From 85d2759b4049a115f15ce5aa0cdff2e763469032 Mon Sep 17 00:00:00 2001 From: csyhuang Date: Tue, 7 Jan 2025 13:06:57 -0600 Subject: [PATCH] to discuss with Sandro --- .../develop_ncforce_interface.ipynb | 160 +++++++++++++----- 1 file changed, 121 insertions(+), 39 deletions(-) diff --git a/notebooks/lubis_et_al_2024/develop_ncforce_interface.ipynb b/notebooks/lubis_et_al_2024/develop_ncforce_interface.ipynb index 608a2ee..665cc61 100644 --- a/notebooks/lubis_et_al_2024/develop_ncforce_interface.ipynb +++ b/notebooks/lubis_et_al_2024/develop_ncforce_interface.ipynb @@ -448,10 +448,10 @@ " CDI: Climate Data Interface version 2.0.3 (https://mpimet.mpg.de...\n", " Conventions: CF-1.6\n", " history: Thu Jan 02 14:12:54 2025: cdo seldate,1980-01-01,1980-01-07...\n", - " CDO: Climate Data Operators version 2.0.3 (https://mpimet.mpg.de...
  • CDI :
    Climate Data Interface version 2.0.3 (https://mpimet.mpg.de/cdi)
    Conventions :
    CF-1.6
    history :
    Thu Jan 02 14:12:54 2025: cdo seldate,1980-01-01,1980-01-07 ../LWR/intp/LWR.1980_plev.nc LWR.1980.daily.nc
    CDO :
    Climate Data Operators version 2.0.3 (https://mpimet.mpg.de/cdo)
  • " ], "text/plain": [ "\n", @@ -986,10 +986,10 @@ " standard_name: longitude\n", " long_name: longitude\n", " units: degrees_east\n", - " axis: X
  • standard_name :
    longitude
    long_name :
    longitude
    units :
    degrees_east
    axis :
    X
  • " ], "text/plain": [ "\n", @@ -1399,18 +1399,18 @@ " axis: Z\n", " vmin: -1000000000000000.0\n", " vmax: 1000000000000000.0\n", - " coordinate: pressure
  • standard_name :
    air_pressure
    long_name :
    vertical level
    units :
    hPa
    positive :
    down
    axis :
    Z
    vmin :
    -1000000000000000.0
    vmax :
    1000000000000000.0
    coordinate :
    pressure
  • " ], "text/plain": [ "\n", @@ -1484,14 +1484,6 @@ "dtdtlwr = dtdtlwr_data['DTDTLWR'].values[tstep, :, :, :]" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "d7e9b0a5-d644-4d4b-a566-6357820eb917", - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": 11, @@ -1556,22 +1548,6 @@ "ncforce_3d = np.swapaxes(qgfield_nhn22._layerwise_flux_terms_storage.ncforce, 0, 2)" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "47badcce-d48c-4ac9-9873-c57263be409a", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e967cdd5-61ea-4735-af93-64043301ccec", - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "id": "50d353a6-25b7-4f95-95ec-07af88a91c71", @@ -1755,6 +1731,112 @@ " ncforce_baro, \n", " f\"Barotropic ncforce\")" ] + }, + { + "cell_type": "markdown", + "id": "f3202f4d-f712-4eee-ad8b-eb1e78c2d7b0", + "metadata": {}, + "source": [ + "## Compare vertically integrated term `ep4` and low-level meridional heat flux\n", + "\n", + "To do density-weighted vertical average, call `QGField._vertical_average(field_3d, lowest_layer_index=1, height_axis=-1)`. Note that `field_3d` is assumed to have fortran indexing, i.e., (nlon, nlat, kmax)." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "321b897b-f2dc-47c9-a8c9-9272f3099307", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(49, 181, 360)" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stretch_term_3d.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "dd6702cc-9734-4b63-94e6-64d1495e88bd", + "metadata": {}, + "outputs": [], + "source": [ + "ep4_from_vertical_avg = qgfield_nhn22._vertical_average(np.swapaxes(stretch_term_3d, 0, 2), lowest_layer_index=1, height_axis=-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "c0882af7-b27c-4c98-96f9-06ac83dfb0e6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(360, 181)" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ep4_from_vertical_avg.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "8b531251-1f15-4ca1-9c8b-05db3a67a6e7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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iZs2axeY3KipKaDQacfjwYYPlHTp0EIGBgfoy8eeff4oSJUqITz75RJ/mzp07onz58gaBvRQFBQXi/v37Ytq0aaJ8+fL643z//n0RGhpqsH9CCDFmzBjh4+OjD4gzMzMFAPHxxx8bpDt37pzw9/cXY8aM0S9r1aqVACB+/PFHi3kyd825qg7QBTtjx441SLdy5UoBwKZgVWqd+NVXXwkA+nTvvfeeqFWrlujatav+3Obn54uAgADxzjvv6NdTq1Yt0ahRI3H//n2D9Xfp0kWEh4eLgoICIYS0Ov2NN96QVK+Zk5eXJ2rXri0iIyMN7l3mmApWCzNXRnWfbdiwoUH6IUOGiMDAQP22HVFGdXVj0WuTiOzDYcAe6u7du/jxxx/Ro0cPlCpVCg8ePND/dO7cGXfv3sWePXsMPtO3b1+DYYpRUVGIj4/Htm3b9MtmzZqFU6dOISUlxeF5rl+/PmrUqGGwbOvWrWjXrh0iIyMNlg8YMAC3b982mrCm6CyatWvXBvBowpSiy69evWrVUOCaNWvi1VdfxZw5c3D27FmTabZu3Yo6deqgadOmRvkVQmDr1q0Gy3v27Ak/Pz/972XKlMGzzz6Ln376CQUFBbh16xb27t2L559/HqVLl9an8/LyQmJiIs6fP4+TJ08arPO5556TvE9SNG3aFJs2bcK4ceOwfft23LlzR9LnrD13UvJ98uRJ5OTkoFevXgbLK1eujObNm0vKFwB07drV4Pf69esDAM6cOaNf9tdff6Fv374ICwuDl5cXvL290apVKwAwGvppj4YNG6JSpUr633VltnXr1gbPSOmWF86jzosvvmjwe9++fQHA4NotauPGjahXrx4aNmxoUD907NjR5NDrNm3aICAgwCg/nTp1Mqg3iuZz9+7duHr1Kvr372+wnYcPH+Lpp5/Gvn37jIZ5mjo/d+/exaVLl8zuT2Hz589H48aN4efnh5IlS8Lb2xs//vijzectMzMTd+7cMRr6GRkZibZt2xoNZ9ZoNHj22WeN9sHUuTOlbt26aNCggcGyvn37Ii8vDwcPHgQAVK1aFV26dMHcuXP1wyJXrFiBK1euSJqhfOvWrWjfvj2CgoL05Xvy5Mm4cuWK/jiXLFkSL730EtauXasfhl1QUIBly5ahW7duKF++PIBHZUmj0eCll14yOMdhYWFo0KCBUVkqV64c2rZta5QnKdecq+qAjIwMADDazvPPP4+SJW2bDkRqndi+fXsA0E9AmJ6ejg4dOqB9+/ZIT08H8KhM3rp1S5/2jz/+wG+//aavC4re87Ozs/X3ClvrdKnu3r2Lnj174syZM/jvf/9rcO+yhpQyCgAjRozA4cOHsWvXLgCPHm9YtmwZ+vfvr9+2I8pow4YN4ePjg9dffx1LliwxGj5MRLZhsOqhrly5ggcPHuCzzz6Dt7e3wU/nzp0BwGhSpLCwMKP1hIWF4cqVKwAePYs5efJkTJkyBT4+Prh+/TquX7+ub3hev37drpueqZk3r1y5YnJ5RESE/u+FBQcHG/zu4+Njcfndu3etyqNWq4WXlxcmTZpk8u/W5tfcMc/Pz8fNmzdx7do1CCGsWqejZzCdPXs2xo4di2+//RZt2rRBcHAwunfvjlOnTln8nLXHQkq+dZ8xNQO1NbNS6xrZOr6+vgCgL783b95EixYtsHfvXrz33nvYvn079u3bh7Vr1xqkcwR7y2zJkiWN9kdXrooe48IuXryIo0ePGtUPZcqUgRDCqH6wNZ+6Z+yef/55o20lJydDCIGrV68arKO482PJrFmzMGTIEMTGxmLNmjXYs2cP9u3bh6efftrm86Y7jubKc9HjXKpUKYMvoXT7ILW+MVcvFM4L8KiRfurUKX0A8/nnnyMuLq7Y2bN//vlnJCQkAHj07OeuXbuwb98+TJgwAYDhcX7llVdw9+5drFq1CgDwww8/IDs7Gy+//LI+zcWLF/XPWhY9x3v27DEqS6aOo9RrzlV1gLntmLrepJJaJ0ZFRaFatWrYsmWLPojVBau6Lyi3bNkCf39/xMfHA/j3OnvrrbeMzsHQoUMB/HvPt7VOl+LevXvo0aMHdu7cifXr1yM2Ntam9VhTRrt164YqVaron7NdvHgxbt26ZfDcryPKqO6cVKxYEW+88QaqVauGatWqSZrLgojM42zAHqpcuXL63rfCFXZh0dHRBr/n5OQYpcnJydHfmP/66y/cuXMHI0aMwIgRI0xuc8SIETb3upqa6Kd8+fIm39OmmwgjJCTEpm3ZKjw8HElJSXj//fcxevRoo79bm19zx9zHxwelS5dGyZIlUaJECavWaeo4+vn5mZzcRcoszgEBAZg6dSqmTp2Kixcv6r+Rf/bZZ/Hbb7+Z/Zy1x0LKjMW6smjqVQimjqWttm7dir///hvbt2/X9+wAMJjIRCkePHiAK1euGDSgdcfCUqM6JCQE/v7++Prrr83+3RF06/nss8/MzsxqTZBRnG+++QatW7fGvHnzDJbfuHHD5nXqjqO58uzoeshcvVA4L8CjCWTq1auHOXPmoHTp0jh48CC++eabYte/atUqeHt7Y+PGjQZBtalXAelGiixatAiDBg3CokWLEBERoQ8kgEfnWKPRYMeOHfqgr7Ciy0xd61KvOVfVAYW3U3jkg+56s3WdUuvEdu3a4bvvvkNGRgYePnyI1q1bo0yZMoiIiEB6ejq2bNmCFi1a6I+t7rPjx49Hz549TW6/Zs2aAGyv04tz7949dO/eHdu2bcN3332Hdu3a2bwua8poiRIl8MYbb+Cdd97Bxx9/jLlz56Jdu3b6/QUcU0YBoEWLFmjRogUKCgqwf/9+fPbZZ0hKSkJoaCheeOEFG/eWyLOxZ9VDlSpVCm3atMGhQ4dQv359NGnSxOinaEN25cqVBrPsnTlzBrt379bPstmwYUNs27bN6KdBgwaoUqUKtm3bJmn4mTXatWunb8QUtnTpUpQqVUqW1xKMHTsWwcHBGDdunNHf2rVrh19//VU/VE9n6dKl0Gg0aNOmjcHytWvXGvS23LhxAxs2bECLFi3g5eWFgIAAxMbGYu3atQbfJD98+BDffPMNHnvsMaOh06ZUqVIFly5dMmjg5efn44cffpC838CjoGLAgAHo06cPTp48aXEGRGecu5o1ayIsLMxodsuzZ89i9+7dVq/PHF1DpWgD5osvvnDYNhxp+fLlBr+vWLECAPTXrildunTBn3/+ifLly5usH0zNHm2L5s2bo2zZsvj1119NbqdJkyb63lhr+Pr6muwp1Wg0Ruft6NGjRsPOremtjYuLg7+/v1EgeP78ef3QTkc6fvw4jhw5YrBsxYoVKFOmjFGv6fDhw/H9999j/PjxCA0NxX/+859i16/RaFCyZEl4eXnpl925cwfLli0zmf7ll1/G3r17sXPnTmzYsAH9+/c3+GyXLl0ghMCFCxdMnt8nnnhCUp6A4q85V9UBLVu2BPBohuLC/ve//+HBgwc2rdOaOrF9+/a4ePEiUlJS0KxZM5QpU0a/jnXr1mHfvn36IcDAo+NSvXp1HDlyxOx1pltHYebqdGuuD+DfHtWtW7dizZo16Nixo3UHpwhry+hrr70GHx8fvPjiizh58qRRW8QRZbQwLy8vxMbG6ntzi97ziUg69qx6sE8//RRPPfUUWrRogSFDhqBKlSq4ceMG/vjjD2zYsMHo+clLly6hR48eGDhwIHJzczFlyhT4+flh/PjxAICyZcuabPyWLVsWDx48sNgwttWUKVOwceNGtGnTBpMnT0ZwcDCWL1+O77//Hh988AGCgoIcvs3iBAYGYsKECRg5cqTR30aOHImlS5fimWeewbRp0xAVFYXvv/8ec+fOxZAhQ4wCSy8vL3To0AGjRo3Cw4cPkZycjLy8PIOXsc+cORMdOnRAmzZt8NZbb8HHxwdz587FsWPHsHLlSkk9kr1798bkyZPxwgsv4O2338bdu3cxe/ZsFBQUFPvZ2NhYdOnSBfXr10e5cuVw4sQJLFu2DHFxcRbfO+eMc1eiRAlMnToVgwYNwvPPP49XXnkF169fx9SpUxEeHo4SJRzz/Vx8fDzKlSuHwYMHY8qUKfD29sby5cuNAggl8PHxwccff4ybN2/iySefxO7du/Hee++hU6dOeOqpp8x+LikpCWvWrEHLli0xcuRI1K9fHw8fPsTZs2eRlpaG0aNH2zyEr7DSpUvjs88+Q//+/XH16lU8//zzqFixIv755x8cOXIE//zzj1EvqBRPPPEEtm/fjg0bNiA8PBxlypRBzZo10aVLF7z77ruYMmUKWrVqhZMnT2LatGmIjo42CDLKlCmDqKgofQ9QcHAwQkJCTAbpZcuWxaRJk/DOO++gX79+6NOnD65cuYKpU6fCz88PU6ZMsecQGYmIiEDXrl2h1WoRHh6Ob775Bunp6UhOTja65l566SWMHz8eP/30EyZOnCgp8H/mmWcwa9Ys9O3bF6+//jquXLmCjz76yGSPEwD06dMHo0aNQp8+ffSvwiqsefPmeP311/Hyyy9j//79aNmyJQICApCdnY2dO3fiiSeewJAhQyzmSeo156o6oG7duujTpw8+/vhjeHl5oW3btjh+/Dg+/vhjBAUF2bQda+rEtm3b6l9FVvh+0L59e/Tv31///8K++OILdOrUCR07dsSAAQNQqVIlXL16FSdOnMDBgwfx3//+F4C0Ol0XvCUnJ6NTp07w8vJC/fr1zZav559/Hps2bcKECRNQvnx5gzkxAgMDUadOHauOlbVltGzZsujXrx/mzZuHqKgoo2fGHVFG58+fj61bt+KZZ55B5cqVcffuXf3IlKLngoisINfMTqQMWVlZ4pVXXhGVKlUS3t7eokKFCiI+Pl689957+jS6GVeXLVsmhg8fLipUqCB8fX1FixYtxP79+4vdhqNmA37mmWdMfuaXX34Rzz77rAgKChI+Pj6iQYMGBtPwF96H//73vwbLdTM/Fp3x1Fw+iio8G3Bh9+7dE9HR0UazAQvxaFbKvn37ivLlywtvb29Rs2ZN8eGHH+pnYhTi39mAk5OTxdSpU8Vjjz0mfHx8RKNGjcQPP/xgtL0dO3aItm3bioCAAOHv7y+aNWsmNmzYIGlfdVJTU0XDhg2Fv7+/qFq1qpgzZ46kmWzHjRsnmjRpIsqVKyd8fX1F1apVxciRI4t9NYYQ9p27wn8r/OoaIYRYsGCBePzxx4WPj4+oUaOG+Prrr0W3bt1Eo0aNDNLBzEygRY+Rqe3s3r1bxMXFiVKlSokKFSqI1157TRw8eNDoNRD2zgZsqtybKle6MlP49SW68nn06FHRunVr4e/vL4KDg8WQIUMMZu7VbavoDKY3b94UEydOFDVr1hQ+Pj76V12NHDnS4FUOUvMjhPnzmZGRIZ555hkRHBwsvL29RaVKlcQzzzxjkM7cdWnqVTKHDx8WzZs3F6VKlRIA9DOJ3rt3T7z11luiUqVKws/PTzRu3Fh8++23JmfE3rJli2jUqJHw9fU1mOHV1PaEeDRLa/369fXHqlu3bvpX5uiYqzOklhNdmfjf//4n6tatK3x8fESVKlXErFmzzH5mwIABomTJkgazShfn66+/FjVr1tRf0zNnzhQLFy40ud9CCNG3b18BQDRv3tziOmNjY/X1VLVq1US/fv0M7iOW7hdSrzkhXFMH3L17V4waNUpUrFhR+Pn5iWbNmonMzEwRFBQkRo4cafY4mNu2ENLqRJ1GjRoJAGLXrl36ZRcuXBAAjGbE1Tly5Ijo1auXqFixovD29hZhYWGibdu2Yv78+fo0Uur0e/fuiddee01UqFBBaDQas+Wi8L6a+7E0y6+OqdmArS2j27dvFwDE+++/b3Y79pTRzMxM0aNHDxEVFSV8fX1F+fLlRatWrQxmaCci62mEKDSuk8iE7du3o02bNvjvf/+L559/Xu7sEFnt+vXrqFGjBrp3744FCxbInR2XGTBgAP73v/9ZNas1uZf8/HxUqVIFTz31lNHQWE/iqjpg9+7daN68OZYvX66fdZuUYfTo0Zg3bx7OnTtn8yRYROR6HAZMRG4lJycH06dPR5s2bVC+fHmcOXMGn3zyCW7cuGFy4i8id/TPP//g5MmTWLRoES5evGjyGXp35ao6ID09HZmZmYiJiYG/vz+OHDmC999/H9WrVzc7iRG53p49e/D7779j7ty5GDRoEANVIpVhsEpEbsXX1xenT5/G0KFDcfXqVf3EJPPnz0fdunXlzh6RS3z//fd4+eWXER4ejrlz5xb7uhp34qo6IDAwEGlpaUhJScGNGzcQEhKCTp06YebMmUavJiL56J617dKlC9577z25s0NEVuIwYCIiIiIiIlIcvrqGiIiIiIhIIebOnYvo6Gj4+fkhJiYGO3bssJg+IyMDMTEx8PPzQ9WqVTF//nyjNGvWrEGdOnXg6+uLOnXqYN26dVZvd8CAAdBoNAY/zn5NJINVIiIiIiIiBVi9ejWSkpIwYcIEHDp0CC1atECnTp1w9uxZk+mzsrLQuXNntGjRAocOHcI777yD4cOHY82aNfo0mZmZ6N27NxITE3HkyBEkJiaiV69e2Lt3r9Xbffrpp5Gdna3/SU1Ndc6B+P84DJiIiIiIiEgBYmNj0bhxY4N3jNeuXRvdu3fHzJkzjdKPHTsW69evx4kTJ/TLBg8ejCNHjiAzMxMA0Lt3b+Tl5WHTpk36NE8//TTKlSuHlStXSt7ugAEDcP36dXz77bcO3WdL3H6CpYcPH+Lvv/9GmTJloNFo5M4OEREREZFHE0Lgxo0biIiIQIkS6hvoeffuXeTn50tKK4QwikF8fX3h6+trlDY/Px8HDhwwmsE9ISEBu3fvNrn+zMxMJCQkGCzr2LEjFi5ciPv378Pb2xuZmZkYOXKkUZqUlBSrt7t9+3ZUrFgRZcuWRatWrTB9+nRUrFjR/AGwk9sHq3///TciIyPlzgYRERERERVy7tw5PPbYY3Jnwyp3797FY/7+uCIxfenSpY3edz5lyhRotVqjtJcvX0ZBQQFCQ0MNloeGhiInJ8fk+nNyckymf/DgAS5fvozw8HCzaXTrlLrdTp064T//+Q+ioqKQlZWFSZMmoW3btjhw4IDJ4NsR3D5YLVOmzKP//O8cUCrQ6O/tm693cY6IiKiwLbu6yp0FIiJypdt5wPOR/7bTVSQ/Px9XAKwFEFBM2lsAet68iXPnziEw8N84pLjArmhPrKne2eLSF10uZZ3Fpendu7f+//Xq1UOTJk0QFRWF77//3mnvl3b7YFV/gEsFAgHGwap3YCkX54iIiAyYqJuJiMj9qfkRvQAUH6zqBAYGGgSr5oSEhMDLy8uoF/XSpUtGvZ46YWFhJtOXLFkS5cuXt5hGt05btgsA4eHhiIqKwqlTp4rdN1u5fbBanE0/mf4WoFPLtS7OCRGRZzBX7xIREXkyHx8fxMTEID09HT169NAvT09PR7du3Ux+Ji4uDhs2bDBYlpaWhiZNmsDb21ufJj093eC51bS0NMTHx9u8XQC4cuUKzp07h/DwcOt3ViKPD1bNKdqYYvBKRGQbBqdERETSjBo1ComJiWjSpAni4uKwYMECnD17FoMHDwYAjB8/HhcuXMDSpUsBPJr5d86cORg1ahQGDhyIzMxMLFy4UD/LLwCMGDECLVu2RHJyMrp164bvvvsOW7Zswc6dOyVv9+bNm9BqtXjuuecQHh6O06dP45133kFISIhBgOtoDFYlYvBKRFQ8BqZERES26927N65cuYJp06YhOzsb9erVQ2pqKqKiogAA2dnZBu8+jY6ORmpqKkaOHInPP/8cERERmD17Np577jl9mvj4eKxatQoTJ07EpEmTUK1aNaxevRqxsbGSt+vl5YVffvkFS5cuxfXr1xEeHo42bdpg9erVTn322O3fs5qXl4egoCAgNdclz0UxiCUiT8CglIiIbHYrD+gchNzcXEnPciqJLrb4AdImWOoIqHI/lYI9qw5mqgHHAJaI1IyBKREREcmBwaoLWGroMZAlIqVgUEpERERKwmBVZpyNmIjkwMCUiIiIlI7BqkIVbkgycCUiR2CASkRERGrCYFUFGLgSkS0YnBIREZGaMVhVGV3jk0ErEZnDIJWIiIjcAYNVldr0U08GrEQEgMEpERERuScGqyrFQJWIGKQSERGRO2OwqiIMUImIASoRERF5CgarKsAglYgYpBIREZGnYbCqUAxQiYgBKhEREXkyBqsKwMCUiApjkEpERETEYFVWDFKJSIcBKhEREZGhEnJu/MGDB5g4cSKio6Ph7++PqlWrYtq0aXj48KE+jRACWq0WERER8Pf3R+vWrXH8+HEZc22/Ti3XMlAlIgCPglQGqkRERETGZO1ZTU5Oxvz587FkyRLUrVsX+/fvx8svv4ygoCCMGDECAPDBBx9g1qxZWLx4MWrUqIH33nsPHTp0wMmTJ1GmTBk5s28TBqlEBLAnlYiIiKg4sgarmZmZ6NatG5555hkAQJUqVbBy5Urs378fwKNe1ZSUFEyYMAE9ez5q2C1ZsgShoaFYsWIFBg0aJFveiYhswSCViIiISBpZhwE/9dRT+PHHH/H7778DAI4cOYKdO3eic+fOAICsrCzk5OQgISFB/xlfX1+0atUKu3fvNrnOe/fuIS8vz+CHiEhuHO5LREREZB1Zg9WxY8eiT58+qFWrFry9vdGoUSMkJSWhT58+AICcnBwAQGhoqMHnQkND9X8raubMmQgKCtL/REZGOncnrOSIxiobvETqwSCViIiIyDayDgNevXo1vvnmG6xYsQJ169bF4cOHkZSUhIiICPTv31+fTqPRGHxOCGG0TGf8+PEYNWqU/ve8vDxFBqy2Pruqa/Q6ovHric/PDsYXxaaZDw4vJ/sxQCUiIiJbzJ07Fx9++CGys7NRt25dpKSkoEWLFmbTZ2RkYNSoUTh+/DgiIiIwZswYDB482CDNmjVrMGnSJPz555+oVq0apk+fjh49eti83UGDBmHBggX45JNPkJSUZPc+myNrsPr2229j3LhxeOGFFwAATzzxBM6cOYOZM2eif//+CAsLA/CohzU8PFz/uUuXLhn1tur4+vrC19fX+Zm3k64ha23A2KnlWjaCrSQlQC2angErWYvXJdnDFV8esowSESnf6tWrkZSUhLlz56J58+b44osv0KlTJ/z666+oXLmyUfqsrCx07twZAwcOxDfffINdu3Zh6NChqFChAp577jkAj+YJ6t27N95991306NED69atQ69evbBz507ExsZavd1vv/0We/fuRUREhNOPh6zB6u3bt1GihOFIZC8vL/2ra6KjoxEWFob09HQ0atQIAJCfn4+MjAwkJye7PL+O5Im9mq5kbYBKZCsGACSV3PW+qe2z/BIRKcusWbPw6quv4rXXXgMApKSk4IcffsC8efMwc+ZMo/Tz589H5cqVkZKSAgCoXbs29u/fj48++kgfrKakpKBDhw4YP348gEcjUTMyMpCSkoKVK1datd0LFy5g2LBh+OGHH/ST5DqTrMHqs88+i+nTp6Ny5cqoW7cuDh06hFmzZuGVV14B8Gj4b1JSEmbMmIHq1aujevXqmDFjBkqVKoW+ffvKmXW72NtgKfp5WxobcjeanMERASp7VEkKNvDJHLXVrbr8skyTHGy5XlhWSY2KTvhqbiRofn4+Dhw4gHHjxhksT0hIMDu5bGZmpsFktADQsWNHLFy4EPfv34e3tzcyMzMxcuRIozS6AFfqdh8+fIjExES8/fbbqFu3ruWddhBZg9XPPvsMkyZNwtChQ3Hp0iVERERg0KBBmDx5sj7NmDFjcOfOHQwdOhTXrl1DbGws0tLSVPmOVWdx1dDgottQUqOMPankTGwckSVKqgttVXgfWN7JEZx1XfALFlKKZr2BQB/LafLyAayG0fw5U6ZMgVarNUp/+fJlFBQUWDW5bE5Ojsn0Dx48wOXLlxEeHm42jW6dUrebnJyMkiVLYvjw4Rb325FkDVbLlCmDlJQUfVRvikajgVarNXlC1UgplberZiV2ZiPOkQEqe1TJFDaGyBx3CFDNYeBK9nDVtcGgldTk3LlzCAwM1P9e3Pw61kwuay590eVS1mkpzYEDB/Dpp5/i4MGDFvPiaLIGq+T+bJ1Iyhxn9KAyUKXC1Nbw4cQ8ruXOQaopDAgcz5llyNXnydOuByJbBQYGGgSr5oSEhMDLy8uoF9XS5LJhYWEm05csWRLly5e3mEa3Tinb3bFjBy5dumQw2VJBQQFGjx6NlJQUnD59utj9swWDVTfgCY0IZw3zZaBKarp+5GoYchZyNso9qbdVzefalV8uKOU4sX4id+Lj44OYmBikp6cbvFYmPT0d3bp1M/mZuLg4bNiwwWBZWloamjRpAm9vb32a9PR0g+dW09LSEB8fL3m7iYmJaN++vcF2OnbsiMTERLz88st27LVlDFZVzFMqZ/amkjM4+vqxZ6IQpTT6LPHEBqEazosc1FAWijt3Sp6DwRGcHbS62/EiUpJRo0YhMTERTZo0QVxcHBYsWICzZ8/q35s6fvx4XLhwAUuXLgUADB48GHPmzMGoUaMwcOBAZGZmYuHChfpZfgFgxIgRaNmyJZKTk9GtWzd899132LJlC3bu3Cl5u+XLl9f31Op4e3sjLCwMNWvWdNrxYLCqQkpvJDiKp/Smynk+PbnBoYR9V0IerKGGIMVR1HZuXE2pw4OlnjdPOb+ecs16yn6SZ+jduzeuXLmCadOmITs7G/Xq1UNqaiqioqIAANnZ2Th79qw+fXR0NFJTUzFy5Eh8/vnniIiIwOzZs/WvrQGA+Ph4rFq1ChMnTsSkSZNQrVo1rF69Wv+OVSnblYtG6J7AdVN5eXkICgoCUnOBgOLHiruKtd/6ugOpjQNHB6lKC051lHyOPaUhR7ZRctm1F8u+9ZRSHnjuLFPCaBJnUko5JIlu5QGdg5CbmyvpWU4l0cUWuRJnAw5aDVXup1IwWCWXkHJT85QgFVDfTVVpjRJSBiWVY5ZReXGEiDo44zwp5fgrqT4iCRiskkQMVsmpiruJeeLzqGq+oSqlUeIJLJUTJZ0HZ5dnJe0rFY+z0aqDO/ayqvne6pEYrJJEDFbJaVwdqCo5SFXKTdTSObEmj0pomLgbe8uIUs6JtfuhlHzbQy1fLLiSq+o8Tz2+juLI8yTnuVDKPZaswGCVJGKwSg7H3tR/Ke0Gau7cMFCVjzsPy3NnjjhvnnCe2POuHmot00q7z5JEDFZJIs4GTA4jR5BK1rH1ps4GoX1c3ZhS0ytx1MaR59LUutztnDl71uBNP/V0u2MmF6XO8Ky0/BCRa7FnleymhCDVmT2rtg7xc4cbLBuB1lHbOef5tQ6fx7QPe1nVw5Zz5ejjr7b6lKzEnlWSiMEq2USO2X0tcUawau/QWDXfaNnoM0/N51UKnnvTONutY/BZVvWQ6/EQd69jlUTWtguDVZKIwSpZRQm9qEXJHai6Czbu/uWJ518qTy0nSigT7nLszR3LTi3Xus2EP+5Cyvlw1HFWwjXmKaw5Z047LwxWSSI+s0pGbLnx8HlU9WFDzhgbS8UrfIw8qQw5OpCyhVqfRZZ63OQ+vmQ9Bqrur/A55nkiOTBYdQatmf8rmK03HHfpSfU0amvsugJvwtZTa/BkK6VMQKPE4y73MTGFky+pgxLLDpnGwJXkwGDV0bQmfi+6TGaOuHnL1ZPKQNU8JfT8yMXa3j42Yh1LicGTJ5D7uHtqfeNJeE27H0edU09uc5Br8ZlVR9NaudxFHHnDUfvESVK5ayXsyY0PpZxTOWeRlnr++Zoj85RSjnTkPOZKOxameEKZVDM1lCF34Yxrwebzx2dWSSL2rLqKFi4PWJ1RKTkzUGWvqfO5U6NNau+o0hpCxeXZmd9WW3P+bRnu5U7lSy3kPuZq6F0pmj+5jxn9S+llx5lc/aWls8q9GuoAUjcGq46klXfzaroBqyEwdbcKWE3lwxJrhj4q7fzJfQ5sHTZq7llNufdHDkoqU0o5/mqrK+UePk0k5UtLHSW885ZITgxWHUVr59+tJEdFZE+vqhqCU1PU1ghzZ7bMQquk86ekxoOtz+y6ah+UOOOwXOVIKfvvjhi0ykspdbMr2FPGLN3Hiv6NZZncEYNVFVJLZaTWALUoJQU8tlJLmbHE1n1wh/PnDGqZZErugMLVZUcN58QUNV9narkW3Ilay4q1HDmZkbO3QaRUDFadTeu4VcldIemCT0s9rO4SoBal5oYYwMaY2s+fpzF1vuQOWp3NXfdLLdy9fJHreUpZ4r2VnI3BqqNo8W9gqjWbymZKqvTcNSAtDgMedVPL+VNDHl3B3Ply5Rcv9pwLU8+cKakeJ9M8/Ys9V2AdR0TWKCF3BtyKFrJPskRE5qmhEWrNxBvO3I4SmMuj0hu7RfPdqeVaVRxvIsXTFvlRKE+53pVeF6vZ3LlzER0dDT8/P8TExGDHjh0W02dkZCAmJgZ+fn6oWrUq5s+fb5RmzZo1qFOnDnx9fVGnTh2sW7fO6u1qtVrUqlULAQEBKFeuHNq3b4+9e/fat7PFYLCqAp5S6akBzwU5g9RZdnXL7S2H7lCON/3U02kNJXvWrZRj68zj4+7kOG6D8YX+h6yghaKDVnfG+sV5Vq9ejaSkJEyYMAGHDh1CixYt0KlTJ5w9e9Zk+qysLHTu3BktWrTAoUOH8M4772D48OFYs2aNPk1mZiZ69+6NxMREHDlyBImJiejVq5dBoClluzVq1MCcOXPwyy+/YOfOnahSpQoSEhLwzz//OO14aIQQwmlrVwDdi3uRmgsEqO9lvEpp+JAhNVbSLEuPKG1W1+KGHZobQqr2YMpaUvbXEftmb/lQ0vF19ZBWNdaL5jj7uBUXlMr9uI2zyo5dZURr499koKR6wBkccq3fygM6ByE3NxeBgepqn+tii9zeQKBPMWnzgaDVwLlz5wz209fXF76+viY/Exsbi8aNG2PevHn6ZbVr10b37t0xc+ZMo/Rjx47F+vXrceLECf2ywYMH48iRI8jMzAQA9O7dG3l5edi0aZM+zdNPP41y5cph5cqVNm238LHYsmUL2rVrZ/lg2Ig9qwrm7pUdEUkb9utJQ3/NkfpeXXt6FB3RAFNSwObq883hzqYVDkzV0HuqpDJMysPyUcibAEYX8/Pmo6SRkZEICgrS/5gL/vLz83HgwAEkJCQYLE9ISMDu3btNfiYzM9MofceOHbF//37cv3/fYhrdOm3Zbn5+PhYsWICgoCA0aNDAZBpH4ARLRDZQy2Q9pBxyT9ziDkFEcftQ+JrUHW8pQ6w9rZfa2XTHRa11pKPOa9Eg1drPurp31dnv63Rar6rCsF4gU0z1rJpy+fJlFBQUIDQ01GB5aGgocnJyTH4mJyfHZPoHDx7g8uXLCA8PN5tGt05rtrtx40a88MILuH37NsLDw5Geno6QkBALe28fBqtENlBrI0ytzDX0rG3MyXnepAz1LS6do7frbqT2vjp7G/SIWifIcgSl954WpepzopU7A4bk/mLSmVRdTmQWGBho1XBnjUZj8LsQwmhZcemLLpeyTilp2rRpg8OHD+Py5cv48ssv9c++VqxYsZi9sg2HASuUu1Z07oCVtesUN2TOmgahuwWqrhw+TI/weDqGOx9HRw7zdUXAa2rYvOLOj1buDBDAto+rhISEwMvLy6g389KlS0a9njphYWEm05csWRLly5e3mEa3Tmu2GxAQgMcffxzNmjXDwoULUbJkSSxcuND6nZWIwSqRFVhZu4Y1Db7i0qllVlRbGoimAlIGqYZ4LJSJ50UaZwWsrq4XnbYtrXNWay813HOksHceALKej48PYmJikJ6ebrA8PT0d8fHxJj8TFxdnlD4tLQ1NmjSBt7e3xTS6ddqyXR0hBO7du1f8ztmIw4AViDdx5WFF7XzOaJSp4bw54npnneF8PMaOp8Rn/+05z2oZ+mvqmKv9OWNTCp9Ld9ovV+DxkteoUaOQmJiIJk2aIC4uDgsWLMDZs2cxePBgAMD48eNx4cIFLF26FMCjmX/nzJmDUaNGYeDAgcjMzMTChQv1s/wCwIgRI9CyZUskJyejW7du+O6777Blyxbs3LlT8nZv3bqF6dOno2vXrggPD8eVK1cwd+5cnD9/Hv/5z3+cdjwYrCoMG0TK4uoK2xOf8XJ5A09b5F8iIg9hKVBVHa35P6l2nxTAndsbatG7d29cuXIF06ZNQ3Z2NurVq4fU1FRERUUBALKzsw3efRodHY3U1FSMHDkSn3/+OSIiIjB79mw899xz+jTx8fFYtWoVJk6ciEmTJqFatWpYvXo1YmNjJW/Xy8sLv/32G5YsWYLLly+jfPnyePLJJ7Fjxw7UrVvXaceDwSqRGUoJVAv/jTcRY1bPmKkt8uNkbDSpH88hycWRMwKbu3+ockIgrfSkvG+SGg0dOhRDhw41+bfFixcbLWvVqhUOHjxocZ3PP/88nn/+eZu36+fnh7VrXV9XMFhVENXdLNyYUm9utgatSi1btvaqzscg+17toLXtY9ZS6nEn6ZRyDgtfK65+pYlSKelLPGeMEHFFoGptGlloYdWXi0q5ZtVKicPzybMxWFUAVqzKIkclbW0ZkPosjruVrcKNN6U32N3t2KuVuzW6lF7urWVrw7jw9eWooNVdr1lVB6o6WulJC/cUK36/bMQvr8iTMFiVmbveHMl1WIaITHOnhqraGqS6Yy+lfrI2YDW3TjX0CHU9kqb///oGCTLmxJAajp015N4XR96Xi+u1Z+BK7s6qYFUIgYyMDOzYsQOnT5/G7du3UaFCBTRq1Ajt27dHZGSks/JJRB7MlhuwUt+rSp7NruHrKlD0urP1PcLmSF0HZ4L9l6VA1FQPNSmHtcPL3b1+Ic8kKVi9c+cOPvnkE8ydOxdXrlxBgwYNUKlSJfj7++OPP/7At99+i4EDByIhIQGTJ09Gs2bNJGfgwoULGDt2LDZt2oQ7d+6gRo0aWLhwIWJiYgA8CpCnTp2KBQsW4Nq1a4iNjcXnn39u/6xTWsg+GyhvDOTp3PGm6mnXtVInZ3FEgOKI/TLV2JTaoHS3hqepwNXRgaSpcyal11CJZdiRTB1vd99nuTjquNr6HLS99Yanf7lDyiMpWK1RowZiY2Mxf/58dOzYUf+C2cLOnDmDFStWoHfv3pg4cSIGDhxY7HqvXbuG5s2bo02bNti0aRMqVqyIP//8E2XLltWn+eCDDzBr1iwsXrwYNWrUwHvvvYcOHTrg5MmTKFOmjPQ9LUxr28eISB08+WbrqiFhhY+x0hrASjn/lhqbxTUo1fLOTlvZ+5yqrZ9VStmQi7sN91UauQPVwp93py+6yLNJClY3bdqEevXqWUwTFRWF8ePHY/To0Thz5oykjScnJyMyMhKLFi3SL6tSpYr+/0IIpKSkYMKECejZ81HlumTJEoSGhmLFihUYNMiOC1Fr+0eJHEkJjXt34unDfz29geKo86+Ec6k2agiC1BS0OjvgUOqoCCKiwkpISVRcoFqYj48PqlevLint+vXr0aRJE/znP/9BxYoV0ahRI3z55Zf6v2dlZSEnJwcJCf9OQuDr64tWrVph9+7dJtd579495OXlGfwY0UreHfIwSnq3KllPDQ1Qd8by/C97e0bmY5DDA5VNP/U0+HH0ep3J0WWrU8u1LK9gnelISitP7j46gzyH1bMBHz161ORyjUYDPz8/VK5cGb6+vpLW9ddff2HevHkYNWoU3nnnHfz8888YPnw4fH190a9fP+Tk5AAAQkNDDT4XGhpqtvd25syZmDp1qhV7JB9+q6ksfO0Bkfo5YpijO13Llo4F70HKP9fO6F0teo2wHCgLg0wiQ1YHqw0bNoRGozH7d29vb/Tu3RtffPEF/Pz8LK7r4cOHaNKkCWbMmAEAaNSoEY4fP4558+ahX79++nRFtyeEMJuH8ePHY9SoUfrf8/LyOEuxlTx9Igpr8XgoA3sI5KeURq8anstzxXBtqe/XtOecKf04K5U1r61xxfOHRc+jEq5jNVHKs6pE7sjqYHXdunUYO3Ys3n77bTRt2hRCCOzbtw8ff/wxpkyZggcPHmDcuHGYOHEiPvroI4vrCg8PR506dQyW1a5dG2vWrAEAhIWFAQBycnIQHh6uT3Pp0iWj3lYdX19fyT27SuCsxp0zGxCW1q3WG5ytx0ut+0vkLNa8X5Ocx9ykV6bqOlvPmasCVTWUpfkYJCnQWN8gweBdq1K5esIcpU2apmRKPj62lBs1fNlHnsXqYHX69On49NNP0bFjR/2y+vXr47HHHsOkSZPw888/IyAgAKNHjy42WG3evDlOnjxpsOz3339HVFQUACA6OhphYWFIT09Ho0aNAAD5+fnIyMhAcnKytVn3CK6oYCxNUGFqWdGGkpT337my8megSmS94ho0SullVSJXBB2Fz4/UOs7aoJWNWttY06tamC4YdvUkavaOtnLnMsI6jsj5rA5Wf/nlF30wWVhUVBR++eUXAI+GCmdnZxe7rpEjRyI+Ph4zZsxAr1698PPPP2PBggVYsGABgEfDf5OSkjBjxgxUr14d1atXx4wZM1CqVCn07dvX2qy7PaXeECy9JF7KZ8zdDBzxza8nBqpyNXhs5dCgRytxGUli6ryYeqWNHNeLPYGUI8qcuZ42V153rggmnT27rprrWmdRUh0u5f7srpxRNqX20Dsbv4giJbE6WK1Vqxbef/99LFiwAD4+PgCA+/fv4/3330etWrUAABcuXDA7TLewJ598EuvWrcP48eMxbdo0REdHIyUlBS+++KI+zZgxY3Dnzh0MHToU165dQ2xsLNLS0mx/x6qbcudKxVHBrTXrs4SNJ9cx1TNUXIBkktbKv1lKTxaZCl6KG3Hhrgo3PJUQWEhh63lR0yth3IWS36VpqRy5QxlxZv3lyIDVnvLBgJWUQiOEENZ8YPfu3ejatStKlCiB+vXrQ6PR4OjRoygoKMDGjRvRrFkzLFu2DDk5OXj77bedlW/J8vLyEBQUBKTmAgGBcmfHLE5woR5qb2QruYFTmEPKtdZ1n1N7uXAWKefRWcfOnjLkLufT2mPgiP125D1JbedBrl4xa+p0R7cZXD2ySU6uLI+OKEv23uudeo5u5QGdg5Cbm4vAQOW2z03RxRa5O4HA0sWkvQkEPQVV7qdSWN2zGh8fj9OnT+Obb77B77//DiEEnn/+efTt21ff25mYmOjwjLo7qRVC0YpSjZW9mqmt4WSKnIGq1OGVdpVrre0fNViHI9ZDkjhrJlK5hwITuYpavoQsTE298XLUBUoYEszeVVICq3tW1caRPaue/GwGuUegqgayB6o2rkup5UMJw1Dl6mnjkP9HbP0y1FXbtUSN50DpvatK7vlWentKjvJoa3lyZJ1vzXmR/IU0e1ZJohK2fGjZsmV46qmnEBERgTNnzgAAPvnkE3z33XcOzZxSdGq51uLFp/t7cT+kXjx/rqH0hoolSsx74UaO3N/QO8qmn3qa/SmazhHbItt5ar0p1xdDUq5xpZdppbeZ5Dh+1pan+Rjk8DJozQzhUtO1b77eniy5vblz5yI6Ohp+fn6IiYnBjh07LKbPyMhATEwM/Pz8ULVqVcyfP98ozZo1a1CnTh34+vqiTp06WLdunVXbvX//PsaOHYsnnngCAQEBiIiIQL9+/fD333/bv8MWWD0MeN68eZg8eTKSkpLw3nvvoaCgAABQrlw5pKSkoFu3bg7PpJwcWWGqacgLPaLUGyaZoS3yr73rcsR6yGVYtyoPhxEa0wUSav8Cydn3R6VO0iTHLOemhgS7+ksRS9cy20qOtXr1aiQlJWHu3Llo3rw5vvjiC3Tq1Am//vorKleubJQ+KysLnTt3xsCBA/HNN99g165dGDp0KCpUqIDnnnsOAJCZmYnevXvj3XffRY8ePbBu3Tr06tULO3fuRGxsrKTt3r59GwcPHsSkSZPQoEEDXLt2DUlJSejatSv279/vtONh9TDgOnXqYMaMGejevTvKlCmDI0eOoGrVqjh27Bhat26Ny5cvOyuvNtF11bfPXQbvwFKyTDZRFG/cysZK1/nMPQ/o8GtD69rPK7HsuNswYDko8bxKJdcQYGvzYekxGzUff0ucEaxKuc49cXi2M+sgRx8Lc3V24fKilPrcnn2/n3cbW4ISVTk81tnDgGNjY9G4cWPMmzdPv6x27dro3r07Zs6caZR+7NixWL9+PU6cOKFfNnjwYBw5cgSZmZkAgN69eyMvLw+bNm3Sp3n66adRrlw5rFy50qbtAsC+ffvQtGlTnDlzxmQg7QhW96xmZWWhUaNGRst9fX1x69Yth2TKmaS+1sSZFTF7WJVJbTdfOTjqvZEuO9ZayNo7qoRAUQmTrqi9d03O98V6guIes3HWBFxyc8YEOmqcaEntXPWFiq68yH1+3eX6c7W8vDyD3319feHr62uULj8/HwcOHMC4ceMMlickJGD37t0m152ZmYmEhASDZR07dsTChQtx//59eHt7IzMzEyNHjjRKk5KSYvN2gUdBuEajQdmyZc2msZfVwWp0dDQOHz6MqKgog+WbNm1CnTp1HJYxubjyIrSnAceAl1zNXKPKkQGZU4IaLVwSsJqqO5QwmyM5jtp6+ZTSq2rPdk3tg6kvDxzV20PuydlfmDmybrB0L5U7UCVDqU+0RalAy6HU7bwHALYiMjLSYPmUKVOg1WqN0l++fBkFBQUIDQ01WB4aGoqcnByT28jJyTGZ/sGDB7h8+TLCw8PNptGt05bt3r17F+PGjUPfvn2d2jtudbD69ttv44033sDdu3chhMDPP/+MlStXYubMmfjqq6+ckUe3ZksFWrhCZNBKSqGEXkQl4vF4RO29q2Sfouffme9zVVNPuBq/0FLDcZWD2r7MItc6d+6cQUBnqle1MI1GY/C7EMJoWXHpiy6Xsk6p271//z5eeOEFPHz4EHPnzrWwJ/azOlh9+eWX8eDBA4wZMwa3b99G3759UalSJXz66ad44YUXnJFHt2dNwMmKkOQitVGlhGFKSmbuGPKYKZca610l3k+s/cLC3i831BI8uDpg5RdHzuOsMueoR3BIPoGBgZJ6H0NCQuDl5WXUm3np0iWjXk+dsLAwk+lLliyJ8uXLW0yjW6c1271//z569eqFrKwsbN261enPHFsdrALAwIEDMXDgQFy+fBkPHz5ExYoVHZ0vj2QpaFXDDdfTuaJhJHePgSsaVbI0pLbtBdrEOny11hwrpUye4UxKaSS7e32qxEC16HaLq8scVU7UFLAC9k+65Oy6Qw3HUm6OLnOWHsFx13uFJ/Px8UFMTAzS09PRo0cP/fL09HSzb1yJi4vDhg0bDJalpaWhSZMm8Pb21qdJT083eG41LS0N8fHxVm1XF6ieOnUK27Zt0wfDzmRTsKoTEhLiqHxQIbwZyEPpjZrCjTc58+qqgBVwUINVa/8qXE3uVxQ4k5wBq5Kvb0+lhC8vlMSe+tWZ9QSvHXk4+l5r66zc5FqjRo1CYmIimjRpgri4OCxYsABnz57F4MGDAQDjx4/HhQsXsHTpUgCPZv6dM2cORo0ahYEDByIzMxMLFy7Uz/ILACNGjEDLli2RnJyMbt264bvvvsOWLVuwc+dOydt98OABnn/+eRw8eBAbN25EQUGBvic2ODgYPj4+TjkekoLVRo0aWRwnXdjBgwftyhARGVNag85Vw9Zc9ky2A3pVi36BUNzx6XokTf//9Q0SLKR0v2/Q5QhYPaURpuReVTmocV9t6WW1tn6w5hpU4zEk04o773KP3qJHevfujStXrmDatGnIzs5GvXr1kJqaqp/cNjs7G2fPntWnj46ORmpqKkaOHInPP/8cERERmD17tv4dqwAQHx+PVatWYeLEiZg0aRKqVauG1atX69+xKmW758+fx/r16wEADRs2NMjztm3b0Lp1a6ccD0nvWZ06dar+/3fv3sXcuXNRp04dxMXFAQD27NmD48ePY+jQoWbfwyOXou9ZdVdKC2bUTGmVtNqGhTtrOKvVZVzrgI1auQ5LwWrh4NSc4oJWU6w5xkpqiLiyznL0/ip15lm1BaquKANK2l97ubpuddSxU8qXbWr7gkzKlxW2HFd7JvW0tC5r99cd3rO6MlfabMB9graqcj+VQlLP6pQpU/T/f+211zB8+HC8++67RmnOnTvn2NwRkUHvotIbXoqZ1VIrz2bNnSMpgaounS0BqxRK+0LLVb2rzrhmCuddKV8AKO38KoUa6k2pnBXwOfv4KCFQJdsVruOKBqem6kLd34gcpYS1H/jvf/+Lfv36GS1/6aWXsGbNGodkikhO1jb6XNVIZOUvkVbuDBjSB6ofF/NjA1sagcWVo00/9TT4cSZnl2lnrr/ouuUKFl1xntSOx4cA9d1DlRbkW9MDz2uOHMnqYNXf39/gYVydnTt3ws/PzyGZIjejlTsD1pNa0bJC/perelUtNji0LslCsXTHwiBQLc7/TyO1F7bwdmxVNDA1VZ6dHbiqrQFZmK5nQffjao4czkdE6mJrMOuqeoDtI3IUq2cDTkpKwpAhQ3DgwAE0a9YMwKNnVr/++mtMnjzZ4Rmk4im6QtDKnQHbWRrex+EuxgpPuuTMb4TNlnethA9v2/vv/53wqpri7FpmvKx5YqFfPgYw2rrhwNY+D2ZPfeGsIZVKeaWNu3OnIbFEnkBpvauFFa2zTdXjrHPIEawOVseNG4eqVavi008/xYoVKwAAtWvXxuLFi9GrVy+HZ5DcgNb1m3TkED02oqVT8o3VIFDV/e7ggLVwuZPaq6oLYA2CVjj3+VV7qClgZUNJuVivkjvztHpHt78MWMkZrB4GDAC9evXCrl27cPXqVVy9ehW7du1ioErGtK7fpBzD8djocr5ij7G2mBUUDVSlsLBOW8qYqV5Vk38vFNxaMyTYHTjj2pX7+nTW9m1dr9zHQ4eNVyL3UXiSJVPtMKXUO6RONgWrxZHwNhzyFFrXbcpS48fZDSNWxDLSunZzhb9BNsXgOVIbJ06ylqtnYXZmeWfA6nyclIk8Ecu8cxXtQS0atPL4k60kBau1a9fGihUrkJ+fbzHdqVOnMGTIECQnJzskc1Q8xV78WigmUCV1s1jGtS7LRrEcUQbN9a56Wg+rMyi2rpQRJ9ciImdjwEr2khSsfv755/jkk08QGhqK3r1748MPP8Ty5cuxZs0afPXVVxg1ahSaNm2KRo0aISgoCEOHDnV2von0pDR4HFFByjXjJ5mhlZjOliHAFph6p1xRzgguLa3TIc8Ka+1fhdLJ0aNY+D3JSmcpeFV7b6ya807kaM5qy0h5vQ2vRbKWpGC1bdu22LdvH77//nuEhYVhxYoVGDZsGF588UVotVqcOnUK/fr1w/nz5/H+++8jMDDQ2flWrcH4Qv/j1rRyZ8Cxig5tsfR3chy7Zv61RzHrNzULIuDg4bgmhhA7tYdVC6tGRKi5wSFHwOroOkKuOkftQSt5JpZZ+TFgJVtZNRtwfHw84uPjnZUXt1e0IWvtKyfImCt6VYubKICBqu3c6YZl9G5VG+1aZjwzsMtoZdquDCy9mkoN5L521FYPKj1/RO7C0uy/hWcL3rKrqyuzRSpm9atryLEKB7AMXJWHgapzyN3QBuCw19ZILQPNE4ufEdjI/3/vKjmP2oNWpTB1TSvlmColHyQPOe43fF2LeXyvNlnLY4LVLbu6olOnLXJnwyL2tCqHlG8FeSOyjUtvUg5+ZY05UntVbQpYiyFXneFu5Z/XteOxQUpyYxmUR3HBeqeWa7FpU3sX5ojUzGOCVXfEStixpDZS2ZiVmVb+dRcuA9Y+p6ob4uuooNXdvuSSu15TS9DK3gkiUrP2zddD2V1IpBQMVhXGUsPTXRomphqBzto3qetVcsO08D4oOZ9Op3XguuwYAmzuHFj7rKqtQWvXI2lY3yDBqs/IVXcUDeTVFFRzGB+RurlLm0ltWG+So0maDdgdtG++Xu4sSGqoWUrjDhWApeG1tuyfo15Jo2TuNIOeovOvtf4jhYMxkwGkhOdNZZtMyclsmRlZaeVD6TPfKr3uUgIeI88k93XrCeVO124r+kPkaDYFq3/++ScmTpyIPn364NKlSwCAzZs34/jx4w7NHLmWsysaKet2ZMBa3M1KTRVr4bzKfROWhVbiMicrrrxY2+Op0zzR8Mdarn4VVnHHwVx+1PrKLo+85ojsIOcr+uS+XtXSrrCHJ+wjKYfVwWpGRgaeeOIJ7N27F2vXrsXNmzcBAEePHsWUKVMcnkF3o/RhcM6s5J05JLfoy+wtvZhajiDVmuMqJa3cN2OX0pr4XWvmb4XZMrmSGabKjOSGGGfzdQtKvebYaCSlUeuXUo7gCdejJ+wjKYvVweq4cePw3nvvIT09HT4+Pvrlbdq0QWZmpkMz567mY5DZoNVSJe/sxpJSG2P2UtPwFHd4xtaptBKXWWLl86pqP9aOvq5t7VUtjhrqHzXkkf6l9mtXjUy9T96VeI1KZ8v1wWvKdebOnYvo6Gj4+fkhJiYGO3bssJg+IyMDMTEx8PPzQ9WqVTF//nyjNGvWrEGdOnXg6+uLOnXqYN26dVZvd+3atejYsSNCQkKg0Whw+PBhu/ZTCquD1V9++QU9evQwWl6hQgVcuXLFIZnyFJaCVnIv1lbwlm64Hnuz0DpgHeYCVTPrdtixHl3oh+SjNfFjJaU/x0rkqeS+Lt393uzu+6ckq1evRlJSEiZMmIBDhw6hRYsW6NSpE86ePWsyfVZWFjp37owWLVrg0KFDeOeddzB8+HCsWbNGnyYzMxO9e/dGYmIijhw5gsTERPTq1Qt79/47Ck3Kdm/duoXmzZvj/fffd94BKMLqYLVs2bLIzs42Wn7o0CFUqlTJIZlyZ7rnOAp/26gLWBm8OofcNzBziubL0u9qbyDblX8tbAtUiwamdswAbIq5a9XW51atYc3Mw+ZGFjhjtEFxvSiy129aM8tMLSdVY8NaHkWvcdmveRdheSNHmjVrFl599VW89tprqF27NlJSUhAZGYl58+aZTD9//nxUrlwZKSkpqF27Nl577TW88sor+Oijj/RpUlJS0KFDB4wfPx61atXC+PHj0a5dO6SkpFi13cTEREyePBnt27vuPblWB6t9+/bF2LFjkZOTA41Gg4cPH2LXrl1466230K9fP2fk0W1YGh6jpArdmcNmOcz1X4UnTLI0SZRaX11T3PPDLtEm9t8fc7S2r97qgPVj27dVHCnD7Uxd264qU8XVcbKXba11yZX05ZHsx46oEN0X765s18h5PXrC9ecJ++hseXl5Bj/37t0zmS4/Px8HDhxAQoJhOyIhIQG7d+82+ZnMzEyj9B07dsT+/ftx//59i2l067Rlu65i9XtWp0+fjgEDBqBSpUoQQqBOnTooKChA3759MXHiRGfkkVzEVGXkLi+ed5d3JqplP9yhzDjFaDgsYLXlfavmSL3OLZU9S8Gykr6Ms0hr5v9mKOV65PVmSAnnhDyD2sualLpf7fvoTAvxMrxRymKa+7gNYCsiIyMNlk+ZMgVardYo/eXLl1FQUIDQ0FCD5aGhocjJyTG5jZycHJPpHzx4gMuXLyM8PNxsGt06bdmuq1gdrHp7e2P58uWYNm0aDh06hIcPH6JRo0aoXr26M/Ln1pTQgLPmdTKOahAppYHnrgbjC1nLlqc1nOdjkGJmv9Tlw5bz76wvppRQz9lECw4PJiKz3KUd4y77oXTnzp1DYGCg/ndfX1+L6TUajcHvQgijZcWlL7pcyjqt3a4rWB2s6lSrVg3VqlVzZF7cmlKH/BI5mrv0xktlLlBd3yDBqmdLTeKETI6nLfKvnfjlm7LwXHgmV7+HnOWMrBUYGGgQrJoTEhICLy8vo97MS5cuGfV66oSFhZlMX7JkSZQvX95iGt06bdmuq0gKVkeNGiV5hbNmzbIpIzNnzsQ777yDESNG6B/2FUJg6tSpWLBgAa5du4bY2Fh8/vnnqFu3rk3bIGNyBRVSGniODHo86caihC9DXN1wcCW7e1GlDgWWEKiaGwrsjN51V1xDLv2iQ4viA1YpaWTmjteYrTypnifTXFGHsJyRM/n4+CAmJgbp6ekGb19JT09Ht27dTH4mLi4OGzZsMFiWlpaGJk2awNvbW58mPT0dI0eONEgTHx9v83ZdRVKweujQIYPfDxw4gIKCAtSsWRMA8Pvvv8PLywsxMTE2ZWLfvn1YsGAB6tevb7D8gw8+wKxZs7B48WLUqFED7733Hjp06ICTJ0+iTJkyNm1LDqYmVlLSMD256PbF2RU/byzycVmZ1cL884aF/2/qcxbY22tWOJA06GUtLmB1QI+qIwJWXjvK5k73A3uxrJKOM+87LGfkCqNGjUJiYiKaNGmCuLg4LFiwAGfPnsXgwYMBAOPHj8eFCxewdOlSAMDgwYMxZ84cjBo1CgMHDkRmZiYWLlyIlStX6tc5YsQItGzZEsnJyejWrRu+++47bNmyBTt37pS8XQC4evUqzp49i7///hsAcPLkSQCPem7DwsKccjwkzQa8bds2/c+zzz6L1q1b4/z58zh48CAOHjyIc+fOoU2bNnjmmWeszsDNmzfx4osv4ssvv0S5cuX0y4UQSElJwYQJE9CzZ0/Uq1cPS5Yswe3bt7FixQqrtyMnJfR0kXvgjdICLazrCZOazkGMekDNvXfVgUN/XfksraPqOZeVca3jViVX0Mj64BEeByJyJ71790ZKSgqmTZuGhg0b4qeffkJqaiqioqIAANnZ2QbvPo2OjkZqaiq2b9+Ohg0b4t1338Xs2bPx3HPP6dPEx8dj1apVWLRoEerXr4/Fixdj9erViI2NlbxdAFi/fj0aNWqkj/leeOEFNGrUCPPnz3fa8dAI3RO4ElWqVAlpaWlGQ3GPHTuGhIQEfaQtVf/+/REcHIxPPvkErVu3RsOGDZGSkoK//voL1apVw8GDB9GoUSN9+m7duqFs2bJYsmSJyfXdu3fPYDrovLw8REZGon3uMngHWp6xy5mKNhptbdi56zfplhob9u6zGhoylvZRDfk3RzHlVStxmQlFj789AaDdz7CaIGVGYGvqG3tHPKimrtM6Np2c16lirjMXU3PdSM7FnlXlu593G1uCEpGbmyvpWU4lycvLQ1BQkKTYQs37qRRWT7CUl5eHixcvGgWrly5dwo0bN6xa16pVq3Dw4EHs27fP6G+6B3xNTaF85swZs+ucOXMmpk6dalU+XEFJM4Z6ErXcWNSST9XSwurXkjiDQyZdUrjCdZ1iR5VoHb9KTrTkWjzW5Gosc0TysDpY7dGjB15++WV8/PHHaNasGQBgz549ePvtt9Gzp/Rvss6dO4cRI0YgLS0Nfn5+ZtNZO4Xy+PHjDSaE0vWsKoGuEafYngYZWWro2fr8CW8spERyBKyufp2RI7bl8smWCv9LisV6nYrj6HpDyWWO70glTyDpmdXC5s+fj2eeeQYvvfQSoqKiEBUVhRdffBGdOnXC3LlzJa/nwIEDuHTpEmJiYlCyZEmULFkSGRkZmD17NkqWLKnvUbV2CmVfX1/99NBSp4l2JQaq5jly5l9W0J5Hd97NnnttkX9t5IhATMrQXVeuh/4/rX0f94R6Wi6s10kKTwlUN/3UU9K+sk4id2B1z2qpUqUwd+5cfPjhh/jzzz8hhMDjjz+OgIAAq9bTrl07/PLLLwbLXn75ZdSqVQtjx45F1apVERYWhvT0dP0zq/n5+cjIyEBycrK12SY3p9QbCjmfqXNv9tU5WhdkyA143PWklTsDVLjMFb5uPa4sks08IVBl8EmeyOpgVScgIMDoVTPWKFOmDOrVq2e0zvLly+uXJyUlYcaMGahevTqqV6+OGTNmoFSpUujbt6/N2yV1sjQkUIk3FHLuTVXp51zX++rM59St7VWVOhRYScfWKUOBtY5dndzU3ni19GUTkVTuGKiq/domchSrg9U2bdpYfGZ069atdmWosDFjxuDOnTsYOnQorl27htjYWKSlpanqHavurmiFbm/las0kJUq4mZBpSglU5Xg3ceGA0FkTq3H4LxF5GlPtA2fU73K1LZx1r+Lkb6R2VgerDRs2NPj9/v37OHz4MI4dO4b+/fvblZnt27cb/K7RaKDVaqHVau1ar9op9ds1a74Rd8Q+sLIlpZQBc0GoqZ5Lc2ltnWiJgaqdtHCb3lWl3hukUsr1TMpkqnw7u8zLUSZdcR3b+0oyIjlZHax+8sknJpdrtVrcvHnT7gyRezL3PBKRkllzY7c0xNZRPaz2BKqKfY1MMeToHQdgU0DLhiA5kqtn8VYCT2ofyLGv7GUlNbL5mdWiXnrpJTRt2hQfffSRo1ZJbsrs5DduoOg+8abgOEo7lva+igqQ3rvK3lQH0xb5t+j/VcAd60/6l+7LLU8KWD2pTHvSvhLZy2HBamZmpsX3pRIVpbTgwx7mbjyWbkjutP+FucszRFK2aU0j0pbhwI4KUj2lsWs1reNW5a7XM7le0XrCkwJWuZnreXTUu94ZpBJZz+pgtWdPwwtNCIHs7Gzs378fkyZNcljGiNwdX88gjVIDVVtYCljJPNmGAisUjwXJxVTZc0R9qaQy7ai8KGmflGjLrq5yZ4FUwupgNTAw0GA24BIlSqBmzZqYNm0aEhLY4HIGNtSUzRHnxp2fI7Hn22V7j4k158ZVx99ZMwRb2h45l7teu+R6rqwbrGVpBJE91wDbN66jpLqqffP12CJ3JkgVrA5WFy9e7IRskBq5c4AlB3eZrc+aL1csvYbAHQNVV2KQ6hruWHaICpNSl7I9QETOYnWwWrVqVezbtw/ly5c3WH79+nU0btwYf/31l8MyR+SJ3Ommb2k/rHn1kTXU8C29M3pX3T045QgTItdy9vXG69m13KVdQZ7H6mD19OnTKCgoMFp+7949XLhwwSGZIvJ0au9lLS7fztgvWxs+ch1jRwWs7h6kKplar09SH1dPsmRLfWrNF60MVF2LdRWpmeRgdf369fr///DDDwgKCtL/XlBQgB9//BFVqlRxaOaUgJPgkJzcqZfVmdTa8LEnYGWQSuQ5lB6oKmn9ZIhtCFI7ycFq9+7dAQAajQb9+/c3+Ju3tzeqVKmCjz/+2KGZU4LCQ88YOBjjMXE+HmPL7Gn4mDuurjzmhRuhlgJXBqfKwmuSyJi5d407IkAtfM0x4C0e6yhyF5KD1YcPHwIAoqOjsW/fPoSEhDgtU0qjC1h54ZNcWP5cT45jzoCUPAXrM+nU3KvqqPUVLS98ht0yXl/kTkpY+4GsrCyPClR15LzwWSET8KgcsCwYcsbxUPvzwu5MKeeE9wNyFTUHqo5UOG+8F1qmlHqS7DN37lxER0fDz88PMTEx2LFjh8X0GRkZiImJgZ+fH6pWrYr58+cbpVmzZg3q1KkDX19f1KlTB+vWrbN6u0IIaLVaREREwN/fH61bt8bx48ft29liSOpZnT17Nl5//XX4+flh9uzZFtMOHz7cIRlTMvZykZxY/hzDnve/EpHtWH8Vz9WjLFxZ90k5/6byw/q5eLy23MPq1auRlJSEuXPnonnz5vjiiy/QqVMn/Prrr6hcubJR+qysLHTu3BkDBw7EN998g127dmHo0KGoUKECnnvuOQBAZmYmevfujXfffRc9evTAunXr0KtXL+zcuROxsbGSt/vBBx9g1qxZWLx4MWrUqIH33nsPHTp0wMmTJ1GmTBmnHA+NEEIUlyg6Ohr79+9H+fLlER0dbX5lGo3iXl2Tl5eHoKAgtM9dBu/AUg5Zp6uDBTVU0J5cQcp1fjz5mAP2H3dL73g19XdSBrnrQ0eUi6LPJksNTOTed0fgdWWaqefVXRGwuqpM2Xre3aHMu4rarq37ebexJSgRubm5CAwMlDs7VrEmtrBlP2NjY9G4cWPMmzdPv6x27dro3r07Zs6caZR+7NixWL9+PU6cOKFfNnjwYBw5cgSZmZkAgN69eyMvLw+bNm3Sp3n66adRrlw5rFy5UtJ2hRCIiIhAUlISxo4dC+DR22BCQ0ORnJyMQYOcU2dJ6lnNysoy+X9yPlbUZI7Sh6s680sdZweqRM5iKiiR8loSdyijSq2rlKxweVHbM+2OON+e/Gyq1AmleF2pQ15ensHvvr6+8PX1NUqXn5+PAwcOYNy4cQbLExISsHv3bpPrzszMREJCgsGyjh07YuHChbh//z68vb2RmZmJkSNHGqVJSUmRvN2srCzk5OQYbMvX1xetWrXC7t27nRasWv3M6rRp03D79m2j5Xfu3MG0adMckimlY8VAhcldHpR8I3fmM6VKXR+5L3uvdVtfU8Qy6t7MlYuiyx3xXmZSB6l1jdztD0+3ZVdX/TPU5n627OoKAIiMjERQUJD+x1QPKQBcvnwZBQUFCA0NNVgeGhqKnJwck5/Jyckxmf7Bgwe4fPmyxTS6dUrZru5fa/LmCJJnA9aZOnUqBg8ejFKlDLu9b9++jalTp2Ly5MkOy5wnU1vjxNOfo5T7218l97I6Mm+2HmNbelI9vUyTYzFQlYfSh/fLHYDKfe+yRKn5cjYpZVRp5ZiKd+7cOYNhwKZ6VQvTaDQGvwshjJYVl77ocinrdFQaR7I6WDWXoSNHjiA4ONghmfJ0nlpBk/2UHLTaw1FBqrO3627Hnf7l7HNraiiwO90L5Lg2zE3Sw+vU+Vxd97oLc8eNZVb9AgMDJT2zGhISAi8vL6OeykuXLhn1aOqEhYWZTF+yZEmUL1/eYhrdOqVsNywsDMCjHtbw8HBJeXMEycFquXLloNFooNFoUKNGDYOAtaCgADdv3sTgwYOdkklP4qkVtDtw5MvP7VU4D86e2EKps+oqoXHMBoZ7cMV5VNvziOR6aikj7hyoOvM+z/sFAYCPjw9iYmKQnp6OHj166Jenp6ejW7duJj8TFxeHDRs2GCxLS0tDkyZN4O3trU+Tnp5u8NxqWloa4uPjJW83OjoaYWFhSE9PR6NGjQA8etY1IyMDycnJDth70yQHqykpKRBC4JVXXsHUqVMRFBSk/5uPjw+qVKmCuLg4p2SSHMNcRajkG4MaKW1YlS0BlJLyb4q5iSeUdrN3155uT8JAVZ2UXodZy5llRGn3LKVyZl3AewQVNmrUKCQmJqJJkyaIi4vDggULcPbsWX2n4Pjx43HhwgUsXboUwKOZf+fMmYNRo0Zh4MCByMzMxMKFC/Wz/ALAiBEj0LJlSyQnJ6Nbt2747rvvsGXLFuzcuVPydjUaDZKSkjBjxgxUr14d1atXx4wZM1CqVCn07dvXacdDcrDav39/AI+i6vj4eH2kTurAipB0LAV3tjRYCg+rs/R5Rw2/K7oOa9cpR6OMQw/JHHNBCIMH0lHTlxms54rHY0TF6d27N65cuYJp06YhOzsb9erVQ2pqKqKiogAA2dnZOHv2rD59dHQ0UlNTMXLkSHz++eeIiIjA7Nmz9e9YBYD4+HisWrUKEydOxKRJk1CtWjWsXr1a/45VKdsFgDFjxuDOnTsYOnQorl27htjYWKSlpTntHauAxPesmnPnzh3cv3/fYJnS3pXkjPesOpOzGijFVY6O2C4rYENqaWzKMXzZUlkpLh9qHmLGa8Q+rj53jj5f1rxfVS31hzVcXf7NHUMlXodyvWdVx1HlTc31syWOfNxFieVPDu7wnlWk5gIBxeT9Vh7QOUiV+6kUVk+wdPv2bYwZMwb/93//hytXrhj9vaCgwCEZIyL3ZW54rLMDVSKpnF3WPC1QBTjCwBI19Z6a466BqjkcPk3kGlYHq2+//Ta2bduGuXPnol+/fvj8889x4cIFfPHFF3j//fedkUePIVevqi4NK13PJkcZsGcSJ2duj5THHc6dOwQk9nBloOoO5UVNHPWIh1LPm7MeYyGi4lkdrG7YsAFLly5F69at8corr6BFixZ4/PHHERUVheXLl+PFF190Rj7JRqwYyRI1lA9X5NHchE3F5cXahhV7lmyj9uG/pBw8t8bsvb4ceUyVHLCaorb8EqmR1cHq1atXER0dDeDR86lXr14FADz11FMYMmSIY3NHduFNmah4xV0nlv7OGbadj4EqkXLZc70U9+Wdkl4HZy/WK0S2szpYrVq1Kk6fPo2oqCjUqVMH//d//4emTZtiw4YNKFu2rBOySLawpWLkN4SeQU03TUfm1dqybc+21XSMlYp1kXtx9TXB+5k09hwjewNVqetVe9DK+wGRfawOVl9++WUcOXIErVq1wvjx4/HMM8/gs88+w4MHDzBr1ixn5JGsxIqRyJA1jRxeP/LibM3kTByK/y85AlVPCzhZ1ojsZ3WwOnLkSP3/27Rpg99++w379+9HtWrV0KBBA4dmjlyP30arm9q/gXYGHgt1kHKeHPFeYKnrJsfhsVUeBqrWsfQlh7l2E8s9kWNYHawWVblyZVSuXBnnzp3DK6+8gq+//toR+SIbyF0x8htreZg65qZunu5+bky9DkftjaPC3OX82XJOLDUSbV1ncesm9eOXr47niYGqLVivEDmO3cGqztWrV7FkyRIGqzZS0mx8RGpT+PpRW6NIan4Lp1PL9e7IwLS4z7jymWRnUlv5LY5Sj7Mns7WMMVA1r3AdxDJP5FgOC1ZJHs6oFPlttP1cdfyknn9r0qnt3Kstv4XZmnclNYocdfxdtS9KOGbkOqbqNI4Cso47HStnPirjTsepMCXdb8gzlZA7A2Q7JVYcag4cHGHTTz1d1ptE6uaIa0Xu601JgaqUdfA6cy2lHG9T+ZD72pGLtZPN2XsOzW3PEeu2RtHtuXr7auWp1wkpC3tWiWRianp+a28MUiZ9UPMNubj8c/i86WMg5yt/rOXIvJrqNVHTOXaXhqGajrknUcqs6Las21lDl6Xed1mmieQjOVjt2dPyxXz9+nV78+LRrK0w3aVR406knpPiXoLOGU6lUfM14Oy8q+XYOLt8unP5N0fuXkSlHnNPHw4sR6Aq5yRx1myruPuup5QRIqWSHKwGBQUV+/d+/frZnSFPZum1DOZeku3MvNjzPJ2nVe6OCFSlpFFrj5E9nNXQ9pTj58nUVBc5c0ZjVz2LrpZjXZiayoit5PjySs57lasmafM0nnCtkDJJDlYXLVrkzHyQCawUlE2O2UddMbSXN23n4rF9xFll2JN6z6ztPdJxdBlUw/G1tM/uXEas5ejj4Ij1OfLLYCmfZx39r6LtAV4rJAc+s0pO4e4VmpyvyXDFcZV7KKGzyVU23ekY2sPRx7+446r0+shVjfHC61HS5FjO5onXndz7rNQhv2Q/pden5H5kDVZnzpyJtWvX4rfffoO/vz/i4+ORnJyMmjVr6tMIITB16lQsWLAA165dQ2xsLD7//HPUrVtXxpyTJ5O7EWAtR91YzPXMWBq+Tv/icXnE1YFqcemKy4+zG2ZyPSvniIBV6Q1WR15zzp7IzJHs2W8lBiKWyqqz6xOlHQtLnHHuzB13JZYTcl+yBqsZGRl444038OSTT+LBgweYMGECEhIS8OuvvyIgIAAA8MEHH2DWrFlYvHgxatSogffeew8dOnTAyZMnUaZMGTmzT8VgZfaIEo6Bo89FcZNEFd4u8TjoKOFaKErKuXHW83dyP4PujkP+nTHXgpoa7I58JZbS9q0opefPVewZpmtPGVZi+Sf3JOt7Vjdv3owBAwagbt26aNCgARYtWoSzZ8/iwIEDAB71qqakpGDChAno2bMn6tWrhyVLluD27dtYsWKFnFknidTeENK9N7Xwj5oUvYm5mu5ddqZ+PIEay4wayHk9Onq7cl8Pcl+L9h5LR9XP9jTYlcLReVHSvhXljHKrxl5VU+fI2tEm9lw7Si4jnuDatWtITExEUFAQgoKCkJiYWOzbWYQQ0Gq1iIiIgL+/P1q3bo3jx48bpLl37x7efPNNhISEICAgAF27dsX58+et3vaIESMQExMDX19fNGzY0Ob9VNQzq7m5uQCA4OBgAEBWVhZycnKQkJCgT+Pr64tWrVph9+7dGDRokNE67t27h3v37ul/z8vLc3Ku3YfUb8k8ZRICR+yfnDc7czcxpdyA3e25WDXn3VWKK39qOob29j4p7Vp05bE3NQlW0fxYuw5nsabnXWn1vSPXq5Sy6izuEqja81lb6yQl1WWepm/fvjh//jw2b94MAHj99deRmJiIDRs2mP2MlBGrSUlJ2LBhA1atWoXy5ctj9OjR6NKlCw4cOAAvLy/J2xZC4JVXXsHevXtx9OhRm/dTMcGqEAKjRo3CU089hXr16gEAcnJyAAChoaEGaUNDQ3HmzBmT65k5cyamTp3q3MySVdRSkampoVwcd9oXJeNxtp/aj6Gt9Zsa6kRnsHbYNeCaRwvMnUc1DJV2dE+/0veXbJ9UzlmT0XnKlxpKcuLECWzevBl79uxBbGwsAODLL79EXFwcTp48aTD/j07REasAsGTJEoSGhmLFihUYNGgQcnNzsXDhQixbtgzt27cHAHzzzTeIjIzEli1b0LFjR8nbnj17NgDgn3/+cY9gddiwYTh69Ch27txp9DeNRmPwuxDCaJnO+PHjMWrUKP3veXl5iIyMdGxm3VDh4SBSn0dUy01NDXl0JE/bXx1XPivrqcfYEdzx2LlDQ82WETPWNGwd3QvkDFL2x9JxcnU5cPRx0eVbLfd2T2XNMF9bziWfY3WOoiM9fX194evra/P6MjMzERQUpA8WAaBZs2YICgrC7t27TQarUkasHjhwAPfv3zdIExERgXr16mH37t3o2LGjTdu2hyKC1TfffBPr16/HTz/9hMcee0y/PCwsDMCjHtbw8HD98kuXLhn1tupIOfmumlVOLex55kGJNzWl5ccVPHGfLXFWueRxJkvknjDJERx97ajtmjHV2LY2kHdFg91ZgWrh35UaeDg7T9Y+qqDEY6Qj13P9Oko+Ng4xE8VHUg8e/VO042zKlCnQarU2bzonJwcVK1Y0Wl6xYkX9yFRTnwEsj1jNycmBj48PypUrZ5RG93lbtm0PWSdYEkJg2LBhWLt2LbZu3Yro6GiDv0dHRyMsLAzp6en6Zfn5+cjIyEB8fLxV29qyq2uxD5Gr7abqCNYEquYqHSVURmqdAMkRPHGfiyNlqJM1DU9PLVtkO3NlRg3lyFF1uhr21ZTi2gm2DGVWIyXc2wHDHmtn5alwr3Jx+TC13B3Od2GO2id3Oy72OHfuHHJzc/U/48ePN5lOq9VCo9FY/Nm/fz8A45GngOXRpzrWjFg1l8bWbdtC1p7VN954AytWrMB3332HMmXK6KPxoKAg+Pv7Q6PRICkpCTNmzED16tVRvXp1zJgxA6VKlULfvn3lzLrqOeNbWbkqJU+uDN1p3x21L9YOYyRyJqVPdGaO1Drd1mfjlM5cD6uzhklbQ+3H1hauuF7snfzNHR4HcIaix0V/LG951gSogYGBCAwMLDbdsGHD8MILL1hMU6VKFRw9ehQXL140+ts///xjdvSplBGrYWFhyM/Px7Vr1wx6Vy9duqTvKAwLC7N62/aQNVidN28eAKB169YGyxctWoQBAwYAAMaMGYM7d+5g6NChuHbtGmJjY5GWlua0d6zK3YhwdmVn601OiZWvJ96wyTyWByJ5FL1v8lr8l9xtCrVTQlly5TOf7kwJ51INQkJCEBISUmy6uLg45Obm4ueff0bTpk0BAHv37kVubq7Z0aeFR6w2atQIwL8jVpOTkwEAMTEx8Pb2Rnp6Onr16gUAyM7OxrFjx/DBBx/YvG17aIQQwuFrVZC8vDwEBQUBqblAQPHfaOi4uqJx9nMQtlQShb8Fs3USDWc996KWSs+Z5YhfPDziKa9SIveixOvQFE++rhzZY2zv+XbVeZDSu+jKsmtpZmhXb9tWxZUja/ZJadejXV9S3coDOgchNzdXUo+jkuhjixa5QMli8v4gD9jhnP3s1KkT/v77b3zxxRcAHr0+JioqyuD1MbVq1cLMmTPRo0cPAEBycjJmzpyJRYsW6Uesbt++3eDVNUOGDMHGjRuxePFiBAcH46233sKVK1cMXl0jZdt//PEHbt68ifnz52Pbtm1YvXo1AKBOnTrw8fGRvJ+KmGBJiVxVQRb3bIw923VmRWsprTOOndIqaLkxUCVP405fSijxOiRjjuwxtnQ/Nxe4yD05jqU07l6GXTnJmNR5QpRW97l7GVCD5cuXY/jw4fqZe7t27Yo5c+YYpDl58iRyc3P1v0sZsfrJJ5+gZMmS6NWrF+7cuYN27dph8eLF+kBV6rZfe+01ZGRk6H/X9eZmZWWhSpUqkveTPasSubpnsHDQZ+225QhSpeZBrn2Ri9KeV1LazUXt55ecyx2fhQSUdx1a4g7H2x7WfkniTl+qmOOK8mvp+CntMSlPJOWLl2KxZ5UkYs+qDKy56Zmakc3eSQDkpPT8OZqjh025y/Fzl/0g57E0+zjLj2vwOFt3DNT0JYSSSemJ5LEm8hwMVl3Ilof0HbEeObBBaciem6uzj6Orb/wsF2QPlh9SA3e9Byrl/bH8IpjIczBYlcjVwQYrTvdjbRlyRhkonAelPg9FBLCskPq5a8DqLPa0lWxpn/HcEKkDg1UrWFMpshIkU6SUIVf0pMqB1wQREZli7/3BnrcWEJGyMVi1gadUdHwuxHnMHVt3LFvuuE9E9mDdqj5S6mvWdbZx1HGz9GUwzw2RejFYJZKJ3ENyXcFd94vIXnK8s5Js4+zJvtz9PmCJsx53Iecy9YUbjzs5Swm5M0DKxsrHuUzN9ixXPtSwTiJyDV6/ruWJx9sT99kdKaUdQ+6LPatE5BC8WRFZT4lDgnktuxaPN6kRyy25CntWqViskIiIPAPre3IFljMikoo9q+QUvBEREakL623TeFz+peR3hhORe2LPKklizU2GNyTPpLShjERE5HjW3uP5TCMR2YPBKkkm5WbDG5JnY8BKpD4MJshZWK6IyF4cBkxWMfe6Bd6QSMdRr3MgIufjtUrOwrKlHmzTkZJphBBC7kw4U15eHoKCgpCbm4vAwEC5s0NERERE5NHU3D7X5R0tcoGSxeT9QR6wQ537qRQcBkxERERERESKw2CViIiIiIiIFIfBKhERERERESkOg1UiIiIiIiJSHAarREREREREKnLt2jUkJiYiKCgIQUFBSExMxPXr1y1+RggBrVaLiIgI+Pv7o3Xr1jh+/LhBmnv37uHNN99ESEgIAgIC0LVrV5w/f96qbR85cgR9+vRBZGQk/P39Ubt2bXz66ac27SeDVSIiIiIiIhXp27cvDh8+jM2bN2Pz5s04fPgwEhMTLX7mgw8+wKxZszBnzhzs27cPYWFh6NChA27cuKFPk5SUhHXr1mHVqlXYuXMnbt68iS5duqCgoEDytg8cOIAKFSrgm2++wfHjxzFhwgSMHz8ec+bMsXo/+eoaIiIiIiJyGTW3z5Xw6poTJ06gTp062LNnD2JjYwEAe/bsQVxcHH777TfUrFnT6DNCCERERCApKQljx44F8KgXNTQ0FMnJyRg0aBByc3NRoUIFLFu2DL179wYA/P3334iMjERqaio6duxo07YB4I033sCJEyewdetWq/aVPatEREREREROkpeXZ/Bz7949u9aXmZmJoKAgfbAIAM2aNUNQUBB2795t8jNZWVnIyclBQkKCfpmvry9atWql/8yBAwdw//59gzQRERGoV6+ePo0t2waA3NxcBAcHW72vJa3+BBERERERkSfbsR9AQDGJbgEAIiMjDZZOmTIFWq3W5k3n5OSgYsWKRssrVqyInJwcs58BgNDQUIPloaGhOHPmjD6Nj48PypUrZ5RG93lbtp2ZmYn/+7//w/fff1/MnhljsEpEREREROQk586dMxgG7OvrazKdVqvF1KlTLa5r3759AACNRmP0NyGEyeWFFf27lM8UTWPNto8fP45u3bph8uTJ6NChg8XtmMJglYiIiIiIyEkCAwMlPbM6bNgwvPDCCxbTVKlSBUePHsXFixeN/vbPP/8Y9ZzqhIWFAXjUMxoeHq5ffunSJf1nwsLCkJ+fj2vXrhn0rl66dAnx8fH6NFK3/euvv6Jt27YYOHAgJk6caHG/zOEzq0RERERERDILCQlBrVq1LP74+fkhLi4Oubm5+Pnnn/Wf3bt3L3Jzc/VBZVHR0dEICwtDenq6fll+fj4yMjL0n4mJiYG3t7dBmuzsbBw7dkyfRuq2jx8/jjZt2qB///6YPn26zceEwSoREREREZFK1K5dG08//TQGDhyIPXv2YM+ePRg4cCC6dOliMBtvrVq1sG7dOgCPhu4mJSVhxowZWLduHY4dO4YBAwagVKlS6Nu3LwAgKCgIr776KkaPHo0ff/wRhw4dwksvvYQnnngC7du3l7xtXaDaoUMHjBo1Cjk5OcjJycE///xj9b5yGDAREREREZGKLF++HMOHD9fP3Nu1a1ej95iePHkSubm5+t/HjBmDO3fuYOjQobh27RpiY2ORlpaGMmXK6NN88sknKFmyJHr16oU7d+6gXbt2WLx4Mby8vCRv+7///S/++ecfLF++HMuXL9cvj4qKwunTp63aT75nlYiIiIiIXEbN7XP9e1bxI6TNBtxOlfupFBwGTERERERERIrDYJWIiIiIiIgUh8EqERERERERKQ6DVSIiIiIiIlIcBqtERERERESkOAxWiYiIiIiISHEYrBIREREREZHiqCJYnTt3LqKjo+Hn54eYmBjs2LFD7iwRERERERGREyk+WF29ejWSkpIwYcIEHDp0CC1atECnTp1w9uxZubNGRERERERETqL4YHXWrFl49dVX8dprr6F27dpISUlBZGQk5s2bJ3fWiIiIiIiIyEkUHazm5+fjwIEDSEhIMFiekJCA3bt3m/zMvXv3kJeXZ/BDRERERERE6qLoYPXy5csoKChAaGiowfLQ0FDk5OSY/MzMmTMRFBSk/4mMjHRFVomIiIiIiMiBFB2s6mg0GoPfhRBGy3TGjx+P3Nxc/c+5c+dckUUiIiIiIiJyoJJyZ8CSkJAQeHl5GfWiXrp0yai3VcfX1xe+vr6uyB4RERERERE5iaJ7Vn18fBATE4P09HSD5enp6YiPj5cpV0RERERERORsiu5ZBYBRo0YhMTERTZo0QVxcHBYsWICzZ89i8ODBcmeNiIiIiIiInETxwWrv3r1x5coVTJs2DdnZ2ahXrx5SU1MRFRUld9aIiIiIiIjISRQfrALA0KFDMXToULmzQURERERERC6i6GdWiYiIiIiIyNC1a9eQmJiof11nYmIirl+/bvEzQghotVpERETA398frVu3xvHjxw3S3Lt3D2+++SZCQkIQEBCArl274vz581Zt+8qVK3j66acREREBX19fREZGYtiwYcjLy7N6PxmsEhERERERqUjfvn1x+PBhbN68GZs3b8bhw4eRmJho8TMffPABZs2ahTlz5mDfvn0ICwtDhw4dcOPGDX2apKQkrFu3DqtWrcLOnTtx8+ZNdOnSBQUFBZK3XaJECXTr1g3r16/H77//jsWLF2PLli02zTmkEUIIqz+lInl5eQgKCkJubi4CAwPlzg4RERERkUdTc/tcl3fgRwABxaS+BaCdw/fzxIkTqFOnDvbs2YPY2FgAwJ49exAXF4fffvsNNWvWNPqMEAIRERFISkrC2LFjATzqRQ0NDUVycjIGDRqE3NxcVKhQAcuWLUPv3r0BAH///TciIyORmpqKjh072rRtAJg9ezY+/PBDnDt3zqp9VcUzq/bQxeK2dDsTEREREZFj6drl6u4zuyU5TdE4xNfXF76+vjZvOTMzE0FBQfpgEQCaNWuGoKAg7N6922TAmJWVhZycHCQkJBjko1WrVti9ezcGDRqEAwcO4P79+wZpIiIiUK9ePezevRsdO3a0adt///031q5di1atWlm9r24frF65cgUAEBkZKXNOiIiIiIhI58aNG/+/l1I9fHx8EBYWhpycrpLSly5d2igOmTJlCrRarc15yMnJQcWKFY2WV6xYETk5OWY/AwChoaEGy0NDQ3HmzBl9Gh8fH5QrV84oje7z1my7T58++O6773Dnzh08++yz+OqrryTu4b/cPlgNDg4GAJw9e1Z1F4MnyMvLQ2RkJM6dO6e6YSDujudG2Xh+lI3nR7l4bpSN50e5HHluhBC4ceMGIiIiHJQ71/Hz80NWVhby8/MlpRdCQKPRGCwz16uq1WoxdepUi+vbt28fABit09y2iir6dymfKZpG6rY/+eQTTJkyBSdPnsQ777yDUaNGYe7cuRa3VZTbB6slSjyaQyooKIiVnoIFBgby/CgUz42y8fwoG8+PcvHcKBvPj3I56tyouRPJz88Pfn5+Dl/vsGHD8MILL1hMU6VKFRw9ehQXL140+ts///xj1HOqExYWBuBRz2h4eLh++aVLl/SfCQsLQ35+Pq5du2bQu3rp0iXEx8fr00jddlhYGMLCwlCrVi2UL18eLVq0wKRJkwy2XxzOBkxERERERCSzkJAQ1KpVy+KPn58f4uLikJubi59//ln/2b179yI3N1cfVBYVHR2NsLAwpKen65fl5+cjIyND/5mYmBh4e3sbpMnOzsaxY8f0aWzZNvDv88n37t2z6pi4fc8qERERERGRu6hduzaefvppDBw4EF988QUA4PXXX0eXLl0MJjiqVasWZs6ciR49ekCj0SApKQkzZsxA9erVUb16dcyYMQOlSpVC3759ATzq7X711VcxevRolC9fHsHBwXjrrbfwxBNPoH379pK3nZqaiosXL+LJJ59E6dKl8euvv2LMmDFo3rw5qlSpYtW+un2w6uvriylTptg14xY5D8+PcvHcKBvPj7Lx/CgXz42y8fwoF8+NsixfvhzDhw/Xz9zbtWtXzJkzxyDNyZMnkZubq/99zJgxuHPnDoYOHYpr164hNjYWaWlpKFOmjD7NJ598gpIlS6JXr164c+cO2rVrh8WLF8PLy0vytv39/fHll19i5MiRuHfvHiIjI9GzZ0+MGzfO6v10+/esEhERERERkfrwmVUiIiIiIiJSHAarREREREREpDgMVomIiIiIiEhxGKwSERERERGR4rh1sDp37lxER0fDz88PMTEx2LFjh9xZ8kharRYajcbgR/diYuDRe5e0Wi0iIiLg7++P1q1b4/jx4zLm2L399NNPePbZZxEREQGNRoNvv/3W4O9Szse9e/fw5ptvIiQkBAEBAejatSvOnz/vwr1wT8WdmwEDBhhdS82aNTNIw3PjHDNnzsSTTz6JMmXKoGLFiujevTtOnjxpkIbXjnyknB9eP/KZN28e6tevj8DAQAQGBiIuLg6bNm3S/53XjnyKOze8bkhubhusrl69GklJSZgwYQIOHTqEFi1aoFOnTjh79qzcWfNIdevWRXZ2tv7nl19+0f/tgw8+wKxZszBnzhzs27cPYWFh6NChA27cuCFjjt3XrVu30KBBA6PpzXWknI+kpCSsW7cOq1atws6dO3Hz5k106dIFBQUFrtoNt1TcuQGAp59+2uBaSk1NNfg7z41zZGRk4I033sCePXuQnp6OBw8eICEhAbdu3dKn4bUjHynnB+D1I5fHHnsM77//Pvbv34/9+/ejbdu26Natmz4g5bUjn+LODcDrhmQm3FTTpk3F4MGDDZbVqlVLjBs3TqYcea4pU6aIBg0amPzbw4cPRVhYmHj//ff1y+7evSuCgoLE/PnzXZRDzwVArFu3Tv+7lPNx/fp14e3tLVatWqVPc+HCBVGiRAmxefNml+Xd3RU9N0II0b9/f9GtWzezn+G5cZ1Lly4JACIjI0MIwWtHaYqeHyF4/ShNuXLlxFdffcVrR4F050YIXjckP7fsWc3Pz8eBAwf0L6rVSUhIwO7du2XKlWc7deoUIiIiEB0djRdeeAF//fUXACArKws5OTkG58rX1xetWrXiuZKBlPNx4MAB3L9/3yBNREQE6tWrx3PmAtu3b0fFihVRo0YNDBw4EJcuXdL/jefGdXQvWQ8ODgbAa0dpip4fHV4/8isoKMCqVatw69YtxMXF8dpRkKLnRofXDcmppNwZcIbLly+joKAAoaGhBstDQ0ORk5MjU648V2xsLJYuXYoaNWrg4sWLeO+99xAfH4/jx4/rz4epc3XmzBk5suvRpJyPnJwc+Pj4oFy5ckZpeH05V6dOnfCf//wHUVFRyMrKwqRJk9C2bVscOHAAvr6+PDcuIoTAqFGj8NRTT6FevXoAeO0oianzA/D6kdsvv/yCuLg43L17F6VLl8a6detQp04dfUDDa0c+5s4NwOuG5OeWwaqORqMx+F0IYbSMnK9Tp076/z/xxBOIi4tDtWrVsGTJEv1D+jxXymLL+eA5c77evXvr/1+vXj00adIEUVFR+P7779GzZ0+zn+O5caxhw4bh6NGj2Llzp9HfeO3Iz9z54fUjr5o1a+Lw4cO4fv061qxZg/79+yMjI0P/d1478jF3burUqcPrhmTnlsOAQ0JC4OXlZfSNzqVLl4y+uSPXCwgIwBNPPIFTp07pZwXmuVIGKecjLCwM+fn5uHbtmtk05Brh4eGIiorCqVOnAPDcuMKbb76J9evXY9u2bXjsscf0y3ntKIO582MKrx/X8vHxweOPP44mTZpg5syZaNCgAT799FNeOwpg7tyYwuuGXM0tg1UfHx/ExMQgPT3dYHl6ejri4+NlyhXp3Lt3DydOnEB4eDiio6MRFhZmcK7y8/ORkZHBcyUDKecjJiYG3t7eBmmys7Nx7NgxnjMXu3LlCs6dO4fw8HAAPDfOJITAsGHDsHbtWmzduhXR0dEGf+e1I6/izo8pvH7kJYTAvXv3eO0okO7cmMLrhlzO5VM6uciqVauEt7e3WLhwofj1119FUlKSCAgIEKdPn5Y7ax5n9OjRYvv27eKvv/4Se/bsEV26dBFlypTRn4v3339fBAUFibVr14pffvlF9OnTR4SHh4u8vDyZc+6ebty4IQ4dOiQOHTokAIhZs2aJQ4cOiTNnzgghpJ2PwYMHi8cee0xs2bJFHDx4ULRt21Y0aNBAPHjwQK7dcguWzs2NGzfE6NGjxe7du0VWVpbYtm2biIuLE5UqVeK5cYEhQ4aIoKAgsX37dpGdna3/uX37tj4Nrx35FHd+eP3Ia/z48eKnn34SWVlZ4ujRo+Kdd94RJUqUEGlpaUIIXjtysnRueN2QErhtsCqEEJ9//rmIiooSPj4+onHjxgZT2JPr9O7dW4SHhwtvb28REREhevbsKY4fP67/+8OHD8WUKVNEWFiY8PX1FS1bthS//PKLjDl2b9u2bRMAjH769+8vhJB2Pu7cuSOGDRsmgoODhb+/v+jSpYs4e/asDHvjXiydm9u3b4uEhARRoUIF4e3tLSpXriz69+9vdNx5bpzD1HkBIBYtWqRPw2tHPsWdH14/8nrllVf07bEKFSqIdu3a6QNVIXjtyMnSueF1Q0qgEUII1/XjEhERERERERXPLZ9ZJSIiIiIiInVjsEpERERERESKw2CViIiIiIiIFIfBKhERERERESkOg1UiIiIiIiJSHAarREREREREpDgMVomIiIiIiEhxGKwSERERERGR4jBYJSIipzh9+jQ0Gg0OHz7slPVrNBp8++23dq9n0qRJeP311y2mad26NZKSkuzeVmFz5sxB165dHbpOIiIid8JglYjIDQ0YMADdu3eXNQ+RkZHIzs5GvXr1AADbt2+HRqPB9evXZc1XYRcvXsSnn36Kd955x+XbHjhwIPbt24edO3e6fNtERERqwGCViIicwsvLC2FhYShZsqTcWTFr4cKFiIuLQ5UqVVy+bV9fX/Tt2xefffaZy7dNRESkBgxWiYg8UEZGBpo2bQpfX1+Eh4dj3LhxePDggf7vrVu3xvDhwzFmzBgEBwcjLCwMWq3WYB2//fYbnnrqKfj5+aFOnTrYsmWLwdDcwsOAT58+jTZt2gAAypUrB41GgwEDBgAAqlSpgpSUFIN1N2zY0GB7p06dQsuWLfXbSk9PN9qnCxcuoHfv3ihXrhzKly+Pbt264fTp0xaPw6pVq4yG4t66dQv9+vVD6dKlER4ejo8//tjoc/n5+RgzZgwqVaqEgIAAxMbGYvv27QZpvvzyS0RGRqJUqVLo0aMHZs2ahbJlyxqk6dq1K7799lvcuXPHYj6JiIg8EYNVIiIPc+HCBXTu3BlPPvkkjhw5gnnz5mHhwoV47733DNItWbIEAQEB2Lt3Lz744ANMmzZNHyQ+fPgQ3bt3R6lSpbB3714sWLAAEyZMMLvNyMhIrFmzBgBw8uRJZGdn49NPP5WU34cPH6Jnz57w8vLCnj17MH/+fIwdO9Ygze3bt9GmTRuULl0aP/30E3bu3InSpUvj6aefRn5+vsn1Xrt2DceOHUOTJk0Mlr/99tvYtm0b1q1bh7S0NGzfvh0HDhwwSPPyyy9j165dWLVqFY4ePYr//Oc/ePrpp3Hq1CkAwK5duzB48GCMGDEChw8fRocOHTB9+nSjPDRp0gT379/Hzz//LOlYEBEReRLljs0iIiKnmDt3LiIjIzFnzhxoNBrUqlULf//9N8aOHYvJkyejRIlH32PWr18fU6ZMAQBUr14dc+bMwY8//ogOHTogLS0Nf/75J7Zv346wsDAAwPTp09GhQweT2/Ty8kJwcDAAoGLFikY9jJZs2bIFJ06cwOnTp/HYY48BAGbMmIFOnTrp06xatQolSpTAV199BY1GAwBYtGgRypYti+3btyMhIcFovWfOnIEQAhEREfplN2/exMKFC7F06VL9vixZskS/XQD4888/sXLlSpw/f17/2bfeegubN2/GokWLMGPGDHz22Wfo1KkT3nrrLQBAjRo1sHv3bmzcuNEgDwEBAShbtixOnz6NVq1aST4mREREnoDBKhGRhzlx4gTi4uL0QR0ANG/eHDdv3sT58+dRuXJlAI+C1cLCw8Nx6dIlAI96RyMjI/WBKgA0bdrUafmtXLmyQcAYFxdnkObAgQP4448/UKZMGYPld+/exZ9//mlyvbqht35+fvplf/75J/Lz8w3WHxwcjJo1a+p/P3jwIIQQqFGjhsH67t27h/LlywN4dHx69Ohh8PemTZsaBasA4O/vj9u3b5vMIxERkSdjsEpE5GGEEAaBqm4ZAIPl3t7eBmk0Gg0ePnxodh22KlGihH77Ovfv3zfKW9G8FPbw4UPExMRg+fLlRmkrVKhgcrshISEAHg0H1qUxta2iHj58CC8vLxw4cABeXl4GfytdurR+PeaOcVFXr141m0ciIiJPxmdWiYg8TJ06dbB7926D4Gn37t0oU6YMKlWqJGkdtWrVwtmzZ3Hx4kX9sn379ln8jI+PDwCgoKDAYHmFChWQnZ2t/z0vLw9ZWVkG+T179iz+/vtv/bLMzEyDdTRu3BinTp1CxYoV8fjjjxv8BAUFmcxPtWrVEBgYiF9//VW/7PHHH4e3tzf27NmjX3bt2jX8/vvv+t8bNWqEgoICXLp0yWhbup7mWrVqGT2Hun//fqM8/Pnnn7h79y4aNWpkMo9ERESejMEqEZGbys3NxeHDhw1+zp49i6FDh+LcuXN488038dtvv+G7777DlClTMGrUKP3zqsXp0KEDqlWrhv79++Po0aPYtWuXfoIlcz2uUVFR0Gg02LhxI/755x/cvHkTANC2bVssW7YMO3bswLFjx9C/f3+DHsv27dujZs2a6NevH44cOYIdO3YYTeb04osvIiQkBN26dcOOHTuQlZWFjIwMjBgxAufPnzeZnxIlSqB9+/YG7zktXbo0Xn31Vbz99tv48ccfcezYMQwYMMDguNSoUQMvvvgi+vXrh7Vr1yIrKwv79u1DcnIyUlNTAQBvvvkmUlNTMWvWLJw6dQpffPEFNm3aZHRsduzYgapVq6JatWqSjjsREZEnYbBKROSmtm/fjkaNGhn8TJ48GZUqVUJqaip+/vlnNGjQAIMHD8arr76KiRMnSl63l5cXvv32W9y8eRNPPvkkXnvtNf3nCz8DWlilSpUwdepUjBs3DqGhoRg2bBgAYPz48WjZsiW6dOmCzp07o3v37gbBW4kSJbBu3Trcu3cPTZs2xWuvvWY0s26pUqXw008/oXLlyujZsydq166NV155BXfu3EFgYKDZ/Xj99dexatUq/fBmAPjwww/RsmVLdO3aFe3bt8dTTz2FmJgYg88tWrQI/fr1w+jRo1GzZk107doVe/fuRWRkJIBHzwDPnz8fs2bNQoMGDbB582aMHDnS6NisXLkSAwcOLO5wExEReSSNkPKADhERUTF27dqFp556Cn/88YdqegqFEGjWrBmSkpLQp08fp25r4MCB+O2337Bjxw4AwLFjx9CuXTv8/vvvZocqExEReTJOsERERDZZt24dSpcujerVq+OPP/7AiBEj0Lx5c9UEqsCjIcsLFizA0aNHHb7ujz76CB06dEBAQAA2bdqEJUuWYO7cufq///3331i6dCkDVSIiIjPYs0pERDZZunQp3n33XZw7dw4hISFo3749Pv74Y/3rWzxdr169sH37dty4cQNVq1bFm2++icGDB8udLSIiItVgsEpERERERESKwwmWiIiIiIiISHEYrBIREREREZHiMFglIiIiIiIixWGwSkRERERERIrDYJWIiIiIiIgUh8EqERERERERKQ6DVSIiIiIiIlIcBqtERERERESkOP8PmjvEe7++zVQAAAAASUVORK5CYII=", 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lat_lon_graph_plot(\n", + " qgfield_nhn22.meridional_heat_flux, \n", + " f\"ep4 from Noboru's original implementation by averaging lowest 2 layers\")\n", + "lat_lon_graph_plot(\n", + " ep4_from_vertical_avg.T, \n", + " f\"ep4 from vertically averaging stretch term\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "235e0b1c-5db9-4f1b-bd8a-3f9716018376", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {