diff --git a/machine_time_waste/statuses_total_time.ipynb b/machine_time_waste/statuses_total_time.ipynb
index b245a6cd..f0f989b4 100644
--- a/machine_time_waste/statuses_total_time.ipynb
+++ b/machine_time_waste/statuses_total_time.ipynb
@@ -11,7 +11,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -20,12 +20,19 @@
     "import pandas\n",
     "import seaborn as sns\n",
     "import matplotlib as mpl\n",
+    "mpl.use(\"pgf\")\n",
+    "mpl.rcParams.update({\n",
+    "    \"pgf.texsystem\": \"pdflatex\",\n",
+    "    'font.family': 'serif',\n",
+    "    'text.usetex': True,\n",
+    "    'pgf.rcfonts': False,\n",
+    "})\n",
     "import matplotlib.pyplot as plt"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -46,7 +53,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -55,7 +62,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -82,7 +89,7 @@
     "        obj = json.loads(f.read())\n",
     "    \n",
     "    data = {'Last termination': [], 'time_type': [], 'time_ms': []}\n",
-    "    totals = {}\n",
+    "    totals = 0\n",
     "    \n",
     "    def add_record(et, tt, time):\n",
     "        data['Last termination'].append(to_name(et))\n",
@@ -93,6 +100,10 @@
     "        qt = et = rt = xt = vt = ut = 0\n",
     "\n",
     "        pair[0] = 0 if pair[0] is None else pair[0]\n",
+    "        \n",
+    "        # Filter useless terms\n",
+    "        if pair[0] not in [4,5,6,7]:\n",
+    "            continue\n",
     "\n",
     "        x = pair[1]\n",
     "        for k in x.keys():\n",
@@ -109,13 +120,11 @@
     "            else:\n",
     "                ut += x[k]\n",
     "\n",
-    "        add_record(pair[0], 'queued', qt)\n",
-    "        add_record(pair[0], 'ended', et)\n",
-    "        add_record(pair[0], 'ready', rt)\n",
-    "        add_record(pair[0], 'running', xt)\n",
-    "        add_record(pair[0], 'evicted', vt)\n",
-    "        add_record(pair[0], 'unknown', ut)\n",
-    "        totals[pair[0]] = (qt + et + rt + xt + vt + ut) / 1000\n",
+    "        add_record(pair[0], 'Queue', qt + rt)\n",
+    "        add_record(pair[0], 'Resubmission', et + vt)\n",
+    "        add_record(pair[0], 'Running', xt)\n",
+    "        add_record(pair[0], 'Unknown', ut)\n",
+    "        totals += (qt + et + rt + xt + vt + ut) / 1000\n",
     "        \n",
     "    return (pandas.DataFrame(data, columns=['Last termination', 'time_type', 'time_ms']), totals)"
    ]
@@ -129,7 +138,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -154,569 +163,123 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
     "def graph_2(df, cluster, totals):\n",
     "    df = df.copy()\n",
-    "    for i in [0,4,5,6,7,8]:\n",
-    "        df.loc[df[\"Last termination\"] == to_name(i), \"time_ms\"] = df[\"time_ms\"][df[\"Last termination\"] == to_name(i)] / totals[i]\n",
+    "    for i in [4,5,6,7]:\n",
+    "        df.loc[df[\"Last termination\"] == to_name(i), \"time_ms\"] = df[\"time_ms\"][df[\"Last termination\"] == to_name(i)] / totals\n",
     "\n",
+    "    df.rename(columns = {'time_type': 'Execution phase'}, inplace = True)\n",
+    "    \n",
     "    h = sns.histplot(df, x=\"Last termination\", \n",
     "                     weights=\"time_ms\", shrink=.5, common_bins=True,\n",
-    "                     hue=\"time_type\", multiple=\"stack\", discrete=True, legend=False)\n",
+    "                     hue=\"Execution phase\", multiple=\"stack\", discrete=True, legend=True)\n",
     "    #ax.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
-    "    h.set_title(\"Cluster \" + cluster + \": Relative total time spent per status per \\\"last termination\\\" type\") "
+    "    h.set_title((\"Cluster \" + cluster.upper()) if cluster != \"all\" else \"All clusters\" if cluster == \"all\" else \"2011 traces\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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NGMIkSZIaMIRJkiQ1YAiTJElqwBAmSZLUgCFMkiSpgYmFsCTvTvKjJN+cZnqSvDnJ2iRnJ7nvpGqRJElaaCbZE3YMcMAM0x8N7NX/HQa8fYK1SJIkLSgTC2FVdRrwkxmaHAQcW50vAzsmucOk6pEkSVpIWl4Ttitw8WB4XT9OkiRpyVvRcNkZM67GNkwOoztlyR577DHJmq63cuuVXLP+mnlZ1ua01cqtWP/b9a3LmLNdd9+DS9ddvPGGC8wuu+3OJRdf1LqMOXN7zy+39/xarNsbFu829zVz07QMYeuA3QfDuwGXjmtYVUcDRwOsXr16bFDb3K5Zfw3P/O9nzseiNqv3HPCe1iVskkvXXcyT3/HF1mXM2YnPfXDrEjaJ23t+XfbDH7YuYZMs1roX6/4Ni3cf9zVz07QMYR8Fnp/kBGBf4KqquqxhPWooK7ZalAefrNiqdQlaBOpaX6Ak3dTEQliS44H9gZ2SrAP+H7AVQFUdBZwMHAisBX4FLL4jlDabZcs2cF3rIjbBsmUbWpegRWD5yuWLMtAsX7m8dQnSkjaxEFZVh2xkegHPm9Tytbhct/46Lnza01uXMWerjju2dQlaBNy/JY3jN+ZLkiQ1YAiTJElqoOWF+ZIkaQnwusdNYwiTJEk3i9c9bhpDmCRpSVmsX3kDfu3NlsYQJklaUhbr97KB3822pTGESZKWlMV6fRK0v0ZJ88sQJklaUhbr9UnQ/holzS+/okKSJKkBe8KmsVi7s+3KliRpcTCETWOxdmfblS1J0uLg6UhJkqQGDGGSJEkNGMIkSZIaMIRJkiQ1YAiTJElqwBAmSZLUgCFMkiSpAUOYJElSA4YwSZKkBgxhkiRJDRjCJEmSGjCESZIkNWAIkyRJasAQJkmS1IAhTJIkqQFDmCRJUgOGMEmSpAZWtC5AkqTNaeWyZaw67tjWZWySlcvsG9mSGMIkSUvK+g0bOHHNEa3L2CRPXnNk6xI0j4zckiRJDRjCJEmSGjCESZIkNWAIkyRJasAQJkmS1IAhTJIkqQG/okLaAmXFVpz43Ae3LmPOsmKr1iVI0mZjT5i0BVq2bEPrEjbJYq1bksaxJ0zaAl23/joufNrTW5cxZ4v1W9AlaRx7wiRJkhowhEmSJDVgCJMkSWrAECZJktSAIUySJKkBQ5gkSVIDhjBJkqQGDGGSJEkNGMIkSZIaMIRJkiQ1YAiTJElqwBAmSZLUgCFMkiSpAUOYJElSA4YwSZKkBgxhkiRJDRjCJEmSGjCESZIkNWAIkyRJasAQJkmS1IAhTJIkqQFDmCRJUgOGMEmSpAYMYZIkSQ0YwiRJkhowhEmSJDVgCJMkSWrAECZJktSAIUySJKkBQ5gkSVIDhjBJkqQGDGGSJEkNGMIkSZIaMIRJkiQ1YAiTJElqYKIhLMkBSc5LsjbJEWOm75DkY0m+keTcJM+cZD2SJEkLxcRCWJLlwFuBRwN7A4ck2Xuk2fOAb1XVvYH9gdcnWTmpmiRJkhaKSfaEPQBYW1XnV9V64ATgoJE2BWyfJMB2wE+AaydYkyRJ0oIwyRC2K3DxYHhdP27oLcA9gEuBc4C/qKoNE6xJkiRpQZhkCMuYcTUy/CjgLGAX4D7AW5Lc6iYzSg5LcmaSM6+44orNX6kkSdI8m2QIWwfsPhjeja7Ha+iZwEnVWQtcANx9dEZVdXRVra6q1TvvvPPECpYkSZovkwxhZwB7Jdmzv9j+YOCjI20uAn4fIMntgbsB50+wJkmSpAVhxaRmXFXXJnk+cAqwHHh3VZ2b5PB++lHAK4FjkpxDd/ryZVV15aRqkiRJWigmFsIAqupk4OSRcUcNbl8K/MEka5AkSVqI/MZ8SZKkBgxhkiRJDRjCJEmSGjCESZIkNWAIkyRJasAQJkmS1IAhTJIkqQFDmCRJUgOGMEmSpAYMYZIkSQ0YwiRJkhowhEmSJDVgCJMkSWrAECZJktSAIUySJKkBQ5gkSVIDhjBJkqQGDGGSJEkNGMIkSZIaMIRJkiQ1YAiTJElqwBAmSZLUgCFMkiSpgRWtC5AkSYvbymXLWHXcsa3LmLOVy9r2RRnCJEnSzbJ+wwZOXHNE6zLm7Mlrjmy6fE9HSpIkNWAIkyRJasAQJkmS1IAhTJIkqQFDmCRJUgOGMEmSpAYMYZIkSQ0YwiRJkhowhEmSJDVgCJMkSWrAECZJktSAIUySJKkBQ5gkSVIDhjBJkqQGDGGSJEkNGMIkSZIaMIRJkiQ1YAiTJElqwBAmSZLUgCFMkiSpAUOYJElSA4YwSZKkBgxhkiRJDRjCJEmSGjCESZIkNWAIkyRJasAQJkmS1IAhTJIkqQFDmCRJUgOGMEmSpAYMYZIkSQ2saF2AJC11K5ctY9Vxx7YuY85WLvN9ujRJhjBJmrD1GzZw4pojWpcxZ09ec2TrEqQlzbc5kiRJDRjCJEmSGjCESZIkNWAIkyRJasAQJkmS1IAhTJIkqQFDmCRJUgOGMEmSpAYMYZIkSQ0YwiRJkhowhEmSJDVgCJMkSWrAECZJktSAIUySJKkBQ5gkSVIDhjBJkqQGJhrCkhyQ5Lwka5McMU2b/ZOcleTcJJ+fZD2SJEkLxYpJzTjJcuCtwCOBdcAZST5aVd8atNkReBtwQFVdlOR2k6pHkiRpIZlkT9gDgLVVdX5VrQdOAA4aafMU4KSqugigqn40wXokSZIWjEmGsF2BiwfD6/pxQ3cFbp3k1CRfTfL0cTNKcliSM5OcecUVV0yoXEmSpPkzyRCWMeNqZHgFcD/gD4FHAX+X5K43uVPV0VW1uqpW77zzzpu/UkmSpHk2sWvC6Hq+dh8M7wZcOqbNlVX1S+CXSU4D7g18d4J1SZIkNTfJnrAzgL2S7JlkJXAw8NGRNv8JPCTJiiS3APYFvj3BmiRJkhaEifWEVdW1SZ4PnAIsB95dVecmObyfflRVfTvJfwNnAxuAd1bVNydVkyRJ0kIxydORVNXJwMkj444aGX4t8NpJ1iFJkrTQ+I35kiRJDRjCJEmSGjCESZIkNWAIkyRJasAQJkmS1IAhTJIkqQFDmCRJUgOGMEmSpAYMYZIkSQ0YwiRJkhowhEmSJDVgCJMkSWpgViEsyf83m3GSJEmandn2hP3rLMdJkiRpFlbMNDHJg4AHAzsnedFg0q2A5ZMsTJIkaSmbMYQBK4Ht+nbbD8b/HHjCpIqSJEla6mYMYVX1eeDzSY6pqh/MU02SJElL3sZ6wqZsneRoYNXwPlX18EkUJUmStNTNNoR9EDgKeCdw3eTKkSRJ2jLMNoRdW1Vvn2glkiRJW5DZfkXFx5L8WZI7JLnN1N9EK5MkSVrCZtsT9oz+/0sH4wq40+YtR5IkacswqxBWVXtOuhBJkqQtyaxCWJKnjxtfVcdu3nIkSZK2DLM9HXn/we1tgN8HvgYYwiRJkjbBbE9HvmA4nGQH4LiJVCRJkrQFmO2nI0f9CthrcxYiSZK0JZntNWEfo/s0JHQ/3H0P4AOTKkqSJGmpm+01Ya8b3L4W+EFVrZtAPZIkSVuEWZ2O7H/I+zvA9sCtgfWTLEqSJGmpm1UIS/Ik4CvAE4EnAf+b5AmTLEySJGkpm+3pyJcD96+qHwEk2Rn4NPChSRUmSZK0lM3205HLpgJY78dzuK8kSZJGzLYn7L+TnAIc3w8/GTh5MiVJkiQtfTOGsCR3AW5fVS9N8kfAfkCALwHvm4f6JEmSlqSNnVJ8I/ALgKo6qapeVFUvpOsFe+Oki5MkSVqqNhbCVlXV2aMjq+pMYNVEKpIkSdoCbCyEbTPDtG03ZyGSJElbko2FsDOSPGd0ZJJnAV+dTEmSJElL38Y+HfmXwEeSPJUbQtdqYCXw+EkWJkmStJTNGMKq6nLgwUkeBtyrH/1fVfXZiVcmSZK0hM3qe8Kq6nPA5yZciyRJ0hbDb72XJElqwBAmSZLUgCFMkiSpAUOYJElSA4YwSZKkBgxhkiRJDRjCJEmSGjCESZIkNWAIkyRJasAQJkmS1IAhTJIkqQFDmCRJUgOGMEmSpAYMYZIkSQ0YwiRJkhowhEmSJDVgCJMkSWrAECZJktSAIUySJKkBQ5gkSVIDhjBJkqQGDGGSJEkNGMIkSZIaMIRJkiQ1YAiTJElqwBAmSZLUgCFMkiSpAUOYJElSA4YwSZKkBgxhkiRJDRjCJEmSGphoCEtyQJLzkqxNcsQM7e6f5LokT5hkPZIkSQvFxEJYkuXAW4FHA3sDhyTZe5p2rwZOmVQtkiRJC80ke8IeAKytqvOraj1wAnDQmHYvAD4M/GiCtUiSJC0okwxhuwIXD4bX9eOul2RX4PHAUROsQ5IkacGZZAjLmHE1MvxG4GVVdd2MM0oOS3JmkjOvuOKKzVagJElSKysmOO91wO6D4d2AS0farAZOSAKwE3Bgkmur6j+GjarqaOBogNWrV48GOUmSpEVnkiHsDGCvJHsClwAHA08ZNqiqPaduJzkG+PhoAJMkSVqKJhbCquraJM+n+9TjcuDdVXVuksP76V4HJkmStliT7Amjqk4GTh4ZNzZ8VdWhk6xFkiRpIfEb8yVJkhowhEmSJDVgCJMkSWrAECZJktSAIUySJKkBQ5gkSVIDhjBJkqQGDGGSJEkNGMIkSZIaMIRJkiQ1YAiTJElqwBAmSZLUgCFMkiSpAUOYJElSA4YwSZKkBgxhkiRJDRjCJEmSGjCESZIkNWAIkyRJasAQJkmS1IAhTJIkqQFDmCRJUgOGMEmSpAYMYZIkSQ0YwiRJkhowhEmSJDVgCJMkSWrAECZJktSAIUySJKkBQ5gkSVIDhjBJkqQGDGGSJEkNGMIkSZIaMIRJkiQ1YAiTJElqwBAmSZLUgCFMkiSpAUOYJElSA4YwSZKkBgxhkiRJDRjCJEmSGjCESZIkNWAIkyRJasAQJkmS1IAhTJIkqQFDmCRJUgOGMEmSpAYMYZIkSQ0YwiRJkhowhEmSJDVgCJMkSWrAECZJktSAIUySJKkBQ5gkSVIDhjBJkqQGDGGSJEkNGMIkSZIaMIRJkiQ1YAiTJElqwBAmSZLUwIrWBUgAK5ctY9Vxx7YuY85WLvN9jCRp0xjCtCCs37CBE9cc0bqMOXvymiNblyBJWqR8Gy9JktSAIUySJKkBT0dKWyCvwZOk9gxh0hbIa/AkqT3fVkqSJDVgCJMkSWrAECZJktSAIUySJKkBQ5gkSVIDhjBJkqQGDGGSJEkNGMIkSZIamGgIS3JAkvOSrE1yk2+GTPLUJGf3f19Mcu9J1iNJkrRQTCyEJVkOvBV4NLA3cEiSvUeaXQA8tKr2AV4JHD2peiRJkhaSSfaEPQBYW1XnV9V64ATgoGGDqvpiVf20H/wysNsE65EkSVowJhnCdgUuHgyv68dN51nAJyZYjyRJ0oIxyR/wzphxNbZh8jC6ELbfNNMPAw4D2GOPPTZXfZIkSc1MsidsHbD7YHg34NLRRkn2Ad4JHFRVPx43o6o6uqpWV9XqnXfeeSLFSpIkzadJhrAzgL2S7JlkJXAw8NFhgyR7ACcBT6uq706wFkmSpAVlYqcjq+raJM8HTgGWA++uqnOTHN5PPwp4BXBb4G1JAK6tqtWTqkmSJGmhmOQ1YVTVycDJI+OOGtx+NvDsSdYgSZK0EPmN+ZIkSQ0YwiRJkhowhEmSJDVgCJMkSWrAECZJktSAIUySJKkBQ5gkSVIDhjBJkqQGDGGSJEkNGMIkSZIaMIRJkiQ1YAiTJElqwBAmSZLUgCFMkiSpAUOYJElSA4YwSZKkBgxhkiRJDRjCJEmSGjCESZIkNWAIkyRJasAQJkmS1IAhTJIkqQFDmCRJUgOGMEmSpAYMYZIkSQ0YwiRJkhowhEmSJDVgCJMkSWrAECZJktSAIUySJKkBQ5gkSVIDhjBJkqQGDGGSJEkNGMIkSZIaMIRJkiQ1YAiTJElqwBAmSZLUgCFMkiSpAUOYJElSA4YwSZKkBgxhkiRJDRjCJEmSGjCESZIkNWAIkyRJasAQJkmS1IAhTJIkqQFDmCRJUgOGMEmSpAYMYZIkSQ0YwiRJkhowhEmSJDVgCJMkSWrAECZJktSAIUySJKkBQ5gkSVIDhjBJkqQGDGGSJEkNGMIkSZIaMIRJkiQ1YAiTJElqwBAmSZLUgPotbowAAAtXSURBVCFMkiSpAUOYJElSA4YwSZKkBgxhkiRJDRjCJEmSGjCESZIkNWAIkyRJasAQJkmS1IAhTJIkqQFDmCRJUgOGMEmSpAYMYZIkSQ0YwiRJkhqYaAhLckCS85KsTXLEmOlJ8uZ++tlJ7jvJeiRJkhaKiYWwJMuBtwKPBvYGDkmy90izRwN79X+HAW+fVD2SJEkLySR7wh4ArK2q86tqPXACcNBIm4OAY6vzZWDHJHeYYE2SJEkLwooJzntX4OLB8Dpg31m02RW4bIJ1zcrKZctYddyxrcuYs5XLvMxPkqTFIFU1mRknTwQeVVXP7oefBjygql4waPNfwKuq6n/64c8Af1VVXx2Z12F0pysB7gacN5Gi589OwJWti9iCuL3nl9t7frm955/bfH4t9u19x6raedyESfaErQN2HwzvBly6CW2oqqOBozd3ga0kObOqVreuY0vh9p5fbu/55faef27z+bWUt/ckz12dAeyVZM8kK4GDgY+OtPko8PT+U5IPBK6qquanIiVJkiZtYj1hVXVtkucDpwDLgXdX1blJDu+nHwWcDBwIrAV+BTxzUvVIkiQtJJM8HUlVnUwXtIbjjhrcLuB5k6xhgVoyp1YXCbf3/HJ7zy+39/xzm8+vJbu9J3ZhviRJkqbn9xlIkiQ1YAjTopHkuiRnDf6OSLImyatG2t0nybf72xcm2am//TtJTkjy/STfSnJyknsP5veTJBf0tz/dYh0XujGPwap+/AuT/CbJDoO2+yf5eH/70CRvaVP1wjduu47ZfhuS7DO4zzcH23+4n788ybn9T8GdlWTffvypSVYP7r8qyTfncz0XuiRXD24fmOR7SfbojzMv6ccfk+QJI/dzW87BcDsPxu2Q5Nj++Pz9/vYO/bRl/U8cfjPJOUnO6D/097/9Pn5RkitGj0uLgSFsGkkqyesHwy9JsmYwfFiS7/R/X0my3wzz+ki/Y6xNctVgR3lwf2A8bzDuQ/191iS5pB/3rSSHDOZ3TJJfJdl+MO5Nfc07bfaNsXD8uqruM/g7EjgeePJIu4OB9w9HJAnwEeDUqrpzVe0N/A1wq6n50X1a96X98CMmvzqL0uhjcGE//hC6T0Q/vl1pi9p023VoHfDymWaS5EHAY4D7VtU+wCO48RdiaxaS/D7wr8ABVXVR63q2EO8Czu+Pz3cGLgDe2U97MrALsE9V/S7dceZnVbVvf+x+BXDiRp4/C5IhbHq/Bf5oXKhJ8hjgucB+VXV34HDg/Ul+Z9yMqurx/Y7ybOALgx3li32Tpw7GDd9hvaG/30HAO5JsNZi2th9PkmXAw4BLbtYaL0JVdR7ws6l3+70n0f1M1tDDgGtGPhhyVlV9YR7KXNKS3BnYDvhbujCmyfg4cM8kd5uhzR2AK6vqtwBVdWVV3eS7FzW9JA8B/g34w6r6fut6tgRJ7gLcD3jlYPQ/AKv748sdgMuqagNAVa2rqp/Of6WbnyFsetfSfSLjhWOmvYyux+RKgKr6GvDvTOiTnlX1Pbqv8Lj1YPSwB2h/4PS+5qVs25FTNlPrfzxd7xfpvm/ux/02G7oX8FV0cw0fg4/04w6hewy+ANwtye3albdojduuozYAr6HrwZ3OJ4Hdk3w3yduSPHRk+vumlsPIJ9cFwNbAfwKPq6rvtC5mC7I3cFZVXTc1or99FnBP4APAY/t99/VJfq9RnZudIWxmbwWeOrzOpXdPbvqCfmY/flO8b3AAfu3oxCT3Bb5XVT8ajP4esHOSW9O9CI72/CxFo6dsTuzHnwA8oe8RPJguEGgyho/B1KnHg4ET+nepJwFPbFfeojVuu47zfuCBSfYcN7GqrqbrUTgMuAI4McmhgybX97rTfUejbuwa4IvAs1oXsoUJMO6rGkL3bVbr6H6y8K/p3ox8pj9lvOhN9HvCFruq+nmSY4E/B369kebT7USz8dSqOnPM+BcmeQ5wJ+CAMdNPonsB3Jfu9OgWqaouTnIh8FDgj4EHjWl2LvCEMeN1M/QXiu8FfKq77I6VwPl0b2C0mfVfgv16ut746dpcB5wKnJrkHOAZwDHzUuDit4HucoZPJ/mbqvrn1gVtIc4Ffi/JsqlTjv2b6nsD3wboT7F/AvhEksuBxwGfaVTvZmNP2Ma9ke5d0S0H475F925z6L79+M3pDVV1N7rTjscm2WZk+gl059A/NbXjbsGOB94AfL9/1zTqs8DWfagFIMn9x5yu0dwcAqypqlX93y7Arknu2LqwJewYugvub/KDwEnulmSvwaj7AD+Yp7qWhKr6Fd2HG56axB6xeVBVa4Gv011XOuVvga9V1dok902yC1wfzvZhiezXhrCNqKqf0J2PHj4ZXwO8OsltoftKBOBQ4G0TquEkutOdzxgZfxHdp6UmstwFaPSasCMH0z5Idzp47GnZ/tcZHg88sv/487nAGsb8YLzm5GC6T50OfaQfP+rQJOsGf7tNvrylp6rWA28Gxl17tx3w7/0nqs+mu9ZmzTyWtyT0x/0DgL9NctCYJu8Y7Mdf6sfdbWT/9rT89G4xsq1eRPcae9f+WwS+D9yVG153bwd8LN3XgJxNd/3zkvjKG78xfxpJrq6q7frbt6f7uOxrqmpNP+7/An9JdwryF8CLq+q0jcxzf+AlVfWYwbhT6T75MXW688qqekS6r8O4uqpe17e7H931IPcA3g18vKo+NDL/C4HVUx8YkCRJC5chTJIkqQFPR0qSJDXgpyM3s/47fkY/Pv6yqjqlRT2SJGlh8nSkJElSA56OlCRJasAQJkmS1IAhTNK8SHL1zbz/qiRPmeu0zSHJ4Umevon3vVFtSVYnefPmq07SYmUIk7RYrAKmC1ozTRsryfLZtq2qo6rq2LnMf2AVg9qq6syq+vNNnJekJcQQJqmZJI9N8r9Jvp7k0/0XI5PkoYNfRvh6ku2BI4GH9ONeODKrG01LsjzJa5OckeTsJM/t57t/ks8leT9wTj/8+SQfSPLdJEcmeWqSryQ5J8md+/utSfKS/vapSV7dt/lukof041cl+UKSr/V/D56mtv2TfLy/z22S/Edf45f73+KcWt67+2Wdn8TQJi1BfkWFpJb+B3hgVVWSZwN/BbwYeAnwvKo6Pcl2wG+AIxj5xYmBG01LchhwVVXdP8nWwOlJPtm3fQBwr6q6oP8Vi3vT/RLFT+h+fPydVfWAJH8BvIDulzFGrejbHAj8P7rfcvwR8Miq+k3/+43HA6vH1Lb/YD5/D3y9qh6X5OHAsXS/9whwd+BhwPbAeUneXlXXzG6zSloMDGGSWtoNODHJHYCVdD8PBnA68C9J3gecVFXrksxlvn8A7JPkCf3wDsBewHrgK1V1waDtGVV1GUD/m3VTYe0cuhA0zkn9/6/SnW4E2Ap4S/9bstfR/fbdxuwH/DFAVX02yW2T7NBP+6+q+i3w2yQ/Am4PjPtxekmLlKcjJbX0r8Bbqup3gecC2wBU1ZHAs4FtgS8nufsc5xvgBVV1n/5vz6qaCle/HGn728HtDYPhDUz/RnWqzXWDNi8ELqfrWVtNFypnU+eoqS9vHNY1XI6kJcIQJqmlHYBL+tvPmBqZ5M5VdU5VvRo4k+7U3C/oTs2NMzrtFOD/Jtmqn99dk9xycxc/YgfgsqraADwNmLrwf6a6TwOe2te4P3BlVf18wnVKWiB8ZyVpvtwiyfB02r8Aa4APJrkE+DI3/OTXXyZ5GF0P0LeAT9D1TF2b5BvAMVX1hsG8zh5OA95Ed5rwa+nOY14BPG5C6zXlbcCHkzwR+Bw39LiN1vb1wX3WAO9JcjbwKwZBVNLS588WSZIkNeDpSEmSpAYMYZIkSQ0YwiRJkhowhEmSJDVgCJMkSWrAECZJktSAIUySJKkBQ5gkSVID/z+S5/2G5+uX/QAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 720x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "   Last termination     time_type       time_ms\n",
+      "0             EVICT         Queue  1.049774e+12\n",
+      "1             EVICT  Resubmission  5.530617e+08\n",
+      "2             EVICT       Running  3.218063e+13\n",
+      "3             EVICT       Unknown  3.383291e+12\n",
+      "4              FAIL         Queue  9.483261e+11\n",
+      "5              FAIL  Resubmission  7.150500e+01\n",
+      "6              FAIL       Running  7.265195e+12\n",
+      "7              FAIL       Unknown  2.799674e+12\n",
+      "8            FINISH         Queue  3.317009e+13\n",
+      "9            FINISH  Resubmission  1.828825e+07\n",
+      "10           FINISH       Running  3.788436e+13\n",
+      "11           FINISH       Unknown  2.482661e+13\n",
+      "12             KILL         Queue  7.482888e+13\n",
+      "13             KILL  Resubmission  1.211419e+11\n",
+      "14             KILL       Running  6.311166e+14\n",
+      "15             KILL       Unknown  1.207792e+15\n"
+     ]
     }
    ],
    "source": [
     "dft = None\n",
     "tts = None\n",
     "\n",
-    "for cluster in \"abcdefgh\":\n",
+    "for cluster in \"a\":\n",
     "    df, totals = create_df(cluster)\n",
+    "    \n",
+    "    print(df)\n",
     "\n",
-    "    plt.figure(figsize=(10,8))\n",
-    "    graph_1(df, cluster)\n",
-    "    plt.figure(figsize=(10,8))\n",
+    "    #plt.figure(figsize=(10,8))\n",
+    "    #graph_1(df, cluster)\n",
+    "    plt.figure(figsize=(4,3))\n",
     "    graph_2(df, cluster, totals)\n",
+    "    plt.savefig('../report/figures/machine_time_waste/cluster_%s.pgf' % cluster)\n",
     "    \n",
     "    if dft is None:\n",
     "        dft = df\n",
     "        tts = totals\n",
     "    else:\n",
     "        dft.loc[:, \"time_ms\"] = dft[\"time_ms\"].add(df[\"time_ms\"], fill_value=0)\n",
-    "        for key in totals:\n",
-    "            tts[key] += totals[key]\n",
+    "        tts += totals\n",
     "\n",
-    "plt.figure(figsize=(10,8))\n",
-    "graph_1(dft, \"all\")\n",
-    "plt.figure(figsize=(10,8))\n",
-    "graph_2(dft, \"all\", tts)"
+    "#plt.figure(figsize=(10,8))\n",
+    "#graph_1(dft, \"all\")\n",
+    "plt.figure(figsize=(4,3))\n",
+    "graph_2(dft, \"all\", tts)\n",
+    "plt.savefig('../report/figures/machine_time_waste/cluster_all.pgf')\n",
+    "\n",
+    "d2011 = {'Last termination': [\"EVICT\"] * 4 + [\"FAIL\"] * 4 + [\"FINISH\"] * 4 + [\"KILL\"] * 4,\n",
+    "         'time_type': [\"Queue\", \"Resubmission\", \"Running\", \"Unknown\"] * 4,\n",
+    "         'time_ms': [2.5, 0., 17.5, 0, 0, 0, 5, 0, 1, 0, 39, 0, 5, 1, 30, 0]}\n",
+    "\n",
+    "d2011 = pandas.DataFrame(d2011, columns=['Last termination', 'time_type', 'time_ms'])\n",
+    "plt.figure(figsize=(4,3))\n",
+    "graph_2(d2011, \"2011\", 100)\n",
+    "plt.savefig('../report/figures/machine_time_waste/cluster_2011.pgf')\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Last termination</th>\n",
-       "      <th>time_type</th>\n",
-       "      <th>time_ms</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>NO_TERM</td>\n",
-       "      <td>queued</td>\n",
-       "      <td>1.699297e+12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>NO_TERM</td>\n",
-       "      <td>ended</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>NO_TERM</td>\n",
-       "      <td>ready</td>\n",
-       "      <td>1.252067e+14</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>NO_TERM</td>\n",
-       "      <td>running</td>\n",
-       "      <td>3.842227e+13</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>NO_TERM</td>\n",
-       "      <td>evicted</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>NO_TERM</td>\n",
-       "      <td>unknown</td>\n",
-       "      <td>2.341963e+10</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>EVICT</td>\n",
-       "      <td>queued</td>\n",
-       "      <td>1.435821e+12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>EVICT</td>\n",
-       "      <td>ended</td>\n",
-       "      <td>4.767580e+07</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>EVICT</td>\n",
-       "      <td>ready</td>\n",
-       "      <td>5.606274e+11</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>EVICT</td>\n",
-       "      <td>running</td>\n",
-       "      <td>2.504113e+14</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>EVICT</td>\n",
-       "      <td>evicted</td>\n",
-       "      <td>2.282988e+10</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>EVICT</td>\n",
-       "      <td>unknown</td>\n",
-       "      <td>6.726776e+13</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>FAIL</td>\n",
-       "      <td>queued</td>\n",
-       "      <td>1.578510e+12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>FAIL</td>\n",
-       "      <td>ended</td>\n",
-       "      <td>0.000000e+00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>FAIL</td>\n",
-       "      <td>ready</td>\n",
-       "      <td>2.613915e+10</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>FAIL</td>\n",
-       "      <td>running</td>\n",
-       "      <td>4.833851e+13</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>FAIL</td>\n",
-       "      <td>evicted</td>\n",
-       "      <td>5.572550e+02</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>FAIL</td>\n",
-       "      <td>unknown</td>\n",
-       "      <td>1.659997e+13</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>FINISH</td>\n",
-       "      <td>queued</td>\n",
-       "      <td>5.357666e+13</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>FINISH</td>\n",
-       "      <td>ended</td>\n",
-       "      <td>8.581627e+07</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>FINISH</td>\n",
-       "      <td>ready</td>\n",
-       "      <td>2.440088e+13</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>FINISH</td>\n",
-       "      <td>running</td>\n",
-       "      <td>5.511501e+14</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>FINISH</td>\n",
-       "      <td>evicted</td>\n",
-       "      <td>1.150760e+04</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>FINISH</td>\n",
-       "      <td>unknown</td>\n",
-       "      <td>5.054797e+14</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>KILL</td>\n",
-       "      <td>queued</td>\n",
-       "      <td>6.169786e+14</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>KILL</td>\n",
-       "      <td>ended</td>\n",
-       "      <td>7.602624e+11</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>KILL</td>\n",
-       "      <td>ready</td>\n",
-       "      <td>1.803627e+14</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>KILL</td>\n",
-       "      <td>running</td>\n",
-       "      <td>3.653008e+15</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>KILL</td>\n",
-       "      <td>evicted</td>\n",
-       "      <td>3.912275e+11</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>KILL</td>\n",
-       "      <td>unknown</td>\n",
-       "      <td>2.110184e+16</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30</th>\n",
-       "      <td>LOST</td>\n",
-       "      <td>queued</td>\n",
-       "      <td>2.866478e+08</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>31</th>\n",
-       "      <td>LOST</td>\n",
-       "      <td>ended</td>\n",
-       "      <td>1.830379e+12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>32</th>\n",
-       "      <td>LOST</td>\n",
-       "      <td>ready</td>\n",
-       "      <td>4.515414e+09</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>33</th>\n",
-       "      <td>LOST</td>\n",
-       "      <td>running</td>\n",
-       "      <td>5.671707e+10</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>34</th>\n",
-       "      <td>LOST</td>\n",
-       "      <td>evicted</td>\n",
-       "      <td>2.014000e+00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>35</th>\n",
-       "      <td>LOST</td>\n",
-       "      <td>unknown</td>\n",
-       "      <td>1.173356e+13</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   Last termination time_type       time_ms\n",
-       "0           NO_TERM    queued  1.699297e+12\n",
-       "1           NO_TERM     ended  0.000000e+00\n",
-       "2           NO_TERM     ready  1.252067e+14\n",
-       "3           NO_TERM   running  3.842227e+13\n",
-       "4           NO_TERM   evicted  0.000000e+00\n",
-       "5           NO_TERM   unknown  2.341963e+10\n",
-       "6             EVICT    queued  1.435821e+12\n",
-       "7             EVICT     ended  4.767580e+07\n",
-       "8             EVICT     ready  5.606274e+11\n",
-       "9             EVICT   running  2.504113e+14\n",
-       "10            EVICT   evicted  2.282988e+10\n",
-       "11            EVICT   unknown  6.726776e+13\n",
-       "12             FAIL    queued  1.578510e+12\n",
-       "13             FAIL     ended  0.000000e+00\n",
-       "14             FAIL     ready  2.613915e+10\n",
-       "15             FAIL   running  4.833851e+13\n",
-       "16             FAIL   evicted  5.572550e+02\n",
-       "17             FAIL   unknown  1.659997e+13\n",
-       "18           FINISH    queued  5.357666e+13\n",
-       "19           FINISH     ended  8.581627e+07\n",
-       "20           FINISH     ready  2.440088e+13\n",
-       "21           FINISH   running  5.511501e+14\n",
-       "22           FINISH   evicted  1.150760e+04\n",
-       "23           FINISH   unknown  5.054797e+14\n",
-       "24             KILL    queued  6.169786e+14\n",
-       "25             KILL     ended  7.602624e+11\n",
-       "26             KILL     ready  1.803627e+14\n",
-       "27             KILL   running  3.653008e+15\n",
-       "28             KILL   evicted  3.912275e+11\n",
-       "29             KILL   unknown  2.110184e+16\n",
-       "30             LOST    queued  2.866478e+08\n",
-       "31             LOST     ended  1.830379e+12\n",
-       "32             LOST     ready  4.515414e+09\n",
-       "33             LOST   running  5.671707e+10\n",
-       "34             LOST   evicted  2.014000e+00\n",
-       "35             LOST   unknown  1.173356e+13"
-      ]
-     },
-     "execution_count": 48,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "   Last termination     time_type       time_ms\n",
+      "0             EVICT         Queue  5.102510e-04\n",
+      "1             EVICT  Resubmission  2.688201e-07\n",
+      "2             EVICT       Running  1.564165e-02\n",
+      "3             EVICT       Unknown  1.644476e-03\n",
+      "4              FAIL         Queue  4.609415e-04\n",
+      "5              FAIL  Resubmission  3.475558e-14\n",
+      "6              FAIL       Running  3.531306e-03\n",
+      "7              FAIL       Unknown  1.360804e-03\n",
+      "8            FINISH         Queue  1.612259e-02\n",
+      "9            FINISH  Resubmission  8.889150e-09\n",
+      "10           FINISH       Running  1.841400e-02\n",
+      "11           FINISH       Unknown  1.206717e-02\n",
+      "12             KILL         Queue  3.637118e-02\n",
+      "13             KILL  Resubmission  5.888201e-05\n",
+      "14             KILL       Running  3.067593e-01\n",
+      "15             KILL       Unknown  5.870572e-01\n"
+     ]
     }
    ],
    "source": [
-    "dft"
+    "dft[\"time_ms\"] /= tts\n",
+    "print(dft)"
    ]
   },
   {
diff --git a/report/Claudio_Maggioni_report.pdf b/report/Claudio_Maggioni_report.pdf
index cb0d652a..23e0dd92 100644
Binary files a/report/Claudio_Maggioni_report.pdf and b/report/Claudio_Maggioni_report.pdf differ
diff --git a/report/figures/machine_time_waste.tex b/report/figures/machine_time_waste.tex
index 6307c47e..9db04076 100644
--- a/report/figures/machine_time_waste.tex
+++ b/report/figures/machine_time_waste.tex
@@ -1,58 +1,28 @@
 \newcommand{\machinetimewaste}[3][0]{
-	\begin{subfigure}{\ifnum#1=1 0.5\textwidth \else 0.24\textwidth \fi}
+	\begin{subfigure}{\ifnum#1=1 0.5\textwidth \else 0.33\textwidth \fi}
 	\vspace{0.5cm}
 	%\ifnum#1=1 \hspace{0.25\textwidth} \fi
 	\begin{minipage}[c]{\textwidth}%
-	\includegraphics[width=1\textwidth]{figures/machine_time_waste/#3}
+		\resizebox{\textwidth}{!}{\input{figures/machine_time_waste/#3}}
 	\end{minipage}
 	%\hfill
-	\caption{#2}
+	%\caption{#2}
 	\end{subfigure}}
 
-\newcommand{\machinetimewastelegend}{
-\begin{subfigure}{0.5\textwidth}
-\vspace{0.5cm}
-\centering
-\begin{tabular}{cc}
-\toprule
-\textbf{Color} & \textbf{Execution phase} \\
-\midrule
-	{\color{blue}Blue} & Queued \\
-	{\color{orange}Orange} & Ended \\
-	{\color{teal}Green} & Ready \\
-	{\color{red}Red} & Running \\
-	{\color{violet}Violet} & Evicted \\
-	{\color{brown}Brown} & Unknown \\
-\bottomrule
-\end{tabular}
-\caption{Execution state legend for the graphs}
-\end{subfigure}
-\hfill}
-
 \begin{figure}
-\machinetimewastelegend
-\machinetimewaste[1]{All clusters}{output_9_16.png}
-\machinetimewaste{Cluster A}{output_9_0.png}
-\machinetimewaste{Cluster B}{output_9_2.png}
-\machinetimewaste{Cluster C}{output_9_4.png}
-\machinetimewaste{Cluster D}{output_9_6.png}
-\machinetimewaste{Cluster E}{output_9_8.png}
-\machinetimewaste{Cluster F}{output_9_10.png}
-\machinetimewaste{Cluster G}{output_9_12.png}
-\machinetimewaste{Cluster H}{output_9_14.png}
-	\caption{Total task time (in milliseconds) spent in each execution phase w.r.t. task termination.}\label{fig:machinetimewaste-abs}
+\machinetimewaste[1]{2011 data}{cluster_2011.pgf}
+\machinetimewaste[1]{2019 data}{cluster_all.pgf}
+\caption{Relative task time (in milliseconds) spent in each execution phase w.r.t. task termination.}\label{fig:machinetimewaste-rel}
 \end{figure}
 
 \begin{figure}
-\machinetimewastelegend
-\machinetimewaste[1]{All clusters}{output_9_17.png}
-\machinetimewaste{Cluster A}{output_9_1.png}
-\machinetimewaste{Cluster B}{output_9_3.png}
-\machinetimewaste{Cluster C}{output_9_5.png}
-\machinetimewaste{Cluster D}{output_9_7.png}
-\machinetimewaste{Cluster E}{output_9_9.png}
-\machinetimewaste{Cluster F}{output_9_11.png}
-\machinetimewaste{Cluster G}{output_9_13.png}
-\machinetimewaste{Cluster H}{output_9_15.png}
-	\caption{Relative task time (in milliseconds) spent in each execution phase w.r.t. task termination.}\label{fig:machinetimewaste-rel}
+\machinetimewaste{Cluster A}{cluster_a.pgf}
+\machinetimewaste{Cluster B}{cluster_b.pgf}
+\machinetimewaste{Cluster C}{cluster_c.pgf}
+\machinetimewaste{Cluster D}{cluster_d.pgf}
+\machinetimewaste{Cluster E}{cluster_e.pgf}
+\machinetimewaste{Cluster F}{cluster_f.pgf}
+\machinetimewaste{Cluster G}{cluster_g.pgf}
+\machinetimewaste{Cluster H}{cluster_h.pgf}
+\caption{Relative task time (in milliseconds) spent in each execution phase w.r.t. task termination.}\label{fig:machinetimewaste-rel-csts}
 \end{figure}
diff --git a/report/figures/machine_time_waste/cluster_2011.pgf b/report/figures/machine_time_waste/cluster_2011.pgf
new file mode 100644
index 00000000..27c00c09
--- /dev/null
+++ b/report/figures/machine_time_waste/cluster_2011.pgf
@@ -0,0 +1,777 @@
+%% Creator: Matplotlib, PGF backend
+%%
+%% To include the figure in your LaTeX document, write
+%%   \input{<filename>.pgf}
+%%
+%% Make sure the required packages are loaded in your preamble
+%%   \usepackage{pgf}
+%%
+%% and, on pdftex
+%%   \usepackage[utf8]{inputenc}\DeclareUnicodeCharacter{2212}{-}
+%%
+%% or, on luatex and xetex
+%%   \usepackage{unicode-math}
+%%
+%% Figures using additional raster images can only be included by \input if
+%% they are in the same directory as the main LaTeX file. For loading figures
+%% from other directories you can use the `import` package
+%%   \usepackage{import}
+%%
+%% and then include the figures with
+%%   \import{<path to file>}{<filename>.pgf}
+%%
+%% Matplotlib used the following preamble
+%%
+\begingroup%
+\makeatletter%
+\begin{pgfpicture}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.000000in}{3.000000in}}%
+\pgfusepath{use as bounding box, clip}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetmiterjoin%
+\definecolor{currentfill}{rgb}{1.000000,1.000000,1.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.000000pt}%
+\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.000000in}{3.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{3.000000in}}%
+\pgfpathclose%
+\pgfusepath{fill}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetmiterjoin%
+\definecolor{currentfill}{rgb}{1.000000,1.000000,1.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.000000pt}%
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diff --git a/report/figures/machine_time_waste/cluster_a.pgf b/report/figures/machine_time_waste/cluster_a.pgf
new file mode 100644
index 00000000..b9a9de05
--- /dev/null
+++ b/report/figures/machine_time_waste/cluster_a.pgf
@@ -0,0 +1,777 @@
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diff --git a/report/figures/machine_time_waste/cluster_all.pgf b/report/figures/machine_time_waste/cluster_all.pgf
new file mode 100644
index 00000000..42a7b727
--- /dev/null
+++ b/report/figures/machine_time_waste/cluster_all.pgf
@@ -0,0 +1,777 @@
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diff --git a/report/figures/machine_time_waste/cluster_b.pgf b/report/figures/machine_time_waste/cluster_b.pgf
new file mode 100644
index 00000000..fa2f108a
--- /dev/null
+++ b/report/figures/machine_time_waste/cluster_b.pgf
@@ -0,0 +1,781 @@
+%% Creator: Matplotlib, PGF backend
+%%
+%% To include the figure in your LaTeX document, write
+%%   \input{<filename>.pgf}
+%%
+%% Make sure the required packages are loaded in your preamble
+%%   \usepackage{pgf}
+%%
+%% and, on pdftex
+%%   \usepackage[utf8]{inputenc}\DeclareUnicodeCharacter{2212}{-}
+%%
+%% or, on luatex and xetex
+%%   \usepackage{unicode-math}
+%%
+%% Figures using additional raster images can only be included by \input if
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diff --git a/report/figures/machine_time_waste/cluster_c.pgf b/report/figures/machine_time_waste/cluster_c.pgf
new file mode 100644
index 00000000..52108e29
--- /dev/null
+++ b/report/figures/machine_time_waste/cluster_c.pgf
@@ -0,0 +1,781 @@
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+%%
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+%%
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+%%
+%% and, on pdftex
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diff --git a/report/figures/machine_time_waste/cluster_d.pgf b/report/figures/machine_time_waste/cluster_d.pgf
new file mode 100644
index 00000000..65a90bbb
--- /dev/null
+++ b/report/figures/machine_time_waste/cluster_d.pgf
@@ -0,0 +1,781 @@
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+%%
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diff --git a/report/figures/machine_time_waste/cluster_e.pgf b/report/figures/machine_time_waste/cluster_e.pgf
new file mode 100644
index 00000000..6df8660a
--- /dev/null
+++ b/report/figures/machine_time_waste/cluster_e.pgf
@@ -0,0 +1,806 @@
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+%%
+%% To include the figure in your LaTeX document, write
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+%%
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+%%   \usepackage{pgf}
+%%
+%% and, on pdftex
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+%%
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diff --git a/report/figures/machine_time_waste/cluster_f.pgf b/report/figures/machine_time_waste/cluster_f.pgf
new file mode 100644
index 00000000..14b49bac
--- /dev/null
+++ b/report/figures/machine_time_waste/cluster_f.pgf
@@ -0,0 +1,781 @@
+%% Creator: Matplotlib, PGF backend
+%%
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+%%
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+%%   \usepackage{pgf}
+%%
+%% and, on pdftex
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diff --git a/report/figures/machine_time_waste/cluster_g.pgf b/report/figures/machine_time_waste/cluster_g.pgf
new file mode 100644
index 00000000..b32a1706
--- /dev/null
+++ b/report/figures/machine_time_waste/cluster_g.pgf
@@ -0,0 +1,806 @@
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+%%
+%% To include the figure in your LaTeX document, write
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+%%
+%% Make sure the required packages are loaded in your preamble
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+%%
+%% and, on pdftex
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+%%
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diff --git a/report/figures/machine_time_waste/cluster_h.pgf b/report/figures/machine_time_waste/cluster_h.pgf
new file mode 100644
index 00000000..be34c3bb
--- /dev/null
+++ b/report/figures/machine_time_waste/cluster_h.pgf
@@ -0,0 +1,806 @@
+%% Creator: Matplotlib, PGF backend
+%%
+%% To include the figure in your LaTeX document, write
+%%   \input{<filename>.pgf}
+%%
+%% Make sure the required packages are loaded in your preamble
+%%   \usepackage{pgf}
+%%
+%% and, on pdftex
+%%   \usepackage[utf8]{inputenc}\DeclareUnicodeCharacter{2212}{-}
+%%
+%% or, on luatex and xetex
+%%   \usepackage{unicode-math}
+%%
+%% Figures using additional raster images can only be included by \input if
+%% they are in the same directory as the main LaTeX file. For loading figures
+%% from other directories you can use the `import` package
+%%   \usepackage{import}
+%%
+%% and then include the figures with
+%%   \import{<path to file>}{<filename>.pgf}
+%%
+%% Matplotlib used the following preamble
+%%   \usepackage{fontspec}
+%%   \setmainfont{DejaVuSerif.ttf}[Path=/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/]
+%%   \setsansfont{DejaVuSans.ttf}[Path=/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/]
+%%   \setmonofont{DejaVuSansMono.ttf}[Path=/Users/maggicl/opt/anaconda3/lib/python3.8/site-packages/matplotlib/mpl-data/fonts/ttf/]
+%%
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