diff --git a/figure_8/figure_8.ipynb b/figure_8/figure_8.ipynb
index a530b57f..1b49c3c3 100644
--- a/figure_8/figure_8.ipynb
+++ b/figure_8/figure_8.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -24,7 +24,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "DIR = \"/Users/maggicl/git/bachelorThesis/figure_8/\""
+    "DIR = \"/Users/maggicl/Git/bachelorThesis/figure_8/\""
    ]
   },
   {
@@ -93,7 +93,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -116,6 +116,11 @@
     "    df = df[df[\"interval\"] >= 0]\n",
     "    #df[\"oldinterval\"] = df[\"interval\"]\n",
     "    df[\"interval\"] = df[\"interval\"].apply(lambda x: chibordo(a, x))\n",
+    "    \n",
+    "    if measure == \"uram\":\n",
+    "        df = df[df[\"interval\"] != \">=1\"]\n",
+    "        print(df)\n",
+    "    \n",
     "    df = df.groupby([\"term\",\"interval\"]).sum().reset_index()\n",
     "    totals = df.groupby(\"interval\").sum().reset_index()[[\"interval\", \"count\"]]\n",
     "    totals = totals.set_index(\"interval\")\n",
@@ -151,7 +156,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -185,7 +190,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -391,36 +396,46 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "     term interval     count\n",
+      "123     4     <0.2    139027\n",
+      "124     4     <0.2  57090007\n",
+      "125     4     <0.2    305753\n",
+      "126     4     <0.2    110827\n",
+      "127     4     <0.2      5291\n",
+      "..    ...      ...       ...\n",
+      "651     7  [0.8,1)         0\n",
+      "652     7  [0.8,1)         0\n",
+      "653     7  [0.8,1)         0\n",
+      "654     7  [0.8,1)         0\n",
+      "655     7     None         0\n",
+      "\n",
+      "[164 rows x 3 columns]\n",
       "    term   interval     count\n",
       "0      4       <0.2  0.094982\n",
-      "1      4        >=1  0.000000\n",
-      "2      4  [0.2,0.4)  0.047504\n",
-      "3      4  [0.4,0.6)  0.027027\n",
-      "4      4  [0.6,0.8)  0.000000\n",
-      "5      4    [0.8,1)  0.000000\n",
-      "6      5       <0.2  0.050737\n",
-      "7      5        >=1  0.000000\n",
-      "8      5  [0.2,0.4)  0.042745\n",
-      "9      5  [0.4,0.6)  0.117838\n",
-      "10     5  [0.6,0.8)  0.000000\n",
-      "11     5    [0.8,1)  1.000000\n",
-      "12     6       <0.2  0.170839\n",
-      "13     6        >=1  0.000000\n",
-      "14     6  [0.2,0.4)  0.240274\n",
-      "15     6  [0.4,0.6)  0.734054\n",
-      "16     6  [0.6,0.8)  0.991453\n",
-      "17     6    [0.8,1)  0.000000\n",
-      "18     7       <0.2  0.683442\n",
-      "19     7        >=1  0.000000\n",
-      "20     7  [0.2,0.4)  0.669477\n",
-      "21     7  [0.4,0.6)  0.121081\n",
-      "22     7  [0.6,0.8)  0.008547\n",
-      "23     7    [0.8,1)  0.000000\n"
+      "1      4  [0.2,0.4)  0.047504\n",
+      "2      4  [0.4,0.6)  0.027027\n",
+      "3      4  [0.6,0.8)  0.000000\n",
+      "4      4    [0.8,1)  0.000000\n",
+      "5      5       <0.2  0.050737\n",
+      "6      5  [0.2,0.4)  0.042745\n",
+      "7      5  [0.4,0.6)  0.117838\n",
+      "8      5  [0.6,0.8)  0.000000\n",
+      "9      5    [0.8,1)  1.000000\n",
+      "10     6       <0.2  0.170839\n",
+      "11     6  [0.2,0.4)  0.240274\n",
+      "12     6  [0.4,0.6)  0.734054\n",
+      "13     6  [0.6,0.8)  0.991453\n",
+      "14     6    [0.8,1)  0.000000\n",
+      "15     7       <0.2  0.683442\n",
+      "16     7  [0.2,0.4)  0.669477\n",
+      "17     7  [0.4,0.6)  0.121081\n",
+      "18     7  [0.6,0.8)  0.008547\n",
+      "19     7    [0.8,1)  0.000000\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 360x288 with 1 Axes>"
       ]
@@ -633,36 +648,46 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "     term interval     count\n",
+      "123     4     <0.2         0\n",
+      "124     4     <0.2  64135281\n",
+      "125     4     <0.2    112972\n",
+      "126     4     <0.2     19965\n",
+      "127     4     <0.2      1000\n",
+      "..    ...      ...       ...\n",
+      "651     7  [0.8,1)         0\n",
+      "652     7  [0.8,1)         1\n",
+      "653     7  [0.8,1)         0\n",
+      "654     7  [0.8,1)         0\n",
+      "655     7     None         0\n",
+      "\n",
+      "[164 rows x 3 columns]\n",
       "    term   interval     count\n",
       "0      4       <0.2  0.061511\n",
-      "1      4        >=1  0.000000\n",
-      "2      4  [0.2,0.4)  0.002478\n",
-      "3      4  [0.4,0.6)  0.012262\n",
-      "4      4  [0.6,0.8)  0.000000\n",
-      "5      4    [0.8,1)  0.000000\n",
-      "6      5       <0.2  0.006661\n",
-      "7      5        >=1  0.000000\n",
-      "8      5  [0.2,0.4)  0.003745\n",
-      "9      5  [0.4,0.6)  0.006812\n",
-      "10     5  [0.6,0.8)  0.052632\n",
-      "11     5    [0.8,1)  0.250000\n",
-      "12     6       <0.2  0.070073\n",
-      "13     6        >=1  0.000000\n",
-      "14     6  [0.2,0.4)  0.146582\n",
-      "15     6  [0.4,0.6)  0.294278\n",
-      "16     6  [0.6,0.8)  0.000000\n",
-      "17     6    [0.8,1)  0.000000\n",
-      "18     7       <0.2  0.861756\n",
-      "19     7        >=1  0.000000\n",
-      "20     7  [0.2,0.4)  0.847195\n",
-      "21     7  [0.4,0.6)  0.686649\n",
-      "22     7  [0.6,0.8)  0.947368\n",
-      "23     7    [0.8,1)  0.750000\n"
+      "1      4  [0.2,0.4)  0.002478\n",
+      "2      4  [0.4,0.6)  0.012262\n",
+      "3      4  [0.6,0.8)  0.000000\n",
+      "4      4    [0.8,1)  0.000000\n",
+      "5      5       <0.2  0.006661\n",
+      "6      5  [0.2,0.4)  0.003745\n",
+      "7      5  [0.4,0.6)  0.006812\n",
+      "8      5  [0.6,0.8)  0.052632\n",
+      "9      5    [0.8,1)  0.250000\n",
+      "10     6       <0.2  0.070073\n",
+      "11     6  [0.2,0.4)  0.146582\n",
+      "12     6  [0.4,0.6)  0.294278\n",
+      "13     6  [0.6,0.8)  0.000000\n",
+      "14     6    [0.8,1)  0.000000\n",
+      "15     7       <0.2  0.861756\n",
+      "16     7  [0.2,0.4)  0.847195\n",
+      "17     7  [0.4,0.6)  0.686649\n",
+      "18     7  [0.6,0.8)  0.947368\n",
+      "19     7    [0.8,1)  0.750000\n"
      ]
     },
     {
      "data": {
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\n",
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\n",
       "text/plain": [
        "<Figure size 360x288 with 1 Axes>"
       ]
@@ -789,36 +814,46 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "     term interval     count\n",
+      "123     4     <0.2       231\n",
+      "124     4     <0.2  97833849\n",
+      "125     4     <0.2    299274\n",
+      "126     4     <0.2     77857\n",
+      "127     4     <0.2     15191\n",
+      "..    ...      ...       ...\n",
+      "651     7  [0.8,1)         2\n",
+      "652     7  [0.8,1)         0\n",
+      "653     7  [0.8,1)         0\n",
+      "654     7  [0.8,1)         0\n",
+      "655     7     None         0\n",
+      "\n",
+      "[164 rows x 3 columns]\n",
       "    term   interval     count\n",
       "0      4       <0.2  0.044209\n",
-      "1      4        >=1  0.000000\n",
-      "2      4  [0.2,0.4)  0.002618\n",
-      "3      4  [0.4,0.6)  0.001380\n",
-      "4      4  [0.6,0.8)  0.000000\n",
-      "5      4    [0.8,1)  0.000000\n",
-      "6      5       <0.2  0.030014\n",
-      "7      5        >=1  0.000000\n",
-      "8      5  [0.2,0.4)  0.002591\n",
-      "9      5  [0.4,0.6)  0.008795\n",
-      "10     5  [0.6,0.8)  0.014790\n",
-      "11     5    [0.8,1)  0.000000\n",
-      "12     6       <0.2  0.064434\n",
-      "13     6        >=1  0.000000\n",
-      "14     6  [0.2,0.4)  0.004604\n",
-      "15     6  [0.4,0.6)  0.002625\n",
-      "16     6  [0.6,0.8)  0.068200\n",
-      "17     6    [0.8,1)  0.000000\n",
-      "18     7       <0.2  0.861343\n",
-      "19     7        >=1  0.000000\n",
-      "20     7  [0.2,0.4)  0.990187\n",
-      "21     7  [0.4,0.6)  0.987199\n",
-      "22     7  [0.6,0.8)  0.917009\n",
-      "23     7    [0.8,1)  1.000000\n"
+      "1      4  [0.2,0.4)  0.002618\n",
+      "2      4  [0.4,0.6)  0.001380\n",
+      "3      4  [0.6,0.8)  0.000000\n",
+      "4      4    [0.8,1)  0.000000\n",
+      "5      5       <0.2  0.030014\n",
+      "6      5  [0.2,0.4)  0.002591\n",
+      "7      5  [0.4,0.6)  0.008795\n",
+      "8      5  [0.6,0.8)  0.014790\n",
+      "9      5    [0.8,1)  0.000000\n",
+      "10     6       <0.2  0.064434\n",
+      "11     6  [0.2,0.4)  0.004604\n",
+      "12     6  [0.4,0.6)  0.002625\n",
+      "13     6  [0.6,0.8)  0.068200\n",
+      "14     6    [0.8,1)  0.000000\n",
+      "15     7       <0.2  0.861343\n",
+      "16     7  [0.2,0.4)  0.990187\n",
+      "17     7  [0.4,0.6)  0.987199\n",
+      "18     7  [0.6,0.8)  0.917009\n",
+      "19     7    [0.8,1)  1.000000\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 360x288 with 1 Axes>"
       ]
@@ -945,36 +980,46 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "     term interval     count\n",
+      "123     4     <0.2  13991981\n",
+      "124     4     <0.2  73572313\n",
+      "125     4     <0.2    261375\n",
+      "126     4     <0.2     85330\n",
+      "127     4     <0.2     16684\n",
+      "..    ...      ...       ...\n",
+      "651     7  [0.8,1)         0\n",
+      "652     7  [0.8,1)         0\n",
+      "653     7  [0.8,1)         0\n",
+      "654     7  [0.8,1)         0\n",
+      "655     7     None         0\n",
+      "\n",
+      "[164 rows x 3 columns]\n",
       "    term   interval     count\n",
       "0      4       <0.2  0.052984\n",
-      "1      4        >=1  0.000000\n",
-      "2      4  [0.2,0.4)  0.011100\n",
-      "3      4  [0.4,0.6)  0.007429\n",
-      "4      4  [0.6,0.8)  0.039252\n",
-      "5      4    [0.8,1)  0.222222\n",
-      "6      5       <0.2  0.013068\n",
-      "7      5        >=1  0.000000\n",
-      "8      5  [0.2,0.4)  0.006068\n",
-      "9      5  [0.4,0.6)  0.004240\n",
-      "10     5  [0.6,0.8)  0.001869\n",
-      "11     5    [0.8,1)  0.111111\n",
-      "12     6       <0.2  0.147829\n",
-      "13     6        >=1  0.000000\n",
-      "14     6  [0.2,0.4)  0.008326\n",
-      "15     6  [0.4,0.6)  0.029831\n",
-      "16     6  [0.6,0.8)  0.000000\n",
-      "17     6    [0.8,1)  0.000000\n",
-      "18     7       <0.2  0.786120\n",
-      "19     7        >=1  0.000000\n",
-      "20     7  [0.2,0.4)  0.974507\n",
-      "21     7  [0.4,0.6)  0.958500\n",
-      "22     7  [0.6,0.8)  0.958879\n",
-      "23     7    [0.8,1)  0.666667\n"
+      "1      4  [0.2,0.4)  0.011100\n",
+      "2      4  [0.4,0.6)  0.007429\n",
+      "3      4  [0.6,0.8)  0.039252\n",
+      "4      4    [0.8,1)  0.222222\n",
+      "5      5       <0.2  0.013068\n",
+      "6      5  [0.2,0.4)  0.006068\n",
+      "7      5  [0.4,0.6)  0.004240\n",
+      "8      5  [0.6,0.8)  0.001869\n",
+      "9      5    [0.8,1)  0.111111\n",
+      "10     6       <0.2  0.147829\n",
+      "11     6  [0.2,0.4)  0.008326\n",
+      "12     6  [0.4,0.6)  0.029831\n",
+      "13     6  [0.6,0.8)  0.000000\n",
+      "14     6    [0.8,1)  0.000000\n",
+      "15     7       <0.2  0.786120\n",
+      "16     7  [0.2,0.4)  0.974507\n",
+      "17     7  [0.4,0.6)  0.958500\n",
+      "18     7  [0.6,0.8)  0.958879\n",
+      "19     7    [0.8,1)  0.666667\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 360x288 with 1 Axes>"
       ]
@@ -1639,36 +1684,46 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "     term interval     count\n",
+      "123     4     <0.2    139027\n",
+      "123     4     <0.2         0\n",
+      "123     4     <0.2       231\n",
+      "123     4     <0.2  13991981\n",
+      "123     4     <0.2         0\n",
+      "..    ...      ...       ...\n",
+      "655     7     None         0\n",
+      "655     7     None         0\n",
+      "655     7     None         0\n",
+      "655     7     None         0\n",
+      "655     7     None         0\n",
+      "\n",
+      "[820 rows x 3 columns]\n",
       "    term   interval     count\n",
       "0      4       <0.2  0.056603\n",
-      "1      4        >=1  0.000000\n",
-      "2      4  [0.2,0.4)  0.006078\n",
-      "3      4  [0.4,0.6)  0.005267\n",
-      "4      4  [0.6,0.8)  0.014433\n",
-      "5      4    [0.8,1)  0.076923\n",
-      "6      5       <0.2  0.020233\n",
-      "7      5        >=1  0.000000\n",
-      "8      5  [0.2,0.4)  0.004193\n",
-      "9      5  [0.4,0.6)  0.007262\n",
-      "10     5  [0.6,0.8)  0.007560\n",
-      "11     5    [0.8,1)  0.153846\n",
-      "12     6       <0.2  0.097083\n",
-      "13     6        >=1  0.000000\n",
-      "14     6  [0.2,0.4)  0.012774\n",
-      "15     6  [0.4,0.6)  0.030206\n",
-      "16     6  [0.6,0.8)  0.227835\n",
-      "17     6    [0.8,1)  0.000000\n",
-      "18     7       <0.2  0.826081\n",
-      "19     7        >=1  0.000000\n",
-      "20     7  [0.2,0.4)  0.976956\n",
-      "21     7  [0.4,0.6)  0.957265\n",
-      "22     7  [0.6,0.8)  0.750172\n",
-      "23     7    [0.8,1)  0.769231\n"
+      "1      4  [0.2,0.4)  0.006078\n",
+      "2      4  [0.4,0.6)  0.005267\n",
+      "3      4  [0.6,0.8)  0.014433\n",
+      "4      4    [0.8,1)  0.076923\n",
+      "5      5       <0.2  0.020233\n",
+      "6      5  [0.2,0.4)  0.004193\n",
+      "7      5  [0.4,0.6)  0.007262\n",
+      "8      5  [0.6,0.8)  0.007560\n",
+      "9      5    [0.8,1)  0.153846\n",
+      "10     6       <0.2  0.097083\n",
+      "11     6  [0.2,0.4)  0.012774\n",
+      "12     6  [0.4,0.6)  0.030206\n",
+      "13     6  [0.6,0.8)  0.227835\n",
+      "14     6    [0.8,1)  0.000000\n",
+      "15     7       <0.2  0.826081\n",
+      "16     7  [0.2,0.4)  0.976956\n",
+      "17     7  [0.4,0.6)  0.957265\n",
+      "18     7  [0.6,0.8)  0.750172\n",
+      "19     7    [0.8,1)  0.769231\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 360x288 with 1 Axes>"
       ]
@@ -1701,7 +1756,11 @@
     "        prepare_plot(cluster, \"rsram\", cd_bins)\n",
     "    if cluster in doef:\n",
     "        prepare_plot(cluster, \"ucpu\", cd_bins)\n",
-    "        prepare_plot(cluster, \"uram\", cd_bins)\n",
+    "        prepare_plot(cluster, \"uram\", [(0, 0.2),\n",
+    "                               (0.2, 0.4),\n",
+    "                               (0.4, 0.6),\n",
+    "                               (0.6, 0.8),\n",
+    "                               (0.8, 1)])\n",
     "        \n",
     "cluster = \"all\"\n",
     "prepare_plot(cluster, \"rcpu\", ab_bins)\n",
@@ -1709,12 +1768,16 @@
     "prepare_plot(cluster, \"rscpu\", cd_bins)\n",
     "prepare_plot(cluster, \"rsram\", cd_bins)\n",
     "prepare_plot(cluster, \"ucpu\", cd_bins)\n",
-    "prepare_plot(cluster, \"uram\", cd_bins)"
+    "prepare_plot(cluster, \"uram\", [(0, 0.2),\n",
+    "                               (0.2, 0.4),\n",
+    "                               (0.4, 0.6),\n",
+    "                               (0.6, 0.8),\n",
+    "                               (0.8, 1)])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -1776,22 +1839,9 @@
       "needs_background": "light"
      },
      "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 360x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
     }
    ],
    "source": [
-    "\n",
     "def malusa(l, r):\n",
     "    return [a for a in itertools.chain(*[[b for x in range(r)] for b in l])]\n",
     "\n",
@@ -1834,14 +1884,65 @@
     "     9, 24, 49, 20,\n",
     "     10, 16, 50, 21, \n",
     "     9, 15, 43, 26,\n",
-    "     12, 7, 27, 53])\n",
-    "cdbhitcriasfm(\"uram\", cd_bins, \n",
+    "     12, 7, 27, 53])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "    term   interval  count\n",
+      "0      4       <0.2      9\n",
+      "4      4  [0.2,0.4)      8\n",
+      "8      4  [0.4,0.6)      9\n",
+      "12     4  [0.6,0.8)      8\n",
+      "16     4    [0.8,1)      9\n",
+      "1      5       <0.2     35\n",
+      "5      5  [0.2,0.4)     30\n",
+      "9      5  [0.4,0.6)     24\n",
+      "13     5  [0.6,0.8)     17\n",
+      "17     5    [0.8,1)     11\n",
+      "2      6       <0.2     42\n",
+      "6      6  [0.2,0.4)     46\n",
+      "10     6  [0.4,0.6)     50\n",
+      "14     6  [0.6,0.8)     54\n",
+      "18     6    [0.8,1)     54\n",
+      "3      7       <0.2     14\n",
+      "7      7  [0.2,0.4)     17\n",
+      "11     7  [0.4,0.6)     20\n",
+      "15     7  [0.6,0.8)     23\n",
+      "19     7    [0.8,1)     27\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 360x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "cdbhitcriasfm(\"uram\", [(0, 0.2),\n",
+    "                               (0.2, 0.4),\n",
+    "                               (0.4, 0.6),\n",
+    "                               (0.6, 0.8),\n",
+    "                               (0.8, 1)], \n",
     "    [9,35,42,14,\n",
     "     8,30,46,17,\n",
     "     9,24,50,20, \n",
     "     8,17,54,23,\n",
-    "     9,11,54,27,\n",
-    "     0,0,0,0])\n",
+    "     9,11,54,27])\n",
     "\n",
     "#prepare_plot(cluster, \"rram\", ab_bins)\n",
     "#prepare_plot(cluster, \"rscpu\", cd_bins)\n",
diff --git a/report.zip b/report.zip
deleted file mode 100644
index cc9cb174..00000000
Binary files a/report.zip and /dev/null differ
diff --git a/report/Claudio_Maggioni_report.pdf b/report/Claudio_Maggioni_report.pdf
index 9ab1f309..1ddcd899 100644
Binary files a/report/Claudio_Maggioni_report.pdf and b/report/Claudio_Maggioni_report.pdf differ
diff --git a/report/Claudio_Maggioni_report.tex b/report/Claudio_Maggioni_report.tex
index 0b0f0bc3..56e239c4 100644
--- a/report/Claudio_Maggioni_report.tex
+++ b/report/Claudio_Maggioni_report.tex
@@ -971,7 +971,6 @@ In Figure~\ref{fig:figureVIII-e} there can be seen that while a drastic decrease
 
 \subsection{Job Event Rates vs.\ Job Size, Job Execution Time, and Machine
 Locality}\label{fig9-section}
-\input{figures/figure_9}
 
 This analysis shows job event rates (i.e.\ the relative percentage of
 termination type events) over different configurations of job size, job
@@ -1018,6 +1017,8 @@ By analysing these plots, we can make the following observations:
   rate.
 \end{itemize}
 
+\input{figures/figure_9}
+
 \section{Conclusions, Limitations and Future Work}\label{sec8}
 In this report we analyzed the Google Borg 2019 traces and compared them with
 their 2011 counterpart from the perspective of unsuccessful executions, their
diff --git a/report/figures/figure_7.tex b/report/figures/figure_7.tex
index 6aef8083..d2022e61 100644
--- a/report/figures/figure_7.tex
+++ b/report/figures/figure_7.tex
@@ -44,8 +44,8 @@
 \end{figure}
 
 \begin{figure}[p]
-\figureVII[0.49\textwidth]{nexec-2011}
-\figureVII[0.49\textwidth]{nexec-all}
+\figureVII[0.445\textwidth]{nexec-2011}
+\figureVII[0.555\textwidth]{nexec-all}
 	\caption{Task event rates vs.\ machine concurrency and final task termination in 2011 and 2019 (all clusters aggregated) traces. Machine concurrency is defined as the number of co-executed tasks on the machine where the analyzed task is executing.}\label{fig:figureVII-c}
 \end{figure}
 
diff --git a/report/figures/figure_8/uram-2011.pgf b/report/figures/figure_8/uram-2011.pgf
index 4465047b..a89f0f6c 100644
--- a/report/figures/figure_8/uram-2011.pgf
+++ b/report/figures/figure_8/uram-2011.pgf
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{0.521603in}%
+\pgfsys@transformshift{1.709105in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -105,7 +105,7 @@
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-\pgftext[x=1.532968in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.2,0.4)}%
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@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{0.521603in}%
+\pgfsys@transformshift{2.589787in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -130,7 +130,7 @@
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-\pgftext[x=2.237514in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.4,0.6)}%
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 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
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 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{0.521603in}%
+\pgfsys@transformshift{3.470468in}{0.521603in}%
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 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,32 +155,7 @@
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-\pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.048611in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{0.000000in}{-0.048611in}}%
-\pgfusepath{stroke,fill}%
-}%
-\begin{pgfscope}%
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 \begin{pgfscope}%
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@@ -205,7 +180,7 @@
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-\pgftext[x=4.351150in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1}%
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 \begin{pgfscope}%
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@@ -379,11 +354,10 @@
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-\pgfpathlineto{\pgfqpoint{3.646605in}{0.860951in}}%
-\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{0.832743in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{0.856022in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{0.830530in}}%
+\pgfpathlineto{\pgfqpoint{4.351150in}{0.860951in}}%
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 \end{pgfscope}%
 \begin{pgfscope}%
@@ -415,23 +389,19 @@
 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{0.832743in}%
+\pgfsys@transformshift{1.709105in}{0.832743in}%
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 \begin{pgfscope}%
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 \begin{pgfscope}%
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 \begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{0.860951in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{4.351150in}{0.607075in}%
+\pgfsys@transformshift{4.351150in}{0.860951in}%
 \pgfsys@useobject{currentmarker}{}%
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 \end{pgfscope}%
@@ -445,11 +415,10 @@
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-\pgfpathlineto{\pgfqpoint{3.646605in}{0.917368in}}%
-\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{1.453329in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{1.270933in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{1.081918in}}%
+\pgfpathlineto{\pgfqpoint{4.351150in}{0.917368in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -481,23 +450,19 @@
 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{1.453329in}%
+\pgfsys@transformshift{1.709105in}{1.453329in}%
 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{1.270933in}%
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 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{1.081918in}%
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-\pgfsys@useobject{currentmarker}{}%
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-\begin{pgfscope}%
-\pgfsys@transformshift{4.351150in}{0.607075in}%
+\pgfsys@transformshift{4.351150in}{0.917368in}%
 \pgfsys@useobject{currentmarker}{}%
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@@ -511,11 +476,10 @@
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-\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
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+\pgfpathlineto{\pgfqpoint{3.470468in}{2.115399in}}%
+\pgfpathlineto{\pgfqpoint{4.351150in}{2.130333in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -547,23 +511,19 @@
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 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{1.904665in}%
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 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{1.990112in}%
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 \begin{pgfscope}%
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-\pgfsys@useobject{currentmarker}{}%
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-\begin{pgfscope}%
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+\pgfsys@transformshift{4.351150in}{2.130333in}%
 \pgfsys@useobject{currentmarker}{}%
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@@ -577,11 +537,10 @@
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@@ -613,23 +572,19 @@
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diff --git a/report/figures/figure_8/uram-a.pgf b/report/figures/figure_8/uram-a.pgf
index 19935b10..64411eef 100644
--- a/report/figures/figure_8/uram-a.pgf
+++ b/report/figures/figure_8/uram-a.pgf
@@ -97,7 +97,7 @@
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@@ -155,32 +155,7 @@
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@@ -205,7 +180,7 @@
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@@ -415,19 +389,15 @@
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 \end{pgfscope}%
 \begin{pgfscope}%
@@ -481,23 +450,19 @@
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{0.728858in}%
+\pgfsys@transformshift{1.709105in}{0.728858in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{0.942802in}%
+\pgfsys@transformshift{2.589787in}{0.942802in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{0.607075in}%
+\pgfsys@transformshift{3.470468in}{0.607075in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{3.456132in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{4.351150in}{0.607075in}%
+\pgfsys@transformshift{4.351150in}{3.456132in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -511,10 +476,9 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.828423in}{1.093805in}}%
-\pgfpathlineto{\pgfqpoint{1.532968in}{1.291629in}}%
-\pgfpathlineto{\pgfqpoint{2.237514in}{2.698437in}}%
-\pgfpathlineto{\pgfqpoint{2.942059in}{3.431781in}}%
-\pgfpathlineto{\pgfqpoint{3.646605in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{1.291629in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{2.698437in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{3.431781in}}%
 \pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
@@ -547,19 +511,15 @@
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{1.291629in}%
+\pgfsys@transformshift{1.709105in}{1.291629in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{2.698437in}%
+\pgfsys@transformshift{2.589787in}{2.698437in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{3.431781in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{0.607075in}%
+\pgfsys@transformshift{3.470468in}{3.431781in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -577,10 +537,9 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.828423in}{2.554239in}}%
-\pgfpathlineto{\pgfqpoint{1.532968in}{2.514454in}}%
-\pgfpathlineto{\pgfqpoint{2.237514in}{0.952042in}}%
-\pgfpathlineto{\pgfqpoint{2.942059in}{0.631426in}}%
-\pgfpathlineto{\pgfqpoint{3.646605in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{2.514454in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{0.952042in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{0.631426in}}%
 \pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
@@ -613,19 +572,15 @@
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{2.514454in}%
+\pgfsys@transformshift{1.709105in}{2.514454in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{0.952042in}%
+\pgfsys@transformshift{2.589787in}{0.952042in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{0.631426in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{0.607075in}%
+\pgfsys@transformshift{3.470468in}{0.631426in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
diff --git a/report/figures/figure_8/uram-all.pgf b/report/figures/figure_8/uram-all.pgf
index 308bd686..6e42da15 100644
--- a/report/figures/figure_8/uram-all.pgf
+++ b/report/figures/figure_8/uram-all.pgf
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{0.521603in}%
+\pgfsys@transformshift{1.709105in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -105,7 +105,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.532968in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.2,0.4)}%
+\pgftext[x=1.709105in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.2,0.4)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{0.521603in}%
+\pgfsys@transformshift{2.589787in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -130,7 +130,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.237514in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.4,0.6)}%
+\pgftext[x=2.589787in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.4,0.6)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{0.521603in}%
+\pgfsys@transformshift{3.470468in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,32 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.942059in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.6,0.8)}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsetbuttcap%
-\pgfsetroundjoin%
-\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
-\pgfsetfillcolor{currentfill}%
-\pgfsetlinewidth{0.803000pt}%
-\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
-\pgfsetstrokecolor{currentstroke}%
-\pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.048611in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{0.000000in}{-0.048611in}}%
-\pgfusepath{stroke,fill}%
-}%
-\begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{0.521603in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
-\pgfsetstrokecolor{textcolor}%
-\pgfsetfillcolor{textcolor}%
-\pgftext[x=3.646605in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.8,1)}%
+\pgftext[x=3.470468in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.6,0.8)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -205,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.351150in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1}%
+\pgftext[x=4.351150in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.8,1)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -379,11 +354,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.828423in}{0.768341in}}%
-\pgfpathlineto{\pgfqpoint{1.532968in}{0.624391in}}%
-\pgfpathlineto{\pgfqpoint{2.237514in}{0.622081in}}%
-\pgfpathlineto{\pgfqpoint{2.942059in}{0.648195in}}%
-\pgfpathlineto{\pgfqpoint{3.646605in}{0.826233in}}%
-\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{0.624391in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{0.622081in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{0.648195in}}%
+\pgfpathlineto{\pgfqpoint{4.351150in}{0.826233in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -415,23 +389,19 @@
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{0.624391in}%
+\pgfsys@transformshift{1.709105in}{0.624391in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{0.622081in}%
+\pgfsys@transformshift{2.589787in}{0.622081in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{0.648195in}%
+\pgfsys@transformshift{3.470468in}{0.648195in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{0.826233in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{4.351150in}{0.607075in}%
+\pgfsys@transformshift{4.351150in}{0.826233in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -445,11 +415,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.828423in}{0.664719in}}%
-\pgfpathlineto{\pgfqpoint{1.532968in}{0.619021in}}%
-\pgfpathlineto{\pgfqpoint{2.237514in}{0.627766in}}%
-\pgfpathlineto{\pgfqpoint{2.942059in}{0.628614in}}%
-\pgfpathlineto{\pgfqpoint{3.646605in}{1.045391in}}%
-\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{0.619021in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{0.627766in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{0.628614in}}%
+\pgfpathlineto{\pgfqpoint{4.351150in}{1.045391in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -481,23 +450,19 @@
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{0.619021in}%
+\pgfsys@transformshift{1.709105in}{0.619021in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{0.627766in}%
+\pgfsys@transformshift{2.589787in}{0.627766in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{0.628614in}%
+\pgfsys@transformshift{3.470468in}{0.628614in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{1.045391in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{4.351150in}{0.607075in}%
+\pgfsys@transformshift{4.351150in}{1.045391in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -511,10 +476,9 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.828423in}{0.883669in}}%
-\pgfpathlineto{\pgfqpoint{1.532968in}{0.643468in}}%
-\pgfpathlineto{\pgfqpoint{2.237514in}{0.693132in}}%
-\pgfpathlineto{\pgfqpoint{2.942059in}{1.256190in}}%
-\pgfpathlineto{\pgfqpoint{3.646605in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{0.643468in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{0.693132in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{1.256190in}}%
 \pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
@@ -547,19 +511,15 @@
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{0.643468in}%
+\pgfsys@transformshift{1.709105in}{0.643468in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{0.693132in}%
+\pgfsys@transformshift{2.589787in}{0.693132in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{1.256190in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{0.607075in}%
+\pgfsys@transformshift{3.470468in}{1.256190in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -577,11 +537,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.828423in}{2.960628in}}%
-\pgfpathlineto{\pgfqpoint{1.532968in}{3.390477in}}%
-\pgfpathlineto{\pgfqpoint{2.237514in}{3.334378in}}%
-\pgfpathlineto{\pgfqpoint{2.942059in}{2.744357in}}%
-\pgfpathlineto{\pgfqpoint{3.646605in}{2.798657in}}%
-\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{3.390477in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{3.334378in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{2.744357in}}%
+\pgfpathlineto{\pgfqpoint{4.351150in}{2.798657in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -613,23 +572,19 @@
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{3.390477in}%
+\pgfsys@transformshift{1.709105in}{3.390477in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{3.334378in}%
+\pgfsys@transformshift{2.589787in}{3.334378in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{2.744357in}%
+\pgfsys@transformshift{3.470468in}{2.744357in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{2.798657in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{4.351150in}{0.607075in}%
+\pgfsys@transformshift{4.351150in}{2.798657in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
diff --git a/report/figures/figure_8/uram-b.pgf b/report/figures/figure_8/uram-b.pgf
index 6e7034c6..b77a72b5 100644
--- a/report/figures/figure_8/uram-b.pgf
+++ b/report/figures/figure_8/uram-b.pgf
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{0.521603in}%
+\pgfsys@transformshift{1.709105in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -105,7 +105,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.532968in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.2,0.4)}%
+\pgftext[x=1.709105in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.2,0.4)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{0.521603in}%
+\pgfsys@transformshift{2.589787in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -130,7 +130,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.237514in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.4,0.6)}%
+\pgftext[x=2.589787in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.4,0.6)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{0.521603in}%
+\pgfsys@transformshift{3.470468in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,32 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.942059in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.6,0.8)}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsetbuttcap%
-\pgfsetroundjoin%
-\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
-\pgfsetfillcolor{currentfill}%
-\pgfsetlinewidth{0.803000pt}%
-\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
-\pgfsetstrokecolor{currentstroke}%
-\pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.048611in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{0.000000in}{-0.048611in}}%
-\pgfusepath{stroke,fill}%
-}%
-\begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{0.521603in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
-\pgfsetstrokecolor{textcolor}%
-\pgfsetfillcolor{textcolor}%
-\pgftext[x=3.646605in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.8,1)}%
+\pgftext[x=3.470468in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.6,0.8)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -205,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.351150in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1}%
+\pgftext[x=4.351150in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.8,1)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -379,10 +354,9 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.828423in}{0.782323in}}%
-\pgfpathlineto{\pgfqpoint{1.532968in}{0.614134in}}%
-\pgfpathlineto{\pgfqpoint{2.237514in}{0.642009in}}%
-\pgfpathlineto{\pgfqpoint{2.942059in}{0.607075in}}%
-\pgfpathlineto{\pgfqpoint{3.646605in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{0.614134in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{0.642009in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{0.607075in}}%
 \pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
@@ -415,19 +389,15 @@
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{0.614134in}%
+\pgfsys@transformshift{1.709105in}{0.614134in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{0.642009in}%
+\pgfsys@transformshift{2.589787in}{0.642009in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{0.607075in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{0.607075in}%
+\pgfsys@transformshift{3.470468in}{0.607075in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -445,11 +415,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.828423in}{0.626052in}}%
-\pgfpathlineto{\pgfqpoint{1.532968in}{0.617745in}}%
-\pgfpathlineto{\pgfqpoint{2.237514in}{0.626483in}}%
-\pgfpathlineto{\pgfqpoint{2.942059in}{0.757025in}}%
-\pgfpathlineto{\pgfqpoint{3.646605in}{1.319339in}}%
-\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{0.617745in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{0.626483in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{0.757025in}}%
+\pgfpathlineto{\pgfqpoint{4.351150in}{1.319339in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -481,23 +450,19 @@
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{0.617745in}%
+\pgfsys@transformshift{1.709105in}{0.617745in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{0.626483in}%
+\pgfsys@transformshift{2.589787in}{0.626483in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{0.757025in}%
+\pgfsys@transformshift{3.470468in}{0.757025in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{1.319339in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{4.351150in}{0.607075in}%
+\pgfsys@transformshift{4.351150in}{1.319339in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -511,10 +476,9 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.828423in}{0.806716in}}%
-\pgfpathlineto{\pgfqpoint{1.532968in}{1.024695in}}%
-\pgfpathlineto{\pgfqpoint{2.237514in}{1.445490in}}%
-\pgfpathlineto{\pgfqpoint{2.942059in}{0.607075in}}%
-\pgfpathlineto{\pgfqpoint{3.646605in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{1.024695in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{1.445490in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{0.607075in}}%
 \pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
@@ -547,19 +511,15 @@
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{1.024695in}%
+\pgfsys@transformshift{1.709105in}{1.024695in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{1.445490in}%
+\pgfsys@transformshift{2.589787in}{1.445490in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{0.607075in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{0.607075in}%
+\pgfsys@transformshift{3.470468in}{0.607075in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -577,11 +537,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.828423in}{3.062267in}}%
-\pgfpathlineto{\pgfqpoint{1.532968in}{3.020783in}}%
-\pgfpathlineto{\pgfqpoint{2.237514in}{2.563375in}}%
-\pgfpathlineto{\pgfqpoint{2.942059in}{3.306181in}}%
-\pgfpathlineto{\pgfqpoint{3.646605in}{2.743867in}}%
-\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{3.020783in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{2.563375in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{3.306181in}}%
+\pgfpathlineto{\pgfqpoint{4.351150in}{2.743867in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -613,23 +572,19 @@
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{3.020783in}%
+\pgfsys@transformshift{1.709105in}{3.020783in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{2.563375in}%
+\pgfsys@transformshift{2.589787in}{2.563375in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{3.306181in}%
+\pgfsys@transformshift{3.470468in}{3.306181in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{2.743867in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{4.351150in}{0.607075in}%
+\pgfsys@transformshift{4.351150in}{2.743867in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
diff --git a/report/figures/figure_8/uram-c.pgf b/report/figures/figure_8/uram-c.pgf
index af5519d3..ebb159e0 100644
--- a/report/figures/figure_8/uram-c.pgf
+++ b/report/figures/figure_8/uram-c.pgf
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{0.521603in}%
+\pgfsys@transformshift{1.709105in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -105,7 +105,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.532968in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.2,0.4)}%
+\pgftext[x=1.709105in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.2,0.4)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{0.521603in}%
+\pgfsys@transformshift{2.589787in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -130,7 +130,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.237514in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.4,0.6)}%
+\pgftext[x=2.589787in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.4,0.6)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{0.521603in}%
+\pgfsys@transformshift{3.470468in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,32 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.942059in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.6,0.8)}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsetbuttcap%
-\pgfsetroundjoin%
-\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
-\pgfsetfillcolor{currentfill}%
-\pgfsetlinewidth{0.803000pt}%
-\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
-\pgfsetstrokecolor{currentstroke}%
-\pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.048611in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{0.000000in}{-0.048611in}}%
-\pgfusepath{stroke,fill}%
-}%
-\begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{0.521603in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
-\pgfsetstrokecolor{textcolor}%
-\pgfsetfillcolor{textcolor}%
-\pgftext[x=3.646605in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.8,1)}%
+\pgftext[x=3.470468in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.6,0.8)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -205,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.351150in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1}%
+\pgftext[x=4.351150in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.8,1)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -379,10 +354,9 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.828423in}{0.733028in}}%
-\pgfpathlineto{\pgfqpoint{1.532968in}{0.614534in}}%
-\pgfpathlineto{\pgfqpoint{2.237514in}{0.611007in}}%
-\pgfpathlineto{\pgfqpoint{2.942059in}{0.607075in}}%
-\pgfpathlineto{\pgfqpoint{3.646605in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{0.614534in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{0.611007in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{0.607075in}}%
 \pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
@@ -415,19 +389,15 @@
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{0.614534in}%
+\pgfsys@transformshift{1.709105in}{0.614534in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{0.611007in}%
+\pgfsys@transformshift{2.589787in}{0.611007in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{0.607075in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{0.607075in}%
+\pgfsys@transformshift{3.470468in}{0.607075in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -445,10 +415,9 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.828423in}{0.692586in}}%
-\pgfpathlineto{\pgfqpoint{1.532968in}{0.614456in}}%
-\pgfpathlineto{\pgfqpoint{2.237514in}{0.632134in}}%
-\pgfpathlineto{\pgfqpoint{2.942059in}{0.649214in}}%
-\pgfpathlineto{\pgfqpoint{3.646605in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{0.614456in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{0.632134in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{0.649214in}}%
 \pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
@@ -481,19 +450,15 @@
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{0.614456in}%
+\pgfsys@transformshift{1.709105in}{0.614456in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{0.632134in}%
+\pgfsys@transformshift{2.589787in}{0.632134in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{0.649214in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{0.607075in}%
+\pgfsys@transformshift{3.470468in}{0.649214in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -511,10 +476,9 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.828423in}{0.790651in}}%
-\pgfpathlineto{\pgfqpoint{1.532968in}{0.620193in}}%
-\pgfpathlineto{\pgfqpoint{2.237514in}{0.614554in}}%
-\pgfpathlineto{\pgfqpoint{2.942059in}{0.801382in}}%
-\pgfpathlineto{\pgfqpoint{3.646605in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{0.620193in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{0.614554in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{0.801382in}}%
 \pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
@@ -547,19 +511,15 @@
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{0.620193in}%
+\pgfsys@transformshift{1.709105in}{0.620193in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{0.614554in}%
+\pgfsys@transformshift{2.589787in}{0.614554in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{0.801382in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{0.607075in}%
+\pgfsys@transformshift{3.470468in}{0.801382in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -577,11 +537,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.828423in}{3.061091in}}%
-\pgfpathlineto{\pgfqpoint{1.532968in}{3.428173in}}%
-\pgfpathlineto{\pgfqpoint{2.237514in}{3.419662in}}%
-\pgfpathlineto{\pgfqpoint{2.942059in}{3.219686in}}%
-\pgfpathlineto{\pgfqpoint{3.646605in}{3.456132in}}%
-\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{3.428173in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{3.419662in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{3.219686in}}%
+\pgfpathlineto{\pgfqpoint{4.351150in}{3.456132in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -613,23 +572,19 @@
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{3.428173in}%
+\pgfsys@transformshift{1.709105in}{3.428173in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{3.419662in}%
+\pgfsys@transformshift{2.589787in}{3.419662in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{3.219686in}%
+\pgfsys@transformshift{3.470468in}{3.219686in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{3.456132in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{4.351150in}{0.607075in}%
+\pgfsys@transformshift{4.351150in}{3.456132in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
diff --git a/report/figures/figure_8/uram-d.pgf b/report/figures/figure_8/uram-d.pgf
index ec8adc6c..fe702453 100644
--- a/report/figures/figure_8/uram-d.pgf
+++ b/report/figures/figure_8/uram-d.pgf
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{0.521603in}%
+\pgfsys@transformshift{1.709105in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -105,7 +105,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.532968in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.2,0.4)}%
+\pgftext[x=1.709105in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.2,0.4)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{0.521603in}%
+\pgfsys@transformshift{2.589787in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -130,7 +130,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.237514in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.4,0.6)}%
+\pgftext[x=2.589787in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.4,0.6)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{0.521603in}%
+\pgfsys@transformshift{3.470468in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,32 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.942059in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.6,0.8)}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsetbuttcap%
-\pgfsetroundjoin%
-\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
-\pgfsetfillcolor{currentfill}%
-\pgfsetlinewidth{0.803000pt}%
-\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
-\pgfsetstrokecolor{currentstroke}%
-\pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.048611in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{0.000000in}{-0.048611in}}%
-\pgfusepath{stroke,fill}%
-}%
-\begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{0.521603in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
-\pgfsetstrokecolor{textcolor}%
-\pgfsetfillcolor{textcolor}%
-\pgftext[x=3.646605in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.8,1)}%
+\pgftext[x=3.470468in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.6,0.8)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -205,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.351150in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1}%
+\pgftext[x=4.351150in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.8,1)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -379,11 +354,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.828423in}{0.758030in}}%
-\pgfpathlineto{\pgfqpoint{1.532968in}{0.638699in}}%
-\pgfpathlineto{\pgfqpoint{2.237514in}{0.628241in}}%
-\pgfpathlineto{\pgfqpoint{2.942059in}{0.718907in}}%
-\pgfpathlineto{\pgfqpoint{3.646605in}{1.240199in}}%
-\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{0.638699in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{0.628241in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{0.718907in}}%
+\pgfpathlineto{\pgfqpoint{4.351150in}{1.240199in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -415,23 +389,19 @@
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{0.638699in}%
+\pgfsys@transformshift{1.709105in}{0.638699in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{0.628241in}%
+\pgfsys@transformshift{2.589787in}{0.628241in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{0.718907in}%
+\pgfsys@transformshift{3.470468in}{0.718907in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{1.240199in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{4.351150in}{0.607075in}%
+\pgfsys@transformshift{4.351150in}{1.240199in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -445,11 +415,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.828423in}{0.644306in}}%
-\pgfpathlineto{\pgfqpoint{1.532968in}{0.624362in}}%
-\pgfpathlineto{\pgfqpoint{2.237514in}{0.619154in}}%
-\pgfpathlineto{\pgfqpoint{2.942059in}{0.612400in}}%
-\pgfpathlineto{\pgfqpoint{3.646605in}{0.923637in}}%
-\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{0.624362in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{0.619154in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{0.612400in}}%
+\pgfpathlineto{\pgfqpoint{4.351150in}{0.923637in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -481,23 +450,19 @@
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{0.624362in}%
+\pgfsys@transformshift{1.709105in}{0.624362in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{0.619154in}%
+\pgfsys@transformshift{2.589787in}{0.619154in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{0.612400in}%
+\pgfsys@transformshift{3.470468in}{0.612400in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{0.923637in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{4.351150in}{0.607075in}%
+\pgfsys@transformshift{4.351150in}{0.923637in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -511,10 +476,9 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.828423in}{1.028247in}}%
-\pgfpathlineto{\pgfqpoint{1.532968in}{0.630795in}}%
-\pgfpathlineto{\pgfqpoint{2.237514in}{0.692066in}}%
-\pgfpathlineto{\pgfqpoint{2.942059in}{0.607075in}}%
-\pgfpathlineto{\pgfqpoint{3.646605in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{0.630795in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{0.692066in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{0.607075in}}%
 \pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
@@ -547,19 +511,15 @@
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{0.630795in}%
+\pgfsys@transformshift{1.709105in}{0.630795in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{0.692066in}%
+\pgfsys@transformshift{2.589787in}{0.692066in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{0.607075in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{0.607075in}%
+\pgfsys@transformshift{3.470468in}{0.607075in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -577,11 +537,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.828423in}{2.846774in}}%
-\pgfpathlineto{\pgfqpoint{1.532968in}{3.383499in}}%
-\pgfpathlineto{\pgfqpoint{2.237514in}{3.337895in}}%
-\pgfpathlineto{\pgfqpoint{2.942059in}{3.338974in}}%
-\pgfpathlineto{\pgfqpoint{3.646605in}{2.506446in}}%
-\pgfpathlineto{\pgfqpoint{4.351150in}{0.607075in}}%
+\pgfpathlineto{\pgfqpoint{1.709105in}{3.383499in}}%
+\pgfpathlineto{\pgfqpoint{2.589787in}{3.337895in}}%
+\pgfpathlineto{\pgfqpoint{3.470468in}{3.338974in}}%
+\pgfpathlineto{\pgfqpoint{4.351150in}{2.506446in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -613,23 +572,19 @@
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.532968in}{3.383499in}%
+\pgfsys@transformshift{1.709105in}{3.383499in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.237514in}{3.337895in}%
+\pgfsys@transformshift{2.589787in}{3.337895in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.942059in}{3.338974in}%
+\pgfsys@transformshift{3.470468in}{3.338974in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.646605in}{2.506446in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\pgfsys@transformshift{4.351150in}{0.607075in}%
+\pgfsys@transformshift{4.351150in}{2.506446in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%