From 4d017622a92822407d04bfff205595ba2f0f134f Mon Sep 17 00:00:00 2001
From: Luke Naylor <l.naylor@sms.ed.ac.uk>
Date: Wed, 10 Jan 2024 17:21:39 +0000
Subject: [PATCH] Adjust bounds on d plots, making lines solid

---
 main.tex                    |  2 +-
 other_P_choice.ipynb        | 24 +++++++++++++-----------
 plots_and_expressions.ipynb | 20 ++++++++++----------
 3 files changed, 24 insertions(+), 22 deletions(-)

diff --git a/main.tex b/main.tex
index 6c06bb6..9d1aa77 100644
--- a/main.tex
+++ b/main.tex
@@ -1329,7 +1329,7 @@ A generic example of this is plotted in figure
 
 \begin{figure}
 \centering
-\sageplot[width=\linewidth]{typical_bounds_on_d}
+\sageplot[width=\linewidth]{problem1.example_plot}
 \caption{
 	Bounds on $d\coloneqq\chern_2(E)$ in terms of $r\coloneqq \chern_0(E)$ for a fixed
 	value $\chern_1^{\beta}(F)/2$ of $q\coloneqq\chern_1^{\beta}(E)$.
diff --git a/other_P_choice.ipynb b/other_P_choice.ipynb
index 3a2d430..9ad201e 100644
--- a/other_P_choice.ipynb
+++ b/other_P_choice.ipynb
@@ -45,7 +45,7 @@
        "$\\displaystyle \\text{Chern Character:} \\\\ \\begin{array}{l} \\mathrm{ch}_{0} = R \\\\ \\mathrm{ch}_{1} = C \\ell^{1} \\\\ \\mathrm{ch}_{2} = D \\ell^{2} \\end{array}$"
       ],
       "text/plain": [
-       "<pseudowalls.chern_character.Chern_Char object at 0x7f489c75e350>"
+       "<pseudowalls.chern_character.Chern_Char object at 0x7fb2f797cf10>"
       ]
      },
      "execution_count": 3,
@@ -73,7 +73,7 @@
        "$\\displaystyle \\text{ Twisted Chern Character for $\\beta={ B }$ } \\\\ \\begin{array}{l} \\mathrm{ch}_{0} = R \\\\ \\mathrm{ch}_{1} = {\\mathrm{ch}_1^B(v)} \\ell^{1} \\\\ \\mathrm{ch}_{2} = {\\mathrm{ch}_2^B(v)} \\ell^{2} \\end{array}$"
       ],
       "text/plain": [
-       "<pseudowalls.chern_character.Twisted_Chern_Char object at 0x7f48926ec4d0>"
+       "<pseudowalls.chern_character.Twisted_Chern_Char object at 0x7fb2edbeb890>"
       ]
      },
      "execution_count": 4,
@@ -115,7 +115,7 @@
        "$\\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}$"
       ],
       "text/plain": [
-       "<pseudowalls.chern_character.Chern_Char object at 0x7f4892882f90>"
+       "<pseudowalls.chern_character.Chern_Char object at 0x7fb2edc01390>"
       ]
      },
      "execution_count": 6,
@@ -143,7 +143,7 @@
        "$\\displaystyle \\text{ Twisted Chern Character for $\\beta={ B }$ } \\\\ \\begin{array}{l} \\mathrm{ch}_{0} = r \\\\ \\mathrm{ch}_{1} = {\\mathrm{ch}_1^B(u)} \\ell^{1} \\\\ \\mathrm{ch}_{2} = {\\mathrm{ch}_2^B(u)} \\ell^{2} \\end{array}$"
       ],
       "text/plain": [
-       "<pseudowalls.chern_character.Twisted_Chern_Char object at 0x7f48926ef990>"
+       "<pseudowalls.chern_character.Twisted_Chern_Char object at 0x7fb2edc03850>"
       ]
      },
      "execution_count": 7,
@@ -507,7 +507,7 @@
        "$\\displaystyle \\text{Chern Character:} \\\\ \\begin{array}{l} \\mathrm{ch}_{0} = 3 \\\\ \\mathrm{ch}_{1} = 2 \\ell^{1} \\\\ \\mathrm{ch}_{2} = -2 \\ell^{2} \\end{array}$"
       ],
       "text/plain": [
-       "<pseudowalls.chern_character.Chern_Char object at 0x7f489c831fd0>"
+       "<pseudowalls.chern_character.Chern_Char object at 0x7fb2edc02d10>"
       ]
      },
      "execution_count": 19,
@@ -547,7 +547,7 @@
        "$\\displaystyle \\text{ Twisted Chern Character for $\\beta={ -\\frac{67}{99} }$ } \\\\ \\begin{array}{l} \\mathrm{ch}_{0} = 3 \\\\ \\mathrm{ch}_{1} = \\frac{133}{33} \\ell^{1} \\\\ \\mathrm{ch}_{2} = \\frac{265}{6534} \\ell^{2} \\end{array}$"
       ],
       "text/plain": [
-       "<pseudowalls.chern_character.Twisted_Chern_Char object at 0x7f48926f1250>"
+       "<pseudowalls.chern_character.Twisted_Chern_Char object at 0x7fb2edc25690>"
       ]
      },
      "execution_count": 21,
@@ -682,7 +682,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "Graphics object consisting of 3 graphics primitives"
       ]
@@ -696,12 +696,14 @@
     "r_range = r,0,18\n",
     "\n",
     "example_plot = (\n",
-    "    plot(example_upperbound_1, (r,3,18), rgbcolor=\"purple\")\n",
-    "    + plot(example_upperbound_2, r_range)\n",
-    "    + plot(example_lowerbound_1, r_range, rgbcolor=\"red\")\n",
+    "    plot(example_upperbound_1, (r,3,18), rgbcolor=\"green\", legend_label=r\"upper bound: $\\Delta(v-u)\\geq 0$\")\n",
+    "    + plot(example_upperbound_2, r_range, legend_label=r\"upper bound: $\\Delta(u)\\geq 0$\")\n",
+    "    + plot(example_lowerbound_1, r_range, rgbcolor=\"orange\", legend_label=r\"lower bound: $\\mathrm{ch}_2^P(u)>0$\")\n",
     ")\n",
-    "example_plot.ymin(-1.5)\n",
+    "example_plot.ymin(0)\n",
     "example_plot.ymax(3)\n",
+    "example_plot.xmin(5)\n",
+    "example_plot.set_aspect_ratio(1.2)\n",
     "example_plot.axes_labels([r\"$r$\", r\"$d$\"])\n",
     "example_plot"
    ]
diff --git a/plots_and_expressions.ipynb b/plots_and_expressions.ipynb
index 5675d7e..1bd5e3f 100644
--- a/plots_and_expressions.ipynb
+++ b/plots_and_expressions.ipynb
@@ -58,7 +58,7 @@
        "$\\displaystyle \\text{Chern Character:} \\\\ \\begin{array}{l} \\mathrm{ch}_{0} = R \\\\ \\mathrm{ch}_{1} = C \\ell^{1} \\\\ \\mathrm{ch}_{2} = D \\ell^{2} \\end{array}$"
       ],
       "text/plain": [
-       "<pseudowalls.chern_character.Chern_Char object at 0x7f8bce292c50>"
+       "<pseudowalls.chern_character.Chern_Char object at 0x7f23aa90f810>"
       ]
      },
      "execution_count": 2,
@@ -94,7 +94,7 @@
        "$\\displaystyle \\text{Chern Character:} \\\\ \\begin{array}{l} \\mathrm{ch}_{0} = r \\\\ \\mathrm{ch}_{1} = c \\ell^{1} \\\\ \\mathrm{ch}_{2} = d \\ell^{2} \\end{array}$"
       ],
       "text/plain": [
-       "<pseudowalls.chern_character.Chern_Char object at 0x7f8bce293040>"
+       "<pseudowalls.chern_character.Chern_Char object at 0x7f239fc9e090>"
       ]
      },
      "execution_count": 3,
@@ -829,21 +829,21 @@
     "            eq3,\n",
     "            (r,v_example.ch[0],xmax),\n",
     "            color='green',\n",
-    "            linestyle = \"dashed\",\n",
+    "            #linestyle = \"dashed\",\n",
     "            legend_label=r\"upper bound: $\\Delta(v-u) \\geq 0$\",\n",
     "        )\n",
     "        + plot(\n",
     "            eq2,\n",
     "            (r,0,xmax),\n",
     "            color='blue',\n",
-    "            linestyle = \"dashed\",\n",
+    "            #linestyle = \"dashed\",\n",
     "            legend_label=r\"upper bound: $\\Delta(u) \\geq 0$\"\n",
     "        )\n",
     "        + plot(\n",
     "            eq4,\n",
     "            (r,0,xmax),\n",
     "            color='orange',\n",
-    "            linestyle = \"dotted\",\n",
+    "            #linestyle = \"dotted\",\n",
     "            legend_label=r\"lower bound: $\\mathrm{ch}_2^{\\beta_{-}}(u)>0$\"\n",
     "        )\n",
     "    )\n",
@@ -871,7 +871,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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xhbh0/xJ6NuuJTwI/QWDjQLGjaYT7d7Jw8ecPEeCwHlfvt0Nxm5Xw6KVdXxtOuZLOGtFhBIbuGorrOdfRrL5mHvNARFSbSpWl+PHsj1gUvQjXHlxDnxZ9sOH1DfBx9hE7mkYoLy1HTMT38JB8gvZWwLHilfAfOxoGRtpXj3hSBOmsN93fhKWxJcJPh4sdhYhIrYrLi7E6fjVarGyBkXtGor19eySFJWFfyD6Wuf935uBRXP+uE7qaTsTZ3IEofyUZQaPGaWWZA7iHjnRYPcN6GNRmECLOROCz4M+gJ+HvL0Sk2wrLCvFD4g/4OvZrpOenY1CbQdgfsh9t7dqKHU1j3Lt+B9d3zIC/0884r/LG5SYnETiki9ixXhgLHem0ER1GYG3SWhy+cRg9m/UUOw4RUa3ILc6F7KQMy08sR05RDoZ6DMWcgDlo2aCl2NE0RklhCY6HL0MXkwVoaWmG6PKN8Js0DHr6uvHLPgsd6TQfZx+427hjbdJaFjoi0jkZ+RlYFrcM38V/h1JlKUZ2HInpftPRtH5TsaNplPg9f8Dm1iQEWF1HTNYEdBj2GQJsdOuSVix0pNMkEglGdx6N6QenIz0/HQ7mDmJHIiJ6YTdzb2JJ7BKsP7UehnqGGOs5FpN9JvPfuP+4dSEF6b9PgbfTXpwq6QZl610I6txG7Fi1Qjf2MxI9xTCPYTDUM8T6pPViRyEieiEXsy4idHcoXL91xS8XfsFHXT/Crcm38GXPL1nm/qVQUYjIbz+BfUIbOJudxnH9begw9RBcdbTMAbwOHdUR7/32Hg7dOITrE69DX09f7DhERNUSfycei6IXYdflXXC2dMZ03+kY1WkUzIzMxI6mUQSVgLjtO9Do/lTYmGXgeO4MeA6fAzOp7n+duIeO6oQxXcbgtvw2/rj2h9hRiIiqRBAEHLlxBL0294LXOi+czzyP9f3WI2ViCib5TGKZ+49rSRdxamlP+JYPRFpBB6R3uYjgSQvqRJkDeAwd1RGeTp7o7NgZqxNW47WWr4kdh4joiVSCCvuS9+GLY1/gxJ0T6ODQAdve2oY33d/kDMNjyO/LcWrTPPjbrMQd4yaIN9sP7xmvih1L7VjoqM4Y02UM3t/7Pq49uAZXa1ex4xARVfLP8lyLohfhQtYFdG3UFX+8+wdebv5ynV9j9XFUShVit2xGy8JZ8Kyfh5j8z+E7cgqaaMG6q7WBU65UZ4S0C4FNPRusiFshdhQiogrF5cX4PuF7tFzZEkN2DUFjq8Y4NuIYjo44it6uvVnmHuNSTCIuLPdHgMFwXMvrBkXgFQSPnQ3jOlrmABY6qkNMDU0x1nMsNpzegJyiHLHjEFEdl1OUg0XHFqHJ8iYYu38sPJ08kRSWhP0h+xHQKEDseBop++59HF0yGq1ueMJEPx+nGxyB34yf4djcWexoolPbWa4ymQwymQxKpRLJyck8y5VEkZGfgcbLG2Ne8DzMCpgldhwiqoPSFGlYdnwZfkj6AWXKMoR6hGK633S0aNBC7Ggaq7y0HDGb1qC98An0JCqcFj6Hf+gYrV13tTbwsiVU54zaMwp/XPsDNybdgJG+kdhxiKiOuJh1EYtjFmPLuS0wNzLH2C5jMcF7Aq8f9wxn/j4Gk3MT0ML2LGLS34Pb4C9g62wndiyNwylXqnOm+EzB3by72HZhm9hRiEjHCYKA6NvR6PtzX7T5rg3+vv43vur5FW5Pvo2FPRayzD1F+o27iPn6XXhkBqJMMMblxifQdfo6lrkn4B46qpNe3fIqbstv4+yYs9CT8PcaIqpZKkGFvVf24quYr3A87Tha27bGTL+ZeKfdO5wZeIbS4lLEbliOziafo7jMFJdNvoL/kFDo6fPf6qfhV4fqpE8CP8GFrAvYeWmn2FGISIeUlJdgfdJ6tJa1xhu/vAEDPQPsfWcvzo05h9AOoSxzz5Cw9y/c+aEdAiw+RFLuSBi9mYyuoSNY5qqAe+iozuq1uRcyCzJxavQp7qUjohciL5ZjTeIaLI9bjvT8dLzu9jpm+s2Er4uv2NG0QuqlG7i7bwq8nX7DqbvBMA9eiRZd2oodS6vw9BCqsz4N+hRdN3bFb5d/Q3/3/mLHISItdC/vHpbHLcf3id+juLwYw9oPwzS/aXCzcRM7mlYoVBTiZPhX8JF+BX0zW8Tq/QLfqQMh0eO196qLe+ioTuse0R05xTlICkvixTuJqMou37+MJbFLsPnsZpgYmGBMlzGY6D0RDS0aih1NKwgqASd27IJz5hTYmqfjeO50eA7/sM6su1obuIeO6rS5QXPRLaIb9iXvQ99WfcWOQ0QaTBAERN6MxNK4pdiXvA+O5o5Y0G0BwjqHQWoiFTue1kg5dQm5f0+Ej9PfOFnYB8qgQwhuy+UYXxT30FGdFxQehMKyQpwcdZJ76YjoEWXKMmy7sA1L45Yi6V4S2tm1w1TfqXin7TswNqi7S01VlyJbgaRN8+HfYAXuyhsj02UFPN/oI3YsnfFCR4IvWrQIEokEkydPrqE4ROo3N3AuEu4mYP/V/WJHISINkluci69jvkazb5thyK4hsK1niwNDDuDMB2cwvMNwlrkqUilViN68CUW/toKn1WrE5M2D/XvnWeZq2HNPucbHx+OHH35A+/btazIPkdp1b9odQY2DMPvv2ejt2hsGejwSgaguu5FzAytOrMD6U+tRqizFu+3exVTfqWhrx7Muq+tSbBLKjk9AgGMsYvMGoUnPrxHs6iJ2LJ30XHvo8vPz8e6772Lt2rWoX79+TWciUiuJRIIlLy3BhawLCD8dLnYcIhJJXFoc3v71bbiudMXms5sx2Xsybk2+hQ2vb2CZq6YH97JxdMkHaHW9C0z1FThlfRh+M7aiIctcrXmuQjdu3Dj06dMHPXv2rOk8RKLo0rALQtqF4JMjnyC/NF/sOESkJkqVEjsv7YT/Bn/4rvfF6fTTWPXKKqROScXn3T/n0lzVpCxT4uj61ZDsawEPq604VrgcTceeQsfe3cSOpvOqPbe0detWJCUlIT4+vkrbl5SUoKSkpOK+QqGo7pBEarGw+0K4rXLDN7Hf4NPgT8WOQ0S1KL80H+Gnw7E8bjlSclIQ2DgQvw3+Da+1fI0XGn9OZ/+OhtG5CQi0P41jd9+D2+BFCOK6q2pTrUKXmpqKSZMm4cCBAzAxManSaxYtWoR58+Y9VzgidWpi1QQTvSdicexihHUOg6OFo9iRiKiGpSnSIDspw5rENVCUKDCwzUBsfWsrujTsInY0rZVx8x6u/joTAU4/4oLgifNOcega4i12rDqnWpct2b17N/r37w99ff2Kx5RKJSQSCfT09FBSUlLpOeDxe+hcXFx42RLSSLnFuWj+bXO83up1bHh9g9hxiKgGCIKA42nHseLECuy4uANmRmZ4v9P7mOg9EY2kjcSOp7VKi0sRu3EFOhvPR0m5CS4ZfQn/oVx3VSzVKnR5eXm4detWpcdGjBgBNzc3zJo1C23bPvugUV6HjjTdmoQ1+GD/Bzg24hgCGgWIHYeInlOpshTbLmzDihMrkHA3AS2sW2Ci90SEeoTCwthC7HhaLXHfAdS/PhGNra8iOmMcPIbOg5UdT5IU0wtfWDg4OBgdOnTA8uXLq7Q9Cx1pOpWggt96PxSUFSApLAmG+oZiRyKiasgsyMT3Cd9jdcJqpOeno1ezXpjkPQmvtHiFx8e9oNRLN3Bn31T4OO3G6buBqBe4Ei29ePkyTcALbhH9h55ED9+/9j06/9AZy+OWY4b/DLEjEVEVnLp3CitOrMDP53+GvkQfwzyGYaL3RLS2bS12NK1XlF+EExu/grfFVzAwa4BYyc/wnToIEj2urqMpuPQX0RNM+XMKfkj6AZfGXeJxNkQaqlxVjt8u/4YVJ1bg2O1jcLF0wXiv8RjVaRSsTa3Fjqf1BJWAEzt3wzljCuws7iL2wTR0Gf4RzK3MxY5G/8FCR/QEeSV5cJO5wbOhJ3YP3i12HCL6l5yiHKxLWodV8atwW34bAY0CMMl7Et5we4OrvdSQ66cvI+fgRHR2Ooj4O6/AtvcKNGnXQuxY9AT8W0/0BBbGFljRewUG/joQ2y9ux1ut3xI7ElGddyb9DGTxMmw5twXlqnIMbjsYE70monPDzmJH0xmKbAWSNn0O/wbLoW/aCCdN98Bz2mucXtVw3ENH9BSCIOCtX9/C0VtHcWHsBdiZ8SKZROpWqizFjos7IIuXISY1Bo7mjhjdeTRGdxnNlRxqkKASEPvTFrjmz4CFsRwnCz6Cz4hpMDGr2nVnSVwsdETPkFmQiTbftUFg40BsH7gdEgl/SyVShzRFGtYkrMHapLXIKMhAUOMgjPMchzfc3uDZ5zXs8vFTKI2dgPaOMTh+ZyAavb4ETi157LA24ZQr0TPYmdnh+z7f461f38KWc1swpP0QsSMR6SxBEBB5MxKyeBl2X94NU0NTDGs/DGM8x6Ct3bOvdUrV8+BeNs7/9An87dfghoEbTtU/BN+Q7mLHoufAPXREVTRs1zDsurwLCe8noJVNK7HjEOkURYkCm89sxncJ3+Fi1kW427hjnOc4DPUYCktj/qyoacoyJWI2rUVb1UfQ1yvH6fJ58Bs+DobG3POprVjoiKoovzQfnms9YaRvhLiRcTA1NBU7EpHWu5B5Ad/Ff4dNZzehqKwIb7i9gXGe4xDcJJiHN9SSc4djYXBmPNztT+HYneFwG/QlbBvZix2LXhALHVE1nM88D6+1Xni33btY22+t2HGItFKpshS7L+/G6oTViLwZCXsze4R1DkNY5zA4WzqLHU9nZdy8h6u/zkKA02ZcTO8CVaeVaBvsI3YsqiE8ho6oGtratYXsVRne2/MeAhsHYqjHULEjEWmNlAcpWJu0FhtPb0RmQSYCGgXg5wE/4033N2GkbyR2PJ1VVlKGmI3fopPhPLhJjXGsZC38J70HPX0ug6ZL1FboZDIZZDIZlEqluoYkqhUjOo5A1K0ofLD/A3Ru2JnLChE9RamyFHuu7MGaxDX4+/rfsDKxwrD2wxDWOQxt7NqIHU/nJe4/CKuUiehqnYzojLHwGDofXe3qix2LagGnXImeQ0FpAbzWeQEATo46CTMjM5ETEWmW6znXsTbx4d64jIIM+Lv4I6xzGAa2HsjjT9Ug7cotpO2ZCh+nnThztytMuq5EK28PsWNRLWKhI3pOl7IuwXOtJ15t8Sp+eesXHsBNdV6Zsgx7ruzBD0k/4EDKAUiNpRjm8XBvHC85oh5F+UU4sfFreFssQm6RNW5Il8B38GCu8lAH8Bg6oufkbuuOzf03481tb8I90h3zus0TOxKRKFIepGD9qfXYcGoDMgoy4Ovsi/DXwzGwzUDUM6wndrw6QVAJOLlrDxremww/6R3EPpiKLsM/hp+VudjRSE1Y6IheQH/3/ljUYxHmHJqDRtJGGNlppNiRiNSisKwQOy7uwIbTGxB5MxJSYymGth+KsM5haGffTux4dcr1M1fw4MAkeDv9hfii3igP/AvB7VuKHYvUjIWO6AXN8p+F2/LbGL1vNBwtHPFqi1fFjkRUKwRBQPzdeKxPWo+tF7ZCUaJAtybdHu6pdn+Te+PULC8nD4kRC+BnvQwGps44YfIbvKb15fRqHcVj6IhqgFKlxIBtA3Dw+kFEhkbC08lT7EhENSazIBM/nv0RG05twIWsC3C2dMaIDiMwvMNwNKvfTOx4dY6gEhD7809orpgBS5NcnCyYA58RM2BiZiJ2NBIRCx1RDSksK0TPTT2RnJ2Mw6GH0d6+vdiRiJ5buaocf177ExtObcDe5L3Qk+jhDbc3MLLjSPRo2gP6evpiR6yTrsSdRnHMBHg4RuP4nbfg0m8JnFs1FjsWaQAWOqIa9KDoAXpu6olURSqOhB7hmX2kda7cv4Lw0+GIOBOBe/n34GHvgZEdRyKkXQga1Gsgdrw6Kyf9Ac5u+QQB9t/jZnYryFusRKdXe4gdizQICx1RDcsuzEaPTT1wN+8ujoQe4cVTSeNlFWRh6/mt2Hx2M+LvxsPKxArvtnsX73V8D50cO4kdr05TlikRs3kd2pR/BEP9UiSVz4P/8PEwNDYUOxppGBY6olpwv/A+ukd0R0ZBBo6EHuFqEqRxisuLsffKXmw6uwl/XvsTAPBqi1cxtP1QvNbyNZgY8HgssZ07chwGp8fD3T4J0XdC0fLtL2HX2EHsWKShWOiIaklWQRa6b+qOe3n3sD9kP7ydvcWORHWcSlAh+nY0Np/ZjF8v/gp5iRxeTl4Y1n4YBrUdBJt6NmJHJACZt9KRvG02ApwicCmjE8o7rEK7br5ixyINx0JHVIseFD1Av5/7IeleEn4d+Cv6tOwjdiSqg5Kzk7H5zGZsPrsZt+S30MSqCYa0G4Ih7YeglU0rsePR/ysrKUPMxpXoZPgZypRGuGDwBfyHjoS+IU9AoWdjoSOqZUVlRXhnxzvYl7wPa/uuxYiOI8SORHXAbflt/HL+F2y9sBVJ95IgNZbi7TZvY2j7ofBv5A89iZ7YEelfkn4/BOnVCWjS4AqiMz5A+3c/R30Ha7FjkRbhhYWJapmpoSm2v70d438fj/f2vIfrOdcxr9s8/kClGpeRn4FfL/6Kree3IiY1BiYGJujTog/mBMzhcXEaKu3KLaTumQZfpx04Ux6Aa66JCBrSQexYpIXUVuhkMhlkMhmUSqW6hiTSGAZ6BljdZzWaWjXFnENzcDrjNH7s/yOkJlKxo5GWyynKwc5LO7H1wlYcvnEYehI9vNz8ZWzuvxn9WvWDpTFnQjRRcUEx4jZ+DS+zRTAwt0KM8CP8poRwlQd6bpxyJVKzP67+gZCdIbAzs8PuQbvhbusudiTSMg+KHmDvlb3Yfmk7/rr2F8pV5ejWtBsGtxmMN93f5PXiNJigEnBy91443p0MB8s0xGZPRufhn8CivoXY0UjLsdARieDag2t4Y+sbuJF7Ayt6r8DIjiMhkfA3c3qyjPwM7L68Gzsu7cCRm0egVCnh5+KHQW0G4a3Wb8HRwlHsiPQMN84m4/5fk+Dp9CcS7rwE65e+RTMPnpRCNYOFjkgkBaUFmPznZKw7tQ4D3Afgh74/wNqUB0HT/6TKU7Hz0k7suLQD0bejoSfRQ3CTYAxwH4A33N5gidMS+bn5SAhfAD/rpchQOOGuwzJ4vfk6p1epRrHQEYlsx8UdeH/v+zAzMsPG1zeiZ7OeYkciEV17cA07Lu7Azss7cfLOSRjqGaJX814Y4D4A/Vr147XitIigEhC79Wc0k8+AlekDnMibA+8RM2Bqbip2NNJBLHREGiBVnorQ3aE4cvMI3uvwHr55+RtYmViJHYvUQKlSIi4tDvuS92Fv8l5cyLoAUwNT9HbtjQHuA/Bay9d48owWSj55FoVHJ6BDw6OIu/MmnPt+A2e3JmLHIh3GQkekIVSCCuuT1mP6wekwNTDFlz2/xDCPYby8iQ6SF8txIOUA9ibvxe9Xf0d2UTZs6tmgT4s+6NuyL3q79oaZkZnYMek55Gbm4MzmuQiw/w43H7REbvNv0blPL7FjUR3AQkekYe4o7mD6wenYen4rPBt64ttXvoWPs4/YsegFpTxIqdgLF3UrCuWqcrSza4fXWr6Gvi37wsvJC/p6XBFAWynLlIj5cQNal30II/0SJJV9Cr/hE2BkYiR2NKojWOiINNSxW8cw6c9JOJV+CkPaD8G84HloVr+Z2LGoihQlCkTejMSBlAM4kHIAVx9chZG+Ebo16Ya+LfuiT8s+aGLVROyYVAPOR52AXuJ4tHZIQPSdYWgx8EvYN+EJK6ReLHREGkypUmLj6Y346PBHyC7MRqhHKD4K/IjFTgMpVUok3kusKHDH046jXFWOplZN8XLzl/FS85fQq3kvmBuZix2VakjW7Qxc/mU2ujqF41JGR5R7rEK77n5ix6I6ioWOSAsUlhViTcIaLI5djKyCLAz1GIoPAz5EiwYtxI5WZwmCgJSclIq9cH9f/xs5xTmwNLZE96bd8VKzl/BS85fQ3Lq52FGphpWVlCE2XIYOBp9CqTLAef0v4D90FPQNOWVO4mGhI9IiRWVF+CHxB3wV8xXS89PxaotXMd5rPF5q/hJPnqhlgiDgSvYVRN2MQtSth7e7eXehJ9GDt5P3wz1wzXrBy8kLhvqGYselWnLqj8MwT56IZg0uISZjNNqGfA5rR67MQeJjoSPSQkVlRfj5/M9YdXIVTqWfgqu1K8Z2GYthHsO47FMNUQkqXMi8gKhbUTh66yiO3jqKjIIM6Ev00blhZwQ1DkJQ4yAENArgZUXqgDvJt3H7t+nwdfoVZ+/5w8hvJdx8O4odi6gCCx2RFhMEAXFpcVgVvwq/XvgVANCnZR+82+5d9HbtzeO1qiG7MBsn7pxAXFocjqcdx8k7J6EoUcBQzxBeTl4PC1yTIPg6+8LCmOtu1hXFBcWI2/gNvMwWIq9EimvmX8Mv5F2u8kAah4WOSEdkFmRi6/mtiDgTgaR7STDWN0av5r3weqvX0bdlX9ib24sdUWPkFOXgVPopJN1Lwqn0U0i4m4Dk7GQAgE09G/g6+8LX2Rc+zj7wdvZGPcN6IicmMZzctQ/2dyahoeVtxGRPRqdhn8CyAX9ukWZSW6GTyWSQyWRQKpVITk5moSOqRSkPUvDbld+w+/JuxKTGQBAE+Ln4obdrb3Rt1BVeTl4wNdT95YcEQcC9/Hs4de9UpQJ3M/cmAKCeYT142Hugk2Mn+Dj7wNfZF83qN4NEwr0vddnNc1eR9edkeDr9jsQ7vVC/17do1sFN7FhET8U9dEQ6LqsgC/uS92H3ld2IuhkFeYkcRvpG8GzoicDGgejaqCs6OXbS6j14SpUSN3Nv4tL9S7iUdenhf////+UlcgBAfZP66OjYEZ0cOqGjY0d0dOiIlg1a8mK+VCE/Nx8J4QvhW38psvIdkWa/DN5vvsHpVdIKLHREdYhSpcS5zHM4dusYjt4+imO3jiGjIAMAYG9mjw4OHeBh7wF3W3c0q98Mzeo3Q0OLhqKfQasSVMjIz8DN3Ju4Jb/18L+5t3BT/vC/13Ouo0RZAgAwNzKHm40b3G3cH95s3dHRoSMaSRtxzxs9lqAScPyXX9A0Zzqs6mXjRN4seI+YBVNz3d+LTbqDhY6oDhMEAddzruN0+mmcyThT8d/b8tsV2xjpG6GJVRM0q98MzhbOsDWzhZ2ZHWzr2cLWzBYWRhYwMTCBqaEpTA1MK/2/gZ4BAEApKKESVChXlaOgtAD5pfnIL81HXmlexf/nl+YjtzgXmQWZFbeMggxkFmQiTZGGUmVpRSYrEys0ljZGE6smaCxtjGb1m8Hd9mGBc7Z0ZnGjKks+eRaFRyeiQ8MoxN3pD+e+S+Hs1kTsWETVxkJHRI8oKivCLfnDPV//3FJyUnA37y6yCrKQWZCJovKiGh/XWN8Y9ub2sDOz+9+tnh2cLZ3R2Op/BY6XCaEXlZuZgzObP0WAvQy3HrRATrNv0fm1l8SORfTcWOiI6LkUlBYgqzALBaUFKCovQlFZEYrLiyv+v6i8CGXKMuhJ9CpuBnoGMDcyf+LN2MBY7I9FOk6lVCFm0wa4l82BsUExEks+hd+IiTAyMRI7GtELMRA7ABFpJzMjM5gZmYkdg6jKLhw9CSSMR1eHeETfHwLXt75CcNOGYsciqhEsdEREpNOy0jJxeescdG24AZclHXDW7hgCQgLEjkVUo1joiIhIJ5WXliMmXIYOep+irVQPR4u+g//4MOgb8lI1pHtY6IiISOec/isSZpcmoKvNBUSnh6FNyAIENrQROxZRrWGhIyIinXH3Wipu7poOP6dtOKf0xZVmCQgc0knsWES1joWOiIi0XklhCY5v/Aae9RbC1cIC0coI+E0eAj19cS+KTaQuLHRERKTV4nfvh13qJPhLbyEmeyI6DfsUAQ14WSyqW1joiIhIK906fw0Zf0yGl9N+JBb3RHnAXgR3dBc7FpEoWOiIiEirFMgLEB/+BXytlkC/ngOOG2yHz7Q3IdHjkm9Ud6mt0MlkMshkMiiVSnUNSUREOkRQCTj+yzY0yZkOH6ssHJfPhtfwWXC2rCd2NCLRcekvIiLSeFcTziM/cgI6NozEiTuvw7HPUjRq3UzsWEQag1OuRESkseRZuTi9+TP4265CqlFzJFj8Ce8ZL4sdi0jjsNAREZHGUSlViPkxHG7Fs9HJqgjR+YvgFzYJTU2MxI5GpJFY6IiISKNcPBYPVfx4dHU4iZjMd9H8rcUIbtpQ7FhEGo2FjoiINML9O1m49PMc+DtswFVJe5yxOwr/kK5ixyLSCix0REQkqvLScsRErIaHZC7aSiU4VrwK/uPCYGDEH1FEVcXvFiIiEs3pA1God3ECutqcR3T6+2gTshBBDW3EjkWkdVjoiIhI7e6lpOHGzhnwc9qKc0ofXGkaj8AhncWORaS1WOiIiEhtSgpLcDx8GbqYLICrhTmiy8PhN3ko9PT1xI5GpNWq9R20evVqtG/fHpaWlrC0tISvry/++OOP2spGREQ6JP6333F3fTsEWHyMhNwwGL91BQHDQlnmiGpAtfbQOTs748svv4SrqysAICIiAq+//jpOnTqFNm3a1EpAIiLSbrcupCDj98nwctqHpJIeULbZjeBOrcWORaRTXnjpL2tra3z99dcYOXJklbbn0l9ERHVDgbwA8eGL4Gv1Ne4X2OO2zVL4vDUAEj2J2NGIdM5zH0OnVCrx66+/oqCgAL6+vjWZiYiItJigEhD363Y0yp4GH6tMHJfPgtfw2XCyrCd2NCKdVe1Cd+7cOfj6+qK4uBjm5ubYtWsXWrd+8q7zkpISlJSUVNxXKBTPl5SIiDTetcQLyDsyAb4Nj+BEQT8og5chuHUzsWMR6bxqH4naqlUrnD59GnFxcRgzZgxCQ0Nx8eLFJ26/aNEiSKXSipuLi8sLBSYiIs0jvy9H1NIpaHLRA1bGaYg3/x3eM35DI5Y5IrV44WPoevbsiebNm2PNmjWPff5xe+hcXFx4DB0RkQ5QKVWI+TECbsWzYWpYgITiT+A7fDKM6xmLHY2oTnnh69AJglCpsP2XsbExjI35jU1EpGsuRidAdXI8ujqcQEzmO2g24GsEN3MSOxZRnVStQvfhhx/ilVdegYuLC/Ly8rB161ZERkbizz//rK18RESkYe7fycLFnz9EgMN6XNNri9M2kfAPCRI7FlGdVq1Cl5GRgaFDh+LevXuQSqVo3749/vzzT/Tq1au28hERkYYoLy1HTMT38JB8gvZWwLGib+E/9gMYGHHRISKxvfAxdNXF69AREWmfMwePwuTCBLSwOYfo9JFo/c4XsHGyFTsWEf0//lpFRERPdO/6HVzfMQP+Tj/jvMoblxufQOAQT7FjEdF/sNAREdEjSgpLcDx8ObqYfI6WlmY4VrYB/pO47iqRpmKhIyKiShL2/IkGtyYiwOo6YrImoMPQT9HV1krsWET0FCx0REQEALh98Tru7Z8Cb6c9OFXSDeXuOxE0tK3YsYioCljoiIjquEJFIU6Gfwkf6WIYmNkiVu8X+E4dCImeROxoRFRFLHRERHWUoBIQt30HXLKmwVeajuO5M+A5fA78pGZiRyOiamKhIyKqg64lXYTi8ET4NjyEE4V9oQw+jOA2zcWORUTPiYWOiKgOkd+X49SmefC3WYk7xk0Qb7Yf3jNeFTsWEb0gFjoiojpApVQhdstmtCycBc/6eYjJ/xy+I6egST2utU2kC9RW6GQyGWQyGZRKpbqGJCIiAJdik1B+fDwCHI8jNm8wmvb6GsHNncWORUQ1iEt/ERHpqOy793Hhp48Q4LAWKffboMB9JTq8HCx2LCKqBZxyJSLSMcoyJaIj1qC98DE8rFQ4VrQC/mPHwMCI/+QT6Sp+dxMR6ZCzf0fD+Nx4dLU9i5j09+A2+AsEOduJHYuIahkLHRGRDki/cRcp22fC32kLLgieuNQoDl2HeIkdi4jUhIWOiEiLlRaXInbDcnQ2+RwtLU1xrGw9/CcNh56+ntjRiEiNWOiIiLRUwt6/0ODGRATUT0FM1jh0GDoPXW2txI5FRCJgoSMi0jKpl27g7r4p8Hb6DadKg1Hmth1BQ9uJHYuIRMRCR0SkJQoVhTgZ/hV8pF9B38wWsZKt8J36NiR6ErGjEZHIWOiIiDScoBJwYscuOGdOga80Hcdzp8Nz+Ifwk5qJHY2INAQLHRGRBks5dQm5f0+Ej9PfOFnYB8qgQwhu6yp2LCLSMCx0REQaSJGtQNKm+fBvsAIGJo1x0nQvvGa8JnYsItJQLHRERBpEpVQh9qcf0aJgFjytFIjJmwef96aisZmJ2NGISIOx0BERaYhLsUkoOz4BAY6xiM17G016LkGwq4vYsYhIC6it0MlkMshkMiiVSnUNSUSkFR7cy8b5LR8hwOEHpBi0xinrw/AL6SZ2LCLSIhJBEAR1DqhQKCCVSiGXy2FpaanOoYmINIqyTImYTT+grepj6OuV47RyPvxCx8LQ2FDsaESkZTjlSkQkgrOHYmB0djwC7U/j2N0RcHt7EYIa2Ysdi4i0FAsdEZEaZdy8h6u/zkSA04+4KHTBeac4dA3xFjsWEWk5FjoiIjUoLS5F7MZv0dl4HtykJjhWshb+k96Dnr6e2NGISAew0BER1bLEfQdQ//pEdLW+iuiMcfAYOg9d7eqLHYuIdAgLHRFRLUm7fBNpe6fCx2kXTpcGIqXlNgQNaS92LCLSQSx0REQ1rCi/CCc2Loa3xZfQN2uAWMnP8J06CBI9idjRiEhHsdAREdUQQSXgxM7dcEqfCj/pHcQ+mIYuwz+Cn5W52NGISMex0BER1YDrpy/jwcFJ8HE6gPiiV6AMOoDgdi3EjkVEdQQLHRHRC8jLyUNi+Hz4N1gOfdNGOGm6B57TXuP0KhGpFQsdEdFzEFQCYn/aguZ5M+FllYsYxWfwGTENjc1MxI5GRHUQCx0RUTVdiTuNkpjx8HeMwfH8gWjUYwmCWzYSOxYR1WEsdEREVZST/gDntnwMf/s1uGHghlP1D8E3pLvYsYiIWOiIiJ5FWaZEzOZ1aFP+ETysyhBd8A38PhgHQ2NDsaMREQFQY6GTyWSQyWRQKpXqGpKI6IWdOxwLgzMTEGifhGN3hsNt0JcIamQvdiwiokokgiAI6hxQoVBAKpVCLpfD0tJSnUMTEVVZ5q10JG+bhQCnTbiY3hmqTqvQNthH7FhERI/FKVcion8pKylDzMZv0clwHtylRjha8gP8J7wHfUN9saMRET0RCx0R0f9L3H8QVikT0dU6GdEZY9D+3fkIdLAWOxYR0TOx0BFRnZd25RbS9kyFj9NOnCntimsttiJoiIfYsYiIqoyFjojqrKL8IpzY+DW8LRZB39waMdgCv6nvcJUHItI6LHREVOcIKgEnd+1Bw3uT4Se9g9gHU9E59CP417cQOxoR0XNhoSOiOuX6mSt4cGASvJ3+QnxRb5R1/RPBHq3EjkVE9EJY6IioTsjLyUNixAL4WS+DgakzTpj8Bq9pfTm9SkQ6gYWOiHSaoBIQ+/NPaK6YAW+rHMQqPoH38OloZG4qdjQiohrDQkdEOuvKiTMoPjYB/g2P4Xj+ALh0/wbBrRqLHYuIqMax0BGRzslJf4CzWz5BgP33uGnYCklWB+Eb0lPsWEREtYaFjoh0hrJMiZjN69Gm/EN0tCrFsfyv4f/BBBgaG4odjYioVrHQEZFOOHfkOPRPTUCgQyKi7wxDy7e/QnBjB7FjERGpBQsdEWm1zFvpSN42GwFOEbgk6YRzDjEICPETOxYRkVqprdDJZDLIZDIolUp1DUlEOqyspAwx4avQ0eAztLYywNHi7+E/fhT0DfXFjkZEpHYSQRAEdQ6oUCgglUohl8thaWmpzqGJSEck/X4IllcnommDy4jO+ADt3/0c9R2sxY5FRCQaTrkSkda4k3wbt3+bBl+n7ThTHoBrrokIGtJB7FhERKJjoSMijVdcUIy4jUvgZfYF9M2tECP8CL8pIVzlgYjo/7HQEZHGElQCTu7eC4e7U+BnmYrY7MnoPPwT+Ne3EDsaEZFGYaEjIo1042wy7v81Gd5OfyCh6CUou/6OYI9WYsciItJILHREpFHyc/OREL4AftZLYWDqhBNGu+A17XVOrxIRPQULHRFpBEEl4PjWrWiaOwPeVtmIlX8M7xEz4GJuKnY0IiKNx0JHRKJLPnkWhUcnwK/hUcQVvAll928Q7NZE7FhERFqDhY6IRJObmYMzm+ciwP473DRqiUTpAfiE9BI7FhGR1mGhIyK1UylViNm0Ae5lc9DRqgTH8hfDL2wCmpsYiR2NiEgr6VVn40WLFsHT0xMWFhaws7PDG2+8gStXrtRWNiLSQeejTuDyCm90NX4fl+WvoKjHFQR/MA1GLHNERM+tWoUuKioK48aNQ1xcHA4ePIjy8nK89NJLKCgoqK18RKQjsm5n4NjXI9D2jg/0JOU4ax+NgBmbYN/EUexoRERa74XWcs3KyoKdnR2ioqIQGBhYpddwLVeiuqWspAyx4TJ0MPgUSpUBzusthP+w96FvqC92NCIinfFCx9DJ5XIAgLX1kxfFLikpQUlJScV9hULxIkMSkRY59cdhmCdPRNcGFxGdMRptQxYg0LGB2LGIiHROtaZc/00QBEydOhUBAQFo27btE7dbtGgRpFJpxc3FxeV5hyQiLXEn+TaOf/02Oub0QFG5FMnNExE4bTWsWeaIiGrFc0+5jhs3Dvv370d0dDScnZ2fuN3j9tC5uLhwypVIBxUXFCNu4zfwMluIvBIprpovhn/IEK7yQERUy55rynXChAnYs2cPjh49+tQyBwDGxsYwNjZ+rnBEpD1O7toH+zuT4G95GzHZk9Fp2CcIaMBf2oiI1KFahU4QBEyYMAG7du1CZGQkmjZtWlu5iEhL3Dx3FVl/ToaX0+9ILOqFcv99CO7oLnYsIqI6pVqFbty4cfjpp5/w22+/wcLCAunp6QAAqVQKU1Out0hUl+Tn5iMh4gv4Wn0Dg3qOiDPaCe9pb3B6lYhIBNU6hk4iefw/1Bs3bsTw4cOr9B68bAmRdhNUAo7/8gua5kyHVb1snMibBa/QmahnWU/saEREdVa1p1yJqO5Kjj+HwqgJ8GsYhbiCN1DebSmC3XnoBRGR2LiWKxE9kzwrF6c3zYW/3XdINWqOBIs/4TPjZbFjERHR/2OhI6InUilViNm8EW4lc9CpfhGi8xfBL2wSmnLdVSIijcJCR0SPdeHoSSBhPLo6xCMm6100f2sxgps2FDsWERE9BgsdEVWSlZaJy1vnoGvDDbgi8cBZu2PwDwkQOxYRET0FCx0RAQDKS8sRE/4dOujNRVupHqIKZQgYPxr6hvpiRyMiomdgoSMinP4rEmaXJqCrzQVEp4ehTcgCBDW0ETsWERFVEQsdUR12LyUNN3ZOh5/TLzin9MWVZgkIHNJJ7FhERFRNLHREdVBJYQmOb1wKz3oL4GphgWhlBPwmD4Gevp7Y0YiI6DmordDJZDLIZDIolUp1DUlEjxG/ez9sUyfDX3oTMdkT0WnYpwhowFVbiIi0WbWW/qoJXPqLSBy3zl9Dxh9T4OW0D4l3esKq57do3tFd7FhERFQDOOVKpOMK5AWID/8CvlZLoF/PAccNtsNn2puQ6D1+bWYiItI+LHREOkpQCTi+7Vc0eTANPlZZOC6fDa/hs+BsWU/saEREVMNY6Ih00NWE88iPnAi/hkdwouB1lAcvRXDrZmLHIiKiWsJCR6RD5Fm5OL35M/jbrkKqUXMkmP8B7xm9xY5FRES1jIWOSAeolCrE/BgOt+LZ6GxViOi8L+AXNhlNTYzEjkZERGrAQkek5S4ei4cqfjy6OpxETGYImg1YjOBmTmLHIiIiNWKhI9JS9+9k4dLPc+DvsAFX9drhjN1R+Id0FTsWERGJgIWOSMuUl5YjJmI1PCRz0c4KOFa8Ev5jR8PAiN/ORER1FX8CEGmR0weiUO/iBHS1OY/o9FFo/c5CBDnZih2LiIhExkJHpAXupaThxs4Z8HPainNKH1xuchKBQ7qIHYuIiDQECx2RBispLMHx8GXoYrIALSzNEF2+EX6Th0FPX0/saEREpEFY6Ig0VPxvv8Pm9mQEWF1HdNZEdBz2KQJspGLHIiIiDcRCR6Rhbl1IQfrvU+DttBdJJd2hbL0LwZ3biB2LiIg0mNoKnUwmg0wmg1KpVNeQRFqlUFGIk+GL4CP9GgZmdjhu8Ct8pg6ARE8idjQiItJwEkEQBHUOqFAoIJVKIZfLYWlpqc6hiTSSoBIQ9+t2NMqehgZmmYiTz4Bn6GyYSc3EjkZERFqCU65EIrqWeAGKIxPh2/AwThT0RXnQMgS3aS52LCIi0jIsdEQikN+X4/Smz+BvuxKpxs0Qb/47vGe8InYsIiLSUix0RGqkUqoQu2UTWhXNQmerAkTnLYDvyCloWs9Y7GhERKTFWOiI1ORidAKUJyYgwDEOsYrBaPrm1whu7ix2LCIi0gEsdES1LPvufVz46UMEOKzDNf22OG0TCb+QILFjERGRDmGhI6ol5aXliNm0Bh74GO2tgGNF38J/7AcwMOK3HRER1Sz+ZCGqBWf+PgaT8+PR1eYcotNHovU7XyDIyVbsWEREpKNY6Ihq0L3rd3B9x0z4O/2E8ypvXG58AoFDPMWORUREOo6FjqgGlBaXInbDcnQxmY+WlmY4VrYB/pNCoaevJ3Y0IiKqA1joiF5Qwp4/0eDmJATUT0FM1gR0GPoputpaiR2LiIjqEBY6oud0++J13Ns/Fd5Ov+FUaTeUu+9A0NC2YsciIqI6iIWOqJoKFYU4Gf4lfKSLYWBmi1i9X+A7dSAkehKxoxERUR3FQkdURYJKQNz2nXDJmgpfaTqO586A5/A58JOaiR2NiIjqOLUVOplMBplMBqVSqa4hiWrMtaSLUByeCN+Gh3Cy8DUogw4huK2r2LGIiIgAABJBEAR1DqhQKCCVSiGXy2FpaanOoYmqTX5fjlOb5sHfZiXuyJsgy2U5PN/oI3YsIiKiSjjlSvQYKqUKsVs2o2XhLHjWz0NM3nz4jpyKJvWMxY5GRET0CBY6ov+4FJuE8uPjEeB4HLF5g9Ck59cIdnUROxYREdETsdAR/b/su/dx4aePEOCwFin6bXC6wRH4hQSLHYuIiOiZWOiozlOWKREdsQbthY/hYaXCscLl8B87FgZG/PYgIiLtwJ9YVKed/TsaxufGI8j+DI7dHQm3wV8gyNlO7FhERETVwkJHdVL6jbtI2T4T/k5bcEHwxAXnE+ga4iV2LCIioufCQkd1SmlxKWI3rkBn4/loaWmKY6Xr4D9pBPT09cSORkRE9NxY6KjOSNj7F6xvTEJA/WuIyRqHDkPnoautldixiIiIXhgLHem81Es3cGffVPg47cbp0iBcd/sVQUPbiR2LiIioxrDQkc4qVBTiZPhX8LZcDAOzBoiVbIXv1Lch0ZOIHY2IiKhGsdCRzhFUAk7s2AXnzKnwld7D8dxp6BL6IfyszMWORkREVCtY6EinXD99GTkHJ8LH6SDiC19FeeBBBLdrIXYsIiKiWsVCRzpBka1A0qb58G+wAvomjXHSdC+8ZrwmdiwiIiK1UFuhk8lkkMlkUCqV6hqS6gBBJSDmpx/RIn8mPK0UiFF8Bp/3pqGxmYnY0YiIiNRGIgiCoM4BFQoFpFIp5HI5LC0t1Tk06ZjLx0+hNHY82jvGIvbO22jSfwkaurqIHYuIiEjtOOVKWufBvWyc/+ljBNivQYpBa5yyPgy/kG5ixyIiIhINCx1pDWWZEjGb1qKt6iN4WJXjWOEy+H0wFobGhmJHIyIiEhULHWmFs4diYHh2AgLtT+HY3RFwe3sRghrZix2LiIhII7DQkUbLuHkPV3+dhQCnzbgodMF5pzh0DfEWOxYREZFGYaEjjVRaXIrYjd+ik9F8uEmNcaxkLfwnvQc9fT2xoxEREWkcFjrSOIn7D8IqZSK6WicjOmMcPIbOQ1e7+mLHIiIi0lgsdKQx0i7fRNreafBx2onTpYFIafkLgoa0FzsWERGRxmOhI9EV5RfhxMbF8Lb4Evrm1ojFT/CdOhgSPYnY0YiIiLRCtQ9IOnr0KPr27YuGDRtCIpFg9+7dtRCL6gJBJSBu+y7cD28NP+lCnMidDIt3rsAv5B2WOSIiomqodqErKCiAh4cHVq1aVRt5qI64fvoyEr/pDZ/SN5Fe5I47Hc4jePIimFuZix2NiIhI61R7yvWVV17BK6+8UhtZqA7Iy8lDYvh8+DdYDn3TRjhpugee017jHjkiIqIXwGPoSC0ElYDYn7aged5MeFnlIkbxKXxGTEdjMxOxoxEREWm9Wi90JSUlKCkpqbivUChqe0jSMFfiTqMkZjz8HWNwPP8tNOrxDYJbNhI7FhERkc6o9au0Llq0CFKptOLm4uJS20OShshJf4Cj34yF67XOqGeQgySrv+E741c4scwRERHVKIkgCMJzv1giwa5du/DGG288cZvH7aFzcXGBXC6HpaXl8w5NGkxZpkTM5nVoU/4RDPTLcKr8M/gPHw9DY0OxoxEREemkWp9yNTY2hrGxcW0PQxri3OFYGJyZgED7JBy7Mxyt3l6E4MYOYsciIiLSadUudPn5+bh27VrF/Rs3buD06dOwtrZGo0acSqurMm+lI3nbLAQ4bcJFoTPOOcaia4iv2LGIiIjqhGpPuUZGRqJbt26PPB4aGorw8PBnvl6hUEAqlXLKVUeUlZQhZuNKdDL8DGVKI1ww+AL+Q0dC31Bf7GhERER1xgsdQ/c8WOh0R9Lvf0N6dSKaNLiC6IwxaP/ufNR3sBY7FhERUZ3D69BRtaVduYXUPdPg67QDZ8oDcK1FEoKGeIgdi4iIqM5ioaMqK8ovwomNX8PL/EsYmFshBlvgN4XrrhIREYmNhY6eSVAJOLlrDxzvTYGfNA2xD6agc+jH8K9vIXY0IiIiAgsdPcP1M1fw4MAkeDv9hYSil1He9Q8Ee7QSOxYRERH9CwsdPVZeTh4SIxbAz3oZDEydccJ4N7ym9eP0KhERkQZioaNKBJWA2K0/o5l8BrytHiBW8Qm8h09HI3NTsaMRERHRE7DQUYUrJ86g+NgE+Dc8huP5A+DS/RsEt2osdiwiIiJ6BhY6Qk76A5zdMhcB9qtx07AVkqwOwjekp9ixiIiIqIpY6OowZZkSMT9uQJuyOehoVYpj+V/D/4MJMDQ2FDsaERERVYPaCp1MJoNMJoNSqVTXkPQU5yPjoJc0HoEOiYi+Pwwt3/4KwY0dxI5FREREz4FLf9UxWbczcPmX2ejqFI5LGZ1Q7rES7br7iR2LiIiIXgCnXOuIspIyxISvQkeDz9DGygBHi7+H//hR0DfUFzsaERERvSAWujrg1B+HYZE8AV0bXEZ0xgdo/+7nCHSwFjsWERER1RAWOh12J/k2bv82Db5O23G23B/XXBMRNKSD2LGIiIiohrHQ6aDigmLEbVwCL7MvoG9uhRjhR/hNCeEqD0RERDqKhU6HCCoBJ3fvhcPdKfC3vI2Y7CnoPPwT+Ne3EDsaERER1SIWOh1x42wy7v81Gd5OfyCh6CUoA/YjuIOb2LGIiIhIDVjotFx+bj4SwhfAz3opDEydcMJoF7ymvc7pVSIiojqEhU5LCSoBx7duRdPcGfC2ykas/CN4j5gJF3NTsaMRERGRmrHQaaHkk2dReHQC/BoeRVxBfyi7L0WwWxOxYxEREZFIWOi0SG5mDs5snosA++9w06glEqUH4BPSS+xYREREJDIWOi2gUqoQs2kD3MvmoFP9YhzL+wp+YRPR3MRI7GhERESkAVjoNNz5qBPQSxyPrg4JiL4/FC0GfoXgJo5ixyIiIiINwkKnobJuZ+Dytjno2nAjLks64Kx9NAJC/MWORURERBpIbYVOJpNBJpNBqVSqa0itVFZShtiI79BBfy7aSA1wtGg1/Me/D31DfbGjERERkYaSCIIgqHNAhUIBqVQKuVwOS0tLdQ6t8U79eQTmVyageYOLiM4YjbYhC2Dt2EDsWERERKThOOWqAe5eS8XNXdPh57QNZ8v9cKVZAgKHdBI7FhEREWkJFjoRFRcUI27jN/A0+wKuFhaIVm2C/5QhXOWBiIiIqoWFTiQnd+2Dfdpk+EtvISZ7EjoNm4uABpyCJiIioupjoVOzm+euIuvPyfBy+h2Jxb1QHrAXwR3dxY5FREREWoyFTk0K5AWID18IX6tvYFDPEXFGO+E97Q1OrxIREdELY6GrZYJKwPFftqFJznR4S+/juGIOvEJnwtmyntjRiIiISEew0NWi5PhzKIiaCL+GkYgreAPKbksR7N5U7FhERESkY1joaoE8KxenN38Kf1sZUo2aI8HiT/jMeFnsWEREz620tBTl5eVixyDSOAYGBjAyEn9tdRa6GqRSqhDzYzjcimejk1URovMXwS9sEpqaiP8HTUT0vEpLS3HhwgWoVCqxoxBpHD09PbRp00b0UsdCV0MuHD0JIWECujqcREzmu2j+1mIEN20odiwiohdWXl4OlUqFJk2awNTUVOw4RBqjqKgIN2/eRHZ2NoyNjWFsbAwzMzNRsrDQvaCstExc3vohujZcjysSD5y1Owb/kACxYxER1ThTU1PUq8cTuoj+a9++fSgoKIClpSUGDRokSqljoXtO5aXliAn/Dh305qKtVA9RhTIEjB8NfUN9saMRERGRGpmZmaGsrAwKhQIlJSUsdNri9F+RMLs0AV1tLiA6PQxtQhYgqKGN2LGIiIhIBP9Mt5aWloqWQW2FTiaTQSaTQalUqmvIGncvJQ03dk6Hn9MvOKf0xZWm8Qgc0lnsWERERFTH6alroHHjxuHixYuIj49X15A1pqSwBJGyRbA82gquFpGIVkagzeRouPuzzBEREZH4OOX6DPG798M2dTL8pTcRkz0RHYfORYCNVOxYRERERBVY6J7g1vlryPhjCryc9iGppAfK2/6G4E6txY5FRERE9AgWuv8okBcgPvwL+FotgX49Bxw32A6fqW9CoicROxoRERHRY6ntGDpNJ6gExG7dBvkWN/hYfYPj8lmwHnoJvm8PYJkjIqrDgoODMXnyZLFjPJE68126dEkt41D1sdABuJpwHqeX9oCfahBSCzoh0/MigifORz1LXkCTiIgIAJYvXw5jY2NRM2RlZWHJkiVP3ebu3btqSqNZ6nShk2flImrpZDS91AFWxmlIMP8D3jN+Q6PWzcSORkREaiTm9cPEFhwcjJ07dz51mwMHDsDW1hbNmon789HW1haBgYGQyWRP3CYyMhJhYWE4cuRIld83Pj4ekydPRkREBMLCwnDjxo2aiKtWdbLQqZQqHIvYiNKdrdDZah2i8xai4chz6NKvt9jRiIh0WpMmTbB8+fJKj3Xo0AGfffYZgIflYvz48Rg/fjysrKzQoEEDfPzxxxAEoWL7qmwjCAIWL16MZs2awdTUFB4eHti+ffsj7zF16lTY2NigV69eT81dXl7+xPFKSkowceJE2NnZwcTEBAEBAY9coutZn/ufTBMnTsTMmTNhbW0NBweHSs8DQEFBAYYNGwZzc3M4Ojrim2++eWruZ9m9ezf09fUxe/ZslJWVPXG7b7/9FoMHD36hsWqKl5cXTp48ifv37z/2+ZCQEHz33XdITU3FqFGj8Mcffzz1/UpKSjBw4EDMmTMHoaGhGDFiBEaMGFEb0WtVnSt0F4/F4+IKP3Q1fA/Jip7IC76C4LGzYFxP3N3IRETapLCsEEn3kp55KywrrPZ7R0REwMDAACdOnMC3336LZcuWYd26ddXa5uOPP8bGjRuxevVqXLhwAVOmTMGQIUMQFRX1yHvExMRgzZo1z51p5syZ2LFjByIiIpCUlARXV1e8/PLLePDgwXN9djMzM5w4cQKLFy/G/PnzcfDgwYrnZ8yYgSNHjmDXrl04cOAAIiMjkZiYWPF8eHg4JJKqHfddXl6OxMREbNu2DZmZmU/8Gpw9exbOzs7Q19ecpS379euH8PDwJz5vYGCAYcOG4YcffoBCocB7772HXbt2VSr9/zh69CgsLS1hb28P4GFhjIuLQ0ZGRm3Frx2CmsnlcgGAIJfL1TpuVlqmEPX1KEG5WSJcXtZeOH0gSq3jExFpq4KCAiEhIUEoKCioeCzxbqKAz/DMW+LdxErv1bhxY2HZsmWVHvPw8BA+/fRTQRAEISgoSHB3dxdUKlXF87NmzRLc3d0r7j9rm/z8fMHExESIjY2tNM7IkSOFd955p+I9OnToUKXP/7Tx8vPzBUNDQ2HLli0Vz5WWlgoNGzYUFi9eXOXP/c84AQEBlbbx9PQUZs2aJQiCIOTl5QlGRkbC1q1bK57Pzs4WTE1NhUmTJgmCIAg7d+4UWrVqVaXPtW7dOuHq1auCIAjCl19+Kdja2j72Z/PSpUuFdevWVdwvLy8XVq1aJQwZMkQ4efKkIAiCEBISIkRERFRp3KcpLy8XVq5cKYSGhla8d2pqqhAUFFRpu6ysLKFbt25Vfl+VSiXs3r1bePfdd4W///670nM//PDDI+9vY2MjHDp06Jnv+8/3xvbt24V169YJy5YtE7Kzs6ucqybp/B668tJyRK1dBYM/WqK91XYcK16J5mMT4dErUOxoRERay83GDYlhic+8udm4Vfu9fXx8Ku1l8vX1xdWrVystHfm0bS5evIji4mL06tUL5ubmFbdNmzYhJSWl4jVdunR54UzXrl1DWVkZ/P39K54zNDSEl5fXc50R2r59+0r3HR0dkZmZCQBISUlBaWkpfH19K563trZGq1atKu73798fly9ffuY4+fn5yMrKgqurKwBg0qRJqFevHr766qtHtk1LS4OdnV3F/d9++w2DBg1CYWEhbt68CQDo27cvFApF1T/oE+zZsweDBw9GUVFRxXFsBw8ehLOzc6XtbGxsKv1ZPsv9+/eRlJSEBg0aoGnTpo88Z2JiUukxExMT5ObmPt+HEIlOX4fuzMGjML0wHl1tziM6fRRav7MQQU62YsciItJ69QzroZNjp2q/Tk9P75Fpr6cdu/U8VCoVAGD//v1wcnKq9Ny/z9I0MzOrsTH/O80pCEKlx6r6uQ0NDR95338+z39f/yLWrl2L999/v+K+iYkJFi5ciLCwMIwdO7bS1y0/Px+mpqYV97t37w6VSoVjx47hxx9/BAA0b978sSdMrFix4qknGAQFBaF///4V93v06AEAOHz4MDZs2ADg4UkOjzvGsSpTy3fv3sXKlStRVlaGCRMmoHHjxo9sI5VKH/na5ufnw8bG5pnvr0l0stDdu34H13fMgL/Tzziv8sblJicROKTqv4kREVHtsLW1xb179yruKxSKR37gx8XFPXK/RYsWlY7heto2rVu3hrGxMW7fvo2goKAayf2k8VxdXWFkZITo6GiEhIQAeFjUEhISKl0briqf+1lcXV1haGiIuLg4NGrUCACQk5OD5OTkan3O9PR0mJiYoEGDBpUeDwkJwbJlyzB37lysX7++4nEbGxvk5ORU3LeyssLmzZsRHBxcUfTOnTuH4cOHPzLWpEmTqvMRYWlpia1btyIwMLCicEdFReGLL75Abm4urKysKrY1MHhyhbl58yZkMhmMjIwwceJEODo6PnFbNzc3rF27tuJ+SUkJ8vLyHlv+NJlOFbqSwhIcD1+GLiYL0NLSDNHlG+E3aRj09HV+ZpmISCt0794d4eHh6Nu3L+rXr49PPvnkkYPtU1NTMXXqVIwePRpJSUlYuXLlI2dzPm0bCwsLTJ8+HVOmTIFKpUJAQAAUCgViY2Nhbm6O0NDQaud+0nhmZmYYM2YMZsyYAWtrazRq1AiLFy9GYWEhRo4cWa3P/Szm5uYYOXIkZsyYgQYNGsDe3h4fffQR9PT+9zNu165dmDNnzlOnXVevXo2wsLDHniU6e/ZsDB48GFOmTEHbtm0BAO7u7rh9+3al7TIyMiqVSnNz80o5XkRqamrFVPD58+dhaGgIOzs7REREYNSoUQAelmYLC4vHvn7JkiUoLCzE7NmzHymtjxMYGIjMzEykpaXB2dkZUVFR8PT0ZKF7EplMBplMVukYiJoUv+cP2NyahACr64jOmoiOwz5FgI20VsYiIqLnM2fOHFy/fh2vvfYapFIpPv/880f2VA0bNgxFRUXw8vKCvr4+JkyYgLCwsGpt8/nnn8POzg6LFi3C9evXYWVlhU6dOuHDDz98rtxPG+/LL7+ESqXC0KFDkZeXhy5duuCvv/5C/fr1q/W5q+Lrr79Gfn4++vXrBwsLC0ybNg1yubzieblcjitXrjzx9cnJyVi4cCHmz5//1HE+/PBD7NmzBwDQu3dvvP/++5g2bVrF84MHD8bUqVOxefNmlJeXP1dJfpIBAwZg1qxZ2LZtGwCgc+fOWLVqVaU9gPHx8ejevftjXz99+vRqjWdgYICIiAgsXLgQPj4+iIqKwpYtW547v1gkQk1OyleBQqGAVCqFXC6HpaXlC7/frQspSP99Cryd9iLpbndYdvsWrp3b1EBSIiICgMLCQly6dAnu7u6oV692V9AJDg5Ghw4dHrlmW3W3oZoVFhaG+fPnw8HBQewoAB5elqZfv37w8vISNcc/3xs3b95Ebm4u8vLyMGzYMFhbW6s9i9ZOuRYqCnEyfBF8pF/DwMwOxw1+hc9UrrtKRERU0+bOnYtVq1ZhwYIFYkeBQqFAVlbWE8vcsmXLnnoGbLdu3TBgwIDaiicarSt0gkpA3PYdaHR/KnykmYiTz4Bn6Gw4SWvubCUiIiL6H2dnZ/Tv3x+///47Xn31VdFyCIKAZcuWPbVYTpkyRY2JNIdWFbprSRehODwBvg0P40RBX5QHLUNwm+ZixyIiohoSGRlZI9tQzevcubPYEZCdnY0xY8bA1lZ3L0F25swZLFmyBDdu3MDs2bPh7++PefPmoaSkBOnp6fj000/RoUOHR16nFYVOfl+OU5vmwd9mJdKMmyLe/Hd4z3hF7FhERESkRtp2bbjnsWLFCmzcuBFffvkl3nvvPQQGBmLFihVITk7Gyy+/DGdnZ6xcufKR12l0oVMpVYjdshktC2ehi1U+YvI/h+/IKWjKdVeJiIhIx6SkpKBhw4YwMDDA3bt38eDBA3z44YdwcnLC8ePHYW5ujr59+z72tRpb6C7FJKI8bjwCHOMQmzcYTd/8GsHNnZ/9QiIiIiItlJGRUXHCRnR0NAICAtCp08MVWd566y289dZbT3ytxl1xN/vufRxdMhqtbnjCWL8Ap20i4TfjZziyzBERkQiCg4MrrfqgadSZ73nWp6Wq8/PzQ8eOHXH//n2cP38ewcHBVX6txhS68tJyRK2TQW9/S7S32oZjRSvQbGwSOrxUM8u2EBER0fNbvnx5pbVwnyQrKwtLlix56jZ3796tqVg66ciRIxAEQfsK3Zm/jyHlu87oajIB5+QDUP5KMoLenwADI42dESYiIh1SWloqdgTRBAcHY+fOnU/d5sCBA7C1tUWzZs2e+X62trYIDAyETCZ74jaRkZEICwvDkSNHqpwzPj4ekydPRkREBMLCwp5rpQ1tceTIERgbG8PHx6fKrxG10N27fgcxX78Lj8xAlKlMcLnxCQROXwsbJ909HZmIqC5r0qTJIys8dOjQAZ999hmAh+Vi/PjxGD9+PKysrNCgQQN8/PHH+PeiRlXZRhAELF68GM2aNYOpqSk8PDywffv2R95j6tSpsLGxQa9evZ6au7y8/InjlZSUYOLEibCzs4OJiQkCAgIQHx9frc/9T6aJEydi5syZsLa2hoODQ6XnAaCgoADDhg2Dubk5HB0dH1njtrp2794NfX19zJ49G2VlZU/c7ttvv8XgwYOr/L5eXl44efLkY9eLBYCQkBB89913SE1NxahRo/DHH3889f1KSkowcOBAzJkzB6GhoRgxYgRGjBhR5Tza5siRI/Dx8YGJiUmVXyNaoTu2djksIluhpeVBHCvbgNaTjqN1V0+x4hARkYaIiIiAgYEBTpw4gW+//RbLli3DunXrqrXNxx9/jI0bN2L16tW4cOECpkyZgiFDhiAqKuqR94iJicGaNWueO9PMmTOxY8cOREREICkpCa6urnj55Zfx4MGD5/rsZmZmOHHiBBYvXoz58+fj4MGDFc/PmDEDR44cwa5du3DgwAFERkYiMTGx4vnw8HBIJFVbMam8vByJiYnYtm0bMjMzn/g1OHv2LJydnaGvr1+tz9KvXz+Eh4c/8XkDAwMMGzYMP/zwAxQKBd577z3s2rULj1uR9OjRo7C0tIS9vT2Ah4UxLi4OGRkZ1cqkDdLT03H58uVqTbcCNXCWqyAIyMvLe+LzJSUlKCkpqbgfv+9PAEAbg89wNH002g2eAw8bK+QX5L9oFCIiqgXFxcWPPFZYCFy+/OzXurkB1V3+1cXFBcuWLYNEIkGrVq1w7tw5LFu2DO+//36VtikoKMDSpUtx+PBh+Pr6AgCaNWuG6OhorFmzBkFBD4/NdnV1xeLFi18oU0hICFavXo3w8HC88srD66OuXbsWBw8exPr16zFjxoxqffb27dvj008/BQC0aNECq1atwqFDh9CrVy/k5+dj/fr12LRpU8UexYiICDg7/++kQalUilatWlVprIiICISGhqJBgwaYM2cO5s+fj2HDhj2yzvqhQ4fg6fm/HS5KpRKrV69GQkICxo0bB09PT6SlpWHIkCGVLvocFBQEmUyG6dOnPzWHnp4eBg0ahLfffht79uzB0KFDMWLECPTo0aNim5s3b1ZaH1VfXx8WFha4cOFCRckTU1lZGUpLS1FaWoq8vDwYGPyvXllYWFS5ZAMPz3S1t7fH22+/Xa0ML1zo8vLyIJVKq/26ppMFAN8DH33/ohGIiKgWtWrVClu2bKn02OXLQFUWDkhMBP7/qgtV5uPjU+kHoK+vL7755hsolcqKvURP2+bixYsoLi5+ZBq1tLQUHTt2rLjfpUuXF8507do1lJWVwd/fv+I5Q0NDeHl5PdcZoe3bt69039HREZmZmQAeXqOstLS0oqQCgLW1daUC179/f/Tv3/+Z4+Tn5yMrKwuurq4AgEmTJmH16tX46quvsHDhwkrbpqWlVdpbtGfPHgwePBjHjh3DjRs34OnpiYMHD1YqlsDDiwA/bU3V/7p//z6SkpLQoEEDNG3a9JHn/jv9aGJigtzc3Cq/f23auHEjUlNTYWxsjLlz51bakSWXyx8pyU/j4eGB9PT0amd44UJnYWEBuVz+xOf/u4fuxF9H8NaoYbh48SKcnJxedPgq8fT0fOR4Bo6nHeMpFAq4uLggNTW1Wt8QL0KXv566Ph7/vtTOeEePHkVqamqlx93cHpa1Z3Fzq3xfT0/vkSm1px279TxUKhUAYP/+/Y/8nPn3WZpmZjW3Bvh/98AIglDpsap+bkNDw0fe95/P87ipyOe1du3aSns8TUxMsHDhQoSFhWHs2LGVvm75+fkwNTWtuP/PnrPDhw9jw4YNAB6e5PC44xCrsmfq7t27WLlyJcrKyjBhwgQ0btz4kW2kUukjnz8/P19jVo4YMWIEcnJykJeXh0GDBqF+/foVz1lYWKglwwsXOolEUr1/OF/uBuDhB1TXP7j6+vpqG4vj1Q5LS0v+feF4Vca/LzU7nrm5+SOP16tX/T1vwMMzIO/du1dxX6FQPHK2Ylxc3CP3W7RoUekYrqdt07p1axgbG+P27dsV06sv6knjubq6wsjICNHR0QgJCQHwsKglJCRUujZcVT73s7i6usLQ0BBxcXFo1KgRACAnJwfJycnV+pzp6ekwMTFBgwYNKj0eEhKCZcuWYe7cuVi/fn3F4zY2NsjJyam4b2lpia1btyIwMLCiFEdFReGLL75Abm4urKysKrb999Tjf928eRMymQxGRkaYOHEiHB0dn7itm5sb1q5dW3G/pKQEeXl5jy1/YjA0NISRkRGMjIzU2m/+rU5cF2TcuHEcT4vHUzdd/3rq+njqputfz5oer3v37ggPD0ffvn1Rv359fPLJJ48cbJ+amoqpU6di9OjRSEpKwsqVKx85m/Np21hYWGD69OmYMmUKVCoVAgICoFAoEBsbC3Nzc4SGhlY795PGMzMzw5gxYzBjxgxYW1ujUaNGWLx4MQoLCzFy5Mhqfe5nMTc3x8iRIzFjxgw0aNAA9vb2+Oijj6Cn97/zG3ft2oU5c+bg8lMOcFy9ejXCwsIeewbq7NmzMXjwYEyZMgVt27YFALi7u+P27duPfD3+ma49f/48DA0NYWdnh4iICIwaNQrAw2L7pL1TS5YsQWFhIWbPnv1IsXycwMBAZGZmIi0tDc7OzoiKioKnp6fGFDqNIKhZamqqAEBITU1V99CkheRyuQBAkMvlYkchLcC/L7WjoKBASEhIEAoKCl74veRyufD2228LlpaWgouLixAeHi54eHgIn376qSAIghAUFCSMHTtW+OCDDwRLS0uhfv36wuzZswWVSlXxHlXZRqVSCStWrBBatWolGBoaCra2tsLLL78sREVFVbzHpEmTqpT5WeMVFRUJEyZMEGxsbARjY2PB399fOHnyZLU+95Myvf7660JoaGjF/by8PGHIkCFCvXr1BHt7e2Hx4sWVXrdx40bhaT/ar1y5Iujr6wsAnnrr27dvxWuysrKEN954o9L7pKSkCG+99Zbwyy+/CL/88oswaNAgYenSpcKDBw8qtomJiRGmTp1alS9xlRw8eFD44IMPhPDwcGHEiBFCSkpKjb338/rne2P79u3CunXrhGXLlgnZ2dmiZJEIQg1OyldBVlYW7OzskJmZCVtbXm+Onq6kpASLFi3CnDlzqnSFcqrb+PeldhQWFuLSpUtwd3dHveqeslpNwcHB6NChwyPXbKvuNlSzwsLCMH/+fDg4OFT5NR9//DH69esHLy+vWkwmrn++N27evInc3Fzk5eVh2LBhlc7IVRe1T7n+848s/7GlqjA2Nn7kwppET8K/L0S1Y+7cuVi1ahUWLFhQpe0VCgWysrKeWOaWLVv21DNgu3XrVrFIPVVNnTiGjoiIiJ6fs7Mz+vfvj99//x2vvvrqU7cVBAHLli17avmbMmVKTUes81joiIhIY/z7wrQvsg3VvM5VufAggOzsbIwZM4aHVakZCx0RERHVGE25NlxdI9parkRERERUM1joSON89tlnkEgklW7VObOKdN/Ro0fRt29fNGzYEBKJBLt37670vCAI+Oyzz9CwYUOYmpoiODgYFy5cECcsEem8ffv2ITs7W9QMLHSkkdq0aYN79+5V3M6dOyd2JNIgBQUF8PDwwKpVqx77/OLFi7F06VKsWrUK8fHxcHBwQK9evZCXl6fmpES6IzExEbGxsThz5ozYUTSOqakptm/fXuPL2FUHj6EjjWRgYMC9cvREr7zyCl555ZXHPicIApYvX46PPvoIb775JgAgIiIC9vb2+OmnnzB69Gh1RiXSCbt27ULv3r2hr6+PsLAwhIeHix1Jo3Tr1g1xcXG4fv26aBm4h4400tWrV9GwYUM0bdoUgwcPFvWbhLTLjRs3kJ6ejpdeeqniMWNjYwQFBSE2NlbEZAQ8vCjwv9c41VSanlOd+c6dO4dOnTrhwIEDGDp0KMLCwqr82kuXLtViMs2hp6cHZ2dnZGZmipdBXQPJZDK0bt0anp6e6hqStJS3tzc2bdqEv/76C2vXrkV6ejr8/PxEPz6BtEN6ejoAwN7evtLj9vb2Fc8R0f8UFhaioKDgic/fvXsXzs7OKC8vR0ZGBgwMqja5t3z58iovIpCVlYUlS5ZUaVtNZWpqiuLiYtHGV1uhGzduHC5evIj4+Hh1DUla6pVXXsGAAQPQrl079OzZE/v37wfwcNqMqKokEkml+4IgPPIYUWlpqdgRRLV//3506tQJX3/99RO3EQQB+vr6GDBgAPr164fc3Nxnvu+BAwdga2uLZs2aVSmHra0tAgMDIZPJqhq9SuLj4zF58mREREQgLCwMN27cqNH31yScciWNZ2Zmhnbt2uHq1atiRyEt8M+xl//dG5eZmfnIXjsSV0lJCSZOnAg7OzuYmJggICCg0i/9e/fuhZWVFVQqFQDg9OnTkEgkmDFjRsU2o0ePxjvvvAPgYfFYvHgxmjVrBlNTU3h4eGD79u2VxgwODsb48eMxdepU2NjYoFevXk/MV15ejvHjx8PKygoNGjTAxx9/jH8vf/6s/E2aNHlkvdkOHTpUWp4uODgYEydOxMyZM2FtbQ0HB4dHlq8rKCjAsGHDYG5uDkdHR3zzzTdP/8JWQ58+fTBo0KAnPp+ZmYnLly8DAIqKinD58mV069YNaWlp+PPPPytup0+frvS6b7/9FoMHD65WFi8vL5w8eRL379+v9ud4nJKSEgwcOBBz5sxBaGgoRowYgREjRtTIez9OUVERTExMau39n4WFjjReSUkJLl26BEdHR7GjkBZo2rQpHBwccPDgwYrHSktLERUVBT8/PxGT0X/NnDkTO3bsQEREBJKSkuDq6oqXX34ZDx48AAAEBgYiLy8Pp06dAgBERUXBxsYGUVFRFe8RGRmJoKAgAA8Xg9+4cSNWr16NCxcuYMqUKRgyZEil7YGHe/sNDAwQExODNWvWPDHfP9udOHEC3377LZYtW4Z169ZVOX9VRUREwMzMDCdOnMDixYsxf/78Sn9/Z8yYgSNHjmDXrl04cOAAIiMjkZiYWOk9wsPDn3sP9NNel5iYiJdffhkxMTE4dOgQVqxYAUNDQzg7O6N3794Vtw4dOlS85uzZs3B2doa+vn61s/Tr1++JJ1ysWLEC8+fPr/KhE0ePHoWlpWXFL3JeXl6Ii4tDRkZGtXM9i0qlQlpaGuzs7Gr8vauKZ7mSxpk+fTr69u2LRo0aITMzEwsWLIBCoUBoaKjY0UhD5Ofn49q1axX3b9y4gdOnT8Pa2hqNGjXC5MmT8cUXX6BFixZo0aIFvvjiC9SrVw8hISEiptYx5YWA4vKzt7N0AwzqPfJwQUEBVq9ejfDw8IozlteuXYuDBw9i/fr1mDFjBqRSKTp06IDIyEh07twZkZGRmDJlCubNm4e8vDwUFBQgOTkZwcHBKCgowNKlS3H48GH4+voCAJo1a4bo6GisWbOmovQBgKurKxYvXvzM6C4uLli2bBkkEglatWqFc+fOYdmyZXj//ferlL+q2rdvj08//RQA0KJFC6xatQqHDh1Cr169kJ+fj/Xr12PTpk0VexMjIiLg7Oxc6T2kUilatWr11HFiY2OxdetWtGvXDikpKXjttdcQEBAA4OGfxz+HtezevRs//vgjzMzMIJFI4O7uXuXPAgCHDh165Hh5pVKJ1atXIyEhAePGjYOnpyfS0tIwZMiQSku5BQUFQSaTYfr06Y+876RJk5CRkYHvv/8eBQUFGDly5FM/882bN2FtbV1xX19fHxYWFrhw4UKN760/cuQIDAwMqjzFXBtY6EjjpKWl4Z133sH9+/dha2sLHx8fxMXFoXHjxmJHIw2RkJCAbt26VdyfOnUqACA0NBTh4eGYOXMmioqKMHbsWOTk5MDb2xsHDhyAhYWFWJF1j+Iy8GcV1vbsnQhYd3rk4ZSUFJSVlcHf37/iMUNDQ3h5eVU6MzI4OBiRkZGYOnUqjh07hgULFmDHjh2Ijo5Gbm4u7O3t4ebmhvj4eBQXFz8yhVpaWoqOHTtWeqxLly5V+og+Pj6V9l75+vrim2++gVKprHL+qmjfvn2l+46OjhVnS6akpKC0tLSipAKAtbX1I0Wmf//+6N+//xPHuHfvHgYMGIBTp05VTOsmJiZWFLoTJ05UHEe3Y8cO/PXXX3jzzTcrfZ9VVVpaGoKDgys9tmfPHgwePBjHjh3DjRs34OnpiYMHDz5STG1sbJCSkvLE97a3t8enn36KvLw8rFu3DqtWrUJISEilr88/7t+//8gUqImJSZWOAayuwsJCDBgwAIaGhjX+3lXFQkcaZ+vWrWJHIA0XHBxc6Vim/5JIJPjss88eORaJapCl28OyVpXtHuOfP79nnbwSHByM9evX48yZM9DT00Pr1q0RFBSEqKgo5OTkVOx5++c4u/3798PJyanSe/73TEszM7Nn536GquTX09N75O/p4y48+98SIJFIKj7P0/6eV8eOHTvQqFGjimNM//u90bnz/8q5tbU1FAoFgEe/dlWRn58PU1PTSo/16NEDAHD48GFs2LABwMPp8scdw1iVqWMLCwtMmTIFpaWl2LJlCzZs2IDQ0NCKggo83Gv5369ffn5+raw127dvX+Tm5op68XIeQ0dERNVnUO/hnrdn3R4z3Qo8nPY0MjJCdHR0xWNlZWVISEioNMX3z3F0y5cvR1BQECQSCYKCghAZGVnp+LnWrVvD2NgYt2/fhqura6Wbi4vLc33EuLi4R+63aNEC+vr6Vcpva2uLe/fuVTyvUCiqfZalq6srDA0NK2XJyclBcnJytd5HpVI9tRw+z/FuT2JjY4OcnJxKj1laWuL3339HYGBgRaGOiopCz549H9ljVtXLogAPv6Z37tyBubn5I8evubm5VbouXElJCfLy8nR2tod76IiISO3MzMwwZswYzJgxo+LYx8WLF6OwsBAjR46s2O6f4+h+/PFHrFixAsDDkjdw4ECUlZVVTO1ZWFhg+vTpmDJlClQqFQICAqBQKBAbGwtzc/PnOgY3NTUVU6dOxejRo5GUlISVK1dWnGFalfzdu3dHeHg4+vbti/r16+OTTz6pdnEyNzfHyJEjMWPGDDRo0AD29vb46KOPoKdXeX/Mrl27MGfOnIozUv+rf//++Pzzz3H79m00atQIwMPZkGediZqZmYkDBw5AT08PiYmJ+Oqrr55ZuNzd3XH79u1HHk9NTYWrqysA4Pz58zA0NISdnR0iIiIwatQoAA9LcVUOjbhx4wZ++OEH6Onp4YMPPnhsaQ8MDERmZibS0tLg7OyMqKgoeHp6stARERHVpC+//BIqlQpDhw5FXl4eunTpgr/++gv169evtF23bt2QlJRUUd7q16+P1q1b4+7du5X25n3++eews7PDokWLcP36dVhZWaFTp0748MMPnyvfsGHDUFRUBC8vL+jr62PChAmVVkl4Vv45c+bg+vXreO211yCVSvH5558/13XQvv76a+Tn56Nfv36wsLDAtGnTIJfLK20jl8tx5cqVJ76Hi4sLduzYgY8//hgBAQFQqVR49dVX8eeff2Lfvn0oKyvDvn37kJeXh5iYGKSlpcHNzQ03b95Ebm4uxo8fj7i4OPz999/o3bv3U/P27t0b77//PqZNm1bp8QEDBmDWrFnYtm0bgIfTvKtWrcLw4cMrtomPj0f37t2f+N6nTp1CREQEHBwcMHPmzEf+rvybgYEBIiIisHDhQvj4+CAqKgpbtmx5anZtJhFqaoK+ihQKBaRSKeRyOSwtLdU5NBERPYfCwkJcunQJ7u7uqFfv8VOopPvefvttLF68GE2aNHnmtmFhYZg/f3611+T++OOP0a9fP3h5eT3y3IoVK2BiYoLQ0FBRr/f2b/98b/xTfPPy8jBs2LBKZ9eqC4+hIyIioqfav38/Bg4cWKUyBwBz587FqlWrqjWGQqFAVlbWY8sc8PCyJaNHj9aYMqdpWOiIiIjoieLj42Fvb4+BAwfi4sWLVXqNs7Mz+vfvj99//71K2wuCgGXLlmHBggUvErVO4zF0RERE9FjHjx/H6NGjYWdnh9LSUqxevbrKr/33pVCeJTs7G2PGjIGtre3zxCSw0BEREdET+Pr64uzZs7U+Tm1cG66uUduUq0wmQ+vWrR9ZDoSIiIiIXozaCt24ceNw8eJFxMfHq2tIIiIiojqBJ0UQERERaTkWOiIiIiItx0JHREREpOVY6IiIiIi0HAsdERERkZZjoSMiIiLScrywMBERVUlRUZHYEYg0iiZ9T7DQERHRUxkYGEBPTw83b94UOwqRxhEEAUqlUuwYLHRERPR0RkZGaNOmDcrLyyGXy7Fv3z6YmZnB2NhY7GhEolMqlSgvLxc7BgsdERE9m5GREYyMjFBcXIyCggKUlZWx0BH9S0lJiajjs9AREVGVGRsbw9LSEgqFAqWlpWLHIdIolpaWov2iIxEEQVDngAqFAlKpFHK5HJaWluocmoiIakBBQYHoeyOINJGxsTHMzMxEGZt76IiIqFrMzMxE+6FFRI+ntuvQyWQytG7dGp6enuoakoiIiKhO4JQrERERkZZTe6ETBAF5eXmwsLCARCJR59BEREREOknthY6IiIiIahbXciUiIiLScix0RERERFqOhY6IiIhIy7HQEREREWk5FjoiIiIiLcdCR0RERKTlWOiIiIiItNz/AWvzI/+9lMYJAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "Graphics object consisting of 3 graphics primitives"
       ]
@@ -902,7 +902,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "Graphics object consisting of 3 graphics primitives"
       ]
@@ -933,7 +933,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "Graphics object consisting of 3 graphics primitives"
       ]
@@ -1404,7 +1404,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "SageMath 9.7",
+   "display_name": "SageMath 10.0",
    "language": "sage",
    "name": "sagemath"
   },
@@ -1418,7 +1418,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.8"
+   "version": "3.11.6"
   }
  },
  "nbformat": 4,
-- 
GitLab