diff --git a/plots_and_expressions.ipynb b/plots_and_expressions.ipynb
index 80e37e8859f9e1a830969c0c1de7b77ece6e7fa4..03620a537459eb8a5c36f7b5ec4a6d6e84d50f6c 100644
--- a/plots_and_expressions.ipynb
+++ b/plots_and_expressions.ipynb
@@ -66,7 +66,7 @@
        "$\\displaystyle \\text{Chern Character:} \\\\ \\begin{array}{l} \\mathrm{ch}_{0} = R \\\\ \\mathrm{ch}_{1} = C \\ell^{1} \\\\ \\mathrm{ch}_{2} = D \\ell^{2} \\end{array}$"
       ],
       "text/plain": [
-       "<pseudowalls.chern_character.Chern_Char object at 0x7fddcf532150>"
+       "<pseudowalls.chern_character.Chern_Char object at 0x7f6298a16c20>"
       ]
      },
      "execution_count": 2,
@@ -102,7 +102,7 @@
        "$\\displaystyle \\text{Chern Character:} \\\\ \\begin{array}{l} \\mathrm{ch}_{0} = r \\\\ \\mathrm{ch}_{1} = c \\ell^{1} \\\\ \\mathrm{ch}_{2} = d \\ell^{2} \\end{array}$"
       ],
       "text/plain": [
-       "<pseudowalls.chern_character.Chern_Char object at 0x7fddc57d52d0>"
+       "<pseudowalls.chern_character.Chern_Char object at 0x7f628ef97b20>"
       ]
      },
      "execution_count": 3,
@@ -765,58 +765,31 @@
     {
      "data": {
       "text/html": [
-       "<html>\\(\\displaystyle \\beta q \\verb| |\\verb|+| \\frac{1}{2} \\, \\beta^{2} r \\verb| |\\verb|+| 0\\)</html>"
+       "<html>\\(\\displaystyle 0 \\\\ \\beta q + \\frac{1}{2} \\, \\beta^{2} r + 0 \\\\ \\beta q + \\frac{1}{2} \\, \\beta^{2} r + \\frac{q^{2}}{2 \\, r} \\\\ \\beta q + \\frac{1}{2} \\, \\beta^{2} r + -\\frac{{\\left(\\psi - q\\right)}^{2}}{2 \\, {\\left(R - r\\right)}}\\)</html>"
       ],
       "text/latex": [
-       "$\\displaystyle \\beta q \\verb| |\\verb|+| \\frac{1}{2} \\, \\beta^{2} r \\verb| |\\verb|+| 0$"
+       "$\\displaystyle 0 \\\\ \\beta q + \\frac{1}{2} \\, \\beta^{2} r + 0 \\\\ \\beta q + \\frac{1}{2} \\, \\beta^{2} r + \\frac{q^{2}}{2 \\, r} \\\\ \\beta q + \\frac{1}{2} \\, \\beta^{2} r + -\\frac{{\\left(\\psi - q\\right)}^{2}}{2 \\, {\\left(R - r\\right)}}$"
       ],
       "text/plain": [
-       "beta*q ' + ' 1/2*beta^2*r ' + ' 0"
+       "0 \\\\ \\beta q + \\frac{1}{2} \\, \\beta^{2} r + 0 \\\\ \\beta q + \\frac{1}{2} \\, \\beta^{2} r + \\frac{q^{2}}{2 \\, r} \\\\ \\beta q + \\frac{1}{2} \\, \\beta^{2} r + -\\frac{{\\left(\\psi - q\\right)}^{2}}{2 \\, {\\left(R - r\\right)}}"
       ]
      },
+     "execution_count": 21,
      "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<html>\\(\\displaystyle \\beta q \\verb| |\\verb|+| \\frac{1}{2} \\, \\beta^{2} r \\verb| |\\verb|+| \\frac{q^{2}}{2 \\, r}\\)</html>"
-      ],
-      "text/latex": [
-       "$\\displaystyle \\beta q \\verb| |\\verb|+| \\frac{1}{2} \\, \\beta^{2} r \\verb| |\\verb|+| \\frac{q^{2}}{2 \\, r}$"
-      ],
-      "text/plain": [
-       "beta*q ' + ' 1/2*beta^2*r ' + ' 1/2*q^2/r"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "<html>\\(\\displaystyle \\beta q \\verb| |\\verb|+| \\frac{1}{2} \\, \\beta^{2} r \\verb| |\\verb|+| -\\frac{{\\left(\\psi - q\\right)}^{2}}{2 \\, {\\left(R - r\\right)}}\\)</html>"
-      ],
-      "text/latex": [
-       "$\\displaystyle \\beta q \\verb| |\\verb|+| \\frac{1}{2} \\, \\beta^{2} r \\verb| |\\verb|+| -\\frac{{\\left(\\psi - q\\right)}^{2}}{2 \\, {\\left(R - r\\right)}}$"
-      ],
-      "text/plain": [
-       "beta*q ' + ' 1/2*beta^2*r ' + ' -1/2*(psi - q)^2/(R - r)"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "for bound_terms in [\n",
-    "    positive_radius_lowerbound_terms,\n",
-    "    bgmlv2_d_upperbound_terms,\n",
-    "    bgmlv3_d_upperbound_terms\n",
-    "]:\n",
-    "    pretty_print(bound_terms.problem2.const,\n",
-    "        \" + \",bound_terms.problem2.linear,\n",
-    "        \" + \",bound_terms.problem2.hyperbolic)"
+    "sum(\n",
+    "    r\" \\\\ \" + (latex(bound_terms.problem2.const)\n",
+    "    + \" + \" + latex(bound_terms.problem2.linear)\n",
+    "    + \" + \" + latex(bound_terms.problem2.hyperbolic))\n",
+    "    for bound_terms in [\n",
+    "        positive_radius_lowerbound_terms,\n",
+    "        bgmlv2_d_upperbound_terms,\n",
+    "        bgmlv3_d_upperbound_terms\n",
+    "    ]\n",
+    ")"
    ]
   },
   {
@@ -914,7 +887,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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vUrhUAVxycDEHmkMnuZxhGGw4vQEfVx+qFa5mdhwRkSwReTOS6aHTmbh1Ijdu3mD/wP1ULFDR7Fg2Z+OcmZzbs4mXf/yWTz6Bns8b2NnnjmFn9dBJrjdk1RCq+lVlYZeFZkcREcl0EzZP4INNH5CQnECfGn14reFrlPQuaXYsm5IQn4yzqwOObvkpUqogR4+k4OVtD+SOYg5U0EkuZ7FY6FujL6P/HM2lmEsUci9kdiQRkYd2+sZpPJw88M3ni73FngG1BjCi3giKeBQxO5pNOXEC/lnYkyTDndZvTad+16eBp82OlSW0ylVyvV7Ve2FvZ883e74xO4qIyEM5GHGQnkt6Um5KOaZsmwLAKw1eYUKrCSrm/kdcVBzvvnOTypVheWgLPMo3NztSltMcOskTev/amw2nN3B86PE8vQO6iORMByMO8ua6N/n1yK/4e/rzav1X6VuzL25ObmZHszmJNxM5P6sy3256jsSAsbz+OrjlgU+ThlwlTxhaZyhl85clMSURVztXs+OIiNyXYRhci7+Gbz5fohOjOXzlMHPaz+HZR57Fyd7271yQ3U7sPkqximVxcXXiXP6x9Bxbn5J5aHGveuhERERsiNWwsjRsKR/99RGGYRDaLxSLxYLVsGJn0Uyp/4qMhEkfnOWNKmXYED+bxwb0NDuSKfSVIXlG5M1IXv/zdY5dPWZ2FBGR2ySlJDF3z1wqT69M55864+HkwYctPkw9rmIuLWuKlTXzVlGhgsFn0/359dpimjzf1exYptGQq+QZzg7OfL37a+KS4pjSZorZcUREAEixpmBvZ0+yNZkxa8dQt1hdvunwDfX865kdzabtXb2BVo5t6ddpOwPfCqJYsSfNjmQqDblKnvLO+neY+PdEzo48i7eLt9lxRCQPux5/neDQYL7c8SXb+m6jmGcxIm9G4uXiZXY0m3X1/BV2L19By/69MKwGR7fvJaBedbNj2YRs678NDg4mMDCQoKCg7GpS5DYDaw8kMSWRObvnmB1FRPKoC9EXeG3Na5ScXJL3N75P+4D2qavvVczdWXIyBAfD+H5LqGUZwbmTV7HYWVTM/Q/10Eme03NJT0L+CeHEsBM42GnWgYhkrx6LerD86HIGBQ3i5XovU9i9sNmRbNrePzex/Lv9vD1/EH37pPDhuGsUKFbQ7Fg2RwWd5DnHrx3nevx1goqpt1hEst62s9uYsGUCXSp1oXvV7pyNOou7k7umfaTThqnv4nVzLclN1hNUR/uI3o0KOsmz/v3St1hyz738RMQ2WA0rK4+tZMLmCWw6s4kKvhWY0HICHSp2MDuazUtMhM2zP+dmsjtthg0gKSEJewd77Oy1yvde9NmRPOl6/HVqzqzJ8qPLzY4iIrnQzwd/pt0P7Ui2JrOk6xIODz6sYi4dfl9lULUqHAw9jWPyWQAcnR1VzKWDeugkz2o0pxEpRgpbXtyiXjoReShRCVHM3DmTiNgIJrSaQEJyAjvO76BhiYZmR8sREuIS2BP8DJMWd+eSSzemTjGoUlU/lzNCJa/kWW83fputZ7fy+/HfzY4iIjnU+ejzjF4zmuKTivPG2jeISojCMAycHZxVzKVDfGwihgHO+Zy5aVecwcPdWbcOFXMPQD10kmcZhsGj3zzKzeSbqbfWERFJrxs3b1BsYjEc7Bx4qdZLDK83nKIeRc2OlSMYBqxadIaqlxpzsuA3NHmmmdmRcjz10EmeZbFYeL/5+5yPPs8/kf+YHUdEbJxhGIScDqH3r71JTEnE28WbhZ0XEj4inE9afaJiLp2O7LtMq1bw5DP+bLvQlZKBJcyOlCuoh07yvITkBJwdnM2OISI2KikliV8O/cLnf3/Ozgs7CSwYyLJuyyjrU9bsaDnO7t/XU/FiWzrPCmXwG1V44gmzE+UeD9VD99FHH2GxWHj55ZczKY5I9nN2cCY8MpxtZ7eZHUVEbFCHhR3osbgHPq4+/P7s7xwYeEDFXAZYU6wc3HIQgMpNG7I96VOWrCmvYi6TPXBBFxoaysyZM3nkkUcyM4+IKYauGkrPpT1JtiabHUVETHb6xmlG/jGSPRf3ADCm0Rj2vrSX1c+vpnW51ppvmwG7dsGUIVMoGVaX86ev4eTiRJN+Q3DOp1GRzPZABV1MTAzPPvsss2bNIn/+/JmdSSTbvd34bY5ePcp3+74zO4qImGT7ue10/aUrZaeUZe6euRy7egyAR0s+yiOF1HmREVfPX2HCqM3Urg0/hvbmeLHlFC3lY3asXO2BCrrBgwfzxBNP0LJly8zOI2KKWkVr0alSJ95Z/w5xSXFmxxGRbDZ121Tqzq7Lrgu7mNpmKuEjwnm68tNmx8qxDn7/Bh2LvsjkyVY2bfWieuumZkfK9TJ8Z/KFCxeya9cuQkND03V+QkICCQkJqY+joqIy2qRItvik5SdUnl6ZCZsnMK7pOLPjiEgWik2M5Zs93+Dq4Eqfmn3oWKkjxb2K065CO+ztdL/QB7Hvz7+IjbVSv0NjKnV7H4Bh/tpMI7tkqKALDw9n+PDhrF69GhcXl3S95qOPPuLdd999oHAi2amcTzlmtZtF3WJ1zY4iIlkkPDKc4NBgZu6cSVRCFIODBgPg7+mPv6e/yelypgsX4LXXoFfxcTh5FIQOjSno72d2rDwnQ9uWLF26lI4dO2Jv/39/vaSkpGCxWLCzsyMhISHNMbhzD13x4sW1bYnYtGRrMg52Ge7AFhEbdiDiANW/rI67kzt9avRhWN1hlPQuaXasHCspIYnNcybzTnAzwiJqM/Gjq/R4Ib/uu2qSDBV00dHR/PNP2g1Ye/fuTcWKFRk9ejRVqlS57zW0D53YuvDIcJrPb86c9nN4tOSjZscRkQeUmJLITwd/4u/wvwl+IhjDMPh237d0qtQJdyd3s+PleMmJyRwLrsPB+N60HDQUb2+zE+VtGeqC8PDwuK1oc3Nzw9fXN13FnEhOUMyzGPld8jP89+GE9gvVfBqRHCYiNoIvd3zJjB0zuBhzkcfKPkZ8Ujyujq70rNbT7Hg52j9HIzi7ZCjeTT+ict0ylB24lUouTmbHEnTrL5Hb2FnsmNJmCrsv7mbGjhlmxxGRDEhKSaLqjKp8svkTngp4ioODDvLHc3/g6uhqdrQcLS7WYOxYqBnkhnNKOPFXzwLgpGLOZujWXyJ38dLyl/h+//ccGnxIk6VFbFSKNYVfj/zKVzu/4ofOP+Dj6sP6U+upVrgaPq7a9ywzHNoUinXrAB77eDUvDCjAG2MM3D20ubKt0axvkbv4uOXH7L20l/PR51XQidiYGzdv8PWur5m6fSr/RP5Dw+INiYiNwMfVh2alm5kdL1eIi04gn4czBUuX5NjfFdi88SalKwOomLNF6qETuQfDMHSbHxEb8u/3ZKcfO7H86HK6VenG8LrDqVW0ltnRco2oKFg5bR513N7Hq/tefP3ymR1J0kFz6ETuwWKxcD76PN1+6cbl2MtmxxHJkxJTEll4YCGPfvMoy44sA271oJ8ZcYb5HeermMskhtXKz99GEBAAH8xswBn7F3Bz06KwnEIFnch92Fvs+fPkn7y04iWyuUNbJE87F3WOd9a/Q8nJJem+qDuOdo6p8+Iq+FagsHthkxPmLpsmDaFceGuaNLayclN5mg55Exc3Z7NjSTqpoBO5j0LuhfjyyS9ZfHgxC/YvMDuOSK5mGEbq/ZQXHV7EpK2T6FypMwcHHWRdr3XaGzKTXbtwlZP7zwBQsH5fqDmRhT/aUby4ycEkwzSHTiSdnlv8HMuOLGPXgF2U8ylndhyRXCU6IZpv931LcGgwTUo2YfoT04lNjCXFSMHTWb8rMltKCsyaZRB0rR6xhj+N31xkdiR5SOqhE0mn6U9Mp6R3SXZf2G12FJFcIzwynCErh1BsYjGGrRpGxQIV6ValGwBuTm4q5rLAvrWbadP0AgMHWlh+aTqVnp9udiTJBOqhE8kA3eNV5OElpiRy+sZpKvhWIOxKGM3mNaNvjb4MqD1AWwRlsfiYeGIWlGTpwYE88uy71K1rdiLJLCroRDIoxZrCq6tfpZ5/PbpW6Wp2HJEc4/i148zcOZO5e+bi7eLNkSFHsFgs+kMpiyXeTGTz3K+o3O4F/Ip5cHLvEUpVKY+dvQbpcpNs+98MDg4mMDCQoKCg7GpSJEvYWey4FHuJfr/149jVY2bHEbF5EbERtJjfgvJTyzN712yerfosS7stTd3jUcVc1lmzBlo3uUQtxzcJC1kLQJlqASrmciH10Ik8gOiEaGrNrIWroyt/9f4LD2cPsyOJ2JTj146z7tQ6+tfqj9Ww0n1Rd9pVaEeXwC64OLiYHS/XO3f0DLt/mEjH9z6lQUNHpk+6RuWauhVabqaCTuQBHYg4QMM5DWlUohG/dvtVvQyS5yWmJPJr2K/M3DWTP0/+iY+rDyeGncDbxdvsaHnOkW17cdvRnr35f6dt90rohje5n/pcRR5QFb8q/Pz0zxRxL4LVsJodR8RUKdYUKgVX4plfniE+KZ55T83j7IizKuayiWHAX4vWsv6D50lKNAioW43C/U7wRA8Vc3mFuhREHsJjZR/jsbKPAXAl7goF8hUwOZFI9ohPimdJ2BIW7F/Aws4L8XD24P1m71O1UFWq+FUxO16eciTMYNhwCynnDD7qdYWoq1H4FvHCwUm/4vMS/W+LZIL9l/bTYE4Dvuv4HR0qdjA7jkiW2Xl+J1/v/prv939PZEIkjUs25mLMRTycPehetbvZ8fKcDdMncOHwXo4fX8CkSS2p3a6leuTyKBV0Ipmgsl9lWpdtTY/FPdjQawNBxbSaW3KPK3FXyO+SH3s7e0b/OZrDVw4zOGgwL1R/gfK+5c2Ol+cYVoO4mATcPF1w8ilFkYBEDk4wcHFVJZeXaVGESCaJT4qn+fzmHLlyhPW91lOtcDWzI4k8sBRrCqtPrGbOnjn8GvYry3ss57Gyj3Ex5iIF8hXQIiCT7NltELeqHVHW0jz+1lSz44gN0aIIkUzi6ujKqmdXUSZ/GXou7amFEpJjTds+jZKTS9L2+7YcuXKET1t9Sq0itQAo7F5YxZwJrl+8xvAhN6lV28Kve7rhV/MpsyOJjdF3pUgm8nbxZs3za7gWfw07i/5ekpwhIjaChQcW8ni5x6ngWwELFtoHtOfFGi9Sq0it1A2AxRxxUXEkLKmC7+UhfPbZGwwZ8hyOjmanElujgk4kk+V3zU9+1/xEJUTxwtIXeL/5+wQWDDQ7lkgaN5Nv8tuR35i/bz6rjq3CzmKHt4s3FXwrMLjOYLPjCXBg4y7K16lOPs987PX5gpcmPIpfSbNTia1SF4JIFklMSeT4teM0/qYx289tNzuOCIZhkJSSBMCYP8fwzC/PcDn2MlPaTOHCKxfoWa2nyQkF4OJFeG3gMQLP1GbT94sAqN/1afxKFjY5mdgyLYoQyULX4q/R7od27Lm4h0XPLOLxco+bHUnyoLArYfyw/we+3fctI+uPZEidIZy+cZqE5AQCCgSYHU/+v6SEJH6fvYxnx3TGyQnmfrKWNj2bYu9ob3Y0yQFU0IlksbikOLr90o1Vx1cRNjiMsj5lzY4kecSvYb8ydsNY9l7ai6ezJ10qdWFg0EBqF61tdjS5g9ClK6gZ056P9u5j0JjK+OjWq5IBKuhEskGyNZnfj//OkxWexDAMrIYVezv91S2Z60L0BX4+9DNV/arSrHQzfjvyG9/t/45ulbvRpnwbXBxczI4o/3Hu6D8cWPMHrQf3x7Aa/HPwOKWqam8/ybhsK+iCg4MJDg4mJSWFo0ePqqCTPGva9mksDVvKwi4LdasweWjX4q+x6NAiFh5cyIbTG7C32DO+2Xheb/S62dHkHm7ehE8/hat/T+e1Jz/EocMh/Irpd6I8OPXQiWSz9afW88wvz+Dm6MbiroupWaSm2ZEkh7lx8wY3k29S2L0wwduDGfb7MJqXbk63yt3oVKkT+V3zmx1R7mH7kuWs+vkkH/wyjJEjUnjz9Tg88nuYHUtyOBV0IiY4E3mGzj915kDEAb584kt6Ve9ldiSxcVfirrA0bCmLDi9i7cm1DKg1gKltpxKVEEVcUhyF3bUCMqfYMOUdnOL24fvUEgIqao8/yRwq6ERMcjP5JoNXDOZ05GnWPL9GGxHLbQzDwGKxMGf3HPr/1h8Dg0dLPEqXwC50rNiRYp7FzI4o6RAdZRD69Zsk2JegzbCXSElKwc7eDoudijnJPNpYWMQkLg4ufN3ha+KS4rCz2LHh9Abik+JpU76N2dHERMeuHmPZkWUsPbKUtuXaMubRMTQq0YjpT0znqYpP4efmZ3ZESSfDavDDQhg1ysKYx+IIrB0HoG1IJEuooBMxWT7HfAB8v/97Zu2aRY+qPZjcejIF3QqanEyy09KwpYxZO4awK2G4OLjQskxLqhaqCkAF3wpU8K1gckLJiNjIWI7PasOSn4dSv/7TtBs3mZK6y4NkIRV0Ijbiqye/4tESj/LyHy9T6XglJraeyPOPPK/7aOZCMYkxrDmxhmVHl9GqTCt6VO1Bfpf8NCzekE9afkLLMi1TC33JWaKux+HhnQ83Lzeu29Vm9Fg/arc1O5XkBZpDJ2JjImIjGPHHCLaEbyFscBjODs5mR5JM8vvx3/li2xesP7WehJQEAgsGMrrhaN1yKxdISYFfvjlGC2sDDvksonGXxmZHkjxGs7BFbIyfmx8LOi0gtF8ozg7OnLh2gi4/dSHsSpjZ0SQDohKiWBq2lJeWv8Qfx/8A4Hr8dZKtyXzY4kOODT3GwUEHVczlArv+OkvdutC9f1k2XRxCQG1tDCzZT0OuIjbq302Hz0efZ8f5HVSZXoW+NfvyVuO38Pf0Nzmd3M2PB35k+o7pbAnfQrI1mfI+5WlSsgkA3at2p3vV7iYnlMy0fclyqkd3orjXfqb8FUCDBmPNjiR5lHroRGzcoyUfJWxIGBNaTeDnQz9T+ovSzN0z1+xYeZ5hGBy9epQvd3xJ11+68nf43wBcjb+Kt4s3Ux6fwolhJzg69KiKuFwmKSGJ3et2AlCtdSu2W2bzy+/laNDA5GCSp2kOnUgOEp0Qzexds3mywpOU9y3Pb0d+w9XRlRalW2jxRBb790elxWJh3IZxzNo1i/PR57G32BNULIj3mr1HyzItTU4pWW3dOtj3w4f0rvsJSU+cpUAR3eFBbIMKOpEcrNOPnVgStoTAgoH0r9mf7lW7a5+yTJKUksTeS3vZfGYzm8Nvfax5fg2BBQOZtn0aZyLP0KxUMxqVaISHs36p53bnjp5h5qSTjP+yKa2b3WDyB6eoWL+G2bFEUqmgE8nBDMNg/en1fLnjS5aELcEwDLb3207NIjVT7zIg6XM9/jp7L+2laammAFQKrkTYlTCc7J0IKhpEg+INGBQ0iFLepUzNKeb469OeeBkH2Ft0J88+a0HfWmJrVNCJ5BL/3uuzd/Xe2NvZ0/6H9rg6utK+QntalmlJIfdCZke0KXFJcUwPnc7OCzvZcX4Hx68dB+DyqMsUyFeA3478hm8+X2oVqaWtY/Igw4DtS5eTggcNOjbhyrnLOLk44+mr31tim7KtoAsODiY4OJiUlBSOHj2qgk4kCxmGwcS/J/L9ge/ZdWEXANULV2dBpwUEFgw0OV32MQyD8Khw9l/az75L+9gfsR8HOwfmd5xPsjWZIp8XIcA3gNpFa1O7aG3qFKtDeZ/y6tnM444dg+HDDV6r2QyreyWavz7D7Egi96UeOpFc7lLMJdacXMPqE6uZ1nYans6evPjri4RHhVO3WF3qFqtLnWJ1cnQPXrI1mdM3TnPkyhGOXj1KQIEA2pZvy+oTq2n9XWsAPJ09qepX9dbdGFp9AoDVsGJn0WJ/ueVm7E22znqX0dOfJiKpJlM+j+LJpzyw2KnAF9ungk4kD/pyx5esPLaSbee2EREbAcBPXX7i6cpP83f43+yP2E9gwUAqFqiIr6uv6T1WhmEQERvBP5H/8M+NfzgTeYZOlTpROn9pPtj4Ae+GvEuSNQkAVwdXXq73Mh+2+JAbN2/w15m/qOpXlRJeJUx/H2LbkhKSOBbcgCMM5fGBPXF1NTuRSPqpoBPJwwzD4EzkGbaf20794vXx9/Tn/Y3vM3bDWKyGFYB8jvkYEjSET1p9wsWYi0zbPo3C7oXJ75IfbxdvfPP5Us+/HgBX465isVhwtHPE0d4RRztH7O3sgVu9aAnJCSRZk4hJjCEqIYp8jvko5V2KGzdvsDRsKVEJUVyJu8KlmEvEJMWwoNMCAB6Z8Qj7I/an5nZzdOPnp3+mTfk2bPpnE/su7SOgQAAVfCvg7+mvXjdJt8M7wole1w/3Zl8SGFSKlKQU7B3tzY4lkmEq6ETkNgnJCRy7doywK2GER4ZTsUBF2pRvw+4Lu+mwsAMXYy6m9ogVyFeAy6MuA1BuSjlOXD+R5lore6ykTfk2jF0/lvEbx6c59vwjzzO/43yOXztO+anlcXFwoUC+Avi5+VHYvTDLui3D3s6eJYeXYGexo4RXCUp6lyS/S371tslDuX7NythxdsydHcMfb3bAvdEEqjapZXYskQemgk5EMswwDOKT47lx8waxibGU971178o/T/5JVEIUSSlJJKYkkmRN4rGyj+Hv6c++S/s4GHEQBzsH3J3c8XT2pJhnMUp5l8JqWEmxpuBo72jyO5O8YM/qEPIdeIlWE/5i6Ku+DBsGTk5mpxJ5OCroREQkT7hxJQbvAu5cPnOJwz+9RcDTH1KoZEGzY4lkChV0IiKSq0VEwJrgqTT0nYxXjwPkL6DVDpL7aOawiIjkSkkJScyeeo4KFeCLHx/jjNureHppbFVyJwezA4iIiGSF7VN688jNo3Trto333w+gQIEAsyOJZBkVdCIikmucPx5OXEwK5aqXwrfRKxiGwZcNtCJacj8VdCIikuMlJMDnnxt0cGhLRHI1ylX/jor1a5gdSyTbaA6diIjkaNuXrKBJ3YuMHWvh9+jvqDVgutmRRLKdCjoREcmxoq5GUe5KT15s9i379sEr71XD01c7KEjeo21LREQkR4mNjGXrvMk88vRwChZx5+yRfyhWvgQWO82Vk7wr23rogoODCQwMJCgoKLuaFBGRXMQw4McfoeWjl6np+hnH//4bAP+AkirmJM9TD52IiNi8k3vCOLT4czp+OJ0n2zky6dMYSpVzNzuWiM3QKlcREbF5ifHxVPLdzNplZ2nctjSgYk7kf6mHTkREbI7VCuvnL8H+3EIavbYQB0cL1hQrdvZayydyJ/rOEBERmxK6PYX69eGTiW44OjkQGx0PoGJO5B405CoiIjZjwxdjuHD8NAkJP/B28GM0fPQxsyOJ5Agq6ERExFTJicnExiTi5ZMPp0I1KOpWnJ2TDOwdtHJVJL00h05EREwTssHAc3sjLiYF0ebNyWbHEcmxNCFBRESy3YUTZ3muRwJNm1lYcmAIpZo+b3YkkRxNQ64iIpKtIq9Ekm99FcqmvMPcuSN5/vnu2Kl7QeShZOhbaMaMGTzyyCN4enri6elJ/fr1WbVqVVZlExGRXGTHyo0kJljxKuBFWP55jAzuQ69eqJgTyQQZ+jby9/fn448/ZseOHezYsYPmzZvToUMHDh48mFX5REQkhztxAoY8t5/aN5qwZdGtToC6nTvgVcDL5GQiucdDL4rw8fHh008/pU+fPuk6X4siRETyhtjIWFbNXMyzbz1PoUIw97OtNOtSV/ddFckCD9zRnZKSwsKFC4mNjaV+/fqZmUlERHKB/WtW86RfPz5+6wRhYdD8mXoq5kSySIZ76Pbv30/9+vW5efMm7u7ufP/997Rt2/au5yckJJCQkJD6OCoqiuLFi6uHTkQkFzq+8yDHN6/j8WFDMawGF0+do0hZf7NjieR6Ge6hCwgIYM+ePWzdupWBAwfSq1cvDh06dNfzP/roI7y8vFI/ihcv/lCBRUTE9kRGwogRMPWtdVQgmOtX4rHYWVTMiWSTh55D17JlS8qWLctXX311x+PqoRMRyd02f/cdfyy7zMSVI3jn7WSGD03BOZ+z2bFE8pSH3ofOMIw0Bdt/OTs74+ysb2wRkdzGMMBigaSrYTSvdZ4BEw2K+TugLU5Fsl+GvuveeOMN2rRpQ/HixYmOjmbhwoVs2LCB33//PavyiYiIjbkcYeXQvEHEOlWn7fCXaDL0PS12EDFZhubQXbp0ieeff56AgABatGjBtm3b+P3332nVqlVW5RMRERuRnJjCtGkGFQLs2B/mhpuHE4CKOREb8NBz6DJK+9CJiOQ8kZdvcHFBE974fiw+1Trx4YdQsKDZqUTkX5roICIid3Xl/A18i3jjVdCb3bThvYmlCGxkdioR+S/10ImIyG0SEuC74P08492Avfl/p1HHhmZHEpF70C2RRUQkjY0rjlG1Krw0ujLrL79D1UaVzY4kIvehIVcREUm15YcfqZ/0HLUrHmXx4tJUqTLK7Egikg7qoRMRyePiouLYvnIzADXbd2BXvp9ZsLQUVaqYHExE0k0FnYhIHmUY8Msv8PXIDykT/hSR1+JxcXOhbpentBWJSA6jgk5EJA86vusQo55fy9NPw+ZrrxDb8G+8fFzNjiUiD0irXEVE8qAtn3bFPvESV2tsoG1bs9OIyMPSoggRkTzAmmKwZcF8cC9Fo05NqPjcdNy83HHOZ3YyEckM2TbkGhwcTGBgIEFBQdnVpIiIADt3QqNHwTg+m/iTfwDgU8QX53zOJicTkcyiIVcRkVwq+no0u74exfBpA0nxqEbwlHgaN9M8OZHcSIsiRERymX//THfJ50J+y34+GHOS3btRMSeSi6mHTkQkF9mx/hiOO17ApcUPBNQsgWE1tAWJSB6gHjoRkVzg/NlknnsOmj9RiMibvpAcC6BiTiSP0CpXEZEcLvTXlRQ4PYRtm3YyeVp+Gr2wDDv9uS6Sp6igExHJoSLOXsPP34cS1Wpw+GQnQnfY413Q7FQiYgbNoRMRyWFOnYItM9+nQeG5+PY8iGd+bT8iktepU15EJIeIi4pj0nunqVQJZv3RhQt+H+Dh5WR2LBGxAeqhExHJIbZ92oGk2GusStrEG2+Am5vZiUTEVmgOnYiIDTuxO4wUw5kKNUvj3Xg8Lm5ufFDF7FQiYms05CoiYoOiomDUq1as69sR/sdHAATUrUbJKuVMTiYitkgFnYiIDbGmWPnr229pUCuC6TPsWJeyjIbDppgdS0RsnAo6EREbEnn5BoE3X2Z4xyWEhcGAUZVwcXMxO5aI2LhsK+iCg4MJDAwkKCgou5oUEckRrl24xtrPX+fKxVjyF/YhpfUh+k0YQPHiZicTkZxCq1xFREySkgIzZ8KsSSdZNaIB4aUWU7tNA7NjiUgOpCFXERETHN6yi9/HPsfQIclUb1QGnvpHxZyIPDBtWyIiko0Mq4HFzgKGQUmf42zfGEHNhkUB3e1BRB6chlxFRLJBYiKsnTUP9xtLaTB6MfYOlv8r7kREHpKGXEVEstiaPxJ55BEI/rogVhd/EuITAVTMiUim0ZCriEgW2vjZACJOxVCo0AI+nNqWRx5pa3YkEcmFVNCJiGSy+Jh4bsZbyV/QDcfiLSldLIUN08CiDjkRySKaQycikkkMA5YuSSHwn2qcjH+cNm98ZnYkEckjNIdORCQTnNxzhCfbJtKpsz2/HBlHxSf7mx1JRPIQDbmKiDykK+cuU2RPdWp7f8ZLywbz5JNdNLwqItlKPXQiIg/AsBps/mk5SYkGBYoV5KDvUsbM7kO7dporJyLZTwWdiEgG7dkD/buE0jC5HduXhwBQu11rXNxczA0mInmWCjoRkXS6duEq34//ilq1YMuROmzz3UfDTk3NjiUiooJORCS9wjb8yRPFXuOrSWfZswfqtq5qdiQRESAbty0JDg4mODiYlJQUjh49qm1LRCRH2LduK+f2bqbNiFcwrAbXLl7Ft2gBs2OJiKShfehERO7g4kUYPRryR0ymb8sfKNVvE+6eTmbHEhG5Iw25ioj8R8isqUwd/BkrVkCVTkOoNGyLijkRsWnah05E5P8zrAYWOwtG3CWa1UvglVng46MfkyJi+zTkKiJ53j+nkzn/U3euu7Si7bD+qYWdiEhOoSFXEcmz4mMSGD/eoFKgA7uOlcG7kC+AijkRyXE0liAiedLlsxHEL63H3hWTGDasAz3f/AQPD7NTiYg8GBV0IpKnnD8ZQdEyfhQoWpAQoyefzqxEmWpmpxIReTiaQycieUJ0NMybuI1+pRqzy3cj9Z+sa3YkEZFMozl0IpKrGVaDFQv2UrEijP6kNmtvTKZ600fMjiUikqlU0IlIrvbX/Dm0SgmibbPzHDpsT9vhA3F1dzU7lohIplJBJyK5zvWL1/h76XoAanfpwUG/P5j1XVFKljQ5mIhIFtGiCBHJNVJS4OuvISX0fdpV/4XY6BO4ebhS4/FmZkcTEclS6qETkVxh//q/GfbMagYMgP3GWzg9uR03D0ezY4mIZAutchWRXGHrp524GZ+CU8tfadDA7DQiItkr24Zcg4ODCQ4OJiUlJbuaFJFcLCkxhc1zpmBfsCaPdm5CpRfm4O7tgb065UQkD8q2IdfBgwdz6NAhQkNDs6tJEcml1q6F6tUt2F9YzM1z2wDwKuiNvaO9yclERMyhRREikmNcv3iNw/MH8vK0t8hfoioeT63j0RrqkhMRUUEnIjbPmmJgZ2/BzdsdV7vLTP7oIs17VMViUTEnIgJaFCEiNswwIGTpPgqfeh675iuoUN3f7EgiIjZJ25aIiE06FnaTtm2h/bOluBBXGWenZLMjiYjYLA25iojN2bLwJ4pffoVzp/cz/3tvmnb4HovF7FQiIrZLPXQiYhMMq0H40QsAlK7TkBOW/mwLdeapp1AxJyJyH5pDJyKm27cPDn73GnWKLqVI30Pkc9fggYhIRqiHTkRMcyPiOu++eoIaNeC7v3tzo/w0FXMiIg9APXQiYppdn7XkRqSF3d5rGDoUnJzMTiQikjNlqIfuo48+IigoCA8PD/z8/Hjqqac4cuRIVmUTkVzoQMg2juw6BYBH08lU7jOfV15RMSci8jAyVNCFhIQwePBgtm7dypo1a0hOTuaxxx4jNjY2q/KJSC5x6RL0fTEJj73PcGbNVADK165CoVJFTE4mIpLzPdSQ6+XLl/Hz8yMkJITGjRun6zUachXJW5ISktg890t6v9udqIQCTP3wBF1fLKX7roqIZKKHmn0cGRkJgI+Pz13PSUhIICEhIfVxVFTUwzQpIjlM5JUbVLW8y9t9fekwvAe+vmXNjiQikus8cA+dYRh06NCB69evs2nTprueN27cON59993bnlcPnUjude7YOY4s/pBqvT/F1y8fkZdv4FXQ2+xYIiK51gNvWzJkyBD27dvHDz/8cM/zxowZQ2RkZOpHeHj4gzYpIjbu5k344ANo3Sqe8m4rOHf41qIpFXMiIlnrgYZchw4dyrJly9i4cSP+/ve+WbazszPOzs4PFE5Eco69azZyYcMXjP/0J4YNL4fXc8cp7q095UREskOGftoahsHQoUNZsmQJGzZsoHTp0lmVS0RyiJRkA3sHCw7OLhTwjmH/zhtUqOqLbhUtIpJ9MjSHbtCgQXz//ff8+uuvBAQEpD7v5eWFq6truq6hVa4iuUNMDGz46gu8b/5J/dHLsHfQDVdFRMySoTl0M2bMIDIykqZNm1KkSJHUjx9//DGr8omIjTGsBj//EEfFijBrYXmSPGqRkpxidiwRkTwtw0OuIpK3bf38GeJPuhIUNJ+JE9tSunRbsyOJiOR5muQiIvcVefk6yVZHfAu5Q8luVK7kQc8nzU4lIiL/eqg7RTwIzaETyTmsVpj3TSIt4itwMKY7bV7/yOxIIiJyBw+8D52I5G4HNu6kYYMkXuzrxC8nv6BG16FmRxIRkbtQQScit7lw8hwBp+vxWPlv2bQJRk7sQOHSRc2OJSIid6GCTkQASE5MZsO8hSQlGhQpU4yDRdbxzpxeNGpkdjIREbkfFXQiwoYN0KfD3zxq/yx71oUCUL3Vo9g72psbTERE0kUFnUgeduHEWeaN+YJmzeBY5KMcKnuMoMfrmB1LREQySAWdSB52cmsIbUp+xMJ5l/nrL6hav4zZkURE5AFk27YlwcHBBAcHk5KSwtGjR7VtiYhJti39g2vHd9Hm1TEYVoOYyBg88nuYHUtERB6C9qETySOOH4eXX4YA43O6NVlD1aErcHHVHDkRkdxAd4oQyQM2TH2XP/7Mx/79o+j9+cvU7jQSi53F7FgiIpJJVNCJ5FKG1cBqNbB3sAMjmRbNk3n7B8iXT71yIiK5jYZcRXKhg/sSSfijDRddutN2aF+z44iISBbTKleRXOTGlRhefhmq1XRi64kGFCpTyuxIIiKSDTTkKpJLnD8ejuPa2pzd9jUffvgkfV9+Dycns1OJiEh2UA+dSA53cv8/ABQp48/BlBFMXVCD115DxZyISB6igk4kh7p8GT59dT0l95Zh+x+7sdhZaDrodYqUKWZ2NBERyWYq6ERymOTEZH6asZUKFeDjOY1ZHz+Pms2qmh1LRERMpIJOJIfZPDeYdq7NeKH7VcKO2NOy33M4OGk6rIhIXqZtS0RygAsnznJi10EaPd2auKg4/tl/mEoNa5kdS0REbIT+rBexYQkJMGkS+Jz4iBZV1pJw8yD5PPOpmBMRkTQ05Cpio0J/Xcmgjr/z1lvwj/f7FHh2G84uusuDiIjcTj10IjbKevRLutbNz8hPH6dy5fxmxxERERuWbQVdcHAwwcHBpKSkZFeTIjlKbHQioXPG41D8MRp1akzlft/j5umGRf3oIiJyH9n2q2Lw4MEcOnSI0NDQ7GpSJEcwDPj5Zwis4oDd1b9IvHIYAHdvdyx2FpPTiYhITqAhVxETRfxzkdM/vsDYKROpXisQ/17rKFNWXXIiIpIxKuhETJCUmIKjkz1eBfNjsdjx9YxI6rcDrVMSEZEHoX3oRLKR1Qorv91GlchnSW4aQrlHdJsuERF5eOoOEMkmu7ZH07AhPDcogBOxLXD30BYkIiKSOTTkKpINNs39mjIx70DSYX5d6U2TJl+ZHUlERHIRFXQiWSQ5MZkzR85RpmpJyj3amqPr4ti0JR8OTmYnExGR3EYFnUgW2LQJLi4bQvWiISRWOEiRsv4UKTvU7FgiIpJLaQ6dSCa6cPIcr/Q/SuPGsOjAcJJqz8fJWd9mIiKStdRDJ5KJrizpQktfP6rM+ZVevSphp1pORESygQo6kYe0Y9nvuBerSMVapcjXfA4N/IvgVdDsVCIikpeo/0DkAZ08CV063qTwmb6c2TAXgLI1KuFV0NvUXCIikveooBPJoLioONZ+8T6Ngq6ybYcLuwtupdWIsWbHEhGRPEwFnUgGxVyP4hGXKXwyagthYdCuqz8WO4vZsUREJA/Ltlt/BQcHExwcTEpKCkePHtWtvyRHObb7OOf+eI9qfb8kfwFX4qLiyOeZz+xYIiIigO7lKnJPkZHw7rvw+09HWfpKJ4xGiwgICjA7loiISBpa5SpyF6FLV3AjdAazZv7KG29WoOTA/Ti7aGhVRERsjwo6kf9ITEjBydkeFy8f3LzdObw/Fv/SnoCKORERsU0achX5/65cgS0zx+NrbKP+68uxs1cBJyIiOYNWuUqel5KUwqzp0VSoAN+uqE2yX2uy+e8cERGRh6IhV8nTDKvB3i9a43CsOJ06fcOHH7bFz8/sVCIiIhmjgk7ypIunzuPg6kmBwu4klRpCnTpF6d3Y7FQiIiIPRkOukqckJsKkT+Ox/6M6ofM/A6Bul6eo3LiOyclEREQenAo6yTO2L99AzepJjBrjyi/n59Og98tmRxIREckUGnKVPOHMoZPUutGCZ+ovoOOP3aha9XGzI4mIiGQa9dBJrhUXHc/ar2aTnGRQIrAMR0pt4+1ZXala1exkIiIimUsFneQ6hgGLF0Pfp7bQyGUwB7ccACCwUW0sdtpbTkREch8VdJKrnNwTxtevfELnzhDp0oLzQaeo1kRdciIikrupoJNc5fz+7bQqPYtVyyJZsQJKBxY1O5KIiEiWy7ZbfwUHBxMcHExKSgpHjx7Vrb8kUxgGbFrwEzHnj9D2tbexplhJvJmIi5uL2dFERESyTbb10A0ePJhDhw4RGhqaXU1KLrd7NzRqBL8t/AdPwkhOMrCzt1MxJyIieY62LZEcx7AabJz8MivXFyMy8jXavvcqjZprsYOIiORdmkMnOUZKUgpJiVYsdhYMB29aP+nJ7t3QTMWciIjkcdk2h+5fUVFReHl5aQ6dZMjfm+Lw3tGIU45DaTukt9lxREREbIp66MSmXTxzjZ49oUHjfGw88RQlqlYxO5KIiIjN0Rw6sVn/HDhO/m01STj1E7NmPc6LL76Dnf4EERERuY1+PYrNObT1MAAlAsuyO+U9vlpUl759UTEnIiJyF/oVKTbj9Gn4cPByKh6vzO4NB7HYWWjSfzjefvnNjiYiImLTVNCJ6eJj4pk7YQOVKsGXyx7nL7slVG8caHYsERGRHCPDBd3GjRtp164dRYsWxWKxsHTp0iyIJXnJtvlf0NGnA6NHRnHosAONe3TAYqetSERERNIrwwVdbGws1apVY9q0aVmRR/KIk3vCCPl+OQBBzw7lWp1Qxn3gibu7ycFERERyoAyvcm3Tpg1t2rTJiiySB0RHw/jxEBA5kXoBu0lOegI3LzdKP1LB7GgiIiI5lubQSbYwrAabFyxgYIeVBAfD9ZKfUu6lTTg4amhVRETkYWX5PnQJCQkkJCSkPo6KisrqJsUGWewsOJ3/nu5Ny/Ph3LaUKOFldiQREZFcI8sLuo8++oh33303q5sRG3Ttcjz7572KfdnuNOrYiEcGL8Y5n7PZsURERHKdLB9yHTNmDJGRkakf4eHhWd2kmCwl2eCrryAg0Blr5FGsMbf+z1XMiYiIZI0s76FzdnbG2Vm/yPOKs0f+4dpv3Zg08RuefLIilQatpnARzZMTERHJShku6GJiYjh+/Hjq41OnTrFnzx58fHwoUaJEpoaTnCM+NhFXNycK+Bci3CjGj98nUK0pgIo5ERGRrGYxDMPIyAs2bNhAs2bNbnu+V69ezJ07976vj4qKwsvLi8jISDw9PTPStNigpCRY+tU6Gtr1JL5xKGWrFDE7koiISJ6T4R66pk2bksEaUHKpkNVXGPhyAS6F1+DHd7pTq6CL2ZFERETypCyfQye504avJlEh+VP8Cx3lhx/yU63ap2ZHEhERybNU0Em63Yy9yZmws1SoVY7yzTpzKtSPP9a6YdH21CIiIqZSQSf3ZRiwbBmwpQ/l/Q6SUm03xSqUoFiFZ82OJiIiIujWX3IfJ/cepV/XMJ56Cn479TYuLX/E3kErV0VERGyJeujkrgyrQdK6Z2hfOpB2S7+nffuKWFTLiYiI2BwVdJKGYTX4e+H3+FZ8lICaJXBu+TOtSvvj6m52MhEREbkbDblKqr174fGWsZS6Pop//loEQKmq5XF1dzU5mYiIiNyLCjoh8vIN/vx0FM0bXefMBXeOld/LY8NGmB1LRERE0kkFnXAzNp7Kbj8w48Pd7N0LTR4raHYkERERyYAM3/rrQQUHBxMcHExKSgpHjx7Vrb9Mti9kH5Fb3qNq/2/x9nUh8WYiTi5OZscSERGRB5BtPXSDBw/m0KFDhIaGZleTcgeXLhr07g3PdHfC2zGca+cvAaiYExERycG0yjUP2fLDQm4enMNvv/3OBx9UJLDP39pTTkREJBdQQZcHxEUnkM/DGfeC/iTnL8eRQzfx9csHqJgTERHJDbJtDt2/oqKi8PLy0hy6bHDmDOybO4L89seoP2Y5dloCIyIikivpV3wudDP2Jp9+EEnFirBwQyso2Q0L2Vq3i4iISDZSD10uY1gNDk2uy9awahzxnsXbb4OHh9mpREREJCtpDl0ucWrfMTz8ilKgsBuxpd+hWfNy9KludioRERHJDhpyzeFiYmDcm1H4bK9N6IKpANTp+CRlqlc0OZmIiIhkFxV0OZRhNdj4wzIqBybzyURPll5bStMBw82OJSIiIiZQQZdDndhzmEYpTzGg3SoOH4ZerzXD1d3V7FgiIiJiAhV0OciNiOusmTaFlGSDcjUDORl4gDeC21GqlNnJRERExEwq6HIAqxVmz4YBnbdRL9+bHN11HIByNQNNTiYiIiK2QAWdjTu0KZSZw96jXz9wLv04sS3/oVKd8mbHEhERERuibUts3NWTB2hadjFbNo6k/qNugI/ZkURERMTGZNvGwsHBwQQHB5OSksLRo0e1sfBdJCXBxjlfkXDjAm1Hj8OaYsWwGtg72psdTURERGxUtg25Dh48mEOHDhEaGppdTeY469cZ1KgBa1bcwNX+GtYUAzt7OxVzIiIick8acrUBhtVgy+fPsTKkOl5eo3hm3Ghq1jQ7lYiIiOQUWhRhopuxCSQlGljsLCS5BNC+W3H++gsVcyIiIpIh2TaH7l9RUVF4eXnl+Tl0v/8WSaXTtThoP5a2g543O46IiIjkYOqhy2YnD17giSegTXsv1pzqR0D92mZHEhERkRxOc+iy0dHQ/ZQ8VBuvmytZtKgFHTuOxmIxO5WIiIjkdOqhy2KG1WD3up0AlK9Vhe3WYGYvqU+nTqiYExERkUyhgi4L7d8P7/X7iUfO1+HQ9hNY7Cw82rsv+TzzmR1NREREchENuWaByMs3+H7qVoZ++DgB5TvRpuOfBNUpa3YsEZEHlpiYSHJystkxRGyOg4MDTk5OZsdQQZcVdi+cTJei07n50T8MHu6Kk1MzsyOJiDywxMREDh48iNVqNTuKiM2xs7OjcuXKphd12rYkkxzcuJ2Ify7Q7PkOxNyIIfpaJEXKFDM7lojIQ4uLi+Pw4cOUKlUKV1dXs+OI2Iz4+HhOnz5N0aJFcXZ2xtnZGTc3N1OyqIfuIUVEwBtvQEP7GVQpE441pT3u3u64e7ubHU1EJFO5urqSL5/mAIv81/Lly4mNjcXT05OuXbuaUtRpUcQDsqZYCZk1lcEdV7J4MSRXm0LNkX9gZ6+lqyIiInmJm5sbTk5OREVFkZCQYEoGFXQPyGKxkO/G7/R8IpSjR6HfIA/sHe3NjiUiIiLZ7N/hVjNl25BrcHAwwcHBpKSkZFeTme7c6ShO/zQAo8IwGj1VnxrDf8XBSaPWIiIiYq5s66EbPHgwhw4dIjQ0NLuazDQJNw0++ggqVnEjLjIa+5RrACrmRERExCaoIrmPk3uPkLyuM/ODF9N/QAXqvLYcLy+zU4mIiIj8HxV0dxF1PQ7P/PkoUrYEO1fXZNkyC+Vrmp1KRERE5HZaFPEfsbHw7ce/cfPH0pw6fAlXd1cajZpP+ZrlzY4mIiIickcq6P4/w2qw/KezVKoEr33akP0JQyhUzMPsWCIiYrKmTZvy8ssvmx3jrrIz3+HDh7OlHck4FXT/X0jwu9SIqEvd2vFsDvWhxfC3yeepDTRFREQAJk+ebPrWHJcvX+azzz675znnz5/PpjS2JU8XdJFXbnDw7zAAyrV6gfMlZvPzYlfKlDE5mIiIZKvExESzI5imadOmLF68+J7nrF69moIFC1LG5F+QBQsWpHHjxgQHB9/1nA0bNtC/f3/Wr1+f7uuGhoby8ssvM2/ePPr378+pU6cyI262ypMFndUK33wDWz5/gaRNvTEM8K9YiqD2bcyOJiKSq5UqVYrJkyenea569eqMGzcOuFVcDBkyhCFDhuDt7Y2vry9vvfUW/3vb8fScYxgGEyZMoEyZMri6ulKtWjV++eWX264xcuRIChQoQKtWre6ZOzk5+a7tJSQkMGzYMPz8/HBxcaFRo0a3bdF1v/f9b6Zhw4bx2muv4ePjQ+HChdMcB4iNjaVnz564u7tTpEgRPv/883vmvp+lS5dib2/P66+/TlJS0l3PmzJlCt26dXuotjJLnTp12L59O1euXLnj8R49ejB9+nTCw8Pp27cvq1atuuf1EhISePrppxkzZgy9evWid+/e9O7dOyuiZ6k8V9Ad+msH3Z8I48UX4c+rEyjU5RcsuluXiEiGXYi+wM3kmwCcun6KXRd2pfm4EH3hga47b948HBwc2LZtG1OmTGHSpEnMnj07Q+e89dZbfPPNN8yYMYODBw8yYsQInnvuOUJCQm67xubNm/nqq68eONNrr73GokWLmDdvHrt27aJcuXK0bt2aa9euPdB7d3NzY9u2bUyYMIHx48ezZs2a1OOjRo1i/fr1LFmyhNWrV7NhwwZ27tyZenzu3LlY0vlLLTk5mZ07d/LTTz8RERFx18/Bvn378Pf3x97edu6G1L59e+bOnXvX4w4ODvTs2ZOZM2cSFRXFiy++yJIlS9IU/f/auHEjnp6eFCpUCLhVMG7dupVLly5lVfysYWSzyMhIAzAiIyOzu2kjJTnFOP5FRePnUf2NkJBsb15EJEeKjY01duzYYcTGxqZ5fuz6scaxq8cMwzCMZxc9azCONB9j14+97VolS5Y0Jk2alOa5atWqGWPH3jq3SZMmRqVKlQyr1Zp6fPTo0UalSpVSH9/vnJiYGMPFxcXYsmVLmnb69OljdO/ePfUa1atXT9f7v1d7MTExhqOjo7FgwYLUY4mJiUbRokWNCRMmpPt9/9tOo0aN0pwTFBRkjB492jAMw4iOjjacnJyMhQsXph6/evWq4erqagwfPtwwDMNYvHixERAQkK73NXv2bOPYsVv/fx9//LFRsGDBO/5unjhxojF79uzUx8nJyca0adOM5557zti+fbthGIbRo0cPY968eelq916Sk5ONqVOnGr169Uq9dnh4uNGkSZM0512+fNlo1qxZuq9rtVqNpUuXGs8++6zx559/pjk2c+bM265foEABY+3atfe97r/fG7/88osxe/ZsY9KkScbVq1fTnSsz5foeuuTEZEJmBXNkdzh29nY4P7aKp94PpnFjs5OJiORsA2oNwN/TH4D3mr3Hzv4703wMqDXgga5br169NL1M9evX59ixY2luHXmvcw4dOsTNmzdp1aoV7u7uqR/z58/nxIkTqa+pXbv2Q2c6fvw4SUlJNGzYMPWYo6MjderUeaAVoY888kiax0WKFCEiIgKAEydOkJiYSP369VOP+/j4EBAQkPq4Y8eOhIWF3bedmJgYLl++TLly5QAYPnw4+fLl45NPPrnt3LNnz+Ln55f6+Ndff6Vr167ExcVx+vRpANq1a0dUVFT63+hdLFu2jG7duhEfH586j23NmjX4+/unOa9AgQJp/i/v58qVK+zatQtfX19Kly592zEXF5c0z7m4uHDjxo0HexMmydUbC2/cCK+/EscvL3zAoe0uBNTog3/FUmbHEhHJFYp4FEn9d+n8pSlN6XucfYudnd1tw173mrv1IKxWKwArVqygWLFiaY797ypNNze3TGvzv8OchmGkeS6979vR0fG26/77fv77+ocxa9Ys+vXrl/rYxcWFDz74gP79+zNo0KA0n7eYmBhcXV1THzdv3hyr1cqmTZv47rvvAChbtuwdF0x88cUX91xg0KRJEzp27Jj6uEWLFgCsW7eOOXPmALcWOdxpjmN6hpbPnz/P1KlTSUpKYujQoZQsWfK2c7y8vG773MbExFCgQIH7Xt+W5MqCLuKfi+z7fhxd3v+YilW9uVg7jJZ1Pc2OJSKS5xUsWJALF/5vbl1UVNRtv/C3bt162+Py5cunmcN1r3MCAwNxdnbmzJkzNGnSJFNy3629cuXK4eTkxF9//UWPHj2AW4Xajh070uwNl573fT/lypXD0dGRrVu3UqJECQCuX7/O0aNHM/Q+L168iIuLC76+vmme79GjB5MmTeKdd97h66+/Tn2+QIECXL9+PfWxt7c33377LU2bNk0t9Pbv388LL7xwW1vDhw/PyFvE09OThQsX0rhx49SCOyQkhA8//JAbN27g7e2deq6Dw91LmNOnTxMcHIyTkxPDhg2jSJEidz23YsWKzJo1K/VxQkIC0dHRdyz+bFmuLOhSUlIo7/4nC6aH0eb5etjZqZgTEbEFzZs3Z+7cubRr1478+fPz9ttv3zbZPjw8nJEjRzJgwAB27drF1KlTb1vNea9zPDw8ePXVVxkxYgRWq5VGjRoRFRXFli1bcHd3p1evXhnOfbf23NzcGDhwIKNGjcLHx4cSJUowYcIE4uLi6NOnT4be9/24u7vTp08fRo0aha+vL4UKFeLNN9/Ezu7/Zk8tWbKEMWPG3HPYdcaMGfTv3/+Oq0Rff/11unXrxogRI6hSpQoAlSpV4syZM2nOu3TpUpqi0t3dPU2OhxEeHp46FHzgwAEcHR3x8/Nj3rx59O3bF7hVNHt43Hnz/88++4y4uDhef/3124rWO2ncuDERERGcPXsWf39/QkJCCAoKUkF3N8HBwQQHB6eZA5GZ/v7tbzjwPpVfWkyRMsVIeekIJR1tZ0WOiIjAmDFjOHnyJE8++SReXl689957t/VU9ezZk/j4eOrUqYO9vT1Dhw6lf//+GTrnvffew8/Pj48++oiTJ0/i7e1NzZo1eeONNx4o973a+/jjj7FarTz//PNER0dTu3Zt/vjjD/Lnz5+h950en376KTExMbRv3x4PDw9eeeUVIiMjU49HRkZy5MiRu77+6NGjfPDBB4wfP/6e7bzxxhssW7YMgMcff5x+/frxyiuvpB7v1q0bI0eO5NtvvyU5OfmBiuS76dy5M6NHj+ann34CoFatWkybNi1ND2BoaCjNmze/4+tfffXVDLXn4ODAvHnz+OCDD6hXrx4hISEsWLDggfObxWJk5qB8OkRFReHl5UVkZCSeng/fc3byhJURI+04tvMQ84aNoGjnuRQre/euVRERyZi4uDgOHz5MpUqVyJcva++g07RpU6pXr37bnm0ZPUcyV//+/Rk/fjyFCxc2Owpwa1ua9u3bU6dOHVNz/Pu9cfr0aW7cuEF0dDQ9e/bEx8cn27Pk6CHXjXNmYpz6gT171vLZpEBqd/lDe8qJiIhksnfeeYdp06bx/vvvmx2FqKgoLl++fNdibtKkSfdcAdusWTM6d+6cVfFMk+MKOsNqEHktDu8CbngVr8j16IYcOpCMm4eT2dFERERyJX9/fzp27MjKlStp27ataTkMw2DSpEn3LCxHjBiRjYlsR44q6A4dgvCfepPP8TqN3viVaq0aQyttKCciklts2LAhU86RzFerVi2zI3D16lUGDhxIwYIFzY6SZfbu3ctnn33GqVOneP3112nYsCHvvvsuCQkJXLx4kbFjx1K9evXbXpcjNhaOvBLFm6OuU60a/LStKy5VBmhoVUREJI8pUKBAmk2Oc6MvvviCb775hscff5wXX3yRfv36MWrUKJ555hlWrFiRZkuZ/2XzBZ01xcqV7+tS4sZbvPceTF/ahqAO5nX3ioiIiGSFEydOULRoURwcHDh//jzXrl3jjTfeoFixYly9ehV3d3fatWt3x9fa7JDroc27KFS+Ir5++bheahLtn6hCkbJmpxIRERHJGpcuXUpdsPHXX3/RqFEjatasCUCXLl3o0qXLXV9rcz10V67AyMFXKXW0EaE/3Nq5uXb7xylS1v8+rxQREcl8TZs2TXPXB1uTnfke5P60kn4NGjSgRo0aXLlyhQMHDtC0adN0v9ZmCrqUpBTWzFpAxYAU5izwZcXNtbQcONjsWCIiIgJMnjw5zb1w7+by5ct89tln9zzn/PnzmRUrV1q/fj2GYeTMgu7Yjn00d+3J6y+GcPQoPD2wPg5ONjsiLCIiuUhiYqLZEUzTtGlTFi9efM9zVq9eTcGCBSlTpsx9r1ewYEEaN25McHDwXc/ZsGED/fv3Z/369enOGRoayssvv8y8efPo37//A91pI6dYv349zs7O1KtXL92vMbWgu3jqPH9M+oSUZIOK9WtwofYJXv20Obl8AYuISJ5VqlSp2+7wUL16dcaNGwfcKi6GDBnCkCFD8Pb2xtfXl7feeov/valRes4xDIMJEyZQpkwZXF1dqVatGr/88stt1xg5ciQFChSgVatW98ydnJx81/YSEhIYNmwYfn5+uLi40KhRI0JDQzP0vv/NNGzYMF577TV8fHwoXLhwmuMAsbGx9OzZE3d3d4oUKXLbPW4zaunSpdjb2/P666+TlJR01/OmTJlCt27d0n3dOnXqsH379jveLxagR48eTJ8+nfDwcPr27cuqVavueb2EhASefvppxowZQ69evejduze9e/dOd56cZv369dSrVw8XF5d0v8a0gm7yZBj67C5q5vuc04fPAuBfsZRZcURExEbMmzcPBwcHtm3bxpQpU5g0aRKzZ8/O0DlvvfUW33zzDTNmzODgwYOMGDGC5557jpCQkNuusXnzZr766qsHzvTaa6+xaNEi5s2bx65duyhXrhytW7fm2rVrD/Te3dzc2LZtGxMmTGD8+PGsWbMm9fioUaNYv349S5YsYfXq1WzYsIGdO3emHp87dy6WdO7rlZyczM6dO/npp5+IiIi46+dg3759+Pv7Y2+fsfujt2/fnrlz5971uIODAz179mTmzJlERUXx4osvsmTJEu50R9KNGzfi6elJoUKFgFsF49atW7l06VKGMuUEFy9eJCwsLEPDrZAJq1wNwyA6OvquxxMSEkhISEh9vGPVWgDGjYtiwIDGxD+2h4K+7kRFRT1sFBERyQI3b9684/MXLkD+/ODiAqdOwfXraY8XKXLrI6OKFy/OpEmTsFgsBAQEsH//fiZNmkS/fv3SdU5sbCwTJ05k3bp11K9fH4AyZcrw119/8dVXX9GkSRMAypUrx4QJEx4qU48ePZgxYwZz586lTZs2AMyaNYs1a9bw9ddfM2rUqAy990ceeYSxY8cCUL58eaZNm8batWtp1aoVMTExfP3118yfPz+1R3HevHn4+//fokEvLy8CAgLS1da8efPo1asXvr6+jBkzhvHjx9OzZ8/b7rO+du1agoKCUh+npKQwY8YMduzYweDBgwkKCuLs2bM899xzaTZ9btKkCcHBwbz66qv3zGFnZ0fXrl155plnWLZsGc8//zy9e/emRYsWqeecPn06zf1R7e3t8fDw4ODBg6lFnpmSkpJITEwkMTGR6OhoHBz+r7zy8PBId5ENt1a6FipUiGeeeSZDGR66oIuOjsbLyyvDrzOM4nz5JXz55cMmEBGRrBQQEMCCBQtue/6rr+C556BcOXj7bfjvKWPHwn9GDNOlXr16aX4B1q9fn88//5yUlJTUXqJ7nXPo0CFu3rx52zBqYmIiNWrUSH1cu3bth850/PhxkpKSaNiwYeoxR0dH6tSp80ArQh955JE0j4sUKUJERARwa4+yxMTE1CIVwMfHJ00B17FjRzp27HjfdmJiYrh8+TLlypUDYPjw4cyYMYNPPvmEDz74IM25Z8+eTdNbtGzZMrp168amTZs4deoUQUFBrFmzJk1hCbc2Ab7XPVX/68qVK+zatQtfX19Kly5927H/Dj+6uLhw48aNdF8/K33zzTeEh4fj7OzMO++8k6YjKzIy8rYi+V6qVavGxYsXM5zhoQs6Dw8PIiMj73r8vz10586eo179ehw6dIhixYo9bPPpEhQUdNt8BrWXM9qLioqiePHihIeHZ+gb4mHk5s9nbm9PXy9Z097GjRsJDw+/7diAAbd66ADeew9Gjkx7/E69c3Z2drcNqd1r7taDsFqtAKxYseK23zP/u0rTzc0t09r8bw+MYRhpnkvv+3Z0dLztuv++nzsNRT6oWbNmpenxdHFx4YMPPqB///4MGjQozectJiYGV1fX1Mf/9pytW7eOOXPmALcWOdxpHmJ6eqbOnz/P1KlTSUpKYujQoZQsWfK2c7y8vG57/zExMRQoUOC+188OvXv35vr160RHR9O1a1fy//uNwa06KTs8dEFnsVge6Aenh4dHtv3Atbe3z7a21F7W8PT01NeL2ks3fb1kbnvu7u53PPa/BVvp0rc+7qdgwYJcuHAh9XFUVNRtqxW3bt162+Py5cunmcN1r3MCAwNxdnbmzJkzqcOrD+tu7ZUrVw4nJyf++usvevToAdwq1Hbs2JFmb7j0vO/7KVeuHI6OjmzdupUSJUoAcP36dY4ePZqh93nx4kVcXFzw9fVN83yPHj2YNGkS77zzTprbSxUoUIDr/zOe7unpycKFC2ncuHFqURwSEsKHH37IjRs38Pb2Tj33f4ce/+v06dMEBwfj5OTEsGHDKHKP8fmKFSsya9as1McJCQlER0ffsfgzg6OjI05OTjg5OWVrffO/8sS+IIMHZ+9+dmovZ8vtn8/c3l52y+2fz8xur3nz5sydO5d27dqRP39+3n777dsm24eHhzNy5EgGDBjArl27mDp16m2rOe91joeHB6+++iojRozAarXSqFEjoqKi2LJlC+7u7vTq1SvDue/WnpubGwMHDmTUqFH4+PhQokQJJkyYQFxcHH369MnQ+74fd3d3+vTpw6hRo/D19aVQoUK8+eab2Nn93/rGJUuWMGbMGMLCwu56nRkzZtC/f/87rkB9/fXX6datGyNGjKBKlSoAVKpUiTNnztz2+fh3uPbAgQM4Ojri5+fHvHnz6Nu3L3CrsL1b79Rnn31GXFwcr7/++m2F5Z00btyYiIgIzp49i7+/PyEhIQQFBdlMQWcTjGwWHh5uAEZ4eHh2Ny05UGRkpAEYkZGRZkeRHEBfL1kjNjbW2LFjhxEbG/vQ14qMjDSeeeYZw9PT0yhevLgxd+5co1q1asbYsWMNwzCMJk2aGIMGDTJeeuklw9PT08ifP7/x+uuvG1arNfUa6TnHarUaX3zxhREQEGA4OjoaBQsWNFq3bm2EhISkXmP48OHpyny/9uLj442hQ4caBQoUMJydnY2GDRsa27dvz9D7vlumDh06GL169Up9HB0dbTz33HNGvnz5jEKFChkTJkxI87pvvvnGuNev9iNHjhj29vYGcM+Pdu3apb7m8uXLxlNPPZXmOidOnDC6dOli/Pjjj8aPP/5odO3a1Zg4caJx7dq11HM2b95sjBw5Mj2f4nRZs2aN8dJLLxlz5841evfubZw4cSLTrv2g/v3e+OWXX4zZs2cbkyZNMq5evWpKFothZOKgfDpcvnwZPz8/IiIiKFiwYHY2LTlQQkICH330EWPGjEnXDuWSt+nrJWvExcVx+PBhKlWqRL58+bK0raZNm1K9evXb9mzL6DmSufr378/48eMpXLhwul/z1ltv0b59e+rUqZOFycz17/fG6dOnuXHjBtHR0fTs2TPNitzsku1Drv/+kNUPW0kPZ2fn2zbWFLkbfb2IZI133nmHadOm8f7776fr/KioKC5fvnzXYm7SpEn3XAHbrFmz1JvUS/rkiTl0IiIi8uD8/f3p2LEjK1eupG3btvc81zAMJk2adM/ib8SIEZkdMc9TQSciIjbjfzemfZhzJPPVqlUrXeddvXqVgQMHalpVNlNBJyIiIpnGVvaGy2tMu5eriIiIiGQOFXRic8aNG4fFYknzkZGVVZL7bdy4kXbt2lG0aFEsFgtLly5Nc9wwDMaNG0fRokVxdXWladOmHDx40JywIpLrLV++nKtXr5qaQQWd2KTKlStz4cKF1I/9+/ebHUlsSGxsLNWqVWPatGl3PD5hwgQmTpzItGnTCA0NpXDhwrRq1Yro6OhsTiqSe+zcuZMtW7awd+9es6PYHFdXV3755ZdMv41dRmgOndgkBwcH9crJXbVp04Y2bdrc8ZhhGEyePJk333yTTp06ATBv3jwKFSrE999/z4ABA7IzqkiusGTJEh5//HHs7e3p378/c+fONTuSTWnWrBlbt27l5MmTpmVQD53YpGPHjlG0aFFKly5Nt27dTP0mkZzl1KlTXLx4kcceeyz1OWdnZ5o0acKWLVtMTCZwa1Pg/73Hqa2y9ZzZmW///v3UrFmT1atX8/zzz9O/f/90v/bw4cNZmMx22NnZ4e/vT0REhHkZsquh4OBgAgMDCQoKyq4mJYeqW7cu8+fP548//mDWrFlcvHiRBg0amD4/QXKGixcvAlCoUKE0zxcqVCj1mIj8n7i4OGJjY+96/Pz58/j7+5OcnMylS5dwcEjf4N7kyZPTfROBy5cv89lnn6XrXFvl6urKzZs3TWs/2wq6wYMHc+jQIUJDQ7OrScmh2rRpQ+fOnalatSotW7ZkxYoVwK1hM5H0slgsaR4bhnHbcyKJiYlmRzDVihUrqFmzJp9++uldzzEMA3t7ezp37kz79u25cePGfa+7evVqChYsSJkyZdKVo2DBgjRu3Jjg4OD0Rk+X0NBQXn75ZebNm0f//v05depUpl7flmjIVWyem5sbVatW5dixY2ZHkRzg37mX/+2Ni4iIuK3XTsyVkJDAsGHD8PPzw8XFhUaNGqX5o/+3337D29sbq9UKwJ49e7BYLIwaNSr1nAEDBtC9e3fgVuExYcIEypQpg6urK9WqVeOXX35J02bTpk0ZMmQII0eOpECBArRq1equ+ZKTkxkyZAje3t74+vry1ltv8b+3P79f/lKlSt12v9nq1aunuT1d06ZNGTZsGK+99ho+Pj4ULlz4ttvXxcbG0rNnT9zd3SlSpAiff/75vT+xGfDEE0/QtWvXux6PiIggLCwMgPj4eMLCwmjWrBlnz57l999/T/3Ys2dPmtdNmTKFbt26ZShLnTp12L59O1euXMnw+7iThIQEnn76acaMGUOvXr3o3bs3vXv3zpRr30l8fDwuLi5Zdv37UUEnNi8hIYHDhw9TpEgRs6NIDlC6dGkKFy7MmjVrUp9LTEwkJCSEBg0amJhM/uu1115j0aJFzJs3j127dlGuXDlat27NtWvXAGjcuDHR0dHs3r0bgJCQEAoUKEBISEjqNTZs2ECTJk2AWzeD/+abb5gxYwYHDx5kxIgRPPfcc2nOh1u9/Q4ODmzevJmvvvrqrvn+PW/btm1MmTKFSZMmMXv27HTnT6958+bh5ubGtm3bmDBhAuPHj0/z9Ttq1CjWr1/PkiVLWL16NRs2bGDnzp1prjF37twH7oG+1+t27txJ69at2bx5M2vXruWLL77A0dERf39/Hn/88dSP6tWrp75m3759+Pv7Y29vn+Es7du3v+uCiy+++ILx48ene+rExo0b8fT0TP1Drk6dOmzdupVLly5lONf9WK1Wzp49i5+fX6ZfO92MbBYZGWkARmRkZHY3LTnEK6+8YmzYsME4efKksXXrVuPJJ580PDw8jNOnT5sdTWxEdHS0sXv3bmP37t0GYEycONHYvXu38c8//xiGYRgff/yx4eXlZSxevNjYv3+/0b17d6NIkSJGVFSUyclzptjYWGPHjh1GbGxs2gNx5w0jOf7Wv2POGMaNg/937Pq+W8f/o0mTJsbw4cONmJgYw9HR0ViwYEHqscTERKNo0aLGhAkTUp+rWbOm8dlnnxmGYRhPPfWU8cEHHxhOTk5GVFSUceHCBQMwDh8+bMTExBguLi7Gli1b0rTXp08fo3v37mnar169+n3fc5MmTYxKlSoZVqs19bnRo0cblSpVuvV205G/ZMmSxqRJk9Jct1q1asbYsWPTtNOoUaM05wQFBRmjR482DOPW17qTk5OxcOHC1ONXr141XF1djeHDh6c+t3jxYiMgIOCe72nz5s3G0KFDjZkzZxqjR482Nm3aZBiGYYwdO9Z49dVXjblz5xpz5841nnrqKSMmJsYwDMNYtWrVPa95JxMnTjRmz56d5rnk5GRj6tSpRq9evYzt27cbhmEY4eHhRpMmTdKcd/nyZaNZs2Z3vfbFixeNcePGGaNGjTLCwsLumWPmzJm3Xb9AgQLG2rVr0/9m7uPf742BAwcaQUFBxoQJE4yrV69m2vUzQj10YnPOnj1L9+7dCQgIoFOnTjg5ObF161ZKlixpdjSxETt27KBGjRrUqFEDgJEjR1KjRg3eeecd4FbPycsvv8ygQYOoXbs2586dY/Xq1Xh4eJgZO/c59hXEnb3178Ofwub/GWJb3+bW8bs4ceIESUlJNGzYMPU5R0dH6tSpk2ZlZNOmTdmwYQOGYbBp0yY6dOhAlSpV+Ouvv1i/fj2FChWiYsWKHDp0iJs3b9KqVSvc3d1TP+bPn8+JEyfStF27du10vb169eql6b2qX78+x44dIyUlJd350+ORRx5J87hIkSKpqyVPnDhBYmIi9evXTz3u4+NDQEBAmtd07NgxdWj0Ti5cuEDnzp1544036NevHy4uLml6+bZt20avXr3o1asXKSkp/PHHH8Ct7Tgy6k49VcuWLaNbt27Ex8enzmNbs2YN/v7+ac4rUKDAbf9f/6tQoUKMHTuWt99+m5UrVzJ06FD+/vvvO5575cqV24ZAXVxc0jUHMKPi4uLo3Lkzjo6OmX7t9NI+dGJzFi5caHYEsXFNmzZNM5fpvywWC+PGjbttLpJksvIDwCn/rX9XGgXlX/q/Y81WgfPd7+n57//f/RavNG3alK+//pq9e/diZ2dHYGAgTZo0ISQkhOvXr6cOt/47z27FihUUK1YszTX/u9LSzc0tY+/zAfPb2dnd9nV6p41n/1sEWCyW1Pdzr6/zjFi0aBElSpRInWP63++NWrVqpf7bx8eHqKgo4PbPXXrExMTg6uqa5rkWLVoAsG7dOubMmQPcGi6/0xzG9Awde3h4MGLECBITE1mwYAFz5syhV69eNGrUKPUcLy+v2z5/MTExWXKv2Xbt2nHjxg1TNy9XD52IiDwY1yJg//97QNyKg1fg/x3zrnrr+F2UK1cOJycn/vrrr9TnkpKS2LFjB5UqVUp97t95dJMnT6ZJkyZYLBaaNGnChg0b0syfCwwMxNnZmTNnzlCuXLk0H8WLF3+gt7d169bbHpcvXx57e/t05S9YsCAXLlxIPR4VFZXhVZblypXD0dExTZbr169z9OjRDF3HarXeszh8kPlud1OgQAGuX7+e5jlPT09WrlxJ48aNUwvqkJAQWrZseVuPWXq3RYFbn9Nz587h7u5+W69gxYoV0+wLl5CQQHR0dK4d7VEPnYiIZDs3NzcGDhzIqFGj8PHxoUSJEkyYMIG4uDj69OmTep6XlxfVq1fnu+++44svvgBuFXlPP/00SUlJNG3aFLjVY/Pqq68yYsQIrFYrjRo1Iioqii1btuDu7k6vXr0ynDE8PJyRI0cyYMAAdu3axdSpU1NXmKYnf/PmzZk7dy7t2rUjf/78vP322xkunNzd3enTpw+jRo3C19eXQoUK8eabb2Jnl7Y/ZsmSJYwZM+auw64dO3bkvffe48yZM5QoUQK4NRpyv5WoERERrF69Gjs7O3bu3Mknn3xy34KrUqVKnDlz5rbnw8PDKVeuHAAHDhzA0dERPz8/5s2bR9++fYFbRXF6pkacOnWKmTNnYmdnx0svvXTHor1x48ZERERw9uxZ/P39CQkJISgoSAWdiIhIZvr444+xWq08//zzREdHU7t2bf744w/y58+f5rxmzZqxa9eu1OItf/78BAYGcv78+TS9ee+99x5+fn589NFHnDx5Em9vb2rWrMkbb7zxQPl69uxJfHw8derUwd7enqFDh6a5S8L98o8ZM4aTJ0/y5JNP4uXlxXvvvfdA+6B9+umnxMTE0L59ezw8PHjllVeIjIxMc05kZCRHjhy56zWKFy/OokWLeOutt2jUqBFWq5W2bdvy+++/s3z5cpKSkli+fDnR0dFs3ryZs2fPUrFiRU6fPs2NGzcYMmQIW7du5c8//+Txxx+/Z97HH3+cfv368corr6R5vnPnzowePZqffvoJuDXMO23aNF544YXUc0JDQ2nevPldr717927mzZtH4cKFee211277WvlfDg4OzJs3jw8++IB69eoREhLCggUL7pk9J7MYmTVAn05RUVF4eXkRGRmJp6dndjYtIiIPIC4ujsOHD1OpUiXy5ctndhwxyTPPPMOECRMoVarUfc/t378/48ePz/A9ud966y3at29PnTp1bjv2xRdf4OLiQq9evUzd7+1//fu98W/hGx0dTc+ePfHx8cn2LJpDJyIiIve0YsUKnn766XQVcwDvvPMO06ZNy1AbUVFRXL58+Y7FHMDw4cMZMGCAzRRztkYFnYiIiNxVaGgohQoV4umnn+bQoUPpeo2/vz8dO3Zk5cqV6TrfMAwmTZrE+++//zBR8zTNoRMREZE7+vvvvxkwYAB+fn4kJiYyY8aMdL/2f7dCuZ+rV68ycOBAChYs+CAxBRV0IiIichf169dn3759Wd5OVuwNl9dk25BrcHAwgYGBBAUFZVeTIiIiInlCthV0gwcP5tChQ4SGhmZXkyIiIiJ5ghZFiIiIiORwKuhEREREcjgVdCIiIiI5nAo6ERERkRxOBZ2IiIhIDqeCTkRERCSH08bCIiKSLvHx8WZHELEptvQ9oYJORETuycHBATs7O06fPm12FBGbYxgGKSkpZsdQQSciIvfm5ORE5cqVSU5OJjIykuXLl+Pm5oazs7PZ0URMl5KSQnJystkxVNCJiMj9OTk54eTkxM2bN4mNjSUpKUkFncj/SEhIMLV9FXQiIpJuzs7OeHp6EhUVRWJiotlxRGyKp6enaX/oWAzDMLKzwaioKLy8vIiMjMTT0zM7mxYRkUwQGxtrem+EiC1ydnbGzc3NlLbVQyciIhni5uZm2i8tEbmzbNuHLjg4mMDAQIKCgrKrSREREZE8QUOuIiIiIjlcthd0hmEQHR2Nh4cHFoslO5sWERERyZWyvaATERERkcyle7mKiIiI5HAq6ERERERyOBV0IiIiIjmcCjoRERGRHE4FnYiIiEgOp4JOREREJIdTQSciIiKSw/0/sn0hcDr87VoAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "Graphics object consisting of 3 graphics primitives"
       ]
@@ -945,7 +918,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "Graphics object consisting of 3 graphics primitives"
       ]
@@ -976,7 +949,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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zOnZUs4GYm5rz7juovm+ZcWDqqvq4/dUems2Ces8CeshOgpwU1Yzac7NadQHU/G/3cN+3inJXJnTnz8Prr8P774Onp6GjuXtM/msylxMu88uQXwwdihBCiHLSa3pOx55mX9g+9obuZ1GPJbg42DNx+Ub2ffUoRE1CyzXDwiqHdK8sAIY/0IkHroCnp2VBJVpOGkT+q0aTmtnCgfEQu0dNG2JqqVZesGugznXvo7Y8JjdX4Yk7dVcmdCYm8MMPMGKEJHQVycHSgd2hu6WWTgghqpH49HhqWNdA0zT6rHqaPXs00i+3UE2n4e9gPy2DpQvsebPfJL6LcKRzJxM6dYLmzc0wN1dpgokJeHkBl78Hczs1MCH1sur71msruPeChiPB64mCglstNMjz3quMMqGriEER5uZw9iw88EAFB3cP86vjx8IdC7mUcIkGNRoYOhwhhBA3ycjJYNeVXey/up+9/x1iT3A6KZd8OR2wGG8vE679MZn037rg6JxFp446ug4zZ8D1QaMP9qzBgz1vumH0Tji9DO5fpxaov/w12HiphM6hSeF535zbVumzisKMMqEbN24c48aNyx8UUVampuDjA2dkPfkK1cWrCwC7ruyShE4IIQwsMyeTI1FHCL4ajLmJBaPbjyIuLY4+I7djcn4gWsSraDkWmJnncuiQhrcX/PxRF7QPoX59i4KmU00P6TFgXUutbfpXe2g8ARqOUElcbgZkJag1Ubv/WtBcqjORvm9GxCgTuorQuLGqoRMVx9namWauzfj3yr+80OoFQ4cjhBD3DL2mJyMnAxtzG3b8t4PJv8zjaIgVuaHt0F3thEVUV57+D+o41uH5hlPJ9XCicycdHTtCq1am+ctl1a8P5KRD5E6o2REsHCFkGoRvhEfOqHndvAaD/fVEzbUr9PyjIBDp+2a07sppS0Ct5ZqaCk8+WUnB3aNOx56mjn0d7C3tDR2KEELctSJTItkTukc1nV45SPChDPq5juSnN4cSEnYMv4b3kZtlib1jDh39TOjS2YSJE6FmzVvc8MqPoDMFr8ch5RJsaAD+v0OdhyHhGGREg3vvKn1GUbHu2oROCCGEqA4SMhI4EH6A/Vf3M7jpYBq7NGbi/73D8o/MsIi8n9yrrcnNssTRKYf4a2bodLBxo+pa1KiRGrCQT9PUXG6xe+H4Iuj+s5oW5N+nwMwOOn2uzkk+B/aNZN63u8hd2+SanAzr10PfvuDhYeho7h6pWak89/NzjPcbT58GfW5/gRBCiHyZOZlYmFqg0+mY888cfgj5k3PHHSCsI2YRXdnT3oTfAmFEu+Gsv1qTLp3M6DherXXatq1Zfv718MNc7/sWCTa1VZK2qQPUH6b6v5mYg5YLmddU37iu36s+b6CSOIf7DPYZiMphlAndnY5yBUhPh2HD4Kef4PHHKzC4e5yNuQ0Hwg/w1/m/JKETQogSaJrGqdhT7L+6n+CrwewLO8CRY9kEjd5Il5YenN/RnvMLF4DeBFu7XDr6mdCnrcrYWvnUIvTmNclzMyBiBzi3A8uacPQNuPQVPHZFJWneT6rVF0Cdc2PfN1nl56531za5ahq4uMCUKTBnTiUFeI8a/utwDoQf4NjYY4YORQghjIKmaYQlhbH/6n7CksKY1GkSmqbh+MpDJB/rgU10D7JCW5KTYc34yeksX2bN5cuwdSu3Xi4LIPRnyM2CekMgPQrWu0O3H8H7CbUGavpVqNVbmk6FcdbQVQSdDlq2hKNHDR3J3ad/w/6sPbyWq0lXqeNQx9DhCCFElcvR52BmYkZYUhjj/hjH3gsniT7rBVc7YhPdg86f5eLXwZRnbL7g90tudOpkgt8Ilby1b28NQL16agJ8QNVCoINrB+HIG2reNzMbCPtVTSVSb4hqOn3kHNg1VNc4NlWbENzFCR2ohG7TJkNHcffp06APOnRsvrCZ4W2GGzocIYSoVBk5GRyOPMz+q/vZf3U/+66EUCfjAbbN+BAnKyf2LJ1OTEgX0Eyws9fj18GEbLViFgHvurPq/ZtuqOkhLRxsri9ltLmLWibL9zUwsVLvZcaphK7TF4WbS+19KvtxRTV1Vyd03btDZCTo9TeNAhJ3pKZNTX4d8isdPTsaOhQhhKhQufpcTseeJjg8mPtq3kcXry78fOJXnlu4HpOIzthETycjtCnnMy34bwjUq2fHB5O7kZ2tat8aNzYp1HRqZoZaqD46CJxaqVq244vg7MfwePQNfd9aqQucmknfN1EuRtmH7sZBEWfPnpVpS4QQQlQ4TdPQ0DDRmfDdse/4NORTgi+cJ/WSL1ztSAfHh9i/vhPX0uJp6GWHk6MZnTrq8PPLazoFC4tb3DzsV8hKhAZD1SoL62pAp0C1n3QO0v6DWr0kYRMVxigTujwVMQ/dtWuQnQ21alVwcPe4hIwEpm+ezuh2o+lQp4OhwxFCiNuKTInkQPgBgq8GExweTPCVo3zY/Uue69qLd379iUVjO5MSURsApxoaXbvo2LBBtfAkJ4N9cfOp5837Fn8UDs+Art+BhRMEv6Im671/nTov5SLY1pfBC6LSVGqT6+LFi/n55585ffo01tbWdOnShXfffZfGjatu7bdOndR8PcuWVVmR9wQHSwc2ntuInYWdJHRCCKMTnx7PgfADHAg/wPSu0zEzMeOxNS+zb4c9VlH+WEY+S/KVhnzqn8Fzf8PEvoO5OljVvHXsCD4+ukK5l7091/u+hYGtt3rz757g5g8t54GZLaCDrGsqoWsfUDh5s5P1r0XlqtSELigoiHHjxtGhQwdycnJ4/fXXeeCBBzh58iS2traVWXS+li3h8OEqKeqeYqIzYXDTwaw7tY73+72PiTQbCCEMJDs3G3NTc3L0OQxdP5T9V/dzITQJrvphEdmdWi/H8NJTHjxh+xH71tfF+z4Nvy46Ok6Brl3tALCxgeXLb7pxbhZEbwfHZmBTB05/AMfmwxMJak1T7yfUagsA9g1v6vsmNXGialVpk2tMTAxubm4EBQXRvXv3255fEU2u77wDixZBQsIt5vgR5bbjvx34r/Vn90u76ezV2dDhCCHuAVm5WRyJPKKaTMODCb4aTGqaxukJJ7C0hDYvfc6FjY+SHK0WNXV11ZgzR8fEiZCWBpmZUKNGCQVc/V2tvuAzUi1i/6MDtF8BjcaoNVBTLoBbD7WIvRBGpEq/IhMTEwFwdnYu9nhmZiaZmZn5+0lJSXdcZqdOkJICp05B8+Z3fDtxg65eXXG3c+fHkz9KQieEqHA5+hxOxpwk+GowDpYOPNnsSc7GncVv8QuYXO2G87WHIWw+1/7zZEsTjQEDdMx5+CV211DNpn5+ULduQdOpjY3agIK+b4knIeRVNT2ItTtEbYOksyqhM7OGgefB5noTq119tQlhhKqshk7TNB599FHi4+PZuXNnsefMmzeP+fPnF3n/TmroUlLA3R2+/RYGDizXLUQJNp3fRIMaDWhUs5GhQxFCVGN6TU9WbhZWZlZsubCF+UHzORR5iLQ4J7jaEd+sFzn8fwMxMc3Fr1sqh/ba4+ury0/cHn4YPD1vcXNND6lXwK6e2t/WX00T0uZd1Sdu32hotwwcGhckekJUM1WW0I0bN46NGzfy77//4nmL77riaui8vLzueNqSnJzrcwEJIYQwCleTrrI3bG9+0+nB8IPM6PQGs3q8yo5Lu3juWTOSL/iSGKOGltapAzt2QIMGcOmSWtqx2FGnoFZWiPpHJWi2deHMCjg0DZ5MBFNLOL9aTepb+8Gqe2AhKlmVJHQTJkzgl19+YceOHdSvX/rq6oroQ5dHJheuPJ+FfMbRqKN89OBHhg5FCGGEolKi1HQh4cG81OYlvB29eXnDeFb9sQunuAdwiH2AjP9aYprtSHiomtht6FCoXbug6bTO7VYZDP9T9XG77xXQZ8OPjtDqbWgyGVJDIfmMGpFqYl7pzyuEIVRqvZWmaUyYMIH169ezffv2MiVzFem33+CFFyAsDOzsDBLCXS0lK4WVB1Yyp/scXG1dDR2OEMKAkjKTcLBUf4CP/X0sG89tJDQxFBLqYhfTG5PuCbw5xpunPeawapU7yaZQvyX4PaCSt7w/vr/88hYF5DWJJp+HAxOgw0rVlBqzG+L2qYTOxBwGnClYWsvWS21C3MUqNaEbN24c3377Lb/++iv29vZERkYC4OjoiLW1dWUWXUi9epCYCAcPgr9/lRV7z3i+5fPM+HsGnx/6nBndZhg6HCFEFcnOzWbHfzs4GHGQA+EHOBhxkEvxl4ifkYCjlQOZl9ph8X8TcDzXgMRrVqQAh9KAMeDfzp2dO6Ft2xsGKtxM06taN/vri9EHParmgGu/HMydAB3kpKhjLRcU7vsmCZy4x1Rqk6vuFh1Lv/jiC1588cVbXlfRS3/l5oKzM0yfDnPmlPs2ogQv/foSWy5u4eLEi5ibSpOGEHebhIwEQiJCOBh+kIycDN7wf4PMnEzsF9TCLMoPj6RHMIvoSsKFRox72ZI3X7fg339hwYKCyXr9/MDNrYRC9LkQtRXsGqok7sLnsH8UPJEI5nZwMRAsa0KdAVX23EJUF3f90l95HnlEzUG0dWsFBScKORZ1jJb/a8mvQ35lYGMZTixEdZaYkUhKVgp1HOpwMPwgQ34awvlr5yHXFKv49jTKeI4/5k7A0xOGjU7ky9WOWFmp2jY/P3j8cbj//lIWFrEFEk+ovm6aHtbVBN8Z0GwmpEeoY67dwfRWi6YKIeAeSug++EDVziUklLCYsrgjB8IP0M6j3S1rZoUQxul07Gk2nt2Y33R67to5nm/xAl89/iVRKVEMGh9M7BE/Qs+4kJFugokJ/PQTPPYYnD2r/lhu1gzMS6qc1/RqIfrU/2D/y9B2GTg2gRNvQ8Rm6LNdnZd2Faxry9QhQpTRPZPQXbumml5dpc9+pUvISMDJysnQYQghbpKUmcShiEP5idvw1sPp27AvK4NXMvWnJdRLexL7mF5kXGlB6Gl3Ll0wxckJJk6EmBjo0EHVwLVpAyWu3qjpIfkCOFyfn/Lfp8DcATqugexk2DUEWi2CGq1l3jchKsg9k9CJqjHr71lsPLeRwy8flvVdhTCglKwUDkUcokOdDliZWTFyw0g+P/Q5GhqWOa40zHiKB2u9xNJpbUlOz8DN2ZKMDB1ubipp69ABxo2DmjVLUZimh8i/1ZxvDo3h8new+1kYHKv6vF3+DsxswPPRSn9uIe5V91RC97//wZ9/wq+/VkBwoli7Q3fT9fOufD/4e55u/rShwxHinhKwP4B9V/dxIPwAp2NPo6Gx+6U9dPbqxGf//M3ny+oRecaTS+ct0TQdtWur6Zx0OtW/uFEj8PIqZYVZ5D9w7QD4vqZq2dbXBp/R0HI+ZMRCwhFw7aYm8hVCVDqjTOgqepRrnsBAGD4cIiNvM9JK3JGHvnmI89fOc2zsMSzN5Ie5EBUpLi2OQ5GHCIkI4VDkIf5L+I9dL+1Cp9PRYVVHsqLr4xL/EFxtT9TZerRvbcXaL0yIioIBAwpq3/z8oHFjMDW9TYF5fd/SwmHfCGi9WDWVnl4G//0AD+xWGWB6BFi5S/OpEAZilAldnoquoYuOVuu6fvEFDBtWAQGKYh2PPk7r/7XmrV5vMbPbTEOHI0S1FZEcQUhECBoaA+4bwJXEK9T9sC4ANma2NLPqh+u1h5n3+PN0aGfBp59qjBmjEqomTVTi1r8/PPtsKQvU9JB8TjWbAux+Qb3X9RvIzYSdT0CLN6FmB+n7JoSRuadWOHVzUz/gNm6UhK4yNXdrzoyuMzCXJXaEKBVN08jKzcLSzJI9oXt4a+dbhESEEJmiJmPvXrc7A+4bgJeDFxNtd3Hs75acOmJLcKRKqPwsoEM7GDBAx99/Q/v24OhYqoIhcosaVerUHMJ+hZ2Pw2OhapUFz0dBd70Kz9QSevxWcK0kc0IYlXsqoQPV5LB0KWRn32aIvbgji3ovMnQIQhit/xL+Y0/YHkIiQvK3SR0nMbfHXExNTMnNtKSf+QJMMvyIO9eQE1/ZsqsRdO2qw1vXhVN6GDGioPnUw0Pdt3ZttZUoKghidkLzOSop2/8yeD8Jbd6FWj2g199g6aLO9X6iMj8GIUQFuqeaXAHCwyEpSfUdkT8wK5emaczeOpv7at7H8DbDDR2OEFUuOzebU7Gn8pO2Vzq8QhOXJkzbPI3397xPXce6tHb1wyO1L86JfXhrWn10OmjXDkJCyJ+st0MHGDMGmjYtQ+H6XDAxhYwY2DMUWswFl05wbhVcWA399qu+celRYOUmPxCFqOaMsobuxkERFa1Uf8GKCqHT6YhKjSIgOIBu3t1oVLORoUMSotKkZadxKuYU7Wq3A+CpH59iw5kNZOZmokPHfTXv49HGj9HEpQkT2k7n2rq3OL7Rij+PQFaWGpzwyrNQp46aCN3BAZo3L2VLgqaHpDPg0EQlZvtGQmYcdF8PFjXA1EqdA9BojNryWNeq+A9DCFHl7rkaOoBt22DmTAgKUn8Bi8qTlJlEh9UdMDcxZ+/IvdhZ2Bk6JCEqRHp2Oh/t+4jDkYc5EnWEs3Fn0Wt6oqZF4WbrRsC+lYT/Z4tpREdiz9fn6CEL9HrYvVt1Xbv/fmjYUNW+tW8PrVqBtXUZAoi83jRaozWEb4Lt/WHAWTWZb9gG0GeqplQhxD3hnkzoTp5Uy9T88gs8KvNcVrqTMSfpuKYjD/o8yP898X+yNJioNnL0OZyNO8vhyMP5iZuFqQW/PfMbufpcvJZ50dC5Ia3cWuOp7wbh7WnpXZeHHjRjzx7o0kXdx8dHJW2dOsGkSeUMJmYXRGyClgvU/sbmUKsXtP9Yrb4Qtx9cuoBZWbJCIcTdwiibXCubry+0bAnffCMJXVXwdfUl8LFA1p1clz+STwhjk5SZxNGooxyOPEx9p/o8fN/DBF0Oos9XfQDwdvSmtXtrOnt2Rq8HUxNTvmh+lWXLdHx/AOLi1H2eew4eelAtj7Vli+oPV6NGGQLJ6/uWlaiWyPKdoQYrJF+Aq79B8zfAxBx6bysYvGBuD+69K/TzEEJUL/dkDR2oPiqzZqlBEqVa2kZUmLi0OGrayIcuDEPTNEKTQnG0dMTRypHPD33Oop2LuBh/EQBzE3MmdpzI0geWkpyZzD8nj5B1pRVnjtkTHAwHDsAbb8DLL8Mff8Ann6jatw4dVPLm7l6WYPSQdBrsG6skLni8mgeu1ybVLrvraWg0Dmr5V86HIYS4a9yzCV10tOp8HBAAo0dX6K1FCU7Hnqbjmo588tAnPNfyOUOHI+4Rv5z+haDLQRyOOsyRyCPEZ8Tz5WNf8kKrF9h0fhObLmyitXtrGtq0JeVyY44cMmf4cHB1hRdegK+/VrVs7durbfBglbyVS+Q/aqH6mu0heif83R0ePAw1WkH4X5CdCHVl2TwhRNkYZUJXWUt/3ezoUTWKzETWkK8yek3PiA0jCDwcyMqHVzKm/ZjbXyTEbWiaxoX4CxyLOsax6Otb1DF2j9iNs7UzT/zwBEeijtDavTWtarWitXtr2rh2ok4N1WQ5diz88w+cPavuZ2en1n3u1k29Z2oKDRqUc2aP2L0Qul7N8wbwVweo0QY6fgo56RC7G1w6q8XrhRCinCo1oduxYwfvvfceBw8eJCIigvXr1/PYY4+V+vrKrKG7UUaGjHatSnpNz+S/JrN8/3Lm95jPG93fkIESotRi02I5GnWUY1HHSMtOY9b9s8jR52D3th2ZuZk4WzvTslZLWri1YPb9s3G3cyczK5ejR0zzm0yDg+HiRYiPBwsLmDhR3Tuv6fS++0qxxunN9DlgYgY5abBzMDSeBLX7w5V1cHwhPLBHJW0ZsWBZU+Z9E0JUqEodFJGamkqrVq0YPnw4gwcPrsyiyu3VV+HIEfj7b0NHcu8w0ZnwUf+PcLN1Y8X+FYxpN4ZadjIXligsIyeDkzEnsTC1oLlbcw6EH+CR7x7JXw7L0tSSzl6dmXX/LMxMzNg6dCv1a9SnhpkHx47pOHgQfroI48ZBRropfn5gZqYGRHXpopK4vKkuP/64jMHl9X2z8wFTCwh5VY0y7btTJW2WNdXABVCrLdy44oKVy51/OEIIcZMqa3LV6XRGWUP3/ffwzDMqqWvZslKKECVIyEjAycqJmNQYriZfpbV7a0OHJKpYRk4GAFZmVmw8u5HPDn3GyZiTnLt2Dr2m59kWz/LN498QkxrDx/s+VrVvtVrg4+xDTpYZqalqYNPevWqgwokTkJOjkre+fdXABYDDh9WC9eWujY/aBiZW4NoZ4g7Apg6q1s2lE0RuhYwoqPdshXwmQghRVkY1bUlmZiaZmZn5+0lJSZVe5uDB4OUF776rpjERVcvJygmAd3e9y8f7PmZ+j/lM7zodMxOj+tIUFei3M7+xJ2wPJ2NOciLmBBfjL/L1oK95psUzJGUmkZKVQn+f/rzq+iotarWgmWszAFxtXXnBcyF//w3vHYSDB1XyNmYMrFihBjC0b6/227VTf6DdmLy1bl3GQOMOwOVvoO0Hqnn02Dyw8VYJXY1W0GsLOF3/K1CmDBFCGJhR1dDNmzeP+fPnF3m/svvQrVqlOkXnDZIQVS8zJ5N52+exZPcSmro05aP+H9G7gfySrI5y9bkcijykErboE5yMPcnJmJOEjA7B0cqRgd8N5FDkIXxdfWnm2gxfV1/6NuhLXae6+fdIT1e15gevJ26jR6tJed99F+bMgRYtVNLWrh10767mliw3fbZqHtVnQ9BA8BkNXoPg6kY4Mhv6BIGFE2ReU8toSd83IYQRMqqErrgaOi8vr0pP6LKz1S+GmTPhWWkxMaiQiBAm/jmRfVf3cWnSJTwdPA0dkiiGXtMTlhTGmdgznIk7w9m4s5ibmPN+v/fJzs3G9m1bsvXZ1HWsi6+rL76uvszsNhMXGxdy9DmFamDT0tQfUx06qIEIQ4fCt9+q/m3m5uqPrEWL4MEHITlZvVfuZtO8vm+29dWKCkdeV6sv9D+gju8bCV5PqMEMQghRjRhVu5alpSWWllW/ioC5ORw6VI5RbaLCtfVoy87hOzkceRhPB08yczIZ/8d4xnYYS1uPtoYO756TlJnEmViVsJ2JO0M7j3Y82uRRNp3fxEPfPgSoiXh9nH3o5NlJ7Zuac2D0Aeo71cfe0r7IPU0wY8UKNdr04EE4dUolbydOqJq2hx6Crl3VH1ktWsCNPxLsi97u9qKCVK2aW3dIPAV/NIdeW8G9F3j0Vwva5+m4phwFCCGE4RlVDd3NqmrakjypqfDFF/DKKzI3nbE4E3uGh799mAvxF+jm3Y2RbUbyhO8T2FrYGjq0u0ZiRiIX4i9w4doFLsRf4Jnmz1DXqS4z/57Ju7vezT/Pw86DiR0nMrPbTK6lX2NP6B4auzSmnlO9Yvs8pqSomre8ZtPYWPj9d3XsvvvA0bGg2TQveTM3r4AHunYILqyB9stBZwLb+oOZPdz/o6qhi/rn+rxv8jUkhLh7VGoNXUpKCufPn8/fv3TpEocPH8bZ2Rlvb+/KLLpcDh2CCRNUc87IkYaORgA0dmnM6fGnWX9qPatDVvPiry8SeCSQf4b9g17Tk5WbhZWZTCJYEk3TiEiJyE/YolKimNFtBgDtP23PwYiD+ec6WjrSvnZ76jrV5bEmj9HCrQWNXRpzX837cLAs+KPK2dqZh+97OH8/Lk59/5iYQK9eqtatWTO1epWFhRqg0L496PXqnNOnK+CPptwsNWWIpld93+o9q7aseIj5FzJjwcoNun4P5o7qGp0JuPe5w4LvTVlZWeTk5Bg6DCGMjpmZGRYWFoYOo3Jr6LZv307Pnj2LvD9s2DDWrl172+uruoYOVP+djRvVLxxX1yopUpTBpfhLxKbF0qFOB/aE7uGBrx/gQZ8H6V2/N/fXvZ+mLk3vuUmKs3KzCEsK47+E/7iSeIUriVfwdvRmWOthXIy/SPNPmpOek55/vqeDJxcmXsDC1IKvj36Nqc6Uhs4NaVijIc7WziV+fpqmmkfNzGDHDrUmckgIhIaq4/36wV9/qX6pX30FbduqZtQ7/lmX3/etrqpZO7YQ/vsOBpxUx4PHqeZTz0fusCBRnKysLE6cOIFerzd0KEIYHRMTE5o1a2bwpO6eXvqrOFFRqmbh/vvh559lQJsxC0sKY+3htfx29jcOhh8kV8vFv64/21/cjl7Ts+XCFpq7Nae2fe1qn+QFXw3m/LXzRKREEJEcwZWkK7zS/hX86/nz/u73mbZlWv65brZuPNH0CQIeDiAjJ4P/HfgfDWo0oGGNhtSvUR8b89IvMXX5Muzbp2rfDh1SydusWTB1KmzdCu+8o5K2Nm3U5uNTgX1Ro3eqkafuvSDlImxoCP6/Q52H1XJaSWeg/lD5Jq0CaWlpnDp1inr16mFtbW3ocIQwGunp6Vy+fJmmTZtiY2PY5fuMMqHLY4gaOoD16+Hxx1UNxP33V1mx4g6kZKWwN2wvmTmZPHzfw1yKv0SDjxsAaq67vOkxPnn4E8xMzDgWdQxLM0vcbN1wtHSskoQvR59DfHo819KvEZcex7X0azhYOtC9bncSMxKZtXUWcelxRCRH5Cdusa/FYmVmRa/AXmy7vA1bc1s87D3wcvBiZreZPNDwAS7FX+JC/AW8Hb3xcvDC2rzsv3Czs+HkSZWwHToE06aBt7ea0+3TT8HTsyBxe+SRO1iYviQJx+DsCmi/Qk0jsuNxldD1+E1VDUZtg5p+YG5XCYWLkuQldMbwS0sIY5L3vVG7du38gZ22tobpnysJ3S0cOqR+eYnqSa/puRR/iRMxJzgefZwTMSe4mnSV7S9uB6DZJ804GaOa6yxNVWK39rG19Krfix9O/MC3x77F1sIWW3NbbMxtaF+7Pc+3fJ5r6ddYELSAvG8bDfXvR/0/QqfTMWPLDI5EHSEtO43U7FTSstNY3HsxjzV5jI/3fcykvyYVivOBhg+w6flNpGalcv8X9+Ns7Yy7nTsedh7Utq/NmPZjsDG3ITIlEltz22JHjZZVWhqcOVPw9f3QQ6q2LStL7TdqBIGB0LkzXL2qRpm6VORqVbmZYGqpkrSdg6DOQGj4EsTsgeCXVS2crRdkJYK5g9TAGQFJ6IQoXt73RkhICKmpqTg4OPD0008bJKkzqmlLjEmbNur3zZdfwqOPgpOToSMSZWGiM1H9wpwbMrDxwCLHf3n6F8KTw4lKjSIqJYro1Gg87Dzyj2frs7madDU/MTPVmfJ8y+dJz07n74tq4V+dTocOHTqdjmx9Nhamqv+EnYUdbrZu+clg3lx6DzV6CG9Hb2pa18TZ2pmaNjWpYVUDAFsLW0LGhNzyedzt3Mv9WSQnwyefqKWvjhxRyZymqfdtbdXyWP37qxq4Vq0KTw1Sp065i1Xy+r7ZeKrk7OQSOLcSHr2kEjW7hmqyXlArMDx0pOBaC8c7LFwIIaqGra0t2dnZJCUlkZmZaZCETmroShAVpdZ+7NhRTbdgJumvMFLZ2Wpk6ZEjBZuLC3z3HWRkqMTM11clbK1bFyRvlTL3YswuyE6B2v0gPQLW14ZuP4D3k3AtBBKOXu/7JnMDVRdSQydE8fK+Ny5fvkxCQgLJyckMHToUZ2fnKo/FKFOUGwdFGFKtWvDjj6r2Ytw4+N//pPVHGF5cXEHS1ry5qmH7/XfV7xOgfn2VrPn5qX0rKzUHXKV97SaegtMfQLuP1eoLZz+BzGiV0Fl7QO/t4Hy9051zW7UJIYSoUEaZ0I0bN45x48bl19AZUp8+qlP4iBFq0tPlyyWpE1UjNxcuXAAPD9UM+tFHsHQphIWp41ZWasRp377Qo4caxNOypZqw92YV8jWbmwGm1+f8+/cpcPOH+8aBPhPi9kN6ONg3BL//gdkNAxdq+VdA4UIIIUpilAmdsXnpJTUh6rffQmbmHawjKcRtfPUV/Puvqn07dkwNYPjlF9WPs359eO451WTaqpUavJDXDaBGjQoekZ3X983aQ/VxO/0RnFwMgyKu933zUZP2AtRoXbjvm/mdD9wQQghRNpLQldLIkSqxMzGB8+ehbt0KWqZI3FNyc1Widvx4wb+nTqkpQ6ysVJ+3sDCVsD35pPq3Qwd17cCBaqs0MXsgKw7qDIDsRNjYDDoFQoOhai44C0fQckFnBq3frsRAhBBClJUkdGVgYqJq6Hr3VrUj//d/ULOmoaMSxig3Fy5dKkjaTE1h9mw1QKFtWzXKtG5d1QfuqacKan43bqzCJv2kc3BqCbR5Dyyc4OJnarLeOgNUrVzff8GplTrXqYXahBBCGCVJ6MrI0lJNZfL44+oX8w8/qFGw4t6kaRAZqZI2V1fVHLpli2oiTb++2lbNmqovJqhpQvbvV4vTFzdwu1KSuZx0NVgBYPfzqom06TRAD3H71EhUCydo+2HhBetdu1ZCMEJUPz169KB169Z8+OGHhg6lWFUZX95oZ2F8jHLegICAAHx9femQ19ZkZPz91cTDtWurfkurVhk6IlHZNA3Cw1WfNoCvv1YDEVxc1NfBAw/A6tXqmK8vLFoEmzdDRATExMD33xfcq3374pO5iglUD4knISNW7Z9bpaYN0V8fMW7fCKyvTy7n0BgeOgqO1384m9vJiB8hxC19+OGHWFpaGjSGmJgYli5dWuI54eHhVRSNcTHKhG7cuHGcPHmS4OBgQ4dyS97eEBSkRhm2uN4SlZFh2JjEnbtxVsZVq1S/yc6d1aCDOnVg2zZ1LDcX3Nxg8mS1VNy5c2oENKjzpkxRo0/d3asgR4rdB6HrrweWAX+0hNB1at/NH9otU33fAFrMhXrPVHJAQlQ/WXlLpdyDevTowc8//1ziOZs3b8bV1ZUGDRpUUVTFc3V1pXv37gQEBNzynO3btzN69Gi25f3ALoXg4GAmT55MYGAgo0eP5tKlSxURbrkcOXKEF154gW7duvH7778THx/P5MmTGTt2LIMGDeLw4cPFXmeUCV11YWEB8+dDly7qF3zPnjBsGFy5YujIRGmkp8PPP8Nbb6nRo23bqhVBsrPV8Q0bVB+4Ro1gxgw12jSveX3YMNXc/sYb8NhjalF6k6r6bkq5BPtGQXqU2r/8DZy4PkjBzAb67oJ6z6l9xybQ4EW4voqFEIZWr169Ik2DrVu3Zt68eYBKLsaPH8/48eNxcnKiZs2azJkzhxvnwC/NOZqmsWTJEho0aIC1tTWtWrVi3bp1Re4xdepUXFxc6Nu3b4lx5+Tk3LK8zMxMJk6ciJubG1ZWVnTr1q1IhcTtnjsvpokTJ/Laa6/h7OyMu7t7oeMAqampDB06FDs7Ozw8PHj//fdLjPt2fvnlF0xNTZk5cybZeT/8ivHxxx8zZMiQOyqrovj5+bF//35iY2OLPf7ss8/yySefEBoaysiRI/nzzz9LvF9mZiZPPvkks2bNYtiwYQwfPpzhw4dXRuil8tFHH/HFF1/Qv39/XnrpJUaNGsX06dN56qmn2LhxI5999lmx10lCV0F0OlWb8+efKgGYOFESO2OQkKBqUlevhunTVd+2sWPVsZwcGDwYPvgA/vtPLTg/b15BQrdxIwQHqz6Ts2apayt0TdPbyUkreL33JTi2UL3Wmam+bxmRar/1Yui3v+Bcl44ydYioEhHJEWTkqKaJS/GXCIkIKbRFJEeU676BgYGYmZmxb98+Pv74Y5YtW8aaNWvKdM6cOXP44osvWLlyJSdOnGDKlCk8//zzBAUFFbnHrl27WHWbvjMllffaa6/x008/ERgYSEhICD4+PvTr149r166V69ltbW3Zt28fS5YsYcGCBWzZsiX/+PTp09m2bRvr169n8+bNbN++nYMHD+YfX7t2LbpSNgvk5ORw8OBBfvjhB6Kjo2/5GRw9ehRPT09MK2VpmfIZOHAga9euveVxMzMzhg4dyqeffkpSUhIvvfQS69evp7jFsXbs2IGDgwO1atUCVMK4d+9eoqKiKiv8W7pw4QK1a9fGzMyM8PBwrl27xuzZs6lTpw5xcXHY2dnxyCOPFH+xZsQSExM1QEtMTDR0KKWWnKxpixZpmpOTpnl4aFpOjqEjuvslJGja/v2a9vXXmvbmm5o2ZIim/fijOvbdd5oGmmZiomkNGmha//6a9tZbBddGR2uaXm+YuAvR6zUt4YSmpUWq/QtrNe17a03LyVT7xxdr2oVAw8Un7mmpqanagQMHtNTU1ELvz902VzsXd07TNE177qfnNOZRaJu7bW6Re9WtW1dbtmxZofdatWqlzZ2rzvX399eaNm2q6W/4xpwxY4bWtGnT/P3bnZOSkqJZWVlpu3fvLlTOiBEjtGeeeSb/Hq1bty7V85dUXkpKimZubq598803+ceysrK02rVra0uWLCn1c+eV061bt0LndOjQQZsxY4amaZqWnJysWVhYaN9//33+8bi4OM3a2lqbNGmSpmma9vPPP2uNGzcu1XOtWbNGO3dO/f+98847mqura7G/bz/44ANtzZo1+fs5OTnaihUrtOeff17bv3+/pmma9uyzz2qBgXf+MyonJ0dbvny5NmzYsPx7h4aGav7+/oXOi4mJ0Xr27Fnq++r1eu2XX37RnnvuOe3vv/8udOzTTz8tcn8XFxdt69att71v3vfGunXrtDVr1mjLli3T4uLiSh3XzXbt2qWFhIRomqZpLVq0KBJXSYyyhs7YB0WUxM5OTU8RGqqa6ExNVcf4li1hyRK4fNnQEVZPV67A9u3w+ecwZ45qIs1bMWH8eLXM1fPPq5q4iAhV+wbQr5+a4y0tTa268Oef8PrrBfd1dTXgOIC4YPjvB/Vanw1/tYP/vr0eWDfo8AmgV/vNZqr54IQwImPajcHTwROAhT0XcnD0wULbmHZjynXfTp06Fapl6ty5M+fOnSu0HGRJ55w8eZKMjAz69u2LnZ1d/vbll19y4cKF/Gvat29/xzGdP3+e7OxsunYtGBVubm6On58fp06dKvOzt2zZstC+h4cH0dHRgKq9ycrKonPnzvnHnZ2dady4cf7+oEGDOH369G3LSUlJISYmBh8fHwAmTZqEjY0N7777bpFzw8LCcHNzy9//9ddfefrpp0lLS+Py9V9qjzzyCElJSaV/0FvYsGEDQ4YMIT09Pb8f25YtW/D09Cx0nouLS6H/y9uJjY0lJCSEmjVrUr9+/SLHrG5aMcDKyoqEhITyPcQd6NKlC23atCE2Npbjx4/To0ePUl9rlNOWGNPSX+VlZ1ewlmZ6uppv7M03VV+sNm1UQvLqq4aN0Zikp8Pp02rutosX1ZadXTBytE0buHZNJV916kCDBpD3s2PmTDUIoVEjtUTWjWrUUJtRSA2F4wug+Ztg6wVX1kH4Rqj7lOrj1menGnkKagkt+4aGjVeI2/Cw98h/Xb9GfepTv4SzFRMTkyLNXiX13SoPvV79IbRx40bq1KlT6NiNozRtbW2pKDc3c2qaVui90j63+U0z1ut0uvznufn6O7F69WpGjRqVv29lZcWiRYsYPXo0r7zySqHPLSUlBWtr6/z9Xr16odfr2blzJ19//TUADRs2LHbAxEcffVTiAAN/f38GDRqUv9+7d28A/vnnHz7//HNADXIoro9jaZqWw8PDWb58OdnZ2UyYMIG6desWOcfR0bHIZ5uSkoJLlfaxKWzbtm1omlb9E7q7TYMGatmwpCT46y81KjLvD7ekJBgyRE1/cv/9ah4zO7sSb1et5H2P6HRw9Cjs2aNqL/O2fv1UknvkiBpNCur5GzSAZs0K7rNhg+q/Vrdu0aXXbjzPKOSkFszntn8MWLpAq0VqHdS8vm+2XtBiHrR+p+C6mqWvLRCiunJ1dSUioqBvXVJSUpFf+Hv37i2y36hRo0J9uEo6x9fXF0tLS65cuYK/f8WsJXyr8nx8fLCwsODff//l2WefBVSiduDAASZPnpx/fmme+3Z8fHwwNzdn7969eHt7AxAfH8/Zs2fL9JyRkZFYWVlR86aZ8Z999lmWLVvGm2++WajjvYuLC/Hx8fn7Tk5OfPXVV/To0SM/0Tt27BgvvvhikbImTZpUlkfEwcGB77//nu7du+cn3EFBQbz99tskJCTg5OSUf66Z2a1TmMuXLxMQEICFhQUTJ07Ew8Pjluc2adKE1Xm1B6hBEsnJycUmf1Vl27ZtWFpa0qlTp1JfIwldFXJwUKsCPPVUwXtxcSrpWbxYNdXqdGoes2PH1Ou//lIJjre3mu+shK/fKpWSAlFRaktKgv791fuzZ8OZM+r9yEj174YNagTwjz/C22+r5/DyUlvt2uq6li1h3z6VyNWsWbQZ9IbWDOOiaZB0CswdwaYO/Pd/sOcFeCJeJXUOTdQxACtXNe9bHjPr4u8pxF2sV69erF27lkceeYQaNWrwxhtvFOlsHxoaytSpUxkzZgwhISEsX768yGjOks6xt7dn2rRpTJkyBb1eT7du3UhKSmL37t3Y2dkxbNiwMsd9q/JsbW0ZO3Ys06dPx9nZGW9vb5YsWUJaWhojRowo03Pfjp2dHSNGjGD69OnUrFmTWrVq8frrr2NywxD79evXM2vWrBKbXVeuXMno0aOLHSU6c+ZMhgwZwpQpU2jevDkATZs25cpNo/yioqIKJZV2dnaF4rgToaGh+U3Bx48fx9zcHDc3NwIDAxk5ciSgkmb7m5tkrlu6dClpaWnMnDmzSNJanO7duxMdHU1YWBienp4EBQXRoUMHgyd0nTp1KtIUXBIjSQ/uXfXrq35dOTkqiTtyRCV5Op3KFZ56CpKT1bkmJqq5ccMGVZO3bh0cOADOzqpZ0dZWNe22bKmSrJMn1XVqWICaZiWvy8j+/aqZ88atd2+oVUutdPD332qEaN7Wty9Mm6Zq2fz81FJVeaytITVVxXzhgkr2GjRQNW7u7uoZQY0UnTu3+KTUxqagidroXTsIiaeh/nOABps7g+8MaDYbXDqD36cF5zaZYrAwhTBGs2bN4uLFiwwYMABHR0cWLlxYpKZq6NChpKen4+fnh6mpKRMmTGD06NFlOmfhwoW4ubmxePFiLl68iJOTE23btmX27Nnliruk8t555x30ej0vvPACycnJtG/fnk2bNlHjhv4epXnu0njvvfdISUlh4MCB2Nvb8+qrr5KYmJh/PDExkTNnztzy+rNnz7Jo0SIWLFhQYjmzZ89mw4YNAPTv359Ro0bx6g39hIYMGcLUqVP56quvyMnJKVeSfCuDBw9mxowZ/PCD6mPcrl07VqxYUagGMDg4mF69ehV7/bRp08pUnpmZGYGBgSxatIhOnToRFBTEN998U+7471RkZCSnT5/m6aefLtN1Oq0iG+VLQdM0kvMylJtkZmaSeUOmkJycjK+vL6GhoThU2tT6xi05Ga5eVc2TYWFqe/ll1Zl/8WK1AkFe0gUwaRIsWAD//gsPP1z4Xu7uqvYMVC3g1auFj//6q1r94MMPITAQHB1VraKjo0r2XnxR9WP74QeVRLq5FWzF1ardNdIj4cQiaDxZ9Ws78Y6qiXswRD30tSNg30CmChF3rYyMDEJDQ2natCk2NjaVWlZplrEy9qW47kajR49mwYIFuLu7GzoUQE1LM3DgQPwMXBOQlpbGqVOnOHfuHPHx8SQnJ/P0008XSubt7e1LPZUMqImF+/Xrxz///IOvr2+pr6vyhK46D3QQQoh7UePGjfnmm28kobuHhYWF8b///Y+33nrL0KGQlJTE9OnTbzlv3rJly0ocAduzZ08GDx5cIbHkJXSzZ88mNDQUS0tLTp06VahyKjExsUoqpaq8ydXe3r5Q9fCNbq6hi4iIwM/Pj5MnTxYZqVRZOnToUGVLjlVlWVVdXlWWlZSUhJeXV9lqcjUNks6ofm62XnB1I+x+DgZeBEtnOL9aTeDbsOhs4fL/Vv3KK9fXyB26m/7f8mroxL3L09OTQYMG8ccff/DQQw8ZLA5N01i2bFmJieWUKVXf1WX48OEl1tBVhSpP6HQ6XZl/oNrb21fZD2FTU9O7sqyqLq+qnw3U6KgSy4w/rLYGL6qEbusj0HAUtHoLzHuA5efgVFM1nba99Zwy8v9Wfcu77ddIBbqb/t9KGk1Y0bZv314h54iK165dO0OHQFxcHGPHjsXV1dXQoRRibm6OhYUFFhYWVZqz3MgoJxY2pHHjxt2VZVV1eVX9bMXKiFVrniacUPsRW+DomyqZ0+mg5xY1mAHA2kMleqXoByf/b9W3vKp0N/+/CWEoLi4uhSY5FgWqvA9dWYSFheU3k9w8S7QQeZLiwnB08VL9FM7PV2ug+q2E3AzY3BXaLoVaPSE3E0ws7uLRG+JW8vruVlVflrtNXj+hquhDJ0R1kve9cfnyZRISEkhOTmbo0KE4OztXeSxGOW1JQEAAAQEB5Fxfv+nGmb2FIPEkmFqDXX0I34T99gdZumCq+jpx9AV9ljrP1AoeLFi0GlP5OrpXWVpaMnfuXPlZIoS4axllk+u4ceM4efIkBw4cACShu+fFH1WDFPJsfxjOLFevnduh6/Q5r854U32dNBwBjcYaJk5htCwtLZk3b578LBHl0qNHj0KrPhibqoyvPOvTiqphlAmduMdlJai+b9dC1H7MTjj6BuhVjS3+v0PLeeq1lYvq+2YhU+EIIURl+vDDD0v1R1FMTAxLly4t8Zzw8PCKCktcJwmdMJysxILFXg/Phj0vqtdmdpBwFDKvL0vTcBQMigCT6z0EnJqBufSDEkJUnKysLEOHYDA9evTg559/LvGczZs34+rqSoMGDW57P1dXV7p3705AQMAtz9m+fTujR49m27ZtpY4zODiYyZMnExgYyOjRo8u10sbdTBI6UXUST0HSOfU6KgjW1YCUi2rfsSk4Xx8Sb2IG/faBxwNq31QGMghxt6hXr16RCYFbt27NvHnzAJVcjB8/nvHjx+Pk5ETNmjWZM2cON47fK805mqaxZMkSGjRogLW1Na1atWLdunVF7jF16lRcXFzo27dviXHn5OTcsrzMzEwmTpyIm5sbVlZWdOvWrci8gLd77ryYJk6cyGuvvYazszPu7u6FjgOkpqYydOhQ7Ozs8PDwKLLGbVn98ssvmJqaMnPmTLKzs2953scff8yQIUNKfV8/Pz/2799f7HqxAM8++yyffPIJoaGhjBw5kj///LPE+2VmZvLkk08ya9Yshg0bxvDhwxk+vOg8ofcySehE5Uk4Dmdv+Att52A4ff2HT41W0OlzNYkvQP0XoPGEqo9RCFFuERGQkaFeX7oEISGFt4iI8t03MDAQMzMz9u3bx8cff8yyZctYs2ZNmc6ZM2cOX3zxBStXruTEiRNMmTKF559/nqCgoCL32LVr1y1XHShNea+99ho//fQTgYGBhISE4OPjQ79+/bh27Vq5nt3W1pZ9+/axZMkSFixYwJYtW/KPT58+nW3btrF+/Xo2b97M9u3bOXiwYPDX2rVrS73MVE5ODgcPHuSHH34gOjr6lp/B0aNH8fT0xNTUtEzPMnDgQNauXXvL42ZmZgwdOpRPP/2UpKQkXnrpJdavX09xk2/s2LEDBwcHatWqBaiEce/evURFRZUppruaZoRWrFihNW3aVLvvvvs0QEtMTDR0SKI0spI1be9ITYverfbPf6Zp61w0LSdd7Sec0rSspAopau7cuRpQaKtVq1aF3FtUX0FBQdqAAQM0Dw8PDdDWr19f6Lher9fmzp2reXh4aFZWVpq/v792/PhxwwRbjaSmpmoHDhzQUlNTC70/d66mnTunXj/3nKapPhQF29y5Re9Vt25dbdmyZYXea9WqlTb3+sn+/v5a06ZNNb1en398xowZWtOmTfP3b3dOSkqKZmVlpe3evbtQOSNGjNCeeeaZ/Hu0bt26VM9fUnkpKSmaubm59s033+Qfy8rK0mrXrq0tWbKk1M+dV063bt0KndOhQwdtxowZmqZpWnJysmZhYaF9//33+cfj4uI0a2trbdKkSZqmadrPP/+sNW7cuFTPtWbNGu3c9f/Ad955R3N1dS329+0HH3ygrVmzJn8/JydHW758uTZs2DBt//79mqZpWmhoqObv71/oupiYGK1nz56likXT1PfnL7/8oj333HPa33//XejYp59+WuT+Li4u2tatW0t9/8qQ973x4osvau+++662bNkyLS4uziCxGGUNXd4o16pcgkiUQVYiaHr1+ug8+Pdp9drMFpJOQ1ac2q//AjweraYPAXBsUqEL2Ddr1oyIiIj87dixYxV2b1E9paam0qpVK1asWFHs8SVLlvDBBx+wYsUKgoODcXd3p2/fviQnJ1dxpHeHMWMgb4rQhQvh4MHC25gx5btvp06dCtUyde7cmXPnzpGbm1uqc06ePElGRgZ9+/bFzs4uf/vyyy8LrfHZvn37O47p/PnzZGdn07Vr1/xj5ubm+Pn5lWtEaMuWLQvte3h4EB0dDcCFCxfIysqic+fO+cednZ1p3Lhx/v6gQYM4ffr0bctJSUkhJiYGHx8fACZNmoSNjQ3vvvtukXPDwsIKTea7YcMGhgwZQnp6en4/ti1bthSZL9bFxaXENVVvFhsbS0hICDVr1qR+/fpFjllZWRV6z8rKioSEhFLfvzJZW1uzbt26EputK5tRzkMnjEzi9R8Ojk0gdh9s7gwPHQGnFmret7wRpjod9N1ZcJ2JeaWGZWZmhru7e6WWIaqXBx98kAcffLDYY5qm8eGHH/L666/z+OOPA6p5q1atWnz77beMKW/2cQ/z8Ch4Xb++2m7HxMSkSJNaRf8S1OvVH5wbN24ssg74jaM0bW1tK6zMm5s5NU0r9F5pn9vcvPDPTZ1Ol/88N19/J1avXs2oUaPy962srFi0aBGjR4/mlVdeKfS5paSkYG1tnb/fu3dvAP755x8+//xzQA1yKK4fYmmaf8PDw1m+fDnZ2dlMmDCBunXrFjnH0dGxyPOnpKTg4uJy2/tXhZ49e7J3714uXrxosBiMsoZOGFjiKTj9YcH+nufh5GL12qm56vtmXVvt130KmlT9QsgA586do3bt2tSvX58hQ4YY9BtJGL9Lly4RGRnJAw88kP+epaUl/v7+7N6924CR3VtcXV2JuKFzXVJSUpHRinv37i2y36hRo0J9uEo6x9fXF0tLS65cuYKPj0+hzcvLq1xx36o8Hx8fLCws+Pfff/OPZWdnc+DAAZo2bVqm574dHx8fzM3NC8USHx/P2bNny3SfyMhIrKysqFmzZqH3n332WZo2bcqbb75Z6H0XFxfi4+Pz9x0cHPjjjz/o3r17flIcFBREnz59itSYlbQO8OXLl5k+fToBAQFMnDiRpUuXFpvMATRp0iS/phLUIInk5ORbnl/VTExM8PT0LBRjlcdgsJKF8cjNVPO+RV0fPh5/BI4vhOzrzVBdvoX215uwzGzVvG+WNYu9VVXp2LEjX375JZs2bWL16tVERkbSpUsX4uLiDBqXMF6RkZEA+Z2q89SqVSv/mKh8vXr14quvvmLnzp0cP36cYcOGFelsHxoaytSpUzlz5gzfffcdy5cvZ9KkSaU+x97enmnTpjFlyhQCAwO5cOEChw4dIiAggMDAwHLFfavybG1tGTt2LNOnT+evv/7i5MmTjBo1irS0NEaMGFGm574dOzs7RowYwfTp09m6dSvHjx/nxRdfxMSk4Ff5+vXradKkSYn3WblyJQMHDiQ2NrbQFhcXx8yZMwkMDOT48eP55zdt2pQrV64U+TzymmuPHz+Oubk5bm5uhUYSZ2dnY29ffDebpUuX8uWXXzJz5kwWLVqEx43VvcXo3r070dHRhIWFASqB7NChg9EkdKCaXTPyRgkZgFE2ueYt/XVjfwlRAbISVUJmYgYn3oaYPdDjN7W+aeplyLr+F5j3E1D36YKpQhzuM1jIt3Jjs1qLFi3o3LkzDRs2JDAwkKlTpxowMmHsbtc0JirXrFmzuHjxIgMGDMDR0ZGFCxcWqakaOnQo6enp+Pn5YWpqyoQJExg9enSZzlm4cCFubm4sXryYixcv4uTkRNu2bZk9e3a54i6pvHfeeQe9Xs8LL7xAcnIy7du3Z9OmTdSoUaNMz10a7733HikpKQwcOBB7e3teffVVEhMT848nJiZy5syZW15/9uxZFi1axIIFC0osZ/bs2WzYsAGA/v37M2rUKF599dX844MHD2bGjBn88MMPALRr144VK1bw4osv5p8THBxMr169ir3/tGnTbvusNzIzMyMwMJBFixbRqVMngoKC+Oabb8p0j7udTqvIRvkKJgtq36HE06DlqGbS+CPwZxt4YC+4+EHYr5B8DpqW7ZvKmPXt2xcfHx9Wrlxp6FCEEdDpdKxfv57HHnsMgIsXL9KwYUNCQkJo06ZN/nmPPvooTk5O5a65uRfkLUDetGlTbGxsKrWsHj160Lp16yJztpX1HFGxRo8ezYIFC8rUb3nOnDkMHDgQPz+/SozMsPK+Ny5fvkxgYCDm5uasXr0aZ2fnKo/FKGvoRDklnVWJWtNpqnZt/2iwqgX3/wgOTVXfN7vrs3x7PmrYWCtYZmYmp06d4v777zd0KMJI1a9fH3d3d7Zs2ZKf0GVlZREUFFTsyD4hRIE333yTFStW8NZbb5Xq/KSkJGJiYm6ZzC1btqzEEbA9e/Zk8ODB5YrVEPR6PWFhYXTs2NFgMUhCV53pcyF4LHg9DrX7Q9IpNXihwXC1xmmnL8Dq+lBzUwvV9+0uMW3aNB555BG8vb2Jjo7mrbfeIikpiWHDhhk6NGFAKSkpnD9/Pn//0qVLHD58GGdnZ7y9vZk8eTJvv/02jRo1olGjRrz99tvY2Njw7LPPGjBqIYyfp6cngwYN4o8//uChhx4q8VxN01i2bFmJyd+UKYYZTFdZtm3bhpmZWamWRqssktBVB1mJYGqtkrJTSyH8L+j9N5iYQnoEZF/vP1F7AAyOK+j7Zt/QcDFXsrCwMJ555hliY2NxdXWlU6dO7N2716g6yIqqd+DAAXr27Jm/n9efctiwYaxdu5bXXnuN9PR0XnnlFeLj4+nYsSObN2++ZcdtUfW2b99eIeeIiteuXbtSnRcXF8fYsWNxdXWt5IiMR1paGoMHDy4y7UxVkj50xijpDORmqOWxks7C702g91ao1RPC/1T94ZrNNHSUQoh7RFX2oROiOrmxD11CQgLJyckMHTrUIH3ojHLakoCAAHx9fenQoYOhQ6kayefVqNO81RcOTIQjr6vXdg1V06ljM7Vf+0FJ5oQQQghRSKUmdIsWLaJLly7Y2Njg5ORU6uvu+qW/NA32v6wGMACkXFRNqenXJ530WwVdv1OvTUyhwbCCvnBCCCGEEDep1IQuKyuLJ598krFjx1ZmMcYrK1E1nQKcWQ6br6/1p9NBZhxkJ6n9Wr1V3zeb60ut2NWr0DVPhRBCiDt18OBBdu/ezZEjRwwdiihGpSZ08+fPZ8qUKbRo0aIyizEeSWfh2kH1OjUU1tWAyH/UvqMv1H5I1c6Bmkqk/gvqtYlpwUAGIYQQwsisX78eX19f2rdvz7JlywwdjiiGUfWhy8zMJCkpqdBm1FIuwbGFoM9R+4dnwKHX1GsbT+j8JTi3VfvuvaH565K4CSHuaT169GDy5MmGDuO2jD3Oqozv2LFjtG3bls2bN/PCCy8UWbWjJKdOnarEyMSNjCqhW7x4MY6OjvlbeRdRrlTB4+G//1Ov067CmWWQdn2Nu3YfQfdf1GudDuo/D9aln1VbCCGEqGppaWmkpqbe8nh4eDienp7k5OQQFRWFmVnpZjz78MMPsbS0LNW5MTExLF26tFTniuKVOaGbN28eOp2uxO3AgQPlCmbWrFkkJibmb6GhoeW6zx3LSoScdPX63Cq1ZFae7ETIuf6F79pF9X3LW33B1lv6vgkhRDWSlZVl6BAMauPGjbRt25b33nvvludomoapqSmDBw9m4MCBJCQk3Pa+mzdvxtXVtdQT7bq6utK9e3cCAgJKG3qpBAcHM3nyZAIDAxk9enS51s+tLsqc0I0fP55Tp06VuDVv3rxcwVhaWuLg4FBoqxJJ5yB2n3qdEaP6voX/ofYdm4HXYLUqA0CXr6DhS+q1zkSaUIUQopwyMzOZOHEibm5uWFlZ0a1bt0KzG/z22284OTmh16spnQ4fPoxOp2P69On554wZM4ZnnnkGUInHkiVLaNCgAdbW1rRq1Yp169YVKrNHjx6MHz+eqVOn4uLiQt++fW8ZX05ODuPHj8fJyYmaNWsyZ84cbpy69Xbx16tXr8h6s61bt2bevHmF4pk4cSKvvfYazs7OuLu7FzoOkJqaytChQ7Gzs8PDw4P333+/5A+2DB5++GGefvrpWx6Pjo7m9OnTAKSnp3P69Gl69uxJWFgYf/31V/52+PDhQtd9/PHHDBkypEyx+Pn5sX//fmJjY8v8HMXJzMzkySefZNasWQwbNozhw4czfPjwCrm3MSpzQufi4kKTJk1K3KysrCoj1oqTegWOzS8YgXpsLoRcX4bEyhW6fKtq3wDcukHzOWrgghBCiArz2muv8dNPPxEYGEhISAg+Pj7069ePa9euAdC9e3eSk5M5dOgQAEFBQbi4uBAUFJR/j+3bt+Pv7w+oxeC/+OILVq5cyYkTJ5gyZQrPP/98ofMBAgMDMTMzY9euXaxateqW8eWdt2/fPj7++GOWLVvGmjVrSh1/aQUGBmJra8u+fftYsmQJCxYsYMuWLfnHp0+fzrZt21i/fj2bN29m+/btHDx4sNA91q5di66cFQwlXXfw4EH69evHrl272Lp1Kx999BHm5uZ4enrSv3///K1169b51xw9ehRPT09MTcv+e3PgwIGsXbu22GMfffQRCxYsIDIyslT32rFjBw4ODtSqVQtQCePevXuJiooqc1zVQaX2obty5QqHDx/mypUr5ObmcvjwYQ4fPkxKSkplFlvgxkUwDk6Gi1+q15kxcOYjNf8bQJv3oOemgnPrDQFrj6qJUQghqqv0iII/jFNDIfFkwbGEYwVzaxYjNTWVlStX8t577/Hggw/i6+vL6tWrsba25rPPPgPA0dGR1q1b5y/1tX37dqZMmcKRI0dITk4mMjKSs2fP0qNHD1JTU/nggw/4/PPP6devHw0aNODFF1/k+eefL5K0+fj4sGTJEho3bkyTJk1uGaOXlxfLli2jcePGPPfcc0yYMCF/hGdp4i+tli1bMnfuXBo1asTQoUNp3749W7duBdT6xJ999hlLly6lb9++tGjRgsDAQHJzcwvdw9HRkcaNG5dYzu7du5k4cSKrV69m5syZ/Pvvv/nHUlNTCQwMJDAwkEGDBuX3qdPpdDRt2pSuXbsyYMAArK2tb/s8W7duLbIwQG5uLitWrODFF1/Mr8UMCwujR48ehc7z9/fnjz/+KPa+kyZNYsyYMaxatYrXXnuNM2fOlBjH5cuXC63YYGpqir29PSdOnLjtM1RHlZrQvfnmm7Rp04a5c+eSkpJCmzZtaNOmTbn72N1W1g392y6uVUtm5SV1OWmQe71fXI22qu+bo6/at6kjfd+EEKKszq2CtDD1+tR7sOuGJrZtD6rjt3DhwgWys7Pp2rVr/nvm5ub4+fkVGhnZo0cPtm/fjqZp7Ny5k0cffZTmzZvz77//sm3bNmrVqkWTJk04efIkGRkZ9O3bFzs7u/ztyy+/5MKFC4XKbt++faker1OnToVqrzp37sy5c+fIzc0tdfyl0bJly0L7Hh4eREdHA+pzysrKonPnzvnHnZ2diyRvgwYNym8aLU5ERASDBw9m9uzZjBo1Cisrq0K1fPv27WPYsGEMGzaM3NxcNm1SlRw3ro1cWmFhYbi5FZ4Mf8OGDQwZMoT09PT8fmxbtmzB09Oz0HkuLi5F/r9uVKtWLebOncsbb7zBH3/8wYQJE9izZ0+x58bGxhZpMbSysipVH8DqqHRDVcpp7dq1t6w6LUlAQAABAQFF/gIpIvk8ZESBa1c1Se9PztBprZrfzcFX/avPVovad/y04Drp9yaEEHeu0RiwqKFeN50OjV4uONbzT7B0ueWleX3Rbm7u0zSt0Hs9evTgs88+48iRI5iYmODr64u/vz9BQUHEx8fnN7fm9bPbuHEjderUKXTPm0da2tralu05yxm/iYkJNy+Xnp2dXeReNy/ortPp8p+nopZb/+mnn/D29sbdXc28cHM/vXbt2uW/dnZ2zp82rLSjVG+UkpJSpCavd+/eAPzzzz98/vnngKpxLa4PY2maju3t7ZkyZQpZWVl88803fP755wwbNoxu3brln+Po6Fjk80tJScHF5dZfl9WZUU1bkueWS3+lXVV93/JWWDixGA6MV6/NHaDr/0GtXmrfxU/1fTO1qLrAhRDiXmLtAabXa0BsvQpaPQCcWpTYdcXHxwcLC4tCzX7Z2dkcOHCApk2b5r+X14/uww8/xN/fH51Oh7+/P9u3by/Uf87X1xdLS0uuXLmCj49Poa28U2Dt3bu3yH6jRo0wNTUtVfyurq5ERBQ0OyclJZV5lKWPjw/m5uaFYomPj+fs2bNluo9ery8xOSxPf7dbcXFxIT4+vtB7Dg4O/PHHH3Tv3j0/oQ4KCqJPnz5FasxKOy0KqM/06tWr2NnZFakVbNKkSX5NJ6hBEsnJydStW7eMT1Q9GGVCV8SFL9S/2Umq71vy9erYVm9Bnx0F53k/UbB8lhBCCKNla2vL2LFjmT59On/99RcnT55k1KhRpKWlMWLEiPzz8vrRff311/n9rbp3705ISEh+/zlQNTbTpk1jypQpBAYGcuHCBQ4dOkRAQACBgYHlijE0NJSpU6dy5swZvvvuO5YvX86kSZNKHX+vXr346quv2LlzJ8ePH2fYsGFlTpzs7OwYMWIE06dPZ+vWrRw/fpwXX3wRE5PCv77Xr19fYn/AQYMGcenSJa5cuZL/3vfff3/b8qOjo/n666/59ttvefXVV8nJybntNU2bNi1UTp7Q0FB8fHwAOH78OObm5ri5uRUaiZydnY29/e27QF26dIlZs2axbNkyhg0bxrJly7jvvvsKndO9e3eio6MJC1PdAoKCgujQocNdm9BVapNrhdFnqn8dmqi+b3nVsTJwQQghqq133nkHvV7PCy+8QHJyMu3bt2fTpk3UqFGj0Hk9e/YkJCQkP3mrUaMGvr6+hIeHF6rNW7hwIW5ubixevJiLFy/i5ORE27ZtmT17drniGzp0KOnp6fj5+WFqasqECRMKrZJwu/hnzZrFxYsXGTBgAI6OjixcuLBc86C99957pKSkMHDgQOzt7Xn11VdJTEwsdE5iYmKJgwS8vLz46aefmDNnDt26dUOv1/PQQw/x119/8fvvv5Odnc3vv/9OcnIyu3btIiwsjCZNmnD58mUSEhIYP348e/fu5e+//6Z///4lxtu/f39GjRrFq6++Wuj9wYMHM2PGDH744QdANfPmDZTIExwcTK9evW5570OHDhEYGIi7uzuvvfZaka+VG5mZmREYGMiiRYvo1KkTQUFBfPPNNyXGXp3ptIpqoK8ESUlJODo6kpiYWHVz0gkhhCgkLS2NU6dO0bRpU2xsbAwdjjCQp556iiVLllCvXr3bnjt69GgWLFiQ32evtObMmcPAgQPx8/Mrcuyjjz7CysqKYcOGGc30aHnfG3mJb3JyMkOHDi00uraqGGWTa0BAAL6+vkWGPQshhBCi6m3cuJEnn3yyVMkcqFkuVqxYUaYykpKSiImJKTaZg4JpS4wlmTM2RpnQ3XJQhBBCCCGqVHBwMLVq1eLJJ5/k5MmTt78A8PT0ZNCgQbecU+5mmqaxbNky3nrrrTsJ9Z5WPfrQCSGEEKLK7dmzhzFjxuDm5kZWVhYrV64s9bU3ToVyO3FxcYwdOxZXV9fyhCmQhE4IIYQQt9C5c2eOHj1a6eXcrXPDVSWjbHIVQgghhBClJwmdEEIIIUQ1Z5QJnYxyFUIIIYQoPaNM6GSUqxBCCCFE6RllQieEEEIIIUpPEjohhBBCiGpOEjohhBBCiGrOKBM6GRQhhBBCCFF6Rjmx8Lhx4xg3bhxJSUk4OjoaOhwhhBBAenq6oUMQwqgY0/dEpSV0ly9fZuHChfzzzz9ERkZSu3Ztnn/+eV5//XUsLCwqq1ghhBAVzMzMDBMTEy5fvmzoUIQwOpqmkZuba+gwKi+hO336NHq9nlWrVuHj48Px48cZNWoUqampLF26tLKKFUIIUcEsLCxo1qwZOTk5JCYm8vvvv2Nra4ulpaWhQxPC4HJzc8nJyTF0GJWX0PXv35/+/fvn7zdo0IAzZ86wcuVKSeiEEKKasbCwwMLCgoyMDFJTU8nOzpaETogbZGZmGrT8Ku1Dl5iYiLOz8y2PZ2ZmFvpAkpKSqiIsIYQQpWRpaYmDgwNJSUlkZWUZOhwhjIqDg4PB/tDRaZqmVUVBFy5coG3btrz//vuMHDmy2HPmzZvH/Pnzi7yfmJiIg4NDZYcohBCiFFJTUw1eGyGEMbK0tMTW1tYgZZc5obtV0nWj4OBg2rdvn78fHh6Ov78//v7+rFmz5pbXFVdD5+XlJQmdEEIIIUQJypzQxcbGEhsbW+I59erVw8rKClDJXM+ePenYsSNr167FxKT0U9/lTVsiCZ0QQgghxK2VuQ+di4sLLi4upTr36tWr9OzZk3bt2vHFF1+UKZkTQgghhBClU2l96PKaWb29vfnyyy8xNTXNP+bu7l6qe2iaRnJyMvb29uh0usoIUwghhBCi2qu0Ua6bN2/m/PnznD9/Hk9Pz0LHSptD6nQ6aWoVQgghhLiNKhvlKoQQQgghKod0ahNCCCGEqOYkoRNCCCGEqOYkoRNCCCGEqOYkoRNCCCGEqOYkoRNCCCGEqOYkoRNCCCGEqOYkoRNCCCGEqOYkoRNCCCGEqOYkoRNCCCGEqOYkoRNCCCGEqOYkoRNCCCGEqOb+H5Kmdv64Mm7KAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "Graphics object consisting of 3 graphics primitives"
       ]
@@ -1120,17 +1093,18 @@
     {
      "data": {
       "text/html": [
-       "<html>\\(\\displaystyle \\verb|r|\\verb| |\\verb|&lt;|\\verb| |\\verb|min| \\left(n^{2} q^{2}, n^{2} {\\left(\\psi - q\\right)}^{2} + R\\right)\\)</html>"
+       "<html>\\(\\displaystyle r &lt; \\min\\left( n^{2} q^{2} , n^{2} {\\left(\\psi - q\\right)}^{2} + R \\right)\\)</html>"
       ],
       "text/latex": [
-       "$\\displaystyle \\verb|r|\\verb| |\\verb|<|\\verb| |\\verb|min| \\left(n^{2} q^{2}, n^{2} {\\left(\\psi - q\\right)}^{2} + R\\right)$"
+       "$\\displaystyle r < \\min\\left( n^{2} q^{2} , n^{2} {\\left(\\psi - q\\right)}^{2} + R \\right)$"
       ],
       "text/plain": [
-       "'r < min' (n^2*q^2, n^2*(psi - q)^2 + R)"
+       "r < \\min\\left( n^{2} q^{2} , n^{2} {\\left(\\psi - q\\right)}^{2} + R \\right)"
       ]
      },
+     "execution_count": 28,
      "metadata": {},
-     "output_type": "display_data"
+     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -1138,7 +1112,7 @@
     "main_theorem1.r_upper_bound1 = r_upper_bound1.subs(kappa == 1).rhs()\n",
     "main_theorem1.r_upper_bound2 = r_upper_bound2.subs(kappa == 1).rhs()\n",
     "\n",
-    "pretty_print(r\"r < min\",(main_theorem1.r_upper_bound1, main_theorem1.r_upper_bound2))"
+    "r\"r < \\min\\left(\" + latex(main_theorem1.r_upper_bound1) + \",\" + latex(main_theorem1.r_upper_bound2) + r\"\\right)\""
    ]
   },
   {
@@ -1308,7 +1282,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "SageMath 9.8",
+   "display_name": "SageMath 9.7",
    "language": "sage",
    "name": "sagemath"
   },
@@ -1322,7 +1296,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.3"
+   "version": "3.10.8"
   }
  },
  "nbformat": 4,