5OdD6RSCVeN60NuhoWS6vDY7NRRGdw4PZcv1h7m4RdW8+sj6Ytqm05dU+hEbq+fzftazwDcfqD1TMH2SIrVoa7bE/nb11BJ85qPaVq3CE4y23JXcevz2202nMVbaVz1AS3bV+BtrqGmwUlReRO/+89anB4vsaboL9QbpuYSF9O+CgOHKpoJ0nrGZmcuFD7fBLUxSDIKSNUHuH1yEvVeFVLNsati06irCfk9kWB2lGPXSnwNlQAEXHacBzbTuPJ9WnauxNd8du+bM6GITW7VpskaEtV3oeNYT/KZOll7V/v++++ZO3cudvuxPK8VFRVkZma2a//s7Gy++eYb3n33Xd59910mTpzIY489xsiRI7n00kv5/PPPAdi4cSOJiYkkJCTwyCOPsHDhQl544QUAHn/8ca644oozDmbQziu0PXv28Oyzz+JyuVi2bBnLly9Hr9dzxRVXnPEJzwd5mRaKK5pIidPT2OImN8PE2u2V1De7mDO5H06Pn89XFZOeaCDuJEOFbVEpZAzKjqGovDmqvb1XKVazhrmX5kQyTVQ1OPEOzkVaFF2HTps9jHpP21nSczNiWLz60HHHVDMrtZbqt14NN2QUsLVMz1vfVzJrYjYujw+PJ8jUURnYnT7qml3kpMcwakBiuwPS2p1VFOTGs23/sS9gqVTCmMFJp9jrwlJR5+DTPTIGZUgoMFThDqkwXnoHtq9fQqYzg0xOwHGsrp2u/xiU8RkEvW58TdXIjFZaNn9N43f/i2yjTs8n/tr7znmxtd/ehKfyIH5bLYqYJFRJ2ZEsIaqkbEwXz6R57SdACEVsCjHjr+vSPJO9ybwZ/aPuoUH4e2PejP7d2Ktjxo8fz+HDh5k/fz5abfi7Ly4ujscee6zVtr/73e84ePAgtbW1/PKXv0Sr1fLaa6+12u6oO++8k1/96lfMnj0bqVTKE0880Wqburo6Fi1aRFlZWaTWZkxMDM8++2yrbdvSroB2dJxz5cqV5OfnR24G+v2th6p6AoVcSp8UMzdOy2VXUT2xRi0VaicFeQlo1XIUcml4iO4MjyuRSLgoN4ZtBxooPlKUc3huPEP6xbV7/8suSifWpGb55nL6JBuJyTPgqdqK+/AOAJRJ2ej6j8V3qLLNYwzKtnLRgATW7wqvg7pxbByedX+NPF6dOplXPg0v/g6GYPzQFD5dWYTN4cWoU2I2qFi/s4rUeD0p7ZgU09DsIjPJxJI1h7j9qoHsKKpHLpMwOj+JnLSOXxt3vvL5g4zMT2LR8oO4XTquHqqlsRH0k36JWhZC4i3D11SNwpKM3BQHwSCNy9+K7B93zX00ff9u1DHdJTvw1ZQgzzKfdb8CbgcN376Bfdu3kTbz+LnEjL0WiUyBTGskZsL16PMvIehzo4hJ7NRsJb3d0ftknTHLMTU1lRUrVrT52LXXXsu1114LwL333nvK49x8883cfPPNpz3f7373u9Nu86c//Sny/yaTiZdeeumU21ut1lZLDM5EuwLaiBEjuO222zh48CALFiwAwiVl2pr50lPIZVLSEgwcKG1EqZAiAfQ6Ja8v3hWZQTgoO5b+WRYsxvYPB/gctSy4a3R4lqNUSkq8vt2VoeubXXy9roQla4rJTbcwMMuKPj4W87W/xNdQTigYRBGbglxngpMEtLgYLffdOJyyajv+QJBMnYuateH1dDKdmX21x4YGJYBOo4hMCLE5vNgcx6789pU0Uucxsv1AHZnJxqjn0dTi5tvCMt5ftp8ZozNRKWT897Od9Ek2YdIryUo2oVD0njVVWrWcFoeUtHg9X6yt56+Vx4Zsbpiay5UJalq2LCVm/HXIDLHUff581P6+ujJCAd+Jhz3nemW+uvKoYAbQtPJ9dP3HoDqS7UUqV6JKyDyn8wjtN7EgrVun6V/I2hXQFixYwMqVK7FarQwcOBCAhISEHp3L0eP1887Xe1m1rZLcDAsh4JMVB6Oy5W8/WE9Rue2MAhpAjEFNjOHMb/Kv2FzO/74M3zNbs6OSNTsq+cOPxjKorxWZNq/dx9FrlORlhmclBv1e9PnjsW9fTtDnIT7OCNQA8NnKIu64Op+Jw1NZuvFYyq6kWC1NLW5+/9/1kbYrx2Vx8/T+6DThJQgbdlXzyqc7AXjnm31MKkhl1sRs1Eo5aQn6k87qvBB5vQHeWLKbEf0TKOifQOHeGmqP3ORPjNUyLDcOlVqFRCanccU7xExofW/AU3kATZ9huIo2R9qkah2Kc0wEHfS2MdkgFCTkdbduP7qPz4O3vpyg24FMY0RhSRQTRIQeoV0BTSaTMWHChKi22bNnd0qHukpds5vV28NXOXsON5AQo4uq6HzUidPZO0uL08uS4+59HbWzqJ5Bfc9+oatUriRm/A+Q6S3UqtJocshIjddTVmOnxenjxY+28/sfjcEao2HphhLS4/XcPGMAv31xddRxPltZzIRhKeRlxuL1BVi8+hBymZQBWRZ8/iDLN5WhUcn50eyuKVh5PqltchFjVCOVSlixuZSfzR1KXbP7yExRSIs3oNLGknTjYzSueIdQwIdMZybgaAofQCpDmz0MqVqPTG/CVbwNZUIWlkt+gNJybvchFZYkpFpjZAE3gCIuHXlMQpvbhwI+nAc24anYj/NAITKdGeOIGWj7Dhf31YTzXq8thqRUSEmwaBk3JJkkqx6VQsbw3HgK99REtpFKJaTGd02JDYVcijVGQ2W9I6o9xnjuv4wVMQlYJt3E54t38cG3e5k+JotLhqUQDIbITDbRLy2Gvqlmpl+cwd7DTew53HCsMOVxbM5wcJdJJQzPjWPM4CQ27q5GrZRx21UDUSp6xyLqEykVMmx2L1+vL2Fgn1ge+Vc4T6NcJuG+GwoiFRHUaXkkXPdrgj43upyLaPjuTdxle7BMuAFb4Zf46stRxKagyRoCSMP32s6RwhxP0vUP0/Dt/3CX70WbPYyY8XNPukDe21iDu3Q39p3fYxx6KTJjLEFXC57KYjRpIkOMcH7rkoD297//nVWrVhEMBhkxYgS//vWvef311/n8889xu91MmzaNH//4xwAsWbKEV199FZ/Px5AhQ3j00Uc7Zfq3UafktisHsnj1IQ6WN3OowsY91w5GpZSxdnsl8RYt91w7mMzkzkt/dTy1Us4NU3PZXVyPPxAe97Sa1QzsE4vD5aOizk4wGCI5ru17cgFnC77GSiRSGXJLEjJV6yG/3YcbMeiUpKqdWCQNtEjUbNrtYuzgZCQSCQfKmvnT6xuYPCItchV3lFIuJSk2fEyZTEp6opGnjyurs6+0kQdvGcm/F22nrLqFKSPTGZoTh1F34Q9V+fwBVm6r4Iapufzviz2Y9Ep+MCqGnAQFOmkFtsMt6BLSkKl1SJUqpEoVcp2JhNm/Iuh24G2oxFdfHj5WfXnk/43DpiA7SeA5E6qkbBLmPEDQ7UCqNZzySivotuPYt4HYKfMIOFtwl+1BGZ+JxNFEwHNmy1gEoat1ekBbvnw5Gzdu5O233wZg7ty5LFy4kPfee48PPvgAiUTCddddx+TJk0lISOCpp57i448/xmQycffdd7N06VIuvfTSDu9XWbWd1z7fhVIhI9mqo7HFwx9f20BuRgyzJ/cjPkZLQV7bwzKdZWBWLH+5dzzFFTZUShl9U83IZVL++lYh645kbx/c18pPr4se1vPWV1D76XN4ysO11XT9x2C5dD6K43LySSQSLh2RRorvMKo1/yTkcZIsVzL80rsIBQNIpDKWbwovyF6xuZxbrxjAd5vKOFDWRGKslp/MGULqkWwjXn+AxWsORfXh6vHZ/Pn1DTiOVAvYtLeWO6/J5+ozKFfTU8lkUlQKGT5/EKNOySPTdFg9B/Ds3IO7dDd1gCN7ONbpd6IwhxO5+mz1BFoakGkNSBVtBxiJvONSy0mV6nYt3pZp9OgHjCHgdiBV6dD1G0HAaUcSCuKpK++w/ghCZ+j0gDZ27FgKCgoiU/9NJhMOh4MpU6agVIY/yFOmTGHp0qWkp6czYsQITKbwVdG0adNYtmxZpwQ0rz9ARV14eG/KyDTW76oiEAzRbPewZPUhfnfnxR1+ztORSiX0TYuJ1FsDWLKmOBLMALYdqGPVtgr6xR77p7NvXx4JZgCO3avR9h2O4oTaWiMzFDS88TLBI7+0Q34v9q9exJyejTIuPTJk6A8EeeWznVw8MJFpF2dwcX4i5uMmuUgloD5heDEEONx+5DIJY4ekkGDR0tziodHmIuYMJ9X0NPExGm68LBuXDxbMSUO58kXoNwJ36bHpx66Dm3Du34hp5OW4SndT8+EzBOyNSJQaEq79JdrcUTj3rotsrx88CcU53j87G8rYFLR9C/DWloIEmlZ9iLfmMEhlGAum06f/JV3eJ0For04PaHK5PLJubevWrZSWlpKYmMiAAQMi2xxde6BWq9tMXnkim82GzWaLagsEWlcKPpXkWB0ZSQYOV7awaMVBHr7tInRaOUeX1uk0rV8anz9ATaMLmVRCgkXbJZkwNu+NroAtl0lYv7Oa/MvCv/SDPg/OAxtb7ecu2dWqWKTS10LQfWQYUSKFUAiZJZnqlhBy7EwYlsryTeUEgiGCwRBrd1QyeURqVDAL90HGrIl92byvNjIrVCoJ31ubf8UAvl5fwveby9BqFKQm6Bk3JAWF/MKdwh9wOxjmXEMw6yJ0QRc+nQlPVVGr7ZwHN6HLu5iaj/6PgL0RgJDXRdU7vyf5tj+hyxuNt6oIVXI/1Gl5SJXhHwJ+p42gw4ZUa0SuO/chyNORxyQS9Hlo2bgkHMwAggFsGz4nLjUX6NvpfRDO3IVSD23x4sW8+uqrqFQqfD4fCxYsIDe3ffdvu2xSyMaNG3nooYf4+9//znvvvdeuJJUna3/ttdd47rnnotqsVivPPvssO3bsOGkfCguP3fORSCTcedUA/vr2Vm6clodGrWDj7ho+WVGEx+tn3NAUrhqXiaM+/IFWai18s6We7wrLUSpkXDc5m7xkKT63/ZTnORcymYy8dCNrtlcybkgymUlGnB4/qXF6gvgpLCxEqVAQn55/JGv7ceKy2Lx5M8HgsaKlSQYVsvhMmnNnUuJUExdnZmeJg09f3AbA/Bk5PHzbRZGr1YsHJqKVNFNY2HrNm0ar45HbRrB+dy1qhZQBmTFcMiyF9buquWRoCl5/uNZcVb2THfvLCTprWx2jLR312nXlebItagJbPsOamMxeXyLxjiZ02cNxl+w8tpFMjmbgBBxVJQRaomvaEQpiqy6jLGhAHj8Mv9tPaF8xUulh0rUhHMtexd9QjtySjG7yrZS6ZK1+wHXk85FIJORZlLhKWy9w9TfVRpLadrbz/b1QUFBwVvu17FhB47f/w2+rR26MJWbSTRjyO+bKt6fXQ/N6vbz88su88sormEwm3n//ff7+97/z/PPP0x5dEtDWr1/Po48+yksvvURmZiaJiYnU1BybTVhTU0NiYiKJiYns2rWrVfuJ5s+fz6xZs6LaAoEAdXV15Ofno1K1nohQWFjY6g3odPl44JYRyGRwqNLOO18fy7O3YnM5VrOGW68YjkQi4e2v97JsY/gegtsbYOEX+3jsjlGMKMg97XnORWK9g3pbOCXVG18cy+s485JM5l0xFKVchjc5Fu/hnfhqigHQ9C3AnDuSOHPrWXKbPT/jd69vRSGXMvMSAx+tLIk89vJne/jFDcP48Zyhxz2filbPp8XpZfmmMt5YsoVYk5opI9NJSzAyfXQm+0oaeWPJnkhqH51GQc5NBe16TTr6teuq83hqS1H3GYbUEMt3671cPXgOen8lyqRsvJUHkar1WKbMo2Xr1xjyJyBV649dKR9hSkglPin6fqOvuYbyVx6MTLn3N1TQ8vmzDPzh0yiOmwHZGa+bt6ESVUIm7pJdKJNzMI+6Cr+9AalSw8CkWFQJGac/yDnoqe+F02nZsYK6z18k5A8vEfLb6qj7PFxrsqOC2pk6n+qhKZXKqKLRVVVVJCe3zjd6Mp0+z7qpqYnf/va3/Oc//4kkuDx6z8zj8eD1evnmm2+47LLLGD9+PIWFhTQ2NhIKhVi8eDFTp05tdUyj0UhqamrUf20FvtNZua2Cwr01KOUyDpY3tXp81dYK7E4fdqeXb49beHzU9oOtEwF3tMRYHWOHJLN6W/RV0qffH6L8yCxEpTWFpBsfIemWJ0i+9Y/EX/0zFG0EM5fHx5vfHg5P108ysvdwY6ttVmwqa9V2ol3FDfzro+043H5Kqu3897NdrNtZRXKslt2HGqLy1DlcPrYfjE6yG3A78DubTzxsj6W0JKHPG4W/uY68DAuHpJl4Mi7GOOV2Yq/7LZZrH8B5YBOalFya13+KeexskB39LSnBMnkeijZqofmbagk6baiS+2EYeimq5H4EXXb8Ta2H4Tuap2wP5tGzkJriMI+6kppFf6Ph6/9S9/nz1Hz0DJ7q4k7vw4Wo8dv/RYLZUSG/h8Zv/3eSPTrf0XpoAwcOjKqHduutt/LCCy9QVNR6+BxOXw/tnnvuiWo/WT20thz97l+zZg2/+MUv2v1cOv0K7f3338fpdEZl5r/66quZNWsWc+bMQSqVMmfOHLKzw79O77vvPubNm4dMJmP06NGMHz++U/pVVtPC64t3MTo/iUAg1OZ6s/REAyqVDCmQlWyMTCI5Ktmqa7VPZ/AHgq3agiHweI8FDrnOFE6JdQpeX5D65nCGiIZmN8Pz4tm6P3qbfu3Iv7h+Z+uSI1+uO8ykEWk0tbRenH70nEG/D1fxVhz7N+LPGotGrcQQl4Bcbz7tOc9nfkczDd+9iTylP6mDh4KtCm/hchrLtkF8X8xDJ6JKzKRxeXimr23DYsxjZqEwJaCMz0BhTW1zpqNUo8cy+Rbcpbtx7t+AKrkflsnzkKo7d22kr6mG+q9eIRQKEj/7VzQuewOCx95rvvpyPBUHUSWIIqBnym9r+0fwydrP1IVSD+3yyy/n8ssvZ+HChfzyl7/kxRdfPO25oQsC2h133MEdd9xx0sdONHPmTGbOnNnZ3cLh8tFs9xJv0RIIhSdBzLykDzqNgmAwhD8QYkBWDMojkxlmT+rH5n21OI9MS89INDD4HDJ4nImkWB0Wo5oG27F0RSlxOhJjzyygmvQqLh+TyWuLd1Pb5CI+Rht13FiTmvFDT59qKSW+9XkzEo0o5DKmj85kV3H0PaJLhoWP6anYT6XfxBrGc2h1C5lJMob4PQzud0ZP47wT8LhAqWGreRJ98KDZ8gbB2iNXMMUbkQy8GHfZsVmoflstTd+/h6bPEJKGTDrJUUGq1mPb/A3+xvDVuXP/Rry1pegGjuvU5xPyeSIzYf3Ndfhtx66wZaZ4zGOuRWrq2iUtFwq5MTbq9Ty+vSP09Hpof/zjH9m6dWskM9WsWbN45pln2vv0e2+mEIVcyi0z8vD5gxRXNOH2+CmusLHtSO0ys0HFwKxjVZr7pcfwzM8voaSqBYVcSlayCau5a6ajx8VoefSHo3jji93sKm5gaE4cV1ychNlw7F5ho81Nea0dmVRCaoLhpAmRJ41Iw3+kavf3W8q5/8bhON0+pBIJGUnGdgXJEf0T+WRFUeTKS6OSc+W4LGRSCQV58dw9axDvLd2PTCbh5ul5DOwT/rC63R6+2eUjIVaHXO5g095aAqEQSrmMvKyu+XHQGbwhBb4RN/HKh1U8c7PyWDA7wlW0pc2sH4qYU98b8DfXRIJZpK2pGn9TNYpOrHItM8aizhiI+/BOHLtXo+s/hpZNX2K94ieEfG7sW5ci05uRhHyoM4cgk124M1g7Wsykm6LuoQFI5CpiJp0feXG///57nnrqKd56663IkOLZ1EM76te//jWzZs2Kqof205/+tFU9tKNaWlr49a9/zUcffURiYiKFhYWR0bv26LUBTaOS0zfNzD/f28rE4alYzZpIMANoavHwzcZShubEIT9ylZYab4gsLu5q2almHpw3EofLh16rYMe2rUB4iKC0uoU/vbYhUrB0aI6Vn143lATLseBU3eBg3Y4q1u6sZMygJP7w4zFYDBoMuujA53D5KK9pQSaTknSS4JaeYOCPPx5LUYWNQCBIZpKR9MTwlF6jTsWV4/owdkgyUokEk/5Y0G1QJGHUN/L213v5wWU5TL0oA6lUQiAEgWDnz5rrLKFggGZNKl5/HQqVCo9ECqFjw8SOXStJvGkBjp0rI1c+EqUGwymuzoCTZvTo7ETBMpUW6/S7aFz+Fo696zEMmYLUYCHgbIrc61FYkqn/+lWsU3+Itk/vy995to5O/OisWY7nqrvroRkMBp588knuvfdeVCoVoVCI3//+9+3uf68NaFKpFI83iEYlJ8mqi9QvO97+kkaa7V5cXj9Ot5/4GE2rNVldSa2Uo1ZG/5OFQiG+WV8SCWYAW/bVsXV/LVNHhQOS0+3jXx9tZ8ORGmnbD9TTN9XEY3eMjjpWdYODVz/bRXaqmco6Ow6Xn3FDEnF6/GhV0edNsupJsp78Xk5b1QakcjkSiYQfzR6M2xNgy/5avP4AGQmGHl3d2i7RsrmolDizmrqAgcQRV+LY8EnkcU3eGFQJmSTP/0NkfZoqIQtlfPopj6uITcEwbCotm7+KtBmGXtpmlemOprSmEnf1z7A4mpEqNSgTMqh664lwn4ZOwVN9CJnWSNDjimSaEdrHkH9JpwSwC6EeGoQnDU6ZMuW027Wl1wY0nz9AXZOTySPSkEgkpCe2vvKaMjKN1dsr+O9nu/D5gyTGavn1vJFkp5q7vsMn4fGFA8OJ9hxqZOqoTAAqau2RYHbUgbJmympaooYtN+6qJivZxLvf7IskJ161rYIHbhnR6t7agdImCvdW4/EGGNE/gZz0GOSyU0+aDUrkmA0qtGoFG3ZVMWl4WjjhcSiEPxAkLqn1TL+eQBLwsWprOT/7wVAOVLawtqEfY8b9BI2zCq8mDps5gySNHplGjzKu/XWwpEo1MRN+EM7cUVeK0pqKKrlfZMF1Z5MqVEiPpOoKuB1IZEoMwy7DW30IRUwCvoZKvNVFyAwxaFJF4mKh+/XagEYIVmwpZ86kfpgNSuxOP1NHpbN0QymBYIgBWRayU2N48pVj6Yiq6p08/8E2Hr9rdKQuWHdTK+VcNCCRovLoafD52cffk2r76ufEq6KtB2pJiTPg8viRSSWMHpxEslVPcUUzw3LiIlnj95c28pt/rsLjC5Bs1RE8klkkLyMmMjzbFofLR1qcjop6F5OGp7G/tImPlh/E5fGTmWTkjpn5nPqa5fxk1YZ4fHYSrvq9eLwJfLahls8AjcqEx+tErdrPPzPTzuqeq1xnRp4zAl3OiI7v+Gn4WxoIup3IDDEoLYnETLoJT/leQl43Td8fW3vkLt+H8tr/h0zTPcPxgnBUrw1oapUcvUbBqm0VzByfzaHKenIyLAzIisXvD6JWySirbj0Mua+kkSa757wJaACTClLZUVTHjiPr4iYMT42agZkcp2N0fiJrdhybbp+bbiYlLnrIcGi/OKobXchlUm69cgBLN5SwcksFVrOaAVkWhucmIJVKWLO9Eo8vwMX5iVjNGj5bWcxHyw8ybVQGc6aEEzu3JTXBwF9eW8cN0wdQ1eDkza+Ozfw7VGnjzS/30i/NjFZ9/ry27SFTaZFueAulOQOF4dh6yKNXuYFgiGAXZNboKKFgANfBLdQueZFASwPK5H7EXX4P6rRcgo5GbOvCw6nymER0uaMgFMTXUI0sRQQ0oXv12oDm9vqZelEGL3y4jRljMkiM1fP0/zZi1KlQKWVU1jm4/4bhrfZLjdNhOI+CGUBynJ7f3noRFXUOZFIJyXF6NMfd89KqFdwxcxBDc+PZsKuKIf3iGDUwMWq4EWB4XgKb99UwqSCVJasPUV4bXrhd1+TmT69t4E8/HU+Lw0OL04tUKiE7xcy6nVXcNSsftUpBwB9g3+GGkwY0i1HNz28owOsPsq80vKi7b6qJK8f1webwEgiGqGlwdlnJno4ScDTjrdiPpPoQ/WdegU4tj1QdAJg1IZu4LpoR2xG8tWVUvf/nyNozb8V+aj/7J0k3PoZEH55dqRswFk3mYAKOJkIBP/7mavzmuNOuhRSEztRrA1ooFGLdriqykk2s2VqJXqfk1isGsu1gHU6Xjykj0qhpdDJzQjaLlh8EwjMjf3zdUIz686/Gl16rJCf95HWu/IEgsUY1107sR7xFEzUD8qjEWB3jhiQTb9bw9fqSqMemj87kr29tIhgMMWtCNtv211Fvc3HdlH4s21jK5r01pMTruWpcHxqanVhMrYOa3x8kJIHyykYSYrQM7GNh8oh0Nu2tIS3BgN8fZGdxPXqNAutJguL5Sma0ErDVQWMZcy/N4UBZM7VNTgZlW9Go5PgCwciaxvOdr7EyaiE1gLeqCH9LPTaFCXVGPtrs4UhjkjmkH0J5rR2lQ0ZanZ+crsk1IAht6rUB7eiQWYvDx8uf7uSXNw7n8VfW0SfFhEYl5+2v93HrlQO4+pJsLhmaQovTS1KsjuS4rqlg3ZGKK5p5+MXV2BxeILyA+vE7R5Oe1Dpzu0GrIjnOgEYljwyZSSThq7ySqhZ0GgXNDi9Xje9DklXH+0v3s6Oo/sh5bPzro+08esfFrQJaUXkTX647zOptlfxpXg6eij3MmTSUdbsqabZ7WbE5nKdSKgGdWsHEgh4U0KRSTBddScO3b1Bhl/HqV7uYNDyVYbnxfLexlOoGJ2MGJ5/xQvju0lZRUalGj1SppbqpjkFX/gTnnrXslefxp9fXRVKdpSca+Ol1Q+mfaWm1vyB0hU7P5Xi+MuqUxBjUfPjdAWaMzqSqwcGv541EJpFQ3+TmtqsGMGF4KhqVnJz0GAryEnpkMAP4et3hSDCDcCqq1TtaZ9A/Ksmq455rj5V1kEmlyKThCSQOlw+3N8BnK4uQSiWRYHaUxxeguj46RZjL7eP9ZQdYvOoQTS0eXAEZ8h2L8XrcxMdo2XpklqZOo2BYbjxLN5bS0Ow65+fdVaQ6E56aEsxjZhETa+b/3VhAv/QY5FIJN07L4weX5bZabnE+U8ZnYBh22XEtEqzT74rkB1Wa43FnT+K9Zfuj8naWVLVwsKypazsrCMfpOZ+yDub3hyiraSE/28r7y8IJDeUyKcPz4rlr1iByMy6MX5mBYIiD5a0TAR9qY93dUQ6Xj9R4PQvuupiGJieJ1uib/Z98X8S91w3B7fFFXckdZdRHD31W1DlYtTVcqUCtlLK3Jki/QdcQ8jjQacL3liYVpGExqtiyv5Y4s4aKOgcWU8+47xS0N6EwxOBrqMSQNJ5vVpWzenv4B4NaKeOn1w1ttYD9fCZT67BMuhn9wHEEHM0oYhJbrZlzegNU1TsjfyfGqnj4ttGnXbohCJ2p1wY0t9fPd5vKSY7TM2VkOn5/gNz0GFLi9SRYetBw12nIpBKmjExvlV9x7JC2F+c22Ny88skOlm8OB6BYk5rH7riYlDg9v54/kpcX7WBCQSr//ngHCrmEG6bm8Mqnx0r+DM+NIyc9OsGxQi5Dq1aQbFEzd1QMO+odfL7Lz33Xx1FfYiPZqkOtlPHBtwcAOFjWzNb9dTz9s/GRDCTnM4lcgW3jEmRGK1VpwUgwg3CpoXe/2UefZBNpbax1PF/JNHo0GfknfTzFqmH0oCQ+X1XMn348msp6F/9ZtBOTQcmkgjTys8xtlnEShM7UawOaSiFDr1GweFUxt14xAItRjUGnxOn2c7C8mUSLj5RuSnPV0Ub0j+e6Kf34ePlBpFIJc6fknDSx8t7DDZFgBuHhyXe+2cf9Nw5n7OBkBmZZ2Flcz/tLw7noVm2t5O5Zg/D4AiTEaBmQZWmVJSQ90cDPZ+cRV7ESyfIX6HvZn/l4uZPqJi+fryrm1isH8syb0UUWXUdya/aEgKYwxWG59FY8FQdocfpaPV5S3YLb629jz55LpVIxYXgKibEaDlXZefHD7ZHHVm+r5JHbL2JYrkhgLHStXhvQ/IEguRkx7C6uJyVOjy8Q5I0vdnOwrBmpBK4Ym8UPLsuNykXYU1mMGm6a3p+pozKQSCA+RnvSVFNHp+ofb2dRPQ6XD6VBhtmgjroftLekkb0ljSjkUv7xy0knHSbMNzmoWbwIsi8mLkbL9ZflcKjSRoxRxZ5DDShkUjwcux+jUclRKXrGrEAAeWwyAaeNhDae/6C+sa2GYS8EfZJN6DVy/vDqxkibVAJatZx9pU0ioAldrtcOeLs8fj5fWcStVw1EIoXV2ys4WBa+1xQMwacri9lZ1PkFPLuKTCohMVZHgkV3yryJGW1cERXkxaPXKKO2SU+MniBz7cS+JJ5iqDZkrw8PyeXM4em3t1Fe08KALAs3T+/P/tJGpo/OBMKTdW6Z0Z8ZYzIprWlhf2ljVA2l85GnqQbXvg00fvsGsb5KbrtyQCQYZyQZuGFqbpvLJHq6PYcbCASOZZwZMyiJG6blcXF+Ejq1grom52mOIAgdq9deoem1Sgr6J/Lyop38aPZgdhU1tNqmuKKZMYM7PxHs+SQnPYZrJmTzyYqDBEOQlWTg2ol9UciP/fYxK7z85oZBbC5u4VCFjWF58eT3sSI7xYQAudGKL2cKJXVeMhINTChIpdnhpbbJyQ1Tw3kAs5IMBILwzw+2RoqXvvnlHv7w47H0z+y8cinnKmhvwFb4BQCSL/7MkMvuI+vWAjz+EGaDmtQeOjv2VOxOL8s3ldNoc3P1+D58ufYwGrWC/32xJ7LNpj013HfDMAy6nj/KIfQMvTaghYD87Fj6Z8agVcnJSjZGFdAESEu4MO6hnQmTXsUtl/dn8og0vL4Afldj5D5WKBTEVbyNuiUv4W+qZmT/0Uy77CaUlqTTHleZmIWiJUCgPMj0izM5XNnCwiW7I4/3STby01n9WLmzmYA/wC+uH4ZGJUMmleLzBfH4AuftEKREpiAUOHKPLOBHvuplzP2nous3nPiMM/tB5Lc3QiiE3HB+z7K1O71s3F1NY4uHaydlc+O0XJ58ZR1ZiTpuHqnBHGzEK7XTUleDQdf+hMyCcC56bUCTSSTsPtTA7uIG4mM0TB6RRnGFLRLULhqYyIA+5+9VQWdSymVkHUk/VVh4rFilt7aUqnf+CMHwl7dz9xqCDhsJc3+NTHXqmaEytY7k3Dz6hOrwB4J88n04+0pirJbLLsrA6wvQ5JLT0OLmvhsLcLh8rNlWySW5GrR6FQdLJQzoc34WAVXFp2MYNpUGRSLNxj4cbpLw8feHkKzcx43TpIwfmnLSgqtHBdwOHLvX0Lj8LUJBP+bR16IfPPG8TSUVCIZISzTQ2OLhoRfWcNO0HDRqBT+9GOQr/ooyMZOY5H6Edh3Cb7n2vA/QwoWh1wa0uBgNWUkmPllRxP7SJpzuAPdcOwin20+MQUVOekwku7wQ5muoiASzo9wlOwnY6gmYVHj9gVO+ZgqlioRYPeW1LbQ4w2vYLh+Txauf7yIYDCGRwD2zBqNUyKiqqOLHQ5qwr18IQT/6ghk0a0diSjz/hoBDwSCNmVP447v7mDpKylvHJV1+4YNtmPWq0w5du0t3U7f4hcjfDcteR6YzYhh86iKg3UWnVTBpeCpFZc3YXT4OV9mZNzEZ1eZ/Ypx4A97KIhx71qKMS8dbWyoCmtAlem1ACwE257Ey6Jv31bB5Xw1SqYSXfjNFBLM2yNSt7wXJY9PY16TgnQ/XUdPgZMaYTMYPTSH2yGy/UChEWY2dynoHsUY1K7aU0z8jhtH5SWjVcj5bWUTwSLXqUAhWb69kwrAULk110vRZuBigZvCluFwe9DX74TwMaH5HM0t3NJFg0UYqHhzvu01lpw1ojj1rW7XZNn2NfuB4JLKz/5iGAn5CwSBSRce+nyVICIZCXDE2C4kEpFIJgzKVKG39cexZi7eqCFX6AKQjr8PeUI3CUoPiSG01QegsvTagldfYSbDokErCsxqPumRYCrHG7qtKfT5TxmegGzAWx65VkTbXhJ/xyL/X4w+EX8SXP9mJy+3n+qm5SCQSth6o44n/rMXrD5KXGYNKIWPTnhpumdGfFqeXbzZEJ0Heur+WeZf3x1e4AXlcJjWjf863W6rI1JpJQ0dGrY2kuPNrbZo9qORQlZ1mu5e+aWYuuyidWLMGCVDd4MTSjveTIqb1FHdFbDJIz24icigYwF22F9vGJUhUOrT9hqNJHYBMe2YTVEKhUJuzYpVyKau3VdIvzRxpW3/Iw5TMfBy7V+G77q9sLHHjPegnNyOX2joZA82tDiMIHarXTtsPBEJ8+v1Bbr1yIEmxOuQyKWMHJzOlIO2URSp7M5nWSOzUH5J4wyPEXf0zkm/9I6UtskgwO2rRioM02Nw0tbh57t3NeP1BAIrLbeRlWDhUaeOpNzbS4vQyakBi1L5XjMlCJgWpLoaGi3/CgSoXeZmxNNpc+IIhqhrPvxyPzc4Ag/taKa+1M2VEGvtKGnn7q7289dVeDlfaGDng9OuxtP0uQnpcgUyJQo2xYBoSydl9RD2VRdg2fYXCkoS/oRzn7rW4y/ecfscj/LZ6bJu+onLho9QvW4inJvqHh0at4JoJ2by3dD9vf72PN7/cy5fry1BYM9BePIfC4hamZ7mZFlpBSuG/SKlfTXNp0Vk9F0For157hQaws6iBA2XNjBmUzBijii37aqkVa2dOSa4zIe8zNPK3qqas1TZajQK5TIrd6aO64VgA8vgCVNQ5mDO5L59+X8wbS/Zw/03DQQLrdlbRN9XMgD4W7vvbCl69ayQNzVIkkhBjkj3g34F3bwnqPsOoL8sjNjWzC55t+4SCQarqndw0LZct+2o5XNUSeexgeTNb99cyIOvUE4xUCRkkz3sSb3UxoWAQZUImqviMs+6Tp+YQMrWOplUfRNqcBwuR3/z4aY8b8vtpWv0RtsIlALhLd2Hf8T3J856M2s7u9HLjtDy8vgAymQSvL0C9PB539mVM91fT8MlfCTptkWMYR15BICEVmVIM5wudo9cGNLNBRXaqiYNlzXxbWBpp7ykJcc8XfVPNWM1q6pqOLXm49YoBmPQq5DIpOekx7CtpjDz2/ZZy/nb/BKZdnIlEAnFmLQW5CdQ3u3B7XLz/7WFCIfj1e1Xce30ieTEeHEuexd8czsjvOrARQ8EMfPG3oFCeH+ub4qxGKmptpMTp2Hvccz1q76HWaxzborSmorSmdkif5LoYGra+EtUWdNnx1paeNqD5mquxbfoyqi3QUo+3tgQIDz+2OL28vmQPlXUOjDolXl8AtzdArElD/8wYZA0VkWB2VMumr9DnX4Isue+5P0FBaEOvDWjNdg+Thqfh8QYoq7GjUcmZOSEbh6t1Lj7h5JLi9Dxx9xi2H6ijweZhUHYsORnh5MQ6jYKfzBnC029spLTGjlop465Zg0iN16NSyKmss7N0YwnV9U4G9onFqA5GytRUNjiRy6Rom6toOBLMpJkFuJKHEfC70dVXoEjK6rbnfTy1p4nbR6n4stjG4L7WVhlmBvWN6/I+yQwWaGO4UiJtz3C6JFwE74QELcffS5MAqfE6po7KoLbRiVolR62UIZNJyU6NwVbXxlCpRMLRgCgInaHXBrRAKMj+0kZunJqLzx9EoZBxuLKZU2SFEk4iNd5A6kkSOfdJMfGnn4yjtsmFVi0nEAyxamslOo2c1z7fRWn1sdyR984ZxMX5SazYUk4wGOL1xbt4cEz4/lvgknuoNOSSEGvAFwhSJ5ET5/ahUSu65Dmeit8fQPP9P5k+4zGqPGqG5sSxZV84CI/sn8CQnK5fP6dKzMI8ZhaNy9+KtMl0JpQJmafdV2GOx3TRFTSv/STSJjcnoIhLh+bwvTS9VsklQ1N55s1NkW1MeiW/njcyvL01DZk+hoD92BWrceTlKBLEImuh8/TagKZTKcjLtPDUG8eyvPdNNTE8V0wt7mhGvQqjXkVpdQsPvbCKphYPN07LjQpmAK98vodnfjGeh+aPZOW2CkJBkMaaUfQZjjNpECF7gD+9vpHqBif52bHcNC2P/OzuX2zdLNETnPEQFS4Vf39nMz+YksOUkWlIJBKKy5sJhbr+V5JEIsE4fCoKSxL2XatQxqWjGzgOqVyJ39GEXGc++b4yOaZRV6OMz8SxZy2q5Gx0uRejMMUB4YDWaHPz4ZFyP0c1270cLG8iP9uKNjWH+Fn349y3AW99Odq+BajTBiCTiftnQufptQHN5w/yxhfRs74OlDVT1+w+yR7C2SqvtVNSZaOq3klTS3jtXzDYOuGw2+NHJpEyKj+JUfnH0mk5x99GwCXlmTfDywP6Z1pIizewbGMpFoOK5G4u86OSSVhdpwDCVcHfWbov8phOLY8kXu5qMq0R/YCx6AeMxd/SgG3z1zSv+xSpSoNl8i3oci5Cqmx7SYFcH4Nh0AQMgya0+bjPH8Dhbj0873QfW3ivSR+AJn1AxzwZQWiHXjtt3+Xx42zjA+n2BtrYWjhbxRXNPPCP73nuva1U1Tsi7VKpBJUy+n7OlJGpWM2tJ+UYrXFU1TkBCbdfNRCtWs7KreU02NzU27r/B0iL3YnDHWD19kouH3vsvp5UKuGOawaRGNv9mfbtu1bR9P27hLwuAi0N1C76O57y/Wd8nBi9loDHRbwlfP/seFIJ5KafPCNIwGXHWbaXuoN7cdaUEwqKz5rQsXrtFZpaKeOiAYms21kVaVPKpWJRdQf7ZkMJNkf4yiUu5li+x89WFnPLjP4U7qmhotbOlJFp5KeFZ0aeSKtWoNcquOyidD5fVUx1Q3hpReGeGspr7Pz53vHtWrzcWeRyBUqFlINlTQDcND0vfF9WJiUr+ewXgVfU2mm0uVEqZSRatGedtT7gttOy6avI3zKDBVViHzw1h9BkDWrnMRw49xeiWPMhlSsVxIybw7jBechkEr5eV4LVpOb6aXn0TWk792TAaePwnr0s2+9j7QEH/RLVzLokSE4/cU9N6Di9NqB5fAHSEgxo1XIK99SQGKtjwrAUbE5vd3ftghEMhigqb478vWJzGbdeOYBv1pfgdPsJBIL8/AdDUcplGHRKCgsLgbZnLqbE6WmweViy5lBUe1WDk8o6R7cGNHdQRrJVz9xLc3jzy73sPRyeCHH1+D6kWM+udMz+kkZ2H2pgzY5KfL4gE4anMGpgIvFnUVdNIlcij0nA11CBadRVhPw+3KW78dWW4qk53K71bq5D26hb/ALG4VORKDV4aw5j0RqZM7k/YwYnsbu4kf9+upMYo4pZE/oyICsWqVRCMBhCKpVgr6/jtXVONh1oQqWQ0WRW8+8virnfoCMpUeR5FDpGrw1oJr0KpVxKnxQTafEGpFLwBYLEGM6PtU0XAqlUwpQR6ZH8hsUVNirq9vLwrReRkWwkxtD+IJSZbIpc6QFYzWomF6QfOQ+RL87uIJNK8Pv9qJUyfv6DYTTYXJj1apLjdKhVZ/4Rc7p9HChr4j+f7OBobdO9JY1oNQqmnEVAk8qVmMfOBiR4a0txFW0BwFtzGGfRFpLn/wGF6eSTa0LBALaNX2CZeCNNaz8mYG8CQFtdgkubxKY9Dfzro+2R7Qt31/DUveMorbbzzYYSMhONTMzTselAE1OHxDA11Y6hbg3EZSK3xwEioAkdo9cGNL8/QIvTy5vHZUY36pT88qaCbuzVhaegfzw/mzuUuuZwxpD4GC1ZKSZM+jP/4ZCTHsPlYzJZt7OKK8b24e2v9iKVSli3s4obLsth9ODkbglqKgWU1TjZfaiB7QfrIu0ZSQaevHsM5jMI3ABuT4Ddhxo5sVD3l2sOMX5oCsqzSM2mTs3DPOYaKhc+GtUeaKnHV1d6yoCGRII6rT/OA5siwQygMXEE368ooXBvDROGp5IUqwWJhEMVzazZXsn7y8KzIHccrGdUv8Ekxmq5PLEar9TId4pLKD7g56JAC8N0VViTEk9yckFov14b0JzuAEvWHI5qszm81Dadf7kCezKvN8CaHZVs2FUNwLghyQzqe3ZT7dUqOTdMzWPM4GSe/O86rhyXRQioaXRSWtNCSrWNzKSurx+mk3qJNaujghnA4coWymrsZxzQ9DoFOk3rj6ZWrUB6lguTJRIJMo0pvNg6FEQiV4azduhMSBSn/nEhkUjR9i2IVOUGkCfl8ME+GX6pm6vG9eGrdYdZvqkMqQR+et1Q/vXx9qhjfLqugp/OSCPU4OAv34eobQq/H9bugetcKm66IiGyqF4QzlavneUol0to6/OjkPfal6RTrD4umAGs3FrBpj01Z308s0GFTCph4vA0Nuyq5sNvD7BySwX/+3IvyzaW4g8EO6LbZ0QlC2E5yVB1W5nqT0cplzFmcDLK496LEgnMvCQb+Vm+P5vtHvY2ylENmYZErsQy6WZcxdtoWvUB1e/9CfvuNaecdahMyECTNTTyty+uH9tKHFwyLIUDZU0UV9i4dlI2j905muR4PdITnvf63XVYLTqqJInUNnmiHvvo+xJqjpsBKwhnq9d+eysVMmZOOJZTbki/OG6ZkUdi7KkrLwvtFwyGWLu9slX7xj3VbWzdfjFGFbEmNSXV4STAuRkxzJ2SQyAQorah66+wa9xKTKoQFx+3dg4gLyOG1PizmxSS3yeW3/9oDHMvzWHmJX3444/HnfUicp8/yMfLD/LQv9bxSVMe6hn307zhc/zN4R8WQbeDmo/+D29t60TTR0nlSmLGzUYRnwmAou4AQ/qYSYzVsmVfLQ/eMgKHy8/j/1nLX9/cxNXj+0Ttb9IrkeotSPUxbRw9dGKWLUE4K712yDEUglAoyA1Tc4kza/h+azkLl+zBalbzo2uHUJAXj6yNKeTnIuB24Kkqwt9UjdxgRZWUjUzbvYuCO5NUKmFoTjy7iqOT8w7KPnXm+dNJtupJOLIEYPakvlTUOXh/2T70WiWZSUZiTCrUyq57a7u8QczBBqaOSiM9Qc/B8mb6ppopyLWe1b1CCF/Z5WXGkpd5bq8VQGW9gw+/C9/PWrypnv7xVtKbTvhREQrib6pGlXDyGY/KuDQCl/yQZIMCiVzFDZjxBWBk/3hqm1x8uTY8hF/d4ORwlY2fzBnCln21ZCQZGD0omaRYHfgTMBuKaWrx8PAtg+hr8qKWBMBdTn21mdiE05faEYST6bUBze7y8f6yAxTkxbOruJ6t+8P3P+qa3Pz+v+t45hcT6Jtq7rDzhfw+mtd/RtP370baDAXTsUy+GZnyws3wf8mwFNZur6CoIpx5PTc9hosGnNsEAIlEQv8sC/2zLDTY3Kw5chVoc3h59t0tJFl1XZoSy6pwUlLbzBOLilAr5SRbdXy+qpjKWhvZ6ZazmsTRkfz+QFRmlnq3jEyNnqArOvWYrM2rp2j1dheZueHsH4GqFh56/nv+dt8E/v7ulqjt1u6owu8P8tido6PakxLMPHHXaKrr7fTX1OAr2k7Npq+QKlSYRl+DLTQMY2LHVBwQep9eG9AUcimxJjXDc+P596IdUY8FQ+GK1h0Z0LwNlTStfB8AiVKNts9QAvZGfPUVyJKyO+w855uUOD0L7hpNabUdiRRS4wyYO2BpRGKsjntmDeLhF1cD8KubCggRnvLuD4QIBALIZF0TSKTBAFUuBaFQOAPNwSNr71Zuq2LelR4SLN07jJ0Yq4tKmPzRxkaGTJuPdPmLcOS+mXn83DMuXePzB3C4fLy/bD+ZiUa27Y+eFJOa0PboQ2ayCUOohcChIprXLgIg4HXR8M2rxM00gwhowlnqtQFNq5Jx3w3DqG10YTGqaTghhZJB17FZ3ENeF4SCqDMHoUkfiH33KiQSKb66MpSxKSfNqdcZvL7wl5hS0TVf+GaD+oxn+rVHYqyOJKuOn0zsy+LVh9hVVMf0MVk02FwE/H4KBiSd/iAdwK00ote1roOWYNGiVnZ/9XOtWsGPrh3MF2sPsXpbJf0zLSizskns+zS+phpkhhgkciWukp1IVVqUcWnINKcfCk+O0zFmcDJL1hzm8btGs2pbBfVHcqFazWouzj/5lbhSGqR59+pW7a5D2zDkjz/7Jyv0ar02oHn9Ib5aV0LhnhrmTO7HwsW7ODoqM2pgIn2SO3b6t9ycgNySgiZzEI3fvRlpr/3kWWTXP4w2e1iHnq8tbo+fLftr+ei7A8ikEmZN7MvgvlZUXXi/qSNp1QpuvXIgNQ1OZFIJv7n1Imqb3Lg8PvxBKKmykZ549qmn2svhAYlSy+A+ZrYVNQHh+4c3z+h/1vfQOlpynJ5brxjIdZNz0KjkR2ZLmlHGp+Mu3UPFG48S8oaDka7/GGKn3o78NEOQGpWCOVP6odco+NdHW/nF9cOpa3IilUhITzTQN+3k+0vUemRGK1QfimqXG7u+dpxw4eiZ32QdwOP1s3JLOcEQfLO+hJum98fjC5Aap2doblyHX1HI9WYS5j5I/Rf/bvWYfcfyLgloO4rq+f1/10f+3n6wnifuHs3QnPOjZI5UeuaTcPL7xPJJWTNXjs9i2/46Pvm+iFAonJfzp3OHdklA02uVPLtoP1eNzeCyizJodvpw+4Kouv/iLIpUKsGgiy7fEnA7qPvm1UgwA3DsXo1+8ETkfU+fZCA7xczdswZT3ehEr5EzNKd9AUkfY0FSMAN38TZC/nAGGJnejLbPkDN4RoIQrdcGNJlUgkopx+XxU15rZ+GS3QD84vphZ5SS6UyoYlOQ61un+ZHpTn8z/lyFQiEWry5u1b50Q2m3BrTKWjvrdlWx/WA9g/uYSWl0Eh/T/ntOEomEPilGaptcLFpRFGn3+oO8/MkOctLMpHRyeZn4GC0P3jycsloHy7dWkhpvID87lljN+Z9NPuhx4jvhKgkg0NJ6CPVk5HIpKXFnvjxBlz2UhOsfwVdbgkQqQ5mUhTqp7+l3FIST6LUBTaGQMmdyXxYuOVYTLTVeT1xM5844NBZMxb57FQTCdaMkciW6AWM79ZwQ/uLXtpFXUKfpvorPTS0e/vK/QvaXNgGwfmcV+0pb+OncoWjOIAdiRqKekhOKhUK44KTd1bpEUEdz2JrYtK+Wj5eHA+rG3TWs2FzOb285/682ZDoT2n4jcOxZE9WusHTN/UdtxgDIEDXThI7RJQGttraWX/7yl3i9Xt56K1wSfsmSJbz66qv4fD6GDBnCo48+ikQiYcOGDTzzzDP4/X5SUlJ46qmnUKk6/j6EPxAiRIhf3DCMorJm4mI0mPQq7M7O/QJUpeSSMu/3uA7vRCKVos4YiCqxz+l37ACXj8ni+60VkSnccpmEiQXdN6OstKYlEsyOWrGlnNmT+9Inxdzu4xj1GlLj9EglcHzd0KRYXVTJms5S0ehjyZrDjBmURGqCAbfHz/LNZZTWucnpmn/asyaVK4m55Af4Wurxlu9DotQQd+VPkai0+Gz1KIznvg5OELpKlwS0+++/n/Hjx/Ptt98C0NjYyFNPPcXHH3+MyWTi7rvvZunSpUycOJEHHniAhQsXkpqayoIFC3j77beZP39+h/cpFAKNUsGbX+xBpZRhc3i57KIMsk9Sz6mjSCQSVMl9USV3/dBKbqaFP/1kHBt2VSGVSBg5IIF+p7hx35aaRif7DjdS2+QiK9lETroZrfrsrvJCJ2bfjbSf+bEG9Inlx3OG8J9FO1Ar5Vw7qS9SiYT1O6vIy4ghs4Mn+RxPIpFxy/T+fLeplNXbKzFoFcya2PesZpH67U14Kg7gqy9DYU1FldwPua5z35PKuDSSfvAwflsNIZ+Xui/+jbe6GKnWSNzlP0LbrwCJ9PTPJRQM4Kk8iKfiAFKlBlVKDkprSqf2XRCO1yUB7YUXXmDnzp2RgLZy5UpGjBiByRT+oE6bNo1ly5ZhsVhISkoiNTV81TB9+nSef/75VgHNZrNhs9mi2gKBM7tfkZlkYsXmMobnxmPUqyAEm/dVn3KqcU8nk0ron2mhf+bZletotLn5vzc3sbOoPtJ296xBXDE266xyFqYlGMhMMnCosiXSNmpgIsnWMy+RopBLmToqg0HZVmoanCxacZD+WbHYHF5sDi9+f5C+6Z1zrzLWrGHVtp0cKAuvP2tx+li4ZDdP3DX6NHtGC3hdNH73Ji1bl0bajCNmYJl8C9LTJBA+VzKNDkJWKt9cgLe6GGV8Bpo+Q3Hu34g8JqF9NdMO76TqrScgFM6nKdOZSbp5wRmvbxOEs9UlAU2vj75hXFNTg9V6LJOD1Wqlurr6pO0neu2113juueei2qxWK88++yw7duxotf1R4QKSYSpdLPExWvyBEOt3VpGaoOe6KbnUNdiw17WePHEmjj9PZ+rq8ziJiQpmAK99vosMqxSvo76tXU/rziuz2VrUwo6iRkbkWclLUbNr57az7qtarWZbcYh4i5b/fbmbay7JJtGoZU9JA35XPQ57c9Rz6ghaSwa7D0Wn9wqFoKreif8MzpOqBcdxwQzAtnEJgYwCyhynTrrcEc8nRSfDW12M6aKrCDiasG1YjExnRpnWnwM1zbg9vpOey6jToFn7ViSYAQQcTTTv30JpSc1Jr8ZP5Xz/HBUUiFJT55vzYlJIKBQ66ZTtttrnz5/PrFmzotoCgQB1dXXk5+e3ec+tsLAw6g1YUWvnt/9ZikmvYszgJEqqWvhizWEevGXEOb1RTzxPZ+mO86zZXtHqcbc3gDkmlrS8zLM+x+C88Htg69atDOrfn5NVrW6PUChEcWMx3357gN/Mv4hFKw7y5boShvSz0ic5m4KCvh3+2u0vqSfWpEYukzIgy0Jdk5sdRXWoVDIKhrf/PK7DO2kr57xRp6EgL++k+3XU8/E311KVkkvA1YJ95/fhNlst9Z/9k+z5v0edOvik5wo4Wyhf2tyqXR70MHz48DPuy4X2ORK6Rrdk209MTKSm5lgJkZqaGhITE0/afiKj0UhqamrUf21tdyrWGA0zRmcwfXQmeo2SwX3juGhAAmmJF26y4HOVGm9olflidH5ih8wMlUgkZzxsfLLjxJrU3HrlAJ59ZzMalZxrLskmLd7AgbImGpo7Phu/SS3l3uuGMiwnjp1F9Uik4eUfieYze10UliTkpuglFHJLMgpL1wyDy01xWCbegHPf+hMeCeGtKTnlvjKtAdPIy1u1q9P6d2APBeHUuiWgjR8/nsLCQhobG8ProxYvZurUqQwaNIiamhpKSsIfns8++4ypU6d2Sh+UchkF/RP5fFUxuw838G1hKWaDilhj16Wg6mnSEgw8cfcYhvSLw6RXctW4LG69cmCHZ7ZvtnvYfrCObQdqW6Uka48+KSbcHj+D+lrRqmQMjvMwI9PB2GQXnqa6s7rfdyoBiZRvNpTwxdrD1DS62La/jhc+2IbLd2YBWm6wkHDdg+j6j0aqNaIbOI7E2b9CrjN3aH9PRRmfgayNmY1SzenXmekGjMVy6a3IDBYU8ZkkzP0NquR+ndFNQWhTpw85VlRU8OCDD2Kz2SgrK+OWW25hwoQJ3HfffcybNw+ZTMbo0aMZPz6cv+2JJ57g3nvvRSaT0a9fP2bPnt0p/WpscbN5Xy1TR2Wwo6iOnPQYkqx6iittDOrCTO09TV6mhYdvvwin249Jr+rwKsOl1S389a1Nken86QkGfj1/JGknSXTblgSLDpPORlayiUuz/CgaD+PasY2g24k2ZyTZyR171dDQ4mf1tujhWLc3QPVZ1GZTJWQSd/XPCLocSDV6pPKuXSco1xqJvfRWqt7+feR+mCIhE1U7EmjL9TGYR12FPv8SJFJ5eKKJIHShTg9oycnJLFy4sM3HZs6c2apt7NixLFq0qLO7hdPtw+Xx8+n34cWwew41YtQpuf/GMx/v723USnmn1BtT68ys2FIWtTatpLqFFZvLuGn6mQWh7FQjCrwo7fup++Y1CIYXsrtLdhI7/S5I67hlE0qFNJJ15nhnm5hYKlciNShPv2En0WQOIvnWP+KrKw0nK07sg8LU/hyLnb3MQBBOptdWrHZ7/HxXGF2h1+bw0tTiOckeQmdzBVQcLG09sWDzvloCgVPP8jtRXIyOTIsMb21pJJgdZSv8goC7rekXZyc1Ts/1l+VEtWUkGUmM7Zl17iRSGerkvhgGT0KXO+qMgpkgdKfzYpZj95Agk0rwB0CjkuPxhYsgSjt4CE1ov+LKFjKSjGzYHb1UY3R+0llVD9fFWnGeuH5LIkWq0oGk437LadQKhubG8yuzhqLyZqxmDZlJRrwt1YAYvhaErtJrA5peI2f+FXm4vUGaWjzoNAr8gSBWU/f9qq6ud7DncCP1zW76ppnISYtBfQY5DXu6OJOKHYdsXJyfyNodVQAMy41j9OCzyyuoVqsJZQ6mef1nhHweAvmXU6EfSI1fT58iG/3SpRh1HbNguU+yiQSDjMGJEpApMMdbKSw83CHH7ul8TTV4yvfht9WjSuqDKqkvUlXPvHoVzm+959vyBF5/ELc3yOuLd0faslNM5HfThJDaRie/f3U9xRXhDCh6jYIF8waSlaBFbrC0K/VQT2fRBlDIpDhcfq6fmotGKaMgL4Fk65lncj9Kk5lP4g2P0FRVyX+3KlmzohqoBg4y99Icrr8sF4X83K/W7LUVHCiqprzRh1Etoa+9BZWi+xI/ny/8tnpqPnwGT+WBSJv18nswDrusG3slXKh6bUBzuv18sGx/VNvB8mYaz2KaeEcoqmiOBLP+aXruHOZDueQJytwOjMOnYbzoigv+XobPbWP+FUMor7Xj8QVIsupalfKx2T0EQqEzKvGjSetPsT+eNbtXMihDzw9GGknQBfHgpqmunrjEc3tdA143a3bV8ewnx9Zq5ae38OMrM8/puBcCb82hqGAG0LBsIZo+Qy/497PQ9XptQAsRajUrDYhkou9qHu+xNUs3DFci+/55jrY0r/8UiUqL5ZK53dK3rqRWyclONbdqd3r8rN9RxRtf7MbnDzJncj8uGZbS7orQHm+AZKuGX4xX4An6KGqQ4g35SFc0YjaqUWjPfkF9Xb2N/34TPcFoR0kLFU1+0s76qOfG4/NzuLKF6gYnFqOazCRjt5QKCnpbT7IKelyE/J1f1kfofXptQFMqpIwZkszKLcfWD6kUsk6vh3Yy6QkGFHIpCrkUg7Os1eMtW77BWDCt106J3l1UzzNvHsu599LH29Gq5UwZmd6u/VPi9dw8Lg6XxM/fvm3iQKUTALWyhgW3ahiQe/YBzRuSYXf5MBtU5GVYqG92sb+0CZe/eyYYBYMhlheW8Y/3tpKeYCAlXk9Oqpkrxvc5ozpzHUEZl4pEroxUpQbQDxyP3CQmywgdr9dO21fKpEwclsrlYzKJMagY2CeW+28ajkrZPS9JRpKRJ+4eQ99UMyG1sdXjCnNCp2dcP5+t3VHZqm3JmkN425mNIz5Gy9BMA/vqpZFgZtIrycu08GVhVdQV8pmyxBi485p8po7KoKLOTlyMhp/NHUqctfW/Y1eorHPwyqc7mXd5f7KSjZTV2KlqcHKo0nb6nTuYMi6dpBsfQ52Rj0xnxjTqamIumYtU3n3r7IQLV6+9QnN5g+g0CjISDZgNKpQyGRqlDKez9TBkV5BIJAzsE8vDt48i0FRFw+5k/A1Hrh6lcmImXI9U2XvTcrV15RwfozmjTCXqmFjqHE0AXD0+XHlz7+FG5DFaympbyD6DoqLHa3F4Ka6w8fW68D20kqoWtu6r5TfzR5zV8c6Vw+1j0og0vlxziOrGcLaS0uoWKuod/PbWi7p86FGdlkfi3N8Q9LqR6YxIOnDJhCAcr9cGNLVCypdrD/Pl2mNTq406JQ/e0j1fQkdpVHJISEV1w8N4qooJeT0o49NRJmR2a7+628gBiXz03UHsLh8qpYzUOB0zL8k+o/VpCn0MOZlWhlZ6Ka+1U7gnnAh7b0kj2w/W8YcfjcV6hgmFAWxOH0s3lEa1Odx+ahq7Z4JRXEx4HdxnK8NlkPIyYxiWE08oFKKyzk7fMyzq2hGkSnXkB1koGMDXUEHAZUdhikcuqmILHaTXBjSXN8jSDdEZxG0OL3WdkI39bCjMCSjMCd3djfNGVrKJp+4dj6exBn3zAajajrYxiM88+Ixmy+X1S2JGSM4fX4+ugVVZ56C0uuWsAhqhEEq5FPcJw5YnqYjU6WIMagza8JDemMFJKOUy3v56L6EQrN1Rxa9uHkF6N1WVCPrctGxZRv3S1yDgR6aPIWHOA6hTck6/syCcRq+99pdKQdZd3zgXOLvTy6EKGzWNzg49brJJin7bezi/eQnnjuXUff489V++fEZprHQaFTpViKMJ9xVyKVeOjOP/XZ5Agvrs0p7FGJXMnBCdvDcpVkfSOayfO1cWo5r+mTFkJZv4blMZR+trHqq08fGKA/jPMJVYR/HWlFL/1csQCA/tB+z/v703D4+qPBv/P7OvmZlMtsm+sCRhi+y7yBo2lU1tEdBqS5W39u3ys1VftdUWa12rX5fX1r6KuyJSqlRRqUjZISxhCQRCyL5OJstMZp/z+yNkICSBBBIIyflcl5fkOec893nOOc/cz3IvNqq+eBV/Y+f399xuO0Vnisk/XYS9prqrb1XkOqTPztCQSJgxJoGN289lpw43qdFfA9Pm3kR+aR0vfXSAvJI6QrQKVi3OYOyQ6C5xXvZaS2k8ubdFWePJvXitpchiO56mROa3M3NsIlv2FfHkklgSQrw0qCz4AuAoL0IbFdupfZ76Rh8FZfUsn5NOUUUDZqMamVRClc15JblKrwhLmI4JQ2OotbdW0lk5ldgbm6wyrwSvL8CpYhsnCmzoNQrSkszERV585uerq2xV5q0uxu+oQ6btuBFNTWkx3xyy8smWQvxCgDGp4ayY4SYuMbbT7RDpPfRZhSYRIBAIcGdmGqeKa4kI1RCiVXbYak6kNQ6nl1fWHiKvpCnAcEOjl2fe28cLv5hC/zZ8yzqLEGj73bRX3h5uVyNLZw0ic5iJcLmDbSUa1nx9FKfLy43DorhjioS4xLgO1+fx+Nl7rII9R8uJCNVS7/DgdPt44LaMTt1XV2IKUTF2aDTZJ6taHRvaLwyd5sq7fvapKp54cxezxiRyw8AIjuRVIwViLqLUZCGt98vkpiikms4tgZ4sd7HtqJW//SQZia0IqEfqr8XtDm8zY71I36DvKjQgKcbI+1/lYDZoOFFYw7jB0QxMuPob5r2FmnoXuYW2FmWC0LQ/1RUKTREWgypmAO7ScxFeVDEDUIbFdLquMKMGnUtCTqWG1zYcRiaVMHlwGLFGCftybVhio5B3MBeZWiHh1hv7odMo8Hj9yOVSrLVOzMZra5UaHaZDpZAyZXgs3x8oAZoMRhZPG4BCfmWh1BpdXt77MoeHVozmu31FPPvePiLNWvQaJeFmHcp2ZuTKyERCb/wBtq0fAwISlZaI+f+FXG/qlPwThfX8cUE4NeufRvA07XtLVFrCF/0GVcrQK2qbyPVLn1VoGpUco1bFTxcOo87uOetwKiAG2798tGo5ZoO6VZZpUwejeVwKudZAxC0PYD+8lca8/Wj7jUA/9MZOLVWdj1ShIa+kHFOIkv+5ORp/wI9ErkSlUlJbUUl4bMeWryJDtcSE63h13aHgXtXw1AgM2mu/fG02aLh/cQY3T07B7fUTG6EnrAsCcHt9AUalRfH17gKyjldi0qtITzLz/YHiJr/OdmKiylQajONvRTtgZJOVoykSRail0/JHpFtwH/9HUJkBCO5GnMd3ECIqtD5L31VoShlev58XP9xPc7SrsYMt3D6j6xI/9jXCjBp+dlsGq9/ag//sQ80cl0hyTNc5GCvDYjHf9ENMExcjVVyZc67SHEmY0cb9M6LwIkNTl4+m8gj+sBS8/gE4QgzoDJdeCnP5BN79KieozAAOnKhi9phYBiZee5N0nUZBaqK5S+s06lUM6RfOx5tzmTI8FrNRw47sUvRaBdV1Lry+QLv7plK5EpUl5YrkJ1j0OLJaG4L461svsYr0HfqsQquxu3nri2OcH7px99FypgyPZWDHoild1/j9ASQSSZfnfxuRFsVffjmF0moHRr2SRIsRfTfMVK5UmTUzMFaPo0GCtCoXryKEr4VpHD7oYmStj2kaGykdUWhuP3V2T6vyRteVO+l7ff4rXh7sLowhSuKjQjAbNazf0hSAuKIGnv8gi8hQDenJ3afMDUYDgbQJOPMPtSjXpo3vNpkiPZ8+q9C8fqHV0hiA3dm7g6Y2NHo4eKKSjdvzCTOqmT85hbREMxJJ1yg2mVRCUoyRpJjrI+ZkbEIsxfmF+AU/z+0MUFLdNOovrrSTU+bm9ystQZ+u9tBp5AxPjeDAiabZQWpiKCPTItFqNVTWNBJp1nb6vkqq7Gw9UMzeYxWMHmRhyvBYYiK61g3A6fJSXGXH5fETE67r9FJkUrSRu+cN4o31h1uUCwLknLF1q0IDUCQOIXTqMur3fAESMIy5BUX8kG6VKdKz6bMKLcqkYXBKGMfP1BAboafW7sbe6OnyH42exq7DZbz8ycHg3zsOl/PMA5MYcA2iR/QUDEY9ucoYSqpLW5TnFtVTWmW/5HJddZ2TkWmRSCUSBAEiTGo+2HQCaIoX+di940jthLFRWbWd597bx6niJmvRk0W1HDhewWP3jiNE1zUz09oGF+9+mcPXZ8N1RYRqeOyesSTHGMkrruW7/cWUVdmZNjqBYf3D21XqA+JMGLRKKmpa+hx2hRXlpdCFWdBNWIiy/xgkEtBGiCb7fZ0+61ns9PiYNzGJR+4ezbxJyfx00VCeWDkOn6/3mu03NHpYe0EOOJ8/QE5+zTW6o56BwWxGFdp2tBF5B0JruTx+1mzMIT3JTOa4RDbtPheBps7u4a/rD+Po4Mzf5/Nz5LQ1qMyaySmwUVxl71AdHSG3sDaozACqbE4+3HSc0yV1PPL6djZ8n8eeYxU8vWYv2w6VtluPyaBm2Zw0zp/gG/VKBiV37Z7dxdBFxorKTATowzM0qVSCXCblzQ1HKbM6UCllLJrSnxGpvTfpoERCmxv1HfnR7u0kJVoYk17Gnpxzjr8zRicQG3npGbtRq+SnC4dSWuWgoLx1xIvcQhsNjZ4OBQUutzaiVrbdLTsTiPlSlLahHI/mWzldUttq7++jr08wboil3aSqUWYt9y0aRnGlHZVCRkqMocN56kREupI+q9AanT4++iaXMmtT2CS3x8+H35wgOfbapPy4Gug1SpbOSuXpd/YFyzQqOelXcTTdUwnRqblvcQaTTls5WVRLWmIoA+NNFJY3oNcqiLlIGCu1Ss5XO88wepClzXBq6UnmS+7DNeMPCBw6VcWQfmEcybMGy0elRxLbhcvhcVGtjV0y+ke0uZcqCAK0k/fW7w/w+bZ8Nm7PR6uW4/MF8PgCPH7vWEYP6rw5/pUiBPy4nXYKrX58/gARBiURYb23T4u0pO8qNLeX0yV1DEo2MzgljJp6F9sOlbZpKNKbGJkWxRMrx7PtYAlmg5rxQ6NJvk4MOLqbiFAtU0dqmToynpx8K8++l0VuUS0RJg333jqEsYMsyNuY4dbaPZwqrmPUIAuHTlYxd2IyX+08QyAgEG5Ss2JueodTtvgDATbtLGD+pGTSEs0UVTQQHxXCkJSwLk37MiDexK03pvDP/5xGECAuQsftM1OR0DTIOT+b+w9mpRJqaHt2Znd6g7nqzp/Z5ZXUXROFVlhaR9ZJK598m4vT7WP80GhundKP9KRr7z4h0v30WYWmUcm495bBHDpZzbp/nyTKrGPZ7DQsl2GRdj2hVskZkRrJiNTIVsfyS+soKGtApZCSEmsiKqx3P4v2qKpt5LV12cGEmFW1Tp57L4un7p/QpuWeSiFl1pgEBieb+W5vIQ2NHm6fPgBBAINeSf94U4dlG3QqTCEqvtiWj0YlJzJUQ/apasYOblIOPl+AnDM1FFU0oFbJ6Rd7eYMRo17F8jnpTB+dgMvjJzpMi+nskuJTqyby3b4iSqoczBwTz7AB7S/Da9Ry0hJD2Z7dMgFrXAeWaruagMdNUbWTt744Fizbnl2GMURFXJiekCuMXSnS8+mzCk0qhUO5Vew7mxOrzOrg7S+O8cTKcdf4zq4+RRUNlFsdPL1mLx5fUxT26HAdv/tx33sWABXWc9mdJRIY2i+cSLMWW0Pbs/eYcB2piWaeeHMXP5yVRmm1nX05lYwbYmHsIEu7e2JtEW7S8N933MBTb+/F6fZRUN7AD2amkhDdtGyWdaLJUMPnb1oDjI8K4b8WpV9WO1VKeZuz8/5xpg6HKlPKZdw2fSBHT9cEAyGPTo8krYsduTuCEPCRV1rXqnzX4XIyxyWKCq0P0GcVWsAvYd/xSswGNWlJoVhrXZwotFFtu7b50ALeph9NqeLqxAE8UVDDh1+fwHt276OZsmoHR09bCVf0vVhgOo0CnVoOEglLZ6VyJK+a5EgNEiFAWbWD6HBdi/Pzy+p558tj+PwC736ZczZ1jI74qBCiwnTtSGmfEalRvPSrKVRYGzHqVcRHhaBWyampd/HhphNBZQZNg5HCSheDr2GAm35xJp7/7xsprrSjVEpJiDJg6CL3gs4gU+sIa2NpNDpci0517cOQiXQ/fVahKRRSFt7UD59P4EBuJdFhOn58yxC01yh9TMDjwpl/iNod6wEwTViIJjkjmOW3O/B4/Hz0zQl0GgUnC2tbHa+yOYmK7plRKrqT5Bgjd80bRHWdC0eDg/kjwxAaKlE0VOCvdWFXx6LXn1uO9XhbRgopszooszoYO+Ty9pCkUgnxUQbio1oaM7jcPqpqWw+46h2to5RcjIDfi0Qq61SKHEEQ8FpLiJc7cJWeRBkWh1R1zhE70qy9LAfyrqZfrIHkaAP5Z2fYKmXTDPJyBhYi1x99VqH5fQEaHB6+3VsENEWGOJpv5eG7Rl+T+3EWHqPi02eCf1d8+gxRd/wPuv4juk2my+ujsLwBn19g4rAYPt92usXxwf3M+OqLuk1+T2bK8Dj2Ha8gQt6I6sh6OL0LAJ9aj/vW36DvPzh4rlGvJGNABIfOS9USHaaj/2Xub7VHZKiWSRkx/GvHmRbliZaO7Vf57DYaT2bRcPBbFBHxGEbMRh3T79IXAs4zh6n45E8IPg92wDh+AaYJi5Cpe5aiSE8O52e3Z1Bcacfj9RMbqWdov97riiPSkj6r0Ny+AP/OKm5R1ujytYp4cLVoOLi5jbJvu1WhhWiVTB0Zz8ff5uL1B5g+OoGtB4rRqOT8aP5gUhPMHDvSNxWaVqMgMUqL50wenN6FNDQW96B5SE0W7PW1mDwuZGdnz/UODz/MTEWtlJF9qoplc9KpsDby/qYTTBsVzw0DI7rEL0sulzJ7XBJpCQYSQuXYGz2YTRq8HcgHJwgCDQe+xbb1IwDcpSdx5Owk9u4/oYyIv+i1vrNZpQXfuZlg3c5/oO0/Ck3C5e3fdScDE8wMTGjaw6uubeSrnWfYkV3KoJQwJg2LadNlQaR30GcVmkYpR6WQtTBPBjq1gd+VyLStR9lSTfdaikkkEmaOScRa7+LrXWdIiTXy0IpRJFgMWMQlGowhauq9dfgj+1Ez/gHUSinaQB0KZRQlVXYSYpsUmkmvZsPWPBoaPTxw2w28/lk2DY1NkUH2n6jkrnnpLJ46oEviZUYZ4ESei/9v7Sl8/gAGnZLf3DH4ktf5663U7lzfokzwOHFXnrmkQgs4Hfjr24hsb+/ZEWbcXh8fbDrB7qPlLBljJoxKDmfb0YwZ1CUpdER6Hn1WofkDAkum9efdL48Hy2IjdBj012YPLWTYNBoObYHAWQUrlWPImN7tcqPCtKxaPIzbpg1ALpP2iH2QnoIpRIsvIgabaRlhSg8eey012micDgGj4KeirJKo6Cb3h693F+LzBxg2ICKozJr55NuTTBkeR0TolT/b4rI6XvtnbjBVTb3Dw4vrcnjGrCIyOqr9CyUSJDI5gtd9QfGl90hlehOKyCS8lWdalMtNF5F3Hp6aMlxnDuO1lqBOGoY6LhVZNw/WoCnqyv4TFTw+S41q92sEXHakWgPEPwDG7lv5ELl29FmFFhAEThbZ+PntN3C6pI5Isxa/P4Ctzn3pi7sBVewAYu5ajfP0QRAENP1uQBXdsf2NK0Uhl/X6oMyXiyFhADVWH4HGKiplFt5ce5jqWhfhJjUrFwwlKhpcHl8wluH5czCpVEKgOT9RFxmLVtmcLfKuAVjrXNTWu4iMbn1+bUNT0O1QQwihN/4A69d/Dx6T6UwoLUmXlCnT6Imcv4qKz57HV1uBRKEibNa9KCMunWfJV1dF+Sd/wmdtyphdt+cLzDPuxjhmfpdleLgYPxxnQrn9JQJnl0sDjfU0bHwJg+VZFKbWvpgi1zd9VqHpNQpuGhnPP78/TVWtE6lMwrwJyURfo6U2iUSKOqY/6hgxwWhPQqk3omuoocZt4pW1+4PphaprXbz00QHCTRoMWiXTRsWzaVcBgYDA4qn9USvluL1+dBoFIRoF4V20xBVmam31GhqianOPLvtUFf/vk4OUWxtJiTXym9tHErUkHEfuHhTmGHQDR6E0x1xSZiAgUK+OxnTHk7iqCzFFRKMwWzqkkNwVBUFl1oxt60foUsd2i0Lx+PzY6lyolHIsYVrcRn+LvT+AgMuOr8EqKrReSJ9VaDqNgo3b8jl25tw+wNtfHGX1fROv4V2J9ESMIVryyh3YnV4iQzWsvHUoGrUciUSCBAl6rYKxgy1EmbUo5FK+yyrmdMk5B98Hl43sstlIgsXEvXP68dam0wQCAhqVnP9elEZUbEsXgZIqO3/4+25cniaDkdMldfz+nWye+dlkIlPHdFierd7FVzvPsG7LKeRSCbdN68eshDCUHWyP4G+dZUDweRE6YMjSWUqq7Hy46Tj/OVhCmEnD/YuGkRoXTbVECkKTj6UiPA5Nv+HINKJhSG+kzyq0ippGDp8X/NWgUzJvYjLFVXacHh/JMUbCTeLGsQjo9WpMISrkMgk//0EGtjoPb//rGDX1Lm68IZbM8Yn8c+tpbA0u5k9KaaHMAP7+z6MM6ReOuZ14iJ1BazQyZ5yMIYkG6h1uIkw6XF5Hq/PKrY1BZXZ+WWWts924jG2x51g5H3x9ApVSxpLpA1AppGTllJOeFNYh3y5lRAISlRbBfc56OGT4DBTG8A7fQ0fw+Px88NVxth4sITlaz/BELZ9/fwLz3CGoJq/A8593MI6ZT0PoQI7VSRAOl5GU6EejEqOH9Cb6rEKTyST0jzNy04h49Fo5eo2SZ9/Pwn32R6BfrJGH7hotWvv1Efz+AE6PD61KgbSNNC0DE0J58M6ROF0BXvxwP81bY1/tKmDyDbGkxBmpd2jaDI9VZ3fjPS8Ky5Wi0uvpP+DcnmdWVlarcwza1sZNSrm0KQJKB/H5/cGcaQ/+YBgvrzsadOKOMKl5YuUE4i9hAq8MjyV66e+o2/1PPBVn0A+7Cf3gyUhkXWt8VVPnYnt2Cb+YG01K3R6kRQdg2M288o+jeDwaVkx9BL8a/vRFBVW1TfvkIdoqHl8+tEvvQ+Ta0mcVWnSYjmVz0tl7rAJnqY8qW2NQmUFTtPCcMzWiQusDFJTV88X202SfrGbMYAuzxye1StWiVioY0i+Mf2cVB5WZXCYhPSkMmUxCaZWdXUfKWT4nHZlUQnxUCKEGFbkFNibeENtmSKaO4vH6UcilnVq2jI8KYcm0AXx6XkLXH9865KJpcC5EJpWSZAkhIVxNVk5Zi4gkVbUudh8uIT4q7ZL1qGP6o7rl5wR8HmSqrrei9fkCKORS5o+10L9gPf6yXPyAQ9BwvNAGQFl9KHlVvqAyA2ho9LL5QAWpA+KuioGKSPfTZxWaw+ljZ3Ypeq2S1IRQ1vzrWKtzqmzXxsla5OphrXOy+q3dlFmb3vU/vs/jWH4Nv//JuFY5zAx6NdqzMQFTE0O5ZXwcZkkdcpmEPUfLAfj+QDEP3TWa7/cXU1HTyOKpAxgzuO20M5ei0tbIjuwyvt9fTFpiKLPGJXY41Y9aJWfxtP6MTIukpt5FlFlHUnRIm7PP9pBIJMyekExdRRkf7ahqdbw5gHOH6pLJkcm69ufG7fFx5LSVf3yfh1op4+7xetzrcoPHFQE3SrkUjy+AU5BRaGuaPauVMu6YEE5qpBSlRoPP5UShEd1VegN9VqHZGpwkWAx8sOk4ITolI9MiW6SkBxiQEHqN7k7kalFSZQ8qs2ZyC22UVjtITWgdYDcpxkCCJYTbJsYQ6q/icLnAoLAmBdLo8jFxWAwvfLA/6LB/sqgWj89PfFTnlInH5+ejr0/wzZ6mb/JUcS3bskt59oHJHV410GuUDOl3ZXtVA+JN1ModTBnQwImClsfGpF3bHGNH82v4/d92Bf++qV8s0VIZnDU40eR+zQ8nr2DNd2V8tr2UlfMG8J/D1fxuUSzxlOEsOILg9+IUxkHKCBQhYn+/3un8sLHXIGHj9nwcLh/l1ka0agUThkYjlYBOLef+xcNIExVar0cha9uxWNnOjGpgQigP3zWacJWb9/e5OFIeIESr4AczU4GmxM4XRp9ZvyWP6rrOZXGosDayeW/LAVZtg5vC8oZO1dMVmKJjGZGo5taxkchlUvrFhPDc8mSGR7ix1dTy/f4innl3Lx9+fZyCTszarpSvdp5p8fcne+pQjrg5+LffVsZ4dR6rfzqWFXPSiYow8uDtg4iXVWH95i30GdMwjJ6P3GTB77BdtfsW6T765Aytvt6N2+OjtPqcddg/vs8jNSGUR380lsQYA5FdENWhK/D7/WSfsnIgt4pAIMANAyMvOequqXdR2+DCqFeJIX4uQVyUnjGDothzrCJYljkukZjw9mdBZqOGU2VyQkNDmDYqjoAgEBmq4Z6bByOXtVaEcpkEaSf3aKRSSZNjtr+lF7VMdm32eiz9+vPDkELmZphQVedQ99Ub1Jgs7Ei+jw++PrfMt2lXAU+uHE+CxXCR2roGlbLlYCQyTI9p8ASIT8FjLUUZHoc6diCxhjCGDWw6xxshw/b9JizLfo+3qghfTTkBvxeVJQUEUEendPt9i3QffVKhHS+yEWHSkBgdQkHZuRHviUIbAUHAFKKipNKOXC4l6hqHgjp4sprVb+0JWsl9vi2f/7l7DO0FLDqcV80LH2RRXevCbFDzq6UjyLhIxuGehNoYw8btp6myORkQb2JQsplQQ0uFbK1z0ujyYTao0XVBqp8QrZL7FmUw+YZq8krqSE0MZVByGKqLxPQsKKtDIlcxb2I4fj+4PH4++iaXM2X1/GDmQMwGNTX156wd75yd3mkXEItZy4Ip/VsYdcRH6km8DEXhcvs4UWjjREENYUYNg5LNRJ81Dql3uLHZGjA6SxEqTyLThaKOT0MZds7h2uP1c7KkkUqbliE6K3Vb3gfAO+mnrHs/r4Usa52LU8V1V0WhzR6XyNYDJcRF6PnZoiHEuU9i/XQ1fkcdiohEVNOWITe0XBaVqvSo4tPx19dQl7OXyoTpnKyRYiyXkK72kdxGtBWR64ceqdDeeecdNm7ciMvlIjMzk1WrVnVZ3T6fj7LqBnwBH/fePIS/fHSAmnoXcpmE22cMxKhX8sonh/h+fxEqpZzlc9KZNiq+S348L4cd2aV4fU1BaCfdEItWJSc7r4rM4eeiHPh8fqx1LtxeP396e08wlmBNvYun3t7DX345JfgDdjVwe/zYGlxoVPIOR5kvLG/gtfU5LZbUfjR/EIumDgCaYm/uP17BK2sPUVPvIj3JzKrFw0jqoJHExYgI1XDTyHhuGtkySK8/IGCtdSKVSloqJAEKKp0MDw/jP4dKGDYgImggse67U9w+fSD1Dg8NTg8Th8UwOKXpR7Wh0YPD6cWgVwaNS9pDJpNy640ppMQayTlTw7D+4USZtZfly7bjcCkvfngg+HdcpJ4nfjKOOoeHtZtzWZJST81//jd4XG6KInrp4yhCm5y1D+RWUlrlYHt2KTFD6mi+c6/KiP+CGSSA19f1TtNtkZZo5un/moS90UOcrIrqL14JRgXxVhVQvfE1pHf8DxpLMtDkPvHljjPcOjwVV14W+XFzeW7DuYwbEaZa/vCTCGIt4lbD9UqPU2gnTpxg7dq1rFu3DolEwm233ca0adNIS7u0eXBH8Poh0qxDJpWwcXseD981mpp6JzqNkgqrnR2Hy/guqyllitPt46//OExcpJ7hqdcmTE6jy8+AeBNjBlvYuC2fhkYPk2+IwUOToiivdvDx5lz+va+IH85KbRUYt9Hlo8rmvGoKraiigTUbj7HnWDlRZi2rFmeQMSDikgYRp0tqW+0PffJtLiPSokiKNlBYXs/qt/bgP2szn3Omhv+39iBPrByPXtP12ZGr65xs3JbPhq15KBUyVsxJZ8qIWHQaJXERer7eXcikUXL2Ha9kSEoYUWYtFTWNeH0B3t90HINOyUMrRjG0f9Ps+Fi+lf9dl01+WT1DUsL4yYKhpFwiX5opRM2I1AjqHW7+8tEBvF4/t07px/yJyZg7uJRcU+fk/z4/2qKsuNKOtdbF+q2nsGgDqA+t4/xdP19tBe6y0yhCLTQ0esg6XklecR25hTZcGcagQtM5Spg+uinkVzMhWgWWq7SqIZNJSU8y89JHB0gdVNcqxJXfbsNfVwVnFdrhU9W8v+k4WkUqYyLieHdzy2wBVbUu8koaRIV2HdPjjEK+++47pk+fjlKpRKFQMH36dDZvbp0r7HJRK2VIkGDUq7hhQBSPvbGDP63Zx6P/uwOXN8C2Q6WtrjlecO02jCdlxDBhWAzvf3WcWrsbf0Bgy/4Stuwvw+v1s/77PL7dU0ggIOD3B5BfsMcilUowdEEuro7QPADYfbQcQWiKTPHk33dRUH5pQwGPt7XjsdPtw3d2tF9a7Qgqs2ZyC2ux1rZ2ZO4KdmWX8em/T+L1BXA4vbz+WTY5Z5q+g1qHhynDY5FIJKTEGNBp5NwxcyDq8/Z0xg220ByRuKzazpNv7gpmUT5y2sqf391LbcOlA2Efy6/hfz87jMPpxeMLsHbzSXYeLutwO7z+pvu/EEECe49VEKKR4nfZWx/3Nd2bzxcgzKAm96w/15YzUkidAkBg86tMHmZhybQBpCaGMmV4LCsXDCU28uqGlaqzu5FqjVwYAVqiUCHVnFv63H3WteJvX5xAEhIejMt5Pm5f6xmnyPVDj1NolZWVRESc2/MJDw+noqKixTn19fUUFxe3+K+8vLxD9QcEiDJr8Pj8fLz5BLdM7scdMwZyZ2YapVUO4trojFdrxNkWg1JCz0VsP48t+8uosDUGZ5MAWw+UsPCm/pxvf/DjW4a0chLuLqprnRzMbemv5PMLlFS1/sG8kITokFab/BMzYoP3btS1noUZdEq0nYh80VGcbh+bdhe0Ks/KafoOS6rsPPbXnTy9Zi+Tb4jF4fazZuOxFt9SSbWDosqmGWdZdSMOV0vLx9IqB5Ud8HPcl1PRqmzT7gLcHl8bZ7cm3Khh7oTkFmWKsxFDosP1bD5Sj5B+QZoiqRxlRCIAoQY1cZF6TGcHRd9m2/jAOoyK8b9EN/u/GGSRMikjmjsz05gzIZEbBkZe9ZBxN46IZXeJAuOEheeVSjBPW47yvGDfybHnlNtrm4q4eULLJWaZVEJSTPfv/Yl0Hz1uyRGasuue/2+ptKXeXbNmDa+88kqLsvDwcF5++WWOHDnSbr1ZWVlIJBKqXAYSYkIZGB/KJ5vPWWgpFVIe/dFYjp+pCZpeJ0eHEK73tRle6GJyuhKTrvXSlCVMQ6O9lohQTXCprrTawd5jFTxy12gcjU5MOjkKwU72oQOtru8MHW2PSmfGoFO2iCgBIPF7LlmHUqnk4btG8dl3pyitdjBuSDSTh0Zy7Gh203FNCFNHxvBdVtMMWiKBe+anUlp4ksLTHftx72ib1BotsRHaVo7DYQYFBw8eBEwAHDldw2ufHuL/WzYKoMW3BDB3QhJZWVkElK39teQyKU5HPVlZp9u9D5lMRpihtSKPi9Bx6mQuLtc5V4CLtWdsqhmVIoUt+8uwhGlZeGMC9dWFLJ+TxjPvZrHDncr4EUoUp/6D1BiOZvStnKiy4y1tqjNUb2b5nDRe/fQQAQF259ah0kajt4RSeOrcgMoF5HXhYkZHv7uoEDNnXDpOq0aRflsafnsNcmMkNRIdpw4dCp7X3xJOlFlDRY2T/SesxEYYuHN2Kt/sLiTMqGbxTUk02orIqmz/nZzPyJEjL6tdIt1Hj1NoFouFysrK4N+VlZVYLC0jid91110sXLiwRZnf76e6upohQ4agaiPgaFZWVvADrHe4OVVUy5wJSei1SnYfLccSpuWHM1MZ2s/M8/99I4UVDagUMpJjDGdN35Nb1dkW58vpKiqsjSRFFwV/YOUyKUumJjMwJZ6f3Kri93/bFVyOU8ql9IszERF66bQgHaGz7fnpQgXPvnfuh2jsYAuDB8Zg0l/6+WVlZfHwXWNwOL1EhGrODmTOvfvERDczxyRTa3cTHa4j0WJAcRkRODrSJoXeRtbxqmCA30iTmnFD44iLCsHe6GHqSCvfZRVTXOXg9XXZrJg7iFfWHgzmKssYEE5UqILUpJE4XV7mT6rni235wfrvmpfOkIHxyGSJF72PsIoGvtxVRPXZpVWNSs7Cmwa0cPrvSHuGpcOCKQNRKmXBrOyBQIDV90+gqKIBa0gy/UdlYjLpkSrUXKiCB/oDJEYbKCqrJTIshOQYAyG67lvK7ux3lz6wyQjKjUDYWctYHXBhLu6n7m8y4PEHAiRFG6kuO83cX05BKZehVsmBS+d4E+m5SAThwnSB15a8vDx+/vOf89lnnyGRSFi0aBEvvfQS/fpdPNml2+3myJEjHVJozRSV11Nr94BEQKWQYQnTYbjCTtodCg2awiCdLqnD7fETH6WnobqAjIwM/AGBM6V1FFXY0ahl9Is1demST2fb4/X6OV1aR0mVA6NOSUqckdCQjlnmddezu1w5heX1nCmrRy6TkhxrbJErr67BTV5pHbUNbqLDtMSEazlVXEeZtZEQrYLEaAPW0lMtBlGnS+qpqXcRadbSL9aIRtWx8WSZ1UF+SR0+f4CkaEMrk/ir9dyupqzeJkfk6tDjZmj9+vVj4cKFLFmyBKlUypIlSy6pzC6XeIuh1QiupxIZqm3h7J1V3uT/I5NK6Bdnol+c6RrdWUsUChmpiWZSE83X+laumARLa+XRjDFExYgLLF9Hpl/gM3eefZFBp+KGgZfnDxgdprtmiWdFRK4nepxCA/jxj3/Mj3/842t9GyIiIiIi1xE9zspRRERERETkchAVmoiIiIhIr0BUaCIiIiIivQJRoYmIiIiI9ApEhSYiIiIi0isQFZqIiIiISK9AVGgiIiIiIr2CHumHdjk0BzzxeDztnuN2Xzq6eVcgyun5skQ5PV/W9SBHqVQi6WQ2cpHuo8eFvrpcGhoayM3NvfSJIiIiIl1Ee6H2RK4NvUahBQIBHA4HCoWi1YipvLycpUuX8sEHH7QKdNyViHJ6vixRTs+XdT3JEWdoPYtes+QolUoJCWk7saBMJqO6uhqZTNatoylRTs+XJcrp+bJ6mxyRq4doFCIiIiIi0isQFZqIiIiISK9AVGgiIiIiIr2CPqHQDAYDP/vZzzAY2s5tJcq5tnKupixRTs+X1dvkiFw9eo2Vo4iIiIhI36ZPzNBERERERHo/okITEREREekV9Gg/tJdeeont27cTCAQYNWoUDz30EO+88w4bN27E5XKRmZnJqlWrAPjggw/47LPPkMvlxMfHs3r1apRKJV9++SVvv/02Xq+XjIwMHn/88TYdIZ944gk+++wz1Go1CxcuDMp6++23sVqt6PV67rzzTlatWtWuLLvdzmOPPUZWVhZbt25tt02ffvopdrsdlUrFr3/9a5xOJxs3bsRut+NyuYiMjOTDDz/sNjnNz662tpacnBzmzJnT5XI++OADKioqCA0NJTY2lqqqKsxmMx6P57LkdNU7aq/8/PZs27aNoqIiFAoFZrOZjIwMTpw4gcvlYuzYsezevZsBAwYwYsSIy5IBTSHabr/9dgoKCggEAkyaNIlXX321xfft9XoZNmwYTz/99GW3B+CFF15g7dq1uFwuVCoVTz/9NIWFhbzzzjtYrdbgOyopKSEtLY3KysrLkvPSSy/xzTffcObMGdLT01m7di3vvPMOX3zxBcXFxSiVSgwGA8uXL8fr9bZZ34svvsjOnTuRSqWYzWaeeeYZ9Hp9l/ehjsgRBIEXX3yRPXv20NjYyPLly7nttttanPPUU0+Rk5PDu+++2+53K3IVEXooW7ZsEZYtWyb4/X7B7/cLixcvFt555x1h/vz5gtvtFjwej3DrrbcKOTk5wsmTJ4VZs2YJbrdbEARBeOCBB4RPP/1UqKmpEW666SahtrZWEARBWLlypfDNN9+0krVp0yZhxIgRwnPPPSf86le/CsqaOXOmMHfuXMFutwu33HKLkJmZKWzatKlNWc3/fu+994TJkye326Z58+YJP/rRjwSfzycsWLBAGD16tDBnzhzB7XYLS5cuFSZOnCjccsst7bapK+R4PB5h5syZwoIFC4TFixd3q5zmd7RkyRJh6tSplyWnq97RxZ5pc3uWLVsmrFmzRnj00UeFxYsXC6+88oowaNAgwW63C7W1tUJGRobwyCOPCCtXrrwsGc08/vjjwsSJEwW/3y8UFxcLgwcPFt56663g971u3TohIyNDuO+++9qtsyOytmzZIsyYMUN49NFHBb/fL9xyyy3CqFGjhHnz5rV4R9nZ2cKcOXOE6dOnX7acJUuWCHfffbfw6KOPChMnTgz216+++kq4++67hVtvvVXYt2+fMGnSJGHGjBmt6svOzhYeeOABIRAICIIgCA8++KDw1ltvdeqb60gf6ogcQRCEzZs3C/fcc48QCASE+vp6YerUqYLVag0e37Nnj7B06VJh2bJlra4VuTb02CXHiRMn8vrrryOVSpFKpRiNRhwOB9OnT0epVKJQKJg+fTqbN28mJSWFTz/9NDhiNJlMNDQ0sG3bNkaNGoXRaAQgMzOTf//7361k3XjjjWzatInk5GQkEklQlsViYebMmeh0OmbMmEFkZCS5ubltyoKm0dqUKVMu2qYhQ4YwZ84cZDIZZrOZ2NhYEhMTUSqVvPHGG0ycOJG6urp229QVcrxeLy6Xi6FDh6JWq7tNTvM7ev311xk0aBAbNmy4LDld9Y4u9kyb2/P666+zZcsW5s6di9FoRCaTERkZSU5ODjqdjhUrVlBbW4ter78sGc0UFhby5JNPIpVKiY2NRavVkpeXx/Tp07HZbHzyySfMmDGDsrKyduvsiKyJEycSHR3N3LlzkUqlhIeHYzAYGDx4cIt39MILL7BgwQLWr19/2XJef/113nzzTSIjI1Gr1cH+um3bNubOncv06dPZtWsXEyZM4J577mlV39ChQ3n55ZeRSCR4PB6sVisxMTGd+uY60oc6Igfgu+++Y/bs2UgkEkJCQhgzZkxwBaGxsZHnnnuO3/72txf5akWuNj1Wocnl8uASwKFDhygqKqKoqIiIiIjgOeHh4VRUVLQIe1VUVMS2bduYM2cOlZWVhIeHtzr/QtRqdfA8m80WlOX3+4PywsPD8fl8VFZWtikLaLVk0VabbDYbERERwTb5/f7gcb1ej8lkwuv1ttumrpDzzDPPMGXKFBwOR7Czdoec5ue2c+dOVq1addlyoGve0cWeaXN79Ho9lZWVWK3WoAyTyURFRQVyuZzo6Gjq6+vbfW6XktFMVVUV8fHxQNP37fV6KSgoICIigt/97nc88sgjhIWF4XQ6262zI7Lkcjk1NTWEh4cH3xE0hYprxmg0cvjwYZYvX35FcsLDw5HJZJSXl1NXVxfsr5WVlURERAT7X0RERFAhtlXf888/z9SpU0lOTmbWrFmt5HRFH7qUHCB4382Eh4dTWVkJNPWhe+65B7PZ3Oo6kWtHj1Vozezbt48HH3yQl156CZVKFUwTA01r3Od3zLy8PH7yk5/w5JNPEhUV1aquC8+/kPz8fA4cOBCU1XxN8/8lEknw+kvJuhi5ubnBNslkslb3eD5dLWf79u3Y7XbS09M79ewutz25ubnodLpgnVciB7rmHV3qHpxOJ88991wLGc37rs0yLlVXR9opCELw+x4+fDgKhYL9+/eTmprKsGHDulTWkSNHgu/owj5w4MABoqOj0Wg0Vyxn3759fPPNN8yaNatFfxUEIdj/mtvVXn2//vWv+e6777DZbPzf//1fm3K6og91RM6FvzcSiSTYhzIzM9u8RuTa0aONQvbs2cPjjz/OX//6V5KSkrBYLMEREjSNoJqjZJ86dYpVq1bx7LPPkpGRAYDFYuHYsWOtzj9y5Ah//vOfAVixYgUzZ85kz549rF+/njFjxpCeno7FYuHkyZNBeZWVlUilUiwWS5uy2uNCWRKJhDVr1vD++++TlJTUqvPZbLbgEkl3yPnyyy85deoUu3fvRhAEGhsbue+++zh9+nS3tOfAgQMMGzbsitvTVe+orfItW7bw97//HYDZs2djtVp57LHHgjJqamqC31llZWVwCftyZfzqV78iKiqK//znP6xdu5a//vWvPPLIIwwYMIDt27dz5swZdu7cSWFhIU6nk2effZaFCxdetiy1Ws1f/vIX1qxZQ1JSEn6/v8WsJjs7mwkTJlxxm7xeL48//jg333wzer0enU5HZWUlUVFRVFZWBvtfXl4eJpOJ+++/v0V9p0+fxuFwMHToUJRKJXPnzuXjjz9mzJgxXdqHOiqn+b6bqaysJC0tLdiHbr/9djweD4WFhfzmN7/hmWeeaedrFrlqXMX9uk5hs9mEGTNmCEVFRcGyU6dOCXPnzhVcLpfgdruFefPmCadOnQr++9ChQy3qqKurE6ZMmSLU1NQIgUBAuPvuu4WtW7e2K+vNN98Ufv3rXwdlzZgxQ5g9e7ZQX18vzJ07V5g5c6aQk5PTpqxmioqK2jVusNlswsSJE4U77rhDCAQCgs1mEyZNmiRkZmYG2zR16lRhwYIF7bapq+TMmzdP2L59u7B06dJulTN48GDh22+/vaL2NMu60nd0qXtolvHqq68KDz30kCAIgrBt2zZh0KBBgsPhCF7/+uuvC7/85S8vS0Yzb775pjB8+HChqKhIKCwsFKZNmybk5ua2+L6nTp0qrFq1qt06OyLLZrMJY8eOFR544AFBEAShsLBQmDx5sjBnzhzB5XIJLpdLSE1NFbKzs69YTnN/ffnll4UXXngh2F+//fZbYfny5cK8efOEAwcOCDfddJMwe/bsVvVt27ZNWLRokeDxeARBEIQ///nPwtNPP91KzpX2oY7IEQRB+P7774W77rorKGfq1KlBA7NmioqKRKOQHkSPjRTy5ptv8tZbb5GSkhIsu+WWW6irq2PDhg1IpVIWLlzI3XffzZdffhkcUTczYcIE7r//fjZs2MCbb76JTCZj/PjxbW7i/uEPf+Djjz9GJpPh8/nQaDTMmjWLlJQU3nrrLRoaGjAajdx7771ERUW1Kevee+/l3nvvxe12c+zYMYYPH87gwYN56KGHWrVJJpNRX18PwM0330xiYiLr1q2jvLwcvV5PY2MjFouFoqKiFqPkrpBz/rObMWMGP/3pT6moqOjy9jTLycvLY/v27ezYseOyn1tXvaOkpKR2v5Pz25OUlER+fj5OpxOj0cjkyZM5ePAgbrcbQRCQyWRUVVXhdDpJTEwM7u11REYzb7zxBq+++mpwuSw+Pp7ly5e3+L5HjBiB0+lkypQpl9We5jY1L6c5nU4A7rjjDsLDw9mwYQOCIFBQUMDhw4fb7UcdlfPGG28gCEIwA3RsbCyjRo3i0KFDVFVVoVAoCA0NZezYsaxfv77N+l577TU2b96MUqkkPDycP/7xj8EZ8aW+uY72oY7IgaYlxqeffppdu3YhCAIrV65k/vz5Lc4pLi7m4YcfFs32ewg9VqGJiIiIiIh0hh5vFCIiIiIiItIRRIUmIiIiItIrEBWaiIiIiEivQFRoIiIiIiK9AlGhiYiIiIj0CkSFJiIiIiLSKxAVmkiP5sEHH2TSpEmkpqZy9OjRTl37r3/9C7vd3k13JiIi0tMQ/dBEejTp6els2rSJhISEVsf8fn+rOH7nM3v2bN5+++1g2CoREZHejThDE+mxLF++nEAgwL333sv48ePZt28fxcXFTJw4kdWrV3PnnXcC8OKLL5KZmUlmZiYrVqygoqKChx9+mPz8fJYvX86+ffsuKqet6wH279/P4sWLmT17NsuWLSM/Px9oiiDx6quvMmfOHGbPns0f//hHvF4vAEuXLuXtt99m6dKl3HTTTfziF79oFWtQRESkm7gmAbdERDrIwIEDhbKyMmHq1KnC3r17haKiImHw4MHCunXrBEEQhNzcXGHWrFnBuHzvvvuusH79+hbXXoz2rm9sbBQmTJgg7N69WxAEQfj888+FRYsWCYIgCF999ZVw8803Cw0NDYLX6xVWrlwpvPfee4IgCMKyZcuE5cuXCy6XS7Db7cL48eOFvXv3dvlzERERaY04QxO57vB6vcH8VSaTCZvNxueff05dXR3Lli1jwYIFHa6rvesPHjyI0WhkzJgxAMyfP5+CggLKy8vZvHlzMKK8XC7ntttu45tvvgnWmZmZiUqlQqfTkZycTHl5eZe2X0REpG16dPoYEZG2kMlkwaSgERERvPbaa/ztb3/jD3/4A2PGjOGJJ57o8L5Ze9fX1NRQUlLC7Nmzg+cqlUqsVitWq5UdO3awbt06oGkvLywsLHje+QlLpVJpq6SnIiIi3YOo0ESue0aNGsWoUaNwOp08//zzPP/88zz77LNXdP2SJUtISUlh/fr1rc6PiIhgypQprFixoiubISIicoWIS44i1zVbt27liSeeIBAIoNFo6N+/f9AIQy6XB1OMdPb6jIwMqqur2b9/PwBFRUX89re/RRAEpk+fzoYNG3A4HAB89NFH/OMf/+jWdoqIiFwacYYmcl0zduxY/vWvf5GZmYlCoSAiIoLVq1cDTWb7d955J08++SRz5szp1PVqtZqXX36Z1atXY7fbUSgU/OIXv0AikTBjxgxOnjzJ4sWLCQQCJCYm8tRTT13NZouIiLSB6IcmIiIiItIrEJccRURERER6BeKSo0iv58knn2THjh1tHvvd737H+PHjr/IdiYiIdAfikqOIiIiISK9AXHIUEREREekViApNRERERKRXICo0EREREZFegajQRERERER6BaJCExERERHpFfz/NKaJ/19ms5MAAAAASUVORK5CYII=\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"scatter = sns.relplot(kind=\"scatter\", data=mip_local_df.loc[mip_local_df.status == MIPStatus.REVIEW_PENDING], x=\"first_seen\", y=\"seen_for\", hue=\"standard\")"
]
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": null,
"id": "771662ff",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": "<Figure size 455.1x360 with 1 Axes>",
- "image/png": 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0TvH7/T09BEEQhF6l395Dq7C28avnv6Gx1QnA0epW/vflYprbxGZlQRCES1G/DWg1DXa8vvBZTlV9O/XNjh4akSAIgnAh+m1AMxki75dp1Qr0OmUPjEYQBEG4UN1+D83tdvPEE09w8OBBvF4vBQUFLF26lE8//ZQXXngBj8fDsGHDePTRR5EkiU2bNvGHP/wBr9dLSkoKTz75JGq1usvHlZYYxaJpubz1+SEAJAm+s3AoSbH6Lu9LEARB6H7dHtC+/PJLVCoVr732GgC33HILq1at4sknn+Tdd9/FZDJx7733smrVKqZOncpPfvITXnrpJVJTU1m6dCmvvfYaS5Ys6fJx6dQKrp2Rz5hBiTS2OkmM1ZORaOzyfgRBEISLo9sD2syZM5k5cyYANpuNtrY2Dh48yKhRozCZTADMmTOH1atXYzabSUpKIjU1FYC5c+fy17/+tVsCGoBeq2RgVmy3XFsQBEG4uC5a2v5DDz3EmjVruOuuu5AkCYvFEnrMYrFQW1uL1WrtsP1Ura2ttLa2hrX5fL7uG7wgCILQ6120gPa73/0Om83Gd77zHSZPnhz2WCAQQCbrOD+lo/Zly5bxzDPPhLVZLBaefvppdu3addoxFBcXn8fIz53op/f31df6uZh9iX6CioqKungkwoU6a0Dz+/28+OKL3H777efVwa5du9BqteTk5GAwGJg1axYvvvgiw4YNCz3HarWSmJhIYmIiVqs1ov1US5YsYcGCBWFtPp+P+vp6Bg8e3GESSXFx8UX5Cyj66f199bV+LmZfoh+hNztr2r5MJmP58uU0NzefVwd79uzhj3/8I4FAAIAtW7awaNEiiouLaWpqIhAIsGLFCmbPns2QIUOwWq2UlZUBsHz5cmbPnh1xzaioKFJTU8P+6yjwCYIgCP1Hp5Yc8/PzmT9/PsOGDQslchz3xBNPnPG1ixYtYv/+/Vx33XXIZDJyc3P51re+RXJyMrfddhtyuZzx48eHliGfeOIJ7r//fuRyOXl5eSxatOiM1xcEQRAE6GRAS05O5tprrz2vDuRyOb/4xS8i2ufPn8/8+fMj2idOnMh77713Xn0JgiAI/VenAtr3vvc9IHifqrm5mZiYmNMmcQiCIAhCT+hUVCovL+f2229n6NChTJo0iaFDh3Lvvfd2mFIvCIIgCD2hUwHtF7/4BVOnTmXdunXs2bOHL7/8kqKiog6XEi8VDa0Odhys48utFRwoa8LjFfvYBEEQLmWdWnKsra0NS9s3m83cc889vPPOO901rm5VaW1j4+4aXlq5F68vgEyCe64ZwuxxmSgVYilVEAThUtSpT2+5XE5FRUVYW0VFBXK5vFsG1d1KKlt45ZP9eH3BrQT+ADz33i4q62w9PDJBEAThfHVqhnbfffexcOFCRo4cSUxMDE1NTWzdupVf/vKX3T2+Lufz+Wltd+Nyhy8x+v0Bmo6dXC0IgiBcejoV0C6//HKGDRvG+vXraWxspKioiKVLl5KQkNDd4+tycrmMlHgDBq0Sm8MTalcqZFiitT04MkEQBOFCnDGgXX311bz//vtcc801vPvuuyxevPhijavbBAIBviiu4IZZBby+6gCt7W70GgW3zxtESpyhp4cnCIIgnKczBjSHw8Ett9xCaWkpd955Z4fPef7557tlYN0lEIDmNhevfbqfGaPTUKsUeLx+KqxtyGRSTw9PEARBOE9nDGgvvPACmzZt4ujRo1x11VUXa0zdSiaTmDcpi1/+y8p7Xx4Otf/q2xN6cFSCIAjChTpjQEtJSSElJYXMzEyGDx9+xgvdf//9/PnPf+7KsXWbITkWfnHnWN5dcwiFXMaCqbkMzDT39LAuGlfNEVzWo0iSDFV8BuqEzJ4ekiAIwgXrVFLI2YIZQElJyYWO5aLRqBWMGZTIyMI4CEgo+tHeM0f5Pqxv/y8+WzMAcqOZhIU/RpOa37MDEwRBuED955O8Awq5vF8FMwDb7q9CwQzA19ZI+/6ve25AgiAIXaR/fZr3c36/H09dWUS7u668B0YjCILQtURA60dkMhm6/NER7brckT0wGkEQztfrr7/epdd77733uPXWWy/4OrNmzWLjxo1dMKLzIwJaP6PLGYlx5ByQKZDkSqJGX4k2a3hPD0sQhE7y+Xw8+eSTPTqGQCBAIBDo0TF0pFNJIZ3RG9+cEEllSSV21h0Yh89EkkBpSUOmUPb0sARB6IDX6+Wxxx5j8+bN+Hw+CgsLaW1tpa2tjblz5/KPf/wDv9/PI488QkNDA36/n+9///vMmzcPn8/HwIED+d///V/+/e9/U1dXx5133smdd96J3+/nV7/6FatXr8ZisTB69ImVm6amJh566CFKS0vxer3ccsst3HHHHQBMnz6d+fPn8+GHH/L888/T3NzMQw89hMfjYerUqT30Wzqh0wGttraWmpoafL7wGogjRwaXq/7yl7907ciEbiNTKNEkZff0MARBOIu1a9dSUVHBRx99BMDTTz9NQkICmzdvDrV997vfZdKkSXznO99h06ZN3HXXXcyZMwelMvhF9eDBg7zzzjvs2LGDm2++mdtuu41169axbt06VqxYgUwm49Zbb0Wj0QDw17/+lfj4eJ577jnKy8u5/PLLmTt3LklJSQDU19fzySefAPCDH/yA2267jeuvv56VK1fy0ksvXexfUZhOBbTf/OY3/Oc//yEuLg5JOlFNQ5IkVq1aBUB2tviAvBR4bU24qg/ja2tEYU5EnZSDXK3r6WEJgtABi8VCSUkJn376KZMmTeKBBx6IOPnkz3/+c2iFbOTIkbhcLurq6khOTgaCJQwBBg8ejNvtprGxkU2bNjF58mR0uuC//csvv5zPP/8cgEceeQSPJ1jnNi0tjbi4OCoqKkIB7fhMzOVysXPnTv71r38BMHfuXH72s59142/j7DoV0D7++GNWrVp1SRYjFk7wOWw0fPpv2vesC7WZp9+KaexVSLJL8yggQejLBg8ezNKlS1m2bBkPPfQQM2bM4Fvf+lbYc9asWcPf//53mpubkSSJQCCA3+8PPW40GoFgUhgEs51bWlqIj48PPcdkMoX+f+vWrfzpT3/CarUiSRJ1dXVh1zv+3ObmZgCiooInlEiSFHadntCppJD4+HgRzPoAd315WDADaFrzGp6mmh4akSAIZzNjxgxefPFF1qxZg9vtDquf63a7+cEPfsC9997Lxx9/zAcffBC2inY6UVFRtLW1hX5uaGgI/f+Pf/xj5syZw8cff8xHH32E2dxxFaXjwctmC54j6ff7Q0Gup3QqoF177bX85Cc/Yc2aNWzZsiXsP+HS4XfZI9oCPg8Bj6sHRiMIwtm8+eabofyEqKgoMjIyUCgU+P1+bDYbTqcTl8vFsGHD8Pv9/POf/0SlUmG3R/5bP9mIESP48ssvcTqdOByO0P04gNbWVoYOHQoEtwfY7fYOr6fRaCgsLOTjjz8G4MMPP8Tl6tnPkk4tOf7lL39BJpOxefPmsPaT76Fdyrw+H4pL9PTtc6E0JyNT68ICmyopD4Up/gyvEgShp8ycOZOHH36Y2bNnI5fLycrK4te//jVlZWXMmDGDZ599lrvvvptrrrmG6Oho7r//fmbNmsX999/PO++8c9rrTps2jS+++IK5c+diNpuZOnUqX38drBj0/e9/n/vuuw+j0cjNN9/MjTfeyNKlS8nNzY24zuOPP84jjzzCc889x5QpU8jJyQlbnrzYpEAfybd3uVzs2rWLwYMHo1arIx4vLi6mqKgo9PORqhba2t3UtzhpanOSaNaRk2oiMfbCzkQ7tZ/ucr79OCsP0LjqRVw1h9HljiJm8rWo4tK6vJ/z0dt/d721n3Ppy+ey42moJOBxozQnojDGdks/F6qv9SNcHJ1O21+zZg2fffYZdrudP/zhD6xbt46RI0ei1V56pzzvOdLA3sMNaLVKXlqxF5vDgyTBVZOzuXZGHtEGTU8PsdtoUvJJuP4RAi47Ml0UMoWqp4ckXCReWxONn7+MbccXAChM8SRc+zDqhIyeHZggdJFO3UP761//ylNPPUVubi7bt28HYMeOHTz66KPdOrjusnlPLeZoLR98dRibI5ieGgjA+18epqSipYdH1/3kah2KKIsIZv2Mq/JgKJgBeFusNG94G7/X03ODEoQu1KmAtmLFCl555RWWLFkS2qz37W9/mx07dnTr4LqD3elmR0k9CrmMCqst4vGmVmcPjEoQup+7PrIItfPoLvzO9h4YjSB0vU4FNJ/Ph0oV/DZ/PCXU5/OF9jVcSlQKOQMyzTTbXKQnGiMeT7Jc2D00QeitVHGRS4va7OHINeLvvNA3dCoiTZw4kXvuuYePPvoIp9PJ559/zve+9z0mTZrU3ePrcjKZjOH5cXy9o4obZxcQYwwmkMhlEkuuHEh2Ss9uDBSE7qJOycNYNBcIfinVZAwiasw8vO3Nohar0Cd0KinkoYce4qWXXuLll19GrVbz/PPPM2PGDG6++ebuHl+XkySotNqYPjodvz/AgzeNpN3hQamQM6IgHmU/O/BT6D8UehOxM24javhM/D4PrsoD1Lz8KAG/n+gJCzAOn4nCEN3TwxSE89apgKZUKkNVmpubm4mOju7mYXUft9uLSinnH+/upN3pBSDaoObWKwaIYCb0eTKlGnViFrb9X9P46b9D7U1rXkVhNGMcNr0HRycIF6ZTAa2hoYFf/vKXrF69mqioKNatW8dvfvMbLr/8coYPH97NQ+xaCoWcvUcbQ8EMoNnmoqI2MkFEEPqq9r1fR7S1bvsMw+ApSP2gyEBfVFFRwdy5cxkxYkRY+yOPPMLevXtZv349v//97/nzn//M22+/TWpqKoFAALvdzuLFi7npppuAE7UhFQoFdrudtLQ0li5dGqrZeFwgEOAf//gHTz31FCtWrCAjI/webXV1NfPmzeOvf/0rY8eOxWaz8cgjj1BXV4fL5eLxxx8PVSQ52aZNm/jDH/4QSkD8zW9+Q2pqaqd+B50KaD/72c8YOXIkv/zlL7nhhhsAuPLKK1m6dClvvfVWpzrqLfz+ADUNkVldtU0i00voP5SxKRE/6wvHwyWY6CWcYDabOzzCZe/evWE/X3311fzwhz8EwG63M3/+fIqKisjKyuLHP/4xy5cvDxUvfvLJJ3nrrbdCZ6Id9/e//51AIBBW5Pi4QCDAo48+GnYKyzPPPMOgQYO49957Q9u+3n333bDX+f1+HnzwQV5++WUyMjJ4+eWX+fOf/8zvfve7Tr3/TgW0srIy/va3vwEnshyHDh2Kw+HoVCe9iVIpZ+LQZPYcaQxrLyoUxZeF/sNQMJa24pX4XQ5iJl+H21pG+561SJIMXcFYlCZLTw+xz/qiuJwXV+6lvsmBJUbLbZcPYGrR6av1dDedTkdBQQFHjhwhJSUFu91Oe/uJL/g/+clPOnzdLbfcgsFg4I033oh47NVXX2XYsGFhR918/vnn/OMf/wCC8aO1tZXq6urQsTQQTNr74IMPQre1YmJiwooon02nvo4pFApKS0vD2srKykJTwkuJz+dHp1GweHoeGpUcnUbBzXMKkJ29QLUg9Bmq+HSSbvsVCdc9TMs3H2Db/SWuqkM0fPo8zevfIuD1nv0iwjn7oricZ97YTl2TgwBQ1+TgmTe280Vx5B7Bi6W2tpbdu3czaNAgDAYDDzzwAAsXLuT222/n2Wef5fDhwx2+zmDoeLtHeXk5H374Id/+9rfD2q1WKxbLiS9KFouF2traiNcfD2Zut5sXXniBxYsXd/q9dGqG9sADD3DdddcxfPhwrFYr3//+99m8eTO//vWvO91RbyGXyzDoVLQ7G/nBDSPw+wPsOdJAblp0Tw9NEC4qlTkZT30lvvbw6jhtWz/DNGYeqlOWJYUL9+LKvbg8vrA2l8fHiyv3dsksrbGxkVtvvTWs7amnnop43vvvv8+WLVsIBALI5XIee+wx0tKC/d99990sXryY9evX8/XXX3Pdddfx4IMPhu6xnYnf7+exxx7j0UcfRaGIDC8nbw8JBAKn3ctss9n47ne/y7Rp05g+vfOJSp0KaOPGjeOnP/0pPp+PoqIiXnnlFaZPn86oUaM63VFvUtdkJ8FsYNvBemQyibhoHc2t4ggVof+ROvpAkclAEvfSukN9U8e3aU7Xfq5Odw/tVCffQzuVw+EgJiaGK6+8kiuvvJK5c+fy29/+tlMB7ciRI5SVlfGLX/wCCK7k7dixg6VLl5KQkIDVaiUrKwsIztgSEhJ44oknOHDgAAaDgWeffRa73c4dd9zBwoULufHGG8/h3XdyyfGnP/0p5eXlLFq0iIMHDzJ06FDMZjM//elPz6mz3sDn86NSynlxxV4+2nCUFeuO8MrH+5DEmqPQD6niMlDEnLiHoUrIIu7q7x87+bjnjgHpqywxHRdzP137xfbVV19x3XXXhQ7tBKiqqiIzM7NTr8/JyeGzzz7j9ddf5/XXX2fq1Kk89thjjB49mpkzZ/Lhhx8CsHnzZhITE0lISOAXv/gFL730Es8++ywAv/zlL7nyyivPOZhBJ2do+/bt4+mnn8bhcLB69WrWrFmDwWDgyiuvPOcOe5pMJrFlnxW//8TU1+P1c6CsiRmj03twZIJw8SlMFhKv+yn2Q1tALsdTV07de08hyeRET1pM1IhZyHVRZ7+Q0Cm3XT6AZ97YHrbsqFbKue3yAT04qhMmT55MaWkpS5YsQafTARAXF8djjz0W8dzHH3+ckpIS6urq+NGPfoROp2PZsmWnvfbdd9/Nj3/8YxYtWoRMJuOJJ56IeE59fT3vvfceFRUVobM2Y2JiePrppzs1/k4FtOPrnGvXrmXw4MGhm4HeS/DGsT8AdqeXzKQo5k3Kwh8I8O6aEhyuS++9CEJXUFlSUFlSaNn0IW1bPwEg4PfR9MUrKC0pGArG9fAI+47j98m6I8sxNTWVL7/8ssPHFi5cyMKFCwG4//77z3idW265hVtuueWs/T3++ONnfc5vf/vb0P+bTCaee+65Mz7fYrFEbDE4F50KaKNGjeKOO+6gpKSEpUuXAsEjZU7eY3CpkMskrpmSw8GKZl5euY/CzBiWXDEAk7HvnoEmCGfj97hpO+lomeMch7aIgNbFphal9Wiafl/WqYC2dOlS1q5di8ViYdCgQQAkJCRckrUcff4A1Q3tvP35IW6eU8jmfbX87e2dFA1IwKRXkRofWYFfEPo6SaFAnZiNu+Z4iraEJm0A2uwRZ3ydIPQmnQpocrmcKVOmhLUtWrSoWwbU3XxeH2u3V3H5hExeX3WA1nY3AJ99U0ZtQzs/u2Mseu2lt79OEC6EJMmIKppD+/6vkeQKoscvxH5wM01fvoavrRH9gPEojOaeHqYgnFGnAlpfolIpsERrUClkoWB23M6SBmob28lOie6ZwQlCD1InZpO85Dd4mmuxvvE7Ar7gSdYNnz6Pz2kjZvJ1PTxCQTizixLQnnrqKdatW4ff72fUqFE8/PDDvPjii3z44Yc4nU7mzJnDd7/7XQBWrlzJCy+8gMfjYdiwYTz66KOhcltdZcaodA6UNUW0K+QSKoUozCr0X6rYZFyVBwj4PEgqLcZh05GpNCDJ8LY29PTwBOGMuj2grVmzhs2bN/Paa68BcN111/HSSy/xxhtv8NZbbyFJEtdeey3Tp08nISGBJ598knfffReTycS9997LqlWrmDlzZpeOKYCfgVkxDM+LY9vBulD7gqm5JFn0XdqXIFxqJIUSSa7EPOVGmte/ja+9GWRyZEo1emNmTw9PEE6r2wPaxIkTKSoqCqX+m0wm2tvbmTFjBiqVCoAZM2awatUq0tPTGTVqFCZT8NToOXPmsHr16i4NaF6vn/fXHKEw00yCWcdNcwposbkxR2koq2mlqc2FJbp3bHIUhJ6gSszGMHwmrVs+DgYzQJLJaVr7BuYrH+jZwQnCGXR7QFMoFKF9a9u3b6e8vJzExEQGDhwYes7xvQcajaZTxStbW1tpbW0Na/P5fBHPOx2ZDDw+Px9vLEUmk9Cq5KHz0eZPyRUBTejXVOYkjEMuo614JZJKQ/S4+fg9LgJeD2rJR8DvQ5KJpfnepq+ch7ZixQpeeOEF1Go1Ho+HpUuXUlBQ0KnfwUVLCtm8eTOPPPIITz31FG+88UanilSern3ZsmU888wzYW0Wi4Wnn36aXbt2nXYMxcXFREdHM25wMo2tTiQpeD7a8WBmMqhwtTdRXFxyvm8z1M/F0Nf6uZh99bV+urovi0GLPCaRqKHTaNn4AX7nsVJIm1fiXvAjjtq7/6Ojt/8ZFRUVndfr2nZ9SdPn/8Hb2oAiKpaYaTdjHHzZeV3rVJf6eWhut5t//etfPP/885hMJt58802eeuop/vrXv3bq/V+UgPbNN9/w6KOP8txzz5GZmUliYiJWqzX0uNVqJTExkcTERPbs2RPRfqolS5awYMGCsDafz0d9fT2DBw9GrVZHvKa4uJiioiLcXh/LN21nQJaZm2YX8tqn+/H5A2jVCn5440gGFyYAWef9Xo/30936Wj8Xs6++1k939eXQ349938YTwQwg4Me9ZSUjrnsEmVLVpf2drC/+GUEwmNV/+DcC3mAxdG9rPfUfBs+a7Kqgdq5603loKpUq7NDompoakpOTO/1eur2kdnNzMz/72c/45z//GSpwefyemcvlwu1289lnnzFr1iwmT55McXExTU1NBAIBVqxYwezZsyOuGRUVRWpqath/HQW+jshlMrJSTDzzxnZKKpu4fd5ArpuRz49vKWJkQeQ3DUHor7SphSCP/M7rbW8m4O/8Er9wQtPn/wkFs+MCXhdNn/+nh0bU+85DA0Kf/Rs2bOAHP/hBp99Lt8/Q3nzzTex2e1hl/quvvpoFCxawePFiZDIZixcvJicnB4Af/vCH3HbbbcjlcsaPH8/kyZO7dDxymURGgpHvLhrGJxtLg5usx2eiU8u7fHuAIFzqdDkjaFn/dlibacxVyNXiPvP5ON3Wh67aEtFXzkO74ooruOKKK3jppZf40Y9+xN/+9rez9g0XIaDddddd3HXXXad97FTz589n/vz53TqmhlYnZbWtTBmZigTsO9qIWhXXrX0KwqVInZxHwnWP0PTla/hddrQj5qLNG43PZUeu1vX08C45iqhYvK31HbZ3hUv9PLTf/OY3bN++PVSZasGCBfzhD3/o7Nvvf5VCPF4/TrePTXtqqWmwA5CeaCQnNbpnByYIvZBMoUSfV4QmfSD4vDiqD9P4yb/wNFWjHzABfd4oVJbUnh7mJSNm2s1h99AAJIWamGm9oy7uV199xZNPPsmrr74aWlI8n/PQjnv44YdZsGBB2Hlo3/ve9yLOQzuura2Nhx9+mHfeeYfExESKi4tDq3ed0e8CGgQorW7F6faxeHoeGpUcvUaJyy2OjxGE05GrtTgrDlD3zu8JuIJfBN3VJfhsTZhn3IpM1g8/Ss7D8cSP7spyvFA9fR6a0WjkV7/6Fffffz9qtZpAIMCvf/3rTo+/3/0tDASgtsnOTbMLsDs9mKO02BweEsw6GpodxIo9aILQIXddKQGXHUmuxDDkMuSGGEDCU1+DOl7M0jrLOPiybglgfeE8NAgmDc6YMeOsz+tIvwtoMgnmT85m75FGNGoFz769A4fLS4xRzR1XDWLisGRRz1EQOiDJ5CDJME+7mZbij/A21SDJlcjUOpTRlmDNR0HoQd2ett/b+P3Q1OYiLcHIshV7QydVN7W5WPbhHiqttrNcQRD6J1VCJvrBl2Hbsw5vUw0AAZ+HxlXLcNUe7dnBCQL9MKABtNjc2Bwe/P5AWHtDi5O2U46UEQQhSG4wYxw+E1fVwYjHvM0d7ycShIup3y05yuUSTreXlPjITYFGnVLUcRSEUwR8HuyHtlL/8T/Qpg9GGZuKp6ECTfYIooZNw9vWAAE/rrpy1HFpPT1coR/rdwENAgzKjuXLLRXcPKeAVz7ZTyAASoWM+64dRnJcx7vfBaG/ctUepfbNJ4EA7fs2YJ5+K81bPsEwYDzWd/4EBFc6VEm5xF19P2qRxi/0kH4X0PwBcDi9aNRK9DoVD982CpvDQ2KsnsHZlrNfQBB6IY1ahc/ehkyj6/JK+J6GSo4HrYDPQ9Pa14mb/0PqP/xrsF2Soc0cgkytw11XJgKa0GP6XUAjAJv21vLx16VhzdfOyGNorqgWIlx63PUVxJaup3LNs2izh2EadQWqLlz6k2nCVy38DhsBjwufrQlFdAKm0Vdg27sBb2s96uYcvLZmFIboLutfEDqrXyaFlNW0RbRV1IrsRuHS421vpfbdP2Hf9gne5lratnxC7Vv/i9fW1GV9qBOz0WQMPtEgyVAYYtAVjCFqxCwaPluGq2IfMm0U3pZ62g9s6rK+BeFc9L8ZmgQj8uPYe7SR1HgDPn+A6vp2BmSZe3pkgnDOvE3VeE5Jmfc0VOJprEZhiOmSPhRGM/HzH8BVewR7UwNRqTmoEjKJnrgY+/6NyNRaLFfeh+PIdtx1ZSii43HVlqJOyDj7xQWhC/W7gCaTJNISjPzghhFs3leLXCbjptkFqJT9crLaIf+xIG9zuNHou+ZDUegeklx5Tu3nS2E0ozCa2VdcTFFSsLaeJjELd3UJsXPvoeGj5/C1NwPgLNuDsaiO2JlLkCm6dhyCcCb9L6DJJPyBAE/9dyvHTzL4alslD906qmcH1ku43F4+L67gH+/uxO31Exej5adLYshLE4GtN1LGJmEYOg3bjs9DbfqBE1DGplyU/jWpBTjL94aCGYCk0mDbu5ao4dNRJ2af/sWC0MX6XUALBGDN1kpOOpYHvz/AtgN1TBja+ZNR+6qjNW385c3toZ/rmhz8+b/b+PV3J2LUdd8JxcL5kam0mKfehCxlIFJzZfB+V1ohcs3FOdpFFZeGq/pQcCxaAzFTbkQZnUDA78cfCBAI+JEksfohXBz9LqAB+Hz+iDZvB239kbXRHtF2pLqV5jaXCGi9lMJopjRgomj6dABcNUewH9oKMhmapFxU8end2r8qIQu50UzM1FvA76Xugz/ja29BnZSDecbtaDMGdmv/gnBcvwtokgTjhyRRvM8a1jYkV+xBAzBHqSPaEmN1GHXiXsilwFl5kOqXHyXgDZZwk9Q6km9Z2q1Lf+qETBKufRhfWxO1b/4OAsEvh67qEhpXLSP+2odQGkXSldD9+l1A8wdAp1bwgxtH8EVxBXKZxPRRaUhST4+sd8hMMnHtjDzeWBWs16dRybn/uuFEG0Ul9UtB69ZPQsEMIOCyY9u7odvvZWmScmipXAkBP/IoC1EjZhLweZFkCryt9SKgCRdFvwtocplES7ubf7y3i/z0aPx++P1/ivn+9SN6emi9gl6r5LoZ+YwfkkRbuxsFTrHhvJM8LXV4rGUEAgFU8elIF/lbUiDgx9tsjWjvqK07yPXRSHIl0WOvomHVS+APnmShPryN+AU/RBklVkGE7tXvAprH4+OrbZX4/QH2HT2x+XTT7hpmju7eew2XCo1aEcpqLC4uBnp2P1Eg4Cfg9SBTRi6H9hbu+gpqXvs13pZg8JAbY0mZ+72LOgZJkhE1YhbO0l1h7YZBky9K/6qELKIvu4HWrZ+dCGbJecGSWLWlIqAJ3a7fpR8plXISzZEZYAmxFycrTDg37rpyGj9bRtWyR2j86nU8jdU9PaQOte/bEApmAL62Bji65aKPQ5s1nNjLv408yoLCFE/c1fejSb84SRkqcyK6vCK8zbXI9SZiZ96O3GhGZojB52jDe1JqvyB0h/43Q/P6GJRjYcOumtDhnkadkvTEqB4emXAqT2sDNW/8NnSYpLv2KK6KA8QvfBC5und9AXFVBVPXleZkkCQ8DZV4a0su+jjkOgOmkbPQF4wBSUKhu7h/r1XmRAyDL0MRHY+jfB/q+AwcZXtweJzIVFoMhWMv6niE/qXfBTSFXEZ1nY2Hbi2iptGOJEnEx+goKe+62ndC13BbS0PB7DjH4a14m2qQ97INu/rBU9FkDA4GtoAf4/CZ+FT6HhuPQm/qkX4luRLT+Guwl2xFaU6k6avXQ4/ZDxajiHocTXJej4xN6Pv6XUCTJIlh+XG8seogOw7VAzB6YALXXJbTwyMTTuaqLsFjLe3gEQm6+HiUrqDQGqh794+hlPX2vRuIXfxQD4+qZ6jMSXiaa2lZ99aJRkmGTKXBbS0XAU3oNv3uHprH42XbgbpQMAPYtKeW/WVihtZb+Jzt1H30D9x15aiTc8MeMw6fgTImsYdGdnpte74KBbOgAPZda3psPD1NYTCDLPjxYhg0GcsV3yZm+i3I9Sa8tuaeHZzQZ/W7GZrfH2D3kYaI9n1HG3tgNEJHfO0tuKsO4q46iGnMPDQZQ/A216LJGIw+f3TvzHb0+yLbfN6LP45eQh2fTvTERbTv3YAmYzDte9bhOLIdSaUlevwCjMNniDPThC7X7wKaTC5nQGYs9c0Oxg9Oxuf3s35HNQUZYuNnbyHXGlBaUvHUV9DyzXIkpQaFMQbj6CvxtbfgOLIDSaFCnZTda2ZrxqHTsO1Yw/GTnQFUg6b03IB6AcOgySgtqbQVf4zjSLA+aMDtoGnNK6gSMlDkiYLgQtfqdwFNqZAxdmACkgSffF2KXC5xxYQsBueIgNZbyHVRWC6/l5rXf0PAZSfgcaLLH4Pk91H1wk8J+DzB5xktJN38KKqLVFn+TDQpBSTd/Bgtm1eC30/UqLkctcuI7emBXWSephrctUcJBPyo4jKQFOpQMAt7XkMliIAmdLF+F9B8Pj8Hypt5+/NDobZXP9lPjFHNwCyx8bO30KYPJPXOJ/E01yLTGFDGJGJ976lQMAPwtdXjPLqzVwQ0SaFEmznk2MnOASRJhqO4uKeHdVG568qpfvWJ4B48QKbRk3TrEyjNSbiqDiHTGokaNRcCAeTGWLy2pi47hFQQoB8mhQB8vStyc+62A3U9MBLhTJTmJHTZw9Ek54Ik4W2ujXiOp7W+g1f2HEmS+u1xKe0HN4WCGYDf2U7r1k+ImXozkkpDzKRrafn6A5rXvkndu3/C+s6f8LSIf3dC1+l3//LkchnJFkNEe0p8ZJvQe8g1eowjZkW0azOG9MBohI546ioi2tzVh9GmDyTljt9h27eBgMcZesxZtju0IV0QukK/C2gAl41MQas+sdpq1CkZlicK8PZ2hoETiZ58LZJKg9xoJu7qB9CkFvT0sHoFubzn9+bpCsZEtBmHTUeSK5CpdcH7ZqfwtkZmHAvC+eqX99B2HqpjwdQc/AGQgEAgwKHyJhHUejmF0UzM5OuJGj4LZPJ+n/Zd29DOkepW6psdxBgt1DS0kxjbc9VJtOkDMU+/laa1b4DPR9TYq9AdS/yQ603oB0ygrfgjANSpBWizhqKMTcbnsCHXihUS4cL1z4BW0hBWaR+C1UIW9dCYhM6TJAlFVN/OHQz4vHiaagj4vCii4zusW2lzuNl5uJ63Vh+iwmpDJpO4ckImC6flYonumTqXcl0UpnHz0Q+cCIEAiqhYpGNVXSSZHNOYefjaGpEUKpCg+as3gQDqlALirrqvVyT3CJe2frfkKJPJOjzfa1B23/6QFC4NPnsbTevepOIf/4/Kf/4/rG/9HndDVcTzahvsfLW1igqrDQgWDPhg7REOljdf5BGHkyQJpSkOZXR8KJgdpzInET//B+jyRtG+ey3H9+y5KvfTtuUTAmGVVgTh3PXDgCYxLM8Strw4dnAi+ekifVjoec6qAzR/9UboPDHHke20bfk44sPe5w+wt4PqNtYmR0RbXZOD6oZ2PN6eDxgylRp37ZHQz6qkHKInLERS6/A7I8cuCOei3y05BgJ+Pvr6KAum5nDFhEwkKViBf01xBUNyxD40oWe5qiKPnLHt+xrThEUo9CeOgomL0ZKdEsXuw+FB7eSz/hxOD2u2VvLCh3twurzMGZfBoml5xHdwHuDFpErIBMA0Zh7etkaaN7yLTK1DYYzFMHAiMrW2R8cnXLr63QzNH4CEGB12p4dmm4vmNhd2p5fYGPGPSOh5ytjkiDZNSl7Eh3yMUcNtVwwk2nCiruX0UWkUZJxYadhf1sRf3txOu8ODzx9gxfqjrN5c1n2D7yRN2kAMQ6fj97ho37seAn78Thv1K54VafzCBel3MzQkiWF5cewuaQCZhATUNzsY0sF9NUG42DSphWgyh+A8uhMAmS6K6AkLkSmUEc8dmBXLHx64jMo6Gz6PkwG5Seg1J5536uwN4LNN5VwxMZsovar73sRZKE0WYiZfS9WLPw+16UfMRpc1DF9HRZ4FoZP6XUCTAc1tLj7aWEpzmwuA+BgtGUnixGqh5ylNFuKv+SGeunL8Xjeq2BSUMQmnfX68WUe8WUdxcTF6TXrYYwnmyFWHtAQDGmX37VnztjXiri8Hvx+VJRWFqeMvinJdVDBlv62ZxJt+jm33VzStegFVQjYyhbJX7KsTLj39LqD5j91MPx7MIHgjvaymrQdHJXSlYAKFhCRJPT2U86LQm7rkxOlB2bGkJxooqwlmQqpVcq6fWYBK1T3Bwt1YTe2b/4unLngwq9wUT9L1P0UVlx7xXJlKg/myG/AMr6fpi1dxVR0AwNtSh6v6ILkLf9wtYxT6tn4X0Lw+H0eqWiPaS2si24RLi9/txFG2m9bNHyEp1ZhGzUWTWogk719/zVvb3VRa25BkEo8sGUuFtQ23x096kpGMxO5biXAcKg4FMwBfi5W2HV8QO+O2Dp+vSSvEd2hLKJiFXtfWiL+pBlLzu22sQt/Uv/6lE8xoHJZnIUqvIivFhETwcM8BmeL4mJ7k8fjwKC386dUtKOUypo1KozAjBrm883lLjtJd1L7+m9DP9v0bSbr1l2jTBnTHkHulqjob//fqFvaWBgsHjCiI47uLhl2UCiLODhI6nGV7CPi8p/1SISlVIMlOOe2b3nmIq9Dr9bssR5lMRkGGGafLy2uf7OfVT/ajUspJTzT29ND6td1HGvj1sm2s3lzOxxtLeeTZdewvazr7C48J+Ly0bFx+SqOf9n1fd/FIe7e126tCwQxg6/46dhy6OBXtdTkjItr0AyeecYasis/EOGJmWJsmYzAevfiCKZy7ixLQ6urqWLJkCTfeeGOobeXKlVx//fUsXLiQpUuXEggEqwZs2rSJG264gcWLF/PAAw/gcrlOd9nzdqCsie2HThw7snF3DRXW9i7vR+gcvz/A8nVHItq+3BpZzPZMJEXkB+ep1Sr6Mp8/wKa9NaGftWoFN88txNro4NVP9rH7cAMeb/dlEWozhxA16vLgjAsJ/aDJ6AvGnvE1Cq2BqFGXY7nqe0SNvpLYufdgnnEbh63iFoBw7i5KQHvwwQeZOHFi6OempiaefPJJnnvuOd5++22qqqpYtWoVXq+Xn/zkJ/z+97/nzTffxGw289prr3X5eLYesEa07Tksqn73JL8vENHm83e+soUkV2Aac9WJBpkC/cBJ6PLH4LP3voQfnz9ATUM71kZ76MvchZLLJMYMTAz9vHBaLu+tKeG/nx3glY/389O/rmXHSV/kAoEAtY12ahra8fkvfAwKoxnzjCWk3v1HUu7+I3FXfgdldPxZX6eOSydq6DQss+/EVDQHTVLOBY9F6J8uyj20Z599lt27d/P5558DsHbtWkaNGoXJFMzkmjNnDqtXr8ZsNpOUlERqaioAc+fO5a9//StLliwJu15rayutreHf4Hy+zn3zlCQYkGGOKE6cmxZ9Pm9N6AIymcS8Sdls2nviAE9JgikjUs/pOpr0gSTevBTb3nXoMgbTvOFdql/8Gcq4dOIuvxdNWmFXD/28NLQ4WL72CO+uKUEhl7hhVgGzxqYTpb/w+0aThiZTvM9KSUUzdqcXm+PECd+BALz2yX4GZsXi8fr45OtSXvvsAH5/gGum5HDlxCxiTcFUf5vdjd3pJdqgPqesSJlCiSou7YLfhyCcj4sS0AyG8KMhrFYrFsuJMlMWi4Xa2trTtp9q2bJlPPPMM2FtFouFp59+ml27dp12HMXFxSQlpxIXoyU9wUhZbfCbe15aNHqtgrKyMurqLvx+Q3Fx8QVfo7/1o1Rp+Omtw1lVXI1CLjF9ZBK+9mqKi0vP/uJTJBdMpWH57/G1BTcWe+rKqHn9Nyiv+jE1x7Zr9NTvTi6Xc7RJy5urDwLg9cELH+7BpJcRo2jukr5unZGI05fGvgp76DG1Ss7YQYkkmPWUl1dQ1uBj2Yq9ocffWHWQaJ2crFg3DqJ5+eODlNbaGFUYxzWTUnHbrBH9dLfe3k9RUVEXj0S4UL0iyzEQCCCTdbz62VH7kiVLWLBgQVibz+ejvr6ewYMHo1ZHftMtLi6mqKgomE23r4VF03Opb3YikyDWpMXmcJOenk56euSemXNxvJ/u1pv6cbl9uDy+C64+UVxczC++Ne6CrgHgKN9HdVt4lQy/00aM0k9KUVGP/u68Ph8vPbMu4rk7Spp58KbzH1NHfbW7K5BJkJ4YxdSiVD77powdB+tJMBey/WBkFZGvdtYy/NrhLP2/L3F5gise3+yx0mb38thd49Brlb3q792l1I9wcfRIQEtMTGTPnj2hn61WK4mJiSQmJmK1WiPaTxUVFUVUVPh+GpfLRX19fcRzT6VUytFpVPzp1a1h7Q/eNPJc30a/FwgEN6m/+sl+quvbmT02nWlFacTF9GzxW5lGDzI5hJVRkpBrev4QSblMRnZKFAdOyeBM78T+MJ/biUyu6NS+uhabi5UbjnDHVYNQKuT87e0docdeXrmPmWMiv7jlpJioqm8PBbPj9h5tpK7Jjl574Zu9BaE79Uja/uTJkykuLqapqYlAIMCKFSuYPXs2Q4YMwWq1UlYWLKC6fPlyZs+e3aV9e3x+1mytiGjftKemg2cLZ3K0upWf/2092w7UUdto56WV+/hg7eEuSTC4ECpzEuapN4d+1g+YQNxV38PnaMXbWt+jFUQkSWLu+EwM2hM1Fy3RGsYMivzidpy3rZGWTSuoXvYI1vf+D2flgdM+9zi1Ug5IvLHqILWNdqYPMfOzK808eoWR+aOiMRnUxJo0oecbdUpmjc0IqwUJoNcoGDUgHp02spakIPQ23T5Dq6qq4qGHHqK1tZWKigpuvfVWpkyZwg9/+ENuu+025HI548ePZ/LkyQA88cQT3H///cjlcvLy8li0qGvPkZZLYI7SMK0oNbTZtKymjWij2Mh5Lmoa2jlQ1hRxxtbytUeYNzG7R48okeQKokbORp2aj9/loHXTcuo++DMA8qg40uZ+t8fGBpCTEs3vv38ZR6tbkMlkZCVHnXbjcyDgp3XLJzSvfQMAt7UU+6EtJN/+G9TxGaftQ6NWcPOcQp7410aGJMmJbfkSNmwBIN5oxjbxPn717QmU19rw+/1kJptIiTPQ2u5i4tBk1u2oYuaYdEx6FbuPNPDumhJmjUm/ZMuJCf1Dtwe05ORkXnrppQ4fmz9/fkTbxIkTee+997ptPDKZjMvHZfLP93fxeXFwpjYwy8xVk7O6rc++Zs/hBp54fiNXX5Yd8Zheo0Qh7/kPPZlaizZtAG27vsRxeHuo3ddah3fPFwSyB/ZoSayUeAMp8WdfAvW1NtKy8f2wtoDHhdtaGgpoHq8PmdbCvqONJMbqiDYGZ14DM6L49d1FmFoO0Fa65cQ12xoxH11FwrBBpMaHFxSI0qu5d+EQrpyUydptVbz1ebD6x76jTXy5tYKHbuo/VVeES0+vSAq52LYerKOksiX0854jjRwoa2ZQtjjg82xabC6e+u9WbA4P7Q4vibE6ahpOZNPdcdVAzKbec7ac2xqZJemp3I/f7USu7bp7agG/D1dVCe0HvgZ/AF3hOFTKLlimk8mQlGoCnvACA8eDsc3u5v2vDvPfY+n3yXF6Hr5tNOmxStqKP0bxzXLoYHOzu3IffrcdmSLyvliMUYPD6eXjr8N/dy02N3Ut4ngXoffqdwGt3eFm+8HI1PxdJfUsmJrbAyO6cIFAgJoGOx6vj/gYHRp19/2xttjcVNUHq6p8sPYwC6fmIpMkAgQYlhdHQXrMWa5wcWmS82g5pU2VPQKZpmuXRJ2VB6l++dFQIkrLN8tJXvjQBV9XYTRjnnoz9SueDbXJjbGoE4IrCgfLm3j1k/2hx6rq2ln24R5+PCuKxs9fBiQUxsg/E13e6DMmyUhScH/gqfdDxZKj0Jv1u4CmlMsYkGlmf2l4llleL/sg7iy708OqTeUsW7EHl9vH6IHx3HX1EJLjTv9hVddkx+sLYInWolScW16QyaAiNU5PRV07fn+AN1cfRKmQ8bv7JvXK36E6tZCo0VfSunklBPxo0gdCzlgkqWvzoWw714RnVQb8uPd8CYWjLvja+oETUETFYi/ZijI6AW32MJTmJAAq6yJLtu04VI97lOP4QHDVHME4bDptO76AgB9VSj6m0VeesSxYvFnPomm5vPbpiQSUBLOWOGO/K/8qXEL6XUCTySSG5FiOLTMGg9rQXAs5qZdmSvKBsmaee3dn6OdNe6zERZdwzzVDIirVtzvcrNpczssr9+H2+JgzLoNF0/OIP4c0e5NBzfdvGMmv/72RFpsbuUzitisGkJYQvBdTWtPK4WPLudkppi45rqSspjW0RJyTbCL9HA5jVRiiMU+/BePwGQR8XpTRiew7WoGs0Y5eq0TfRdl7AY+zU23H2exu2p0eog0a1GepxCFX69DljOi4+G8H489JNSEznPgd2fdvRJ2Ug3nGbahT8lDFpp51uVUuk7hyUjbpiVFs2FlFdko0YwclUld5EMg842sFoaf0u4DmBzbuqmbBlByabS5kkoRBp2TrfiujB5w+dbq3Olp96oJasOL69TPzw+5leX1+tuyz8o93T1RSWbH+KLEmDdfNLDinPgdkmvnjD6ZgbbJj1KpIjjOgVMgoqWjmkWfXYXd6AdBpFPzPdyaSkxoNBD/ED1e1UN/sJC5GS3ay6awBpaSimZ89u472k675629PPKdSZTKFKpRAcbSqlbfWNaLX2kiJ1zOqMLFLyp4Zhk7FtuvLsDb1oKkdPndXST1/f2cnZTWtjB6YyG1XDDzv0x5iTRomD0/hq23BQs4mg4rZYzJQxkdjGnt1KKHE01SLJiUfTWrwz9ptLcNVV4ZMrkCVmN1hzcVog5rJw1OYPDwl1Gat6NktGYJwJv0uoMllMnJSo3ny5c2MGZjAsLx4ymraKMww02JzYTJcWun7cdGRCRiZSVHoTtlPVFbTypYDkfcOV20q54oJWRh051blIz5GFzGz+7y4IhTMAOxOL6uLy8lJjcbl9vLW54dCJZ8Abp5byKJpuSgVp5+hrNlSEQpmoWtuLjuvINRic/HyR3sYlGPh041lbD1gpcXmRqGQyEy6sBm6TB+DedYd2A9sAr8fXf5o/LrIMZbXtvH4P74ObV7euLuGFpuLx+8ef16zxfQEI6nxem6aU4DPF8DrDx7kqTOZ0Fx2PYaBE/G57ChjElBGJwDgrDxA9X8eDyWaKKITSLzh56hik8//FyAIvUC/C2gEAhj1Cv7nuxOpa3Lwf69txX/sxvfk4cncu2DoJRXU8tPNDM2NZceh4GkBBq2Sb109CE65d19W00Z0B+8rPTHqrEtenVVhtUW0VR27x3O4soW3Pj8Y9tirn+xn3ODEUDBRqTXYnZ6wYFxZ18E168/vqB9ro53CzFheWH6iSs3ytUeINqgvOKDZ96yjef3baNIGgExG4+cvoxs+C7IHhj2vss4WUYljX2kT1iY7WSdV4nB7ffh9gTMm+DTV1VNaY2NgmhFvQCIgU5Bi0Yfun8pUGtTJ4YlOfq+H5vXvhmVNeptrcZbuEgFNuOT1u4Aml8sw6TVs2lPLF8UVoWAG8NW2KmaPzWB4/tmPvOgtNGo5i6blMWpAIjqNAqNOxT/f24XL42PBlFxGFMSj1ypDH4zJFn0oIGjVChZMzTnjDKmz/P4AM0anUrwvWEw6J9WETq1k5uhg5fX6FgennpLi9wdoaw9Wgz9S1cJnOx38bcVXTBqezLSiNBJj9UwflcY3e8ILVM8cfX71NrUaBQ0tjoj2T78p4/IJmRdU7d5dV4px6DTkUcGDKZXmJNwNkee5dTQL06jkoT8fn8/PniONvLn6IM02F1dPymb0oISIsVmrqnlu+QE27m8Ovje1gsfvHHXGZCCAgNeNpyGyUo6nKbxSTkOLgwqrDZlMIi3BGPoypDPGsmV/LTa7h+Q4A7nHlpMFoTfodwENYN2OKgw6FY2tkTftW9vdPTCi87d5by1/fCW4afbOqwbxzBsnNhH/7qXNPLxkNBOHJpObGs3bXxyiqDCBKTolgUCAQdmxDMyKvaD+/f4A+4428sG6w8RH6/jOwiH4A7DtQB3tTg8+fwCb3Y1KIcdkUNFiO/H7jTVpiDGqqW2w8+hzG2g+Vgn/lY/3c6SyhQdvLmJoXhzfWTQ0mJoegBtmFzA07/z2CyZZDB0mwMSaNKguMKhHFc2lcdWLuLcH924pY1OInn5bxPMyE41MHp7MV9uqQm3funowiccqqxyqaObnf18f+qL1f//dyv3XDmf2uBNVQQIBP4dKG0PBDMDh8vLCh/t4/F5zxHLzyeQaPcZhM2hc/WJYuzZzSOj/y2va+NUL31B1bHZcmBHDgzcVoZBLfLKlkc82laNUyCjMMHPD7HyG5sZ19tckCN2q3wU0t9vL4aoW9Bolw/IspMYbMWiVSBKs21FNsqXnC9h2lsPl5d01wUoOSbH6sM3ix73/1WHGDEzAEq3lJ7eM4lBFM+0OD2kJRrJTLjyz82B5E488uy60X+lbVw9i2Yd78fr8xJo0HKlqRZIkjDol183I57NNZRypaiU3NZqF03JJsujZeqAuFMyO27CrhtoGOxlJUVwxIYtxg4Np6uYoTcQYOksukxhZEM97X5bQ0BL8MiOTSdw0p/CC9+65a46GbeL2NFTirDyIMT88bd+oV3PPNUOYPiqd5jYXSRY9OSmm0P6u3SUNYasGAG99fpAJQ5NC9zkDXg+NtsiT3A/XtNHu9J4xoAHoB03E195My+YVyJQaYqbdjDr1RGLQqs1loWAGwSXRrQesRBvVfLapnAlDk0hPjGJ/aSNrt1WiVskpSDd38jclCN2n3wU0lUrBqMIE3vr8AA8vGcPT/91GQ4szeNDi7AJiTZfO/TO5JKFTBz+83F7fsYK04YLBOvhhaYnWYukgieRC7DhUHwpmWrWChhYnXp+fBLOO2WMzeGPVAZxuHyPy4xgzKJGspChGD0xErZSRk2JCLpehkEfubZLLJOSyEzcCLySQnUwmk7jr6kHUNzuRJMhPjyE/48I/jJ0Ve8MbJBneDpb2AKKNGkYN6Pj9dHQ/U6tRID+pnJhMqSbZEln7cdyAOKINZ0/uUUZZME+/hahRlyPJ5CiiTszSPV5f2KnWx+072kh+egwJZh2xUVpeO2kz9/qd1Tz5vclnXe4UhO7W7wIaBNPOv7d4OM+/vzv0Td3rC/Dyyn3kpEQzKqr3lG46E5VKzrUz89n9jw00tDhJidOjUshwHysYLJPgmstyUMhlHKlsYdvBOuxOLyMK4shLiznnTdUdOTno+AOBUPCcVpTKq5/sx+sLjmXrgTrqmh08dOtoFAqJuGhd6MM7I8lIfno0B8qaQ9eaPyWHhNMU7D1f1Q3tPPrc+lAwk0kSt88bxIALXHYF0OUWYT+4GQB/3hSqLGM40Kwia1MZg3NiSTB37r0MyolFr1GEZXbePKcQrTp81pWXHsu35mTy8ufluNw+BmVFc93MvND90CNVLWw/UEe708uI/Djy0qPD7pVKMnmHqfoKyc+4wlgOljeHtQ/Pj8eoUzJhaDIr1h8Je6zF5uZIdWuPBDRHXQX+tiYktRZdyqVZ6UfoOv0uoHm9Xj5Ye5gZo9MprWmLeNzaaO/gVb3XkJxYfvPdiWzea0Uhl/HY3ePYe7QxWDVkQAJ56TEcrmzh4b+sxeHyIpPA5fFSWtOGw+EhLz2GvLTo815yG5YXh1opx+Xx4XL7MGiVaFRy/AFCwey4CqsNh8vDgORTAkgAJg5NZmhuHHXNDlLjDJijNHR1laUjx/bAAQQC4AsEeOXjfUwcmnTBZ7g54gagyp+It6mKNdIY3v7weCJLOQOzzDy8ZDQxxrPPMjOTTPzmvkls3Welpd1N0YAECjMiK7AYYy1cNdVI0YBE3N4Afp+D9GRz6H3+9C9rQ0Hxv5/tZ+nd4xlRcPZkJ3ddBcNlB9ibF8vmg81IEkwbamFwhgG1Vofb42PF+g5e2APb0+xHd9P46b9wW0uRaQ2Yp92KInM4uhhRk7W/6n8BzRfA6fZhbbSTEmeISAuPje6apa2LRamQMyjbElZY+fhN+rpmO1VWG8X7anG4gh9uV07K5pvdtVTWlYSe/+BNI5lWlHZe/eekRvOb+yaxfkclLTY3AzLN/Po7E6lpaEd+Si1ArVrR4TE9ZbVt/Hv5HtQqOdEGNWu3VSJJMCQ3NjSr6IqlUp8v8lPX6/NH3LM6H+sOOdlRP5J5E67hvZd3hT2250gjZTVtnQpoAFnJJrKSz35/U65Sk5YW3FtWXFwMBOs77jhYHzbDCwTgv5/uZ0CWGY3qzP/kvc21KDb9hyXZY1l45XAkAhgqPsXkT0FtiCFe52DBlJywklhRehWZyRdeEeZc2K0VNK56IXTf0u+wUb/ibyTc8HMQAa3f6ncBTZJJTCtKo83h5ltXD+IPr2yh3eFBkuDqydnk9YE0ZL/fz+a9tfx7+R4SzDqSLHq0agXzL8vGHKXhg68Ohz3/+fd3MyzPgvmkpdbjVT1qHUZ2HqonO+X0VT3y0qLJO2Wjc1ayifsW+/jLm9vx+QMoFTJ+cOMIkk5KuimrbeNoVUso0LjcPmqPzZAnDEniq+1VvLnqIJIEN84qYProtHNOra9taOdwVSsNLQ5S4w1hy3lTBkZz3UgN2spNONrjUSVkIlef30xtx8E6ig+1UJDjDgviSoWM+ZflUNfs4MutFWQmm0hPOL+qIMf5/AGOVLVQXtOGTqsgJyU67HG7yxPxmja7p8OAfjJvezPIg3/G/sMb0R/eGHxAF4XsWKms1tYWrpw4iOQ4A6s3lZOVYmLqyFRSLvZyo70Fd83hUxoDeJvFQb39Wb8LaGqlAotJQ12jnfoWB99ZOBSH24tOrcDaZEcm6+J1rh5woLyZ3724GbfXz6ThKWhUcq6flc8bqw5y1aTwc99MBhUjC+PCNvu63F7eWn2IN0/aCH3L3EIWnqWqx8mUChnTRqWRnx5DY5sTi0kb9qF3sKyJn/1tPQ6XlwVTc4k2qGk+lrmnUsgoyIjh3ydtgP7XB7uJjdaGlWECcLt9ONxejDpVxJ9dfbOdFRuO8vaxM710GgX3LR5G8b5adHI/Vxu241ixkuMpEObpt2IaM++8zknLTYuheH8d8TE6huZZ2HEweNXrZuSzcsPR0BYRnUbBr749gby08y/kvONgHY//8+vQzLIgPZols0/MsIflxfHqJ/vD9v0tmJpzxkokPnsbDZ88j6+tEePI2bRt+ST4gFxB/LzvoYw6MeuJNmqYVpR23rP6LqHSIjfE4LOFFxmX6S7NmqxC1+h3Ac3n83O4qoVGm4vl646EPkSPy04xMbLg0lp2PFVFbVtYYsiukgZijGraHR4Ux7IKvT4/k4enEBejZd32Kv73pWJunlvI0FwL5VZbWDADeOWT/Yw9qaoHgNPtRUI6baURhVxGRlIUGacUE/b5AyxfdyS0DLpi3RFunlvIwfJmSiqaWTAlh3U7qyOu90VxeVhA21/WxGsf7+NoTSuXjUhl7vhMkk5KJCmrtfHemhIGZpkZWRCP2+unqr6dK8anka5ooXrZyrDrN37xKrq80fiM8SjlMhTnsDdt8vAUth2sY39pE/lpMSSa9RytasHh9obtd7Q7vaxYd5T7r4s+ry9PbXY3/3p/V9gy6f6yZuraUkM/56XF8Mt7xvPfTw/QZnezYGouowcmnPG67rpS2vesAyDg9xNz2Q0EAn50uSNRJ+Wc8zi7my45G/OM26j74JnQKQemy65HEZuK3+tBpuiaotPCpaX/BTR/gK931TAoOzYimAHY7JHLNZea4/uVLhuRQqJZT4W1LXSvcMX6o9w+byBb9llJiNXx5qpg4KpttLP0n1/z2/sm4fX6I67p9wdCdRrtTg9b91t5+/NDKBQybpxdQEFGNFp15+pB+nx+yk5KyHF5fDz/wW6um5nLdxcNRa9VUlnfzrZTak+eXMC3oraNXxyb4QG8/fkh6pocPHD9cNTH7hM5nB7y02NITzDy8kf7gGCAN0cNI97UGvkeB8zi4102Ptq0n6RYHYum5zMgs3Mp/RlJUTxy+xj+/s4OVm44SoJZx7jBiR0mGZXWtOL1+1Gd4fiW03G6TizLnqzdeWKGrVTIGJ4fz4DMWHx+/1n3pQH4HCfKibkq9+OqDKbl6weMP+ejdjxeX5dUnzkbZcYIEm/4BZ6mGlSxydj2rqf+7f9FnZJH1IjZoULMQv/R7w43UinlxEVrOVzZTFFheNaXTCaRGNu1Bz/2hKzkKGaNSSfGqOHp17dRmGFm/LGNyY2tTp7/YDcDs8ys214V9rpAAHYfbiAxVk+UPjw4xUVrSThWzWLHoXp+++JmDpQ3U5hp5utdNfzs2Q28tGIPFdbIzNFTqZRyZo+NLF+VZtFi0KmQJIlpRakYTloiM+qUTB5+YhZSVtsWCmbHrd1eSV3zidJWCWYd44ck8tFJJy/7A/DumhJaZCZkmhOzObkpgY3yIp77YB9lNW1s3F3Lz59dx5EONqufjknhYfLg4N+p2kY7H6w9QuYps1ONSs61M/LPuzJJTJSa6aPSkEkwa0w6N8wu4KY5BWR1UK1frZJ3KpgBqGKT4JSlVk3qABTG8IxUmez0HxmV1jZeXrmXh55Zy38/3U91fWQdzq6kMRrRZQ1BlzuSxs9fpq34IzwNldh2fIH1vac6LD0m9G39bobm8fqZPDyZ4n1WkuP0yCSJ2iY7SrmMqUWpeDqYnVxqbPbgzOQ/H+/D6/Pz6TdlzBidxjVTcli54ShymYQ5SoNJr6L6lEK/Bq2SeLOOR+8ax3Pv7OBAWTMDMs3cs2AIsSYtPp+f5ceSSsYNTmR/aRO7DwcLIx8sb+brXTX86tsTiDnLRuixgxNpbHXyzhclKOQSt1w+gFjdidlxdko0T94/mSNVLUiSRFZSFKknJVN0tMypVsrDNmlnJJk6LJg8rSiVXVYZ6RPuw7TzdXx1R/FMvof3Xw//AHR7/RypbiWrExVVHI217DtUS3WTjOtm5LF83RF8/gBmk4a75w/mlY/3MWFoMmkJRlZuOMKRqhYmD0sh7RyPjVHIZSyYkktBRgzvflGCJEmYo9SU1TuJs7R3er/bqZSWNJJu+Dn1H/0DT0Ml2rxRxE67BbkmOMNfv6OK3YcbKMqPJa3ZjiU6/Itfc5uLJ1/azOGq4Mz3YHkz2w7W8bPbx5zzSQ7nylNfgavyQFibt7kWd105qtiU07xK6Iv6XUAL+P18uP4I11yWw4r1Rxmca0FT3kSiWY/T7aOy3haWAn8pKq1u5UB5E5pjH/qjBiTQ1OqirsnOFRMy8fth1+F6Fk7L5TfLNoWSB6L0qtB7L0iPYek94zlaVk1WenIooUCSJPTHPqAyk01hFSMgOHOqsNrOGtDMUVpunF3IrLEZyCQJS7T2WOr5CWkJxtDBoafKTIoiPy2aAydtAL718gGhWSQEl95S4g0o5BLekzL8ZJJEVb2NLfUBTNqF5BYpSdOloFHVhh1/c/y5nbG/wsZjrx8hEAjOZmeNyWDcADOD8pKQJIkJQ5N5+4tDPP/BbgC27q9j1aYyfvPdicR3EIScbi+1jXbsDg9yuYzkOD0GbfD3nhCrY+WGo0wblcbKDUeprm9HJsG8SdncMLsA43kEEEmS0GYOIfm2X+F3OZDro5Gp1DS0OPiff39D+bEvBlv213Gkpp1vLxwaWtoFqKxrCwWz43aVNFBVZ+uSSixnHPtp7pdJcnEfrb/pdwFNJpPITjbh9/tJjNXz72MfMBD8IHrg+uE9N7guIkkSCTE6ksdlsOzDvahVcprbXKzbEZ5oMSgrlt99bxJ7jzSh0yoYlBUbFkAMWhUuWz167YnCuDKZxFWTs/l6V/WpJ9SEPedULTYXJZXNtNjc6DVK0hIMpy0W3BmxJi0/uW0U+442Ud3QTkF6DPnpMaFKJcc5XT5uvXwAb39xiBabm6RYPWqVnIGZsdidPhLMOipsLow2F3PHZ/DKxycCtDlKQ1xM5/a/fb6jLvTFoK7ZwXtfllDX0Mrg/OCRLC63jxXrwitsWJsclNa0RQS0uiY7X2ypoLbRzmfflKGQB7M+v7NoKKnxRtweH802F0eqWkIzbH8gWLdz1ICEs26gbmlzsedoA7uPNJKVFBVWyUSui0KuO7FMWlbTFgpmx63ZWsGCabmkJ5x4nuw099nOtETZVZRx6RgGXxZ2wKomYzCq+PM7lUG4dPW7gKZQyBmSY0GnUbByw9Gwx+qaHTS2RiaK9GZtdjelVa202t3oNArSEowkx+mpa3bw9c4allw5kPgYLZtOOYIFYPM+K7PHZTIgs3Oln1xuL/UtThJitPz2vkmUVrcycWgy63acuBc3KDuW1ITwPUlen5+126uobbSzYv0RXG4fg3NiueeaIZ3aQHw6CWb9WZfYfH4/b64+yNSRaWg1ChpbnbywfA9//MFlqJRyth20EhOlRiGXse1AHbddMYAKq40ovQqNWoFC3slMxGMf6Hlp0YzIj8fj8+Gwn/3vUkc7wzbvq8XvD7BhZzU3zSnE7vTgDwSX8RLNOtQqBUWFcfz59e0Rr62ub2fEGXIhPF4/76w5xFvHtjIADMwy89MlYzrc9H4ymRQsSaZWytmwo5rmTBf56TFo1ApSEwwMy7Ow/eCJOpAThyaTHNe15cs6otAaiJ64GE36IJxVB1EnZKBJH4TSJE4B6G/6XUDz+fyU1rRSkG7G5/MzMMvMoOxYGludrN1ehdd/6dxD8/n8bN1vZePuGtZur0KtlDNvUhYzx6Rj1CvZX9ZEWqKRljYXBekx7C8N37MzNLfzS6tVdTZeXLmX9Tuq0GuU3DV/MFOLUslONTEwy8zeo40MyDIzZmAiplM2P9c0tONwenjnixMfortKGnj/yxJumlMY3EbR4iRaF4vdFdwT2FWOn+X1wdoTm3AvG55MgllPeqKJMYMSAbA2tuP1+XlxxV7iYrS0O4L3Ia+5rHMp69MGx6LXaWmyOXnz84OolXKum5FLu8ONXqsi3qzjigmZfLD2yLGtIfEEAv6IpBGA7QfqMBk1LJqWyyuf7MflDmYwqhQy4mO0DMq2kJMaQ25aNLtKGsJeG28+84y3pqGdd9aUhLUFK5m0Em2MDABpCUZS4w1UWG1cOTGbTXtqqbDauGJCJnuONHK4soX89Bhy0kzcf91wtuy3squkgeF5cQzPj+t0UsqFUllSUFlSiBox86L0J/RO/S6gyWQSHm+AqjobP7hhBF9sqeSt1QeJN+u47fIBpMVfOhXDrU0O9h5t5MutwWQGh8vLG6sOMiDTTEKMLpT48dbnh7huZj6ZSVEcrQ7e5xicE8uoAWfem3Sc1xf8Vn88K9Lm8PB/r20l1qTh1//+hgCQaNax72gjg7JiaXd4cLi8xBjVyOUyfL4ArR1shwgE4Nm3d4TNHu9Z4GfexKyIpcPO8vsDlNW20tjqQiGXSIrV88gdY1i/o4odhxqYMDSJjFhwefy0OxzERGmQJIl4s54f3jiSDTur2X6gjqIBCYwfknTGzcgnSwlUolXH8sHa4O/I4fKybMU+MpOjGTUgAaVCxuLpeYwoiOfLbZW8u+YQUXo1uWkxRBvUqE46KSEvPRqFXM7hypZQMINgkspnm8oZlG0hJc7AHfMG8ut/bwrtc5s7LuOslW5OV+rLfZpkKEu0lp/dPoa1O6rQaxQ43WZumFXAe1+WhBUw/tHNRUwZmcrl47O4fHxWh9cShO7W7wKa1xcsCxUbrcblCv4/QE2Dnec/2M1vvzuxh0fYeW6PN7RXKz3RyJQRqbg9PtrsbnYcrOfh20bxr/eD9wjfWHWA6aPSGDckCbNRw8ShyUQZVPj8AUqrW6m0tmHQqchKjiL6lJqDLTZXKGgeN3tsOqs2leE89oFbWtOGJVpDudXG069vo6ahnakj07hmSjYJsTospsgkkexUE/94N7zu4bIP91BUGH/e59LtPdrA6s0VrNtRRbRBzbxJWYwemMB1Mwu4bmawMPO6bWU8/fSXtNndXDUpm1njMpABTa0u0hONpMUbMRlUaNUK9h5poK7ZgSVaS2ay6bSzx0ZTIV+t3BHRvvtwQ+iLg8moYcehEr4oDh4r09jq5HcvbuZ335vEwKzYY6sHbWQnmaisa6fdEfkloKHZQeDYqQb56WZ+//3JVDe043a0Myg/Fe1ZZreJsXpGD4xn0x5rqC3aqD5jOa7UBCM3zCrgm901rNlaSXyMLqIa/z/e28ngnFhiTb3npApPawOe2qP4vS5UcWmoLD1Y2US4KPpdQFMq5GQlRzEwK5bf/yc8q87nD1BmbaOwC44TuRiOl5OyO71MHp7CSyv3kmTRs3haLhOGJlHT0E5GkpH9ZU0EArBqUzkAd8wbSNSxc7O2HbCyZZ8VvVZJAKioszFpWHJYIV2NSkFqvCHseJfCjBhWF4ef9zV3XCZPvbYllFG4Yn2wGsj91w1jaF4cc8ZlEBetxe31o1HJidariY8JZgR6fH6UChl7jzTiPqkM17lod7j5alsVn2wsPfazh+fe3XlsD52eyjob5bVt/Om1naHXvPLJfjKSomh3ejhU0RJK3MhMimLc4ETe+vwQ8yZlUW61UWm1MSwvrsNlPYcnQFq8IWIbxMlZl81tTj77pizitUerWhmYFcuW/VZ+9e9vIBBg9tgMJg1PZuPu8NqEc8Znhs1e42J0xMXoKC4uQ6vOPOvvSKtWcPf8IWQnl7N2exUDMmO4+rKcsy5VQnDWub+0ieF5kUuTbe1u3J7es1zvaa6l9q3fh+o9SkoNSTc9KjZb93H9LqBBMHEhJkoTVj/wOL1WicfrQyGXnfeyV3fy+QNUWNto80dT02jnmik5FO+zhu5PtbW7SY4z8Nk3pWg1SkYWJvD1rhpa290AxMdoGT0weN+ouc1FaU0rimPnoklAfbMjojK8XqvkjnmDePS5DXi8fvLTY0i06BmeFxd2D8fr84elxwOs2VLOjbMLSInTkxJnCKWtAzx+11iumpzNC8v3hAr6XjsjD7vTy+a9NcTH6EiJN4aduXYmTW0uvtoWPpMMBILH1pjLm/jtsk2he2bhAjS2Oll57JwvnUbB4um5/PHVrdx6+QA++OpwaFkvLcHAz+4YG1GM1+70MTw/jp0lDThcXkwGFWMGJpB1UhV6jUpBglmH7ZTN2lF6FU1tTv761vbQcuBHX5dSYbXx/euH884Xh/D5Alw/q4DheRe+pSTJYuDmuYVcMzUHjUrR4QGrHTm+kV2pkEVshZgyMrVXnVThLN8fVrw44HHStPYNEhb9GJny0jnEVzg3/S6g+Xx+dh5qYNaYNK6anM3LH+0NpVvfMDOfuiYnD/9lHZlJUVw+PpPcU6rI97Svd1Xz+5c34/UFkCS455ohFBXG8+bqYAkrg05Js81FksXAp9+U8ek3ZVw9ORudWkFcjI7CDDMJx6qhuD0+og1qPvumnPLaYIWP1HgDOR1sJB6UHcsffzCFuiY7+0ub2H+0CUu0lkXTclm1ufzYXrLIb/lRejVqpYzKunZe+HBP2GM7DzWwurg8FMzy0qJxun089MxaIBhYfnHnWAbndO5D3KRXE21Uh4L3cSnxBl77ZD9Nba7QkpxKIeOeBUOObTGQcHv8BALBTL6b5xRSWddOUqyesprWsFqM5bU2tuytjQhokgT/+Xg/86fkkHrsWKLNe2v5orgCjVpBRmJU8IvBVYN47LkNofecnWwiLz0ah9MbOqvtuF2HG7hyYiZPfm8yATiv/WWnI0lSaF9bZ6UnGpFJ8NHXR7l93iA++6aM2kY7U0emsmBq7nlXP+kO3hZrRJvbWobf4xQBrQ/rdwFNLpcxKNvM/rImnC4P/++mImob24k36zhc2cpr7wfv6Rwoa2Ld9kr+9/uXnXZz78VW09DO0//dGvpmHAjAc+/u5OkHp4YSPhwuLwF/gKr69lDNvzeO1Wv81tWDQsEMgvdOjla3hYIZBM8M8/kD/PGVYjxeP5cNjcft8aFSyslMisLt8fHfzw5w05wC3l1Twqwx6Xzr6sHIpGCAPPXk6TuvHoTZpKXCaotIRpArZDS1nZghjxmUyH+O1VycPDyFZIue1z49QM7eWqYVpYYVRu6IUa/itisG8j//3sjxrpIsweNzDlW0IJNJ5KRGY4nWcM81Q3n+g13UNNh59FtjUSvlGLRKBmSa+XJrJYWZMWQmG0OVRrRqBYvHxpKicxGlsxHwecOq8quVckx6FfuPNlJW3cr6Y8WVD5Y3s3FPDb+7bxJxMTqG5Fj4wwOXUVbThlajICfFRFyMDqfby6gB8Wzee+KDWJIgIVbfbZU2vD4/VXU22uwe4s1a4jr4QnKygvQYfnzLSP69fC8vfriHG+cUUFSYQHqCEXknZ3kXizo5L/T/8igLxiFTUCVm43e54NKvbiecRr8LaH5/gM+Lg8fW56bFhO6jLZqWy4drw89Xand6OVrd2msCWmu7O6yShVwmce3MfL7ZW82tVwzg9c8OsL+0ibgYLaU1kcV3j1SFL3WplHJKq8Ofd/mETP7v1S2hgLB2exW/vEcb2qx7fLZSYbWh0yj4x3snkjoeunUUg7JiGT0gEZfHh1atCAbYQIC4GC06jSJs/I0tDnJTTRyqCI7reNmxZIseo07Jfz8LljPafjBYVePJ703GqFex+3ADG3ZWkxJnYOygxLBq/kWF8fzue5MpqWzBoFWQn24mwaxj8vBk1EoFf39nB7dfMZD1OyqpaQgG/PLaNgxaJbfPG0hjq5O3Vh+irLaNO68aSFW9naPVrfx8ngXTN8/hczlQJ+fQQg1RQ6cgUwWX2docbr69cChujy94H+wkdU0OymrbiIvRhYJqzinZiBqVgjuvGozPv5Ot++uINqr5zsKhZw3i58vp8vLpN6U8/8FuvL4A0UY1P7t9DIVnKMYsl8vQB+r5wwNTcLm9xJg0Z5yVWRvtbD1gZceheobmWhiRH9+pe3VdQZ2SR+ycu2nZ8jHRY6+CAPjsrTjL9+CzNaFNE/fS+qJ+F9AAVAo52SnRvPflif04Xl8g+C3zlPTlzt6/uRhiTRrMUZpQUJk3KZvVm8qYNymblz7cS1Kcnutn5ePx+BhVmEBJRXgAG54fWUFizMAEtuwPzgqSLXpKKpoxGdRcNiIVtUpObUM7H649wrC8OGQyifgYHTIJvtxaydxxGQzLi8NmdzMsPziTO77HSSaT8PsDqJVyigoTSLIYeOT2Mfzp1S00tDiJi9EyY3Q6Oo2SP726haPVrWhUcmQyiXFDkkL1Io9rsbmprLNhPeDgb2+fyCZctamMR+8aF1oCVMhlFGaaIz6Yr5iQxcbdNTS1uvD5A+w9emJPnt3p5aWP9jFhcCJTi9IZkR/H17treO7dXXzr6sF858psTNv/jmvsEvyx2Sj9bbQrVbQ32EhJCgY0rUrJE89v5Ge3j0EmwamZ8V7f2RMm0hKM/HTJGBpaHGjVim7NGDxa3cpzJ2WYNre5ePq/W/nt9yaFHaJaUdvGtoN1WJvsDM+LQ6HSHtuAfeZlO5vDw9/eObEl48utlYwemMCDNxWFFZ3uLnK1DtOouahTC3DXHsV+6Bvs+4NfNLTZI5Auux5NSt5ZriJcavplQBszKJHqhvaw0k3rd1Qxd3wG73xxIsjFmjRhN/V7WqxJy09uHcWTL22msdWJQackMVbP5n21HK1p5WhNKxt2VvPfT+HJ703iSFUL3+ypRZJgztiMDjdSjxmUyL7SRr7YUhnqY96kbN7+4hDtDg+ZSVEsmJoLQFOrg0DAz/evH8Hf39nJR1+XEh+j5aHbRpOfHhNWMSS0vCgR+j0Py4vjjw9cRku7m2iDOlTv8X++O5H6ZgeO9hZ+dHMRR6tbwxJy0hKMjB2UiEGn5I+vbAGC99smDE2mocXBln1WJCD5DKcmJ8cZiIsOBgilUsag7FhqG+0kxuqIN2u55rIs9Fo12w/WMW1UGrVNdo5UtfLP93bx1J15BOyj0cQmwcbn8ZRtR1JqUI9ZSL18Kpb4WL7cVonH66fV7uayEal8saUCvVbJZcNTSLLoQn2fjVatIDX+7CsCLreP+mZH8PSITpbnOs7mcHOoojmivdxqo8XmDgW06nobv3hufeje3jtflPCdBQMZ2ok+Kq22iOo0m/bUUmm1UZBx/oebnquA14W3qToUzAAch7eiSSsUAa0P6pcBbc+RBmaOScPu9PLhsTTtumYHjS1O/t9NI9l6oI60BCNjBgZnFr3JoOxY/vDAZRwuq8HpU+Jy+8IqcBxXYbXxo5uLqG5oRyaTSLLoaWlzsW57Ja12D5lJRnJToomL0XHftcNZOC34j7u5zcVj/9gQSpQ5Wt3Kqm9KSYzV8fYXh9BrFIwuTODRb41FkiApVo/52EwiKykKk0FFi+1EUsa10/PCPnDNJm3o+ccZdSqMOhXFxYeYXFREfno0AK9/doApI1LQqBW8u6YEs1GNzx9Ar1EwbnASy05KMkmy6PnlPeNJjI0stdTY6uRQeTMqpRyTQUV5rY2xgxI5UtXCjFHpLF97mBtnF/LbFzfj9wf4YO1hZoxO466rBxMTpSFR76NUMwf19rfwepw0TfohVXYVUf4AmS3NWOJjQwE84A8m69x51UAs0Vrqmhy0tnvYeaiBQICIpcbzUVlnY9ny3WzYVYNBq+TuawZj0XQ+w/BgeXOHe9ySLLqwY4NKKluob3aiVMiYMCSJhFg9Ow83M36o86zFp/2BjmekkiyAt7WBQMCPwmhGOo8z4c6FXGPEVXMkot1esoXoCQu6tW/h4ut3AU0mk5g2Kg2ny0+b3c31M/PZX9ZEfIyOBLMOl9fHD28cGXq+zx+gqdWJRiXv9mMwOssSraW0pJHc9AI27a0lMzkqYnkx0aLD7vISF6PDqFNhbbLz639/E1YR/ed3jiE+WsfRmlbUSjnZKSYqattCwey4kYXxfF5czvC8OORyGW+vCVaJGDc4ketm5KNQyInSq0iOM/DEvRP4cmsFR6pamTIylRH5cee8/SHBrOeqSVmkJxixNtl5ccVeUuMN2BxuZoxOw+3xsXJD+IdUdX07JRXNEQGtuc3Fc+/sYN2OatRKOdfPysdkUPG/L23iwZuKWF1czjVTcvngqyOhoOT3B/h0Yxmp8QYW5gUDvaahgkDNPg5k38oz75/YGjAgw8HD8SlMH5XGV9sqWV1cTm5qNCqlnIPlLWFfNoblxfHA9cOJO8+CzABer5+3Vh9kw67g/jSbw8OfXt3Kz5cM7/Q1jla1smW/lSsnZrFiffCEAL1GwX2Lh2MynFhK9Hj9ROlVXD8zn4++LmXN1koGZ8dS3+I4a0BLjjMEy62VnVjavWZCCvF1xVS88TIBt4uoMVdiGnUFiqjz2/fp97hx1x7B01iFTBeFOiEbhTGGplYnSBBj1OBQmVAn5eAo2RL2Wk36oG4PpsLF1+8CGkBtg51AABpaHGQmRTE014JMkjhU2czk+BPnJ9U0tPPBV4f5bFMZcdFavnX1YIbmWnpNRldynIEFU3KpsLbx1ze3034s4eK+xUPZtLuWnSW7GJ4Xz6gBCdS3OMOCmUyChhYn1fXtROlV1Dc78PkDHdbeSzDr8fgCVNXb2LCzmvpmJ3PHZ0IgwC+e24BJr+KOqwZRVBBPVrIprOCw2+PjQFkTNQ3txBg1ZCZHdSr9PNqoYcrIVJb+cwMAE4Yk8/qqQ0wcmsSYQUms2Rp5eOPJZaIgWH9yZ0lD6JQBl8fHiyv2MntsOnMnZLH9YD1ZySZ2HqrH5nBHXO/kmaak1OIevohly8PTwfeWtnCkuoWhuRYev2scH6w9jN3pJSFGx78/CM4g46K1DMuPo6XNRVlNK3ExOqrqbBytbkUuk8hMMoVln55Jc5uLL7dFvndrc+eLasfH6NhzpBGX28cNswrw+QNEG1QRS4FZSVFcMSGLl1buDVWE2XW4gT+/vo1ff3siRn3kn6PD5cHt8WMyqPnhTSP5cmsFm/bUMnpgApdn2Gh882+h57ZseBe5PjqYtHEe2vd/Td17T4V+Vk24me3KYfz3s4NIksR3Fg3lw3WHuXnMAAzxmbitRwFQxqZgHDLlvPoUerd+F9B8Pj9HqltIj9dz1eRsymtseH1+FAoZSbF6Uo5VB/f6/LzzxSFWrD8KBEs7Pf7Pr/nD9yeTm3bx7gGcTXaKiazkKHJSTdQ02IkyqPhqSyUKhYy0BBOrNpfT0OYkMzH8XuDQvDjUSjklFc18svFE9YoHbxrJ3PEZfLQhWG1DIZeINampbmhHp1ZS3+wkPkaLBPiB+Zdl4w/A/tImTHoVA06qshIIBPhqWyX/99rWUNsVE7O47fIBna6RmJMSzea9ViQp+GeyZmsl5bVtTB+VxspjfzbHx5l+Urajy+3jhQ/3RJR0ChbbNVJdb2PS8GQcLi/PvLGdueMzOXLKeV5FhSdqXTr9chyxhdgcGyLGaHd6USnlpCcauW5mPhLgdPtweXxhexk1KjlajZKSimZ+8ff1tB2rbxkfo+Xxu8eRlnD2+7UajZyUOAOHT9mcbdB2/p9yQUYMw/Pi2HawjpLKFnQaBb+8dwIaVfg1MpNNlNW2hYLZcUeqWrE22cMCmtfnZ+ehel5auZfmNhdXTMxielEqN84uZPH0PJQKOQ2fLQNAisuiLf8KGt0q2nwKlLZ29IZzq8rvbamn4ZN/hX6W5Er2+1L52/ITiS5Hq1rZdqCe7QfruXbCtYwa7CPg9xOXX4DcHExmUqnFnrS+pN8FNLk8GLgUSgWNLU7++9n+0L6ucYOTaGhxkpFkorHVGfZBD8cL39p6VUCD4CbZlDgjKXFGGlocVNa14fURyl6sb3JSkB6DXCaFNvTGRmlQyGVh71Euk3B7fIzIjyMt3ojT7SUryURKvIHGVhelNW3IpGC2pFGn4ps9NaFix1F6FYWnfMOvabDz93d2hrWtWHeEaSNTKOzkkTWTh6fw2aYyKuts5KSaKKlo4XBVK/kZZuZNymLjrhrizTpunltI9kkzw/pmB1/vCqb267XK0D2j6aPS+Pfy3SyekXcscUPBmIEJVFpt/OjmkVibHMhlElnJJgoyokPXS7LoefHDUooKE9i8txaFDL69aBgySUIiuG9xw44qlEo5AWB4noVJw5IYkGnG6fayaW8tVXXtTBmZQkOLMxTMIFhk+ps9tZ0KaAatiruuHsSjz30dypxcODUHg1bF5r21pFj0JJ0hOQaCS9b/7+aRlNYEg1VavIHEWH1ov+HJojqYheWlmtCqw59XUtHM4//YEMruXPbhHggEWDwjH+Wx1H5FTAKy6ER2Z17P3koZKXF6KlsD2A43M3qAJqLvM/G4HPgdJ85pUyVl88Wh8Fn2yZmlzV4NW1s1IIGsXcEXX+1k634rw/NiiYlrCzsNXbh09buA5vJ4Wb+zmhtnF/B/r24NK9/z9a5qJg0LHsioUsiJMaqpa3aEvf7Uf8i9jUopZ1C2hX8vP5EwcbC8iaIB8dwxbxCfflNKfbMDc7QGuzM8MWD22Axcbh/PvBF+ztbDt42mIMPMvtIm5o7PpLXdg8WkCQUzCO6RW7O1gqLChFApLbvTEyqXdLJTK3mcSUZSVOjsNY1awScbS9m0pxaHy8NVk7K5bHgKRr2KJIsh7GBRlVKGXqNkxfoj3DynkLXbq7A22WmzuwkEgstp73xegtfn59oZeQxPjOKFD3eHMvoGZcXyw5tGkGAO/hNxuX2s21HN7HEZaNUKJg5L4qUV+6issxFtVHPnVYP4Zk8tZcc2qSvkEnPGZdJic/Hiir3YHB6yU0zEx2jDNk8fd7Qqct/g6QzOsfCnH1xGRZ0Nk17FJxvL+OW/g/sp9RoFj98znsKznBIdbdSEilAfqWrh7+/s4GB5M1NGpDJhaFLoPp9cJmPc4CS+3lWNTqPghlkFVNXZeOvzQwzKtjA834I5SsvB8uaIrQrvf3WYGWPSQ2XUtJlDqGlXUNmopraxmTVbgrVAzVEaYgwaBmZ3/l6aTdIjTxuCrzz4hclvbyMxKvxWgFIhQy6TWDA1l2/21FBW08bssRn832tbyU8x8JN5CcjcNhz11dj0KgwGMVu71PW7gCaXgiWS5DIpIljBiXp10UY1d18zmN8s2xRKkshONpHbBVlq3cmoU5GXFo1aJQ/dU3K6fZRUtJCeaAydxZVs0RMXrUWjkoeWlNISDOw63BBxzZUbjjBuSBKLpuVSXtuG0+NjSwcfykeqWnF6vBgUwW/1cTFaMhKNlNacqESiUshIsnS8vKQ2mNl9uB6DTkVKnCFUYzAxVh9K9hiYZabF5mL7wXoe/stavL4ASoWM/3dTEROGJoUSUOJidNw1fzD/99pW/vX+LkYUxHPNlJzQLKCmwR4sE9bm4pvdNdQ22sNKT+0+0sDOQw0kjAn2azKomVaUyuufHWDS8GT2lzZRWRecIWQdq9JSVttGYqwOSQruwdtV0oBRp8Tm8FCQHkNBRgz/en83s8ZmcOCkZAmAcYNP1Jh0urxU1tlwe/0kW/RhiRoQnJFnJpvITDYFy2ttOVEkut3p5fn3d/PYXeMilnWPVLWwZksFJRUtTB2Vysj8eFxuH7/4+/rQ/cKD5c1U1LVx7zVDUBybWckkuPXyQtIToqguLWWWqRJ97Q6c1jysqiKiBxeG3XtVKmTMGJ1OolkX2lpgbbTjcGrwJw5E197CvpP2ATa2Olm54Sj5GTGdrivpl2koy5hHmkKD/2gx/gBMGpbMmt1NOFzeY9tC1PzwxhGUVLRQduzvoDlKzcicKK40H8b1/hsECKBQaXFd/f8wFIzoVN9C79XvAppCoWDGmDQ0KgUDs8zsOdIY9vjJKeajBiTwu+9NoqymDaNORW5q9AVlqF0oj9dHVX07Hq8fje70y1OFmWZunFUQVjuxocXB3fMHcXwVxhKtxe708IMbRrDsw71UN7SjUsrRqiPvbRl1KmRS+Ld6ny/A8nXhmYaTh6eE1QeM0qt58KYi/vrWdvaXNpFg1vKDG0ZSUtnKa58eIC8tmtEDEkmJN7DvaCO/e3U/zW0u5DKJ2+cNYu64DDSnHIeiVMixO70888a20Oza4/Xzp9e2kJk8FaVCxrb9VrYdrGPc4ER+ee94ahvsmIxq8lKjgx92RjXvfHGIm+YU8vd3dpISZ4i4fwZQUtnMTNKBYHbs5ROzaLa50GsUYcenuL1+mtuc3HnVIA5XthAIBMhIMCJJEvZjX5Cmjkrl72/vxKhTkmzRc8WETD7ZWIpcJuO6mfmhepVNrU5e+WQfH39dSly0lhijmu9fP4L0xI7/vE+uM3ncoYpm7E5PKKD5/AGOVLaw9J9fh4pxbztYxw2z8slJjQ5LfgH4ZGMZ8y/LITXeSHpi8D+fPwA+FyPa1uA//A0uAKWR2iYHK14rZmZRChaThoZWJ7ddMYDla4+gUcnRa5Ws2VLB+18dJhAInvRwfMwjCuIoODaTrK6z4XR5O51JnBCrY7PCzD+bxjNu5HQqmrzUfl3Nr749gYraNox6Fb9dtomc1GiMuhN/pyVJYk6BAtcHr4faAm4Htk/+jsryK4yxF178Weg5/S6gAVTWthGlUzFhaDIut4+Syhb0WiULp+biOGkZTqmQMyAzlgGdvN/TnVpsLt76/BDvrTmEPwCFGdH8IDaJlA4OJFUq5MwZn0F2iolDFc0kmHXkp8fQYvOgUspCsx2dRsnEYSlkJkVhdwYrxMtlEhW1rQzLj0cCdpXUc0UHB24OzDJz05xC3lh1AK/Pz6RhwdT1U2WnmFh693ia2pzoNQreWVMS2rz+5dZKPvm6lF98ayxP/3crzcfqOvr8Af71/i4KM2I6LMXU2OqMqOrvcvtot3t4Y9UBvj525MpX26oYWRDPj24pCsus/NH1A6htDc7WH/3WWGoa2kmI1YXVtAQYnB3+4WbUKpgxOh2ny0NMlJZdJQ1YTGpuHq2nVR3Pky8Xh1L/o41qYk0aovQqBmbGQABMBhWLp+fx4oq9JFv0XD+zgGF5FnQaJa3tbvQaBfvKmqhpsHPL3AFUWIPLmYfKm0k+acZ6sqRYPVq1gikjU4nSqbA53LjdvtCp4U6Xl882ldFmd0ecLPH254f40c1FEdeUyyRkx/68jToVcpmM/3y8j7/clYv38DcgyTCOmMVaxQT+/UEJjy1OR9ZcwZ1X5ONDxqriCpItwdMVWtvdvPdlsOpLXlo0cpmMgVmxaFQKquptvPbJfgAmDkvCcQ4BDWBaURopcUYOVTQxsFDHgowYEsx68tNj+OCrErz+ACPy41Ap5XxzbJP3ofJmpsQ4QB+Ne8BcnAoDhtZSfPs/x9veCiKgXdL6XUDz+fys3VHNwOxYXvloLwun5bJgWi4er5+3Vx9k8YzeWT1gX2lj2J6mfaXNLF93mLvmD+mwPJdBq2JEQTwjCuKprLPxlze3s+1AHSqFjFsuH8Cssemh2VTKSZUpCjN8HCxv5s3VBwkEAkwZkUp8B7NSry/AZSNSmDAkEUmSSDDrUas6vr+o1yrRa5VUWNt4/8vwklblVhvWRjvlVlvE66xNDgozI69nidaiUsjCTlnWaRS4vL5QMDtuy34rlVZbWGD02uuZPTb8g7y6zkZpdRtb9luRSXDlpGwGZQdf4/H4OFTZRKXVznPv7uSWuYVYojWMH5LE1YPVeNRRbN5dG1Z8Od6sRa9RsnpTBfMm5VDXbGfG6HTW7ahiwdRcGlocxJu1LF93hP2lTUwclkx+WjQ1DXZyU6N5aeXeE9eK0ZKbFt3hLC0n1cT3rxvOvz7YRbvDy13zB+NyeyneV4tcJhGQ4O/v7OTG2ZG1CyVJIjkumNlbWXfiHLd7rhlMTUM7X26rJD8tmjdXHyQrOQqdElqRME+/hWa/gdc+LGVMfgwKucSjb9bg8VaxcFouR6vbuPOqQfzxlS1cNyMfCGZ4jh+SxD/f38WcsenEmDQU7zuxbL1uezUj8uOZM66DP/DT0GmUDM+PY3h+5PlsIDFvYhari8sZmmthwtAkNuysZtPeWu6ZOoD9w77Lc6tqaXe4yUrK49vTR6E0dk/dTOHi6ZUB7cUXX+TDDz/E6XQyZ84cvvvd73bZtWUyicKMGJRKGT+8qYh315Sw+6P9RBvU3DS3EEsnSxRdbIfKWyLaNu6q4cZZBUSd4Wa21+fn3S8Ose1AHUNyLAzINFNa08bhihaGdnBQ48HyltBWBYAvtlSQnx7DlJEpHCxrprHVgU6j5J/v76K+2Ul+ejT3LR522mB2Mn8gmMp/KrlcFvGhCmA5zflayRYD/+//t3fn8U1Vid/HP1mapG26pxtlactSSlmlwJSCUFu6sW86srmAjPIM8zD6Y0THZVTwhQu4vBydhRlBHdQf26CDyKNVhxFQVlmkWihLy9KWtqFpmiZpk/P8UXppSQsFWqyd8/5HSe+935x7cnNy7z33nJmDefWDA1Q7avExaFk8czBe2qbvv1w5yn9TIkONPDonkaKyKrSauvt89b3z9ufVNYqf7S4gbUhX1n9xjIG9wkjsHYZG78QidFQ7XQT56fnlmDj8fXWo1SpeeHcP941L4OS5Cn44XU7akK4E+xtYtfkIRm8vvLRqrLYakvpFcvJsBV4aNXHRQax4r/HEs726BnHibAWHjpfSyeRLz65BqFUqKm1Oal1u3txwELVaxe/vHcLyd/YyJaUHp4sthAd7U22va/Rrat0E+umVs2CoG5A7nDIW/aKGo5XhnCyrJbmXP2era3h6/TcATLujJy63my5hfrjP/UjAiGlUFRVgjZ+Cy32A4XEB7Mq3KQNLnz5v4YGJfZUOQzqvujoZlhChTDB79kIVZxrUtVpV94iEEFBpc7bKNDl9YoOxVtdQVGajqKyAPjHB3JXWC41GjVkdzKtbcukc5sfUlB7Y7LV8X6nFz+lF+xoXSLpe7a5B+/HHH1m3bh0bNmxApVIxffp07rjjDnr37t0q23eLuss0brfgo+35fH+pE8RFq4O3Nhzk6bm/aJWc1tYl3PNQ6xMTjI/h6lVosTrYdeQ8s7PiOZJfyrov8ggL8mFgr1DcbtGoZyDA7twij22cPFdBUVkVH/3nBHenx7Eu57DSJTqv4CIr3z/A8w8lN9nFu6GIEB/uGNK10azNIQEGwoJ9WHjnIJb+/Vus1TV1c5Jl9ia6U9O/mNVqFUn9IomO9Oei1UGQv4HIEF8qbU4SYkOUOgXo0TmwycuyTfExeBEbFdjotUqbkzVbjnLfuD44nC68DVrsThehgd58vqeQu1Nj2P/9BW4f2IlhCRG8tzWXCxerWTB1AG43rNmSy4SRMfTvYUKnU7M15xRQdyn2h1PlJMZHIIRApVLxvzl5/Pbu23A0mPm5vp5WXBrD0luv5f/eNYiNXx0jr+Ai943rQ6WthuULktmfd4GIkLrBo8NC6h5XcDjrOj59tD2fu8bEUVxu44K5bg6zwfFh2Pb9E92OddxmMDLEGIjVbwErPs5T8vfmFjPqti6cLamkVvcjhoHpnCGCgpJqUhO7cK7Cja3BLbjCYkvds22X7n0eK7zIqNs6o9OqsTvr7if2iQmi1g3fnyhDq1Fzz9h4dhw6xx/XH2TLjpM8NLU/Gs3N9SbuHhXI6Qb3RY+eLOfoyXI0ahXhvxyEzktD2pAurN5yVOn0lbO3kD/M+0WTw6dJPw/tY8iLBr788ktSU1PR6XR4eXmRmppKTk5Oq21fo1YREuiNw+nmcH7jHn1CQInZ1mpZralPTDBD4i8/6Bvsb2DqHT2VnmjN8fH2IjWxC9/lXeBA3gWEgOJyG6++v7/JKWZ6dfV8xq5fDxMfXRr93uUWHiPHnz5vobSJHqNX0mk13J0ex/yJfYnrGsTEUd35wwNJhAX5kBAbwuOz+rDsweG88tvRTBrVQ/lSbErd5TIjfWJCiLz0BeTno+M3dw5kZmZvenUN4u70OP5n5mCPXoLXo7bWTaWthgvmatJ/0Q0hBL26BJJ7qhyBwEun40h+KXqdllc/OECJuRq1SoX+Um/KWpebjV/lc+KcBT9vnTIiSWigN/HRIajVcDi/jP0/liAErM85RuqQy/ciE2JClLnVANKHdeVPGw8pc87Z7LX0iQkCFVRU2hk9uAsqtRohBKeLLKhVdbNJO2vdvLs1l6Mny7gztSd3DOlKgNGAq6puO267FVfVRcqdOhw1lx+krhsoGpIHdKImdiRmu4qSGiM+Bl3dPT0vPcn9I5Xlu4T7U26xU1BcyZA+4Xz7fRGlF6uJ7uTP2OQYoO4St85LQ+cwI6MHd2brzlNKr8dT5y08s+obNIabf9azZ9cgZULXetnDo/HWa0nqG8m2b043GubtbImV4w06+0g/P+3uDK2kpITu3bsr/zaZTOTm5jZaxmKxYLE0/jJ2uRqPZnA1/XuGUnDe0mgqlnpXHgDthSnQh9/ePYiCYivOGhdaYWs0xFRzDDotw/pGsrHBLAJQ1zCdLbF6bGNofASffXNauadlCjTg3+ASUFOX9XwN2mueKdYLC/Jh/O3dyUqORnvFr3BnVRmDB0e3aDvN6RRq5Jdj4ph2Rw+P7d+IIH8DE0bGYq504KVVExpoINg/khNnKziQV4JKpWJgz1DOl1YplzY7hxk5c6GS2wdFsf3SEF17jhaRPTya2wd25uOvT2AK9MZbryUs2IeDxy5/vguKK4mPCWZWZm+2f3cWX5/GvU4NOm2jzh3/+e4s94/vQ1mFnZioAMwWByGBBmprazHoNPzn4DlcLsHMjN7Uuty4heCTnafo26PucrNv7yQqD3wGgFrvS3G5lcTe4ezJvTxS/o6D55gyeiQRAZ04ePQcvoEqTpfZCAv2Yd3nedgGRfE/dw9gy64Cal1ubusVxsr395MYH86MjDjcbkFYkA9xXYOICvXl4LEyPt11kvRh3egTE9LojB3qGmmz1fP5xevVJdyPZQ8O55//zufUeQupQ7oy+rYoDh0vpU9MMLuPel6NaDhfn/Tz0y6/vRveZxFCoFY3/hJds2YNb7zxRqPXTCYTr7/+OkeOHKE5+/Zdvjeh9+/EL8f04k+bDitfRIN7hxEeZGi03I242fVbwgns2+f5zFhTvP1M+PvqPB9odjubfK8LJsZgrqq7PBtiVKNS2QgP9qG43MbRE2WMHBjFfy6NJ6hSwX1j4yg5m8/ZU54juF+vW7Hvrjend2QgF50+vPyP/YT465mc0oPh/TuxN7eYIyfKSeoXSZnlciNTUeXEWl1Lpc3JzMze1NS60WpU/HiqjJhOfkwYGYsANv8nn0V3DSLQqG/USG375jS/nzOQ/zO+C2qtjiA/vTKzt0ajQqVCObM4V1rFV/vP0Le76dJ9OQ0fbc9nZmY8Jp0GU6A3n+8u4HB+qbL9iSOjOXz4ME6nEx+9F2HjfoPt283gqqFziAGLQ02An57v8kroFGpkfHIM5uJTlJypwWA0cSC3gs5hfqz9fz+SNTy67qzf7GBALxOJPYNwud3cPz6BnD0FnLtgZdRtnTHq4cSx7/HT6QgL8sYt4NNvTuPvq0erUXuc9XvrNa32Wcge7ItKHUCNo4rCU3m4XIH8cLqcOwZ3afToiVoFwcaWfzYGD/bsISr9tNpdgxYREUFJyeXeTyUlJURERDRa5p577mHy5MZTP7hcLkpLS+nbty/6JsZn27dvX6MPYFW1k4tVF1g4fSDF5VX4envRLcKPXt1C0MQ21WuqZa7MaSvXm/PgFC0vvrtX+fewhAj69owk0C+mRTm/vy+Yf3z6A4fzSxmXHMNTc4dhd7qIDPGhW4Q/XtcxbNG1strajeS43IKnDF6s+SSXtZ/+SGZSN/7wQBIXLtrQatR0MvnQr4eJw8dLuVjpIMhPz85D5zjw4wWg7ix26UPJBPjqqLDWUGG1c2dqL1au3ceMjHj+tOmQ0kgl9g6jd2y48szf0/OMvLs1l9xT5dgdtUxJ6cGGLy73eO0a7k/XUB/OlFYT7G/A19uLV9/fz0PT+jOifyd2f1+k/Jjx99WROjTa48w8MC4RhCBUbcCuKmLrzlMMS4hUJksN9KsbQefAgQOMHhzN8cKLDO0TzgefXb7fdv/4BHp0C0ejUWMKsdGzSyBCCEyB3pemYaq7NOldaFZ+IO04dI4JI+vm36uXnRyDQW2nXxt9Fk6eq2D7d2fx1nuRPqwbuw6fI8jfwP3jExjQMxStplub5EptTyWa6nb2E8rPz+c3v/kNGzduRKVSMWXKFF577bVGlyGb4nA4OHLkSIsbNABLlYPCEisORy1+vjq6hPl5PMh7vdrrl3JNjYsT5yycvWDF31dH984BypBELc1xOF1Yq50YvXUt6tV4vdrrvmvIWu3E4XQR5Gfw6FCTf+YiBUWVWO01RJl8MWhdl8503URHBtDl0niBQgjKLXY0ahXF5dWUVlSj91JzsdJJoJ+O2KhAgq+YnsXurKWqugajjxe1tW5lrrLQQG9iowLI++EIpk49KCqrwluvxVLlwFHjpmu4EZVKRUFxJVqNWhmb81osVge1buHxPur3nd1Ri7nSTnG5jXKLnfBgX2KiAq5637OhE2crOHmuAmeNm5gof1wuQXG5jWB/A7FR/hz74UibfhYKzls4ed5Cba2LTmFGIkN8lR8Q0s9XuztD6969O5MnT2batGmo1WqmTZt2zcbsRvn76kmI+e8Yv83LS0Nct6Cbmi1Yr9Og17XPxxpuFaO3DmMzu6B758BGE3ju27eP5Ca+lFUqFSGXJjkN9DMQx7XrxKDTKqPh672gf4/GVxHcbjddwv2URvNKV/bevJarPQoCYNBridQbb3gC3NioAGKjGp8lJlzHWI43q2ukP10j/dm3bx/x0fKMrKNodw0awLx585g3b95P/TYkSZKkn5F2121fkiRJkm6EbNAkSZKkDkE2aJIkSVKHIBs0SZIkqUOQDZokSZLUIcgGTZIkSeoQZIMmSZIkdQjt8jm0G1E/4InT6Wx2GYfD0ezfWpPMaf9ZHS3nVmbJnMt0Op3HbO7ST6fdDX11oyorK8nLy7v2gpIkSa2kuaH2pJ9Gh2nQ3G43VVVVeHl5efxiKioqYsaMGaxdu9ZjoOPWJHPaf1ZHy7mVWTLHkzxDa186zCVHtVqNn1/T49hpNBpKS0vRaDRt+mtK5rT/rI6WcyuzZI7U3slOIZIkSVKHIBs0SZIkqUOQDZokSZLUIfxXNGj+/v78+te/xt/fX+a0w5xbmdXRcm5llsyR2rsO08tRkiRJ+u/2X3GGJkmSJHV8skGTJEmSOoR2/Rzaa6+9xo4dO3C73SQmJrJkyRLeeecdtmzZgt1uJyMjgwULFgCwdu1aNm7ciFarpUuXLixbtgydTsfWrVtZvXo1NTU1DBgwgKeeeqrJByGfeeYZNm7ciMFgYPLkyUrW6tWrKSsrw2g0MnPmTBYsWNBsltVq5cknn2Tfvn1s37692TKtX78eq9WKXq/nkUceobq6mi1btmC1WrHb7YSFhfH++++3WU79vrt48SK5ublkZWW1es7atWspLi4mKCiIqKgoLly4QHBwME6n84ZyWquOmnu9oZUrV7Ju3Trsdjt6vZ7ly5dTUFDAli1bsFgsWCwWkpKSePnll9ssp76Ojh49itFopH///q2e884771BWVqbU0dmzZ+nduzclJSU3lAPw+OOP89FHHxEYGMi4ceNYsmQJa9asYdWqVVRWVuLr68uiRYuYPn16s9t85ZVX2LVrF2q1muDgYF588UWMRmOrH0ctyRFC8Morr7B7925sNhuzZ89m+vTpjZZ5/vnnyc3N5d133232syvdIqKd+uqrr8SsWbOEy+USLpdLTJ06Vbzzzjti3LhxwuFwCKfTKSZOnChyc3PFsWPHRHp6unA4HEIIIRYuXCjWr18vysvLxejRo8XFixeFEELMnz9ffPbZZx5Z27ZtE7fddpt4+eWXxcMPP6xkjRkzRmRnZwur1SomTJggMjIyxLZt25rMqv//9957T4wcObLZMo0dO1bcd999ora2VkyaNEkMGTJEZGVlCYfDIWbMmCGSk5PFhAkTmi1Ta+Q4nU4xZswYMWnSJDF16tQ2zamvo2nTpomUlJQbymmtOrraPm1YprS0NPHEE08Il8slJkyYIBITE8XYsWOF2WwWd955p0hKShLz5s1rdns3m1O/70aPHi0mTJggHnrooTbNmThxojh06JDIysoSqampN5QjhBDr1q0TiYmJ4oknnhArVqxQ6iglJUXce++9wuFwiHHjxokRI0aIvXv3NrnNQ4cOiYULFwq32y2EEGLx4sXi7bffvq7PXUuOo5bkCCFETk6OuP/++4Xb7RYWi0WkpKSIsrIy5e+7d+8WM2bMELNmzfJYV7r12u0lx+TkZN566y3UajVqtZqAgACqqqpITU1Fp9Ph5eVFamoqOTk5xMbGsn79euUXY2BgIJWVlXz99dckJiYSEBAAQEZGBl988YVH1u233862bduIiYlBpVIpWREREYwZMwZfX1/S0tIICwsjLy+vySyo+6U2atSoq5apb9++ZGVlodFoCA4OJioqim7duqHT6fjzn/9McnIyFRUVzZapNXJqamqw2+3069cPg8HQZjn1dfTWW2/Rp08fNm/efEM5rVVHV9unDcsUGRlJdnY2arUak8mEv78/CQkJGI1GVq9ezcCBAykuLm52ezebo9PpKC8vx+12ExcXh5+fX5vl1NfRypUrmTRpEps2bbqhHKg7vnJycggLC2tUR/7+/mRnZ6PT6UhPTyckJITTp083uc1+/frx+uuvo1KpcDqdlJWV0alTp+v63LXkOGpJDsCXX35JZmYmKpUKPz8/hg4dqlxFsNlsvPzyyzz66KPNfGqlW63dNmharVY5/T948CCFhYUUFhYSGhqqLGMymSguLm407FVhYSFff/01WVlZlJSUYDKZPJa/ksFgUJYzm81KlsvlUvJMJhO1tbWUlJQ0mQV4XK5oqkxms5nQ0FClTC6XS/m70WgkMDCQmpqaZsvUGjkvvvgio0aNoqqqSjlQ2yKnfr/t2rWLBQsW3HAOtE4dXW2fNixTeXk5JpNJKRPUDa2m1Wrx9vbGz88Pu93e7PZuNgfg6aefZvz48VgslmbrqDVyAAICAjh8+DCzZ8++4RwAPz8/pQt8cXGxUke1tbWN6kgIQWlp6VW3uWLFClJSUoiJiSE9Pd2jTK1xHF0rB6CkpMTjO6ekpASoO47uv/9+goODPdaTfhrttkGrt3fvXhYvXsxrr72GXq9XpomBuuvbDQ/M/Px8HnjgAZ599lnCw8M9tnXl8lc6efIkBw4cULLq16n/r0qlUta/VtbV5OXlKWXSaDQe77Gh1s7ZsWMHVquV+Pj469p3N1qevLw8fH19lW3eTA60Th215D0cOXJEKdOVn5mW1tGN5qxbt464uDg6derU6H5vW5XnwIEDREZG4u3tfdM5AOfOnSMnJ6fRMXtlHdWXq7ltPvLII3z55ZeYzWb+/ve/N5nTGsdRS3Ku/M5RqVTKcZSRkdHsfpBuvXbdKWT37t089dRT/OUvfyE6OpqIiAjl1xHU/XqqHyX7+PHjLFiwgJdeeokBAwYAEBERwdGjRz2WP3LkCC+88AIAc+bMYcyYMezevZtNmzYxdOhQ4uPjiYiI4NixY0peSUkJarWaiIiIJrOac2WWSqVizZo1/OMf/yA6OtrjwDObzcrlkbbI2bp1K8ePH+fbb79FCIHNZuPBBx/kxIkTbVKeAwcO0L9//5suT2vVUVOvf/XVV/ztb38D4OGHH8ZgMPDqq6+yZs0aoqOjcblcjc4ALBaL8uXfFjnbtm3DbDZTUlJCbW0tQggef/xx9u7d2yblOXToEMOHD7/p8gwaNIjdu3fzxRdfkJ2drdSRl5dXozoSQjRbRydOnKCqqop+/fqh0+nIzs7mww8/ZOjQoa16HLU0Jzw83OM7p3fv3spxdOedd+J0OikoKOB3v/sdL7744pUfZelWuoX3666L2WwWaWlporCwUHnt+PHjIjs7W9jtduFwOMTYsWPF8ePHlf8/ePBgo21UVFSIUaNGifLycuF2u8W9994rtm/f3mzWqlWrxCOPPKJkpaWliczMTGGxWER2drYYM2aMyM3NbTKrXmFhYbOdG8xms0hOThZ33XWXcLvdwmw2ixEjRoiMjAylTCkpKWLSpEnNlqm1csaOHSt27NghZsyY0aY5CQkJ4vPPP7+p8tRn3WwdXes91OcMGzZMLFy4UAghREFBgRg5cqTIyspSyjRy5Egxf/78ZrfXWjljx44VGzduFIsXL26zHLvdLuLi4sShQ4duqjz1WWlpaWLp0qVi5cqVQoi6Oho1apSYPXu2sNvtIjMzU4wYMUJcuHChyW1+/fXXYsqUKcLpdAohhHjhhRfE8uXLPXJu9jhqSY4QQvz73/8W99xzj5KTkpKidDKrV1hYKDuFtBPtdqSQVatW8fbbbxMbG6u8NmHCBCoqKti8eTNqtZrJkydz7733snXrVp588kni4+OVZYcPH85DDz3E5s2bWbVqFRqNhqSkpCZv4D733HN8+OGHaDQaamtr8fb2Jj09ndjYWN5++20qKysJCAhg7ty5hIeHN5k1d+5c5s6di8Ph4OjRowwaNIiEhASWLFniUSaNRoPFYgFg/PjxdOvWjQ0bNlBUVITRaMRmsxEREUFhYWGjX8mtkdNw36WlpfGrX/2K4uLiVi9PfU5+fj47duxg586dN7zfWquOoqOjm/2cNCxT/aWn6upqAO666y5MJhMffvghpaWlGAwGVCoVQUFBnDlzRjkDba2chnUUHx/PG2+8QW5ubquXZ/PmzQghOH36NIcPH272OGpJDsCSJUv417/+pVxO1Ov1TJ06ldDQUFatWoXNZsPf358lS5ag0Wia3eabb75JTk4OOp0Ok8nE0qVLlY5d9WW62eOoJTlQd4lx+fLlfPPNNwghmD9/PuPGjWu0zJkzZ3jsscdkt/12oN02aJIkSZJ0Pdp9pxBJkiRJagnZoEmSJEkdgmzQJEmSpA5BNmiSJElShyAbNEmSJKlDkA2aJEmS1CHIBk1q1xYvXsyIESOIi4vj+++/v651P/nkE6xWaxu9M0mS2hv5HJrUrsXHx7Nt2za6du3q8TeXy+Uxhl9DmZmZrF69WhkeTZKkjk2eoUnt1uzZs3G73cydO5ekpCT27t3LmTNnSE5OZtmyZcycOROAV155hYyMDDIyMpgzZw7FxcU89thjnDx5ktmzZ7N3796r5jS1PsD+/fuZOnUqmZmZzJo1i5MnTwJ1o0f88Y9/JCsri8zMTJYuXUpNTQ0AM2bMYPXq1cyYMYPRo0ezaNEij3EGJUlqIz/RkFuS1CK9evUS58+fFykpKWLPnj2isLBQJCQkiA0bNgghhMjLyxPp6enKmHzvvvuu2LRpU6N1r6a59W02mxg+fLj49ttvhRBCfPzxx2LKlClCCCE+/fRTMX78eFFZWSlqamrE/PnzxXvvvSeEEGLWrFnKuIVWq1UkJSWJPXv2tPp+kSTJkzxDk352ampqlLmrAgMDMZvNfPzxx1RUVDBr1iwmTZrU4m01t/53331HQEAAQ4cOBWDcuHGcPn2aoqIicnJyGD9+PEajEa1Wy/Tp0/nss8+UbWZkZKDX6/H19SUmJoaioqJWLb8kSU1r19PHSFJTNBqNMiloaGgob775Jn/961957rnnGDp0KM8880yL75s1t355eTlnz54lMzNTWVan01FWVkZZWRk7d+5kw4YNQN29vJCQEGW5hhOWqtVqj0lPJUlqG7JBk372EhMTSUxMpLq6mhUrVrBixQpeeumlm1p/2rRpxMbGsmnTJo/lQ0NDGTVqFHPmzGnNYkiSdJPkJUfpZ2379u0888wzuN1uvL296dGjh9IJQ6vVKtOLXO/6AwYMoLS0lP379wNQWFjIo48+ihCC1NRUNm/eTFVVFQAffPAB//znP9u0nJIkXZs8Q5N+1oYNG8Ynn3xCRkYGXl5ehIaGsmzZMqCu2/7MmTN59tlnycrKuq71DQYDr7/+OsuWLcNqteLl5cWiRYtQqVSkpaVx7Ngxpk6ditvtplu3bjz//PO3stiSJDVBPocmSZIkdQjykqMkSZLUIchLjlKH9+yzz7Jz584m//b000+TlJR0i9+RJEltQV5ylCRJkjoEeclRkiRJ6hBkgyZJkiR1CLJBkyRJkjoE2aBJkiRJHYJs0CRJkqQO4f8DuASRatO7bi0AAAAASUVORK5CYII=\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"scatter = sns.relplot(kind=\"scatter\", data=mip_local_df.loc[mip_local_df.status == MIPStatus.IN_REVIEW], x=\"first_seen\", y=\"seen_for\", hue=\"standard\")"
]
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": null,
"id": "2b2ba494",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": "<Figure size 455.1x360 with 1 Axes>",
- "image/png": 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\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"scatter = sns.relplot(kind=\"scatter\", data=mip_local_df.loc[mip_local_df.status == MIPStatus.COORDINATION], x=\"first_seen\", y=\"seen_for\", hue=\"standard\")"
]
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": null,
"id": "883667b4",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": "<Figure size 455.1x360 with 1 Axes>",
- "image/png": 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\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"scatter = sns.relplot(kind=\"scatter\", data=mip_local_df.loc[mip_local_df.status == MIPStatus.FINALIZATION], x=\"first_seen\", y=\"seen_for\", hue=\"standard\")"
]
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": null,
"id": "9856e568",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "MIPStatus.IN_REVIEW\n",
- "All:\n",
- "Average seen for 80.08877721943048\n",
- "Average seen for (FIPS 140-2) 74.98235294117647\n",
- "Average seen for (FIPS 140-3) 110.02298850574712\n",
- "Only not present:\n",
- "Average seen for 76.8360655737705\n",
- "Average seen for (FIPS 140-2) 75.2603550295858\n",
- "Average seen for (FIPS 140-3) 95.85714285714286\n",
- "\n",
- "MIPStatus.REVIEW_PENDING\n",
- "All:\n",
- "Average seen for 124.5995599559956\n",
- "Average seen for (FIPS 140-2) 125.29274965800273\n",
- "Average seen for (FIPS 140-3) 121.75280898876404\n",
- "Only not present:\n",
- "Average seen for 126.19346733668341\n",
- "Average seen for (FIPS 140-2) 125.22401171303075\n",
- "Average seen for (FIPS 140-3) 132.05309734513276\n",
- "\n",
- "MIPStatus.COORDINATION\n",
- "All:\n",
- "Average seen for 86.10232558139535\n",
- "Average seen for (FIPS 140-2) 85.92864125122189\n",
- "Average seen for (FIPS 140-3) 89.51923076923077\n",
- "Only not present:\n",
- "Average seen for 83.94594594594595\n",
- "Average seen for (FIPS 140-2) 84.49947970863684\n",
- "Average seen for (FIPS 140-3) 69.94736842105263\n",
- "\n",
- "MIPStatus.FINALIZATION\n",
- "All:\n",
- "Average seen for 5.57201646090535\n",
- "Average seen for (FIPS 140-2) 5.57201646090535\n",
- "Average seen for (FIPS 140-3) nan\n",
- "Only not present:\n",
- "Average seen for 5.563025210084033\n",
- "Average seen for (FIPS 140-2) 5.563025210084033\n",
- "Average seen for (FIPS 140-3) nan\n",
- "\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"for status in MIPStatus:\n",
" print(status)\n",
@@ -1075,19 +372,10 @@
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": null,
"id": "ccf7e2fc",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": "<Figure size 288x288 with 4 Axes>",
- "image/png": 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\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"with sns.plotting_context(\"notebook\", font_scale=0.75):\n",
" g = sns.FacetGrid(mip_local_df.loc[~mip_local_df.present], col=\"status\", hue=\"standard\", col_wrap=2, height=2, ylim=(0,300))\n",
@@ -1097,10 +385,25 @@
]
},
{
+ "cell_type": "markdown",
+ "source": [
+ "### MIP - Certificate matching"
+ ],
+ "metadata": {
+ "collapsed": false,
+ "pycharm": {
+ "name": "#%% md\n"
+ }
+ }
+ },
+ {
"cell_type": "code",
"execution_count": null,
"outputs": [],
- "source": [],
+ "source": [
+ "first_snapshot = mip_dset.snapshots[-1]\n",
+ "matches = FIPSProcessMatcher.match_snapshot(first_snapshot, fips)"
+ ],
"metadata": {
"collapsed": false,
"pycharm": {