From 42aacecb7056ff92a9a85a43d4a678f35bcbbaa1 Mon Sep 17 00:00:00 2001
From: "niehues.mark@gmail.com" <niehues.mark@gmail.com>
Date: Wed, 27 May 2020 18:25:33 +0200
Subject: [PATCH] bla

---
 debug/Analysis of th Algorithm.ipynb | 136 +++++++--------------------
 evaluation/Gasstation.ipynb          |  39 +++++---
 evaluation/Ranks.ipynb               |  12 ++-
 3 files changed, 68 insertions(+), 119 deletions(-)

diff --git a/debug/Analysis of th Algorithm.ipynb b/debug/Analysis of th Algorithm.ipynb
index ad07599..3a6c238 100644
--- a/debug/Analysis of th Algorithm.ipynb	
+++ b/debug/Analysis of th Algorithm.ipynb	
@@ -15,8 +15,8 @@
     "import matplotlib.colors as colors\n",
     "from matplotlib import cm\n",
     "from matplotlib import rc\n",
-    "#plt.rc('text', usetex=True)\n",
-    "#plt.rc('font', family='serif', size=14)\n",
+    "plt.rc('text', usetex=True)\n",
+    "plt.rc('font', family='serif', size=14)\n",
     "\n",
     "from rtree import index"
    ]
@@ -103,7 +103,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2f90d4c610>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8f1f1e05d0>"
       ]
      },
      "execution_count": 6,
@@ -112,7 +112,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -129,71 +129,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2f8fd6e750>"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "slow[['set_labels_cur_node']].plot()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2f8b948e90>"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fast[['set_labels_cur_node']].plot()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -202,22 +138,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2f8fe539d0>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8f1ca625d0>"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -234,7 +170,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -243,22 +179,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2f8fdea250>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8f204984d0>"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -275,22 +211,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2f8fdbf150>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8f1c958a50>"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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+Jq1FtWaoVGrWm6WUKwFAStkGYL2xWbK3TI9HIdTbuewiV+s91Su2rGK6QecDlc8zqeZd63e5LHbCmrUQolHr73xnRg0oncfNc43nkOSM2mWsFCT1+GCuhYpjOclq1g0AnMGmkF1CiAcBHMqnNuvv/PY4/mVfe0q/felIT1bLCr/D/LV/bUl5vj1nhiKG/+RfDqK2ojjmdzs/7MVtVyxOO1+7Tg5EDPe7piOGD3c6004zVVa8msgkT9rtndkXTr+PD2SXkBW30xwpJR7Zfiw4oHPa+iaXULI261oAjVLKbVJKJ4CtAF7Q+qEQYpMQolkI0Tw4OKh3Pk2jFajj7dgPPHdYt+XuPTsUMy7VWtS+1mG8fLQ3ZvzXnjmUbbbyUsZNV/pmw/Ks+pH78WkfdmgcD9mw4scH2jB7UxEAEAzYNUKIhugfSim3SimbpJRNdXV1OmeTAGvXXuws094w+ba5stk/U26vz3wRcRPQ60rJaKkE65qocU7MduHLW7xrnzt2XtWZHvBZBYo485q9T89lK5fZSHdZZq+jhME62PujTQhRAwDBGnVbsIZNOWbnwBWPFa4mMn1/d/JX3lpHTm9Sm1lwg14VkAupdN27F8A3hRCtAFYCuM3YLNlbpo+pWvFVoWQOK3bdy9ZctqxwcraqpME6WIt+KAd5UYZRtZB8rDnnM27uC5I1MTCIp/i4OZnPrO8v5qNcvb870/iTSeAKZdmox83T+q3Wl2Jy8EAQoPsZkh8fsDhTHophM4hl6Ne3WZ90UlpW7haVkVRvMGa9zrJ5r4rJWLMmMkk2rx7IfKFZzGtgsslfjZrlAnRIW+tnuay3MVjnGdVqE2YzspeEHl330k7CCs0gGby9zqr7LZtBiIKseIymmiet5rLIcZEp2aBHm+GMqMmm3BVTaP+dKwzWuZZgI/MWIqUiImikPbOeOclM4i/F5C6D6QZcs2v3DNYWokrtJt+l/L1cjaM7UbOKBeIopciKj5sTmcrsAGZ2bUqLEW3WVl/PVugNZfZzEAzWFmL2AWNF5h+isbJps45IJyqhfGmzzuamrVWeN2CbtSIs2HOK8ojqbdZazK61psLsEwW77mXAgJeeJZ/PilXMPGDkatdjX7BM17000tX6qQr7t+aTlzm8JmHNWiEKVD5sKVc1qnSWokJN1OpUOEGEY806xzI9xnhw5o4VbmYlYsknGLNM18z9O/UnGDX6zeewCsWatSKk1OcK1uqByIpytc6yfQrQbNl8MNfM8lhxXWphsM6AUedSs79EQbH0ftw8fBtnmrYRX4rJVraraW5dWPlLMVrYZm1xZp2I8zGU5/QLJnFkeqlr5PbSO6hZYDXnhF7FNKNnCIN1jiWqPVshMJF+0t2aqR7+VmyzTodWbdTIjw8YcViZ0ZzIYE2WZnbTUC677qW6LGM+mJtFmjrI1ccHLHCuylje9AZ54LnDeOlIDwBg0ycbsPWdNvzVvWuxcf1FmPEHsPr/vBr67dN/cj1+9PpHOHJ+TDOtrz7dnHR5j716Cl9YfxECUuL6H7wZGv+/XziCd88Oac7TM+aJm96BcyM4cC77j8qv+dbOrNPIpZaOUTR9f1fM+O+8dMKwZbrcM6G/w/eLOSd7XRHDhztH8fmf7sP2P78R/+0XB0PjowND/cM7UFtRHBpOFJ/+7JkWvPphH95/JPVPntY/vCPutD/6+fv4yZc/Fnf64U4nfr73HL77cuL1OreM9sfvjBj/j2+3ppTHB547HLF+57g8PgBAb9QxUP/wDpz63mfw2R/viZnnrr/fi5ceuDlhXu9Ztwzfvefq0LjxaV/M7z7ocqL+4R24a+2ymGkrH3kl9PcnHnsT99+6Ek/tbsUd1ywBAPzFs4dxxdJ5uO1Hb2NlXQVaBydj1o1e8qZmPReoAWDrO20AgOcPdgIApn2BiN++cqw3bqBOR/vQJNoGJ2PGbz/cnXXa+WRoYjqny4sOGMns/mgQAPD26UGMaQSicCOT3pTSfPXDPgDA2cGJmGmZ1i7/reV8wqrlT3+XWsDNxktHevD26cG05tEK7gBwrDv5MfriBz0pX7KEx4g5/kDkzE/tjl1HLR2jAIBWjWNdT3kTrInsIuIJxnTbRHhbRFkM1kQGSfo9wejfp5O20q2vabJgUdkbhMgCzPogbrZfCNczfTsxoudGRJo5WrF5HaznDiYLnriJZmkEgsjPS6W59yq4s+fVVUQCeR2sjWZ2dyiyNj2eYNSzzdqq+6tV85VrDNYG4jMuatLtKTcDg4wRtU277q92KVdeB2uescnyNPZRIbJoh+U+r6y8DtZEKrLii5zIeAzWRArKp5tu2ZbULuenvA7WRrdlsZmFsqbjPppsf1dhfzX7XTFacvVSp7wO1nMsuP2J4lL9rXvpsmKANgODNZFJMr2yy7c266ybQWzSHYTB2kA22Ufyjl0O7nSpUOx83TZAngdrXl2R5cXpuqdnepQ+M84ZeR2seYORLE/vj8sqXjHNpP1a8SKH5HWwJtKi1w2tZKlY7UvzVq1cWDFfZuSJwZooil3bRe1ZKvPlandhsEZ+PWBA6su3Nutsj0+7nHvTCtZCiC1GZYRIWTq8PS8X883OnMW8ZhGaf+adlIO1EKIRwCYD80KU1+xSA7QaQz4+YPHeIA0AnEZlhIhSk2/NIEZRbVWkFKyFEBullNuMzgyRijKtZEXXzlINwnnXDEIAAEeyHwghGgC05SAvhon+nHy4bqcbe04PRoz71cEuXZY74JqG0z2jS1qUO3vODKX1+71nZ39/uDPywvNo91jC+fa3DUcMR88PAF95ujlm3ItHutHr8gAATvWN40tb96N+QUXSfA64PJhfXhR3+uD4tOZ4n8bx8+Rrp5IuTy99Y57Q3yd6XRHTxqZm0OfyYMm8UvSPe+Byz2BlXSWGJi6U5Zn3OjXTfezVzMvw6od9ob9/9MbpjNNJh0jWTSm8Vi2EGJVSzo/zu00Itmlfcskl6zs6OvTOa8ae2n0WT772Ucz4phXz0dwxakKOiEgPqxdV4szABBoWVqBtaNLs7AAA2h+/M+N5hRAtUsomrWkJm0GEEBsA7EplIVLKrVLKJillU11dXQbZNM7p/nGzs0BEBjgzMAEAlgnURkraDALgvrAnumqCNehdUkqlm0YANt8RkToSBmspZUStWgixRUq51dgsERFRtFR7g9QIIR4M/r05eNNRGfFusqvWdYeI8lcqzSCQUjoBPBH8pxw2dxCR6vhuECIiBeR1sGaNm4hUkRfBmm3TRKS6vAjWRESqY7AmIlJAXgdrNo8QkSryOljzBiMRqSKvgzURkSoYrImIFJAXwVpY8Vv2RERpyItgneyd3UREVpcXwZqISHUM1kREOjLqSj4vgjXbrIlIdXkRrImIVMdgTUSkAAZrIiIF5HWwZpc+ItKbUWElpc96WV1Lxyj+34sfYu3FNahfUI6n93dgz4O3wjMTwI2Pv4nRqRnN+Q51OnOcUyKyO4/Pj/Ji/UOrLYL1F/5hHwDgeI8rNO7MwARePdYXN1ATERnhF++24/5bV+merm2bQQJSwuv3m50NIsozXl/AkHRtG6wBQPCN1URkE7YO1kREdsFgTUSkAAZrIiIdGfV2C1sHa74ShIjswtbBmogo14zq2MBgTUSkAFsHa7aCEJFd2DpYExHlGm8wEhHlMQZrIiIdGdX8au9gzb57RGQT9g7WREQ2wWBNRKQAWwdrNoIQUa6xNwgRkQKEQdGawZqISAEM1kRECkj6DUYhRCOADcHB6wB8VUqpxJdm2XOPiOwiYbAWQtQAaJJSPhEc3gjgTQDrc5A3IiIKStYM0gTgobDhXQAag0GciIhyJGGwllLuAnBv2KiG4HglmkGIiHLNqObXpG3WUspDYYNfBPCEMVm5YMDlwccfexPb//wmrLu4Bvtah/Dlnx1IK43P/O0eg3JHRBSflMakm3JvkGDTR6OU8qE40zcJIZqFEM2Dg4NZZWrv2SFICfxyXzsA4Ke7W7NKj4goV6zwUMxmKeXt8SZKKbdKKZuklE11dXU6ZI2ISD2m1qyFEA8ieKORNxeJiHIvabAOdtfbFnZT8T5js0RERNGS9bNuAPBC8O+50W0AthqZqbnLCBn8Q8Kg6woiIkUkDNZSyjbw5XVERCmTBjVaW/LdIHOV+LnavOD5gogUYXrXPSIiSs6oRlsGayIiBTBYExEpgMGaiEhHedVmza57RESRLBmsiYgokiWDNbvuEZGqjGoJsGSwJiJSVV61WRMRqSqv+lnzBiMRUSRLBmsiIorEYE1EpKd8epETERFFsmSwZtc9IlJVXt1gJCJSFbvuERHlsYRfism1bqcbvU43TvWNAwDahibR3D6CjpFJk3NGRJQao7oaWypYP3+wC3/35pnQ8JEuJzb+434Tc0RElJ6asmJD0rVUsP5C43JcVz8fANA+PIUVteUQAghIYO+ZQZQVOzDumYGAgC8QwLjHh3HPDJbXlGHc44PXH8D5UTccBQIX15Zj9eJKuL1+TPsC6Ha60dI+ilsuq8NMIAAAuHh+OaZ9AdRWFEFKYH55MbpGp9DtdOOWy+ogJTDt82N/6zAuri3HlNePKa8fay+qxpTXj8ICgcOdo1i1qBLOqRkUFAgEAhJ9Lg8cBQJlxYW4fMk8dAxPYeWiCpQXF8JRUADnlBfV5cU42uVEdVkRCgoEKooLUeQogIDAgspirKyrQN/YNLYf7sYVS6swr6wIS6tL8VHfOFYvrsLuUwP4gysXY15ZEQJSYsYfQLfTg6ICAY/PjyNdY1haXQqnewY3r1qI3jEPjveM4YaGBZj0+rB6URX2nh3CVcvmYX/rMGorirF4XimOnnfi9iuX4N2zQ6gqdUAIgQmPD/PKHLikthwf9Y+jqrQIHq8fM4EAGhZW4MC5ESyvKUOxowBeXwAu9wz8UuLmVXUoLBBwTnlRIASKHAW4Znk19rUO4ej5MVxcW44rl1bh9eP9qCp14OzABFYtqkSJoxBLqkvh9QXQMTyJylIHBAT8UuJEjwu1FcVYUl2KqlIHXG4f+l0eLK0uRb9rGisWlMNRKDDmnkEgIFFQIOAoEGiqr0X70CTODExgQXD+Ez0unO4fx+VL5qGixIEPukZRUeJA68AE7lm3HHVVJThwbhjTMwHcsqYOU9N+OAoFnj3QiQIh8Lm1S3GkawxCAGVFhSgqnG1VdLq9mF9ejN4xN2orinHpwkqMe2bgnvFj5cJKFBQInOp1YWhiGp9oWIBzQ5OQALpH3agqdaDYUYB+lwf1Cytw8fxyDLg8EEJASgmXx4fRKS+W15ShY2QKFcWFWLGgAqf7x3HbFYuxv3UYJY4CFBYInB+dwsD4NEocBbhofjkuXViBhZXFCEhgwuPDueFJrF5UidbBCVQUO7DnzBBuWVOHusoSnOpzYdWiSgy4ptEz5sataxbhWPcYJqZ96BqZwrKaMiyZV4prL6rBuaEJSAmc7HNhxi/x8UtrcdniKlSXFWHn8T50DE9iVV0lVi+uQvvQJE71jWPlokp4fQGsXlSJ4z2u4L7qRaEQWFxdCrfXjyXVpRiZ9GLFggr0uzw43TeOBZUluHr5PDS3j2LMPYOa8iLUL6iAEICjoADTPj9m/AG8e3YYVaUOXLlsHvwBiW6nG2sWV+GtUwO4ceVCHOlywuPzo7y4EEuryzA4Po15ZQ50jbhx+5WLMeaeQdfoFE70uLCsugzuGT9KHAUochRg39khNNRVon5BBarLinBmYBwLKopRVuyAEMA965YZEh+FER93bGpqks3NzbqnS0RkZ0KIFillk9Y03mAkIlIAgzURkQIYrImIFMBgTUSkAAZrIiIFMFgTESmAwZqISAGG9LMWQgwC6Mhw9oUAhnTMjtXYuXwsm5rsXDZArfKtkFLWaU0wJFhnQwjRHK9TuB3YuXwsm5rsXDbAPuVjMwgRkQIYrImIFGDFYL3V7AwYzM7lY9nUZOeyATYpn+XarImIKJYVa9ZERBTFMu+zFkI0ANgI4BCARgBbpZROc3OVmBBiA4DNUsr1UePjliXTabkmhGgEsCE4eB2Ar2ZbBquUL7jdaoKD1wF4Xkp5KFkeVShbNCHEFinln4YNK10+IcRmAK0Afg3gPgBtUuSiD2oAAAK7SURBVMpd2eTfKmVLSkppiX8A3gj7uwHAFrPzlCS/GzC7YWU6Zcl0Wo7LVgNgU9jwRgAtNirfKIAaO5Ytqpwx+6fq5QOwObj9RgE8aKeyJS272RkIW0EtUeNGzc5XinmXqZYl02kmlGkDgNaw4RoAMvi/HcrXEPb3prmD1Q5li8rDxvB82KF8ADbG26aqly3ZP6u0WTcCGIkeGbw8UU2ismQ6Lafk7GXlvWGjGoLjnbBH+drCBu/FbG0NsEHZwpa9UUq5LWq0ncrXGDXKNmWLxyrBuhZAdBvRCC60K6okUVkynZZzMtiGG/RFAE8E/7ZF+YQQDcH2zxeCJyfARmUD0KYxyQ7lawjec2gTQmwOC9p2KFtCVgnWZFFCiBoAjVLKh8zOi56CtevHAKwXQmw0Oz86a4w62dqGlPIJKeWu4FXeFgAvmJ2nXLFKsNY6k2md8VSQqCyZTjPTZinl7WHDtilf8IB/AcALwZOS8mUL1jp3xZlsh/KF8hE84c41VyhftmSs0nXvEGZXUISotkVVxC2LEAKZTDMgjykRQjwI4KHg3zXB4KZ0+TS6WzYH/6+F4mULc18wTwBQI4TYhNkArnT55rYdgPUak5UuWyosEazDVhqAUJvbr83LUeYSlSXTaWYINg1skxf6m96H2f6nqpdvBLOXz3OaMNtXty2Yr9AEBcs2d3M4PC9bpJRbw4bDp6lWvmYEKw/BfGwEsA2wz3GXiGUeNw/rmN4G4Dqrt5EGz/K3A3gQszff3pCxnfNjypLptFwK5qM1anSblHJl2HSVy7cBFy6f12O2pj0XrJUuW1h+ajDbLXEzZvfPLcHApHT5wh7WcgJYqUf+rVK2ZCwTrImIKD6r3GAkIqIEGKyJiBTAYE1EpAAGayIiBTBYExEpgMGaiEgBDNZERApgsCYiUgCDNRGRAv4/VNycQFUG2A8AAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -307,7 +243,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -467,7 +403,7 @@
        "5            49.25994912.276022                  49.259839212.2760136  "
       ]
      },
-     "execution_count": 14,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -478,7 +414,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 13,
    "metadata": {
     "scrolled": true
    },
@@ -486,16 +422,16 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2f8fcedbd0>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8f1c8ff110>"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -512,22 +448,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2f926fd110>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8f1c5aed10>"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -544,22 +480,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2f8bfc5690>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8f20498250>"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -583,7 +519,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -659,7 +595,7 @@
     "    ax.legend(loc='lower left', markerscale=0.8)\n",
     "    divider = make_axes_locatable(ax)\n",
     "    cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
-    "    plt.colorbar(scalarMap, cax=cax, label='$n$ mal extrahiert')\n",
+    "    plt.colorbar(scalarMap, cax=cax, label='$n$ mal besucht')\n",
     "    ax.set_xlabel('Längengrad')\n",
     "    ax.set_ylabel('Breitengrad')\n",
     "    plt.savefig('../evaluation/img/edges.pdf', bbox='tight')\n"
@@ -667,14 +603,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 17,
    "metadata": {
     "scrolled": true
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 504x360 with 2 Axes>"
       ]
diff --git a/evaluation/Gasstation.ipynb b/evaluation/Gasstation.ipynb
index 040ff5f..8af6401 100644
--- a/evaluation/Gasstation.ipynb
+++ b/evaluation/Gasstation.ipynb
@@ -423,14 +423,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 504x360 with 1 Axes>"
+       "<Figure size 504x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -452,8 +452,8 @@
     "        \n",
     "        for y, std, label in zip(ys, stds, labels):\n",
     "            y += y_old\n",
-    "            plt.errorbar(x, y, yerr=std, fmt='o-', label=label)\n",
-    "            #plt.plot(x, y, 'o-', label=label)\n",
+    "            #plt.errorbar(x, y, yerr=std, fmt='o-', capsize=4, label=label)\n",
+    "            plt.plot(x, y, 'o-', label=label, markersize=8)\n",
     "            plt.fill_between(\n",
     "                x, \n",
     "                y_old, \n",
@@ -472,34 +472,39 @@
     "    \n",
     "    x = init_means.index\n",
     "    y = [\n",
+    "        init_means['time_state_graph'],\n",
     "        init_means['time_contracted_graph'],\n",
     "        insert_means['time_insert_start'],\n",
     "        insert_means['time_insert_target']\n",
     "    ]\n",
     "    std = [\n",
+    "        init_std['time_state_graph'],\n",
     "        init_std['time_contracted_graph'],\n",
     "        insert_std['time_insert_start'],\n",
     "        insert_std['time_insert_target']\n",
     "    ]\n",
     "    \n",
     "    labels = [\n",
+    "        'Zustandsgraph',\n",
     "        'Kontraktion',\n",
     "        'Startknoten einfügen',\n",
     "        'Zielknoten einfügen'\n",
     "    ]\n",
     "    \n",
-    "    fig = plt.figure(figsize=(7,5))\n",
+    "    fig = plt.figure(figsize=(7,6))\n",
     "    plot_cumsum_lines(x, y, std, labels)\n",
     "    plt.xticks(x)\n",
     "    plt.xlabel('Anzahl Ladestationen')\n",
     "    plt.ylabel('Laufzeit in s')\n",
-    "    \n",
+    "    #first_legend = plt.legend(loc='upper left')\n",
+    "    #ax = plt.gca().add_artist(first_legend)\n",
+    "\n",
     "    if add_queries is not None:\n",
     "        names = {\n",
     "            'charge': 'Charge',\n",
     "            'charge_tweaked': 'Charge+'\n",
     "        }\n",
-    "        \n",
+    "        handles = []\n",
     "        for k, df in add_queries.items():\n",
     "            \n",
     "            means = df.groupby('charging_stations').mean()['query_time']\n",
@@ -509,20 +514,26 @@
     "                means.index.values, \n",
     "                means, \n",
     "                yerr=std, \n",
-    "                fmt='o-', \n",
+    "                fmt='o-',\n",
+    "                capsize=4,\n",
     "                label=names[k])\n",
     "            \n",
     "            \"\"\"\n",
-    "            plt.plot(\n",
+    "            line, = plt.plot(\n",
     "                means.index.values, \n",
     "                means, \n",
-    "                'o--', \n",
+    "                '^--', \n",
     "                label=names[k],\n",
-    "                zorder=3\n",
+    "                zorder=3,\n",
+    "                markersize=8\n",
     "                )\n",
     "            #\"\"\"\n",
-    "    plt.legend(loc='upper left')\n",
-    "    plt.ylim(0, 35)\n",
+    "            handles.append(line)\n",
+    "            \n",
+    "        plt.legend(loc='upper left')\n",
+    "\n",
+    "    y_min, y_max = plt.ylim()\n",
+    "    plt.ylim(y_min, 35)\n",
     "    plt.savefig('img/charging_stations.pdf', bbox='tight')\n",
     "\n",
     "    \n",
diff --git a/evaluation/Ranks.ipynb b/evaluation/Ranks.ipynb
index 8fc6873..788c9d7 100644
--- a/evaluation/Ranks.ipynb
+++ b/evaluation/Ranks.ipynb
@@ -191,12 +191,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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wmySLr5B/WFbvMXQX8FMw0czxFhlqJbbY9nR8X2+WN/rzzaDVhGMB5iaqAbgi6HN3DQoLEWqAlv2F/Oe5YbTsK6JkcBsn/L/dlAxqt0c3A1PxNv0lkXlYv0ODiSziXfa9O7Dyo6XtrWUlHa1lxe1tZcUdbWVFuqOLV68DOtzTl84N3dcfxTqjAWaWUO/GiHE4y20xVko1YBLy56RxejmH5VoKAsH6seO20N3d/JsMTk/IESyR/K/16PJDXT92XDFGsDfT/WbwXLoKbnO6sxssYe5XljSA0+Mfhmm+MRWTInZN0OfeG2HoSkIC5UoGtTPmog97umyZNd6ZyFys36Em6xG1Y9eUCG7wR/y3ege1HhxZ0GlZv5/I++crGa0NrrVep7WuC99vWdXDQsY1ADPSObc8YBqwBWi3nqdldjpCPjBuS33ruC31b2K+U/Y6tn0z+Ny4LfWBcVvq3xm3pf5AvqchZgtOj/8TwEbgc5ha3TN7EGow3rV463g3W+PTyuJJX7p3f3HZjg7o2F9ctmPxpFn3xj4r/8nW1K0JGIu7C0qp0ZZwCzHorxaGkDa6pSxmdjr9D6fHrzDivBTjBTkn6HPHSoXcCLwKfCrGuF65wJNB3YhTd4avUQvZK9bDMOtYoezGrHOglLocmKSUulxr/VikCyilrgNsF0u2fk5ByEnkZjCzOD1+B/BL4DLMTVN10OeOngvtdZyJKRt6AnAfUE3k3PGMCbXQMznZIlNr/ZjWurwnobbGrNBaT9JaT8KkNwmCIOQ8To//DIx1PB24Gbg4qlB7HQqvYz6mAUch8Cm8TV/DrG+Hu8RFqLOUbLU4j1jRIUSytgVBEPoFltv7WuAeYCfw6aDPHb1FpddRjqlGNh34P2A23iazxOht+gtex1Q6o8NFqLOYbLWs6wgJMLNJdL1aKTVNKbUC6WctCEIO4/T4BwG/AZYDfwPOiEOo/wfzWzoV+BYw/YhQHxnT9Bfr+HZEqLOarLSstdYNSnXm1FvR4at7cZ2U97MWBEFIJU6PfzwmHetU4Fbgh0Gfu+eKcqYJx3xgCSbwrApv0997Ht/0FxJMzxLSTzbkWdu51IuBtVrrddbhK5RSCzHJ/WdqrRPOsVZKTcNEqYplLQhCzuH0+L8M3A/sAyYHfe4/Rz3BuL1XYrr9/QHj9pYmHElAKbU8VIdiFe5K+vtnuoJZOsilKjWCIAhOj38AZm36Gozb+4tBn/u9qCd5HZ/ARHsfiwk8uwdvU1b/wOdKIw+rxPWrWmsVsm9tSOGu0cAtvTEq4yUr3eDJQixrQRByDafHfwrG7f1RTOnQ7wd97p4zWozb+5uYKo/vAOfgbUpG61mhk9GEBDhHKtyllJpBCqts5rVYy5q1IAi5hNPjvwKTP90KXBT0uddEPcHrGIZxe38eeAK4Gm+TZM0kEbueh1LqgZDdaS/clddiLQiCkAs4Pf5STCWyG4CXMCVD/xP1JK/jLIzb+xhMQNnPst3tnYUUKaU2hGyvCG29bFnQkcQ3auGuVJDXYi1ucEEQsh2nx38iJttlEvAj4NtBn7u1xxOM2/tbgA/4D+L27gttVuGsnpgQrfhWOslrsRY3uCAI2YzT4/88pluWAi4J+ty1UU/wOiqAX2Nyo38PfFXc3qnBylZa18PhtBfuymuxFgRByBacHv9sjDXsAX4H3ImJ2q7D9J6OvtbpdZyNcXuPwDTw+Lm4vVPOjJCaH0OtnhPrSFLhrkQQsRYEQUghTo9/IKbkpxsYCPwcU7CkElgG3BT0uQ/1eAGvowC4CRMZ/m/gk3ibXk3xtPs9ITU/gCN51qHr2aHHelW4KxHyWqxlzVoQhExiVR/zA0cDA6zdA6zHTmBZDKGuwLjJ3cBjwDV4m5pSOWehK0qpoVgdHK3iXcstC7rPhbsSIa/FWtasBUHIMGuBkZg16XAqrOPHRjzT6zgHeBgj9DcAy8TtnX6sqmRLrEfo/oaQfSkPQstrsRYEQcgwTwFXE9m714LJje6KcXvfjFnTDgJn422qS90UhVxAxFoQBCHJOD3+IcDXgcvoeRmuA7i9yx6voxLTXWsKporZtclwe2e6rKfQd/JarGXNWhCEdOL0+IcCNwLfAMox69WHMKlWpSFDDwMrgz73jiN7vI4qjNt7OPA14H5xews2eS3WsmYtCEI6cHr8FRiBvhEYgul4dXvQ537V6fEfA1xAV7Fuwbaqjdt7IXAH8DZwFt6mjembvZAL5LVYC4IgpBKnx380pprY1zFpWY8DdwR97tftMVa3rCF4Hedi6njPtnpIg9cxHOP2vhCTQ30d3qa9af0QQk4gYi0IgpAglrW8AJgLHIVxX98Z9Lk3RTzBCPVTQBnwFF7HVKDNOq/Cus5ycXsLPSFiLQiCECdOj/94jMv6WqAYeBD4YdDnfrPHk7oKNdbz05hYmm2AG2/TaymctpAHiFgLgiDEwOnxj8KUCb0aKMC4ru8K+txvRT2xu1DbFAPtwDdFqIV4yGuxlmhwQRD6gtPjHwN8G6gGNKZsqC/ocwdjntyzUNsUAqvxOqYeWcMWhB7Ia7GWaHBBEHqD0+M/BfguMAuztnw/sCRmj2mb2EJt07mGLYItRCGvxVoQBCERnB7/aRiR/gImF/oeYGnQ5/5vgpdaSWyhtimzxjsTfA+hHyFiLQhCv8fp8X8UWARcDjQDPwJ+FPS530/oQl6HwlQf25fAWc3A7ITeR+h3iFgLgtBvcXr8E4BbgekYgb0L+N+gz70zoQt5HYXApcB3gI8D/8FY5dcQ3cJuBsQFLsRExFoQhH6H0+P/BEak3UAT8APgnqDPvTuhC3kdxZh1bQ9wKvAvTMT4g3ibWvA6aul57VqEWogbEWtBEPoNTo//HOB7mPKfuzGu73uDPndizTK8jgEYUV4IfAR4HZgJPI63qb1zXNNfrAIo4YItQi0khIi1IAh5hdPjnw34AE/Q517p9PgV8GmMSJ8LfAjcAtwX9LkTWVsGr2MwptrYt4ARwEuYpht/7LH6WHfBFqEWEiavxVryrAWh/+D0+Adi8qDdmDrd9zo9/mrM79w5wA7gJmB50Oc+kNDFvY4KTJOOG4GhwFrgh8Df4ioR2inYXWuDC0Kc5LVYS561IPQPnB7/eEw7yqOBAdbuMoxF3Y4R1juCPvfBhC7sdRyLsaKvx9wA1AJ34W16JeFJGoF2JnyeIJDnYi0IQr9hLTASUBGOFQCzgz73d+O+mtdxImY9+mrM7+RDGJGO3KhDEHqJUmqI1jpmpzURa0EQ8oGXMOlXkcS6BXgirqt4HadhIruvxFjkvwaW4G3alpRZCv0epZQTs5RiMwcTBxEVEWtBEHIWp8d/OnAn8PkowzqA26NeyOuYiMmRvhQTAPZT4Md4m95NzkwFAZRS9wOTMJkINhMRsRYEIR9xevwnYnKjv4QpZnIrJoXqK0BpyNDDwMqgz72j20VMtbFPYcqLXgDswYj6PXibEiuKIgjxsVZrfX3oDqXUZfGcKGItCELO4PT4R2Jyo6/DuKmXAouDPvcup8d/DPCFsws2ld5dvJybW+fwUsf4FsKtaiPSF2JE+hzgA4zr+z68TTHXDgWhDzRG2BfXEktOirVS6jqgARittV6R6fkIgpBanB7/UOBm4BsYy/mXwG1Bn/uImzroc7+H13ExVj7zQyV3NgMX420yVrUpCXoJxt19BqYk6DzgV3ibmtP4cYT+yxil1BXAq9a2wtSj/1ysE3NOrJVSlwO7tdbrlFLXKaXO11qvy/S8BEFIPk6PvwwjqLcA5cDDwPeCPvfWboO7t6W0209eDByH6UvdvSSoIKSPOcA6zHfZpiKeEzMu1kqp84HFWuuJYftHY+446oAJwAqt9R7gTEyaBhjrejLmwwuCkCc4Pf5i4KuYqmPHAGuA7wZ97o0RT+i5f3QZ8AzGgolcElQQ0sctWutnQ3copeLSr4yKtSXUuzFiHM5yrfVka1wDsBhzVzKUrpF0QyOcKwhCDuL0+AswvaRvA8YALwAzgz738z2e1LNQ2yhMoNk3pXKYkEnChdoi0jp2NzIq1rb7WqmuqZGWVT0sZFyDUmoGRqz3hB6ztgVByGGs+t0XYdKwPgb8E5gK/DHoc/dczjO2UNuUYlziUpNbSBtKqfO01n8O2b4mfAg5vmY9ga7WM3BExP9BpzU9mk6XuCAIOYjT4/8Upo/0OZjI2FnAw0GfuyOO01cSW6htyqzxzl5MUxB6wxKl1DVa69es7euBR8LGJH/NWil1M7BNa/17pdRqQGPc1X+OcWqiDKO7xbwbGKq1fswOLINO61wQhNzC6fF/HGNJXwS8hykM8cugz90a1wW8jqHAX4Cr4nzLZmB2whMVhF6itZ4UtutarXWXuItUrVk3WEJ9M7BLaz1XKfXZBK/RZ+JJ17LSu66zNrPVgyAI/Q6nx38SJvf5C5j1Og/ws6DPHV/6lBHp+cA3AQdmXXsicFSUs6QtpZBxwoXa4rNA5MDJEBIVMXsh/HxMKgWYP5Zks5vugWORrO0esQR9BYBSKrF2eIIgJB2nx38cptLYNZiArx8Cdwd97vj+ro1If8N6ODAdsG7D27Qxxtq1CLWQFSilrsUES9txGArzXV4a69xExXqMUqoRGKO1fk0p5aBrsFeyqIt0Xa11QyIXkX7WgpB5nB7/MIz1PA/zt3gfcGfEEqCR8DrK6RTpIZimHLfhbXqtc8yRftHhgi1CLWQVWusu2mYJeEwSFevVGNfyZEuovw0kvYauFf19ZNsKLFvdi+tIP2tByBBOj38Qxl29EBgM/A74ftDnfjuuC3gdwzACPR8j0r/HiPTrkcd3E2wRaiHbiGRwhgecRSQhsdZaNwF3h+zyJHJ+OFaQmJ1LvRhT5NxebL9CKbUQ8+HO1FrP6cX1xbIWhDTj9PhLMTf1i4CjgT8Ai4I+9xtxXcCI9DcxIj0YeBwj0v+Mfe4RwV4JzBahFrKMbUqpS+kq2tnfItMS5nV0rn+HHmsAllibj/Xy+mJZC0KKcHr8swEf4An63CudHn8hJu3qB5j0qL8CFwd97pfjuqDXUYER6RsxIv0YcHtcIt3lOk1/QdKzhOzEg7TI7I5Y1oKQfJwe/0DgV4AbGAjc6/T4v4qpd3wapknBHGBt1IImNkakv4UR6UHAoxiRDqTkAwhC5pAWmZEQy1oQkovT4x8P+DHu7QHW7jJMQZM2jGX80zhFuhIj0vMwom+LdHzuckHIPTLXIlMpNURrLT1gBaF/sBYYiUk5CacQWBj0uX8S9QpGpG/CiHQZJnj0drxNm5I7VUHIOtLXIlMp5aRrDnRci+OZQNzggpA8rPrd/8D8TUWiBZNWFRmvYzhGpG/AiPQjGJHenNyZCkLWkp4WmUqp++nl4ngmEDe4IPSdkCYbi4CzogztwFQm64oR6QXA1zEi/TBwh4i00A9JW4vMXi+OC4KQW1jtKqdjRPoMIIhpRHAGcNXZBZtK7y5ezs2tc3ipY/xhYGWXQidex9F0ivQA4CGMSNen9YMIQi+x0ottT/KZwCNa6zrr2GiMC7sO03xqhdY6ajW+SC0yeyhB2o3elhsNJa7FcUEQcgMrBWsG8F1gPLAV0wDjwaDP3er0+I85p+CNLz9QvJQy1cIvi+/m2tYF7S90nG6saiPSNwNfw9TrtkV6SyY+jyD0gUeBE7XWe6xCXQ9gvMlgmljZdUIaMGVEE64HEi+9KTfaq8XxTCBr1oIQP06PvxiTJ/0d4GRgE3AlsDroc7fb44JHXTk29Lwy1cKDJT8E+CRePokR6VJgFUak30zPJxCEpDMxxFoehrUEbFnVR8qGWlU3Z5BFYt3rxfFMIGvWghAbq+LYVZiCDU5MB6DLgNpuPaV7bphRhqk01gE8iBHpf6Vy3oKQasL6UVyBsZ7BuL13h49XSo1OtIdFvCQq1r1eHBcEIbtwevxlmA5YC4HjgL9jIrX/GDFPOnpnK5sWYKUItZAjFCmlNoRsrwhvwWxZ0XOAR0PKYUfqAhmpW2RM4k1/TrQ2eLfFcSKvYwuCkKU4Pf7BmECxBZjiJs9hLOtneyxmEp9Qg1mjfgqvQxpoCLlAm9Z6UrQBlov7LmCxUupyrXWvyl/b9Db9OapYK6XO01r/OWT7mvAhyEnVl+AAACAASURBVJq1IOQETo9/KMZy/ibGMngG06ryuThO/zWxhdqmDNNIw5n4LAUh+7ACzB4F1iqlyolsRUeytrvQl/TnWJb1EqXUNVpru2/s9XRv5yVr1oKQxTg9/kpMB6sbMa0mn8SI9N9jnux1jMTc+Q9K4C2bMdHjgpCzWGlbi7XWdvS37S4fhknXGhZ+Thzr1ampDR7BPXBteE6YrFkLQnbi9PhHYiqGzaUzAOzOoM/9WtQTvQ4FfAJTDvQKoBhYA/wN+B7RLWzpIS3kC7uB5SHbk4AGW5CtVC6s16MxZXNjkZ7a4JGSt+NN6BYEIT04Pf7jMXnO1wElmDznHwZ97ugVw7yOUmAmRqQnAXuBZcDP8TZttca8Qs9r1yLUQt6gta5TSg1TSl1n7ZoITA4ZcoVSaiGmN/WZWut40rbSVxtcEITsxOnxn4hJv5qN+RH4DeAL+txbo57odRyHsb6vA4YDWzBVx36Lt2lf17FNf8HrmEp3wRahFvKOkOjvSMcagCXWZrxBZ+mpDS4IQvbh9PhPwRQy+RLQDvwCWBL0uYM9nmRc3VUYK/pSoAAjwD8D1uFt6rnFZXfBFqEWhPhIW23wnEKiwYV8wOnxzwZ8gCfoc68M2X86piToDOAwRmiXBn3ud3u8mNcxAFOV7Abg45jo1Z8Ay/A2xV/MoVOwVwKzRagFITZ9SX9OtOvWkeRtpdSJwGhgm9Y6mMh10oVEgwu5jNPjHwj8CnADA4F7nR7/hcBPMTnSlwD7gbuB/w363O/3eDGvYxTG1X0tJor1DYxL7kG8TQd6NUEj0M5enSsI/YBkpj8nalnPwLjY0Fq/DbytlLoU041HEIQk4fT4xwN+TNGSAdbuMswf9gxgH3AbcE/Q594V8SLG1f0ZjKv7YmtvLcYC/1tUV7cgCMkgaenPMcVaKeUAPmttTlRKhddDnQz8Pp43EwQhbtYCIzF33qEUABo4EPS5vx/xTK9jIGb9+gbgdGAXJhDmPrxN/07VhAVB6Eoy059jirXWukkptRG4BeP2Dv3xaKQzGk4QhD5ipV1VATsxYs3ZBZsI6RsNpv529xtkr2M0Jor7akx1pY3W64fxNh1MywcQBKFH+pL+HJcb3HJ5X6+U+mwPC+SCICSI1Tf6dOAcjECfA3zEOtwM6LMLNqlfFt99pG/0V1tv5qWO8R2A3TtaYbxb8zBr2+2Y4ic/A14UV7cg5Ad9buShlHJma4CZIGQTVsDYJzCifA5wNqb8J8B/gReAH1nPr19a8Pxjdxb/8uIBqgUwfaN/VXw33229+pkfl9x/AC9fx4j0qcAHwB3AcrxNPUeDC4KQk+R1Iw9ByCROj/8YOoW5CjgDk0aoMdHYqzDCvB7Y3qXjlddxrtZcoMJWrAeoFn5UfL8b2IEJOPsH8BVgNd6mwyn+SIIgZIi8buQhedZCunB6/AXAOLq6tEdbhw8Cr2BypV8AXgr63D1357HaUSp1JAq8C0pRhLlR/jrepmXJ+gyCIGQved3IQ/KshUToqfhID2MHAGfSaTl/ks4Sgh9grOWfY8R5Y9DnbolrEl7HZOD/MH2ho1EI3I3XUS8FSQQhN+hLrZKEG3kopa4FJmit5yqlziDOjiGCkK1EKT5yddDnPmCNGU5Xl/ZETDcqgHpMUJft0t7WxaUdCRMYdjzgAj5qPVyYgLN4kb7RgpBb9LpWSaIVzHyYnM0G6802Wm8kedZCThJafOTsgk0DrBSpspc6xl8MbHd6/M8B44FTrFNaMOvEP8aI84s9FiWx8ToGY0TYFmT7ObR5/b+BAPA6pi1lSRzTl77RgpDlJKtWSaIVzP6htX7csqhtel57E4QsxunxK+DPwPAIKVKlL3WML8VU/noK+CXGan416HNHDuTyOgqBk+hqKX8UODFk1D6MKD8C/NN6vIG3aU/IdX5Jz20obaR5hiDkAMmqVZKoWNs/OqEuvgmYHzxByDqcHv8QzPfWXh8Kfe0EBpxdsAlbqIEjgn1N64LWFztOfyDoc3+924W9jqPp7sIeT+dacwfwJsYK/yVGoP8JbI+Z+9xzG0obEWpByCGSUaskUbHeqJR6BmhUSjVghHpxb95Y6L8s/u51i79ctHbBb9smL73lzhW39OVaTo+/BBhFz4I8LOyUvcDbGCFd8+XCZxzfKVr1VTuX2cYI9tLibfrY5/FeOYHuwjwiZPj7GCFeZj0HgPo+VQ2TvtGCkHf0pVZJwkVRLJG+HJOy5Ym3VFqyUUoNBWZorVdk4v2FxHF6/AOnFrz01N3FT3xmgGrhxqInFt7wnaP/56mOs6fagVwRzinAlN2MJMQnAsdh6mXbtALbMXEVr2KEucF6fhvYfST4y0qR6mm+A1QLp6vgQyG7DgGbgD/SaSkH8DZ9kNi/RJxI32hByGky1nVLKfVxK+f6bivsfIJSqjx0MmlkNKbFX+bF2vzoZ19f3yyal9PjH///Cl5/9u7i5SNsK3aAauHu4uWf2dta1uD08DXM8kq4KDvpnsb0X4zw/o2uQtwA/Dfoc7dbfZuPDnm4MEEeR+PlaGAsxjNUQGwOA9dh2km29/KfoHdI32hByGWSVqtEaR1/6WAriu1+rfV3QvY9rbWOeleglDofWKy1nhi2fzTmrqIO88O5Qmsdd8CaUmqt1npyHOMOaK0HxnvdhPA6zm3TBX8qUh0lbbqgpUh1XJgVP6gZnJfT4y/CRDoPsx7l5xQEVj9Q/KNBZap7unGzLrFrXtu7mgiziI/icHBq4cuNNxTWtjgL3nfQVYgjPQb1ML0DmDzo44gv4tpmO94mZwLjBSFrcHr81/XmvKDPnVJjKHxeqqip9KhjHr+gsKzhM6i2Qeii/e3No/966L3LntFtjiOBncmaV0q1IfL7nRGhVkm3fZFIdM36CmCyUuofwHla633EsGwtod6NEeNwlttia7nXF2Os5Zzgv98/cUoFRU+WqrZCgCLVUXJYF63d9f0Tpx37g7fX5PK8rEjpMkyhjyOiG/I6fDv09ZDQa51dsIkHin9EJKEGsz78m2Jfx7u6YlW52r/doZqH0Cm6p1rPlXRvFwmmccWHGAH+ACPw9uv3Q15/AHyIt8m42ztd4NEirm0kRUoQUowqaiotO/GnHlV4cLhS2tQwUG2DCgdu/VzZiT+d0Pz2fF+oYOcifalVkqhYO7TWHkuA65RSt2BCz6NNbh2ACitybFnVw0LGNSilZmCJtVIq0p3gbq31YwnOOSX4b508+7yCfb8sVW1dPlipaiss1/v8/lsnf9V9+9qoVbDSP6/9/ru+e/3/Lm+ftoH4RNeyPDWltDKQQ5SpQ5RxmIEcah+iDuwbQvOBoWp/81D2H3KoA7vK1f4dDva3O1Rzx2CaVaXaM7SCfacpFd3dXKzaC5zqgy9Zm3voFNg3gefpKrqhj0a8TR0J/0PFjri2kXViQUgDRx3z+AVdhNpCKV1M4cHhRx3z+AUH/3P1k5maXzLoS62SRMX6AuD3Wut1SqkzgdWYH/czE7wOGEs7PDkcpdRorXVDVgeOeR3nnldQ8ssBqjWSpccA1ao+W7DxV57vfPO+1/VJHSqyRQiAIvoyRLRzDfrI8Y+qbep7xRuLj1KtEUcOUC3qpqJHv3Wc+oCdupwydZjBNLcOUQdaBtPcOlgd7BjEQT1QHWIAhw8cRcvhEtqKi2gvVarbPAoxru6hEd7qELAf43I+lvjWhW3+jbdpVALje4+kSAlC1lBY1vCZcKG2UUoXF5Y1fBrIabGmD7VKYnXdWgA0aK1t1V9r3QWss9aWL7BM+t4wLMIkdxP5xz/S3C4HJimlLk+rtW25TweolqgiepRqxVfyq9I0zSpuSlQbXyky2QNac0gpDmCE1RbXaK/jGduMt6ntyBsm7m6+qo8fMTEkRUoQMkrhgLeHFg974UxUW09xJoZYx3ODXtcqiWVZKyC0UUe51voXYWMyUhvcEugeRdpyo9uu9EQ9CNFYSXzCY/MhJgIwmgkdK8ovnuO/AIYnMK/t6gdpCJjKBXezpEgJQlpx1bjKgcsGnjT0W6pozylKobSmg2heOF20P20TTB29rlUSS8QqgG9bAWVggstCj9s5Yr1J3YpkRUeytnuF5UZfASbiLxnXtJhNYpbizLT86HsdM8nWgKlccDdLipQgpBRXjWsAMBW4ErgIKFEFh99vP3Dqky2NZ/2jpPylTxQO3Pq5SK5wrVVre/Pov6V7zsmmL7VKYrXI9CilLgPGWLvK6WwDaNPbftZ1dK8uhda6oZfX60ZK+llnq6WYrfOyyQV3s5mDM9PTEIR8wVXjKgLOBWYBlwKDgfcw7WMf3P+vWyfaxvShQ8c+U3biTycQFmSmtWrV7QM+PPTeZc+k/xMkl77UKkk0z7rXOWJKKa21VmH7XrVzr63o8Fu01klP3UpJLl30tdgMunSzdF42XeeX+fkIQj8gnXnWrhqXwgQdXwl8AVOady9m2XIV8NdAdaA90rxC8qw/HZJn/bc8yrPuVa0S6EU/6wi7o65ZW2ledi71YmCtnc4FXKGUWogJYz8z2UKdEsvaJlstxWydl424mwUhL3HVuE7BWNBXYrrPtWB+h1YB/kB14FCsa+g2x2ErPSvXo757IuFaJTYJlxuNsPvbwMyezrGEeR2mPVj4sQY624MlPaJba/0k8KRSalayrw1kb2BSts7LRtzNgpAXuGpcx2J+/2cBEzHBrn8B7gJ+H6gOSAvlriRcq8Qm0SjpP2Na/tnu7EnWdv8lWy3FbJ2XIAg5javG5QAuw1jQ52H04FXgJuDhQHXgvxmcXrYzmV7WKklUrG/RWj8QukMp9dkEr5E2UuoGDyVbLcVsnZcgCDmFq8Z1FCaCexbgBkoxS6B3AKsC1YEtGZxeLrGut7VKEl2zfiDS7kSukU5S7gYXBEHIUWI2zVBtylXjOg8j0JcBDkyJ3+WYdehXAtWBrP39z0as6mXXYnKr51pLy+FduCKS6Jp1eC/OoZi0rky0yBQEQRB6QdSmGaN//ImOQyMChQN2TMD8xu/H1K5+EPhzoDrQ1vOVhWhEqA3+Wqpqg18PrKVrTW9PgtdIG2lzgwuCIOQQ0ZpmqMLDw1XZvz+jWyr/qUp33gU8GagOHMzQVPON1NQGj8AtWutnEzwnY4gbXBAEoTvRmmYAoIuaDzQsuC/oc69O47T6AymrDd6FcKFWSp1n7Rc3uCAIQpZTULpjUMmw586Io2lG2gqF9DNSVhu8G5ZA2zW9K4jzriATiBtcEIT+jqvG5Sgd+T9nFw1860xVvHucUhT0k6YZWUdYbfBhGG/1a/Gcm2iA2c105oM1YEQ7a90k4gYXBKE/4qpxlWGaZnwBuKik/JVS3V66q715zDOteyb+o9ix8YzCgW/lddOMbMTS0G1a67uVUqsxjbKWx+OdTtSy3qO1nmEVINda66DtChcEQRAyh6vGVQp8DiPQnwcGYppm3H/ovYsPtu75xNu2Md3ePObDfG+akaU0aK1/b4n2Lq313HhrlSQq1huUUoO11m8rpRYAS+ne5lIQBEFIAyFdrb6A6Wo1FJMa9DvgYeD5QHWgPbxhhm5zHG5+e74vnqYZQlKxS4ueT2cJbkc8JyYq1sMw9UwnApVKqacxYecxc8QygaxZC4KQb7hqXAXAORiBvgIYDuwDnsAI9LpAdaA11nX6QdOMbGSMUqoRGGPlWDuI0Co6Er2JBj/Z2vRY5vuGhKaaRmTNWhCEfMBqOzkRI9AzgeOBgxihfRhYE09XKyExlFITMFYwmHita60yoXZb58uBOkyg9Qr7WBRWA9dhOm85MI2wdsYzl4SjwUPJpZxrQRCEXMNV4xoPfBEj0mOAVuBPGBfqk4HqwL4MTi+vUUoNBSZprZdY25cDz2JumgCWa63t9s8NmBSsqG2etdZNwN0huzxKKWc88+mVWFvVVyZhtUTTWs/tzXUEQRCErrhqXCdhrOcvAKcDHRiR+CHwRKA6EFdLRaHPTMLcFNn9ptcBj1oiPowQ97XWukEpNYMwsVZKnRca6R2hZDeYpYzPxZpMr8Raa70Rk9z9KFnsBhcEQcg0rhrXIGAB8HVMbYpdwM+BpYHqwH5rzPF0CvQk69T1wA3AY4HqwPvpnnd/x2pjeUXIrtHW/j1WP+rd4ecopUZrrRtCdi1RSl0Tkkt9Pd0bd1TEM5++usH3KKUe68s1BEEQ8hVLqF8CTgKOsnZXYiy2ma4a1wrgEuBT1rENGGFfHagO/CfN0+2PFCmlQg3OFVpr25JGa10XcmwmsMR6PYzuNb13E5YdpbWeFDbmWsvYPYJSal1cE412MNyE74Ft8bxRJpBocEEQMswCugq1zVHAWODHwGbgVuDhQHXgrfROr9/TFkFQu2G5vifYa9S9RWu90WqROcHKsT6DODU0lmU9mdilROPKEcsEEg0uCEKG+TrdhTqU3YHqwPh0TUboNYvDhLqbFU1ka7sLEVpkboy3RWbPtWENtyil2qM8OoizCLkgCEJ/wlXj+jjG5R0NKSqV5SilFmIVMLEsbDDpWt3yo8PWqyPxD6313ZhgNZuktMhcQWeVlUgowBfPGwmCIOQ7rhpXJTALuAr4eByn7ErphIQ+YaVrPRaSPz0Ds67doJQKHTea+PpkpKxF5mIrL6xHlFJiWQuC0G+xSn5OwQj0NKAYeBUTyf0R4EYiu8IPAcvSM0shUSwBftR6be9uoDOV6wrL6m4AztRaR82xtkhNi0yt9duxLhDPGEEQhHzDKlhyFfBlYATwAfAz4NeB6kDAGjMIuIjuQWaHgLcw/RWELMRyaasYx+3o8LiyosJaZFYAnvDo8J7oU+qWIAhCf8JV4yrH5ELPxpSfbAOeAlZiSn52qckdqA7sd9W4zsZEhX+NzjzrZYTkWQv9B8vAvRtMgTGl1KVa65gBZiLWgiAIUXDVuAox9aFnA9OBUuCfwDeBVYHqwAfRzrcE2Ws9hH6I1Up6g9Z6b+h+Kxp8Yg+ndSGvxTrePOu6urrPFRUVfV9rPZLYEfJCdtEOrG9ra7t24sSJLZmejJA/uGpcp2Dc3F8BjsOk66wAfg1sDFQHdI8nCwJgNet4FVP9rFEpZQeYLcGU6x6NiQz/Raxr5bVYx5NnXVdX97nS0tJ7nU5ny4ABAxoLCgrkDzCH6OjoUNu3b6/as2fPXOCnmZ6PkNu4alxDMBG/s4FPYupyrwG+gWmcIX2ehUTwAHOsteoJmNrh5wMbMdHjDVrrx+O5UF6LdTwUFRV93+l0tgwcOPBgpuciJE5BQYE+9thj9+/bt+8qRKyFXmD1hz4XY0VfBgwAtmDSVn8bqA68l7nZCTnObrs7pda6znJ5xx1UFkq/F2ut9cgBAwZIF5scpqSkpFVrHVcDd0GwcdW4RgPV1mMU0AT8BhMs9oq4uYUkEF7wpCFCbXCn1joY60L9XqyBAnF95zZWDqTEGvRz4uxuNQhjPc8GPo0pTrEO+DZQG6gOiIdNSCbh5bgjac0czPcvKiLWgiDkPDG6W13mqnHdhEm5ugIYhMlxXgT8JpndrZwe/3W9OS/oc6+IPUrIQZaEFQ5TSqlwwe571y1BEIQcIVp3q/HA08B+TFDPr4H14uYW0kA8Jbs98VwoJ8XaKqZ+PmY9YDJwV0jt1n7FokWLRgAMHTq0vaKiov3kk08+/PLLL5ctWLBgZ21t7eB58+aNuu22296dPXu2rMsL+Uy07lYK2AccK0VIhDQTT8nu5fFcKFfX+WYAaK3XhW5nml+tf7vi4z945mO/Wv92RTreb/z48eMmTZrUfMcdd7y/YMGCnbYg33zzzaN27txZOH369H1Tp04VkRbyGqs2d6y/uYEi1EK6SWbJ7rRY1kqp8zF3GBPD9o/G1EitwxQ0XxGPhay1Dl3fGQ3EdWeSKvYfai244aGNzpe27XIcbusoWPynLR95buuHjnu/eEZw0FHFHal4z7lz5x73sY99rHn69On7QvdXVVU1X3jhhUcEuqKioi0V7y8ImcRV41KYcp+zMGvRPdZwtpDuVkJOk3KxtoR6N0aMw1luN/S2ipsvxkTGxXvtoZg8tlg9RFPGP9/Zc9Q1NRtO3tPcUtzSrhXA4baOghff2jn0vB/9bfwvqidt/ejxQw8l+33vv//+kc8//3x9pGMzZsxorKysbE/2ewpCpnHVuE7CCPQs4GSgBXgSU6P7YqS7lZCnpFysbVd1aO9Pa3s0Ic27rf6gM7DEWikVKapyt9Y6tLvJdXG2JUuImx97/YR/7dhXFs/YTf/dO7CtQ3e7q29p1+qDfYdLLl324mnjjx1yINZ1Thk5uPnuyz8WV1Tq5s2bSwDGjh0bsZpS+Pr0tm3bSmprawc3NjYWrV27dsiqVau228dqa2sHV1ZWtr/88stle/bsKbzjjjvet/fPmzdv1Pz583cAPPvss0PWrFnTsHLlyvJdu3YVVlRUtL/yyitls2bNagxdI9+wYUPZmDFjWl555ZWy++677914Po8gRMNV4zoamAl8CfgfTPrLXzE3948HqgN7rGjw8Uh3KyFPyWSA2QSMxd0FpdRorXVDmKu7G1ZT8BXW6/ND1q/TypABxW27D7QURzuezvlEoqGh4ShbhJcuXTpy8+bNJaeddloLwLx580Zt3LixvqqqqnnKlCmja2trB0+fPn3f9OnT961evXpfXV3dwFWrVm0/66yzmgHmz58/au/eva8BfO973zvu9ttv31FVVdW8efPmkiVLlox88cUXt4K5QVi6dGnlggULdmbqcwu5iyW+F2MEejKmvv/rwELgoUB14J3Q8dLdSsh3MinWw+he3WU3MDTWifYaOLDHcoUn1bqO18IFeLfxYPG5S//qamnv6GZdlxQV6KfmVW0+duiApAq2LbRbtmwpraqqag4/HirGABMmTDhi2Tscjrbdu3cXYdyHbNy4sb6ysrLdttYbGxuLQseOGTPmMJi1cHtfpDmtWrWq3OFwtK9fv/6IR6Kurm4gIGItxIUVKDYZI9DTgTLg35h2gg8GqgNvRDtfulsJ+UxOpm5ZVvSYaGMsN7rtSk/Z5zyufEDrRa6RO5/653uVoe7wogKl3a5jdiZbqG2uv/76HcuWLRteVVW1PfzY3//+94GhYh2NW2+9dWRFRUXblVde2eh0Oru51SsqKrqsfU+dOrVx6dKllRUVFe3z58/fYa+N79q1q8jpdB62RT3STYQghGMFiv0PRqBnAsOBRuC3wIPAC4HqQEqCNAUhl8ikWEeyoiNZ273CcqPbbvKYa8Z94ebPjX3v6U3vV7R1tB8R6+LCAn3z5079b6re87777nt3/Pjx42y3tb1/586dheXl5XHdINTW1g5+/fXXy2zXdVNTU9GuXbsKw68ZypgxYw5Hcm3PmjWrceHChceF7lu/fn2ZiLYQCav9pB0oNgY4DPwfRqD/JN2tBKErmRTrOkICzGySGdkdbz/rvnJc+YDW+tsvTLiLSl/ZtGlT/aJFi0Zs2LChzC6KUl5e3mYL7fr168ueeOKJYQ6Ho+2ss85q3rp1a+kbb7wxcNmyZcPHjh37TlVVVfPy5cvbV65cWV5eXt42Y8aM3atXrx520kknHa6trR383HPPDQkGg6Wh16yrqxs4fvz44Q6Ho83hcLTPmTPnw+nTp++rqqpqXrhw4Y5FixaNmDRpUnNjY2PRtGnT9kb/BEJ/wlXjGoFJs5qFSbvSwJ+BO4HfB6oDUYtHCEJ/JmNibUV/H9m2osNXJ/k9YvazznXswLFIVFVVNW/atKk+dDs8UnzNmjVdbo5CLerp06d3SQ2rra0dPGHChAP33HPPO/Y690033XR8ZWVle1VVVbMdmNb3TyXkC1ag2CUYgZ6MKcS0ERMI9nCgOiAZA4IQB+nKs7ZzqRcDa0Mit69QSi0EGoAzk52GlS7Lur/w9NNPD5k3b96H9jr1aaed1jJjxozGrVu3Rgx0E/KTWN2tXDWuYuACjEBPx/SHDgJ3YQLFItYHEAShZ9KVZ72OCMXMLZf3EmvzsfDjSXjvvLes08l999337qJFi0bYLvddu3YVAkh6Vv8hRnerL7tqXOuAS619uzFNMx4EXpTGGYLQe3IyGlzIHNHc7kK/IFp3q9HA1cDjGIF+OlAdiCsrQRCE6OS1WIsbXBCSTrTuVgB7AtWBL6RrMoLQX8hrsRY3uCD0HVeNqxQ4F/g8xr0djW4ZHqnA6fFHKkcck6DPHbUyoiBkK3kt1oIg9A5XjWs4cBFGoC8ABgEHMJXvSqKcKt2tBCEF5LVYixtcEOLDqiQ2FvP38nngbEya1bvA7zAFS/4CeDDBZNLdShDSSF6LtbjBBaFnrFrcVXQK9EnWoTrgdoxAbwyN4nbVuJYClyHdrQQhreS1WAuC0BVXjcsBXIgR6IuAcoxr+1ngx8BTgepAj41spLuVIGSGvBbrtLvB31wzmCe/4WTaT4KcOkUqeQlZgavGdSKd1vOnMX/3O4E/AE8CzyQistLdShDST16LdVrd4G+uGcyj1SfRdriAR6tP4oqat9Ih2IsWLRoBYBcqOfnkkw+//PLLZQsWLNhZW1s7eN68eaNuu+22d8PLjAr5i6vGVYCpvf1563G6dage+BFGoF8OVAfaI19BEIRsI6/FOm2ECjWQLsEeP378uDvvvPOd0Hrc69evL7v55ptHXXXVVY3Tp0/f9/TTT4tI5yixynqGjR0InI+xoKcCI4B24HngW8CTgerAW+mbvSAIyUTEuq+EC7VNigV77ty5x33sYx9rDm+cUVVV1XzhhRceEeiKioqU9NPuC4sWLRohldCiE6Os52XWuvEQjDBPwwj1UcBeYA0mOGxNoDogN2uCkAeIWPeFnoTaJoWCff/99498/vnnIzZEmDFjRqPdbCMb2bVrl3zvYhOtrOdYYAtg9w8PYnq3/x/wvJT4FIT8I69/NHsdYFb79RP4YHNZ1DGH9xaya9sA05I3Cm2HC3joi6dQMeYgPur7kQAAH+BJREFUpUN6FtCjT2tm+s97jMINZfPmzSUAY8eOPRzpePj69LZt20pqa2sHNzY2Fq1du3bIqlWrttvHamtrB1dWVra//PLLZXv27Cm0LV57vXv+/Pk7AJ599tkha9asaVi5cmX5rl27CisqKtpfeeWVslmzZjWGrpFv2LChbMyYMS2vvPJK2X333SftD3tPtLKeRRg393cxAr1JmmQIQn6T12Kd0gCzPduPiinUnTMx40e4DiR9HnHQ0NBwlC3CS5cuHbl58+aS0047rQVg3rx5ozZu3FhfVVXVPGXKlNG1tbWD7b7Uq1ev3ldXVzdw1apV288666xmgPnz54/au3fvawDf+973jrv99tt3VFVVNW/evLlkyZIlI1988cWtYG4Qli5dWikduXpNRYzjBYHqwA/TMhNBEDJOXot1r4nHwo3lAg+lqLQjma5wW2i3bNkSsY90qBgDTJgw4chNgsPhaNu9e3cRJreWjRs31ldWVrbb1npjY2NR6NgxY8YcBrMWbu+LNKdVq1aVOxyO9vXr1x/xSNTV1Q3cuXNn46233joydOxzzz03ZO7cuUe2x4wZc1hE/UgU92eB6wAVY7iU9RSEfoSIdW85dco+rqh5K6ZgJ1moba6//vody5YtG15VVbU9/Njf//73gaFiHY1bb711ZEVFRduVV17Z6HQ6u7nVKyoqurjup06d2rh06dLKioqK9vnz5++w18Z37dpV5HQ6D9uiHnoTEe4Onzt3brd9/RlXjWskcBVwLabN5G5McNkEoDTCKVLWUxD6GSLWfSGWYKdIqMEI4Pjx48fZbmt7/86dOwvLy8vjigCvra0d/Prrr5fZruumpqaiXbt2FYZfM5SerOBZs2Y1Lly48LjQfevXry+LZPkLXazoOcDFmL/FvwGLgCes7fBocEhzWU/pbiUI2UFei3VaKpj1JNgpFGqbTZs21S9atGjEhg0byuyiKOXl5W220K5fv77siSeeGOZwONrOOuus5q1bt5a+8cYbA5ctWzZ87Nix71RVVTUvX768feXKleXl5eVtM2bM2L169ephJ5100uHa2trBzz333JBgMFgaes26urqB48ePH+5wONocDkf7nDlzPpw+ffq+qqqq5oULF+5YtGjRiEmTJjU3NjYWTZs2bW+qPnuuYlnRszFW9IkYd/ZPgQcC1YE3w8ZKWU9BEIA8F+u0VTALF+w0CLVNtHzlqqqq5k2bNtWHbodHiq9Zs6YhdDvUop4+fXqX1LDa2trBEyZMOHDPPfe8Y69z33TTTcdXVla2V1VVNduBabHmnI2536nEsqLPx6xF21b0XzHR3L8PVAciRvVLWU9BEGzyWqzTii3YeVwb/Omnnx4yb968D+116tNOO61lxowZjVu3bo0Y6NYT/aUgimVFXw1cg7GidwI/AX4RbkULgpB9KKXOBxZrrSeG7R8NXI7pUDcBWKG13pPKuYhYJ5NTp+zj1CmBTE8jVdx3333vLlq0aITtct+1a1chgERyd2JZ0ZMxVvTnMX9jfwG+AzzRkxUtCEJ2YQn1bowYh7Ncaz3ZGtcALMbEn6QMEWshIfqLVZworhrXMXSuRTvptKIfCFQH/pXBqQmC0Au01usAlOqaRWlZ1cNCxjUopWYgYi0I2YllRV9ApxVdCPwZ8AC1YkULQl4yAWNxd0EpNVpr3RBhfFIQsRaEBHHVuI6l04oehbGif4xZixYrWhByhyKl1IaQ7RVa61hph8OA8PXp3cDQpM4sDBFrQYgDV42rkK5r0bYVvRD4g1jRgpCTtGmtJ2V6EvGQ12KdljxrIeeJ1jca04bSjugeBXwI/AhjRW/NyIQFQcgkkazoSNZ2UslrsU5bnrWQs0TpG/1t4FtAGeZm71ngZowVLS0oBaH/UkdIgJlNKterIc/FWhDioKe+0SVAMfAicFWgOvBWuicmCEL2YUV/H9m2osNXp/p9RayF/s4N9Nw3WgGniFALQv/DyrO2c6kXA2vtdC7gCqXUQqABOFNrndK0LYDY7R2FrGPz5s0lV1555Sil1MRFixaNWLp0aeWiRYtGzJ0797ja2trBoWPtZh/29tKlSyunTJkyGkz50BNOOOH0lStXlqf7M2QSV42rxFXj+ryrxrWa2H2jYx0XBCEP0Vqv01rforVW1vO6kGMNWuslWuvHtNa3pGM+YlkngX0t+wqWvbZsxB+2/eHo/S37iwaVDGq7eMzFH3zt4197f3DJ4I5kv99pp53Wcs8997zz0EMPVYYXKZkyZcroxsbGIrsG+PLly7eHlgK96qqrGi+66KK9YOqAr169OuGyqDt37iy0S47mCq4alwI+CXwJmIFZc/oQ08WqJ8sapG+0IAhZgFjWfWRfy76CmU/NHPvIm4+M3Neyr0ij2deyr+iRNx8ZOfOpmWP3texL67/xb3/72+3z588fZW+H1+yurKxsD+117XA4EmqqsXnz5pInn3xySN9nmh5cNa5xrhrXHRh31XqgGvgT4AaOw5QJPNTD6dI3WhCErCBnxVopdb5SaoK1lpAxlr22bMSOAztKWztau/xbtna0Fuw4sKN02WvLRqRzPpWVle0nnHDC4aVLl1am4vp33HHHMam4bjJx1biOcdW4vuWqcb0KbMZEdr8JfAUYEagOzApUB/4YqA60YtKz3qK7YKe1b7QgCEI0ctINrpSaAEzWWt+ilFqslJqgta5L1vVvfeHWE95qfKssnrH1u+sHtut2FelYa0drwUNbHjrmtQ9ei2mJnlR+UvPt59z+n0TnGomPfOQjh7dt21a6fv36sjlz5oyaPXv2hwsWLNi5c+fOwhtvvPH4119/vSy0dabNlVdeOer1118vu/POO9+pqqpq/vWvf11+0kknHW5sbCzatm1byaRJk5qDwWDJ2rVrh+zatavwqquualy/fn3ZvHnzRs2fP38HwLPPPjvEbrtZW1s7uLKysv3ll18u27NnT2Eq64prdIGrxlWNcXOfh7kR3QB8A3gkUB3YEem8QHVgv/SNFgQh20mLWCe7zZglzHVKqaHAnmQKdaL0JNTxHk8VTU1NRVVVVc2XXHLJkRq2lZWV7ffcc887Z5xxxrjw8Tt37iycMGHCgVWrVm0HWLRo0YgLL7xwn+1GX7lyZbm1xj1s8uTJe+01cXvdu66ubuCqVau2n3XWWUfc7vPmzRu1cePG+qqqquYpU6aMrq2tHRxPv+t46dAdam/L3iFNh5sqdrfsHsr/b+/eY6O67jyAf8887RnPzB3P4DhNCMbmkYx3l64xoeqOFIlgCGlDnS0hElKVECmQRCUbZRNoN5BVFNMW1Ejdahdi0l2jViXBoMWbqKoI7h9pUYNSMGUDJjXYhTWvxPY8PTOe1z37x5wL18P4McbzYOb3kZB975x775mjMb85b2A/Us3dOwH8errbUNK+0YSQYpfzYJ2rbcZEoF4J4E+zlNWbsqnhfvP9by4JxoITlqPVYE28/+3387p3sd/v1z766KOBTK9lGhjW399veOSRRxZ98sknN9e13rBhg3f16tWL5s6dG12xYkVgslqxzWZLNDQ0RIHxfeSnT58+73Q6k729vQYA8Hq9d/x545wjFA+ZfVGfIxgL2mUu6zRMkzBqjKMAVgM48fkzn/M7fQ4hhBSTnPdZi+Hvt9V8M20zhtQoXeX1TRn+rVOl93HODwNoUJ/Pt+80fOcrvUafccS3XqOX1zas/Sqf+RkeHtaePXvW/Oyzz3qne40kScmdO3deWbt2bb1yrqamJjk4OHh29+7dVwcGBiqU6V5qShAGAIfDcduXgB07dtRu3779HgCoq6u7o7WzI4lIxfXQ9a/1efv+5nLg8oOBWMBp0psC91vuv7i4evH/VumqPJ8/8/mnFKgJIaWokAPMJtxmDAA45/sy/Dss0mxVBeh+ALcFknx56esvfVlrro2mB2y9Ri/XmmujL339pbzu//zyyy/f/+abb16Z7tQqv9+vW7BgQbS1tTVYV1cXUwam7dixo3Z4eFjrdrvDStM4MH70eF9fn3Gi+3Z1dVnOnDljamtr+9LlcsX8fr9uZGREmz4PfDLxZFz3Vfirmoveiw8N+AYaPRHPvQatIVprrr202L74z/Os8/5qM9r8GqahAE0IKWmFHGB2J9uMHQZQL5rYG/KxesxELAaLfPDbB7/Y8+c993zY/2FNMBbUWQyWxNqGtTmbZ93b22tQRmVv3779HkmSkj6fTzsyMqJbv369R+kXPn78uOnIkSPVNpst8fjjjwfUU7aAWwHV6/VqFy1aFG1qagq9/vrr83w+n9bhcCT2799vdzgcSbvdnti8efMQAGzZsmVIefby5ctDXV1dlt///vfWS5cuGe12e0J5ttvtDre3tyc7Ojrsdrs9sX79es/Bgwer762/t+r8yPl6pfnaXmEfmlM554ZWo5UBICknNf6oX/LH/I5wPGwFAKPWGJ5jmjMoGSWvQWuIz3Z5EkJIsbsrR4OLJnNl0fTuTGkYY5uQ2s4QyPH7tBgs8raHt13f9vC267l8jsLlcsUOHDhwWV3jzcTtdofTR30PDw9rrVZrEkgNDmttbb35usvlGn7ttdeGp/Ns9bH6Hgqn05lURoUDqSDc+Ejj3Lgcr5C5zABA5rLOM+apDcaCdmel82owFrSPxkclzrlGp9HFqiuqr0sVkqdSVznRPOiSUveD32yaOtV4l37yran23iWElIBCBuucbjMmNhDfBwCMsdBs3PNu1tHRYf/ss89MW7ZsGVqyZEl46itm11BkqDYuxys45+NGx3POWSwZq7g2eq1BwzRJq8E6IhmlEbPeHFIvlk8IIeWskME659uM0X7Wtyxfvjw0MjKiPXDggP3nP//5lXw/3zvmnZMeqNU0TJNcXL34DPU/E0LI7QoWrPOxzRjtZ32Ly+WKuVyuSZu4c0GZaiVzedLPmsxlLQVqQgjJLF/zrAuyzRjVrAtD5jIbjY1aArGANBoflZJyUj/VNVqNNqs1ygkhpJzkPFiLwNwN4LZtxEST925xeDgHz6aadZ6I1cRsgWhACsVDksxlLWNMNuvNfqvB6o0kIiZf1HdPpqZwxhiXjNJQIfJNCCF3g7tyNDgpDkk5qfHH/FIwFpRC8ZCNc67RME2ySl/lsxgtXqvBGlCatq2y1R+Kh2zpg8wYY1yv0Y/NqZyTce1uQgghJR6sqRl89sXluC4QDUiBWECKJCJWzjnTarRxq8E6YjVYvVWGqtFMfc9ajVaut9V/MRQZqvVFfXOSclKn1WgTklEaN8+aEELI7Uo6WFMz+OyIJWN6f9RvD8aCUiQRsQCATqOLSUbpK6vB6p3uNCutRivXmmuv1Zprr+U804QQUkJKOliTmRtLjBn9Ub89GA9K0UTUDAAGrWGsurL6us1g81bqKiM0D5oQQvKjpIM1NYNPH+cckUSk0h/z20djo1IsGasEAKPOGHZWOq/ajDZvha7ijjbjIIQQMjMlHazLtRk8KSc1Q5GhWu+Yd85Ea3ADt+ZAB2IBezAWlBJywggAlbrK0RpTzaDVaPUZtcbYxE8ihBCSDyUdrMuBsgWlJElJAHh4+cORD4992PDcPz2nU0Zdq9bglubb5v8lnAibAtGA/eYcaAZu0pkCjkrHDZvB5tNr9TmZ89zY2PjQzp07ryibfRQKrcFNCLnblHSwLvVm8EzB79f//eu6d95+R//dZ74Lq816M61Yg7uyz9v3d5xzjTIH2mKw+KwGq1+n0U25pebw8LB2ultvZkrf3t5+2e12531dckIIudsVcj/rnOOcf8Q53wRg2gFmpqL9/YaLLasaz7sal15sWdUY7e835PJ5L7744n1LliwJp9dSmx5psq16YtVkl7L7qu7rX1y9+Mw867yB6opqz3QCdW9vr+Gjjz6yTpVusvQUqAkhZGZKumY9U9f+5Y250QsXTNlcE+3rM/FoVAMA8cHBir/+43cbjYsWTTs4GRcuDH/tRzsHp5v+3Xffrf3DH/5wHgASckIbjofN4UTYLHNZ91jrYxNexzlnUoWU9c5mbW1t97a0tARylZ4QQsjEKFjPEiVQT3Q8a8/hHGfOnbEAgO0BW80F7wVzLBmrUKdZtXZ8zfrTTz6FTbLh3JlzCPqD8jtvvQMg1Uy9f/9++4IFC6Jer1fX399veOWVV4bTzzU3N4cvXbpkOHbsmHVkZET77LPPep1OZ7Krq8vidDqTJ06cMPl8Pm1bW9uXANDV1WVJT//FF18YN2/ePG/jxo1Dyp7Zx48fN504ccK0YMGC6MWLF42PP/54wOVyxbq6uixvvPHG/Rs3bhxS8nHs2DHrVPt3E0JIqaJgnUE2NVzFxZZVjfErV4zgnIExrr///uj8Q51/udO8JOSENhQPmcOJcNVYYsw8lhgz3xi7oQWA60PXpYW2haMWg8Vj0plGTXpTeDgyfI9nzFOrXtLzrdfeQmd3Jxq/3shffebVWFdXl6W1tTX4s5/9zPnYY48Flebpjo4Oe6Zzra2twc7OzuqWlpbAxo0bvcp9t2zZMu/06dPn3W53eM2aNfXKfTOld7vd4SeffNKjXNvb22vYunXrfX/84x8viFPBxsbGh86dO3e+tbU1ePTo0UBPT49ZCew//elPa3t7ew0ul4tGpxNCyk5JB+t8DjCb++7eC4MvvLgwfvVqhf6++6Jz3917YeqrxlPmOocTYXMkEamKJCLmeDJ+s9Zs0BoiFoPFs6xxWQhAXej/Qv3zl86/2Wfd0dFh//jjj/UffPABe27Lc3j1zVcBAJ3dnbBJNn798vUokhjzer06ANiwYYN39erVi+bOnRtdsWJFoK2t7cve3l5D+rmJ8nv69OnzTqcz2dvbawAA5b7TceDAAfuKFSvGNZPbbLaEEvAdDkeioaEhqn7N4/HoAFCwJoSUnZIO1vmcZ21saIgtOPbxuWyuictxXTgeNofjqeA8lhwzc841AKBhmkSlrjJkM9hGTHpTyKQzhdRzpF944YWKQ4cOVT/55JM3g/XGjRu9TzzxROCDDz5wvr719RvQwJmUk7pf/NsvZKfkHP3e098bnF8336Gkr6mpSQ4ODp49fvy4ac+ePXPWrFlT/6tf/epy+rnf/va3A+p8KzXcHTt21DocjsSGDRu8dXV1ty2YMpZklqFgVNt/4YKuYeHCRJxrzDFZIw8Fo/hqxGcFgKFg9NbgNo02p4PyCCHkblXSwTrXprv4CDCu1lwVjofNY4mxqrgcNyqvG7XGsNVgHTHpTaMmnSlk1Bqjky3nuXfv3quNjY0PKTVR5fzx48dNAOCscN5wVjuvdnV1Wc6fPF+rNDf7/X7dyMiItqury3L06FHr22+/fcPtdofdbvflNWvW1O/YsaM2/RyQqtkqz+jr6zP29fUZz5w5Y8p039bW1qBIrwWAgYGLuoaFC8fN3X7u+ReCr778okN9zufzaQo9B5sQQooRBesZSspJzYB/4EH1lo/qxUcesD5wMZKImJTAPJYcMym1Zq1Gm6jQVozajLZhEZzDM9l16ty5c+e3b99+z8mTJ02SJCUdDkcSAI4cOdKnzG92u93h9vb2ZEdHh91utyfWr1/v6ezsrF6wYEHU4XAk9u/fb3c4HEm73Z7YvHnz0MmTJ03p5wBgy5YtQ21tbfcCwPLly0M1NTXJie6rpH+r7UfzAeDvm5pjp/70meGj/zliliRJXrFy1VjDwoWJ77/yz/739v5HVV19feLM6R7Df/3y/SEg9YXjyJEj1TabLfGNb3wjfOHCBePZs2fNe/bsmfPggw9eyWauNyGElAIK1jM0FBmqTd+bGbi1+MhF78W/BQAwcKPWGLEZbMOV+sqQWW8eNWgMsdnaBKOtre3LoWDUKQ6VvnntUDCaqrUbLfhlZ1dAvKYFgH94dE0IgLG1tfW2/uiJarYulyuWPho7vXlcfa3L5Yr9e/t/jqhf/+TTk9fVxy2r14xl+t3tdofPnTt3Xn2sHthGCCHlpqSDdS4HmHnHvHPSA3Xas+UHLA/0mfSmcKb9nQkhhJDpohXMZkjm8qRfdDjnmipDVYgCNSGEkDtV0jXr2aZqbgZjGplzecIvO4xpZCX9HItxOB/5I4QQUppKumY9TbIsy1l3IFdqrEGATVBrZjz1OskHzjkAZD1AjxBC7hZlH6wZYzcikUjF1CnHM+uqA1qmS9wesBnXMl3CrKumdbHzJBaL6Rlj/kLngxBCcqXsg3UikXjr0qVLhlAoVJlNDZtBI1cb5t4waW0BxjQykGr6NmltgWrD3BsMGqrp5YEsy+zatWtVyWRyf6HzQgghuVL2fdZNTU1He3p6vt/f3/+vnPNaTPIFJhLnlgynkwBu7mIVwBCAIbM6wTX97EzTyjJfUyrGfM0gT0kAx2VZ3pvthYQQcrco+2ANpAI2gKNTpav7wW82zeT+l37yrX0zuW66Silfuc4TIYTcjUo6WOdzIw9CCCEkV0q6zzqX86wJIYSUNsZYPWNsK2NspfgpFSovJV2zJoQQQu5AO+e8BQAYYwMAdgHYXIiMlHTNmhBCCJkJxlg9gGrlmHM+AGB9ofJDwZoQQgi5XRMAT/pJEcTzjonVn0oaY0wGECl0PgpEByAxZSqioPLKDpVXdqi8pi8fZVUJoEd1vI9zvg8AGGObALRwzp9SXmSM9QN4inPegzwriz5rZR/pcsQYO8k5by50Pu4WVF7ZofLKDpXX9FFZjVe2QYwQQgiZhAdA+ujvaqgWwconCtaEEELI7XqgGmCmEAPN8o6CdemjFcGyQ+WVHSqv7FB5TV9Byyo9KIuBZZ0Fyk55DDAjhBBCsiUC9DoAAwCWcc63FSovVLMuA4yxJsZYP2PslPi3q9B5KnbqVYsKnZdixRiTxIjZSc+RlAnKa6X4+6S/yTQTlFe9+meucc4HOOe7OeeHCxmoAQrW5aKec97AOV8K4HkA7YXOUDETAdrHOe8WxysLnKViVY/bV3PKdI6kjCsbxlgTUlODegA0iWNyS6bP0iHG2Cmk5kCXlbKYulUuxB+7EliWAXiec+7jnB9WJatPOy5bE5UXAAdSzV5AauRnE4Du/Oew8CYpI3DOexhj4xaNyHSunGRTXiJI94j1pn2FmLtbaNl+vgD8GEBPoQZ5FRLVrEuE+INvFk02uwEcBPC7tDRbKVCnTFFe7Uj9xwEASwuRv2Iwnc8UuWUm5SWuWQngT3nIYlGZ4eerHoCHMVZ2rYMUrEtHMwB1n0o3Uk1r6nmCy0AUE5aX6KfaJvrF+nGrll1upvOZIrdkXV6qlq8Gxti6XGewyMykvHaLmnd/uZUXBesSIfpXn1KdqhfnfcDNb7H0n6wwWXmJAT+bRFNbQ7m2Rkz1mSLjZVteYhCjEnD6lfTlYgbltUk1fsSHDHOgSxkF6xKS1uf1NIDdquNqlG8NMaOJykuc94j/SMuuuU1tss+UKJ9mdQ0n07lykmV5HQbgEwGoQTQFl5Usy6sTgCSOG5Q1vMsFzbMuQaIWfUjZh5VMjspralRG2aHyyg6V19SoZl2adtGHPitUXlOjMsoOlVd2qLymQMG6xIg5wtvE79RHPQUqr6lRGWWHyis7VF7TQ8G6hIi+nMOqARrrC5mfYkflNTUqo+xQeWWHymv6qM+6RKimGakNcM4bCpGfYkflNTUqo+xQeWWHyis7FKwJIYSQIkfN4IQQQkiRo2BNCCGEFDkK1oQQQkiRo2BNCCGEFDkK1oQQQkiRo2BNyCxgjNUzxtoZY1xs0LBJ/Nyl2nxASXtKfU6kPSR+X8kYK4odhaZ4T7R4BSF5RFO3CJklIoB5Oecs7fwhAAeV3bsYY03qDQzEddVily+IvXqPZbPbl9jac9Z3w8r0nsQXjXaaD0tI/lDNmpDcex7Ae8pB2k5Dyp7G6h3Rsgq6YnGJlVMmnCVia8P69BYDQkjuULAmJMdEjXeAMbYpR4/YlqP7ZsQYa0LqC8XJfD6XkHKmK3QGCCkTAwAaRKB7D6lm5H2imXkXgGbO+dL0i0STeDNSAfkkUmsnDwCQANQD6BE/Wxhj1Ujt+duM1D7cu8RtWjjnT4n7rQTgEWmk6e6hrKpF14tnz1c3u090X3F+l8iPku8Wzvlm1bXrkNpv3QNgGYCDojzKar9iQiZDNWtC8kcSTeAHlRMi4G1DKoiNIwL5Kc75UtH0vAnASc55t+jPHhDnB5Dq494nmtS7AXQDWCoC3o9Vt20X1+0DsGy6Tdnimd1IfWHItJVhxvum5UXJd7Noule8J/J+GMA61X0IIQIFa0LyQwJwKtMLEwwMqwfwO6RqyorDAA4xxo4xxrZOMQDNpzwvrY98KefcpwqWWY3qFvfqwa1a+3TuO4Lx792T9ronmzwQUo4oWBOSY6KG3IzxgXcqSo37kOqcR4zA3oZUk/qh9IvSaqyZguAPxf7BQKpGPhMjSL2f2brvYTEtbB2AXbkY1U7I3Y6CNSG5twvAtiyCkARVE7dqYNoPxRStHnWfL8aPHlcH63FE03QT53y3GH0uAaiewajuAeU5jLGmWbhvv9IMTs3fhGRGA8wImQWiRrtN/L4VqQAqAXAAOCQCrzKS+mkAHsZYd9qULSWgNiMV7AaQaj5uF7XzEQDrGWMecf92cVk7gG2MMQDoEfdYidT0KqUPG0j1N/tEDdaHVK39KUxQExbvaTOAbsbYLqQGxQ1wzg8zxp4WXyI8SPVJZ7xv2vs9iVSQbwawmTGmfIFZyhg7Je7lE8/pBiHkJloUhZACE4H4d5lGg5c68cWiHkCnqs97F4Afp89HJ6ScUTM4IQXCGFsnaqzVKN85yy0AupUuAtHScBCTNOcTUo6oZk1IgahWHpMA7CvXgVWqbgMPUl9cQH3XhIxHwZoQQggpctQMTgghhBQ5CtaEEEJIkaNgTQghhBQ5CtaEEEJIkaNgTQghhBS5/wdN7+033eKaFQAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
        "<Figure size 504x360 with 2 Axes>"
       ]
@@ -216,8 +216,8 @@
     "        _x = _means.index\n",
     "        _y = _means[y]\n",
     "        _yerr = _std[y]\n",
-    "        #plt.errorbar(_x, _y, yerr=_yerr, fmt='-', marker=marker, markersize=8, label=label)\n",
-    "        plt.plot(_x, _y, '-', marker=marker, markersize=8, label=label)\n",
+    "        plt.errorbar(_x, _y, yerr=_yerr, fmt='-', marker=marker, markersize=8, label=label, capsize=4)\n",
+    "        #plt.plot(_x, _y, '-', marker=marker, markersize=8, label=label)\n",
     "        plt.xticks(_x)\n",
     "        \n",
     "    \n",
@@ -237,9 +237,11 @@
     "\n",
     "    if 'insert' in data:\n",
     "        _means = data['insert'].groupby(['rank']).mean()\n",
+    "        _std = data['insert'].groupby(['rank']).std()\n",
     "        _x = _means.index\n",
     "        _y = _means['time_insert_start'] + _means['time_insert_target'] #+ _means['time_contracted_graph']\n",
-    "        plt.plot(_x, _y, '-', marker='.', markersize=8, label='Gasstation')\n",
+    "        _yerr = _std['time_insert_start'] + _std['time_insert_target']\n",
+    "        plt.errorbar(_x, _y, yerr=_yerr, fmt='-', marker='.', markersize=8, label='Gasstation', capsize=4)\n",
     "        \n",
     "\n",
     "    ax.set_yscale('log')\n",
-- 
GitLab