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@jetesdal
Created February 17, 2021 09:35
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Testing cmip6_preprocessing using the Pangeo CMIP6 archive and highlighting incorrect outputs
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import intake\n",
"from cmip6_preprocessing.preprocessing import combined_preprocessing\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'0.1.5.dev319+g20e3868.d20210213'"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import cmip6_preprocessing\n",
"cmip6_preprocessing.__version__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loading the catalog"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"url = 'https://raw.githubusercontent.com/NCAR/intake-esm-datastore/master/catalogs/pangeo-cmip6.json'\n",
"col = intake.open_esm_datastore(url)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loading datasets using `combined_preprocessing` "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"--> The keys in the returned dictionary of datasets are constructed as follows:\n",
"\t'activity_id.institution_id.source_id.experiment_id.table_id.grid_label'\n"
]
},
{
"data": {
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" background-size: auto;\n",
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" 100.00% [2/2 00:00<00:00]\n",
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"text/plain": [
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},
"metadata": {},
"output_type": "display_data"
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{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"--> The keys in the returned dictionary of datasets are constructed as follows:\n",
"\t'activity_id.institution_id.source_id.experiment_id.table_id.grid_label'\n"
]
},
{
"data": {
"text/html": [
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" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
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" <progress value='2' class='' max='2' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [2/2 00:00<00:00]\n",
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\n",
"text/plain": [
"<Figure size 1440x432 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"### 'CMCC-ESM2'\n",
"cat = col.search(activity_id='CMIP', grid_label='gn', source_id='CMCC-ESM2', variable_id=['areacello'])\n",
"\n",
"fig, axs = plt.subplots(ncols=2, constrained_layout=True, figsize=(20,6))\n",
"\n",
"# without combined_preprocessing\n",
"ddict = cat.to_dataset_dict(zarr_kwargs={'consolidated':True, 'decode_times':True})\n",
"ddict[next(iter(ddict))].areacello[0].plot(ax=axs[0])\n",
"\n",
"# with combined_preprocessing\n",
"ddict = cat.to_dataset_dict(zarr_kwargs={'consolidated':True, 'decode_times':True},\n",
" preprocess=combined_preprocessing)\n",
"ddict[next(iter(ddict))].areacello[0].plot(ax=axs[1])\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"--> The keys in the returned dictionary of datasets are constructed as follows:\n",
"\t'activity_id.institution_id.source_id.experiment_id.table_id.grid_label'\n"
]
},
{
"data": {
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" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
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" 100.00% [1/1 00:00<00:00]\n",
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" "
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"text/plain": [
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},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"--> The keys in the returned dictionary of datasets are constructed as follows:\n",
"\t'activity_id.institution_id.source_id.experiment_id.table_id.grid_label'\n"
]
},
{
"data": {
"text/html": [
"\n",
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"data": {
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tPNhy6d7iXH/+oJ02ITsufzAfkEmUThSkWzyOzbrvTOy2kzPuZh3DKm9F/BsrepSAux46J9lmQgghhBBCCCH9GsagJoVCS/6Xj2Ac1ag6pP6XlWD7QRErjd2VNMAW5zVUBkgfb9riNZoYm9qj5M8/feElzsZ0RqiFioeraWPlfcl9eTZI5dWz1veRhp4vHGOPdWzBJ7CKYOb7v0pVjkSL0yY9qx4dXYElrMf0139onHfvoSW91fvCSPc8p72wHj3rnYaeDU7PJk5HjAFBcXrmgvOsZVLFpQ7mA0L9tq6xIGYca9gYZrMhwm6f7TZb48YwNz/F6eZRhvaLF0mHiKwpInNFZKGIPCciJ7jpE0XkDRF50n3tESi3loj8V0QmRNT7WRGZJSIvuX8/04zrIYQQQgjJg1bPZTlnjoce1KS4JHgCxoowdRJXt5j9PWij60UY6V1tejEDoaXzsSE9kuJNe/nTxqZOCPlRqa8ExyMajpg4/YVLI8+HbC6nGxx7vnhsqnzjPnNExXZPaI2Ln0z8hMTpUlBBBUSqaT1fPDbw8CMi5jSA6a/+ILrhkkXghP2hx/TnL8a4jc40ylbPAXav6VBeuOI0gJmPTQQAdI88Lz+PaYuwa6WAY5hYuuTd95yJ3Xa+2C1YzeBdV2j8MvNFjGGzHjA2YCQNRQH0tfFElDSEZQBOUtXHReSTABaIyCz3XK+qToko1wtgeky9pwGYraqXishp7vGpuVlNCCGEENIgOGcuPhSoSaHwCSUBUok5EYLQ7LmnV97vOvqS9AZZlq0H7YgUrLMIPWmE6kAYDy+fNd609z4qb4KwPW6TMzHjGSPcihe2A66oGBTaPe/XclWpm7446v+/fnoGHRf+TJIwbB+3yqEUqbNgEZvHffZIoCQ+cTqxvOdtHxfCpWT5ToPidjAcSKUs7OkRdG/leE97wnQQFcFdj5yD3bc+P1KcjhWmLXZYhekYr+hEsvSBNKQYv3bd5WLMnncG7p5/hjP2Bvs2LOOXZ2swTrV7SHG6+bSzpwTJH1V9E8Cb7vv3RGQhgNXjyojI1wAsAvB+TLY9Aezivr8OwDxQoCaEEEJIm8A5c7FhiA9SaO6e7wgnVnEn5XJ5T5zedcwl2HVMBnE6qo2Qt2XE0npL/sTl82K8EBPSI23YD0te3zlbfpdxm5yJ6c9fXM3jhe2I+Hymv3wZpi9KJ0r7KJWqdbx1Zbr8FntJCqI8oU1x2gvN4nm1m2Ui7pUgPUMnoGfohGqs6WBfEMH0Fy6teuMb9Y3b5MzIkB5R3tOeOA0RdI+YaM1z1yPn+P6a9vj7kPEK5AMS+rBP7I4JuZFiXMmFjG3cPf8Me1mXxNAf5udGCCkEIjIYwBYAHnaTvisiT4vIL7wQHSKyEhyh2f6Er8oXXPHbE8E/3xirCSGEEEJIf6NtBWp3Yv22iDxrpEXGxhOR00XkZRF5QUS6jfStROQZ99wPRah6tRpPlDbFktnz3PdpxZygyBR1LuqVRIwdsYKUmc8WnzZoZ6VOseezxZuOqjNKpDbfW68noV4RTH9pcjhPIwh9RkLv6VoJejDbzgUF7QA27+meoRMq9fase4r1O6vk3fAMu0hsswHAuM3DMY0r4rSZNjJeYzFjI4diTEfYCsTElDbz2Pq/mTfNT0yaMarW8ctih7mqJHL8MrAK1S7ehrekeSiAPtV+8SLZEJGVAdwC4Puq+i6AnwBYB8DmcDysp7pZz4MT+uO/ObV7lIg8JiKPvfPOO3lUSQghhBBSF5wzF5+2FagB/BLAuECaFxtvXQCz3WOIyIYAvglgI7fMlSLS5Zb5CYCjAKzrvoJ1koJQEalNUgo0Y3a9NJwYRxbxJ4VndVTekDdmjEdirDc1qnlC5y15026eOG4TIxZwUNCMEto8D9yh1j2WIsqUMP3NH/uSvE0TQxsnikQKpiQFpie0+11KcCPDYH4nU+hv2g0ww4K3OOK0iykSz3jmIvu95aZ1b3Gu89rqXJ/ndGVDRDff7luf74TziOCuB88Oe02bbSX10Qhv6ZDNcaJ0LQJzGrKOXXBE6l1HX4LZ887A7HlnRI9dBlHe1GNHXQTSXMr95EXSIyID4YjTN6jqrQCgqn9T1T5VLQP4GYCt3ezbAJgsIksAfB/AGSLyXUu1fxORQW79gwC8bWtbVa9W1RGqOmLVVVfN87IIIYQQQmqm1XNZzpnjadsY1Kp6j7ts0SQqNt6eAH6nqh8CWCwiLwPY2p2Ir6KqDwKAiPwKwNcQv0EMaSGz556eKkyHKXh54rTVEzgGiXryFKwmTQxqTwez5dXqxoqxmyka8alDsakDmyJaY1ebeaPyBf8i0GalDnFiUov4N00EMP3ly9Az7GSr2NkzeDxQ1sqGej1rnhBqy0bPqkdDteyLhU2RugbMzyxKnPY90IgWp70yPUNOBCRcr5fH866vbIgYuC+8fjnjOUfUHLfpWfa23LwznzgPgOs57Z7zNkKc+agjWMcJ0yazHjgLY3cwwoYkCbABIj2lbaQcfrKOU9amahm7XHYdfQlmzz0ds+edgV13uTg8dlnGrUr15ao4PXbURZh1n/GAixDSNNzVgD8HsFBVpxnpg7wQHQD2AvAsAKjqjkaeiQD+q6o/slR9B4BDAFzq/r29IRdACCGkMHSveFBb1AkAMz+4vuY2zLKk8XSvcECrTSAFpG0F6gh8sfFExIuNtzqAh4x8r7tpH7vvg+mkwMye4xep8xB0bETVGxJ/okQfi1htClo2wSdyM0X1b6To20TRzGOIz9bzFpHal8/2NyhoGyL19IXxDws8L+rpi6Y4QiYQH1IimBYptCWL2iTMjH9d42yIGCTOKz5GnA7ld+upxJ42mP7CpejZ4HRfHdOf92+IWhGnAcx46oJKSI8ZT56P7i38oTyiNkMEjDjTackgTKcWpROGpUaNW3F1x45dxikv5IcnUjt1enV4ZQMP0SxQpG4OCuWO5CTIDgAOAvCMiDzppp0BYH8R2RxOj18C4DtJFYnINQCuUtXH4AjTN4nI4QBeBbBf7pYTQgghhDQAzpmLT6cJ1FHY/reuMenhCkSOghMKBGuttVZ+lpGamD3n9OSwHSVgzizHa3PM2IwhPoDItRFB8SeV6GMRc+IEH6tQnZc3dUB49tWTQaQOiosmQS/qnmEnh/JUwkNYxLSeQccFrkkgZefCtFSueG/P+OfPIm0gdmb882cY97mjrJ7T09+6svrZ2zZFDIZ5Aare04Y43TP8VOf9i5PCBnihMwLfe8hzGo4w7aMRTvOmh3a9wnSM5pxakK73GmPWdJk2RI5bgWRTpHbqsKwEifCmJk1CgT7OtYmBqt4H+4h0Z4qyEwPHRxjv/wFg13rtI4QQQghpOpwzF55OE6j/5i1fDMTGex3Amka+NQAsddPXsKSHUNWrAVwNACNGjOBtXSRiBJ2ahOmkegPCS6xgHRR9YryqE4XqtN7UXvtpvKRtYnYKkToNFZG68llUFfGeweOr1+ra27PG8b7PpeJl+9aVzvlVj67WZfPCJrVjfKdmLPCeNY63htqYvqQ3VEXPsJMBidgYMdBO5D1ktDVu83N8ArUX2qNeKiE9ahWmU3pLJ/aTRkWoqWHcso5ZAHYdcwlmzzndGv9/110u9o9ZAcGbntPNQ9HeseYIIYQQQghpNJwzF59OE6ijYuPdAeA3IjINwGpwNkN8RFX7ROQ9EdkWwMMADgZwRfPNJrUwZ3bYOzroMV3PMvrIOK5BASiN8JPCq9oqVEfFp47zpraE/AidjxGz04jUADBuozMhqrGe1LGhOIw41qE8pRJQLvs3TnTze56/09+5KrpdEovPe9oiQFsKVOKG2/DE6WA9wZAevv5YcjbhnPGME7N4xtMXYtxmZ/vKd29xbmphevdtz7eIyxIWj1OG80gUprOK0ikF6YaMWcH2I8YsW3lPpPaluSFAfN7UKUJ+EEIIIYQQQgghNtpWoBaR38LZEPFzIvI6gHMRERtPVZ8TkZsAPA9gGYDjVLXPreoYAL8EsCKczRG5QWKb4YnSHqN3nxQvtqUkdRzXGMHaKvxEeVXbhOoavKlThfwwhWevnhpEahXBuI3OrGxwF6SyQZ7nSS0lQMu+0B0VkdpENbQJ4vS//QQ9Xzim8p7USUkqn2PPF48Nna5sYJnQl/xe8inEbqB6T4ZE3wQPawNvI8RM8aYtXtN331P19N1t54tDwvTseWdUYzLPrQq1iXHwEwTpRsSgttVpFa0jxOoor2rfxrSB6iJXgJAmIuhLuwsnIYQQQggh/RLOmYtO2wrUqrp/xClrbDxVvQhASEVzN33ZOEfTSBHJMg4lOAAmxqC2iD+1CtW1eFOnCfkROhcTazpJpBZV9GzohACI9KYWcctotEgdyD/99R+GqqEwnQ9B7/Ppb12JntW/VznuWfOEVPVYPaeDcaqDonNAnB632dmY8dQFAKoxp7u3OLeSr3urcysbInaPPM9fFwzPaZu4bXZVkcSwEzZxGvAL05Vztjj4MaJ0ZkE6pzGrlvHKKxfrkR1Y+RCKTU2ahiI8hBJCCCGEEEKqcM5cfNpWoCbExujuSdmEHRtx5S0DWuzGY4b3cmRem1Bdjzd1ipAf1nM1itSmkNWz4RnxIT8qHtM2kbqabfprl0fXQXLHE6d7Vv+e32s6KDabZSwbX9rE6eD9MG6TMxM9rWc+cR66tzq3cr575HmY+ei5ACxCt4FVnM4gDHuCtOcxncSc2ac5InWEMJ0oSqcwbe5MZ8PJ0d2WDSeT6qllvEqzAiTNQzVCCCGEENK2dK94UKtNyEw9NieVnfnB9TXXTQhJBwVq0lHMnXlqvJBTLzYhyBBkIsWfgFBt5vUJ1Xl4U6cJ+VGOOJeDSA24sYfNx5M+kTxapLZtvkeaRIwndOT3EiNmT19oF3lnPHMRxm16lq/cuM3PgYr4400H6u0eeV6kFzYA3PXg2QCMTRAD57Ns2mfzmA5SiX0fEKejN4BM3bxbDzBvxqnZCiW1GQrPYRGgs45VgPWhGmkuXK5ICCGEEEJIPJwzFxsK1KTjmDvzVOwyLn+ROtIz0BzjksTqpPAfMWE/UntTpwn5YQjLoXN1itReuI+KEK0BoTpCpJ6+eFrEB0waRSWsR0pxumfohFDojiA2YXrcJmfGtpMm/EWcOG2Wn3X/WYl15U09onScoOsbxzLMpRLHqjqE6liRGunEfZIvCk62CSGEEEIIiYNz5uJDgZqQlASFJKsIlCBWhwSgOPHHrCPgoRjrTW0RqX31W+JIR4rQtXpS+2yIKiOY/vJllg+RNAMz5rRvU8qYsB4hcTohVEdFmDbyzHj6Qozb7GyrOG2G9bCK1wnidDMxN2cdvbsjJM+9KzkcRxoPY89zutYHbYljVdZxCgiPFWY9DOvRcsp0XSeEEEIIISQWzpmLDQVq0vnkIWBZNgtLLQLFCUARMaqtAlCcN7VNpPbstoX8MIVlt/2GiNSVjREtZUhLmf7GFZWY07YNKSOJ8baOKzPj6WroDW9TxO4tznXL2uuOE6eD8abH7nBhS7yngaowDYTF6VRzIONa5k0/pfreE6p7JifXEbOhoWlDTeMUYH+gBWezyF3HXEKRmhBCCCGEEEJIzVCgJm2F1aPQFVM8YWeXnsn5C6C2+gKCUKQIZPFWrEmojvOmDoT8CMWlNuqwejknidD1xKSuhPMI5AXQs+4pmP5SCvGNNITpb1yRrUCEOD39BScecyW8C6re0zOeuSi+ziRx2gyLYxGnZz3QGlE6iClMx4rSCWPTLj2TfSJ1kHnTT7EL1inGKNO2tEJ1nEgNwBGnvfIUqVsClysSQgghhBASD+fMxYcCNekY0ngZZlnRERnHtZLBqCyrWJ1BqI70po4J+ZEmLrWYnsxpROhaROpK3YZIbXxmFKfbg551DcHU4jnds8HpmL7wEkx//uLUdXZv5XhPz1xwHrpHTPTVmUqcLtjcoh5ROsjOe0zG/DsNT+rpp2DnPSZXznnXnscYZRWqk1Z9JIUmIk1FIegL7tZJCCGEEEIIqcA5c/GhQE3aCm/Ju0eUKJ1HaKGoOuyxpzMKQWmE6iRv6npCfijC3pE+m/MRqSufjSlSu2nTX8x/I0uSPz3DTk4O6yGCng3P8AnUcZ7TnjjtzQ9mPjYR3SPPAxAI3eFRcHEacMYm/6aG8UYmjVGeIA3AJ1anqSPLGJVmfHLySaRITVoP4+kRQgghhBASD+fMxYYCNekYmjXWJMeerl0I8onRcWE/6g35ERXuI+eY1Fp27Jjx/MXo2eB0v0hN2grP271nPXdzwOCGiSnp3uJcX1iP7hETMfOxiQAyek67x2NHOUK4loC77zE2ZWwySaGFmjkXio05DfgfWAXKhManFCK1me6F/Jg95/Sa7SeEEEIIIa2je8WDWm1C4Yj6TGZ+cH2TLWlvulc4oNUmkAJDgZq0NebS90jyEoYidNVYwdoiVqcVqhPDfgRDfrhtRIX8SC1Se23mIVK7jNvoTMxYeIn9AySFZvrLl1XeR4nTVq/nCGY+cZ7jQW2U6R55Xk3iNIBKOBsA2G3ni3H3/Goc7FaSWpBOkW/nL01OzpdifIp8mBYQqrOI1HNmnYYxu14auyKDNBbG06siIusBuNFIGgrgHFX9QWssIoQQQgghRYBz5ipFnTNToCZtz/w7AyJ1o8YcW70WPSY6/rRfDLLmM8SgpLAfcRso2kJ+pBapPRvzEKlLylAAHUBFmAaixemSszFi4qaIcOJOe1jFaVOATiNOG2m77nIxZs9rrkjthRpKFKUbOR8K1h0zNlmF6jhvaotI7ZxXjBl7qS+dInUrEPQp4+kBgKq+AGBzABCRLgBvALitlTYRQgghhJAiwDmzR1HnzPx2SEcw/85THBEljQBUkvSvJCTwCqBiEa1EQqEAfHkCdfm8U0uo9FoV8Yt3NgEvkKYli6jnadJmOwHBsNqOZDvv5pnxXLJoSYpJz3Aj7nuEOF35fkUwbtOzMtU/81F/POo04rTtPrb2tSYR23bM+BCiUWNTGnvTjEuRdgNzZp+GObNPw+w5pzO8BykKuwL4q6q+0mpDCCGEEEIIKSiFmTPTg5p0NmmEnFrL22Ipm9l9Hofu6RQe1bl4U9tCfkRtnhjwpK60k9ZTOub8jKcvjP78SHuRIE7PeOYijNvs7MzV7r71+SFx2v+wJHDOGgLEf7zr6Eswe26LRNKkIafeMSmunqj47l7WwOnIcSkq5EdEPQAqntRzZp0WPkkaigIo9x9/g8+JyGPG8dWqenVE3m8C+G0TbCKEEEIIIQWHc+biz5kpUJPOJC8RKE0bGUShegWhNJuUBZfj++pMIVL7ryFoW2AJf+A86UAi4kvHecWP2/wcJ8+T5zvxpuEP65G+bb8NseJ0q2mWMJ2mjbgxKU13jRuTDGwhPcaMvZQidQvoR/H0/q6qI5IyichyAL4KgO78hBBCCCEEAOfMQYo2Z6ZATTqG+X8+BTt/5bLEfLUIWjZxpkJQeAqKQ2mE6oze1Jk8qY06KyK121acJ3W1LvHFklaR6rAe2MhRy4FY1qQzCHhPT3/+4ui8hhd09xbnJgeSKsF3v8SF9TCPnbzhdgE033vadrtnEKQbOibVMh4ByQ/ObOMRaQmqjKdnoQfA46r6t1YbQgghhBBCWg/nzFYKNWemQE06ivl/PLkiUs//48nY6avJgnWQe+4Il4sSkKwiUZQ4VK9QbZT3heLwxthyMEQHosN9eG0liNSVugBfO9Vr8tvr2EzBqpOY/sKlyZngek3bQnQAqR9Y1CRO28KBNJuUYnSe3t62uvIYj2wi9bwZRhzyAKN3n1Tp8/ScJgVifxRkqSIhhBDSTnSvdHCrTSAdRPcKB1Tez/zfDS20hERQqDkzBWrSccz/48mV9zaxOY577jjZ9xdAbPmgSBQSiGzikFmm4oUYKG8RqmvypjaX9HuCtE/0jhepK3UZtqDkeEo7dQS8pUtOnhkLzgfpH1TiTgfF6YBndBR3PeSEAxm7vRuvPEGcjvKabpU4Hbdqo9nhR8z2YsXqoFBteWgGuJvPJjD3rlMrIjVpHeX+s1wxERH5BICxAL7TalsIIYSQtqTe0HRR4eYIyYrk6/HMOXOVIs6ZKVCTjqciUqcYi3ba0yI22cpF/ObGCkRR4pBRn1WorsObuiJSe21EhfyIEqmNNnxhPYIbI1auhwN+p9CzgRMmY/rCSyLzpBanE+6LusRpI01FMGd2a714U4nSeXaTGsci70Hezl+aXLFn/p+TBWlSPBRAX//Z8CURVf1/AP6v1XYQQgghhJDiwDmznyLOmSlQk45npz3TidNJWDcv9GUI5/fwCUQpheo8vKkj41K79SWK1Ea5quAtYZG6ctF8Wt5RiKBnwzNSx5y2/t6neWhhEZ4jxekIr+lWefB6Qm/kSotGmxWs37qZoZE9cL5eUXp096S6yhNCCCGEEEIIIRSoSUdj9YhG7UvvQzFaTSyhO2ztVcrHhf/Q+LAfqb2po+JSe/UlidRue6lEam6O2BH0bHC68z1GxZM2iYs5naa8y6z7z8LYHS6sSZz21d+iB+IhcTplN6h1HIrdIDFmHPJWk5ghjGpll3GTQg/sRu/uiNVz74qOWU0aATd8IYQQQgghJB7OmYsOBWrS8WQVge79w8nY8WvZ4sqGBKMUYnWsV7XPMzqQ3xamI1RGMoX88InUANSNJR21eaInRt/14NnhD4O0LV5YDw9P/B23yZk+0dm/WaElrEcNDyq0yx4SJCRO27ymizDPiLnkvGNRp94g0dfXnbf1itO79Ez22VFpl4snWoYCKBeiExBCCCGEEFJMOGcuPhSoSUeTWhgyBLEd95oSFtgSQlfEbpYYIVbHelWXA0IyAkJ1Sm/q1CE/TJEaRlrAm3rW/WfGfAqk6PSsWw3nMP2lqtDoE6ZtITsiBGdrHls86izUIU7PmdWa+NP33HGyb7VGZkE6SdBPETonNuZ0DgL5zntMtorg1YdboEjdQvqavSMnIYQQQgghbQbnzMWGAjXpX9QagiKunEU8ihSLYsTqkEe1JexHKK8tnrRXJkvID0OkrtjsidL3nRF97aQt6Bl2cuge7hl+qpPmPRQxzk9//mLHa9rEJkBHiNMzHz0XALD7tuensm+3nS4K1G1rF9V2PUqWtBaw49dSxLmvx8aoshHCtW38uef2+sN62B5ieenzZjCsByGEEEJIO9K90sGtNoH0A7pXOKDVJpCCQ4GadDausHPvbRMcz+gI7r1tQuV9XL64NnwYwlFasTqULxijWsJ5Qx7PSd7UUSE/DEF69lx/mAfSnvQMde7p6YsC97Ptfg2I0wAw45mLMG7Ts/znRcKeyxGe0xVx2j0eu/2FmPXAWYl2p4o3XTLzVwXs0d2TMHdmAYTSZgnmKVZ65OUkMP/Oqve9GebDw9wssRDfQT9CIdyRnBBCCCHFodSkubBHmcv4OgZp3JyWc+biQ4GadDSm8Gy+H7V3slgdl8fEHvvVjEWQQayOijsd4VGdOuyH4U3tbWA2ZtdLoSKYM7s1YRFIY/CE6crxuqeEY0PHeE6HsG14mFGcjvNw3m3ni8Oe0ylCerTaaxowHmalsCXv1WRZxp17/1C/97TJvOmnOCJ1VDx80nTK3PCFEEIIIYSQWDhnLjYUqEm/5L5bJ6TKk0akjo0/DWQTq+OE6rQbKdpEo0C9AChMdxg9Q070P3Euif/eMzc5DIjTVmE6UCaVOF3ylzVF5CTv6ShxOjakh0/Ajq2+6TTanrTjjvlgLk+iRGqG+iCEEEIIIYQQkhUK1ITE4AnZo/aJEKojNg0z8XtKx4vVmYVqS74ob2oKR51Lz9AJVXE66Bkd/FsKC8vjNjkTM565KFTvjKcuwLjNz4kVp6PO2URkG6niTUeE9LDW0UTM0EGpbMjDzggv5ajVGTvuNaWhIjVpPQpwuSIhhBBCCCExcM5cfChQE1IPUYJTYANEX5HgBoeAzwPRn8dfXxqhOsqbmnQmvpAeGcRpm/jrMW7zczDjSSdMR73i9Kz7k+NO5+I13YKQH6P2nmIfAxppSrDumIdkDLnRP1AIdyQnhBBCCCEkBs6Ziw8FakJScN8tE7DDvmEv6kgBKEZEsof2qHo8m3nihOrI+NQWb2p6OnYmieK0T+iNCdcBYNxmZ/vKVzynE+JNR4nTaTZEBIDZ887ArqMvqVmcnjfj1MqmfS2bb6Rstx77ah1r0oQzIu1Pmd4ghBBCCCGExMI5c7Hht0NIHajYXyHEeEWUd/KJ7xU+D0PIM9JLYgiU/jwUpzuTnmHuxnfedy+WV/A8IoTlgPexet7RCeL0XY+cY49TnVGInT339LBtJcMOo85QfwmmNYFR+0zBqH2mOOKvpd3U40IGUtdnGWfSsuPXLsNOezovQgghhBDS2XSvdDC6Vzq41Wa0Nd0rHtRqEwjpGOhBTUhK7v99tCdi0LvaJh6FvKGBdJ7VNq9qw6M6MewH6VxsGyGafy3xpp10S94oAbtUcu5BmzgN4K4Hz640P3aHC2u+lGC7sSE9jGveeY/JoXzNJGp1RYh6Q5BYQvXEx7t3/ozaZwruuyXei3rHvaaE6t/xa5fh3j+cXIulpMmoAn3ckZwQQggh/ZVSzv8RKDNOXsOR5s9dOWcuPhSoCckBLUl4CX5A8LEL0GaGcN7ghofhc9WykUI16VwybITopMeXyxJvevdtz4eWnAMvnEeqeNMAdh1zCQBg9pzTq4lBYRrweU377EFAnHXfz/9zc1YLeG3vsO+UsPDcqFjYtnrTjDEZYVi2dkRQ5hNJQgghhBBCYuCcuehQoCakUcQISlbPR4tYbRWq3XoyCdWko+hZ95RwaI46xGkvz8wnzkP3iImhOiPrcBm7w4WVtFn3nRlptydM25gz6zSM3n2SWz/cdo0MRjiPapr7t1X3efCztJCX4GsVnC0brQbbjVv5Ya3LrYfe04QQQgghhBBCmgUFakJyIkqI8i+7dzLdf/NJvrAAkZsiAj7RuZLHEJOsQjWA+XdQYOpEeoaf6rzJ22saiBanIzZCrNxvGb2GNSL/3LtOxejuSW6ecN2+WOwuzfKaNvFE3x32m1pJa7TncWzYICBWrE5Tty2sEGkPFFyuSAghhBBCSBycMxcfCtSE5MADN52E7b/hiFUP3HiS79z2X5/qnP/6VF96UkzrkFgd51UdFKqBykZn99xOobrjCG6CaKYjm9d0JV/KcB9R4nSa3/rZc07HmF0v9ddrMLp7UrzXtHmuJJj/x9bc25W+HCdK5y1YWzTjyJAeNYQZCYnUpK3o457XhBBCCCGExMI5c7GhQE1ITgSF6Ur6Tfb0OO7/fXXjtTihOiQouUK1KVbttOdlFKk7jTrFaR91itM+YTqtsGmU8URp0ZRe0y0OWxN80FSh0WYF6w8I1qFVGBm479YJGLX3lNDYQdoDhaDM4OGEEEIIIYREwjlz8aFATUiTML2s01AJI2CEAomNNw1UhURXvfLSd/zaZZX3FKvbHJG6hOmkfLbziV7ThqC86y4XY/a8M6LtL1Xb8MJ5OO0Gr8c7NstahOsm4eu7KdrOe/WYlIMJwQbdP3V+LiqOYE0IIYQQQjqT7pUObrUJHUX3SgcDZWcyPvOD61tsDSHtCwVqQppIlJd1HKZQHRVv2re63wj9oZa4APSobnOyxpp232cO6QFAS9WDWQ+c5dsMMShOqwTajKCyGaLn9B8lTAMhr2nz3D0NjLEeG8IjkJZZiI77iGK8l4PtxArWGb2gR+0zJbRCg7QXXK5ICCGEEJITLV6x2VFIseaonDMXGwrUhLQJNqEaSPCqjgn9QdqUGEG5Lq9pize0c1x9O+v+s7DbThcFygbrrOYfM9aJNz1n1mmhOrOG87B6VDeAiqe0pZ1YMToPu5LqMPpvrGCd0RZ/uKBsZUnrUQBlbvhCCCGEEEJIJJwzFx8K1IS0GwEB0RfOwyJU33frBOy4lxMmRAW49zYu329npj9/MQBg3CZnVhNzDOfhS7eIyHff47S76y4XB+qMtnn07pMw965TK8dBb+sswnQjQ3sExenI+UuaEB852Bl6oBQTh9q0NeRdnQJTpB61zxTcd0vyOOFtxOrZ0UivdhKHoI9PFgghhBBCCImBc+aiw8cHhLQZ9998EtT1QL3/5pMqntVemiP+OS8vluy9t02ovEgHIWJ9qRfSo4RqOI8U5yvplXtIIsN2zJ53RjXWdEU8dsqPGXspxoy9FHNmnVapz4w3bXpfm/crSuIL5+E7B7/o6z10yRstVV+Vawu+vLwS/Yol5nP12ZJUd5Rdrv2pQwoFvg8Vf+x7Gzt+7bJ0dRNCCCGEEEIIIQnQg5qQArPd/tWN2R78bVVseuAmv/CkJal6W7rhPCCCHfadUhGwTUbtPQWi9KZua0yRM+j5DPjjTLt5Qudt6YZ3syfSel7TNmbPPR1jdr3UV6dZ39y7TsUu4xxxepeeye55oy0gvcd0ClG3Fir9zBSlA8SKzrXalaWcVt2lg7ZYw3OkDOez/denOsVEfG3EEXo4INx8tZVwuSIhhBBCCCHxcM5cfChQE1JkDMFpu285ItqDv/GL015Ygkrs6YhlK55HpCdmNTJUAmkChkCdJh51lnAeaqsnjqAw7f7ZZdwkzJtxajich1llcAPEgIey39bqOW91QFbMhz6wtBlq2yThs7CVefj6E7HNQdNS2+drzrf7aaDyCMG6lljSlfAeRsx6AKEHXKP2nuKr2mv33j9QnG41XK5ICCGEEEJIPJwzFxs+PiCkwNgEL0+o9hEIg2AKezvsNxU77DfVmn/UPo0Jk0CagC1Uh5teTzgPDdST9kGGWZd5D5pe0z5x2g3nEQzl4Q9VU7XBJ2CnCEFhw9d3gnqvLYxGMHyKLW/JX+bh60/0vbw0a6gQ82UhPrxHvG3BB1lReKsxQtftEvk5N8ibnRBCCCGENI7ulQ5utQkdTfdKB1dehJBs0IOakIJjW86/7QGO0PbQDSfZN0czNkmselRKNfyHmU7akhlPno/urc6tJtS5AaKG8gXqjWHOrNMwuntSSEANxUsGavaYzm2TxLh6LNcaH9qj+vfhX52Yi12RRKx88PXvettWuzf1DvtOqW7C6uap1YOd5I+qcLkiIYQQQkgrKdX7n5TOZOYH16N7xYNqLgsAIr/OxRbOmYsPBWpCCsY2B0+riFFiWdZvClTbHjC1qktpVWSsCNXwh6I1w38o1BqfmrQH3SMmhmJMA/kL07Pnnp7Knrkz3VjToXrcvxHCtC3GdBrxuhZCYnOgLrtoXUO9Abb+9rRMITd8zceF7FB7257ndvbG/HVWhGp33PFE6vtu4bhRNPo42SaEEEIIISQWzpmLDQVqQopIQCgCAl6NQCVObDX2tHHK5lUNv1j9wM31iUw77XkZAGdztJ2+epljX7nawvw/n1J5v0vPZEDV77WtzgZ6pA6iNke0ncvqMV2LoGp6TQeE6UobQWE6GJ8aljw2OzOy7YHTQu1Z64sJt1ELW3/bazdjwZhY8XGbItYiTj9wYzUciBfTPuRN7YrUfKhVPBRAmfH0CCGEEEIIiYRz5uJDgZqQguGFCtjmYP/GasGIHMHNEFVQEa2jxGoAePC36WLTxrHj1y6zD+0lqYjUO39psmuAEUFA/OLa6O5JlQujWJ2NmY9N9B3vvu35AbG3PmF69px0ntMeO39psj+ecpLHdK3CdA1zClOcThKkI4XohHZHHuq08ei1J/qOs9jr3xTRkiEuzEceYUbg3B9Shu8hmflwzItnf//N9Y8jhBBCCCGEEEIIQIGakMISEqGC581zgTi0apzN+xnhqL2nQFyh797bJlQaqZjgecwa3tQqVUHdsy0YA3v07pPcdOfEnFmn5Wx5Z3PXQ+dg7PYXVhNqFKY9YXvM2EuzfweC1MJ0bHzpGPHavJbtvjU1cTPAbQ4KhNdII0jX4UU98rCMwrTRD+Lqr8SAtpSvOy53sEqLSF2xwWWHfafQm7owCJcrEkIIIYQQEgvnzEWH3w4hBeWR606seqSKIxKZr/hzUnmZ6UliXlpMcXrHvab47KnYUBLnFUwP2OXzuiV1MeuBs4z7QqBdAi25gm7oc/fuEbjfjzjidAmVX4bR3ZPSN+5+38HvNfF7j8njq6cE41qQ7Z5J2Y+i8sTlDb0ChOqIsS2uvsh6jLyVcCL14NZdfaBhpPnaZactCk50JekXL0IIIYQQQmqBc+biQw9qQnJkxBFVgeixa7Ivtx9x+LTIZf7BYSYuGkDUxoi5YBXZpOoZHbAh6FGtAjfshxjHaoQB8TcwZuylAOhRnZZZ95+F3Xa6yDkIeiJL+IYKbqoYCg2SksrvYFDMFMG9t03AqL2nRJ6PqgMICKWIEHnjsAm6NrsRnScxfwaylI/0moYl5E8woQa2PWCq01xApLaG/CCEEEJI0+le6WDMfP9XrTaDtCndKx3cahP6FebnHdVvU38n5egJ+MwPrs9kVzPpXvGgVptA2ggK1IRkYKsje0NpC342PpSWVZweccQ0X3xZ2yZo4RjU2c9tc9C0mjZR89j+61MreuIO+011hGVDaBQ1wou411Fpv0uq11XWilDtZBV/WBIFdhk3CfNmnAoVqYT9IClJGcYDAFAKHEd5+ia2GfawtQnDQZuseQKitK2cR9w9vfW3p1k9kYN2B4m9/mY9kI4J3RESro28Iw+dVomDHWTrQ5wHaI9cFzEGmA+avDbUH/LjgRtPwvZfn5r1akiD6eOCOEIIIYQQQmLhnLnYUKAmJCVbHRUWp0PnMi579wRv02sRCAvOgdPhPAGvxkjv6jp03u2/4YpSgWvUUrVtdc9Xj9VnW6RXta0cHJFaBNCmqYKdwd3zz8Cuu1wcLUxHeEtHicBpuOf2k7HjXlP89QC479YJ1roze0vHCNqe8AqExddQmLG6Paibcy9KVGe1CNdpLBp56LTEfA/9+kRnQ0lVY3NEt9lSdYPVB27iBolFQtHeS/kIIYQQQghpNJwzFx8K1ISkYMvv9IZE5NC5iPOJdSIsetnEqTgv6eD5SO9qqYp5ou5JAR7+VUqvas9L1vB8dtqICO+RdN4mVBvlKmWl6lFN0jF73hnYdcwlALIL07X+bldCeQhw3y3+DfTu//0E7LDf1GosZ5c0orTfRoTTAumAu1mhhNPTeVDHfADNmNNotA2hscEiWI88bBoe/UW1T4881L9xY5yXtYql38aEGiHFoExvEEIIIYQQQmLhnLnYUKAmHY0XEzoYwsBjwdXjseV3qp7Rj/80HK7DOx8n2pnnrHUc7dTx+FXjfcfR8WXDJ4LCVOqQH+ala+BkBtHpgRtPwnbfmurEjy772wkKWqHwHlnDf/hMFIAhPmpi9pzTKzG8I0VpIDIcRy14HtM2PDHa59Uc470dK0pHCNUjD5vmiqywhysJCdaWi43ql00QaWPF4IBwLarWJ1XWa44JGRJqpnKrSMWbGnBiVD90A72nCSGEEEIIIYTkCwVq0pFUYkUHxafAoSlOAxFCckpRxysDAFseY9RraKsVYdq1JVJ29ZbXG6hISFw2YzObns2h8mZ8a1t++OPTbnNwNSZ2KL6vANoFq1CdGN4jh/AfJBtzZp2G0btPSvaW9v6Wqjf8/D+enKstkd7SdYrStvSgp7aTFj8ehOoN0gSBOu42D2vR/hRTsB5xxDQ8ds2JzsarZmG3gUgvaiOf6U3Nh0TFRRXo43JFQgghhBBCIuGcufjQv510NuJ/aeAVypNQPurlidNbHNvrF6eT6ii5L8s5LYXt1VIwj0Cl+oosb5TzXb/72vrb1Ri+lXi+4hentz1wmttetax2ue10heuHSMUzVy12Vc67dYbKl8R5dUmlnMfOe0y2ft3Ezty7TsXcmc7L/Mwrn3uXVD5vLz1vcRpwYhhX7suShO4R7z7Ncu/60oP9w+gbTnsI3Ydx/SvUV1OOBw15wTJ+hT4HYyyAu4IkpszIw6r93sOXz3csqCU2OWkOZZV+8UqDiHxaRH4vIn8RkYUisl2DP/7CISJrishc9/qfE5ET3PSJIvKGiDzpvvZw07c20p4Skb0i6t1cRB5y8z0mIls387oIIYQQQuqh1XNZzpnjoQc16SiqmxVW00L909ZfA2lbHtNr9cBMQ8rxwO8RbCsTXOpveEH76jCv1TjwLf83lvdbqvTXYwkFsM3BjtDl5HMF5XIgrrQrICeF//Da8rct0XGqFY54Wlbs/JXLKsKpJ1LPv/MUkPTMm36K89l5H7TrMV35zpuhQcZtlJg1LZQu1vRQmYg8Sdeftn9nRaodxtKoJV1jxgIjFEgwDIiabcEfr3rkodOcr6biPY14l25CisnlAGao6r4ishyAT7TaoBawDMBJqvq4iHwSwAIRmeWe61XVKYH8zwIYoarLRGQQgKdE5I+quiyQbzKA81R1uituTwawSwOvgxBCSA50r3Rwq03o9zTyO/Dqnvn+rxrWRi10r3hQq00g8RRuzkyBmnQEFWHaJVaUtghAsaJTzLknfjy+8n7z7/ZmcjBUQ0xK1awlv4r/2Cc+myFBBJVwIGaZSpVmPQJ7OA0J2OyJjEFhOUKorsShFjjra9x2Km0nnXfjVO/8lct8F2qK1iSZnb56GaTLLhB7x/f+oXGfp3ohRGIE6Gjx2ZaWUpBOKURHjgUNFu6jdOAnrhyPLY7tjQ9xExSrfaeqRwt+Nh4jjphmbcvnTR0UqWPsI63H2ZGcC+IAQERWAbATgG8DgKp+BOCjVtrUClT1TQBvuu/fE5GFAFaPyf//jMMVEN3lFcAq7vtPAVhav7WEEEIISaTU4P+M9AM4Z65S1DlzxwnUIjIewBFwJtHPADgUzpOAGwEMBrAEwNdV9V9u/tMBHA6gD8Dxqjqz+VaTetjyO72OnpJSjErlRRmX1+XJHxni9PeSN1KMJEIQjhSwg/kNcTmrYB0lTJvVjzx0GqRUTax4QCcJy11GmSSvavOa1Tjv1hkS0rsYk7oebKsD7rm9SSJ/UITOKFTXJEjX4kmdlD9voh4MRdgQZ5JtcYZX/rFrTqxsHusdm5mDjtzm8cO/ssSsJoWgrylLHwrB50TkMeP4alW92jgeCuAdANeKyGYAFgA4QVXfb6aRRUJEBgPYAsDDAHYA8F0RORjAY3C8rL358DYAfgFgbQAHWbynAeD7AGaKyBQ4gY+2b/gFEEIIIYTkBOfMFQo5Z+4ogVpEVgdwPIANVfUDEbkJwDcBbAhgtqpeKiKnATgNwKkisqF7fiMAqwG4W0SGq2pfiy6BZMDc4DAkuMUJ0mnEKks+kyevGB9Ksz2MSyuixnpTW4SrOCE6tWDtHZne1YGMnlel9/n6PJoRFrHSitWR4rZnvq8NCZ23XRtJSUggbu6PtNlX7QK0Lc0uStckSFsuNy+vaVs9WR6kRN3TT1xZHW+2OM59GOZrJLqdYPJWR/VWv3NBVawW359IoZoUDwVSx5rrAP6uqiNizg8AsCWA76nqwyJyOZw539lNsa5giMjKAG4B8H1VfVdEfgLgAji3zQUApgI4DABU9WEAG4nIBgCuE5Hpqvq/QJXHABivqreIyNcB/BzAbpZ2jwJwFACstdZajbk4QgghhJAMcM7so5Bz5o4SqF0GAFhRRD6G4zm9FMDpqMbIuw7APACnAtgTwO9U9UMAi0XkZQBbA3iwyTaTDJjCNICqgpJGuAqes5y35nF56odhYRqwi9OR9cQpPZ5IlCBIe3krHs8WVckX09YmWPvKu66ThlhdqS7YjlbTgsd+E/xe0pnF6lAbYTHby7Pj1y4D0NjQFJ2CIxBL9X2z2/f6SozntJMm0fkC6TX3fUueyHwpytkI1ZWk9Nr6tcvm3+sNCcm2aqNM2/LoXjx+9XhfSCQV8cWpNocNLzY1IW3E6wBed8VWAPg9nMl2v0NEBsIRp29Q1VsBQFX/Zpz/GYA/Bcup6kIReR/AxnC8rE0OAXCC+/5mANfY2nY9dK4GgBEjRvD5FiGEEEJIsSjknLmjArCo6hsApgB4FU7svf+o6l0AvuDG4/Pi8n3eLbI6gNeMKl5HTIw+UiAk/FLjFZWupcC5UuC8pbzvFcFTl4+PLhN8lYxXRB4tWWwrpbC/FHGuFGg/Js9j15wILQlUxIkXHMgXKltKOhZHEHU3VwzlKbmitaWMY4elzi5/nSQ91s+0ib8Ej157or9fVuxw77mI+y7LPZzUN7L0sax9N7f+H3VfR1xfmrHQI9ifK5+7iK9+0i448fT6wysJVX0LwGsisp6btCuA5xv56RcRERE43s0LVXWakT7IyLYXnM0RISJDRGSA+35tAOvBCYkXZCmAnd33YwC8lLvxhBBCCCENgXNmj6LOmTvKg1pEPgPHK3oIgH8DuFlEDowrYkmzenpwuWJxePyn47HlMYHwHkAqL8pE7+kYsfOpH4yPtavW+NOVtxHhPZzKA+0E3CUl6rxxLiodRrqK42UJMZoOeFfb6knyrDa9oL1rVVS9NkX9gliSZzUAR+AL1Dlq7ym479YJlg+SePh+r5oc3iNoQ6yXdJo+nCI9dM5yPq7fN/QBSKDvBs8Ff43i4lBHeVAHQ4FscawTs9+rXwU+r2oVwYKr48c6UjzKcTdx/+N7AG5wdyNfBGcvkv7GDgAOAvCMiDzppp0BYH8R2RzO0LAEwHfcc6MAnOauPiwDOFZV/w4AInINgKtU9TEARwK43BWz/wd3XkwIIaSYdK90cKtNIE3E/L5nvv+rFlqSD90rHpR7nZwz+yjcnLmjBGo4cfAWq+o7ACAit8LZwOVvIjJIVd90vUfedvO/DmBNo/waiNiRnMsVi8XjPxmPLY6tLnevRbRKFLGMfE9PixZsNjmpF1BH64vTmpLQSFUJYSErIFzbQnwAhjjsnQumW/L77AkJ0RKoRzOI0/CHAREJiOdatS0hDIi1jJtn1D5TcN8tFKkjCYb3aMFvtLcx31ZH9dr7aEIfzvMBVNqwH3Hk0u8jHlBtOt4Rjp/uHV8JMbTZCb3VslkeRrl/H7/KqWfLY3rx+E+c9xSl2xdVoI9LSSqo6pMA4mLudTyqeh/sQ9CdEfmvB3B9xLkjAvVulYeNhBBCCCHNhHNmP0WcM3faIt5XAWwrIp9wlzfuCmAhgDvgxM2D+/d29/0dAL4pIsuLyBAA6wJ4pMk2k1qRjMvbzTwJy/999WSwJbK9qBciXrbrKiEcliAYkiAQOiCYN5QeKB/Ka9RnlqnmD4cFSAz7UbIcC6LDenTBHgYkogx/c+K5/+aTwp9ti34JFlw9PhTywnbP+u8TJN7f1n5g6TfBfp+2XwZfmfp9Qt1RdW16Yi82PdFdOZJiXLPZUUlz8cTp/sjYHS7E2B0ubLUZhBBCCCGEEELQYR7U7u6TvwfwOIBlAJ6A4/W8MoCbRORwOCL2fm7+50TkJjixVpYBOE5V+1piPMmMKao9ecV4bHZ8r098Sb3831a5keeZqQkiTj2CaLBscEl/1IH4i9o8qH0hPNxzUV7TppdzKM2sT4x6zPa8BFsoELHXV1HmYMkTtWGi4VkNRHtXb//1qXjgppNA7FSEWbRe0K/ZQ7qGvg5Y+nvc9Tfis/F13PBpRXXM2cQTpAPFvHBDm47v9fd1sx6jv4mZ1o/ZbeeLUVl10WJb8iZNrDlCCCGEEEL6M5wzF5uOEqgBQFXPBXBuIPlDON7UtvwXAbio0XaR/HnyCr9w/NQPx2Oz7xtL3z1M8SpYSVClsKgWG5/ci2cvC4vUG53qtFUJ45tF8UgREyAkOgVEYat4LRYxyiYym/UEhORgmmeLLZ9PsPaJ0RIpVofqi6jfKlYDiAoFAsCJnOmy3f5T8eBvKVLbePC3J2HbA6clZ2wCT1w5Hpt/tyrEWsXmeh882fpmRH9NJeLm0deNeqLiUGuX8xDGrGaTk3qrD81MQd/2cMrlyR/2X0/pECLuQ6/OkagVgnJ/f/pACCGEEEJIDJwzF5+OE6hJ/8Ybb57uHY9NT+yNF6mCglYKsdrDE6cB1BYewVJ3UFSKjEltE7VML+lgGan+iYpHbfWMjhGng/mi6qiI1YY9WeNW+64lwru6YmdAsKZIHY33PT18/YmtNQTAkz9yBNTNjjdCWHgkeFUDMWK0zYM6g1gdmT8LGfr6s5MtQnJM+09PG1/1spZwd4E4YyEBxux6KaTkiNMCcceKuKcHhBBCCCGEEEKaBQVq0lkEvaUtHphphOhEUarW8zF6SKhNmwCNgJdzMG9QdDbOaSCfz9M6QrC2nfeLxfHe1WrNG+9d7asfSQK5+PMAFe/Ih35dFV63PWAqAOChGyhWexRBmDbZ7PtOuIrEMB+wp+fWx7MI0jX081DbRt6NTuvFc5cagrKEV0KEVnOUqucqfdzt33Gbu/Ynxoy91Hkjzj/ewy3poEAf3JGcEEIIISbdKx3cahNIC/G+/5nv/6rFlhQLzpmLDQVq0jFsMqHXLxi5ns2xnpdJQlbgeMMzex3PYIkRuOJIKGP1ivZIK0wjIGpFiNY+T+soL2uzXERIkDQCttVD2zQ0wrs6VF9E/f7rdQ62OWgaIMDDvzKE6gOn+YRrUhxsm/hlFqOz9u+otKjyaYkpFxm6BwgJ289OHl9drRFR5zNTHBF645N7/X0tg7mdjopASgotS+XBWEWo7gAU4HJFQgghhBBCYuCcufhQoCadRVC4SilkJQpbgbxJ5xOJijmb0Ys6KG7Z4k57+WsRrWMFawQ8pG3tWP6GBOugd7Uvb0Q4EFv9wTZctj5kGh654SRHsIYjXBfNe7i/s8mJvfAc6wFkFqNjhehGeE83oY9veGavE3+6hMi6gjbZhoVOYPuvT4UocP/NNa6AEEAhQJc7pviE6s6AG74QQgghhBASD+fMxYYCNekYghuq+caeWkMBGMcbnNPr21errodvaT2pa/WijhOu04rWEV7WCJSJFKwtHtY2gbni9R0VDsS8Ri9TjMd2KA3AyEOn4dHrT8Q2Bzsi9daHTMMj11GkbhWbnOR6BXvfmUWcTiVGN8h7OpcH6xF1xHpQu2x4Vq/fDuNh24ZnOueev2i8r4z3QM7rY9Z41m3I9t+YWlf5nfeY7Izb3mdjCtUQjBl7KebMOi0fYwkhhBBCCCGE1AQFatIRbHRqbyWkR4WgYJ3ByzKYd/1zex3NNuaBWz2iVuwGiUCka2SsGO2VixCufc6DcR7Qpn2eaF2LYB38m4NgXfGwTnENIw+bBgyA45VKcmez7/eGHxIZ559x4yFvMqG3muiF4TG9hJPE6Li+miBK1+o53ZS+7dqxwdm9Xqjk8AOXAJ5Y7YUdAoBnJ3WGMA0A231rKlBy+mwt38HOX7nMefhRMm5Id2BRCObNODU/Y1uJckdyQgghhBBCYuGcufBQoCadgW0Zfw4e1JokluVE5DgZJ0wHywUE6ERB2iJcB0Vh77x1I0U3X56Cte1cSLD25RFLmobTzHrc+2LkYdPw6C/oRZ0Hm47vDT8QCuTZ+OTeymnbgx5rf03b/zL0aWuemLz1Ym0rIqyH11eiQvUsvGA8Njjb+Rw9L+tKlR20Wm2bg6c5D5I87/pSbRucqgDiidNldT5OV8mff+cpeZnbchTc8IUQQgghhJA4OGcuPh30X1rSr3FFDO/lpaHkvszzxvtgOQ3WI4F6jPpM8STvV2S7Npsj7I46n+pzMV4220JpZn4JvGLqr/nziS0v1le5S1AeIHj0Fyf67xNSM5uc2ItNTuytiKrmy7zPtMstIOF76NnLxofuy0z3bdL9abtfY/pWw/t0zHiSZPf651YfBKhEXEsbMeKIaaG0rb/tpDn3kMAXVykjvs+ySwDzRQghhBBCCCGkMNCDmnQEQbFxg7N7gS4g6FWcJRxAKH9EnkYQ63Vp86YOeFLHhfmwxq/26gmWt3hN2z2ZU+avNOYvF9m27W9EWqx9ZhsAHrvmRItRJAuVONJS/ZifmToeQNVbGnDFaZvHsADPXeLkr/RfS/+M67PNCO+RF2n7dCj+fDBEiHHO7M8Lzx+fh5lNY6sjnVAmWx3ZiwU/G48RhzvCdAnu/aDGq0aRWkvuzWnGro8Il9LucLkiIYQQQjy6Vzq41SaQgtCQe6HcvhNqzpmLDQVq0hkYy+K1FA7nUGuIjygyjWtReTOM6yEROs6WoChrXm9MmI/E2NMx50OhO8z3QRE6aAf8NsbGoo6oO+69GNpUp4pTLcH1+n1mSlgYDfU74wGSre88f7G/jg3O7o3up7UK1jG0pD9H1JU6bI/bJ/8ysb2E6QoCJ6a8VsVqoCpOC1ANLVQDO+w3FeL9Lqj4xrh7b5tQt/lFQsHJNiGEEEII6TxmfnA9RH6dS12cMxcfCtSk7amIWTZBK/gX2UQs6/iVZkyrJU+MEBMn1AQ3YQtda8B71SeOqSWfkceMPW0tF2wy5pzZhvXSvXNipJn22Oy12Rp1DbaGSc2oOOE5TDY6vepVHdsfATx/kV1YXf/cXn+oipweLtXsQZ32nolYmRBpiyVPXF8OVtvOt/KWx1QfQAjgiO0lqXhSm+J0PdfpeFBrSOwetc8U3HdLZ4nUnGwTQgghhBASD+fMxYYCNWlrfGJWxvAAHolCV5KXYxrilvfH5fFORXlQB0N2WOoNnY4Q0iI9nGO8lePCalg9l7PUFSUsx9VvvFcEBD96T+dKUJz2qMSfTuqPEfzlvPFY/zwjREjKB0qpBOu0Y0AcdfZlIKI/B/tysB+7ZV44u009pg2czQtRvWb32rY8uheP//xEbHWk8/2Lu7HhYz/PHpLn/ptPwvbfmOo0UBl3NPwQgBBCCCGEEEJIy6FATdqW9ScaYQCCnpVphKi0oQIs5yPzZSFL2ShRJYUXZlRM5qAJScJ1YuzpYH7L+bpF64C9Eshvlom0mTSM5y4Zjw3PcsRFW1+rpJWA9c/rje6PEZv9xfbLpD5syRObNwspy/u8+n0GhOsIPlzxygy/2Pl8XzyjfYVqM8Z0cHXElkf3OqsojM/E3EwxS/z4B248CdvtPxUoew1Xxertvz4VD9x0Ul3XURQUQm8QQgghhBBCYuCcufhQoCZtyXrn91bjiwLJXs5RQjYseWznItpw0husfKpEb7BmEbUSY9iapyMEXKtwnVW0Nt7X6mnt84KOaz8Q/sP3sVCYbipe/Glr30y5sqEiYEaUr+RLeJDUEf04og8Pv7i3LUXqzb5vjN2uSA1U/0rZFLClck6su60moyUYcYbcj7McU6BNKbd10BdCCCGEEEIaD+fMxYYCNWlbNOBlafWcThDEYoUyi2BVcxzbWgnFqTCatHkVBw0M5ok5TvI8TvK2jhOhbUJzrDd1Qn2ZNkQUhK+bNIzgBomJYnTUg6QU5ZPD82TowxH25UJEP7aH+hBr//Lym+fWvbQXL52Wr0i9/sTeSpt/Oa8xAnjlHgkI1KLVc6Lwb5DqXvhWR/ViwdXp7dKSBMYfrXzm231rKlSAh27oDE9qQgghhJDulQ5utQmEEFITFKhJWzH8wt6KqBO1EWJsaAEzPxASjZoWxzYlcU6dVodCS6JfeI4RsJNE3wRv6zjR2lY+tXe05bwG0tLEnWbs2caz3gW9QJf93Atnj8fwC53wFFm8qtM+RErtLR3TTxvWh6PGDNsDI+OagmV9/dfNNmxSL14+NR8huRL7221m/Ym9+MvEfEVq0zs+LELb3wf7/JZH9wICPP6TZNu0K1ifhMeJdke54QshhBBCCGkSpYR5Z7mgE23OmQsPBWrSNnixVyM9NG2ilkWMjhe8/IeZQgQknauB2FXtEediw3h4yrAlr038insfKySLJdyIcT6rt3Vie+b5CJsL+jPZ9gy/sLfipe593eZGfsMvcvrtupf0Qko1CNFRInQtfddWLu25GonswxbhOr7v+hMaIbD+5dzxWO/8Xl/9653fixfOyU+kDn2HGcVq07Ytju3FE1fG2+YJ4sFxxTtWAbY5eBpUgEeuy74ZYxFQcLJNCCGEEEJIHJwzFx8K1KQtWPeSXkfLMQWuOM/LODE6TshK5UEdrQzlPd7FilARjVm9MiPqTCNea7Ati3icVkiO87ZOKpsoXFvqowd1Y/EeGgGorGp48UxHMBw2yV3tYHhUq23lA1CTCJ0c3iPC6Gb336g6LY3F9d2wN3WdxiEiRIg5rubcZzY61XlIARiCtNdOZXAIe0yrm2YVrRN49BcnOpssJojU7Q4n24QQQgghhMTDOXOxoUBN2obIzdcMwenlk0/EOlOmWcXoaA9N871f9cg8fuXtQR0nEmWITW1eSKIIZstn8dysRbi2ejeLUWeScG0pr4E8sWVJLqx7aW9lozk1BOiXTh+PYZN7q8KiILsQnTq8h71ea9k0NMJ7Ora98NlQUlS/jRO+UzJskvPQb9gk5yGDFybEjA/tNeGFZnnxrDo9qQWWkBsWQVrctiO8q02hebPje/HUD5O8qD3V3Str3IfG57rVkb1Y8LN8Q5oQQgghhBBCCEmGAjUpFOte6gghnlffsMumOWpFCdHe0QGh5q8TTsTQ3mnhcxZB21ePDcu5+PwNkkFjGg2FBbCJ2oFMUUKYVUAOlPHnCXtd5ylcV85HhAoJ2WWpxzykF3V9VLyiYXlgBGCdKdMgEKCkoXOZReh6HhwVpd/GNGzd5DQmU5x4nYV1pjrexCJiHSs8D/jhF/f6+6U64Vq887XgidO+Pm8KzkFB2rUvVrBOwYKrx2PLY4wHJ+5nZ1uR0Y4ohN4ghBBCCCGExMA5c/GhQE0Kw7DJvRVdadjk3qp6IBqKO22+98aYReOr8UO990N/ONWXJ0RcuA+37aQyiem5oJEiSkjcrZzwG+Tzjg4KU3ECdhbxugbh2vSGNNNjY0rHidcW+3w2kLqo9EXAGkpHu8wvHqHzaUToLA+N6uqzSefyIEJJtfbbOvpskKE/nOoUCvQdAVxPZvX1tXWmTsNfT6qOoaYntdmcF9blxTOyC9VaCovTXt2emc9d4tS78Sm9/vM2wRrA09PS2fH4T8Zji+N6w212yKAQ2gCXEEIIIYQQ4oNz5mJDgZq0nGGXud7OkIq4FQ7jgfj0kmLIFVOx+HsnAQCG/MgRpuFukBXtsRkW0yKPo9KC9TSSuAE1ZIJfkU0SxCLFsKzidZR3s5nJKkL7xWtr8zbRO5BeLRhog79FdVMRn7N4Q2cVoeME6GA/q6fP2uprFFEXm9BnFx8zwXd28I+dcW3JcSdVxrjF3z0pul1LEOxKiA0g9GBpnWnT8NcTHZH6pdP84VqCf9e9tBcq1dAgadBS4IGUVvvx8xf663l28nhsdFpvxb6QhzWAZ6ZkE8nLXbaHacCTP2r/sB7lhj9pIYQQQgghJCVeiL2yVo/LTfq/VwycMxcbCtSkEDixal33PpvgFUiPEro8AUdCZS3CWvA4yRMzSmNq6hjn2BSpq6XwpPbnqQpiaQXsLOJ1SECOFZg1IU8KATuuvMu6l/TipdPbX5BqCSXkLkKnFqCTxOgMntPNf1ih6fusa9yS70wIZV1yXFWMjhWmYVyjLUxI8MGSYcPQH0zDou87IvXLp4x3wrZUvI29J4KxTUdSHgiU+vztKoC/nGfvj89dmm8/1QEAyt5BNX2z7/fiqR9wTCCEEEIIIYSQVkGBmuSK51UHpPes8zZZi/KOtoUR8J1HWIzxhyGIeh/tPZ0qbIClnDVLDWJYUnzV2KXploDN9o0TY8qYynEKATsX8TrwPrOAHbyOwDnGn87O0B9OrXykogC6Am7pqFOEThP6I65MnA1t22fzuVF1gALliP4ZI1oD1dBIALBogiOErzN1GsxOFRdeZ9hkdxPNQF8FqmPzC2c3XxBW8f82dIr/hCp3JCeEEEIIISQOzpmLDwVqkhvDJvWGPZ0TGHr5tPgNED1CIT4sgpXVs9MubGUJGxApVsUpnnWOe77iSXpVxA6CpmBmFYN9ZS2e2RkEbLvY7Pe+9jVl+eyyCtj2c7aL9h+/fPKJINmprHLwaIIAnfigyNLPauqvEXVlIXWftU6KNCRwD752MpYcekpmOwb/7DJHmBYAXUb/tPTNSr+MEq2BSuikv55U3Xw2apPCygaMcDdglGpoDhVASnnJ77XhPQy1rejY6NRePDepfb2oGU+PEEIIIYSQeDhnLjYUqEkurDNlmiM+BPr70MsdQWPRCX5RcMgVbiiOgEebk+j8CYnRcaEFkgSuiPMhMStNWI/YMa0B8ouE3tjbjDI9UpR2ToaEbGv+DAJ2UFluhIDtlo8W3sNlvSQzhAGJZsiPpkK7LJ6yaQTo0LkaBOikB0UpQ/AkC8/N7rMx/bVOU9b+xWQIBCipva9VhFn3IVYJQJ8/j0+0dhn846lOeBFvj4Dg5ouBC9FSdbzwsrX6wdCGZ/ZCuowEm3BPCCGEEEIIIaQlUKAmNeN50wF+oVkFQKkqTgPOkvFFxztLxQf/eGpFtvGVAcJidAohesmRJ2Ptay6zl0dA2Mq0KaJFuYgQu6Qp8SOqbVif/Ekom5FuCSEQ/KhivKs1qKmFxK8EAdtXH/zKUAoBO3wu2FgVWzKflGZj8E+nVFY2VD7OSG/oaKE47YakkX3UktfeB9P3Vae9ZqmShqAbMgIp+mp6Bl83CfA2mq0I0dU+bG5M6KNLqv0xKNoadg++cgrE+6Kk2t/NzWn/etKJGPoD14s6UFerHwxpyXlZx6i2F6mFyxUJIYQQQkjH0b3iQTnWxjlz0aFATepH3KXTAZEpru9rl0WsihKjgx7V5jmXV444GYOvnRw+F+nhGS+ChQSseoXprONgQrWG73C0+KrhA1/eoKAd8vqsCsjxIrZXd5LQnMEL26vQyGe5nIhyCBOIRzD4yilYcmx4EzrihoiAAJ63aZ3ez7Gez7Hic3IftPa/PB4iNai/Zumriw88PaMRgJTMPmPpmxbhWYJPn3ze1v6OVxm3VXye9UN+NLW6aWMpcK0FEX91AKxe050Sm54P4QghpJ9Qy0YZpH9R9HskaeMW0vmUBChr9a+Z1mA4Zy42FKhJ7XjLvSNEJmt4DQBLjjsJg6+akk2I9hz3IkTqwb+61BnUogQun2AW58mZVpi2p9tsy42IwVQMEcpezpbXUldAXa7kMT09s4rYgVgBkSJ20M6Yc7FCdvjQ3haJxf8AKbpPpBafk1YnRPVPa9mswrQ9vZqhmH01M+J1QqNvmsOnT4D290nbuZDHdUC41sD5wT+dgiXfmYBFx5+EIT+aWrj/fPzl3PFY74Jef2LwwVebouCGL4QQQgghhMTBOXPxoUBNasYM2QEgHF4j8Hftay4DRPHK4adgydETMPhnl0WG9pBgulmf8X7JwadiyA2XOAle3NO0AnRcmIFg27byoXORp3IiICoF2zdzRnpqips3RiirfBURYrbhgugTsb3kqM9BA6cShGxrPstxrJjtq9/P4J9dhiVHnhxhbP9j8C8nAQC0Sxrm9Vzvw6E0fdRaV1I9uZOur9ofFAmkVMa6N1+Il/Y7K3WLUgntYfTN0MMlNyHq+YP3vMnqca3hvLZ+9dMpwECEYlsDRizrFvHC2eMx/GJXpI4bY0i/QERWBXAkgMEw5sOqelirbCKEEEIIIaRINHPOTIGa1E8wXEdAhIrSSpccaQnLYfW6DItaQQFKuuLF6bgYt6G60npsBu1NIEuIgaSlJ0kOqX6BTELpavm4w0J0gpit1XP28mZ7Ae/2WoVsy7HNLmulfFoaj9e3uiw3Rx0hcZKE5yTR2dZvMvVRS5tJNKyvRvRTWx/Nwjq/uxjibTZrPGDy1Wt7sOTrh1XxWgCgpFhy0GlObOuymz3kVW0xxvvsurw2ald/vYefeYraL54xHsMmVT2pOyLEhxbOYb1duB3AvQDuRvWRCiGEEEII6UQ4Z66Vps2ZKVCTullytD+W7+BrJ0PLCHtDA2E1wBS34RfGbGKzmbboW2c4aSWNbCNOfK41lEAaravuTdgiykeKYUEdyncqLIJZw3GE8vm9QJPE7DyE7Ojz0Vg/qpRpg6+bhCWHnBrfQH+hFOwrtYvSznnzIKeHQhmE6ab0U8B6A2btp4kxqmMY/vsLICVx5GWfIB3RJ9XSnk28BjDk15cAUqqM0+GwH0a16njha5f4zgU/Hm/lzCtHnOx4W7uZlhxVXc0w+Cdueo0bRibx8qnjG1JvKyk36LPqcD6hqvwBIIS0FTP/e12rTSAFh/cI6TREfp1bXZwz10TT5swUqEluDP7lpKrXbQl2r+ggNjHZJiIH6li0/xnVPJbQHpFCdJLIFmFupAiWUeBKG1og6sleVHtW8TlwLlhWLZlVJdyG+u0O5lGFX4WK8MT2FzCMCBkcf5zqqWclnEGgIj4xjURKlr5Qa/xpS9lg/jQCdJYHRPHhd4rdT6P66Aa3nVd5v3Cvc0P1rX/r+QAEpZL6+qXZJ510r6HqSgZVoz3vj9m3vaG3VA4L52JU4iVV8nunbOJ4tZ61fzEZYnzQnnAtfUZokpJiyTHczJQ0jD+JyB6qemerDSGEEEIIIaSgNG3OTIGa5MLgX01CJbxH0D03xmu51FU2Tnp5jAyB/H/9xpmhtrssdQTbCmlpNYYRAIBSCrErF8/MCOxelv72/MH/A2JyXJ0+4dlL89cS9IYOhzAI1pHBExuhrzxks1guwh7LN50X+tDfXFzxxu/PLD7gdKzzu4v9ifWKzjUIzva+GPWAyJpc0D4KmH0hSx9VFWxyx7koq6Bc9g2QjjgNv1e0l+PFfc5ObfM6N17kf85keEmHPa4tHt9qvhFrbGsz1I4qoAMCD41UoF3aGWE3moiiNu97ghMAnCEiHwL4GO6jEVVdpbVmEUJINN0rH0IPWWKle+VDWm1CsWAsh9ZRVqAk1feAcxx8b0vz3gfryQHOmWumaXPm3AVqEVkewD4IB9A+P++2SDEY+puLHbc5yeYFDaAa7xZ+wcgTnsy0F/e1iy1SUn/o6pQhPgC7kJVFILPV2XgCntAW00q+89EG2sJ5lC1pwTYiBe2AXiUhW2O8qSPyRAl2JlFfj32DOr+HKODE8P3rNylS+x4YoXmCs60Ppe2bac5FtdE4bPe1/zipj0bFpS6VzD4Xbuf5r01Ma6SPrq6qp7T5IMnn9V3xtHaPjVUJfrE6TsD2yhppEQI2SYtwR/IaUNVPttoGQgghhBDSLDhnroVmzpkb4UF9O4D/AFgA4MMG1E8KSKmrbF/+bxGLh99yQSWtq8uoxChv8/zb6PaJeG7PiRVPwkodpXjhuVZv6TgvzLTel6UcY0pkiZcUt+lakudmOuHMVme8cO4I2AmCNQBNErVtlcfljc4eW6a/scFt56Gry/9IoVbv5jwfBNXiJZ3FO7oVfTR8z6V7QBTXN5/+Sn3PgF/c92ysd+v54brVtCMsHlfCk1jE5ZKo894nYvu9pn0CeEmhfQJAMox2BKCgbyIiSwC8B2cTl2WqOiIm72cArAtgBS9NVe9ptI2EEEIIIaT5cM5cpYhz5kYI1Guo6rgG1EsKyqJvnYFhN11YObbGf44KvWFJH9BVDonQz+05EQCwyR3nAnCEjyThOUkks4lYUWJVkvdlmpAC9dIVYZv1KWBICDbqCWSPEtWyCNElIJCW5BFq1hfMF2VLclpY3k7K75QBvHi+wF/2PiciX2ey0e0TATj3eCNXHNTrJR0nJKfxji5UH03ZP82+uaDnorrti2KzP52NZX1d6KrEj66263tv3czULjhXvaztIraXJ7Siocs44ASS1M5oVf17XAYROQLOksU1ADwJYFsADwIY03DrCCGEEEIIaT2FmjPHCtQi0gXgOlU9MEOdD4jIJqr6TEy97ybUIQDeVNXhGdolLeTlr5+F4bdcEBn3OSrshiksdZWc8ALeRl3LD+jDsr4SBnSVsfmfz8aAruyic1DUyuIpHeeFmVXsqifebZKHb5clLWnpillnl9V7E4HwHW7eFOJ2PcJ20La4tJC9gbrjiPtMN/zDRHSVFM989bz4Stqczf98tvMdSCnTJqD1CM1ZHwDV0jfjysXRzD4a1z+j+maj8cbfoA3lgKBsy1OriG2rsypY04c6C1wJUhMnABgJ4CFVHS0i6wPo7IGfEEIIIaQfwzlzTTRtzhwrUKtqn4isKiLLqepHKescBeDbIrIYTogPx4FKdVMjz19VdYu4SkTkiZTtkYIwoKuv8t4UnKLCbZjvn/ryBdj8z15YD0VXyYmHOsCNiWuKJ0micypP6YzxbdMIXnmGCvCRMIbaROKsorU3UGcppyohAa1sCePh5LXUG+u5nc6Oroi6k+pKk2ezP52Np758gfVcpyACDBzQF3EuvSdzFoE5st4aQ3akFaMb1j+B2D6apn8m9c37x06q0bB0ePf5lneeFbKnFPjYooTpKCHbXsbJoKE8plodve8A8aParybbnxORx4zjq1X16kAeBXCXOAPHTy3nPf6nqv8TEYjI8qr6FxFZryFWE0IIIYSQlsI5c/HnzGlCfCwBcL+I3AHgfS9RVadF5O9JUec+OeUhBWJAVzk2RECUUF2CYuT0M7DiwDKW9ZVC8asTvaRTiGBRIla0R2f+HppZymYJ3p9WVA56P/sGZ0tznrBWq/dnUv48vaLTxP5N+2PU6RsnbHfXaegrlzDQdV/Py3s5r4c+SUJyGk/nesN55NlH0/TPqL45b9cpqdrIi8f3uBBbzzjDtaGaHuxfNmG6q3LOni9KzI4rQ4iFv8fFx3PZQVWXisjnAcwSkb9ExMh7XUQ+DeAPbr5/AViar7mEEEIIaQl57JDOgMXxlBUoSfh9VrxywfK11keANp0zpxGol7qvEoDE3RtV9RUAcC9yhYg8i1LUk5iHFIvlByyrCBlxXs5xgvOArnJNgnS4vWxemnGCVGoPzSbEuLWRRVBNyuvbfDLifFBMAwxRKUbozmJLnEhVa7m0dZjsMOvUhnuvNpNRd58CoISuUrifmeQtLNfiNZ3H+Vrz5knaey2Yb9YuvY0wJ5FHxl0cStvurtNCfcu0N1hmq+ln+o6D4nSX7xwi85L0dPqDtSyo6lL379sichuArQGEJtuqupf7dqKIzAXwKQAzmmYoIYQQQghpKpwzVyninDlRoFbV8wBARD7pHOp/4/KLyFcBTAWwGoC3AawNYCGAjdIYJCLPqOomafKSYtFVUnQhvHlhGsG5S8roU8elM43YHKwzi/AcK0anCAPQKqErkrjwAqHN2SLyJXggxw3kSedsQndSuSSRqh57s7YFeMKuwwApN92zNS9Koih19dXlpVzrw5x6HwK1Zd8Eovtcyr5ZBAZ29Vm8nqMNNjd03Hbm6ZX3cZ7TQPM2hexE6ODjICIrASip6nvu+90BnB+TfxSAdVX1WhFZFcDqABY3x1pCCCGEENJMOGd2KOqcOVGgFpGNAVwP4LPu8d8BHKyqz0UUuQDOro53q+oWIjIawP6BOveOag7AF1PaTgrGSst9iLJKzUJzSfpSC8ppvKjj8qY5l+Z8vfnzoJangGnK+DdMjMnTANE7j/NZ8wXxBLix88ZjgETJ7MWg554TMH2nyxPzDSzZ+5hJ3ecThOQ8+lwt/azoHtRm3ttH/ahR5tTEPbteBgAYPeek0LmkBzwPdV/iOx519ymVMp20OqHV0PO8whcA3CbOsq0BAH6jqlYPDxE5F8AIAOsBuBbAQAC/BrBDc0wlhBBCCCHNhHPmCoWcM6cJ8XE1gBNVda5r3C4AfgZg+4j8H6vqP0SkJCIlVZ0rIsH/hd4I4AbAqmRYw4KQ9qAkigGlZdb0uONKuuWWyOIFXZcYnXITtcJ5aSZtomgbhGsUlWPrzHA+rzqA9DZnqTPIvF2noHv+9yvHX7n3e/jjjlfUVFeefOme4913YrwHBhibippi5wpd4b4ZpBkCciM2Nixcv/TIYYVDUZg7ZmrlvdcfZu78g0x13Lfb5BwtSscusydgmZagKhBRlEQrojvpLNzwcJulzL4XgC0APO6WXequFiSEEEIIIaRjKeqcOY1AvZInTrvGzHNdwKP4t4isDCd2yQ0i8jaAoCryNIApqvpssLCI7JbCJlJAZo929s00hbI8xOWsMW+TxbFy7Pk0dUSWyyCo5UEWcdZaPpN3Z6l6kCS6JYnmOQnhWfPVWm6v+4/DcqVScsac2eeBY7GsXArdj7ft8GPs98AxGFBK9uze74FjcPP2PwEALNfVF5s3T+E4fez25P6Ytc7I8m3WP4tMVmG61QyQMiCd+Z0ohN4gtfGRqqq7czkS5raEEEIIIaSN4Zy5Zpo2Z04jUC8SkbPhhPkAgAMRH2tkTwAfABgP4AA4AbSDsUy+D+DdiPJ7RaSTNmG5rugwAllF5TjxKg+P6OwhPNKLaUXCJy6bZPLujL/2RngyR9pdZ72J9ViuZYWuZb70Ax4+Ejds87Nc2gtywMNHoqyCErqwXCksKn/jwaMBiPWciXd/7//QUfjttlenyJ+/WJxVFK4tfEeH9ct+yp73fRfLlfoqD1TyYvkB4ZUDacPitAsFXT9QdG4SkZ8C+LSIHAngMDgrBAkhhBBCAKnx/5YMdGynJOH3peYKxvxmaqJpc+Y0AvVhAM4DcKt7fA+AQ6Myq+r77tsygOsi8twbU/6xFDaRAnLII4ejrIIVusKiSz0bE9brEd2VQfDKy8Oy0YJZZmErR3HZpC+jIFyxO2Wxstb+OTbDU/KQRw7HdVv/PPc6AcdrerkUITmCxN3DN253FQ56+Ijosg1+YJOlL/rayXkqUZj+GbDj6hHWn8x+g/cAxXkA49yveTBz5x9gz/u+m0tdpHNQ1SkiMhaOw8R6AM5R1VktNosQQgghhJDC0Mw5c6RALSLXq+pBcDZEPD4qXy2IyFGqenW9eUjxKIliOekLpNUnIKfzhG58mICuIj1vq0Fg62tAOJABqYVmT5jOZnceInNWET0rRzz2bVwz4pe51HXUY4egJCUsV8P3m1b8XT5G9K5VCK5H8M0jdnSh+iaQ6T73+uWVW/66Uda0DTdv/xMc8PCRleODHj4C129zTS513z7qRxXh22P/h45CSbRhKyGahnLDl1oQkSEA7vUm2CKyoogMVtUlrbWMEEIIIYTkDufMNdHMOXOcB/VWIrI2gMNE5FcI+Dyq6j/raPc0Efl7zHkBcAKcDRpJG3Ds4wdi+UA83DxjPWcRoGoRy1q1wVpQVGykmJpmuQQQEyYjo2n+mNXNF9SD5BH+oySKgdKHD8v+T/N7jx+AkpRx+Ra/rbP+MpbP+FllvXevGfFLHPv4gZHn8xB78/BQLsKmh83on1ds/rvc62xnVuz62Hd89IKDcNVW10fkzsYKRt3meHDoo4dioHvPliH4uOz8lg0s9eX28KnhtL67tCM3w7/hd5+bNrI15hBCCCGEkIbCOXMtNG3OHKdZXQVgBoChABbAL0+pm14r8wF8JSEPl1m2EV1QdJUcz8xGeTPXHh4g3+X8jRTO0nokZyGzMJtViEZUOIMaRGnD1rSCehbyilG98oCP8HE5//jBy5eyhfTIci9OeOobmLLZjZnaqbXP2ci7H4bqb4Kg3Yj+SfwsZ7k3xz/5TfTmIORft/XPcdRjh8TmKUEz98MiQG+Qmhigqh95B6r6kYgs10qDCCGEEEJI4+CcuSaaNmeO1IBU9YcAfigiP1HVY9JWKCI7AJgIYG23fnGq04qgraqRMaxJ+3H2M3th+a7lahKg6hGVunISvIrgqdlQahyD04u58RvvRZcKC7yNFADLKjV/FjYu3+JGnPLUfr60s5/ZCxdsclvNda4y4H8h7+wksty/Zz69N0qiodUOWcir30XR8f3RpZ77pJO5cstfY8JT32jYapIVuz5KzmQw4alvAPA/YJm82c2V98ExwJaHFJZ3ROSrqnoHAIjIngDiVvcRQgghhCSTdXPFTttU0bYZImlnmjZnTlRCsojTLj8HMB6O13VtyhVpGy567ssABmLFUrb/9AfpynHTsrw3VMtKnteShr6sGyampc7fkqT40QMbPDyEPpecfxsveu7LWL40MN9Kkd2LOkia+6/R92ir+6CNjumX/YApm92IM5/e25d2/rNfxTkb31F33Zdv8Vuc9vS+oXTzgdzkzW6OFJ4BBMoXY9Ldaf+vaRLHAPi1iPzYPX4NwEEttIcQQgghhDQQzplromlz5kasov+Pqk5vQL2kYDjiNLBCqRrX88yN/lRJr4c8YthmpXAbraVkoOQr9OYd+7kRlFOIf3l/LjY+2fU/fKx+b+RLnt8Dp294Z031mX2pkbSif2WlXfujRzPuv06mkWE2Lt3095j47J7WcxM3vh0A8ImMntZB8hLU06DgcsVaUNWXAWwrIisDEFV9r9U2EUIIIYSQxsA5c200c87cCIF6rohcBuBWAB96iar6eAPaIi1iysJuDJSqSGgKXss3SWTzaHchq2jk7xNcJTfxu0Di3yekL3RdTv/owwnr352prmb3nXph36uN8Rvc1WoTCs85G9+Byc/3+NKmLOzGhA1m5lL/xI1vxyXP7wEA1gdK5vlamfx8D07ZsAnP6xUAJ9uZEJGNAZwCYEM4n+DzIjJFVZ+x5P1siirLqvrvfK0khBBCCCG5wTlzZpo9Z04UqEVkQ1V9PpC2i6rOiyiyjft3hJGmAMYY5U+Ma1NVpyXZRVrDlS+MRlkFXRiAroBIOH6Du3D5X3ZDF0pt4aEZpNGxddsBW1zoPOnUoAcDUa77s/vRX8b4HvqQzuyT311/TqtNaBtsXug/+suY3D7DpJUO3vkpC7trbqN34e58IFEw3Lh5UwBc4v4VAFsBuFVEJqjq7YEiS91X3P9ougCs1QBzCSGEEEIIaTqtmDOn8aC+SUSuBzAZwAru3xEAtrNlVtXRKer8pPt3PQAjAXjrYL8C4J4U5fsFP31hZ/ShhOVkGY4Yfm/L7LjmxR2NeKolZ5M1CXt6XvPijhgoAxri3dqJQlURaXRc6Kw0WjDPk5Lls/vpCzvjO+vNT1de1FpHvSwnyyr917PlyhfswzT7WWNJey8Qh6KsKJiwwUz86C9jkjNGcOULo3HsenNztCgM4+ll4nwAY1V1iZH2lIjMAXC7+zJZqKpbxFUoIk/kayIhhBBCCMkbzpkz0fQ5cxqBehsAkwA8AEdYvgHADjENfgrAuQB2cpPmAzhfVf/j5VHV89y8dwHY0othIiITAdycwqaO47qXtgcAlFBG2RXluqSr4YLR9S9t6zs+aN2HcP1L21Zs6NMSSgBKruicJGCuYBGuCamVognmtXD9S9vioHUfSszXyL7j9V9vnFmp5Iw1APCxNiLSEyH144m6v3hxVIstAT5R+ihx49cogp7gDbkeTrazMDAw0QYAqOoSEbFFubI6ZNSQp2mIyJoAfgXgiwDKAK5W1cvdefaRAN5xs56hqneKyNYArvaKA5ioqrdF1P09AN8FsAzAn1X1lMZdCSGEENIPkIxzzKKorCWxvy8yBfno2oSmz5nTKBMfA/gAwIpwPKgXq2qcavoLAM8C+Lp7fBCAawHsbcm7FgBzJ6KPAAxOYVNH8ZuXt0HJ+I+vJxwt3+AwGTe+PBKOh73fFkAqNrRjqA5C2pHDht8XemCUFk8Ar6X8SqUP8VFgo0eSP8sVKG56uzFQ/Bsm3vjySHxj2KNNa//Gl0dioNTXR5zfW4d66yJ187GIrKWqr5qJIrI2HNHVh6r+L6nCNHmazDIAJ6nq4yLySQALRGSWe65XVacE8j8LYISqLhORQXC8Y/6oqr7PQ0RGA9gTwKaq+qGIfL7RF0IIIYQQQlpC0+fMaQTqR+G4bo8E8H8Afioi+6rqvhH511HVfYzj80TkyYi81wN4RERug/MsYy84Hh/9ii6U0ZXwwOnmv26F5aQPew59Mpc2b/7rVgBKVtEkyZYiQiG9uJS1fcJ0NIIsQtpB6z7kE7Ky1OuMEbV91iuUPsZ+6yxI3bYN9sFkbv3rFth7HUYCyIrtd+r2RZvn9nsYx61/3QLAgFwfMOT/sEK4I3k2zgVwt4hcDGABnPnnSACnATg1mFlENoXjXbw6gOkATlXVf7nnHlHVrZtleFpU9U0Ab7rv3xORhXDsj8r//4zDFRDtX3QMgEtV9UO33Nv5WEwIIYQQ0mg4Z85I0+fMaQTqw1X1Mff9WwD2FJGDYvJ/ICKjVPU+15Ad4Hhgh1DVi0RkOoAd3aRDVbXu/72LyKcBXANgYzgf4mEAXgBwIxwP7SUAvm58WKcDOBxAH4DjVXVmvTak4Y+LNkUZJazQZP3u9kWbYzlBQ2JFExKin99nf1y0Kb4y9OnU+VeoMe7uctJX12d9+6LNmz4WEZKGqD5x5+KNsceQZxvW7u2LNkeXAF3tELqKyxVTo6p/EJHFAE4C8D04IS2ehTMvfMpS5EoAEwE8BOAIAPeJyFdV9a8AbMsbC4WIDAawBYCH4YTo+66IHAzgMThe1t5ceBs4qyDXBnBQ0HvaZTiAHUXkIgD/AzBBVZu3nIEQQgghpB44Z05NK+bMaQTqBSJyIIChqnq+iKwFR+yN4mgAv3JjUQPAvwAcYmYQkVVU9V0R+SwcsXiJce6zqvrPNMbHcDmAGaq6r4gsB+ATAM4AMFtVLxWR0+Cq/iKyIYBvAtgIwGpwnhAMV9WGqmp3Lt7Y+Y9vxhjTMxdviO4hz9fVdnC5tMceQ57FnYs3rqtuQkiYOxdvjIHow9ghCxPz7jn0yZr6YVS/zgNTBOQYUTvchLI2au0T9TBr8QZYQaQ9NmpV0BskI+6k+uCU2VdW1Rnu+ykisgDADNdZo9D/zRGRlQHcAuD77rz7JwAugGP3BQCmwnHigKo+DGAjEdkAwHUiMt2yDHMAgM8A2BaOB81NIjJU1R8MU0SOAnAUAKy1VuRG7YQQQgghzYNz5sw0e86cRqC+Es4GK2Pg7OL4HpzJrnUtuHsBm4nIKu7xu5ZsvwHwZVTdxD3EPR6axngbbrs7Afi22/5HAD4SkT0B7OJmuw7APDhu6XsC+J27XHGxiLwMYGsAD0a18d5H9XlszVq8QUtdbqI2npuzZD0MbIf/jBPSpsxZsh66oNh58Iux+TxBeNbiDaznTaHby9PIMWXOkvUAOJumDgTQJWX09fPQLaS5RP1uzVq8QaoHP7VQgqLUARu1kroREfmUt9m3qs4VkX3gzIU/21rTonE3r7kFwA2qeisAqOrfjPM/A/CnYDlVXSgi78NZhfhY4PTrAG51BelHRKQM4HOobrro1XE13E0XR4wYUWgRnxBCCGk70myqWJSNFEl/ou45cxqBehtV3VJEnnAb+ZfrlRxLhDDtnfuyiAiAnYMBt3NgKJyJ8rUishkcEfwEAF9wY/JBVd80NnZZHY4LusfrsMTpM71BvrBamo8tzL1LhqGMkhNeow7mLxmeKHDFMXbIQsxfMtx6rqvOcAw7D34xsm5CiMP8JcNRQhk7Dn45Nl8a4W0F+RjlJj1YMseHescKQrIQ97t175JhiX0pLV4b9f5ONx3+H6SRTAKwAYy5oqo+LSK7Aji7ZVbF4M6xfw5goapOM9IHeXNhOPu+POumDwHwmrtJ4toA1oOxutHgD3AcVuaJyHAAywH4e6OugxBCCCEkVzhnbiR1z5nTKK0fi0gX3K9SRFYF6l+nrKrqbo64Vb11BRgAYEsA31PVh0XkcjjhPKKw/Tc0dNua3iDrb7qCPvDKUGy/9qLURj38yhAAXSjlvMT7gVccZ/MstgCOkHzvkmG52tKMugnpJB54ZSi63OFmm7UX11xP3uMKIUWkEb8tzm8z0OdOBUptu4qo3RT11uLOa49X1d6kvKr6m4j0VwEcmbdtObEDgIMAPGNsVH4GgP1FZHM489wlAL7jnhsF4DQR+RjOHP9YVf07AIjINQCucvej+QWAX4jIswA+AnBIMLwHIYQQQkhx4Zw5C82eM6cRqH8I4DYAn3c3RdkXwFlpKk/BQyIyMucNVl4H8LobSw8Afg9HoP6b5zkiIoMAvG3kX9MovwaApXENCLQiKiXx+KtruTEsxdnELAcGSh8efXUwAKCrjg624+CXK/85z5NHXx2M5dIsOyGEVHj01cG+GMVm7NsulLHlWvbFJnmNK6Tx1PMQgjhE3e+PvjoYI9dakqku53fU+a3yftO5MqB/oKp9bui3xMm2h4iMAHAmnE0EB8ANS6eqmzbGytpxNyq3TcTujMh/PYDrI84dYbz/CMCBedhICCGEEEKKTbPnzIkCtare4Aa33tWt+GuqGlp3LiJ7J9RzqyV5NIDviMgrAN7PYnhMO2+JyGsisp6qvuDa/bz7OgTApe7f290idwD4jYhMg7NJ4roAHolrQ6AYmOI/sU+9uiYAQRfK6MpZr/WELK/eZ15bA5us+XrmerZZezEefzWfDWy2XOtVPPXqmuiC5H69hPQ3ghvqPfXqmthsrddC+YJjkSlk59W3CSkKUb9ZaR8aezzz2hroQqlzfqvow1oL94vIjwDcCGcOCgBQ1ccj8t8A4GQAzyCHlYSEEEIIIaTJcM5cC02bM0cK1CJiBrF+G8BvzXOq+s9Aka+4fz8PYHsAc9zj0XA2JLQJ1D1ZjM3A9wDc4MbKXgTgUAAlOLuNHw7gVQD7AYCqPiciN8ERsJcBOE5VY9VnATBQyomicEkUpTboAVuu9SqeeW2Nuut5/rXVURJpi2smpB2xjTlRntXeuTz6NiFFotb7+vnXVq+E8gCc3/GOgT+7tbC9+/d8I03hxFi28Y6q3tFYkwghhBBCciDtivb+Fqmrn11uTjRtzhznQb3AbVQArAXgX+77T8MReH2xIVT1UAAQkT8B2NDbhMUNp/HjiDbeS5mWCVV9EsAIy6ldI/JfBOCitPUL0nlrZfXoaiV52bocyj4BgBCSLy+8thoAoCTAumvERiPCS6+vVlcYIEKKiveg5vnXQnsa+3jp9dVQrvy8SVv9LqdGASj7eVZUdXTGIue68ZhnA/jQqMfmgEEIIYQQQooE58w10cw5c6RArapDAEBErgJwh6re6R73ANgtps7Bxg7hAPA3AMMj8j4OJ/6zKX6/KSJvAzhSVRckXUArcDyonf/kLnp9EIau8aY1n5enWXi2vPS6I2AliVcmedpKD2pCmoMjQFf7m20savY4REgz2XDNNyq/ed5v4KLXB/kelJbct/xtIiYi8ikA5wLYyU2aD+B8Vf1PRJFDAawPYCCqyxUV9hWChBBCCCGEtD3NnDOn2SRxpKoe7R2o6nQRuSAm/zwRmQknJIgC+CaAuRF5ZwC4TVVnAoCI7A5gHICbAFwJYJsU9rWAdJskDoS2JEihZ9uS1wcBAAZHCOgmK4jiY/7fnZC25rU3BmHN1av9vSO9RQkJsO4aS7HI/b3zfvf6273f31Zn5sQvADwL4Ovu8UEArgUQtafKZqq6STMMI4QQQggh+cM5c000bc6cRqD+u4icBeDXcATnAwH8Iyqzqn5XRPZCVV2/WlVvi8g+IiB+3yUiF6vqiSKyfLpLaD4iwEBjZcDSN1bDaquHvZW7BOhqol2eLQMDqxaColUUwXKEkPbDHI/y6tNdEPT1M8GvEbz2xiB0Qay/F6Q+zHu92b+7hYDdsxbWUdV9jOPzROTJmPwPiciGqvp8g+0ihBBCCCGNgHPmWmjanDmNQL0/HHduT2S+x02L43EA76nq3SLyCRH5pKraYkv/U0ROBfA79/gbAP4lIl0o8A7pAkkV17VVsV9t7b71xmr4okUUeeuN1SLL1MNqqy/FUrduQkhryKNfe33Zq4t9u36ixmNSO1nudd7DxOUDERmlqvcBgIjsAOCDmPyjABwiIovhxNMTAKqqmzbeVEIIIUWne+VDKu9n/ve6FlpCCCG50rQ5c6JArar/BHBCKrMBiMiRAI4C8FkA6wBYHcBVsG9Q+C044vcf3OP73LQuVN3HC0kpcPzO0tWx6mpv+I6DeRpNlwj6YtYsvLPU2Uxq1dXeqLz3yNvWVlw/IcRPrX3QFE//sXQNlAAMlBL+bzVnY7rVVl9aebgVRdJ41N/5x9I1Kp8nqZ/gPZn0AKDjfp+44UstHA3gV25cPcDZD+WQmPzjGm8SIYQQQkgTkZRzyE75fx3nzLXQtDlzokAtIsMBTAAw2MyvqmMiihwHYGsAD7v5XhKRz9syqurfAXwvop6Xk2xrFc4mifH/vS1BUErb2XMkTZv/XromSq63WSNtbMX1E0Ic8RMAVpCuzKE5bKKpbbxL4wHs2UHsUKTOl7Re6f9eumbib3i7wb1Q0yMiJ6jq5QBWVtXNRGQVAFDVd+PKqeorTTGQEEIIIYQ0BM6Z09OKOXOaEB83w/GAvgZAX4r8H6rqR+KKkyIyAB0W6UUQv5z430vXrJz/9Gqv4d9L12yKXZ9e7bVK+0m0KvwIIaS5eAJomnHBG0OC5Wsdw7K0TUgz6ajfQEWHzbIazqEALgdwBYAtkybZIvK4qm5Zbx5CCCGEENJCOGfOStPnzGkE6mWq+pMU+Tzmi8gZAFYUkbEAjgXwxwzl25Z3l67V8vZXWe3VltoQRRbxnBCSH964VIJgldVexbtL10I54y+zTbgm+VDkcbsTafXvNCkEC0VkCYBVReRpIz0qPt4GgXxBBMCnYs4TQgghhBDSbjR9zpxGoP6jiBwLZ5PED71ENza1jVMBHAHgGQDfAXAnHO/rjqIU430VPPfp1V5r2n+K339z7VjbmkmX60W/0qCqh39RbCOkP/L+m2sD8PfDLhFfH20EpsBNgTDM+2+u3fDvgFTpvN8hYTy9DKjq/iLyRQAzAXw1RZH1U+RJs8KQEEJIP6F75UMw87/X+TZONOEmioS0As6Zs9CKOXMagdobVU820hTA0GBGESkBeFpVNwbws6gKReQKxDjXq+rxKexqGQKpiK9pyZq/HprZVlo+eHMIgGLaRkh/wtYHP3hzCFYctLgp7a+y2qsVoZxU8cbIZn0P/ZEP3hzSub9BXK6YCVV9C8BmKfPy6REhhBBC+je2ObRqNb1dNlFsEzOLQrPnzIkCtaoOSVuZqpZF5CkRWUtV49YsP+b+3QHAhgBudI/3A7AgbXutpIR0Gyx9+OZQlKGp8+fFioMWVwSPVtf/4ZvVZxnN/hwIIcVjpUGvNHR8amc+fHMolh+0qOayAKwhXEqQmuvtJDr2N4iTbUIIIYQQQuLhnLnQRArUIjJGVeeIyN6286p6a0TRQQCeE5FHALxv5P+q8f46t41vAxitqh+7x1cBuCvrRTQbQbYlwq1aTux54pkCcR54IseKgxanrrvzllQTQurB5imc91jVrthE6mVvDYst06flynuOt2E+fHMoPxdCCCGEEEIIKShxHtQ7A5gD4CuWcwogSqA+L0P7qwH4JAAvnvXKblrBEXRJMbywBnzxZQBh8WLZW8Mq55YftChR3MjantdGUT4HQkj744myeY1X7UzWzyDNWBxVpzmudyL94reK3iANR0RWAvCBu1pwOJw4e9M9JwtCCCGEEFJwOGduOPXMmSMFalU91/17aBZjVHW+iHwBwEg36RFVfTsi+6UAnhCRue7xzgAmZmmvv2MK0Y2k0wUMQkhxiHrwRhpDs35HWkG/uIcU3PClBkRkVTgbe28IYAUvXVXHRBS5B8COIvIZALPhhKv7BoADGmwqIYSQNiRqg8Q86uMmi4TUAOfMNdHMOXOaTRIzISJfB3AZgHlwomFcISInq+rvg3lV9VoRmQ5gGzfpNDcId6FxQnwUxxur/NZwDPjiyyi/NTyUXvriiwDqs9erI1R3gT4DQkjnwTGG1AN/p/ovItIFZzL8hqp+OSLbDXD2QPkSgKPhbAr+Tly1qvr/RORwAFeo6mQReSJPuwkhhLQvM/97Xe6idBakVPucR8vl5EyEBAlunGhumBjcPFGkfTZS7EcUbc6cu0AN4EwAIz2vaVdtvxtASKAWEQGwG4Chqnq+iKwlIlur6iMNsKujMcVoU6gOitZZsAnT5rl66iaEFIe4vt5KOM6QWuiP94xwvh/kBAALAawSk+f/VPXnInKCqs4HMF9E5sfkFxHZDo73x+FuWiPm0YQQQgghpAFwzhyiUHPmRrgWlQIhPf4R086VALYDsL97/B6AHzfApn6B95/y0hdfrFtwKqpgRQjJF/Z10kn0R3EagLtksR+8UiAia8Dx8LgmIasXB+9NEfmSiGwBYI2Y/N8HcDqA21T1OREZCmBuTH5CCCGEEFIkWj2X5Zw5lkgVW0T2jiuoqlGbJM4QkZkAfusefwPA9Ii826jqlp67t6r+S0SWS7CZpCSr9yGFKkL6F+zzpFPot8I0sfEDAKfA2YQ7jgtF5FMATgJwBRzPkfFRmQ2PkZXc40UAjs/DYEIIIYQQQprMD1CwOXOcm/VXYs4pAKtAraonu+L2KDjhmq9W1dsi6vnYjXmiQCUcCAMg1YHpRW3+zfs/7xQDCGlvKE6TToG/R/2Kz4nIY8bx1ap6tXcgIl8G8LaqLhCRXeIqUtU/uW//A2B0UsPuUsWfA1gZwFoishmA76jqsdkuIRsisqGqPh9I20VV5zWyXUIIIY1j3CqHxp6f8e61sXnGrXIoZrx7baq6CCH9kracM0cK1Kpa00gnIpNU9VQYAraRFuSHAG4D8HkRuQjAvgDOqqVdUj9mHGtCSOfSTv3ctJVCZGNop/shCO8Jh34UT+/vqjoi5vwOAL4qInvA2WV8FRH5taoeGMwoIsMB/ATAF1R1YxHZFMBXVfXCiLp/AKAbwB0AoKpPichOdVxLWm4SkesBTIZzTZMBjIATIo8QQkiBmPnf6wA0RjSuZxPEVtadF9zIsYPwNkxswcaJnDNXKOScOdVI5MYZOUVEzvFeMdnHWtJ6LHWWACyG41J+CYA3AXxNVW9OYxOJp9b/tKcpZ8uTp8CRRwxtQoidTuhbnXANhOSKSv94JX0Mqqer6hqqOhjANwHMsU20XX4GJz7ex27Zp90ycfW/FkjqSzSqfrYBsCaABwA8CmApnP9UEEIIIYSQLLR6Lss5cyyJOymKyFUAPgHHlfsaOF7Oj1jyHQPgWABDReRp49QnAdxvMbgsIlNVdTsAf0ljLKmdRoX6aEQbSZ7cWWNrE0KqtPNKCdNuelbnRzveE/zOSQ58QlUfEfFN4pfF5H9NRLYHoO5+KcfD2fW80XwM4AMAK8LxcFmsqnQjI4QQQgghzaBpc+Y0HtTbq+rBAP6lqufBWVK4piXfb+DErb7D/eu9topR4u8SkX0kcKUkH6I8nZOEiPJbwytlzfdp2mu0AG7G1qanNSG1QXGPBOE90ca0epfwgu1IXvlYVOep6pdjsvxdRNbxahaRfeGs5oviaADHAVgdwOsANnePG82jcATqkXD2d9lfRH7fhHYJIYQQQjqHVs9jOWdOJNGDGs6kGAD+n4isBuAfAIYEM6nqfwD8R0TOAvCWqn7oBtveVER+par/ttR9IoCVACwTkf/B2VRRVXWVNMaTZJa9NQwDvviyLy2L4Gy+L7v7V5YszzWWvTUMJZRQRhkDvvhyZBtllK3lbfWZbSV5VAftJYT0H9I8dCPJtIsnNb9PC/0nnl6eHAfgagDri8gbcMLOHRCVWVX/Hne+gRyuqt4mN28B2FNEDmqBHYQQQppEmhjW3ByRkBrgnLkWmjZnTiNQ/0lEPg3gMgCPw/lKr4nJfwuAESIyDM7OjXfA8a7eI5hRVT+Z1eAioEBFrG0HPLHXE6rrtT2qvJfutZe1fFzeskVoD2IKK0k2ENJfSepHnUjpiy9yTEhJmrG2lfB7tNOPNnzJBRHpAnCMqu4mIisBKKnqexF5r0DMf2dU9fgGmenV/5gl7fpGtkkIKS7tsJkdIY0gz3ufGy4WEHPDRC/AgreRYp7NcM6ciWbPmRMFalW9wH17i4j8CcAKrrd0FGVVXSYiewP4gapeISJP2DJG7eSoqvck2UWy8+GbQ7H8oEUNqXvAF19uuHCw7K1h6HPDLiZdhyewUMwghAAcEwghVVS1T0S2ct+/n5A9JBATQgghhBDS6TR7zhwpUIvIGFWd4wrNwXNQ1Vsjin4sIvsDOBhODGoAGBiR92Tj/QoAtgawAMCYRMtbilaE0nbjwzeHNqTevgbVWy/t+j0R0ijSLJvpZDyhulFjYSfQ18CHmfXCMT0CeoPUwhMicgeAmwFUJtzB+a2qXmcei8gqTrLde4QQQgghhBQUzplroWlz5jitYmcAc1AVmX1tA4gSqA+FExT7IlVdLCJDAPzallFVfXWLyJoAJicZ3WqcEB/tf2evOGgxPngzFE68LfjgzSFYcdDixHyeyNKu10lI3nh9IU3/6WSWH7SI40IMacfYZtMJv70NgR9LLXwWzr4qplNE5PxWREYAuBbAJ51D+TeAw1R1QYPtJIQQUlAYB5qQNoNz5lpo2pw5UqBW1XPdt+erqu9/qa7oHFXueQDHG8eLAVyaZIjL6wA2TpmX1Mn7b66NlQa9kpgHsG+MSAghhDSTdn6wSoqFqoZUBREZGVPkFwCOVdV73byj4Ey+N22MhYQQQghpBHnEs2Yca+QXI9qrI1hXzvGnSW00c86cZrX3LQC2DKT9HsBWKcrGEgiiXQKwOYCn6q23GbTTJolxvP/m2uhT/2OkVVZ7NZSvaNfbp4qPl64FIGzvu0vXQpc7mHnX1sXBjRAfaR5QdTpFG9dIOvi9+RHlhi/1ICIbAvgmgP0B/AfAiIis73kTbQBQ1ftEhGE+CCGEEELaAM6Z66MZc+a4GNTrA9gIwKcCcahXgRMvOg/MINrLAPxWVe/Pqe6GodCQqNtJvOsKv+3Cv5euiU+v9povLfj9eEJcu10bIY3E1nf6E508jncy/N4sKB/CZkFE1oYzud4fzvxzbQAjVHWJJa/npPGIiPwUwG/hOFd8A8C8ZthLCCGEEEJygHPmTDR7zhznQb0egC8D+DT8cajfA3BkmspFpARgZVV9NyLLp1X18kCZE4JpRYRxMIvFv5euiT4oumAfcDwhjt8bIQRwxgTSnnAct8CPJDUi8gCATwH4HYB9VfUlEVlsm2i7TA0cn2u85ydPCCGEENIucOaWmlbMmeNiUN8O4HYR2U5VH0xTGQCIyG/gbJLYB2ABHA/saap6mSX7IQCCYvS3LWmFQgH08c5ORRmKUoRo3Ajivpd/LF2jImw00yZCisw/lq6B/1vt9Vab0VTeWbo6x4AUvLN0day62hutNiMEf39JnbwDYA0AXwCwKoCXEDNpVtXRTbKLEEIIIYSQotD0OXOaGNRPiMhxcMJ9VEJ7qOphEfk3VNV3ReQAAHcCOBWOUF0RqEVkfwDfAjBERO4wyn4Szu6QhYceXOkp4mdVRJsIIY3nrTdWQ5cIx4A25v9Wex3vLF291WYUCsbTS4+q7ikinwKwD4DzRGQYgE+LyNaq+khcWRH5EsLz4fMbajAhhBBCCkctGy32240VbZsgRm2M2GhTOGdOTSvmzGkE6usB/AVAN4DzARwAYGFM/oEiMhDA1wD8SFU/FgndBg8AeBPA5+B3A38PwNMpbGopCsbAJIR0DkvfWA2rrb601WY0nNfeGISBEI7fHQC/wwD8ODKhqv+Bs8P4L0Tk83Bi4/1ARNZUVWv8HxG5CsAnAIwGcA2AfQHETs4JIYQQQkiB4Jw5E82eM6cRqIep6n4isqeqXueG8JgZk/+nAJYAeArAPW5QbV8MalV9BcArrpf1UlX9n3shK8JxIV+SxvhWoVB8zDu7oay5+pt47Y1BDS9DCHFY8vogDF7jzVab0TCWvD4IXQKO3R0Cv0cD7kheF6r6NoArAFzhzlmj2F5VNxWRp1X1PBGZCuDW5lhJCCGEEELqgnPmumjGnDmNQP2x+/ffIrIxgLcADI4x+ocAfmgkvSIiUbFIbgKwvXHcB+BmACNT2NU6FOjjjZ0rNmFszdWraS+9vhoGphAk1lz9TSx5nSI1IaTKotcHoQSO21kp8gMLfpekEbgOFFF84P79fyKyGpyQdEMabxUhhBBCCCHFoVFz5jQC9dUi8hkAZwO4A8DK7nsrIvIFABcDWE1Ve0RkQwDbAfi5rX1V/cg7UNWPRGS5NIa3EoXgY26w1XTSfub8bgghJn0Q9LXaiDZj3TWKHfKF43wACvbN4E8i8mk4e6o8DudTv6alFhFCCCGkbejouNW2+NLB90WAc+ZmUPOcOVGgVlWvovkAhqao85cArgVwpnv8IoAbYReo3xGRr6rqHQAgInsC+HuKNlqKAijzxs6N9daMF0Kef211dGWoj98NIbXx/GurY8M132i1GbnDMaHzyPqder8zL7y2WgOsKQC8xxuOql7gvr1FRP4EYAU3Lh8hhBBCCGkHOGduOPXMmRMFahH5PwATAewA5+u8F8AFqvqPiCKfU9WbROR017hlIhLlvHY0gBtE5EcABMBrAA5OY3grUQAfIfvTr/7OJmu+Xnn/zGtrpC7neD+mf/LmCRFZ2iCEODzz2hq+vtoJcLzORjt8/7V+p//TLpQYfK5fIyJXIOa/J6p6fCD/GFWdIyJ7W+qCqjIONSGEEEII6ShaMWdOE+LjdwDuAbCPe3wAHI/o3SLyv++K2uoasi0Aq1quqn8FsK2IrAxAVPW9FPYUgrIWbKlCwdlsrdd8x1kEkE3WfB1PvWrdILQh5Qjp7zz+6lrocwXAkWstaa0xOcDxurN49NXBWC7lQ8vgbw/QmfcDNfdMPJYx/84A5gD4iuWcghslEkIIIYS0BZwzZ6Lpc+Y0AvVnDRdtALhQRL4Wk/9EOLGq1xGR+wGsCmBfW0YROSdwDABQ1fNT2NUyyhB8lCnoBKkXT2R49NXBmcrxeyKkPh5+ZQi2WXtxq82oC44DncMDrwzFQIn/TuMeqvBeIKp6Xcb854pICcB0Vb2pQWYRQgghhBBSGFoxZ04jUM8VkW8C8BrYF8CfY4x6XER2BrAenLAdL6jqxxHZ3zferwDgywAWprCppSiAj5VLxtOy/dqLcqvLEx4eeMUfDj2qDX5PhNTPvUuGYcfBL7fajJrhOND+3LtkGACgS2r/Pu9dMgxd0qH3Ar1BUiMif0T8csWvWtLKIvJdVOfChBBCCGa8ey3GrXJoq80gHUyWjRWbvqFi0TZATAPnzKlpxZw5jUD9HThe0dfDEZxLcMJ4nOi0r6sAgC3OiMvwqHgjqjrVPBaRKXC8rwuNQvCxpvno+i87D36xofVvv/YizF8yPLEtMx8hpHbmLxmOPgjGDH6h1aZkYs6S9dCV6qeOFBVnDHcm5+U6HjaUUaqrPOkYptRYbpaITIAT5q7iYKGq/8zFKkIIIYQQQopD0+fMif9rV9VPpjTCFmekUg3Sxej7BIChiblajKrgI+Uy4VaTVgTnd0VI/6VPS4japZfYmbl4Q3QPeb7VZuDOxRtjIPqAnMJydOxvgTKeXhZUdb73XkRWBLCWqqZ58naY+/c4szq0wbyVEEIIIaTfwzlzJloxZ04UqEVkBwBPqur7InIggC0B/EBVXw0Yn3lti4g8g6rLeBeceNWFjj8NuCE+GMcykj2GPNtqE3zwuyKkf3L7os0xUNj/a+GPizbFV4Y+3bL2ne8u3/G7o38LONnOjIh8BY5nyHIAhojI5gDOty1XBABVHdJE8wghhLQBDO9BSJvBOXNmmjlnTrPu+ScANhORzQCcAuDncMJ97GzLLCL/B+BcAKPgfP33wTH+H5bsXzbeLwPwN1Vdlt781sAQH9HsOfTJVpsQwhPMb1+0eWsNIYQ0HY7V7Uue392tf90CXcJ7gfiYCGBrAPMAQFWfFJHBcQVEZGMAG8LZNwVuuV81zEJCCCGEkJRkiVcNtCBmNWlXJqJJc+Y0/1tbpqoqInsCuFxVfy4ih8Tk/x2AewDs4x4fACf2yG4Bg0sA/qyqG6ewoVAoGOLDY791FrTahNR44vnNf92qtYYQQhrOjS+PRIne03Vx48sj8Y1hj7ak7bx/Y/tQQl8ne0x08rU1jmWq+h9JucGPiJwLYBc4k+07AfTAccKgQE0IIYQQ0g5wzlwLTZszpxGo3xOR0wEcCGAnEekCMDAm/2dV9QLj+EIR+Vowk7u741MislYwXEjRUfRvr7xvDXu41SbURX/+7gjpLziCJDfEa1dqHadtv0/Xv7RtR3tPCxhPr0aeFZFvAegSkXUBHA/ggZj8+wLYDMATqnqoiHwBwDVNsJMQQgghhNQJ58w107Q5c5r/sX0DwLcAHK6qb4nIWgAui8k/V0S+CeAmw7g/R+QdBOA5EXkE/t0drbFMioIT4qP/eeYdsm7cPdg+9MfvjpD+xDUv7sjY0znxixdH4bDh9zW93W8NexjXvbR9pjJRv1FllFDu9Mlop19fY/gegDMBfAjgNwBmArgwJv8HrnPFMhFZBcDb4AaJhBBCCCHtA+fMtdC0OXOiQK2qbwGYZhy/Cotrtoi8B+frFgAnAvi1e6oE4L9w4lIHOS+NkUVDtf8J1EcMv7fVJuSGKWJc8+KOLbSEEJIHV74w2ne8nPBBVCeQ9Tu88oXROHa9uXXXQzobEVkBwCdV9R04k+0z3fQvJBR9TEQ+DeBnABbAmds+0kBTCSGEFBRujkgI6XRaMWfObc2rqn6yhmJ7qOqpZoKITAIwPx+rGoMC+IhhIjoCfo+EtC+X/2U3dKGMUiAcFvt1Z5DX99jx94NyuWJGfghgBoBbA+m7wdng+xgzUUR+BOA3qnqsm3SViMwAsIqqPt1oYwkhhBBCGkHaTRU7ZjNFzpmz0vQ5c0P+1yYinwGwLvw7Nt5jyToWwKmBtB5LWqHoryE+OhF+j4S0H1MWdqMLipL0g83v+ilTFnbnEqald+Hu/WOzTPaBLIxS1aOCiap6g4icYcn/EoCpIjIIzqbfv1XVJxtsIyGEEEIIyRvOmbPQ9DlzokAtIieo6uVJaca5IwCcAGANAE8C2BbAgwDGGHmOAXAsgHVExFTSPwng/iwX0Ar6m0Bd7uCNxk5Y/25MWdjdajMIISm55Pk9MFCAPgj6+tE43F+46LkvoyRlDKwxTMslz++B0ze8s1LX8iXeJyRE3BbkoQmPO9+9XETWBvBNANe6Sx5/C+B3qvpiY8wkhBBCCCGkZTR9zpzGg/oQAEEx+tuWNI8TAIwE8JCqjhaR9RGONf0bANMBXALgNCP9PVX9ZwqbWkpZBR+WB7bajKZy/rNfxTkb39FqMxrChA1m4qLnvtxqMwghCZz/7FfRJSV82MEPzfozzvfrPBSt5zs+/1lnn+UuQf/5raY3SBbeFpGtVdUXC09ERgJ4J6qQqr4CYBKASSKyBYBfwNlfhU9ACCGEEELaAc6Zs9D0OXOkQC0i+wP4FoAhImIqk6sA+EdMnf9T1f+JCERkeVX9i4isFzD4PwD+IyJnAXhLVT8UkV0AbCoiv1LVfycZ3koUDA3RaZy50Z8w8dk9W20GISSGMgRljr1N57Sn98Wlm/6+4e3k/f32p3uF8fQycTKAm0Tkl3A2bgGAEQAOhuPtYUVEBgIY5+bZFc5+KW252TchhBBCSFpssaq9uNRSKrVVjGrOmTPR9DlznAf1AwDeBPA5AFON9PcAxAW4ft3dsfEPAGaJyL8ALI3IewuAESIyDMDPAdwBx7t6jzTGtwqF4H/9xSsLjsf45M1ubrUZDac/faeEtCPso50Nv9864GQ7Nar6iIhsDeA4OCsCAeBZANuo6tvB/CIyFsD+AL4EZwfy3wE4SlXfb47FhBBCCCEkFzhnTk0r5syRArXrlv2KiOwG4ANVLYvIcADrA3gmptxe7tuJIjIXwKfg7Pxoo6yqy0RkbwA/UNUrROSJtMa3CoVgWT/yzAKA8U9+E72b/67VZjSU/vadEpKVKZvd2NL22Udbx/cePwBXbHlDQ9vg90uahTupPtc7FpEtbRNtlzPgOE9MaIcwdAAgImsC+BWALwIoA7haVS8XkYkAjkR1WeYZqnqn+5+Pq73iACaq6m0x9U8AcBmAVVX17w26DEIIIYQQ0kKaPWdOE4P6HgA7ishnAMwG8BiAbwA4wMwkIquo6rsi8lkj2ROyVwZgM/BjN5TIwQC+4qbV7UIlIl2unW+o6pddm24EMBjAEgBfV9V/uXlPB3A4gD4Ax6vqzKT6yyr4sC/NR0faCX6nhBQb9tHO5djHD0RXqikJCaGgN0j9XANgS9sJVR3dZFvyYBmAk1T1cRH5JIAFIjLLPderqlMC+Z8FMMJ1GhkE4CkR+aOqLgtW7IrfYwG82sgLIIQQQgjJFc6Z86Chc+Y0/xsUVf1/InI4gCtUdXKEl/NvAHwZTmwSheOBYf4dailzKICjAVykqotFZAiAX9dwHUFOALAQTrxswNmIcbaqXioip7nHp4rIhnDiomwEYDUAd4vIcFXti6vciUHd/zbpOvTRQ3HtyGtbbUbD+G/fcli+FPq/GCEEwFVbXd/S9o967BCUpP+Nu0XiqMcOwdUjrsu93kMfPRTLlwTl2I2iSRyMp1c3HXXzqeqbcML0QVXfE5GFAFaPyf//jMMVEP/ft14ApwC4PQdTCSGkLZnxrvN/4nGfOqzFlrQRyslKp+LFofZiVQffm3laDefMddPQOXMqgVpEtoPjMX14VDnXU1kA7KyqqbwqVPV5AMcbx4sBXJqmbIyxa8CJeXIRgBPd5D0B7OK+vw7APACnuum/U9UPASwWkZcBbA3gwXi7BR+W6enVifB7JaR4HPLI4Y443Q8fDBaNgx4+Atdvc01u9TnfLcde0nI6drNDERkMYAsADwPYAcB3ReRgOCsNTzJWFG4DZ5f1tQEcFOE9/VU4qxOfcqb8hBBCCCGkH9HQOXOa/xGeAOB0ALep6nMiMhTAXFtGVVURuQ3AVmkaF5EdAEyEMxkeANfbWlVt3tZp+QEcz45PGmlfcL1JoKpvisjn3fTVATxk5HsdMR4mHgrBsjJjZXYa/E4JKR7fePBoLFcSlBmfuCMpK7/bXKA3CABARFaAE5pueTjzyt+r6rmBPLZlia966ar6eMMNbRIisjKcDcm/74bh+wmAC+DcMRfA2QT9MABQ1YcBbCQiGwC4TkSmq+r/jLo+AeBMALunaPcoAEcBwFprrZXvRRFCCCGE1ArnzACKO2eOFajdWM5fUdWvemmqugiG17OFh0RkpKo+mqL9nwMYDycsSGxYjTSIyJcBvK2qC0RklzRFLGnWW9acbH/iCyvjI3p7dRz8TgkpJuybxWKfB47FLdtfmUs9A4TfbR5wuWKFDwGMUdX/ishAAPe5QqvpjDDV/bsCgBEAnoIzH9wUjpfxqGYa3Cjc678FwA2qeisAqOrfjPM/A/CnYDlVXSgi7wPYGI6Xtcc6AIbAiU8NAGsAeFxEtlbVtwJ1XA1308URI0bw7iSEdBQM60FI+8I5c4VCzplj/2eoqn0iksob2mA0gO+IyCsA3kfVK3pTS97/qOr0jPXHsQOAr4rIHnA+xFVE5NcA/iYig1zv6UEAvF0nXwewplF+DQBLbRWbk+3PrP95XdZPl5rved93cfuoH+VS11fu/V4o7Y87XpFL3bXQX79TQorKXvcfx7jTHcqe930XA0ocd3ODk20AzmQTwH/dw4HuSwN5RgOAiPwOwFGq+ox7vDGACc2ztnG4Ifd+DmChqk4z0gd5KwoB7AVnc0S4e8C85m6SuDaA9eBsKl7B/Zw+b9S1BM7Gin9v4KUQQoIwvA5pV5p17zLWdeExY1Y3PUY1bw8AxZ0zp3FdekJE7gBwMxzBGQDgeWNY6MnQ/lwRuQzArXAUfK/umlzFVfV0OOFI4HpQT1DVA902DoET3/oQVDd2uQPAb0RkGpxNEtcF8EhiOwA+6uOS5Kx0z/8+AKAkihIUJctv1JfuOR5lCMrqnJy58w+aYtuX7jkeJeF3SkgR6J7/fQyQMsXpAvOle47Hn3f6Yc1lSyL8HSUNwV39twDAMAA/dkNX2Fjfm2gDgKo+KyKbN8HEZrADgIMAPCMiT7ppZwDY371GhSNAf8c9NwrAaSLyMYAygGM94VlErgFwlaqa3tSEEEIIIaSNKeKcOY1A/VkA/wAwxkhTOKJyCFV9BQDcOM8rJNS9jft3RKDuMZa89XApgJtE5HAArwLYDwDcmNo3AXgewDIAx6lqYqgRVcFHjFecmrHzxgNARZAuq6AMKczTq7HzxrsbsLXaEkKIxzJln+xEON42AEV/+jw/JyKmUHq1u8KtgjuP21xEPg3gNhHZWFWftdS10BVffw3nEzwQwMIG2d1UVPU+2MPY3RmR/3oA10ecOyIifXCt9hFCCCGENB3OmQs/Z04UqFX10CwVujt8T4Xjkfw2nA0QFwLYyFL36Cx1Z0FV5wGY577/B4BdI/JdBOCiTHUDWFamZ18aRs85CSV3OY/nFZ21/NwxTuibnWafjC4pV47zYJfZE9BVkppsI4Tkz06zT8bAEsfXovNxxoe03vhdEo63eSOwK5Edyt9VdURyNkBV/y0i8wCMgxvKIsChAI6Bsxk44GwU85M8jCSEEEIIIcWCc2Y7RZozRwrUInKKqk4WkStgec6gqlEbJV4AYFsAd6vqFiIyGsD+EW2cY0tX1fMTLW8hCsn8n/NO4Z5dL7Om7zDrVGt6V6mEvjqfUm1312koiaKrBPTlHK+0DEG5n36XhLSK7e46DQ/ufmnk+f46vrY73lhtIu5xSZzxu97fAxIBP1cAgIisCuBjd6K9IoDdAEyy5VXV/wHodV+EEEII6QTyjHXNeNaRNDJmtDTSWYlfKYDizpnjPKifd/9mjTn3sar+Q0RKIlJS1bkiYr1QGDGt4YQD+TLaYHmlquDjfho7MygsbTvzdFeAsP8QlHP6nMoqlbqSxK0s9NfvkZAs5NXfTLa76zSo+r1pu0plAOyT7YL3HYohSoe8o93jxNhZhOTDIADXuTH1SgBuUtU/mRlE5CZV/bqIPAO7A4ZtU29CCCGEEEI6hULOmeME6m8A+BOAT6vq5Rnq/Pf/b+/OwyapyoON38+AcUFF/UAh7CCgYBRkSRT1I3FhJjEaEw0kSogLiPuuKFEQxaAgI7iAiAgobkFIiDozEOMS88nusImAwqijCKK4gRszz/dHVc/029Pdb3e/3V3V3ffvumC6q2s5fd5TVaefOvVURNyfYtj3ORFxO0V+5w1k5pxcDRFxAsWDC2stgTUznOJjn2VvWfc6ItYFICbNPsveQvgQNmnsOh0/Z/m4OtEm9BwwTcLRIABk5tXAnvPM1rg98ekjLo4kSZJqxD5zoa595m4B6r0iYjvgBRFxNi1DZDPzZx2WeybwG+A1wHOBTYFeU3bcD9ixx3krk2kO6nUq2sH3+MJbyYSrnv6OgdexxoewSZW4dPG7eOwX/6XqYkjTw3NZzzLz1nK0yEcz8ylVl0eSNBkWb/qCqosgaaHsM/esij5ztwD1qcByioDxFcwNUCedA8mHAf+WmauBs7ptvGWo+EbA5vQezK5QsGatI8YmXZ3+hmvXLmLRotHkcJIWYiEXgbqp0/4nabZk5pqIuDsiNs3MX1RdHkmSVEMLyWc95fmrF5p/upFnujnf9EhzT2sg4+4zdwxQZ+bJwMkRcUpmvqSPdT4QWBERPwM+DZybmbd1mLd5qPg9wG2Z2TYdSJ1kFgFFTa7d/v1oNqrZAdA2pVly1dPfwZ9ccFTVxZCmw3T/BhqV3wLXRMRFND0TpctDwCVJkjTJ7DMPYmx95m4jqBsb7Sc4TWa+HXh7RDyaIo/1VyNidbsh4Zn5vX7WXSf3rDGYWAe7nncMN/zt2/peLjO4Z40jOKWq7HreMSwyB7y0cGk+vQF9ofxPkiRJ084+86DG1meeN0C9ALcDPwZ+Cjx0hNsZu8zwYV41ssu57yAzuOk5nXPa7vxv7yQWNR+N6vn3u/Hv3sounxtNSgWpXzf+3VtHst5ifwzW+HA9aTjsbPctM7umoZOkujEH8vhZ59KUsc/ct3H2mYceoI6Il1CMnN4cOBc4NDO/NeztVC3Nn1o7D//sO8ky4BVNl8Yyg0WLJudv1ggK7vTpd7FoI/NSqzo7feZYvnvgkcNZ16ffVbyInKj9UdJ0iYhnAltn5gfL95dQ9FkB3piZ51ZWOEmSNB0GzV89ZbmrzTE9uaroM49iBPV2wKszc+UI1l0LmbDWFB+1li0jM9dOWDqPHT/1LiJsZ5psO37qXeter+ujZUzc/ijVnbcr9uWNwEFN7+8N7ANsAnyMYnCFJEmSpox95r6Mvc889AB1Zh4x7HXWUTqwVUOUGXNvN8mpu3iqWdTUhm3P0gi5f/XjjzLzB03vv56ZPwV+GhGbVFUoSZIkjZh95n6Mvc88yhzU0yvDka0ame3Pejd4+4tqYNXBC7ve6HFSUg09uPlNZr686e3mSJIkSRp7n9kA9aDMn6pRsn1pAm1/5ruLFxnF/VOD5l6T1BdvV+zLJRFxaGZ+pHliRLwYuLSiMkmSJPX/+6mi21Rb80lPSq5p+8x9GXuf2QD1IBIDiBMg18L3XvjGOdO2/9h7KipNe6ueX5SvUa7tzngPYVBPNbHd6ccD8L0XvaG3BZpzv7emrZE0Gon7Wn9eA/x7RPwjcGU5bS+KvHp/U1WhJEmSNEL2mfs19j6zAeoBpQ/5mkh1+rs1B/2ay+UxU5OqTvuXNFM8cfQsM28HHh8RfwHsXk7+Qmb+d4XFkiTVzOJNX1B1EaT5TciI69qY8a/fjyr6zAaoB5EQPiRxImx/6gmsOvz1xesPn1DLjAN1LZdmXJmmY9VhPY6exuOipMlRdq4NSkuSJEkdjLPPbIB6IAGOFJwo23/oBAgo/1e5VS8pg+Y1K5c0V5/t0uOiNHaB+fQkSZKkbuwz158B6kGYg3qi7PCB9xa3vtTkYLTqZa8DYIf3vxcW1adc0kKsa8+Sxs/ziCRJktSdfeZaM0A9IG9lnyx1uFJ2yyuKwPSOJ51YFChsR5outmdJkiRNMnNPS1I1DFAPKBxBrT7c/KrXzp2QUYuguTQMO514IrGRx0SpKjHrD7yRJEnS/Pp5+NUU9i/tM9ebAepBJMSaqguhSfHd184NTtt2NE12OvFEwHYtVSbxdkVJkiSpG/vMtWeAelDeyq4efPf1c4PTD3/PUlhUUWGkPrS23XYefvyJPt9TqgHvyJEkSZK6s89cbwaoBxBpig/1ZufjlgJw0xGvYed/XQob2XZUf99542t6m9FUNZIkSZI0fbqlA2mkyoiYylQgqoYB6gF5O7v6scu7lhYPRbTdqOYii/Z641vmD1LbnqWa8HeBJEmS1J195lozQD2IhDDFh/rkSFNNm5vevD6IvcuxSyssiTTbPL9IkiRJ3dlnrjcD1AMyQC1JhUe8fSlhbnWpOna2JUkajkV2asdurcGVidOc2qPxupESpPV16/xVqkER1JkB6kE4glrSFPv2UT3moAYecXSZvsZjoiRJkiRJGoAB6kF55UXSFPr20b0Hpx/5tqWwCI+HUpXS2xUlSZKkruwz154B6gEEjhaUNJ12+5elfOudvQepPRZKNWBnW5Kmn6knNK3G1bZNJTIejfQe3V43jDsFiH3mWjNAPYiEWFN1ISSpWh4HpR4kxZVtSZIkSVJbBqgH5KhBSdNq9yOWct1xnUdR7/6mMu+0QTepNyMcrRF4u6IkSZLUjX3m+jNAPYgEDFBLmmWJt0hJdVGHp6JLkiTV2TBSiZgmZL350ncsdJ2jYJ+51gxQD8gR1JKm1XzHN49/Ur04GkSSJEnqzj5zvRmgHpABGkmzyuOfJEmSJEkaFgPUA4j0youk2fSYVy8lBrw7LtZCBj4wThom0+1IkiSNh2lChmsUaUI6sc9cewaoB+QIQklTK+Exr1rKVSe1f1DiQo5/YcdAGjr7JJIkSVJ39pnrzQD1oGzYkqbcHq9Yysr3zw1SX/W+4v1jXrm0iiJJkiRJQ7H4wS+qugiSpJIB6kGkV14kzTaPgVKNeFeCJEnSZBg0TYipQRbOPnOtGaAekMEZSdOuW679lR94DXu+1FHUUh34XAxJkiSpO/vM9WaAehCOoJY0Ix774qVEwhWnbZiP2uOgVAMJpL1tSZL6YXoPacbYZ649A9QDCAzMSJotex26lCs+MjdIfeWpxfu9DnMktSRJkiSNTL+pQUwJogljgHpAsdYrL5Jmy94vPBGAyz/6WvZ5QfE6o7hoV/xPUhW8XbEQEdsAZwNbUDzO+rTMPKnaUkmSJKkO7DMX6tpnNkA9CFN8SJph+zz/xHUB6XUneU/2UnXc/xruAV6XmVdGxAOAKyLiosz8VtUFkyRJUsXsMzfUss9sgHpABqglzTRP7pJqJjNvBW4tX/8qIq4HtgIMUEuSAHNPS1Jd+8wGqAfhCGpJklQDgbcrthMR2wN7ApdUXBRJkqTx6zdnNUx13mr7zO3Vqc9sgHpQNmxJklS1zFl6IvlmEXF50/vTMvO01pki4v7A54BXZ+Yvx1Y6SZIk1ZN95tr3mQ1QDyDwIYmSJKkeZmg0yB2ZuXe3GSLiXhQd7XMy87zxFEuSNCzNKTiW33n6SNYraTbZZ16vjn1mA9SDMMWHJElSrUREAB8Frs/ME6sujyRJ0kTpNy3IFKcEmWZ17TMboB6QAWpJklQLszMaZD77AQcD10TEynLaWzLzi9UVSZIkSbVgn7mhln1mA9SDsmFLkqQamKHbFbvKzK9TZGKTJE2g1jQcndJyDDP1h6TZYZ+5UNc+swHqQaQ5qCVJUg0kYJ9EkqT+RO1iM7Nrdh5cN30aKUHWru38ujFf1elA7DPXngHqAZniQ5IkSZIkSZIWxgD1AAJvDZAkSTVhn0SSNEMWP+TQqosgaRLZZ641A9SDyDTFhyRJqgUvmkvSDJjVlBTD+t6zWn+TYFx/G1OJ1EMj3Udz2o8xpQCxz1xvBqgHZcOWJEmSJEmSpAUxQD2IhFhjhFqSJNWAI4IkSRPOtB2SRs4+c60ZoB6U7VqSJNWAtytKkqaCaTg0SsNsXwY6h2/RopFvwj5zvRmgHpA5qCVJUuUSL5pLkiRJ3dhnrj0D1APyyoskSZLqJiK2Ac4GtgDWAqdl5kkRcTRwKPCTcta3ZOYXI2Jf4LTG4sDRmXl+m/UeD/w18Hvgu8DzM/Pno/wukmaD6T0kSVMXoO7SKX8I8Blge2AV8PeZeWe5zJuBFwJrgFdm5oquG/HKiyRJqoEAwttMNdc9wOsy88qIeABwRURcVH62NDNPaJn/WmDvzLwnIrYEroqI/8zMe1rmuwh4cznfu4E3A28a5ReRJKmWhpUuZNr7cM1pO9q9HkNajwb7zPU3dQFqOnfK/xn4UmYeFxFHAEcAb4qI3YCDgN2BPwb+KyJ2ycw1nTYQ+JBESZJUE2urLoDqJDNvBW4tX/8qIq4Htuoy/91Nb+9Dh2EYmXlh09uLgWcvvLSSZpEjpiVVwj5zrU1dgLpLp/yZwP7lbGcBX6EY9fFM4NOZ+Tvgloj4DrAv8I1u2/HKiyRJkuosIrYH9gQuAfYDXh4R/wRcTjGgo3E34Z8CZwDbAQe3GT3d6gUUdyZKkqRBDToSu27xqE4jpaU+TF2AullLp/xhZfCazLw1Ih5azrYVxSiQhtV0GWUCmOJDkiTVhhfN1U5E3B/4HPDqzPxlRJwCvIOiF/sO4L0UgWYy8xJg94h4JHBWRCzLzN92WO+RFHcsntPh88OAwwC23Xbb4X4pSZKkAdlnrrepDVC36ZR3nLXNtA1abXNn+9733rR+V6wkSdLs8aK52oiIe1H0g8/JzPMAMvO2ps8/Any+dbnMvD4i7gIeRTHKunW9hwBPB56c2b4znJmnUT50ce+997Z1SjPOdB6SasE+c+1NZYC6XaccuC0itixHT28J3F5OXw1s07T41sCPWtfZ3Nl+4AO2ylhry5YkSVVLL5prjihGZXwUuD4zT2yavmXjbkLgWRQPRyQidgB+UD78cDtgV4oHireudzFFerz/25K3WpIkjdO0pAYZK/vMdTd1AepOnXLgAuAQ4Ljy3/9omv7JiDiR4iGJOwOXdt1IQphcXZL6ctHXj+SpTzi26mJI0rTbDzgYuCYiVpbT3gL8Q0TsQTF+aBXw4vKzJwBHRMQfKB4f9NLMvAMgIk4HTs3My4EPAPcGLirvTLw4Mw8fxxeSNHkcOS1J6sfUBajp3Ck/DvhsRLwQ+D7wHIDMvC4iPgt8iyKf3ssyc828W/HKiyT1LuGpj39n+6RKkhYk7JKoSWZ+nfZH2y92mP/jwMc7fPaiptcPH0oBJUlSNWZ85LV95nqbugB1l045wJM7LHMs0N+wPhu2JLUVmWRT52fOe4+d0vBNyY8GSZIkaWTsM9fa1AWox8Wnf0pSZ5HJhd94K0/7s2MgwmOmJEmSJt8ibwdcx+dyzY5+Rl77u08DMkA9qJrsdBde/LYiACRJNXHhxW8D4Gn7HgOLqM3xUppKPhdDkiRJ6s4+c+0ZoB5EUjxCpmIXXloEgepQFklqy+OTNHpeBJIkSZK6s89cawaoBxBkrW5Xv/DSt3HAPm+fM23FZUfNmdb6XpJGrd2xSdII1KdLIkkalUVhSoUG02zUQ13+Du4X9dKcDqQRN4vY8HXztHGxqdSaAepB1ShADUUAet5pfZR5xeVHr3t9wN5Hd5xPkhqajxvrpl12lMcQ1VZrm7WtSpK0cIsfcmjVRZAkTRgD1IOqOEC94or+RyU2fogfsNeGwexu615x+dHzLrNQ832fUW9f0uiM4xgi9aPTOWdS22qd7uqSJI1QXUasDmKSy656G2XbcnT2eLSOsB7VZuwz15oB6kEMKQf1im9u+AP5gD2P6jrPAXse1Xa5vrZ7xYbr7Fam1mVayzjv9tp8h26fz7f9QcshqULmolZNzNcxXXHF21m8x9vIEXaOh87OtiRJktSdfeZaM0A9oIVeeVm+8pi20+cL1i40OD2Mda74ZvHjvVWn79RqWFetWsvdKNPylce0LZ+k0Zlv//dqtSaNbVaSpAE5WlrTYphteRZHYzcP+Gj3utPnmkkGqAe1gB+uy696xxALUo1eg9HDXrbX9TZeL370v3igk0ah31uwDPapapksv/qdPc3aep5a/Ji3jqJEwzGku7okSVqIxZsdVnURJKkz+8y1Z4B6INl3sKXXH8UaAQNj0uisXcvya47tOsviPznSC0WqxPKr31lcqGRh5+HGheXGuuokSEd7S5Ik1d2wRmPP4kjsIbDPXH8GqAeRGPScEMuvfmcRHJNULY+ZGqPmiybDvEA837oqO9+4f0mSxqgxWnr5HafNeS9JtWafudYMUA+qx1sDll/XfWShRm/5NceyeHeD1FJlvJVKY1CH8227uwk8/0iSJGloFjIS29HXqjED1AOa79aAZd9615hKol4sv+5Yluz2lqqLIc0kb6XSqNX5nDuW9u8+Jkkak+bR0o6cljRR7DPXmgHqQdmwJ067AMaSR765+Oz6f207XdIQeLzUiLQeu+to2bfeNdpzig98kSRJUi8GHX09DSOv7TPXngHqAey8+1bwq8476LIbjhtjabQQHYMb03AAloZo2Q3HsWTXIwZb2P1JPWqcP+dra5N2nm13rokY3nfwLgVJ0qg4SlrStLDPXG8GqIds0n40q73mv+OSXd5UYUm6iCE9BXgaeKIZrUb9DlDPS3Z502y3VdvmvJbd+G6W7PImlt347vXTbjiuvsdeSZI0MyIWVV2E2sp0OOrMMO+1xsAA9aDWrt0g6NL841rTo/nvumTnN/a38CgDcwa+6mGG/g7Lbnz3nH1g2U3v6W3BGaqjWql5vTe3n3bnz8a0vo+7s6jmf2tJUj30Mhp6+R2nOWpa0nSyz1xrBqgXIrP3AI2mwrKb3tNfsMQDoEalqrbV53Zbg9oajb6PTaNa7wja5bKb3sOSh79h6OudHum5RpJmQMSimR2x6ijmeqrb32VW949aa4yeXhQbvm43baTsM9edAeoBGZieXQZLNNUanYUmy75z/MCrW7Lj6xd2S5jmte7vM+QOV2O97c53jWNgY55+jomDtKeFtEFJkmZdPyOiHT0tSaqCAWppENOYR2nUQcRprLNp1fS3WnbzCXM+GihQuNC/vW2zJ53+Nkt2fH3xefm3bH0/jG0t+87x69Y7Z/oCtqEeJY4GkaQZUbcRq51MSjk1XUbd7hyhPSKN33qj/s1nn7n2DFBLA2gOuizZ4bXD30AVnbopCdLNy45FT5bdcuJw1nPzCW0Dl32xbQLr/yaNY06vf6MNLjKMKGhsMLpCHtYAiIgzgKcDt2fmo6oujyRJkmrEPjNQ3z6zAWppgVqDREu2f836N4M+JNEg6uSY0quwS7Z9NQDLvv++ha/M9ty3ZbecyJIdXts2CD2siweaHjGlx6EBnAl8ADi74nJI0sRzFLQ01yj2iakfld08Krrd6zGngrTPvM6Z1LDPbIBaGrJlq5bOeT8nYC31YtpGDNsR6EvjGGIgWupPZn4tIravuhySJElSXdW1z2yAWhq1UQUbffBcYdqCuZoefbbNoYxW12zyIpAkqYMlmx/uaGippoa1b079SOxhsc9cawaopRFb9v33rUuXMFQGZuvHE15by1YtHc0+MEUMTmtgySydDzaLiMub3p+WmadVVhpJkqQaGEage+qD3PaZa99nNkAtjUEj+LRkm1eNZ4OD5r6uo1kO+lb43ZetPnm4K8ycrnYJs902pWrckZl7V10ISZoUSzY/vOoiSJLGbyL7zAaopTFa9oOTWLL1KzvPMKwAnoGz+VlHHQ09ON1gnbe17AcnVV0ETbR035IkSdKCLHQUdv1HYNtnrjsD1NIYLdnqFd2D0B4wJ8sC/l7Lfvj+jp8t2eoVA693GJZs+bJ1r5fd+sHhrNS2vYGRXQjQ7HH/AiAiPgXsT3Fb42rgqMz8aLWlkiRJUi3YZwbq22c2QC2N2zAOitOWKmEhJvAk0y043fi8OUisCdWhbc7395f6NoHHwVHIzH+ougySNDKLYpbypw7OB8lPLtv3RBtkBPbYR13bZwbq22c2QC2N09qmA/CiBdxC44F1NNaO/gQ5tBHJk8Y2a2BakiQtTBl8bc4tvewnp7adtXb5pw0caz5VthGD45UaxkMeNfkMUEtVGWUwdCHB77oYQ7B46IYYhG0NZC/Z4qVDW/c6mSy77ZSu616yxUtZ9uMPLXxbjb/npLfNPtrlzF6M0HjN1hPJJUnjZmBZs2BU7dw+WldjDUzbZ649A9TSmPQcYBxG+o5JDO6OQ8WjeBcS6O227JKHvWTg9TbWvdB19My2KQ1ZQu0fSiNJkiRVyT5z3RmglupmlEHUuuWunsS0Dwso85KHvYRlt50yxMIUGuvsO8i8Ntfd/tl8e+hIgtXz1duUtc2hjDqXJElq0Zq6o+f+pSOhpfFzZLbUMwPU0rgMEvAadtBuEgPCC9FIYTGu0cE9aBcQHpZlt53SU77BZT85tet8owiiz2uK2qbBaY3dFO0/kqQuWoNS3YJfBqSl6TWs/XvWAt32mWvNALU0QnOCgIOcRKZ1NPUknRgm7KS97Censnizwzp+vvyO04D1T0xuvB+lvi4Q2C6l/phPT5Jm3qju0pOkqWGfufYMUEsjsHizwzZM+D/IwXCUIx+mORjXUtfrUmC0PPF81E83z4pyXC2/47SuQerGPLU04e3SH4eqxITvN5KkHnX5bWCQWlLfhhlv6DPe0bijuNNv8sbnER9eWLma2WeuNQPU0oi0BicHekLtKK7w1eV2vwquXram1WiXZqNxghxZcHltsvxnHxnNups0B6AXP+TQkW+vq17+1hPYLsdxkUOSJGkQdUtzV4m6PeNEBginWZ+/59Ydn5qW8yLbbDNALQ1Zp5Gr/QY8Bwpo92JGbmvJXDvQKOHWoHXj79nLqOQ5utTz4occOpYgdcM4tzWwCWuXjXbSHKQeRV5xqSf+2JOk6Rcx2cd7g8WC+rWDSd6npsjYAtP+vWvNALU0bO0CbQOMDh3GCN6RBblHYNgjloeVwqJ5Pa3rrHxk8gToFNSflLbZS7s0MK1qpZ1tSZIkqSv7zHVngFoaosUPflH7q8L9jA4dYqqDqnIgj1pd8icv/9lHOgepPfl1Na1tUxq7BNa6P0mS5uahXnB6j7qNdJVGYVzt3N+G1bPPXHsGqKVhaz75DHLCq9vDFKvUVBe1TVNhZ6OrvlOjSJIkaWBLtnjp+jcGmaV6GNW+6G9RTRED1NKQLH7wizac2MsJYxgnqwnL3ztNlt95evu/fYNXaW2f0qj540SSZkevvx0MTkvTz8B3f6b1e00JA9TSsDQCkYv6zK3bz0FyhjqatR0x3U5LEHr5L84AYPGmL6iiNLXTNRWKpIWzsy1Js2GGfgtIqtAwjzV16qfWqSzagAFqaQjmBCLnGzHbbwC72TAOqFV1bJvKvvzO0+d81DoCufXzSdIITjdebxCkntGTYuOCQ9fR5jVom72Y5PYpSZImVMTM9iM7MmA/fWzj02ee/XTZjz80poKo7gxQS+PWS8qHhQSx51PhSb9TYG/SA37NQel+PptFjb/1wClxKjbpbVXTKE2jI0mqnsFiDUPd2tEE/D5Rr+wz150BamkYOp24Bj3B9pO3eJTB7CExqKdW8+bultSbhExz3UuSBlC3YKBUN+PeR2YoID72kdP2mWvPALU0Su1OMMM+yfX7EL4JCGhrNiy/8/S5KVCqaJs+xFLTwNEgkjSbDDBL02XU+/QMBcDbss9cawaopXGb76Qw6pOSATnVyJw83bZNSZKkzgxIS1qIUR5DZj34rQUzQC0NQbYE1mIcD0KcgA6q+ZfVi0Y72eCBkjViW1at+YNAkqTxmOa7UR0sooWYgPiEfeZ6M0AtjUBrwLrZgoLXczaywIPriE8gBvTUr+W/OIPFD3z+6NrmAPvM8l9+bAQFkYYo0x+UkjQLFi0a/fF+moOvmp9//9Gxr7bOsls/WM2G7TPXngFqaczGErzuqSBePVRN1aRtGpyWJEkTwcCiVG8+a0ealwFqaRiaA2oLGP3ZLXi9bvV2QDXFlv/yY8Uo6hqUQ5oYNbmoI0kaMX8HSOrVuI4XfQbCl2z1CgCW/fD9oyhNd/aZa80AtTRsnQ56Q0pb0EsQu+3mx3SCyrVrWfHrs8ayLU2nRnB4lIHqTvuRbVeTaNDzgiRpgkRMf3BlEnLYql6mfZ+YBBN04cw+c70ZoJbGZcSB63k3P4SD8XzBuwPuf8iCtyE1LP/lx8bWpgxMa3KlP84kScNjkFiTpM7t1f5ZzdhnrjsD1NIwrE1YNODJcb6DZJ1Pui0M8mnYVvz6rJEHqW23kiRpIkzQ7wJp5s3i/moAWAtggFoalrUtB+NBA9atej3Iz+IJUDNhlEFqg9OaeMmG5x9J0vQxxYe0oWnfJyZNh3142eqTx1yQNuwz154BamkIVvzm4wAccN+D109sd/AbVtC6nRGfnFfcdfZI1y91s+LXZ3HAJv803HXapjUt0nx6kjQTDOBKc7lPLMyYAvxLtnkVAMt+cNJYtteRfeZaM0AtjdGKu87mgPsevC6g3cmwA3HSNGgXUHZfkSRJkqQBjDnA3whUd1J5AFuVMkAtDdGK33x87ijqpuntXndcTxmIW7euppHXK+46e6xBOUeZqs467Q/j3k+kqiSQ3q4oSdPPkaKS6mwIo7GXbPvqhZejA/vM9WeAGoiIxcBJwEbA6Zl5XMVF0iTLtRCLhrKqTsHsDQLYDUNOIWJwWpOgUzvtNuLatq2pkentipojIrYBzga2ANYCp2XmSRFxNHAo8JNy1rdk5hcjYl/gtMbiwNGZeX6b9T4E+AywPbAK+PvMvHOEX0VSs0Uxnvypo0xJKM2CWQ2C1v0imn3m2pv5AHVEbAR8EHgqsBq4LCIuyMxvVVsyTaoVvz2HA+7z3DnTDrjPc1nx23OGv63WEdtDOhn2MspbmkQGpjWNHA2iFvcAr8vMKyPiAcAVEXFR+dnSzDyhZf5rgb0z856I2BK4KiL+MzPvaZnvCOBLmXlcRBxRvn/TKL+IpCYRMJwxMKNX90CVZtuo8y57kae27DPX28wHqIF9ge9k5s0AEfFp4JmAAWpNhEGDye1SkSxkfZIkqXqZeStwa/n6VxFxPbBVl/nvbnp7H4q7YNt5JrB/+fos4CsYoJbGJxYV9zhIWhj3o8E0Rh/HormvG591et1umSHeda7pYYC66LD/oOn9auBPW2eKiMOAwwC23Xbb8ZRME2sUo6WHzUC0JE0Jb1dUBxGxPbAncAmwH/DyiPgn4HKKUdZ3lvP9KXAGsB1wcJvR0wAPK4PfZOatEfHQ+bZ/07U/ZMnOb5yvkPNPa4xGi2DNpvedb7PSVNpoI4M5khagMXI8ovPrxnytrzMpMuI2NL9ufd/v6zGyz1xrkaO+vaHmIuI5wAGZ+aLy/cHAvpn5ii7L/Aq4YUxFnGSbAXdUXYias456Yz31xnqan3XUG+tpfguto+0yc/OFFiIilpdlmQV3ZObiqgsxKSLi/sBXgWMz87yIeBhFm03gHcCWmfmClmUeSTE6+kmZ+duWz36emQ9qen9nZj64zXbXDeoAHkWRQkQeVxush/Wsi4L1sJ51UbAeCtZDwT5z/yayz+wI6mLE9DZN77cGfjTPMjdk5t6jK9J0iIjLrafurKPeWE+9sZ7mZx31xnqaX13qaBI7nxq9iLgX8DngnMw8DyAzb2v6/CPA51uXy8zrI+IuisDy5S0f3xYRW5ajp7cEbm+37cw8jfKhi3XZT+rAuihYD+tZFwXrYT3romA9FKyH4bLPXH/eJwSXATtHxA4R8UfAQcAFFZdJkiRJ6ltEBPBR4PrMPLFp+pZNsz2LcmRz2QfeuHy9HbArsKrNqi8ADilfHwL8x9ALL0mSpJk08yOoyyeWvxxYQZEI54zMvK7iYkmSJEmD2A84GLgmIlaW094C/ENE7EGR4mMV8OLysycAR0TEH4C1wEsz8w6AiDgdODUzLweOAz4bES8Evg88ZyzfRpIkSVNv5gPUAJn5ReCLfSxy2qjKMmWsp/lZR72xnnpjPc3POuqN9TQ/60i1lJlfB9o8ebB9XzczPw60fXJy4xkt5eufAk/uszjuJ+tZFwXrYT3romA9rGddFKyHgvWgmTLzD0mUJEmSJEmSJFXDHNSSJEmSJEmSpEoYoO5TRCyOiBsi4jsRcUTV5alKRGwTEV+OiOsj4rqIeFU5/SERcVFE3FT+++CmZd5c1tsNEXFAdaUfr4jYKCK+GRGfL99bRy0i4kERcW5EfLtsU4+znjYUEa8p97drI+JTEXEf6wki4oyIuD0irm2a1ne9RMReEXFN+dnJ5YPGpkKHOjq+3OeujojzI+JBTZ/NXB1B+3pq+uz1EZERsVnTtJmsJ6mTiFhVtv2VEXF5Oa3j8XhadaiHoyPih+W0lRHxl1WXcxz67eNNqw71MHNtIiJ2bfq+KyPilxHx6llrE13qYRbbRF+/b6ZZh7qYuTah2WWAug8RsRHwQWAJsBvFw2Z2q7ZUlbkHeF1mPhL4M+BlZV0cAXwpM3cGvlS+p/zsIGB3YDHwobI+Z8GrgOub3ltHGzoJWJ6ZjwAeQ1Ff1lOTiNgKeCWwd2Y+iuKhrgdhPQGcSfEdmw1SL6cAhwE7l/+1rnOSncmG3+ci4FGZ+WjgRuDNMNN1BO3riYjYBngqxYPhGtNmuZ6kbv48M/fIzL3L922PxzOgtR4AlpbT9iifgTMLeu7jTbl29QAz1iYy84bG9wX2Au4GzmfG2kSXeoAZahP9/r6ZZl3qAmaoTWi2GaDuz77AdzLz5sz8PfBp4JkVl6kSmXlrZl5Zvv4VRSdrK4r6OKuc7Szgb8rXzwQ+nZm/y8xbgO9Q1OdUi4itgb8CTm+abB01iYgHAk8CPgqQmb/PzJ9jPbWzMXDfiNgYuB/wI6wnMvNrwM9aJvdVLxGxJfDAzPxGFg9nOLtpmYnXro4y88LMvKd8ezGwdfl6JusIOrYlgKXAG4HmB3fMbD1Jfep0PNaUG6CPN5W61MOsezLw3cz8HjPWJlo018Ms6uf3zbRrVxfSzDBA3Z+tgB80vV9dTptpEbE9sCdwCfCwzLwViiA28NBytlmtu/dRBDXWNk2zjubaEfgJ8LEoUqGcHhGbYD3NkZk/BE6gGMF5K/CLzLwQ66mTfutlq/J16/RZ8QJgWfnaOmoSEc8AfpiZV7V8ZD1JG0rgwoi4IiIOK6d1Oh5Ps3b1APDyKNIqnTEjt6z328ebVp3qAWavTTQ7CPhU+XrW2kSz5nqAGWoTA/y+mVpd6gJmqE1othmg7k+7HJLZZtrMiIj7A58DXp2Zv+w2a5tpU113EfF04PbMvKLXRdpMm+o6Km0MPBY4JTP3BO6i+21cM1lPZWfkmcAOwB8Dm0TE87ot0mba1NdTDzrVy8zWV0QcSZG26ZzGpDazzWQdRcT9gCOBt7X7uM20mawnqcl+mflYinR4L4uIJ1VdoIq0q4dTgJ2APSiCD++trnhj028fb1p1qodZbBMARMQfAc8A/q3qslSpTT3MVJsY4PfN1OpSFzPVJjTbDFD3ZzWwTdP7rZnh2y4i4l4UwelzMvO8cvJt5e3NlP/eXk6fxbrbD3hGRKyiSAfzFxHxCayjVquB1Zl5Sfn+XIpOvPU011OAWzLzJ5n5B+A84PFYT530Wy+rWZ/ionn6VIuIQ4CnA88t01GAddRsJ4ofCleVx/KtgSsjYgusJ2kDmfmj8t/bKfKp7kvn4/HUalcPmXlbZq7JzLXAR5jStFst+u3jTau29TCjbaJhCXBlZt5Wvp+1NtEwpx5msE30+/tmmrWtixlsE5phBqj7cxmwc0TsUF7tPAi4oOIyVSIigiKP2vWZeWLTRxcAh5SvDwH+o2n6QRFx74jYgeKhUZeOq7xVyMw3Z+bWmbk9RVv578x8HtbRHJn5Y+AHEbFrOenJwLewnlp9H/iziLhfuf89mSL3u/XUXl/1Ut4++KuI+LOyfv+paZmpFBGLgTcBz8jMu5s+so5KmXlNZj40M7cvj+WrKYIKP8Z6kuaIiE0i4gGN18DTgGvpfDyeSp3qoRFsKT2Lom6m2gB9vKnUqR5msU00+QfmprWYqTbRZE49zGCb6Pf3zTRrWxcz2CY0wzauugCTJDPviYiXAysonqp6RmZeV3GxqrIfcDBwTUSsLKe9BTgO+GxEvJDiIPscgMy8LiI+S9EpvQd4WWauGXup68E62tArgHPKCz83A8+nuIBmPZUy85KIOBe4kuJ7fxM4Dbg/M15PEfEpYH9gs4hYDRzFYPvZS4AzgftS5GNexpToUEdvBu4NXFT0g7k4Mw+f1TqC9vWUmR9tN+8s15PUwcOA88vjycbAJzNzeURcRpvj8RTrVA8fj4g9KFL+rAJeXFkJx6vnPt6Ua1cPJ89imyjTZz2Vud+3bb9tmnWoh/fMUpvo9/fNNOtSF6fPUpvQbIv1d/RKkiRJkiRJkjQ+pviQJEmSJEmSJFXCALUkSZIkSZIkqRIGqCVJkiRJkiRJlTBALUmSJEmSJEmqhAFqSZIkSZIkSVIlDFBLmhkRsX9EfH6E6//niPjjpvenR8Ru8yzzlYjYu830eZdts8yv+5m/y3qOj4jrIuL4YaxPkiRJkiSpk42rLoAkTZF/Bq4FfgSQmS8adEULWXYIXgxsnpm/62XmiNg4M+8ZcZkkSZIkSdIUcgS1pLGIiE0i4gsRcVVEXBsRB5bT94qIr0bEFRGxIiK2LKc/PCL+q5z/yojYKQrHl8tf07SO/cuRyOdGxLcj4pyIiPKzxeW0rwN/26Fsu0fEpRGxMiKujoidI2L7crmzymnnRsT9yvnfFhGXleU4rSzXs4G9gXPK9dy3eXR0RJwSEZeXI5Pf3kN9NS/764g4tqyLiyPiYeX0HSLiG2VZ3tGy/BvK6Vc3thcRzyrrNCJiy4i4MSK2aFnuAmAT4JKIODAitouIL5Xr+VJEbFvOd2ZEnBgRXwbe3UsbkCRJkiLiHRHxqqb3x0bEK6sskySpWgaoJY3LYuBHmfmYzHwUsDwi7gW8H3h2Zu4FnAEcW85/DvDBzHwM8HjgVooA8x7AY4CnAMc3AtrAnsCrgd2AHYH9IuI+wEeAvwaeCMwJxjY5HDgpM/egCDKvLqfvCpyWmY8Gfgm8tJz+gczcp/we9wWenpnnApcDz83MPTLzNy3bODIz9wYeDfzfiHh0j/UGRcD44rIuvgYcWk4/CTglM/cBftyYOSKeBuwM7EtRX3tFxJMy8/xyvpeV9XJUZq5bDiAznwH8pvwOnwE+AJxd1sE5wMlNs+8CPCUzX9fHd5EkSdJs+yhwCEBELAIOouhnSpJmlAFqSeNyDfCUiHh3RDwxM39BEQB+FHBRRKwE/gXYOiIeAGxVBlTJzN9m5t3AE4BPZeaazLwN+CqwT7n+SzNzdWauBVYC2wOPAG7JzJsyM4FPdCjbN4C3RMSbgO2agss/yMz/LV9/otw+wJ9HxCURcQ3wF8DuPXz/v4+IK4FvlvP3k1/690Ajd/YVFN8NYD/gU+XrjzfN/7Tyv28CV1LUw87lZ68A3gz8LjM/xfweB3yyaRtPaPrs3zJzTc/fQpIkSTMvM1cBP42IPSn7rJn502pLJUmqkjmoJY1FZt4YEXsBfwn8a0RcCJwPXJeZj2ueNyIe2GE10WUTzfmS17D++JY9lO2TEXEJ8FfAioh4EXBzm2WzHJX9IWDvzPxBRBwN3Kfb+iNiB+D1wD6ZeWdEnDnfMi3+UAbYYe53o00Zoainf83MD7f5bCtgLfCwiFhUBvT70by9u/pcVpIkSQI4neL5LVtQ3EUpSZphjqCWNBYR8cfA3Zn5CeAE4LHADcDmEfG4cp57RcTumflLYHVE/E05/d5l/uevAQdGxEYRsTnwJODSLpv9NrBDROxUvv+HDmXbEbg5M08GLqBIwwGwbaNs5bJfZ31g+Y6IuD/w7KZV/Qp4QJtNPJAimPuLMn/0ki5l7sf/UtwSCfDcpukrgBeU5SMitoqIh0bExsDHgH8Ergde28M2/l/LNr4+jIJLkiRppp1PkQJwH4q+qyRphjmCWtK4/AlFzui1wB+Al2Tm78uHC54cEZtSHJPeB1wHHAx8OCKOKed/DkVH9nHAVRQjed+YmT+OiEe022Bm/jYiDgO+EBF3UARXH9Vm1gOB50XEHyhyNB9DEVS+HjgkIj4M3ESR7/nuiPgIRcqSVcBlTes5Ezg1In5TlrNRjqsi4pvl97qZIrA8DK8CPlk+ZOZzTdu7MCIeCXwjimdF/hp4HkWu7f/JzP8pU6pcFhFfyMzru2zjlcAZEfEG4CfA84dUdkmSJM2o8nfAl4GfmzJOkhTr7xqXJDVExPbA58sHIUqSJEkakvLhiFcCz8nMm6oujySpWqb4kCRJkiRJYxERuwHfAb5kcFqSBI6gliRJkiRJkiRVxBHUkiRJkiRJkqRKGKCWNLEi4osR8aB55vl1h+lnlg9oHHaZHhQRLx32epvWP5JyS5IkSZIkVcEAtaSJE4VFmfmXmfnzqsvT4kFAXwHqiNhoNEWRJEmSJEmqNwPUkioREe9uHmkcEUdHxOsi4v4R8aWIuDIiromIZ5afbx8R10fEhyie+L1NRKyKiM3Kz/89Iq6IiOsi4rCWbb23XN+XImLzNmXZKyK+Wi6/IiK2LKe/MiK+FRFXR8Sn2yy3e0RcGhEry3l2Bo4DdiqnHV8G04+PiGvL73Nguez+EfHliPgkcE1EbFTOd1m5rheX80VEfKAsxxeAh3aozz0i4uJy2fMj4sHl9K+UdX1pRNwYEU9ss+x8df6Rsl4vjIj7zv/XlSRJkiRJ6o0BaklV+TRwYNP7vwf+Dfgt8KzMfCzw58B7IyLKeXYFzs7MPTPzey3re0Fm7gXsDbwyIv5POX0T4MpyfV8FjmpeKCLuBbwfeHa5/BnAseXHRwB7ZuajgcPbfIfDgZMyc49yu6vLZb6bmXtk5huAvwX2AB4DPAU4vhEAB/YFjszM3YAXAr/IzH2AfYBDI2IH4Fnl9/4T4FDg8W1rE84G3lSW9ZqW77lxZu4LvLr1+5e61fnOwAczc3fg58Dfddi+JEmSJElS3zauugCSZlNmfjMiHhoRfwxsDtyZmd8vA8bviognAWuBrYCHlYt9LzMv7rDKV0bEs8rX21AEVn9aruMz5fRPAOe1LLcr8CjgojImuxFwa/nZ1cA5EfHvwL+32eY3gCMjYmvgvMy8aX1cd50nAJ/KzDXAbRHxVYoA9C+BSzPzlnK+pwGPbsovvWn5HZ7UtPyPIuK/WzcQEZsCD8rMr5aTzqII9jc0vvMVwPZtvkfQuc5vycyV8ywvSZIkSZI0EAPUkqp0LvBsYAuKEdUAz6UIWO+VmX+IiFXAfcrP7mq3kojYn2J08uMy8+6I+ErTMq2ydXHgusx8XJt5/4oiQPwM4K0RsXtm3rNuRZmfjIhLyvlWRMSLgJvbrL+T5u8TwCsyc0XLd/vLNmXu1+/Kf9fQ/rjfrc5/1zTfGsAUH5IkSZIkaWhM8SGpSp8GDqIIUp9bTtsUuL0MlP45sF0P69mUYgT23RHxCODPmj5bVK4f4B+Br7csewOweUQ8DoqUH2Vu6UXANpn5ZeCNFA8/vH/zghGxI3BzZp4MXAA8GvgV8ICm2b4GHFjmmN6cIuB9aZvvsAJ4STmCnIjYJSI2KZc/qFx+S4oUHHNk5i+AO5vySx9Mkc6kV4PUuSRJkiRJ0oI5glpSZTLzuoh4APDDzGyk1TgH+M+IuBxYCXy7h1UtBw6PiKspAs7NaUDuAnaPiCuAXzA37zWZ+fsyrcbJZaqMjYH3ATcCnyinBbA0M3/est0DgedFxB+AHwPHZObPIuJ/I+JaYBlFcPtxwFUUI6HfmJk/LgPpzU6nSJ9xZZn/+SfA3wDnA39BkVf6RjoHng8BTo2I+1GM4n5+5+rawCB1LkmSJEmStGCRudA7xyVJkiRJkiRJ6p8pPiRJkiRJkiRJlTBALUmSJEmSJEmqhAFqSVMjIh4UES8d4vq2j4h/HNb62qz/nyPiAwtcxxcj4kFtph8dEa9vM/3MiLglIg4v3z8pIq6MiHvKXNyN+XaKiJUR8euFlE+SJEmSJKkbA9SSpsmDgLYB6ojYaID1bQ/0HaAecFv9biMiYlFm/mWbhzfO5w2ZeWr5+vvAPwOfbJ4hM7+bmXssuKCSJEmSJEldGKCWVLlypPK1Te9fHxFHl6+/EhHvjohLI+LGiHhiOX33ctrKiLg6InYGjgMaI3+Pj4j9I+LLEfFJ4Jp5tvPwiPiviLiqHFG8U7m+J5bre03riOeI+HxE7F++/nVEHBMRlwCPi4jnNZXvw42gdUQ8v/weXwX261Afm0fERWU5PhwR34uIzcryXx8RHwKuBLaJiFURsVm53JERcUNE/Beway91n5mrMvNqYG0v80uSJEmSJA2TAWpJk2DjzNwXeDVwVDntcOCkcpTv3sBq4Ajgu5m5R2a+oZxvX+DIzNxtnm2cA3wwMx8DPB64tVzf/5TrWzrP8psA12bmnwI/BQ4E9ivLtwZ4bkRsCbydIjD9VKBTmY4C/jszHwucD2zb9NmuwNmZuWdmfq8xMSL2Ag4C9gT+FthnnvJKkiRJkiRVbuOqCyBJPTiv/PcKirQbAN8AjoyIrYHzMvOmiGi37KWZeUu3lUfEA4CtMvN8gMz8bTm9nzKuAT5Xvn4ysBdwWbmO+wK3A38KfCUzf1Ku/zPALm3W9QTgWWVZlkfEnU2ffS8zL26zzBOB8zPz7nLdF/RTeEmSJEmSpCo4glpSHdzD3OPRfVo+/1357xrKC2uZ+UngGcBvgBUR8Rcd1n1XD9vpNRLdrZy/zcw1Tes7qxx5vUdm7pqZR5efZQ/b6Vaeu7p81su6JUmSJEmSasMAtaQ6uA14aET8n4i4N/D0+RaIiB2BmzPzZOAC4NHAr4AH9LudzPwlsDoi/qZc970j4n5t1rcK2CMiFkXENhTpQ9r5EvDsiHhoub6HRMR2wCXA/uX27wU8p8PyXwf+vlz2acCDu3ynhq8Bz4qI+5Yjwv+6h2UkSZIkSZIqZYBaUuUy8w/AMRQB3M8D3+5hsQOBayNiJfAIirzMPwX+NyKujYjj+9zOwcArI+Jq4P8BWwBXA/eUD058DfC/wC3ANcAJFA8qbPd9vgX8C3Bhub6LgC0z81bgaIr0JP/VaXmKPNVPi4grgSUU+bB/1a0yMvNK4DPASopUI//Tbf6GiNgnIlZTBMs/HBHX9bKcJEmSJEnSMESmd4RLUp2Uo7vXZOY9EfE44JTyYYvDWPeZwOcz89we5/91Zt5/GNuWJEmSJElq5UMSJal+tgU+GxGLgN8Dhw5x3b8A3hERm2XmqZ1mioidKEZi3zbEbUuSJEmSJM3hCGpJkiRJkiRJUiXMQS1JkiRJkiRJqoQBakmSJEmSJElSJQxQS5IkSZIkSZIqYYBakiRJkiRJklQJA9SSJEmSJEmSpEoYoJYkSZIkSZIkVeL/A/+TxoBARTuUAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1440x432 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"### 'CMCC-CM2-HR4'\n",
"cat = col.search(activity_id='CMIP', grid_label='gn', source_id='CMCC-CM2-HR4',variable_id=['areacello'])\n",
"\n",
"fig, axs = plt.subplots(ncols=2, constrained_layout=True, figsize=(20,6))\n",
"\n",
"# without combined_preprocessing\n",
"ddict = cat.to_dataset_dict(zarr_kwargs={'consolidated':True, 'decode_times':True})\n",
"ddict['CMIP.CMCC.CMCC-CM2-HR4.historical.Ofx.gn'].areacello[0].plot(ax=axs[0])\n",
"\n",
"# with combined_preprocessing\n",
"ddict = cat.to_dataset_dict(zarr_kwargs={'consolidated':True, 'decode_times':True},\n",
" preprocess=combined_preprocessing)\n",
"ddict['CMIP.CMCC.CMCC-CM2-HR4.historical.Ofx.gn'].areacello[0].plot(ax=axs[1])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"--> The keys in the returned dictionary of datasets are constructed as follows:\n",
"\t'activity_id.institution_id.source_id.experiment_id.table_id.grid_label'\n"
]
},
{
"data": {
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" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
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" 100.00% [1/1 00:00<00:00]\n",
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" "
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"text/plain": [
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},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"--> The keys in the returned dictionary of datasets are constructed as follows:\n",
"\t'activity_id.institution_id.source_id.experiment_id.table_id.grid_label'\n"
]
},
{
"data": {
"text/html": [
"\n",
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{
"data": {
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\n",
"text/plain": [
"<Figure size 1440x432 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"### 'HadGEM3-GC31-MM'\n",
"cat = col.search(activity_id='CMIP', grid_label='gn', source_id='HadGEM3-GC31-MM', variable_id=['areacello'])\n",
"\n",
"fig, axs = plt.subplots(ncols=2, constrained_layout=True, figsize=(20,6))\n",
"\n",
"# without combined_preprocessing\n",
"ddict = cat.to_dataset_dict(zarr_kwargs={'consolidated':True, 'decode_times':True})\n",
"ddict[next(iter(ddict))].areacello[0].plot(ax=axs[0])\n",
"\n",
"# with combined_preprocessing\n",
"ddict = cat.to_dataset_dict(zarr_kwargs={'consolidated':True, 'decode_times':True},\n",
" preprocess=combined_preprocessing)\n",
"ddict[next(iter(ddict))].areacello[0].plot(ax=axs[1])\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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