diff --git a/figure_7/figure_7.ipynb b/figure_7/figure_7.ipynb
index f74b6731..29d9ba5b 100644
--- a/figure_7/figure_7.ipynb
+++ b/figure_7/figure_7.ipynb
@@ -82,6 +82,7 @@
     "    \n",
     "    plt.ylabel(\"Event rate [%]\")\n",
     "    plt.xticks(xs)\n",
+    "    plt.yticks([0,20,40,60,80,100])\n",
     "    lgd = plt.legend(lines, [\"EVICT\", \"FAIL\", \"FINISH\", \"KILL\"], loc=\"best\",\n",
     "              bbox_to_anchor=(1,1))\n",
     "    plt.title(title) \n",
@@ -98,7 +99,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -110,7 +111,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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GEjdsGPkZGUaHpJXAkJsslFKvKKWaKqVaKKUeVkrlKKUOK6XaK6UaKqXuVUpVoTMHWnVjTU0l4eWX8WrShLCnnzY6nPMsYWFEvzmTvLh4Esa+qAvwVGL6DjdNKyelFImvvIItPZ1ar7+OyQlFc5zJt00bIkaMIGPNGlLfX2x0OFoxdPLVtHJK++JLMtZ8R/izz+DdxHlFc5wpZOAAAm66ieQZM8jeutXocLQi6OSraeWQGxdP0sSJ+LRtQ8iAAUaHUywRIWryJDxiool/djjWk/oihMrmsk++2du2cfI/75K9bZvRoWhVnLLZSBgzBpSi1tSpiNlc+k4GMgcEEDN7Nvnp6cSPeB6Vn290SC5XVEnJi0tHmkymNhs3bvQp2KdRo0bNC0pPRkdHX5mQkGABGDVqVM2GDRs2b9y48RVNmza94vvvv/cDaN++fZOffvrpfN2Kffv2eTZq1Kh5eWM16vZit8jeto2jD/cDqxWZ+x61Fy3Ct3Vro8PSqqjU9xeTvXmzvaRjTIzR4ZSJd5Mm1HzlFRLGjiVl9ltEDH/W6JBcqqC2Q+F1Bw4c8Cq8HBkZmTthwoSor7/++nBx7Xz33Xd+33zzTfCuXbt2+/j4qISEBEtOTo5T7xm/rHu+2Zs2g+PdXuXk2pc17RKc27+flJkz8e/WjaDevY0Op1yCe99N8L33cOq998j44Qejw7nAhhMb/N7c+mbNDSc2uO0i6W7duqXt37/fZ8eOHV7FbRMfH+8REhJi9fHxUQBRUVHWunXr5jkzjsu65+vbvh3i5YU6dw6UwrNhQ6ND0qoglZvLiRcKiua86raiOc4U+dJLnP3zz78L8Li45/7yry/HHjx9sMSSkll5WaYj6Ud8FYqFfyykbmDdbD8Pv2JLSjas0TD7teteK3dJyYu3MZlMPPPMM4mvvvpq1LJly44U1c5dd92VPmXKlFp169Ztcf3116fff//9qbfffntmwev9+vWr7+3tbQN7sR7TJdRtvqx7vr6tW1N70UJCBg4As5mM1auNDkmrglLefsdRNGcCltBQo8O5JCYvL2JmzQKliH/m2UpRgCcrL8uiHCUlFYqsvCyXlJQsymOPPXbq999/99+7d2+R1wkGBQXZ/vjjj91vv/320fDwcGv//v0bzJ49+/wvf8mSJYcLjrNy5coDlxLrZd3zBXsC9m3dGvHy4tSc96jxr774tm1b+o6aBmT/vo1T8+cT1Kc3AV27Gh1OhXjGxlJr2lTinhxK0uQpRL063mXHKq2HCvYhh6Frhza22qwmi8lim3T9pMMdanVwSYGdi3l4ePDUU08lTpgwoWZx21gsFu64446MO+64I+Oqq646+8EHH4QOGzbslLNiuKx7voWFDRmCJSqKxNcmVu1pVzS3sWVlcWLUKDyioogcM8bocJwioGtXQh8dzJmlS0n70tjyKR1qdch6p9s7+we2GBj/Trd39rsr8RZ46qmnTv3yyy+Bqamp/+iE7tixw2vXrl3nx4S3bdvmExMT49SZdapN8jX5+hI5ahQ5+/ZxeulSo8PRqoCkaa+TFxfnKJrjb3Q4ThP+zDP4tmtHwivjObdvv6GxdKjVIevZNs8mujvxAnh7e6shQ4YkF5V809PTzf369avXoEGD5o0bN75i7969PtOmTTvhzOOXWFJSRJ4rQxtZSqn3nBdS2ZW3pKRSimOPPMK5P3fTYPUqtxa91qqWjHXriHv8CUIGPULkyJFGh+N01pQUDvfujdnPn7qf/q/cby66pGTZVKSk5EjAHwgo4VHJZu4rnohQ88UXsWVnkzJzptHhaJWUNTWVhJdexqtxY8KfecbocFzCEh5OzBtvkHv8OAkvvqQL8BigtBNuHyilJpS0gYgYW8S0nLwaNiTkoYdIXbyY4L598bnySqND0ioRe9Gc8eSnpVF7/rxKVzTHmXzbtSPiueEkT5/B6SVLCOnf3+iQqpUSe75KqRdKa6As21Q2YU8NxRwaaj/5Zit+pmqt+kn78ksy1qwh4plheDdtanQ4LhfyyCP4d+9G0vQZZP+ub8F3p3KdcBORDiKyWkTWiYhr5ylxIbO/P5Ejn+fczp2kff650eG41fbk7czfNZ/tyduNDqXSyTtxgqSJk+xFcwYONDoctxARak2ejEetWsQNHUryzDd1HRQ3KTH5isjF18A9B9wN3AaUOBxR2QX27InP1VeT/O83yE9LMzoct9iSuIVB3wzird/f4tFvH9UJuBBls3FizFiw2apE0RxnMgcGEvbEE+SfPs2p997j2MBHdAJ2g9J6vnNEZJyIeDuWz2CfZ+1uIN2VgbmaiFDz5ZfIP3OGlLfeNjocl1BKsf/0fpb8uYQnvnuCR9c8Sq4tFxs2cvNz2ZKkJx8tkLpkCdkbNxI5dkyVKZrjTNbkZHDcNq3y8nQdFDcobcz3LmAbsMIxy/CzgBf2OdbucnFsLufdrBk17vsXp//v/y6bCQeTspL48uCXjP55NF0+6UKf5X2YvmU6cRlxdIntgsVkP8dqw0aET4TB0VYOOQcOkPLGTPy7dCGoTx+jwzFEQR0UzGbEwwPf9u2MDumS+Pr6ni9buHTp0qC6deu22L9/v+dzzz1Xa9y4cZEAffr0qbto0aIahfe71LKQFVHq7cVKqa9EZCXwJPA5MEkp9ZPLI3OT8GHDSF+5isTXXqPOBx9UuaIpmbmZbE7czIaEDWxI2MDhNHuVvBDvEDpEdaBDVAc61upITT/7CNL25O18e/RbVhxawdTNU6kdWJtWEa0M/A6MpXJziR81CpO/P1GvTahyv39nKaiDkr1pM77t21X50qtffvllwMiRI2NXrVp1oHHjxk69M81ZSky+ItITGA5YgcnAB8DLIvIk8KJSqtjCFVWFOTiY8OHDSXzlFdK/XknQHbcbHVKJ8mx57ErZxYaEDaw/sZ5dJ3eRr/LxNnvTpmYbejfqTYeoDjSq0QiT/PODTauIVrSKaMVDzR5iyJohDFkzhDc7v8m10dca8N0YK3vbNlJmvknO7j3EvP0WlrAwo0MyVEEdFHfK+m29X9b69QF+HTtm+F3b0Sl3ua1atcp/6NChdb/66qsDzZs3N76CUDFK6/lOBNoDPsA3Sqn2wAgRaQRMAu5zcXxuEXxPH8588gnJr7+Of+fOmP0rz6XLSikOpx1m/Yn1bEjYwObEzWRbszGJieahzXmkxSN0rNWRluEt8TSX/ZrUWv61eL/H+zy+5nGGfj+U1294nZvq3OTC76TyUEpx5r//JXHiJHu9Z7MZcxWtVlZZnRj7YmzOgQMllpS0ZWWZcv/6yxelODV/Pp716mWb/IovKenVqFF2rcmTSizYk5ubK/fdd1/Db7/9dl/r1q3PXWr87lBa8k0DegO+QHLBSqXUAS6TxAsgZjM1X36JI/fdz6k57xLx/POGxpOSnXJ+GGHDiQ0kn7X/6GsH1OaO+nfQsVZH2tVsR5BXUIWOE+YTxsIeC3lq7VM8/+PzjO84nrsbVdkrCEuVl5hI2hdfcObzz8k7euyC17I3ba7yH7WrGltWloWCO+uUwpaVZTH5+VVoiMDDw0NdffXVmXPmzAm75pprSq2sZqTSku/dwP1AHvCAsw4qIsHAfKAFoIBHgH3AUqAucAToq5Q67axjlsanVSuCevfm1OIlBPXujVf9+u46NFl5WWxN2nq+d3vwzEEAgr2CuSbqGjpGdaRDrQ5E+0c7/diBnoHM6T6H4euGM+63cWTkZtCveT+nH8cotpwcMteu5cyyz8n69VdQCt/27Qm87TZSFy5CWa1V+gRTZVVaDxXsQw7HH3+8sbJaTWKx2GpNmXK4okMPIsLy5csPd+rUqfHo0aNrTp06NbEi7blSiclXKXUSeMsFx50FrFZK3SMinth71mOBtUqpqSIyGhgNjHLBsYsV8dxwMtasIWnSZGLnz3PqyZftydvZkrSFtpFtaRHWgj9O/sH6hPVsOLGBnSk7sSorXmYvro64mjsb3EnHqI40CWlS5Lits/l6+PJW17cY/fNopm+ZTnpuOkNbDa2yJ5+UUpz7czdpyz4j7euV2NLSsNSKIuyJxwm6+248Y2MB8L/hhsvmBFNV5Hdtx6zYOXP2O3vMNyAgwPbNN98cuO6665pGRkZahw8fXimL/ZR2wu13pdTVFd3mou2DgBuAAQBKqVwgV0R6AZ0dmy0G1uHm5GsJCyP86adJmjyZzLVrCeje3Sntbk/ezuBvB5Obn4uI4GXy4mz+WQShWWgz+jXvR8daHWkV3gpvi3fpDbqAp9mT6TdMZ8KGCby38z0ycjMY1X6UW5K/s1hTU0lbvpy0ZZ+Ts38/4uVFwE03Edz7bnw7dEAumurFiBNM2oX8ru2Y5aykW1hkZGT+6tWr9994441NIyIi/jH32vDhw+uMHj06FiAqKip36dKlh//66y+vyMjIqwq2mTJlyvFHHnnEZZ++Sxt2aCYiO0t4XYDyDjzWA1KARSLSEtgKPANEKqUSHNskApFFHlBkCDAEoHbt2uU8dOlqPHA/Z/73P5ImT8Hv+usxeVc8GW5M2EhOvv2kq1KK+sH1GdhiIO1rtqeGd41S9nYfs8nM+I7jCfAIYPHuxWTmZfLqta+evza4MlJWK5k//Uza58vI+GEdWK14X3UVNce/QuBtt2EODDQ6RM2NsrOzz9+a17Bhw7z4+PhdAA8++OD521g/++yzI0Xta7Vaf3d5gIWU9l9Vlsoi+ZdwzKuBp5VSG0VkFvYhhvOUUkpEiqxxp5SaC8wFez3fch67VGKxEPnSSxzr359T8+YT/vRTFW4zKTsJABMmPM2ejG4/utJeWysijGg7gkCvQN7a9haZuZm8fuPreJmLnejVEDkHD3Jm2eekLV9O/smTmENDCXn4YYJ7341Xo0ZGh6dppSptzPeoC44ZB8QppTY6lj/FnnyTRCRKKZUgIlEUurrC3fyusZ+QOTVvHkF39To/RngpjqcfZ/mh5bSr2Y5ra11L28i2lTbxFhARhlw1BH8Pf6ZsmsLQ74Yyq+ss/DyMvQQvPyOD9K9XcubzZZzbsRMsFvw730hw7974d+qEeHgYGp+mlYfbP08qpRJF5LiINFFK7QO6Absdj/7AVMdXQyeYinhhJBnr1pE0dRqx71xa7QelFJM2TcJisjDl+ilE+hU5klJpPdDsAQI8A3j515d59NtHebf7uxW+vK28lM1G9saNnPlsGRlr1qBycvBq1IiI0aMIuvPOKjubsKYZNZj3NPCR40qHw8BA7HUmPhGRQcBRoK9BsQHgUbMmYU88Tsq/3yDz55/x79Sp3G18c/Qbfo3/ldHtR1e5xFvgzgZ34ufhx8gfRzJg9QDm3jSXcN9wlx83Ny6OtGWfk/bFF+SdOIEpMJDgPr0Jurs33i2aV9krMS5zNpvNJiaTSU+LAdhsNgGKvWmkxDncLthQpA7QSCn1nYj4ABalVIZzwrw05Z3Drbxsubn81bMXKEW9r5aXa1aDjNwMen7RkwjfCP7vtv/DbKraJQo3JWzi6e+fJsQ7hHk3zyMmwPmVv2xnz5Lx7becWfY52Rs3ggh+115LUO+7CejeHZNX5Rp3rs6KmcNtec2aNa8IDw9Pq+4J2GazSUpKSlBiYuLuli1b9ixqmzL1fEXkUexXGIQADYAYYA72IYPLlsnTk8gXX+T4o4+SungxYY8+WuZ9Z/8+m9Rzqbzd9e0qn3gB2ke1Z/7N83li7RP0W9WPuTfNpWGNhhVuVynF2e3bSVu2jPSVq7BlZeFRuzbhzz5DUK9eeERFOSF6zR2sVuvgxMTE+YmJiS2oRjOjF8MG/GG1WgcXt0GZer4ish17jYeNSqnWjnW7lFKGToDm6p5vgeNDnyJr/XoarPwaj5oX15f/p10pu3hw5YPc3/R+xlwzxuXxudOB0wd4bM1j5NpymdN9Di3CWlxSO+nff8+Z//uYnEOHsCYkIL6+BN5yC8G978anbVs9rFDJFdXz1cqnrO9OOY6bIQAQEQv224Krhcgxo8FqJfn16aVua7VZmbBhAuE+4Tzd+mk3ROdejWo0YvGti/H38GfQN4PYlLCp3G2cXLCA+CeHkvXLL1gTEwl97DEa//wTtaZMxrddO514tWqhrMn3RxEZC/iIyE3A/4CvXBdW5eIZE0Poo4+SvnIlWRtLTjYf7/2Yval7GdV+FP6e/m6K0L1iA2JZcusSavnX4onvnuCHYz+Ued+0r1aQMuPff68wmTD5+mLyqzyV5DTNHcqafEdjvyttF/AYsFIp9aLLoqqEQh8djEd0NEkTJ6Ks1iK3ScxK5O1tb9MputNlX54xwjeCRbcsoklIE4avG85Xh0p/Lz798ceceOEFvJo1uyxmTdC0iihr8n1aKTVPKXWvUuoepdQ8EXnGpZFVMiZvbyLHjCbnwAFO/9/HRW4zddNUbMrG2GvGVouPzsHewcy7eR5tItsw9pexfLy36J+LUoqT780l8dUJ+HfpQt2P/4/a7y8ifNgwai9aqOsraNVSWZNv/yLWDXBiHFWCf7du+F1/PSmzZ2M9eWGhpHXH17H22Foea/mYSy7Dqqz8PPz4T/f/0CW2C5M3TmbuzrkUPomrlCJ5xgxSZs4ksOedxMx6E5OXF76tWxP22BCdeLVqq7Sp4+8Xka+AeiKyvNDjByDVPSFWHiJC5Nix2HJySH5j5vn12XnZTN44mYbBDenfvKj3qcubl9mLNzq/wZ317+StbW/xxtY3UEqh8vNJHPcKqQsWUuOBB+xTsutbgDUNKP0639+ABCAMKHSWhAygpGpnly2v+vUI7d+PU/MXUKPvvfi0asWcHXNIyEpgya1L8DBVz+RiMVmYeP1E/D39ef/P98nKPsPAZRlkrv6G0CceJ3zYsGoxFKNpZVWWwjpHgY7uCadqCH38CdKWf0XiaxPJmTOBJbuX0KdRH1pHVO+P0CYxMab9GIKUNzUmzCfzsCJ05AgiBhV7nbmmVVtlGvMVkQ4isllEMkUkV0TyRSTd1cFVVmZ/PyJeeIFzf/7JitnDCfQMZHib4UaHVSnYMjK4ffZWWh2Bd28zMa72FrLzso0OS9MqnbKecHsb+1xuB7DPZDwYeMdVQVUFgbffRmbzOnRacYwXmj7p9mpflZH11CmO9h/A2V27iHljJl2emMj6hPU8/t3jpOdW2/dqTStSme+/VkodBMxKqXyl1CKgh+vCqvxOnTvF9E6p+OdAmy/3Gx2O4fJOnODogw+R+9dfxP7nPwT2uIW7G93N9Bums+vkLgZ9M4hTZ08ZHaamVRplTb7ZjvKP20XkdREZXo59L0vTN0/nYKgVj3t6cmbpUs7t3m10SIbJOfwXRx58COupU9ReuAD/Tteff+3mujfzdte3OZJ2hAGrB5CQmVBCS5pWfZQ1gT7s2PYpIAuIBfq4KqjKbv2J9az8ayWDrhxEg+dfxBwcTOLESZS1POfl5Nzu3Rx96CFUbi51lizG9+p/zqV6XfR1zL15LqfOnqLf6n78lfaXAZFqWuVSavIVETMwWSl1TimVrpR6VSn1nGMYotrJyc9h0sZJ1A6ozeArB2MODCRixHOc/f130r+qNuUuAMjeupWj/foj3l7U+fADvJs1K3bb1hGtWdhjIbn5uQxYPYAvD37J/F3z2Z683X0Ba1olUmryVUrlA3Ucww7V3vxd8zmafpSXOrx0flLJoLvvxvuqq0iaPp38zEyDI3SPzJ9/5tigwVjCw6n70Ud41atX6j5NQ5qyuMdiBOGlX19i9u+zGfztYJ2AtWqprMMOh4FfReRlEXmu4OHKwCqjv9L+YsGuBdxW7zY61vr70mcxmaj58kvknzzFyXf+Y2CE7pG+ahXHnxyKV/361Pnow3IVPK8bVJdeDXsBoFDk5Oew+M/F5NnyXBWuplVKZU2+h4AVju0DCj2qDaUUr214DW+LNyPbjfzH6z5XXknwPfeQ+sEH5By8fEdkTn/yCfHPjcCn5VXUXvw+lpCQcrfRJbYL3mZvTJgQhO+Ofcedn9/Jp/s/JS9fJ2GteijzHG6VkbtmsgD46tBXjP1lLC93eJm+TYqe29N6+jSHetyK9xXNqL1w4WV3O+2pBQtInj4Dvxs6ETNrFiYfn0tua3vydrYkbaFtZFvSc9OZs2MOu07uIsovisFXDuauhnfhadYjXZWVnsmi4nTyLYO0nDR6ftGTmIAYPrj1A0xS/AeG1I8+Ium1iUS/+SaBPW5xeWzuoJQiZeabnJo7l8DbbrUXyCnHZKJlPcZvJ37j3R3vsiNlBxG+EQxqMYg+jfucH1vXKg+dfCuuWl+rW1Yzt84kLSeNcR3GlZh4AWr86194NW1K0rRp2M6edVOErqNsNhInTODU3LkE9+1LrenTnZ54wV4x7rro6/jg1g+Ye9NcYvxjmLJpCrd+disf7v6Qc9ZzTj+mphmprLUdrivLuvIQEbOIbBORFY7leiKyUUQOisjSynJ1xe9Jv/PZgc94+IqHaRLSpNTtxWKh5ssvYU1I4OTcuW6I0HVUXh4nXhjFmY//S+ijg6n56njE7NqZmEWEjrU68n6P91lw8wLqBNZh2uZp9PisB4v/XKzrRGiXjbL2fN8q47ryeAbYU2h5GjBTKdUQOA0MqmD7FZaXn8drG14jyi+KJ1o+Ueb9fNu0IbDnnaTOX0Du0aMujNB1bOfOEff0MNJXrCD8ueeIGDHCrWPYIkL7qPYs6rGIhbcspGGNhszYMoNbl93Koj8W6SSsVXmlFVPvKCIjgPDCl5iJyHjgkrtAIhID3A7MdywL0BX41LHJYuCuS23fWZbsXsLBMwcZe81YfD18y7VvxPPPIx4eJE2Z6qLoXCc/M5Pjjw4h88cfqTn+FcKGPGpoPO1qtmP+zfNZcusSmoY05Y2tb9Djsx7M3zWfrLwsQ2PTtEtVWs/XE/DHXve38CVm6cA9FTjum8ALgM2xHAqcUUoVzEwZB0QXtaOIDBGRLSKyJSUlpQIhlCwuI445O+bQrXY3Osd2Lvf+HhERhD31FJnr1pGxbp3T43MV6+nTHOs/gOxt26g1fTo17rvP6JDOax3Rmvdueo8Pb/uQ5mHNmfX7LG757Bbe2/EeGbkZRoenaeVSpqsdRKSOo7B6xQ8ocgdwm1LqSRHpDDyPfT64DY4hB0QkFlillGpRUluuutpBKcXQtUPZmrSVL+/6kpp+NS+tndxcDt91N8pqpf5XyzF5Ve6z9nmJiRwbNJi8uDiiZ71JQOfORodUoj9O/sF7O95jXdw6AjwDeLjZwzx4xYMEegYaHdplT1/tUHFlHfP1EpG5IvKtiHxf8LjEY14H9BSRI8B/sQ83zAKCRaRgZo0YIP4S26+wNUfX8HP8zwxtNfSSEy+AeHoS+eJY8o4dI3XR+84L0AVyjx7l6AMPYk1MpPb8eZU+8QK0CGvBW93eYukdS2kX2Y7/7PgPt3x6C29ve5u0nDSjw9O0EpW157sDmANsBfIL1iultlbo4I6er1LqDhH5H/CZUuq/IjIH2KmUKvFeXVf0fDNzM+n1RS9CfEL4+PaPsZhKm+audHHDniFj3TpC+j1MQLdulW7G3nP79nFs0GDIzyd23jx8WjQ3OqRLsjd1L3N3zmXN0TX4Wnx5oNkD9LuiHzW8axgd2mVH93wrrqzJd6tSqo3TD35h8q2PvSccAmwDHlJK5ZS0vyuS75SNU/h478d8dNtHXBl+pVPaTP92DfHDhtkXTCYC77gd36vb4BETg2dMNB61arnk2tmyyN62jeOPPY7Jx4faixbiVb++IXE404HTB5i7cy7fHPkGb4s39zW9j/5X9CfUJ9To0C4bOvlWXFmT73ggGfgcOJ8QlVKGTh/v7OT758k/eWDlA/Rt3JcXO7zotHZPvjeXlDffhIKftckENtvfG4hgiYzEIyYaz+gYPKKj8YiJsS/HxGCJjHTJ9bWZv/5K3FNPY4kIp/aChXjGFHmOs8o6dOYQc3fOZfWR1XiZvejbuC8DWgwgzCfM6NCqPJ18K66sybeo6tdKKWVoN8mZyTffls8DKx8gOTuZ5XctJ8DTeXWDsrdt49jAR1B5eYiHB7UXzMejVi3y4uLIjYsnLy7O/jw+jry4eKxJSX8nagAPDzyiouy95OiYCxKzR0wM5pCQcl+Dm/7tt5wY8Tye9etTe/48LOHhTvt+K5u/0v5i3s55fP3X13iYPLi38b0MbDGQCN8Io0OrsnTyrThd28Hhoz0fMXXTVKbfMJ0e9Zw/PV32tm1kb9qMb/t2pY752nJzsSYkkBtnT8Z5cXHkxf+dqPNTL/zAIT4+juGLgh7zRck54O83kuxt20hd9D4Za9bg07Ilse/NwRxUPSb/PJZ+jHm75vHVoa8wi5kbY28kNiCWLrFdaBXRyujwqhSdfCuurD1fX+A5oLZSaoiINAKaKKVWuDrAkjgr+SZlJdHry160Cm/Fu93frfTVyGxZWeTGxxdKzPHne815cXHYLirobgoKwjM6GpO/P9lbttiHPEwmai9YgF/HDgZ9F8Y5nnGc1ze9zrq4dQB4mjxZcMsCnYDLQSffiivrqfxF2K90uNaxHA/8D3uN3ypv2uZpWG1WXuzwYqVPvAAmPz+8GzfGu3Hjf7ymlMKWlvb3cEZ83Pke9Lk//vh7rFmEszt3VsvkGxsQS8uIlvwU9xM2bOTacvkl/hedfDW3KmvybaCU+peI3A+glMqWqpClyuCnuJ9Yc3QNw1oPIzYg1uhwKkxEMAcH4xMc/I9Lxi4ee/Zt386gKI3XNrItnmZPcvNzsWFjZ8pOo0PSqpmyJt9cEfEBFICINKDQVQ9V1VnrWSZvnEz9oPoMaD7A6HBczrd1a2ovWljmsefLWauIVsy7eR5bkrYQlxHHZwc+4+vDX3N7/duNDk2rJsqafMcDq4FYEfkI+11qA1wUk9vM2TGH+Mx4Ft2yCA+zh9HhuIVv69bVOukW1iqiFa0iWmG1WTl05hCTNkyidURravnXMjo0rRoo0+3FSqlvgd7YE+7HQFul1DrXheV6B04fYMmfS7ir4V20ranPG1RnFpOFyZ0mY8PG2F/Gkm/LL30nTaugshZT/wq4GVinlFqhlDrp2rBcy6ZsTFg/AX9Pf55rU+0mYdaKEBsQy5j2Y9iatJVFfy4yOhytGihrYZ0ZQCdgt4h8KiL3iIi3C+NyqWUHlrE9ZTsj2o7Q9/1r5/Vs0JOb69zMO9ve4c9TfxodjnaZK+uww49KqSeB+sB7QF/stxtXOafOnmLm1pm0jWxLrwa9jA5Hq0REhHEdxxHiE8Lon0Zz1lr15+DTKq8yT6DpuNqhD/A40A77bBNVzr+3/JtsazYvd3i5SlzTq7lXkFcQk6+fzJH0I/x7y7+NDke7jJV1zPcT7POtdQXexn7d79OuDMwVNiZs5KvDXzGw+UDqB1f96l2aa1wTdQ39r+jP0n1L+fH4j0aHo12mytrzXYA94T6ulPpBKWUrdY9KJjc/l4kbJhIbEMuQq4YYHY5WyQ27ehhNajRh3G/jOHm2Sp9f1iqp0ibQfAFAKfUN9kvNCr822YVxOd2CXQs4kn6El655CW9LlT1XqLmJp9mTqZ2mkpWXxSu/vUJVLkClVU6l9XwLz5445qLXnF/6y0WOph9l3q553Fr3Vq6Nvrb0HTQNaFijIcPbDOenuJ/4ZN8nRoejXWZKS75SzPOiliul7cnbefy7x7GIhZHtRhodjlbFPND0Aa6rdR0ztszgcNpho8PRLiOlJV9VzPOiliud7cnbeeSbR4jLiCNP5RGfadicnFoVJSK8dt1r+Fh8GP3TaPLy84wOyWW2J29n3s55bE/ebnQo1UJpybeliKSLSAZwleN5wbJzJjhzoS1JW7DarIC91OKWJOdPM69d/sJ9wxl/7Xj2pO7hne3vGB2OS2xP3s7A1QOZvW02g78drBOwG5SYfJVSZqVUoFIqQCllcTwvWK70lWjaRrbFy+yFWcx4mDxoG6lrOGiXpmvtrvRp1IeFfyxkc+Jmo8NxKqUUs7fNxqrsHRWrzao7Km5Q5pssqqKCsoFPtX6KeTfP08WytQp5od0LxAbEMvaXsaTnphsdjlPYlI0pm6awOXEzZjHrjoob6TncNK0cdqXs4uFVD3Nz3Zt5/YbXjQ6nQqw2K+N+HcdXh7+i3xX9uKnOTWxJ2kLbyLaldlT0NEIVV9Z6vk4jIrHAEiAS+0m7uUqpWSISAiwF6gJHgL5KqdPujk/TSnJl+JU80fIJ3t7+NjfG3Fhli6/n5Ocw8seR/HD8B55q9RRDrhqCiOhPh25kxLCDFRihlLoC6AAMFZErgNHAWqVUI2CtY1nTKp3BVw6mdURrJm6YyInME0aHU25ZeVkM/W4oPxz/gdHtR/NYy8d0nRMDuD35KqUSlFK/O55nYK8ZEQ304u9iPYuBu9wdm6aVhdlkZvL1k1Eoxvw8pkoVX0/LSWPIt0PYkrSFSddP4sFmDxodUrVl6Ak3EakLtAY2ApFKqQTHS4nYhyWK2meIiGwRkS0pKSnuCVTTLhITEMPYa8bye/LvVab4ekp2CgNWD2BP6h7+3fnf9GzQ0+iQqjXDkq+I+AOfAc8qpS44dazsZwGLPBOolJqrlGqrlGobHh7uhkg1rWh31r+TW+reUiWKr8dlxNFvVT/iM+P5T/f/0K12N6NDqvYMSb4i4oE98X6klFrmWJ0kIlGO16OoosXatepDRHi5w8uE+oRW6uLrh84cov+q/qTnpjPv5nl0iOpgdEgaBiRfsY/sLwD2KKXeKPTScqC/43l/4Et3x6Zp5VVQfP1o+lFmbJ5hdDj/8MfJPxiwegA2bCzqsYiW4S2NDklzMKLnex3wMNBVRLY7HrcBU4GbROQA0N2xrGmVXvuo9vRv3p9P9n/CuuPrjA7nvM2Jmxn0zSD8PPxY0mMJjWs0NjokrRB9k4WmOUFufi4PrnyQ5OxkPuv5GWE+YYbGs+74OkasG0FMQAxzb5pLpF+R568vmb7JouIu69uLNc1dChdfH/frOEOLr399+Gue/eFZGtVoxPs93nd64tWcQydfTXOSBsENeK7Nc/wc/zNL9y01JIale5cy5ucxtI5ozfyb51PDu4YhcWil08lX05zo/qb3c120o/j6GfcWX5+/az4TN07khpgbeLf7u/h7+rv1+Fr56OSraU4kIky8biK+Fl9G/+ye4utKKd7Y+gazfp/FbfVuY2aXmXqewipAJ19Nc7IwnzBevfZV9qTu4e3tb7v0WPm2fCZsmMCiPxbxryb/YkqnKXiYKn2pbQ2dfDXNJbrU7sI9je9h0R+LXFZ8PS8/j9E/j+bT/Z8y+MrBvHjNi5hE/0tXFfo3pWkuMrLtSGoH1mbsL2NJy0lzattnrWcZ9sMwVh9ZzfA2w3nm6md0ZbIqRidfTXMRXw9fpnaaysnsk0zaOMlp7WbkZvD4msf5Nf5XxnUcxyMtHnFa25r76OSraS7UIqwFT7R6glV/rWLF4RUVbi/1XCqDvhnEzpSdTLthGvc2vtcJUWpG0MlX01xsUItBXB1xNZM2TCI+M/6S20nMSmTA6gEcTjvMrK6zuLXerU6MUnM3nXw1zcXMJjOTO9mLr4/9eewlFV8/mn6U/qv6k5ydzJzuc7gh5ganx7n16Gne+eEgW4/q2bvcQSdfTXODaP9oXrzmxUsqvr4vdR/9V/XnrPUsC25ZQNuazi+psPXoaR6Yt4EZ3+7jwfkbdAJ2A518Nc1N7qh/Bz3q9rAXXz9ZtuLr25O3M/CbgZhNZt6/9X2ahzZ3WjzWfBsbDp9i0te7Gbx4MzlWG0pBntW+XnMtt89erGnVlYjwUoeX2J6yndE/j2bpHUvx9fAtdvvfTvzGsz88S7hPOHNvnku0f3SFY0g7m8eP+1NYuyeJdftSSDubh6fZRLOoADLOpWNTCg+LiQ71Qyt8LK1kOvlqmhsVFF8f9M0gZmyZwbiO44rc7ruj3/HCTy9QL6ge7930XoVKVP51Mou1e5L4bk8Sm4+cJt+mCPHzpHuzSLo3i6BT43D8vSxsPXqaDYdP0aF+KG3q6II8rqaTr6a5Wbua7RjQYgCL/ljEDTE30Dm28wWvf3HwC1757RWuDLuSd7q9Q5BXULnat+bb2Hr0NGv3JvPdniQOp2QB0CQygMduqE+3ZpG0ig3GbLrwpow2dWropOtGupi6phmguOLrH+7+kGmbp9EhqgOzuswqcViisPRzefy4zzGcsD+FM9l5eJiFDvVD6dY0gm7NIokNKVtbZaGLqVec7vlqmgE8zZ5M6zSNviv6Mu7XcbzT7R3e3fEu7+54l+61uzPthml4mj1LbOPIySzW7k1m7Z4kNv2VitUxnNC1aQTdm0XSqVEYAd66yE5lpZOvuxzfBEd+hrqdILa90dFolUD94PqMaDuCyRsnc8tnt5CQlUCvBr0Yf+14LKZ//mta8238fuzM+fHbQ47hhMaR/jx6Q326NY2gde0a/xhO0ConnXxdKTcb0uPh4Br4dhzYrGD2gL5LoHEP0IVQqr1mIc0wiYmErATMYqZP4z4XJN70c3n8tD+FtXuS+WFf8vnhhGvqhfJQhzp0axpJ7VDnDSdo7qOT76XKt0JmIqTFXfhIj4e045AWD2dTi9gvFz6+Dzx8IaQ+hNRzfC30CKgFJn0JtstVgk8jW5K2QKHTLluTthJqbsJ3e5JYuzeJjYftwwk1fD3o2sQ+dntDYz2ccDnQybcoSkF2KqQXJFVHQk2P/3s54wQo24X7eQVBUDQExUBMOwiMhqBYyEmHb1+0J2yTGdoPse+behhS9sH+b+xJuYDFG2rUKzo5B8XY29DKJ98KWSmQlQyZyXBsA/z6Jtjy7T/Pjk/Zf2d+4eAXBr6h4B3k0k8nSilahLTGLB7YVB5KmfngBzMTT/wAQKMIfwZ3qk/3Zm4aTqgEb0bVSaVKviLSA5gFmIH5SqmpFW60qD+oguGAgh5qWtxFiTYOrGcvbMfs6UimMVCv09/PCx6B0eAdWHwcUS2L/8O25dvjOXXInpBTD0PqX/avh9aC9dyFcdSoe1Fv2ZGgg2qDuVL9Sl3Llg/ZpyAzyZ5QM5P/Tq6Zyfb1WSn2r9mpXNDFvKAdqz0RX8zkYU/CBcnYLxzlG4rVJ5RzHjU461GDTHMQaaZg0iSIM8qXzFwbmTlWMs9Z7V8dz7NyrWScs5J10TqbApPPI1h8D2PNrk/tkIaMuyOGbs0iqBPqd2k/F6XsfzPn0op4nLF/PXvmwvXp8XDygP1nZPGB/st1AnaxSvOfKiJm4B3gJiAO2Cwiy5VSuy+50eObsC26HbHlgpiQGnXtf3T/GA4Q8I+091ojr4BGNxdKrI7eq29YhYYCttoascEaQgdbKG0uftFkhuDa9keDLhe+ZrNBRoIjIV+UnP/6CfKyC7VjgeA6/xzGCKlvb9viyd7N33F69/fUuKIrTdt1v+Tvp6KKjcNmg7OnHYmzmESaWZBQT/7z0wegLD7k+4Zj9Q3H6hdLTujV5HmHcc4rjHNeIZz1DCPlxBE6/fESHljJw8Ln9V/FFhiDZKVgPnsKj5xUvHJP4517Gr9TZwhITiBQ7aWGSidAzuIBBAARhY5rVSZOE8ApFUgqAaSbgsg0BZPlSNS5XjXIDwjFGh4KfqGY/ULYEZ9JxoH9dMhNZ5PKoUuLKB65vh5Yc+zfd2lJs7gEW/iTVFEs3vaefcHDls/5N6f8XHtHQSdfl6o01/mKSEdgvFLqFsfyGACl1JTi9intOt/4ryYStWU6JrF3BtL86pBV61pyfKPI8a3FOb+a5PjWIscnElXCZT0V/QkdTM5k+uq95OUrLGZh5C1NaBBun1m24MevsH8MLXy8v3816vzyBa8phee5ZPyyjuGbaX/4ZR3FL/MoflnH8LBmnY/BJmayPGrgm3MKQaEwcSyoLSb/MGyYUCIoJSgR+zKgMKEQFIKNwusFhQlbodeUEmxy0XLh1xFsSshH8Mw8Qaf0FZjJx4aJw55N8JY8AvJPE5B/Bgv/rPqVgwenCeKk1OCkCiRFBZOkgkjODyRZBdvXEcxJFUQW3kDpH9Gvlv10MO1hg60Zv6vGAPh7WfDzMuPvZbE/vC2OdRYCHMsBHjbCJIMapBNsSyPAloZ//hl88uzJ2iMnFfPZVCQrxf4Gca6YWSzEhNXDH1NOhuN3AjavYCy2cxd+2imKyQN8ggsl0OALk+kFD8drBdt7BYLHRRNsHt8Ei3vaE6/Zs9Ser77Ot+IqTc8XiAaOF1qOA665eCMRGQIMAahdu3aJDa7Pv4Lb8cRD2Xs3j5weyO+pjS/aKtHxcI+8fMXklXud3KoZqOd4FFCEkk4dSaKuJFLHlMRN+VtpJicRAaVsBJ7ZQ/oZXwQwY8MkBanWnnb/Tr0FqZZCKdf+/MJtCm0npbxlOXKjKBtBeYkcsTRgr6Ue6V4hZFhqkGkJJcujBpkeYZzzDMXq4Y/FYsbDbMLDLI6vJoLMQpjjecF6i+OrZzHPPczCoeRMXv7SxPb8xniYTXzQvy3XNQjD5Ipx1fw8+/BI1kl7Ms46ef655eD3qBNbz79VWMLqQ93rL0ycFyRZx8Pi7dzx6Nj29oSrx3zdpjIl3zJRSs0F5oK951vStvVad2HAlpdoy59spjn33n03L9UMuKTjVuTPfG9iBq8s/xNrvg2L2cRrvZrTtGbg+f8dcbRe+H+puNdEilh3wT7FvSbE71rHuXUDzr8ZHeg2l9otu2ASwST2je3P7csigpxfZ/9acPwLlotKAkoVdM/tQwPK5lhnY9/W76mzeiAWx0f+07fP5xo3D4G0qRNCg4gA99QyMHtAQE3742KNbkYcPU4xe8Kt04xLfLHtddJ1o8t62AGoNMVCKksclX7MtzqqglcZ6GGHiqtMydcC7Ae6AfHAZuABpVSxhU91bQdNM4ZOvhVXaYYdlFJWEXkK+Ab7IObCkhKvpmlaVVZpki+AUmolsNLoODRN01xN38OqaZpmAJ18NU3TDFBpTrhdChFJAY6WYdMw4KSLwykLHceFKkMclSEGqHpx1FFKhbs6mMtZlU6+ZSUiWyrDmVkdR+WLozLEoOOonvSwg6ZpmgF08tU0TTNAdUm+c40OwEHHcaHKEEdliAF0HNVOtRjz1TRNq2yqS89X0zStUqlWyVdEnhKRgyKiRCTMRcdYKCLJIvJHMa/HisgPIrJbRP4UkWdcEEOZjyEiZhHZJiIrnBxDie2KyGoROXPx6yJST0Q2On5PS0Wk5PnTL9z3Hz97EQkRkTUicsDxtciqRmI3SUT2i8geERlWaP1sRzw7ReTqMsYSLCKfisheR3sdyxFLmf5OReSIC/+Om4rIehHJEZHnS9hufEmva8W77JOviHiKSMF8LL8C3SnbtcGX6n2gRwmvW4ERSqkrgA7AUBG5wskxlOcYzwB7nHz8srQ7HXi4iPXTgJlKqYbAaWBQOY75Pv/82Y8G1iqlGgFrHctFGQDEAk2VUs2A/zrW3wo0cjyGAO+WMZZZwGqlVFOgJfafRVljqfDfaXGJvRxSgWHAjAq2oxXjsk2+ItJMRP4N7AMaAyiltimljrjyuEqpn7D/4Rb3eoJS6nfH8wzs/5TRTo6hTMcQkRjgdmC+M49flnaVUmuBjIv2E6Ar8Klj1WLgrrIet5iffS9HO6W19wQwQSn7vERKqeRC+y9RdhuAYBGJKikOEQkCbgAWONrKVUqdKWssxf2dikioiHzr+DQzn5LLTG8RkY9EpKsUWXC5ZEqpZKXUZiCviDhedHxC+AVoUt62NbvLKvmKiJ+IDHT8UcwDdgNXKaW2GRxakUSkLtAa2GjQMd4EXgD+ORFaxVxqu6HAGaWU1bEcR8XfmCKVUgmO54lAZDHbNQD+JSJbRGSViDRyrC9qhpXSYqoHpACLHEMv8x2fvsoaS3FeAX5RSjUHPgdKmsqlMfAx8BSwW0TGikitghdFZKaIbC/iUVxvvGC/NsB9QCvgNqBdOb8HzaFSVTVzggRgJzBYKeXsuXqcSkT8gc+AZ5VS6e4+hojcASQrpbaKSGcnHtMl7TqDUkqJFDu/kRdwTinVVkR6AwuBTpd4KAtwNfC0UmqjiMzioiGGUmIpzg1Ab8f+X4vI6eI2VErlAyuAFSISDkwBjonItUqpTUqp4eU8doFOwOdKqWwAEVl+ie1Ue5dVzxe4B3sh9mUiMk5E6hgdkOPkV0Gv4nHHOg/sSfEjpdQyFx33gmMUEcd1QE8ROYJ9fLOriHzohEMX1e6qQsfuWcK+p7B/rC/oFMRg/31WRFLBMIHja7Lj+TeOeAqGRuKAgt/F58BVjufx2MeCC5QlpjggTilV8GnjU+zJuKyxOIWIBInIY8By7GPWj2DvnFxyz1dzIqXUZffA/vH1GWA78B1Q96LXjwBhLjx+XeCPYl4TYAnwpguPX65jAJ2BFS6Io8R2i3od+B9wn+P5HODJivzssZ/YG+14Php4vZj9pgKPFIprs+P57cAqx8+0A7CpjHH8DDRxPB/viKNMsRT3dwrMBl5yPL8V+2TWRf4dAx8ChxzfV6MK/A7HA88XWr4aewL3AQKAA4Vf149y/GyNDsDl3yC0B2Idz4dh75VYgRPAfBcc72Pswx95jmMNuuj16x3/NDsdbw7bgducHEO5jmFE8nUkpxTgrOPndItjfX1gE3DQkYi9KvKzx/5GvNaRJL4DQorZNxj4GtgFrAdaOtYL8I4jke0C2pYxllbAFsfv4AugRjliKfLv1LH/t8Cf2M9pHC0h+fYELBX43dV0xJAOnHE8D3S89iL2Kb9+Af5PJ99Le+g73DRN0wxwuY35apqmVQk6+WqaphlAJ19N0zQD6OSraZpmAJ18NU3TDKCTbzUhIvnuvpheROqKyAOFltuKyGwntT32ouXfnNGuprmLvtSsmhCRTKWUv5uP2Rn7NaB3uKBtt38/muZMuudbjTluP90nIk0cyx+LyKOO5yNFZLPYa9i+Wmiffo51O0TkA8e690XknkLbZDqeTgU6OXraw0Wkszjq94q9tu0XjrY2iMhVjvXjxV6Xd52IHBZHXd2L4p4K+Dja/ajwMR3H+FFEvnTsP1VEHhSRTSKyS0QaOLYLF5HPHN/jZhG5zuk/YE0ridF3eeiHex5APn/f7bYd+Jdj/U3Y7+i6D3v9WYCbsc/lJdjfoFdgL+rSHPudTWGO7UIcX98H7il0rEzH184UusOt8DLwFvCK43lXYLvj+XjgN+yFbsKw13vwKOL7ySxq2XGMM0CUo4144FXHa8/guOUa+51Z1zue1wb2GP070o/q9bjcqpppxTurlGp18Uql1BoRuRf7LbQtHatvdjwKSnH6Yy/M0hL4n1LqpGPfYusWl8H1QB9HO9+LvVZtoOO1r5VSOUCOiCRjL70YV462NytH6UYROYT9llyw3x7cxfG8O3CF/F3qNlBE/JVSmWiaG+jkW82JiAloBmRjrz8Qh73HO0Up9d5F2z5dTDNWHENYjvbKPPVPMXIKPc+n/H+nhfe3FVq2FWrLBHRQSp27pAg1rYL0mK82HPtMFw9gL/7tAXwDPCL2esCISLSIRADfA/eKSKhjfYijjSNAG8fznoCH43kG9spXRfkZeNDRTmfgpCpfXeM8R6yX6lvg/JuJiLSqQFuaVm6651t9+IjI9kLLq4FFwGCgvVIqQ0R+wl6y8BURaQasd3wszwQeUkr9KSKTgB9FJB/7sMQA7BW2vhSRHY52sxzH2AnkO9a/z9/DGGAf210oIjux97r7l/P7mQvsFJHflVIPlnNfsFcOe8dxfAvwE/D4JbSjaZdEX2qmaZpmAD3soGmaZgCdfDVN0wygk6+maZoBdPLVNE0zgE6+mqZpBtDJV9M0zQA6+WqaphlAJ19N0zQD/D8JMA0j4YQ5bAAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -122,7 +123,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -146,7 +147,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -158,7 +159,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -182,7 +183,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -194,7 +195,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -230,7 +231,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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TET+QD2wBpgDnu9tnArdgyddEISJ4BwzAO2AA7L8/JarsevGl1vHcg3/x83YtdVUl1NhEsK6WYF0dgbo6ArW1TjdIXa0zlK+2Fv+WLez56CMCdXXOVZFRtPZbl5U5SbnETdjh58iE3eFLxqZly2h6exGeokL8n29uPxRs5EhnZMI3jid/3Li4J/m0dMAJjVzwxJpE9vk++uijpddff/0Xd9xxx9Zw2dChQw9bs2ZNyl/gpCdfVd0sIncBnwG7gZdwuhl2qGr4Hf85ELUZJCLTgekAI2L84shktp7Gc4sI3sICvIUFMX3ZqKqEdu50uj0iEnWgLiJh19bRsmEjgaVuN0goSldleMx1WRmSlUXzmjVt9Xw+CiZObE242fvqe/mAExoT9UUbwNNPP1367LPPro0s+/a3v10/c+bM0mOPPbbdeWfPnl324osvFofXFy5c+HG0eX/jRbSfl9X2+oQiJcBTwPeBHcCTwGzgFlWtdusMB55X1UO7O9b48eN18eLFiQ3YmB5oMEhw506CtU5SDtZ3SNi1dez56CP8m92b53o8lF/+L1RceWVqA+8HEVmiquMjy1asWLHhiCOO2J6qmNLRihUryo844oiqaNtS0e3wTeBTVa0BEJE5wCSgWER8but3GLC5m2MYkzbE68XnXuadUx29TtOyZXx2yQ9bu0YKJk1KbpAm7aQi+X4GTBSRfJxuhxOBxcBrwNk4Ix6mAc+kIDZjEiLWS93NviMVfb7viMhsYCkQAJYBDwLPAY+LyH+7ZX9KdmzGJFK6X+pukislox1U9T+B/+xQvB6YkIJwjDEm6ezaTWOMSQFLvsYYkwKWfI0xGcPr9Y6LvHX86tWrs+fNm1f0T//0T9UA9957b5nH4xn3zjvv5IX3GTVq1CGrV6/OBucCjC1btvgAbrzxxsHV1dWHjB49euyYMWPGvvrqqwUAEyZMOGjBggWt81asXr06e9SoUYf0NlabWMcYkzGize2wdu3adpNPV1ZWttx6661DnnvuuS5vEf/3v/+94MUXXyz+4IMPVubl5emWLVt8zc3NcZ0yzlq+xpiUWfTFooK7l9w9eNEXiwqSdc4TTzzxqzVr1uStWLGiyzsCbN68Oau0tDSQl5enAEOGDAlUVVXF9Wo3a/kaY+Lu52/9fPi6+nXdTinZ6G/0bNi5IV9RHvrwIaoGVDUVZBV0OaVkdUl1039N+q9eTynZsY7H4+Gaa67Z+stf/nLInDlzNkQ7ztSpU3fecccd+1VVVR06efLkneedd17dd77znYbw9osuuuiA3NzcEDiT9Xj6MO+0tXyNMSnR6G/0qTulpKI0+hv73RgMdzusWrVqZbTEG3bZZZfVLl26tHDVqlVRJ9gZOHBg6MMPP1x53333bayoqAhMmzbtwHvvvbcsvP3RRx9dHz7P/Pnz10Y7Rk+s5WuMibueWqjgdDlc8coVowOhgMfn8YVum3zb+on7TUzYJDuRsrKyuPLKK7feeuutg7uq4/P5OPXUU3edeuqpuw4//PDdf/7zn8uuvvrquN0Fw5KvMSYlJu43sfH+E+9fs2jLoqKJQybuSlbiDbvyyitrR48ePbixsbHT7PQrVqzI8Xg8HHbYYc0Ay5Ytyxs2bFhcb+5gydcYkzIT95vYmOykG5abm6vTp0/f9vOf/7zTrZ137tzpvfrqq0fs3LnT6/V6taqqqnnmzJkb43n+bqeUFJHrYjhGo6r+IX4hxc6mlDQmNWxKydh0N6VkT1+43QAUAkXdPK6PW6TGGLOP6Knb4c+qemt3FUQkaePzjDEmU3Tb8lXVn/Z0gFjqGGOMaa9X43xFZKKIvCAir4vIGYkKyhhjMl233Q4iMlhVt0YUXQecAQjwDvC3BMZmjDEZq6c+3wdEZCnwK1Xdg3PDy7OBELAzwbEZY0zG6qnPdyrOLX3michFwL8COUAZMDXBsRljTK/k5+e33qfpr3/968CqqqpD16xZk33dddft94tf/KIS4Kyzzqp6+OGHSyL36+u0kP3RY5+vqj4L/DMwEKebYY2q3hu++7AxxqSbZ555puiGG24Y/txzz60dPXp0XK9Mi5duk6+InCYirwEvAB8C3wdOF5HHReTAZARojMlcjQvfLtj2698Mblz4dtyGrD7//POFV1xxRdUzzzyz7pBDDmmO13Hjrac+3//GuallHvCiqk4ArheRUcBtwLkJjs8Ysxf64uZ/H968dm23U0qGGhs9LZ9+mo8qtTNmkD1yZJOnoOspJXNGjWra7/bbup2wp6WlRc4999zql156afVRRx21p6/xJ0NP3Q5fAWcCZwHbwoWqulZVLfEaY/os1NjoIzy9gaqz3k9ZWVl69NFHNzzwwAPl/T1WovX0w54BnAf4gfPjdVIRKQZmAIcCCvwQWA38FagCNgDfU9X6eJ3TGJM8PbVQwely2PSTn4zWQMAjPl9ovzvuWF/w9WP7NcmOiDB37tz1xx133Oibbrpp8J133rm1571So9vkq6rbgd8l4Lz3AC+o6tkikg3kAzcDr6jqnSJyE3ATcGMCzm2MSQMFXz+2cfgDD6xpfPvtooJjj93V38QbVlRUFHrxxRfXTpo0aUxlZWXg2muvTcvJfnr6wm1pTweIpU6H+gOB44E/Aahqi6ruAE4HZrrVZmJD2YzJeAVfP7Zx0PXXbY1X4g2rrKwMvvDCC2vuuuuuIbNmzRrYcfu11167f2Vl5eGVlZWHH3nkkWMAPv3005xwWWVl5eEPPfRQSecjx09P3Q4Hi8j73WwXnCFovTESqAEeFpEjgCXANUClqm5x62wFKnt5XGPMPq6pqWlZeLm6utq/efPmDwAuuOCCr8LlTz311IZo+wYCgV41JPurp+Q7JoZjBPtwzqOBq1T1HRG5B6eLoZWqqohEnWhYRKYD0wFGjBjRy1MbY0x66KnPN64zt7s+Bz5X1Xfc9dk4yfdLERmiqltEZAgRoys6xPQg8CA4k6knID5jjEm4pN+92J2oZ5OIHOQWnQisBOYC09yyacAzyY7NGGOSJVX3cLsKmOWOdFgPXILzj+AJEfkRsBH4XopiM8b0TSgUConH47FPpEAoFBKcSciiijn5isj+wChV/buI5AE+Vd3Vl6BUdTkwPsqmE/tyPGNMWviwpqZmbEVFxVf7egIOhUJSU1MzEGdahqhiSr4icinOl1ylwIHAMOABLFkaY1yBQODHW7dunbF169ZDSUGXZpoJAR8GAoEfd1Uh1pbvFThzPLwDzuXFIjKo//EZYzLFuHHjtgGnpTqOvUWs/52aVbV1WjYR8eFcFmyMMaYPYk2+b4jIzUCeiHwLeBJ4NnFhGWNMZos1+d6Ec1XaB8BlwHxV/feERWWMMRku1j7fq1T1HuCP4QIRucYtM8YY00uxtnynRSm7OI5xGGPMPqWnW8efhzOP70gRmRuxqQioS2RgxhiTyXrqdlgIbAHKgV9HlO8CupvtzBhjTDdimVhnI3BscsIxxph9Q0x9viIyUUTeE5EGEWkRkaCI7Ex0cMYYk6li/cLtPpx7ua3FuZPxj4H7ExWUMcZkupivv1bVdYBXVYOq+jBwcuLCMsaYzBbrON8md/rH5SLyK5wv4fb1iTOMMabPYk2gP3DrXgk0AsOBsxIVlDHGZLoeW74i4gVuV9ULgD3ALxMelTHGZLgeW76qGgT2d7sdjDHGxEGsfb7rgbfcq9waw4Wq+puERGWMMRku1uT7ifvw4FxabIwxph9iSr6qav28xhgTRzZczBhjUsCSrzHGpECscztMiqXMGGNMbGJt+f4uxrKYiYhXRJaJyDx3faSIvCMi60Tkrza0zRiTyXqaTP1Y4OtAhYhcF7FpAODt57mvAT52jwXwP8BvVfVxEXkA+BHw+36ewxhj0lJPLd9soBAnSRdFPHYCZ/f1pCIyDPgOMMNdF2AKMNutMhOY2tfjG2NMuutpMvU3cG4b/4g7sXq83A38lLYxw2XADlUNuOufA0Oj7Sgi04HpACNGjIhjSMYYkzyxXmSRIyIPAlWR+6jqlN6eUEROBbap6hIROaG3+6vqg8CDAOPHj9fe7m+MMekg1uT7JPAATjdBsJ/nnAScJiKnALk4fb73AMUi4nNbv8OAzf08jzHGpK1Yk29AVePy5Zeq/gz4GYDb8v03Vb1ARJ7E6Ud+HOdW9c/E43zGGJOOYh1q9qyIXC4iQ0SkNPyIcyw3AteJyDqcPuA/xfn4xhiTNmJt+U5zn2+IKFPggP6cXFVfB153l9cDE/pzPGOM2VvEOrHOyEQHYowx+5JYLy/OF5H/cEc8ICKj3FELxhhj+iDWPt+HgRacq93AGYnw3wmJyBhj9gGxJt8DVfVXgB9AVZsASVhUxhiT4WJNvi0ikofzJRsiciDQnLCojDEmw8U62uEW4AVguIjMwrlQ4uIExWSMMRkv1tEOL4nIEmAiTnfDNaq6PaGRGWNMBosp+YrIs8D/AXNVtbGn+sYYY7oXa5/vXcBxwEoRmS0iZ4tIbgLjMsaYjBZrt0N4akkvzry7lwIP0TYRujHGmF6I9Qs33NEO3wW+DxyNM+G5McaYPoi1z/cJnHkXXgDuA95Q1VAiAzPGmEwWa8v3T8B5qtrfuXyNMcbQwxduIvJTAFV9ETizw7bbExiXMcZktJ5GO5wbsfyzDttOjnMsxhizz+gp+UoXy9HWjTHGxKin5KtdLEdbN8YYE6OevnA7QkR24rRy89xl3HW7yMIYY/qo2+Srqt5kBWKMMfuSWC8vNsYYE0eWfI0xJgUs+RpjTAokPfmKyHAReU1EVorIRyJyjVteKiIvi8ha97kk2bEZY0yypKLlGwCuV9WxOJOzXyEiY4GbgFdUdRTwirtujDEZKenJV1W3qOpSd3kX8DEwFDidtpnSZgJTkx2bMcYkS0r7fEWkCjgKeAeoVNUt7qatQGUX+0wXkcUisrimpiY5gRpjTJylLPmKSCHwFPCvqrozcpuqKl1cQaeqD6rqeFUdX1FRkYRIjTEm/lKSfEUkCyfxzlLVOW7xlyIyxN0+BNiWitiMMSYZUjHaQXDmB/5YVX8TsWkuMM1dngY8k+zYjDEmWWK+jVAcTQJ+AHwgIsvdspuBO4EnRORHwEbgeymIzRhjkiLpyVdV/0HX01GemMxYjDEmVewKN2OMSQFLvsYYkwKWfI0xJgUs+RpjTApY8jXGmBSw5GuMMSlgydcYY1LAkq8xxqSAJV9jkmT5tuXM+GAGy7ctT3UoJg2k4vJiY/Z6wVCQ5mBzu8eewB5agi3sCXZ4Duxh/Y71PLbqMYKhID6Pj9sn387xw44nPys/1T+KSRFLvmavpKoENIA/6Mcf8rNi2wqWbFvCwaUHM3LgyE6JsTnQHHuydJ+j7RM+VkADfY7dH/Jzw4IbACjIKqAir4JB+YOoyK9gUJ7z3G45r4JcX268XjqTJiz5poHl25az+MvFjK8cz5GDjkzouUIaIqhBgqEgIQ0R0ADBULC1rN2zBgmEAqyqW8UHNR8wunQ0VQOqCIQC+ENO0gsvRyvzh/z4g11v67QcQ93I5/4ShFxfLjneHLK92eR6c9s9F2YXUuot7VSe68uNWj98rHYPn/O8rn4d179xPf6gH6/Hy48O/RF5WXnUNNWwrWkbNbtrWL5tOTVNNbSEWjrFWpRd1JqMB+UPoiKvot3yoPxBlOeVk+3N7vfrYpIj45Pvwi8W8vYXb3NY2WGMLh3dmlTCSSgUCnVZ1pqowtsjyiOTWLt9I5+72RYIBQhpiJqmGhZsXkBIQ3jEwzGVxzAgZwCBUKDt3N0kx47L4WQamVgjlzX6HPUJ4xUvPo+PLE9W63PkcmuZ11nO9eVG396xzNtWtmTrEt7c/CaKIginjDyFUw44pdtkmePNwefx4cxwmnhDC4cy46QZPf6TVVV2tux0kvLubdQ01VCz203Qbtl7W9+jZndN1H9AJTkl7VrO5XnlnVrVZXllZHmyOu2bzEaAyfDku3zbci7/++UENZjSOLzixSOetmePt3W5OdBMSEOA0ypdXb+a8rzy1u0+j6/dco7ktO7vFW/bcpQyn8fn7Cc+vB5vTMsdj/naZ6/x/KfPoygePJwx6gymVk+NKZGGj5loRw86mne3vos/5CfLk8W5Y85Ny+Rx5KAje4xLRBiYM5CBOQOpLqnusl5IQ+xo3tGu5RyZoGuaalhbv5ba3bWd3v+CUJpb2pqUK/IqCGmIZ9c/SzAUJMebwx9P+mNavoaZJKOT7+IvF+Pckch5w51UdRLfHPHNTokwvB6trN02j6dTIg0nuE4J1k1eHul+QMnybcu59KVLWxPH76b8Lq3e9IPzB/PqZ6+2xje1empaxQdOUvvjSX/cp1ptHvFQmltKaW4pB5Ue1GW9YChIfXN9p8QcTtg1TTV8tP0javfUtu7jD/lZ/OXifeJ1TKWMTr7jK8eT7c1uTRwXHnxh2r2h0j1xpHt8YcHd+9O8vZDggLJUh9KlJRvrWbS+lokHlDFu/5KknNPr8VKeV055Xjl089Is/nIxP3n5J/iDzt/K+MrxSYlvX5bRyXdvSRyxfBxNpdbEVlSKPxhyH9q6HAgqLeHygOIPhfAH3DqRy1H2jW25m20BZVezny079rT2ZpcXZJPlcz5xuB98Wvu629bblomyzVnXTnUjyyIXut0HJRRSWoJt/e1DBuZSnJ9NXpaHvGwveVlect1HXpaXvOyI5SyPs5zdfnvbPp62fXxePJ7e92OPrxzPDYf/lpfWL+SkA76e1u/HTJHRyRf2shbRyFIOG1aMPxiiJeAkl2b3ucVNNC0R21oitrW4Ca4lEHSeo9bTbvaNfo6mlgANzYnvMxeBLK+HbK8Hn1c6LTvrgs/rIcsrFOb43HJhY20TX7Cn9ViDB+Zy8JABhL9LE/fGKa3rrblJIuq039ZpH+j05Vx3dcPr4X2Wf1ZPYOM7TPR8zKLQwTTljWNocR7NgSC7W4LsaPKz2x9kT0uQ3X7nsccf6tNrmePztCbitoTdfZKva2jh8fd2EQwdyltLGqgeWJ+01vm+KqOT75KN9Xz/D28TCCkCjCjNJzfLi6IdWkBuu0jbr6vSWlcjBglE3U64Ttt6p7pRzhMIKc2Bvv2RxSIrMnn5nISW7fO0ljvLHgpyfBS7ySzb5yXLK+T4PKzauovln+1AcZLKpOpyJo8q75AMPe3Ok+UVN3F2Lg+f0+cRstx4fB7B65E+jzxYsrGeC2Yswh8IkeXz8MvTD41/4giFwN8IzQ3Q0ggtu5zn5gZoCT8a3bLIbc56054vyM1eByghPNQMn86Qcd+FsmoorIz8j9BK1Xlv7I5IyLtbguxxE3Nrku64PRBZForYJ7Yk7w+EWLS+1pJvgmV08l20vpZgqO1jYJbPQ1V5PhLZ4hG35SJtrRtpLW9bR9q3cCRiX6eF41TquI0Ox6LDfis27WDJxvrW5DZ5VDnHhZObmxhzfJ52CTScGKMn1XAC9ZDl8fTpI2ikjont2m+NTrs/ynH7l/D0aVnUr3yVkrFTGDOiGPx72ifFjkmyU9JsiEisDZ3X/U2xB+TLhewC91EE2QXke4KoOI0AIcSQDx6ADx5w6mcXQdmBUD7KScbuQ8oOJDeniNwsL4l8xVWVRetrufjh9wgEnd/zxAPS95NiphCNbNLtZcaPH6+LFy/ucnvHxDHrxxPTLnHsDTGueu/vbYntmG/2/gCqEGwB/24I7HEe/j0Q2A2B5rZyv7se2O1u39NFeYf9mmqh7lPaPm94gBg/TYinNUGSU+gmzEL3ES6Lth5Rr91+BeDtPIaWTe/CzNOc18GbDWc+6NSt/QRq10LtOuexY1PEzwEUDWmXkFsTdPGI6Ofph958ISgiS1TVvpXrh4xOvpCab5h7KyUxBgNOa86/O+J5d+eybSth0e8hFACPFw4+HfKKY0iWkUl2D+0SSm/5ctseWbngywNfDmTlOWU7N8P2NW5lgf0nQfWU7pNoOGn6cqN+5E+ITe/Chjeh6jgYPiF6Hf9u5x9JOCFvX9eWmHfXtdXz+KBkpJuQI5Jz2SgoHJTwn8mSb/+lVfIVkZOBewAvMENV7+yufizJd68Q+Uc5dHxbAuuUHLtJkt1ui7Ic8vctVm825AxwE1+OkwizOibH8HJXdXpZ3lMi6diqnDa36+S2N2uqcxNyREu5dp3Teg42t9XLGeB0Y4STcetytfMPJw4s+fZf2iRfEfECa4BvAZ8D7wHnqerKrvaJKfmunAufvAKDDnFaCKEgBP1OSy4UcNZbl/0d1t1HsMN6j/v04hwtjdDwZX9fPcjKd5JX63NXy93Vi7KtZjU8Oc35edI5scXSqsxUoRDs/NxNyr3oxojsYy7eH75YGvNraMm3/9LpC7cJwDpVXQ8gIo8DpwNdJt8ebXoXZl/iJLn+Eg94spyPex6f8xE8vOz1RZR32ObJctZ9Oe23e91j1ayOSL4CI4+DA6d0kSQLoidOX07iPmaWjoRpz6Z/Yhs+IX1jSzSPx+kDLh4B1Se239ZVN8bKZ9p3Y4gXNASo88kjXf/JZpB0Sr5DgU0R658DX+vXETe86b6hcJLn0dPgqAsjkmNWlGQZJZmK13mDJ0LHj8xTfp5+b/p9ObHt7bLyoHKs8+go3I1Ruw6WzYKN/3DKgy3O3479zhMqnZJvTERkOjAdYMSIEd1XrjoOvDltie3I82FYmn1SGj7BaWWke8vSZJ78Ush3/7GWVbdvBFQdl+roMl469fkeC9yiqv/srv8MQFXv6GqfmPp89+W+QGN6oxd/K9bn23/p1PJ9DxglIiOBzcC5wPn9Pqp9ZDYmNva3klRpk3xVNSAiVwIv4gw1e0hVP0pxWMYYkxBpk3wBVHU+MD/VcRhjTKLZreONMSYF0uYLt74QkRpgYwxVy4HtCQ6nv9I9xnSPDyzGeIg1vv1VtSLRwWSyvTr5xkpEFqf7N7PpHmO6xwcWYzyke3yZxLodjDEmBSz5GmNMCuwryffBVAcQg3SPMd3jA4sxHtI9voyxT/T5GmNMutlXWr7GGJNWMjr5ishDIrJNRD5Mg1iGi8hrIrJSRD4SkWui1MkVkXdFZIVb55cpitUrIstEZF4X24Mistx9zE1BfMUiMltEVonIx+68IJHbD4qIb7mI7BSRf01ifNe6v78PReQvIpIbpc7/uNs/FJHvJyu23hCRMSLytog0i8i/Rdne7fvEdC+trnBLgEeA+4BHUxwHQAC4XlWXikgRsEREXu4wWXwzMEVVG0QkC/iHiDyvqouSHOs1wMfAgC6271bVI5MXTif3AC+o6tkikg3kR25U1dXAkdA6Sf9m4G/JCExEhgJXA2NVdbeIPIEzT8kjEXW+AxztxpgDvO7+nnfGOZYSVa3vxyHqcH6WqV1s7+l9YrqR0S1fVV2A8wZKOVXdoqpL3eVdOG/aoR3qqKo2uKtZ7iOpnfIiMgz4DjAjmeeNlYgMBI4H/gSgqi2quqObXU4EPlHVWC7GiRcfkCciPpx/DF902D4WWKCqAVVtBN4HTk5AHItFZJaITBHp/Wz7qrpNVd8DOt1zKt3fJ3uDjE6+6UpEqoCjgHeibPOKyHJgG/Cyqnaqk2B3Az+l+9v/5orIYhFZJCJTkxJVm5FADfCw+5F3hogUdFP/XOAvyQkNVHUzcBfwGbAF+EpVX+pQbQVwsojki0g58E/A8ASEMxrnZ78SWCkiN4vIfuGNIvLbDt0z4cdNMRz7bnp+n5huWPJNMhEpBJ4C/jXax0xVDbof6YcBE0Tk0CTGdiqwTVWX9FB1f/cqqPOBu0XkwMRH18qH85H996p6FNAIRE0WbpfEacCTyQpOREpwbn81EtgPKBCRCyPruMl4PrAQJzm+DQTjHYv7XpqnqmfifFo4APhMRCa4269V1SOjPLq9cW0v3iemG5Z8k8jtx30KmKWqc9wv4cKtjZ9E1nU/Sr9GYj6OdmUScJqIbAAeB6aIyPMRMZ7mxrbZfV4PvI7Tik+Wz4HPIz4RzAa+3sXr+G1gqar29w6lvfFN4FNVrVFVPzAHuCDKa3ibm+i+BQjOzWPjTkQGishlwFxgFPBDnG6O/rR8o71PHktE/BlNVTP6AVQBH6ZBHILzxd/d3dSpAIrd5TzgTeDUFMV7AjAvSnkJkOMulwNrcb5cSmZsbwIHucu3AP/bRb3HgUuSHNvXgI9w+noFmAlc1aGOFyhzlw8HPgR8CYjlMeAT4E5gVD+Ocwvwb715n9ij50dGj3YQkb/gvDnKReRz4D9V9U8pCmcS8APgA7dPF+BmdeYwDhsCzHS/ofcAT6hqug3jORj4g4iEcGK8U9uP2EiGq4BZbrfCeuCSjhXcfuBvAZclMzBVfUdEZgNLcUa4LKPzVWNZwJvud2A7gQtVNQ632O7kCeDivh5bRAYDi3FGM4Tc4XpjNc6jMvZVdoWbMcakgPX5GmNMCljyNcaYFLDka4wxKWDJ1xhjUsCSrzHGpIAl372EiGjkQHYR8YlITV9nlBKRDe6lrR3LT4vx8lJjTD9k9DjfDNMIHCoieaq6G2cM6+Z4n0RV5+JcDbXXExFf5BjXjuvGpJK1fPcu83FmkgI4j4gJY0Rkgjv36jIRWSgiB7nlXhG5y5039n0RuSrieFeJyFIR+UBExrj1LxaR+9zlR0TkXvd460Xk7Ijz3SAi77nHjDrvsIic7B5/hYi84paVisjT7n6LRORwt/wWceZfft0919URx7nIrb9CRP4cEVtkPA3u8wki8qY48wyvjLLuFZH/jYj9soj9Xpe2eYJniXsVhIgc474GK8SZb7lIRBaIyJER5/+HiBzRq9+m2bel+hI7e8T2ABpwLkWdDeQCy4m4tBPnKiSfu/xN4Cl3+V/cfcLbSt3nDbiXvQKXAzPc5YuB+9zlR3AmpfHgTIO4zi0/CeeqLXG3zQOO7xBvBbAJGNnhvL/DudIQYAqw3F2+BWeimRycy5Zrca4EOwRn3oPyDsd5BDg78vVxn0/A+ZQwsov16cB/uMs5OFdwjXTrfYUzoZEHZ7KbyUD4KrpjIl9nYBrupeI4s4ctTvV7xB5718O6HfYiqvq+ONNRnofTCo40EOfS5FE4cwBnueXfBB5Q9+O2qkbObzzHfV4CnNnFaZ9W1RBOq7HSLTvJfSxz1wtxJm1ZELHfRJw5az/tcN7JwFlu2asiUiYi4cm4n1PVZqBZRLYBlTgJ+klV3R4l/q68Gz5vlPWTgMMjWs0D3dhb3HqfA7iXgFfhJOQt6sxri7qX1orIk8DPReQGnMlqHokhLmNaWfLd+8zFmS/2BKAsovy/gNdU9Qw3Qb8ew7Ga3ecgXb8XmiOWJeL5DlX9Q2whxyzyXN3FBM68CR4AEfHgtFDDGjvUjVwXnBb/i5EVROSE3pxfVZtE5GWc6SO/B4zrJlZjOrE+373PQ8AvVfWDDuUDafsC7uKI8peBy8S5qwIiUhqHGF4EfijO3MSIyFARGdShziLgeBEZ2eG8bwIXuGUnANu1+4laXgXOEZGyDsfZQFvCO422ln4ssf+LONN7IiKjpfvJ2FcDQ0TkGLd+Ufi1xLmLw73Ae9q/2/WYfZC1fPcy7sfie6Ns+hVOt8N/AM9FlM/A6ZN8X0T8wB9x7mvXnxheEpGDgbfd76QagAtx7r4RrlMjItOBOW7LdBvOCI1bgIdE5H2gCafvtLtzfSQitwFviEgQp6vjYvfneEZEVgAv0Lm125UZON0JS90v1Gro+h5lqGqLODe4/J2I5AG7cbpyGlR1iYjsBB6O8dzGtLJZzYzpI3FuyfM6MMbtFzcmZtbtYEwfiMhFOPfg+3dLvKYvrOVrjDEpYC1fY4xJAUu+xhiTApZ8jTEmBSz5GmNMCljyNcaYFLDka4wxKfD/ASkUFSmU1w16AAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -290,7 +291,7 @@
     },
     {
      "data": {
-      "image/png": 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1a0WtVatWRezevTts2LBhXQAKCwulVatWBXU2wRpjVorIHOAXwAkk4/nI/wXwgYj801r2ZqBiqM9ykpPJWbkK7DYyFy0mb8MGHM2akfDwwzS8cjS28PBgh6jqiw7nZnP9R1vY8W0MHc7N9HdyBZg1a1bj+++/f//UqVOLi/+2bNmy55YtW/x3X59TENCzCIwxjwGPlVi8A+gfyOPWdzlJScUl+gDsTZvS7MkpNBw5EvHjfaSU8lmHc7MDkViLfPbZZ40///zzrd7LLr744vSZM2c2HjRo0AnHnTNnTtyiRYsaFs0vX778t9LqxvqDliusQ5xpaRz9+GPSpr9ZfLM+RGhy993E/3VCcINTtZKWK/SNliusw3J//ZX02bPJ+PIrTGEh4T17kL/59+JarJEDBwQ7RKXqJU2wtZQ7P5+Mr74iffZ75K1fjy0ykoZXX02j664lrGPHel1kWqmaQhNsLVN44ADpH3zI0Y8/xnXkCKEdOpDwyMPEjhyJPTq6eDutmKRU8GmCrQWMMeSsXEX67NlkLlsGQPR559H4+uuIHDQoaDezU0qVTxNsDebOzubY55+TPns2+Vu3YY+NJe6Wm2n4l2sIbVXqFcZKqRpEE2wNlL9zJ+nvv8+xuZ/izsoivFs3mj/9NA0uuVjPX1WqFglYsRdVOcblIvObb9gz/lZ2XHwJ6e9/QPS559L2/fdo98kcGo66QpOrUpbSyhWWLEtos9n6rVy5MqJon86dO3cvKmvYsmXLngcOHHAATJo0qVmnTp26d+nSpVvXrl27ff3111EA/fv3P+37778vrrPw+++/h3bu3LlSt/DQHmyQuY4e5ejcT0l//30K//gDR9OmxN/9NxpddRWOJk2CHZ5SNVJptQi2bt0a5j2fkJBQMGXKlOZffPHFjrLaWbp0adSiRYsarl+/flNERIQ5cOCAIz8/329famiCDZK8zZtJnz2bY58vwOTlEZHYj6b33UvMhRciISHBDk8pv/p5/89RPx/4OWZg84GZA1sMDNgVXd4uuOCCYytXroxZt25dWK9evfJL22bfvn0hjRs3dkZERBiA5s2b+7X6libYamQKC8lcsoQjs98jd80aJDyc2Msuo9H11xHetWuww1Oq0h756ZHW29K3lVuuMLsw27YrY1ekwfDWhrdo16BdTlRIVJnlCjs16pTz5NlPVrpcYcltbDYb99xzT8oTTzzRfO7cubtKa+fyyy/PmDp1aot27dr1GDx4cMa111575NJLL80qWj9mzJgO4eHhbvAUkLHZKjeqqgm2GjhTU0n/6COOfvAhztRUQlq3pumkSTQcdQX22Nhgh6dUQGUXZjuMVa7QYMguzHZEhUT5vVxhaW6//fa0559/vvnmzZtLLcIRGxvr3rBhw6aFCxfGLFu2LGbs2LEdH3300b133313GsCsWbN2nHPOOTngGYMdPnx458rEqQk2QIwx5Cav9VzCungxFBYSNWQIzZ6cQvSQIYjdXnEjStVwFfU0wTM8cOeyO7s43U6bw+ZwPzX4qR3VNUwQEhLCXXfdlTJlypQyb8/hcDgYPnx45vDhwzPPOOOM3HfeeSeuKMFWlSZYP8teuZL02e+Rv2ULBbt2YYuOpvF119Lo2msJbdcu2OEpVe0GthiY/eoFr26p7jHYInfddVdaly5dmmVnZ5/Uq1m3bl2YzWajZ8+e+QDJyckRrVq18ttdrjXB+lHWDz/wx223gzEgQuNbbqHJHX/Votaq3hvYYmB2dSfWIuHh4ea222479Mgjj7QuuS4jI8N+9913t8nIyLDb7XbTrl27/JkzZ+7217HLLVcoIvf50Ea2MeZ//gqoNLWhXKExhh0jRlKw1SpJabd7ygTefltwA1OqCrRcoW/KKldY0VdiE4FoIKacx/1+jbSWyliwwJNcHQ6w2z1lAvufGeywlFJBVNEQwTvGmCnlbSAi9f7zb+H+/aRMeZKIPn1oev995Kz5RcsEKqXKT7DGmAcqasCXbeoy43az/8GHMC4XLZ6ZRmibNkQmJla8o1KqzqvUWbMiMlBEForItyJyRaCCqk2OzJpFzsqVJDw4mdA2bYIdjlKqBim3BysizYwxKV6L7gOuAARYCXwawNhqvLwtW0h94UWizzuPhldeGexwlFI1TEVjsK+JyC/As8aYPOAocCXgBjICHFuN5i4oYP8Dk7BFR9P8ySla9FopdZJyhwiMMZcDycACERkD/B8QBsQBlwc4tkpZvn85L655kbWH1lbL8Q6/8h/yN2+m+ZNTcMTHV8sxlVIekZGRxd8gf/jhh7Ht2rXrsWXLltD77ruvxaOPPpoAMHr06HYzZsxo5L3fqZQcrIoKx2CNMZ8DfwZi8QwJbDHGvGyMSa1oXxFpKCJzRGSziPwmIoNEpLGILBGRrdZzo4raqUjyoWQmLJnAWxveYvzi8QFPsjlr1pA2fTqxV44m5oILAnospVTZ5s2bFzNx4sTWX3zxxdYuXbr47Qosfyk3wYrICBH5BlgIbAD+AowUkQ9EpKMP7b8ELDTGdAV6Ab8Bk4FlxpjOwDJrvkrWHFxTPF3gKiDpYOAuSnBlZbH/gUmEtGxJwuQHA3YcpeqS7OUrog7964Vm2ctX+O20zq+++ir6zjvvbDdv3rxt3bt3L7UcYbBVNAb7T6A/EAEsMsb0B+4Xkc7AU8A1Ze0oIrHAOcBNAMaYAqBAREYC51qbzQS+BSad8isAEhMSCbOHkefKw2BoGNawKs2V6+DUqRQeOEDbd9/BHl3vTwFW9dz+h/7ROn/r1nLLFbqzs20FO3dGYgxp06cT2r59ji2q7HKFYZ0757R4+qlyi8gUFBTINddc02nx4sW/9+nTJ+9U4w+0ioYIjgGjgNHAoaKFxpitxpgyk6ulPZAKzBCRZBGZbl2UkGCMOWBtkwIknFrox/Vu2ps3hr7BhDMmEB8ez5vr3yS70P+XPWcuXcqxT+YSN348kX37+r19peoid3a2g6JL8o3xzFdRSEiI6du3b9Zrr71Wo78AqeiFXgFcCxQC151C232BvxljVorIS5QYDjDGGBEptRiCiNwG3AbQxofzS3s37U3vpr0Z1GIQ4xaNY+rKqfxz8D8rGXLZnIcPc+CRRwnrdjpN7rrTb+0qVZtV1NMEz/DAHxMmdDFOp00cDneLqVN3RJ01qEo9IBFh/vz5O4YMGdJl8uTJzaZNm5ZS8V7Vr6KzCA4bY14xxrxmjKnsaVl7gb3GmJXW/Bw8CfegiDQHsJ4PlbazMeZ1Y0yiMSaxSSXuTdU3oS/je45n3vZ5LNq1qJIhl84Yw4GHH8GdnU3LZ59FQkut3auUKkXUWYOyW7/22pa4W27Z1/q117ZUNbkWiYmJcS9atGjrnDlz4l588cUa2ZOt6EuuXypqoKxtrAsU/hCR06xFFwCbgPnAWGvZWGCez9H6aEKvCfSM78kTK54gJbvqf9iOfvwxWd9+S9O/309Yp05+iFCp+iXqrEHZTe+/L8VfybVIQkKCa+HChVuef/755rNnzz7p9iD33ntv24SEhDMSEhLO6N27d1eAnTt3hhUtS0hIOOOtt96q8plMZamoXGEusLW8/YFYY0ypn+FFpDcwHQgFdgDj8CT1j4A2wG7gamPMkfKCPJVyhXsy9nDl51fSI74Hb1z0Bnbbqd1BoGD3bnZcMYqIXmfQ5s03kUrek0ep2kzLFfqmrHKFFY3B+nInPldZK4wxa4HSKp8E/OTRNg3a8GD/B3l0+aPM3DSTm3vcXOk2jNPJ/kmTEYeDFlOnanJVSlVKRdW0/FbZOxgu73Q5P+z7gVeSX2Fg84F0i+tWqf3Tpk8nd+1aWjz/PCHNyrylj1JKlapOd8lEhMcGPUbj8MZM+n4Suc5cn/fN3biR1P+8SoNLLiF2+KUBjFIpVVfV6QQLEBsWy9ODn2Z3xm6eX/28T/u48/LY/8AkHHFxNHv0kQBHqFSt43a73VrdyGK9F6VeOOFzghWRtiJyoTUdISIxfoov4AY0H8BN3W/ioy0f8c2ebyrc/tALL1CwfTvNn34Ke8OGgQ9QqdplQ2pqaqwmWU9yTU1NjcVTSuAkPl1RISK34jnpvzHQEWgFvEY1fFnlL3f1uYsVB1bw2PLH6NmkJ/ERpZ82l718Oemz3qHRjTcSffbZ1RylUjWf0+kcn5KSMj0lJaUH9eBTcAXcwAan0zm+tJXlnqZVvJHIWjw1CVYaY/pYy9YbY3r6MdAy+euusjuO7uDqBVeTmJDIfy/8LzY58XfDdewYO0aMxBYVRfu5n2ALD6/yMZWqzUo7TUv5zte/PvlWsRYARMQBVJyZa5gODTswMXEiP+3/ifc3v3/S+pQpT+JMS6PFs89qclVKVZmvCfY7EXkIiBCRi4CPgc8DF1bgXH3a1fyp1Z94IekFtqRvKV5+bMEXZHzxBU3uupOIHtVWj1cpVYf5mmAn46mMtR64HfjSGPOPgEUVQCLCE2c9QXRoNJO+n0S+K5/ClBRSpkwhondv4saXOpSilFKV5muC/Zsx5g1jzFXGmCuNMW+IyD0BjSyA4iLi+OfZ/2Tb0W38e/WL7H/wQYzTSYtnpiGOKldSU0opwPcEO7aUZTf5MY5qN6TVEK7reh1p775DzoqfSZg8idC2bYMdllKqDqnott3X4qkD215E5nutigHKLdBSG9zZcAS7vn2H9V3CaHpZrTnjTClVS1T0eXg5cACIB/7ltTwT+DVQQVUHU1BA2oOPEhIdw38vLuCHFY/z8nkv6+23lVJ+40uxl93AoOoJp/qk/ve/5G3aRKv/vMLNzffzXNJzzNk6h6u6XBXs0JRSdYRPY7AiMlBEVotIlogUiIhLRCp7h4MaI+eXZNJef4PY0aOIufBCbuh2A4OaD+LZVc+y49iOYIenlKojfP2S6z947s21Fc8dZscDrwYqqEByZ2ezf9IkQlq0IOHBhwCwiY1/Dv4n4Y5wJn8/mUJXYZCjVErVBT5fR2yM2QbYjTEuY8wMYFjgwgqcg9OeoXDvXlo8M+2E2243jWzK42c9zm9HfuM/a/8TxAiVUnWFrwk2R0RCgbUi8qyI3FuJfWuMzK+/4ejHH3tuu92v30nrL2hzAaM7j2bGhhmsTlkdhAiVUnWJr0nyRmvbu4BsoDUwOlBBBYIzLY0DjzxCWNeuNPnbXWVu98CZD9C2QVse/OFBjuUfq8YIlVJ1TYUJVkTswNPGmDxjTIYx5gljzH3WkEGtYIzhwKOP4c7MpMWzz5R72+3IkEimDZlGWm4aU1ZMwZdqY0opVZoKE6wxxgW0tYYIaqVjc+eStWwZTe67l/AuXSrcvnt8d+7scyeLdy9m/vb5FW6vlFKl8fXC+x3AT9bVXMX3NTfGvBCQqPyo4I8/OPjU00QOGEDjMWN83m9c93H8uO9Hnl75NH2b9qV1g9YBjFIpVRf5Oga7HVhgbR/j9ajRjMvF/kmTwW6nxdSnK3XbbbvNztTBU7GLnck/TsbpdgYwUqVUXeRTD9YY88SpHsAaw00C9hljhotIe+ADIA5YA9zoXczbn9LefIvcX36hxXPPEtKiRaX3bx7dnEcHPcrE7yfy+q+vc0fvOwIQpVKqrqqOU63uAX7zmn8GeNEY0wlIB24JxEHzNm0i9ZVXiLl4GA2GDz/ldoa1H8ZlHS7jf7/+j7WH1vovQKVUnRfQBCsirYBLgenWvADnA3OsTWYCl/v7uO78fPY98ACOhg1p/thjVS7g8tCAh2ge1ZzJP0wmqyDLT1Eqpeo6X2sRnHR71dKWleLfwAMcv2d4HHDUGFM0oLkXaOlLDJWR+sKLFGzbTvOnn/bLbbejQ6OZNmQaB7IPMHXV1KoHqJSqF3ztwb7i47JiIjIcOGSMWVPpqDz73yYiSSKSlJqa6vN+2StWcGTmTBpdfz3RQwafyqFL1btpb24/43bmb5/PVzu/8lu7Sqm6q6KC24OAs4AmInKf16oGgL2Cts8GRojIJUC4tc9LQEMRcVi92FbAvtJ2Nsa8DrwOntt2+/BacGVksP/Bhwht356mf7/fl10q5bYzbuOn/T/x5Ion6d2kN82jm/v9GEqpuqOiHmwoEI0nEXufnpUBXFnejsaYB40xrYwx7YBrgK+NMdcD33jtOxaYd8rRe8lJTmb3mLE4U1M9t92OiPBHsydw2BxMGzwNl3Hx4I8P4nK7/H4MpVTdUVHB7e/w3LL7bav4tj9MAj4QkX8CycCbVW0wJzmZPWPGYgoLweHAOANXbrB1g9Y8NOAhHv7pYWZsnMH4nnoXWqVU6Xy9kitMRF4H2nnvY4w535edjTHfAt9a0zuA/pUJsiI5K1d5kqvnAOSsWk1knz7+PMQJRnQcwQ/7fuDV5FcZ1HwQ3eO7B+xYSqnay9cvuT7G09t8GJjo9agRIgf0R8LCwGZDQkKI7H9mQI8nIjwy8BHiIuKY9MMkcgpzAno8pVTtJL5UixKRNcaYkwuoVpPExESTlJRU7jY5ycmenmv/MwPae/W26sAqxi8ez6jOo3j8rMer5ZhKVSfr/35isOOorXwdIvhcRO4APgXyixYaY2rMrbsj+/SptsRapH/z/ozrMY63NrzFkFZDuKCN3vpbKXWcrz3YnaUsNsaYDv4P6WS+9GCDpdBVyPVfXs+B7AN8MuITmkY2DXZISvmN9mCrxqcxWGNM+1Ie1ZJca7oQewjTzplGnjOPh398GLdxV7yTUqpe8PVS2UgRedg6kwAR6WxdqaWADrEdmHjmRFYcWMEzq55h+vrpWhhGKeXzGOwMPKUFz7Lm9+E5s2BBIIKqja7qchULdizgvc3vIQhh9jDeGPoGvZv2DnZoSqkg8fU0rY7GmGeBQgBjTA5QtRJVdYyIkJjgGaoyGPJceXz4+4c6ZKBUPeZrgi0QkQjAAIhIR7zOJlAe57Q6hzB7GGL97VmwYwGXz7ucT7Z8Qr5L3y6l6htfzyIYCvwD6AYsxlPI5SbrCq2Aq8lnEZS09tBakg4m0btpbw5mH+TtjW+z+chm4sLjuP7067n6tKuJDYsNdphK+UTPIqganxIsgIjEAQPxDA38bIw5HMjAvNWmBFuSMYafD/zM2xvfZvn+5UQ4IhjdeTQ3druRFtGVv42NUtVJE2zV+NqD/Rx4D5hvjMmuaHt/q80J1tvvR37n7Y1vs3DnQgyGoe2GMq77OE6POz3YoSlVKk2wVeNrgv0T8Bc8t39ZjeemhQuMMXmBDc+jriTYIinZKbyz6R3mbJlDjjOHAc0HMK77OM5qcVaVb2+jlD9pgq0an4cIoPgOsecDtwLDjDENAhWYt7qWYItkFGTw8e8fM/u32aTmptKlURdu6n4Tw9oPI8QWEuzwlNIEW0WVGYONAC7D05Pti6cH+7cAxlasribYIoWuQr7Y+QUzN85k29FtJEQmcGO3GxndeTTRodHBDk/VY5pgq8bXIYKP8NRwXQh8CHxnTPWd4FnXE2wRt3Hz474fmbFhBkkHk4gOieaq067ihtNv0BoHKig0wVaNrwn2z8BSY0xQ7pFSXxKstw2HNzBjwwyW7lmKTWxc2v5Sbup+E50adQp2aKoe0QRbNeVeaCAiDwAYYxYBo0qsezqAcdV7PeJ78K9z/8WCKxZwVZerWLRrEVfMv4I7lt7B6pTVVGbsXCkVHOX2YEXkF2NM35LTpc0HUn3swZZ0NO8oH/z+Ae9vfp8jeUfoHtedm3rcxIVtLsRh87WkhFKVoz3YqqnoUlkpY7q0eRVADcMbMqHXBBaNXsQjAx8hqzCLid9NZPinw3nvt/f0tjVK1UAVJVhTxnRp86oahDvCufq0q5k3ch7/PvffxEfEM3XVVIZ+MpRXkl8hLTct2CEqpSwVDRG4gGw8vdUIoKibJEC4MaZaTtbUIYLyJR9KZsaGGXz7x7eE2EIY0WkEA5oNYG/WXhITErVkojplOkRQNZW60CBYNMH6ZuexnczcOJN52+bhNE4AQm2hvPnnNzXJqlOiCbZqfC1XqGqB9rHtefysx7mpx03FJRML3AX8/bu/s3DnQpxuZ5AjVKp+CViCFZHWIvKNiGwSkY0ico+1vLGILBGRrdZzo0DFUF/9qdWfCLOHYRd78RkGE7+fyKVzL+WdTe+QXVjt9XqUqpcCNkQgIs2B5saYX0QkBs8tZy4HbgKOGGOmichkoJExZlJ5bekQQeUV1aVNTEikZ3xPvt37LbM2zuKXQ78QExLDlV2u5LrTr6NZVLNgh6pqMB0iqJpqG4MVkXnAf6zHucaYA1YS/tYYc1p5+2qC9Z/1qeuZuWkmS3YvwYaNP7f/M2O7jdWSiapUmmCrploSrIi0A74HegB7jDENreUCpBfNl9jnNuA2gDZt2vTbvXt3wOOsT/Zl7ePdTe8yd+tccpw59G/Wn7HdxzK45WBsokPzykMTbNUEPMGKSDTwHfCUMWauiBz1Tqgikm6MKXccVnuwgZNRkMEnWz7h3d/e5VDOIdrHtmdMtzFc1vEywuxhwQ5PBZkm2KoJaIIVkRA8t/ZeZIx5wVr2OzpEUOMUugtZtGsRszbO4rcjv9E4vDHXnHYNf+n6FxqHNw52eCpINMFWTSC/5BJgJp4vtP7Pa/lzQJrXl1yNjTEPlNeWJtjqY4xhdcpqZm6ayfd7vyfMHsZlHS9jTLcxtI9tH+zwVDXTBFs1gUywg4EfgPVAUe3Yh4CVwEdAG2A3cLUx5kh5bWmCDY4dR3cwa9MsPt/+OQXuAv7U6k+M7T6WxIREvbVNPaEJtmr0Si5VobTcND78/UM+2PwB6fnpnN74dMZ2H8vQdkP11jZ1nCbYqtEEq3yW58zj8x2fM2vjLHZl7KJZVDOu73o9o7uMJiY0JtjhqQDQBFs1mmBVpbmNm+/3fs/MjTNJOphEVEgUozqP4obTb6BFdItgh6f8SBNs1WiCVVWyMW0jMzfOZPGuxQBc1PYixnYfS4/4HkGOTPmDJtiq0QSr/OJA1gFm/zabOVvnkF2YTb+EfpzT8hxcxsWZzc7Ual61lCbYqtEEq/wqqyCLT7Z+wowNM0jL8xT/FoRucd1oEtmECEcEkY5IIhwRhDvCiXBEFD+85yMdkaWuP5Uv1bzrMmiirxxNsFWjN3NSfhUdGs3Y7mPJc+bx6tpXMda/tLw0Ct2F5DpzyXXmkufMI9eZi6uSNyp22BwnJN0TErA9nIiQE+eP5R9j7ra5uNwuQu2hTB86XZOsqjaaYFVADGg+gOnrp1PoLiTEFsJz5zx3UmIzxpyQdEsm39Ie3uu8p7MKskh1pZJbaK1zeda5jbv4ePmufKatmsak/pPo3aS3nsurAk6HCFTABPujuTGGpINJ/HXpXyl0FYJ4esAFrgLaxLRhRMcRjOg4gubRzas9ttpChwiqRhOsqvO8E32XRl1YsnsJ87fPZ1XKKgShf7P+jOw0kgvaXEBkSGSww61RNMFWjSZYVW/ty9rH59s/Z962eezN2kukI5Kh7YYysuNI+iX0q7NDCMv3L2flgZWc1/q8Cj9ZaIKtGk2wqt4zxvDLoV+Yv30+i3YtIrswm1bRrRjRcQSXdbyMVjGtgh1ilRzLP8aag2tYnbKaH/b+wO5MT23lcHs4bwx9o9wkqwm2ajTBKuUlpzCHZXuWMX/7fFYeWInBkJiQyMhOIxnadmitGEJIz0svTqhJB5PYmr4VgyHMHkZ8RDz7s/ZjMNjFzl197mJ8z/FltqUJtmo0wSpVhpTsFM8QwvZ57M7YTYQjgovaXsTIjiNJbJZYY+78cDj3cHFCXXNwDduObgM8PdReTXtxZsKZJDbz3JttU9ombl18a/HZHdqDDSxNsEpVwBjDutR1zNs+j4U7F5JVmEWLqBZc1vEyRnYcSesGras1ntScVJIOJhX3UHce2wlAhCOCvk37ktgskcSERLrHdSfEfvKFGZU5u0MTbNVoglWqEvKceXy952vmb5/PigMrcBs3fZv2LR5CiA6N9vsxU7JTinunSQeT2J3hGUONCok6IaGeHne638tHaoKtGk2wSp2ig9kHWbBjAfO2z2PnsZ2E28O5oO0FjOw4kv7N+mO32U+p3f1Z+4t7p0kpSezN2gtATEgMfRP6cmazM0lMSOS0xqfhsAX2WiFNsFWjCVapKjLGsP7weuZvn8+XO78ksyCThMiE4gsZ2sW2K3ffvVl7SUpJKk6o+7P3A9AgtAH9EvoVJ9QujbqcctI+VZpgq0YTrFJ+lO/K59s/vmXetnn8tP8n3MZNrya9GNlpJC2jW7Lx8EZax7QmuzCb1QdXk5SSxMGcgwA0CmtEYrNE+iX0IzEhkc6NOgf9izRNsFWjCVapAEnNSeWLHV8wb/u84m/2vTUOb1zcO01MSKRjw47VcnHDmt3p/LwjjYEd4ujXtlG522qCrRpNsEoFmDGGp1c+zQe/fwB4yjfe0O0GJiZOBMDlNjith8tlKHS7cboMzuLnEtMut/Xsyzbu4radLjd7juQw95d9uNyGsBAbs8cPLDfJaoKtGq2mpVQA5BW62JGazdZDmWw/lMXK3W0xjhAQJ8Y4eHNhDK9/+hVOd/A6OIVONz/vSKuwF6tOnSZYpaogM6+QbYeyTnykZrHnSA5FHw5tArERTckx43FE7sCV04G+Cb04s11jHDbBYbdhtwkhdsFhs+EoerYJDrtY647PH19X2n5e06Us/3XvUW54cyWFTjchDhsDO8QF9w2s4zTBKuWDI9kFbD2YybbULLYezGK79ZySkVe8TajdRocmUfRoGcsVfVrSqWk0nZvG0C4+kg37Mrh+uovCI20JcdiYfPHpQek5JrZrzGcjQkjf9DWNup1PV+29BlRQEqyIDANeAuzAdGPMtGDEUaf9sQp2/QDthkDr/sGOplYwxnAwI5+thzLZdiiLrV690iPZBcXbRYba6dQ0mrM6xtEpIZpOTaLpnBBD60YROOylf+vfr20jZo8f6POXS358UVCQDfmZnseeFXRd+HdwO+GPt6DZfP39CKBqT7AiYgdeBS4C9gKrRWS+MWZTVdrdvHrp8b/KZ17oj1D9H4cxnl9sZx44848/F+Z6zZdYd8JzReut5+w0TPpOwACCtOgNMS0gJMLzCI2ypiOthzUdWmK+aLpoe0cE2Hw/baim/kzcbsPe9Fy2pWay9WBWcTLdfiiLzHxn8X6xESF0bhrN0G4JdGoa7emRJsTQvEE4Nlvlv+3vZ9tKP8cPYBsCVJDUjPH8LIsSY96x49P5GdayjOPTJywr2s7ax+uuDidwFXj+CGuCDZhqP4tARAYBjxtj/mzNPwhgjJla1j4VnUWwefVSOi24Cjtu3AipUV2wRcYeP2a5r9GUsV3Jfcra7jh3fgZx2TsRDAYhOzQOh92GzZWP3V2A3ZWPUMYvu49cthBctjDctlBctjBc9jBcRdO2UFz2MEKy9hOXuwubgNtAZlgCrrCGOFx5OFy52F25OFx52E1hpY/vtIXjtIfjtEfgtIfjsofjtEVYy44vd2YfpcuRb7DjxoWdDfEXY2vQDDFubMaJGDdiXAju49PGja14mctaXjTt8lrnvf749jbv7XFjczuhMJfowsMInp9gqsSTacJwGhsubDixI3YHYSEhhIaGEh4aSnh4KJFhYYSGhiA2B9gcIHbPs80BNrv18J6vYJtjf8DPr3n+wNrs0GM0hMV4JcSMk5Ok24efjyPc005YDIQ18DyHx568rGh5xgH4+klPHPZQGFt+D1bPIqiaYAwRtAT+8JrfCwwouZGI3AbcBtCmTZtyG0zf9DU23IiAzRgKs9LYn1V2D8Nw4jpjxGtdOduVu05oLdnEi0HE83FzT34U693tySOUfEI8D+M1TQj5JoR8QsnD8+yZDyl1+wJCcFNxD7KvbGF26NOEGCeFOBiX+Vd+yehy0nYOnIRTQAT5RIjnOZJ8wr2mIySfcApOnvbaJ4I8IiTDms6ngeTTgGwcRT8TXPRJW4DzsCepuTnx+aRpIyWW2cvYzoaVSnERUuo+HWUf3eSw9TOBTFs0BbEdaBAqRIcKUSEQIm5PwnEXPedCXibkusDtspY5rWmveVPKel9u4uh2wvqPIaKRVyKMhQatrETYoESCbFD6srAYcIRWfLyS2gzQ4aNqUmO/5DLGvA68Dp4ebHnbNup2Pvk73ihOKHvOe5lWZ5xbHWGeYO+v39Ls25uK4zh23jTOOuNcyjp3vORy75PMS+7iva14rT2pDeDXvYnc9J6NRDaSRHfuGHMNZ7SKLbFd2X+Ayoy3zD046QT5DWu/odviG4rfi98ueof2fc4vdV+79SivTMmpnn+/M/kb8r3icF78L7oFcrjCmONJ17iOJ969q+GjMeAqBHsIjJnvSXTB0Lq/JtZqUieGCKDmjvcFS2Wu1gmUmvJe1JQ4auMXjzpEUDXBSLAOYAtwAbAPWA1cZ4zZWNY+eiWXUsGhCbZqqn2IwBjjFJG7gEV4Phm+VV5yVUqp2iooY7DGmC+BL4NxbKWUqi4146ZCSilVB2mCVUqpAKkV5QpFJBXY7cOm8cDhAIfjC42jZsUAGkdJvsbR1hjTJNDB1FW1IsH6SkSSasI3nhpHzYpB46i5cdR1OkSglFIBoglWKaUCpK4l2NeDHYBF4ziuJsQAGkdJNSWOOq1OjcEqpVRNUtd6sEopVWPUyQQrIneJyDYRMSISH6BjvCUih0RkQxnrW4vINyKySUQ2isg9AYjB52OIiF1EkkVkgZ9jKLddEVkoIkdLrheR9iKy0vo5fSgiPtfdK+29F5HGIrJERLZaz6VWuBGPp0Rki4j8JiJ3ey1/2YrnVxHp60McDUVkjohsttoaVIk4fPodFZFdgfodttrvKiIrRCRfRP5eznaPl7dela7OJFgRCRWRKGv2J+BCfDt39lS9DQwrZ70TuN8Y0w0YCNwpIt38HENljnEP8Jufj+9Lu88BN5ay/BngRWNMJyAduKUSx3ybk9/7ycAyY0xnYJk1X5qbgNZAV2PM6cAH1vKLgc7W4zbg//kQx0vAQmNMV6AXnvfB1zj88jtaVgKvhCPA3cDzVWxHlaLWJ1gROV1E/gX8DnQBMMYkG2N2BfK4xpjv8fxylrX+gDHmF2s6E89/vpZ+jsGnY4hIK+BSYLo/j+9Lu8aYZUBmif0EOB+YYy2aCVzu63HLeO9HWu1U1N5fgSnGeO6jYow55LX/LOPxM9BQRJqXFYOIxALnAG9a7RQYY476GkdZv6MiEicii61PJNMpvwwvQJKIzBaR86VkUV4fGGMOGWNWAyfdPkFE/mH19H8ETqts26qWJlgRiRKRcdYP/g1gE3CGMSY5yKGVSkTaAX2AlUE6xr+BB6CK96vxX7txwFFjTNENsPZS9T8+CcaYA9Z0CpBQxnYdgb+ISJKIfCUina3lpd1po7yY2gOpwAxriGS69QnK1zjK8hjwozGmO/ApUP7tPDydiveBu4BNIvKQiLQoWikiL4rI2lIeZfWsi/brB1wD9AYuAc6s5OtQ1OA7GlTgAPArMN4YsznYwZRHRKKBT4D/M8ZkVPcxRGQ4cMgYs0ZEzvXjMQPSrj8YY4yIlHV6TBiQZ4xJFJFRwFvAkFM4jAPoC/zNGLNSRF6ixHBABXGU5RxglLX/FyKSXt7GxhgXsABYICJNgKnAHhE5yxizyhhzbyWPX2QI8KkxJgdAROafYjv1Wq3swQJX4inWPVdEHhWRtsEOyPrCqah3MMFaFoIn8c02xswN0HFPOEYpcZwNjBCRXXjGG88XkXf9cOjS2v3K69gjytk3Dc9H8KI/8K3w/Dyr4mDRR3rr+ZA1vciKp2gYYy9Q9LP4FDjDmt6HZ2y2SEUx7QX2GmOKPjHMwZNwfY3Db0QkVkRuB+bjGUO+GU8H5JR7sMpPjDG19oHno+Y9wFpgKdCuxPpdQHwAj98O2FDGOgFmAf8O4PErdQzgXGBBAOIot93S1gMfA9dY068Bd1TlvcfzZdpka3oy8GwZ+00DbvaKa7U1fSnwlfWeDgRW+RDDD8Bp1vTjVgw+xVHW7yjwMvCwNX0xnnttlvk7DLwLbLdeV+cq/AwfB/7uNd8XT5KOAGKArd7r9eHj+xrsAPz2Qjw3mm9tTd+Np4fhBPYD0wNwvPfxDFUUWse6pcT6wdZ/jl+tPwBrgUv8HEOljhGMBGsloVQg13qf/mwt7wCsArZZyTasKu89nj+2y6xEsBRoXMa+DYEvgPXACqCXtVyAV61ktR5I9CGO3kCS9f5/BjSqRByl/o5a+y8GNuL5fmF3BQl2BOCows+umRVHBnDUmm5grfsHnts7/Qi8pwm28g+9kksppQKkto7BKqVUjacJVimlAkQTrFJKBYgmWKWUChBNsEopFSCaYOsYEXFV9wnlItJORK7zmk8UkZf91PZDJeaX+6NdpaqDnqZVx4hIljEmupqPeS6ecySHB6Dtan89SvmL9mDrAetSyt9F5DRr/n0RudWanigiq8VTA/UJr33GWMvWicg71rK3ReRKr22yrMlpwBCrx3yviJwrVv1X8dRH/cxq62cROcNa/rh46rp+KyI7xKrLWiLuaUCE1e5s72Nax/hOROZZ+08TketFZJWIrBeRjtZ2TUTkE+s1rhaRs/3+BitVlmBf6aAP/z4AF8ev6loL/MVafhGeK5euwVPDFGAonnszCZ4/tgvwFBvpjucKnnhru8bW89vAlV7HyrKez8XrSi7veeAV4DFr+nxgrTX9OLAcT/GVeDz1CUJKeT1Zpc1bxzgKNLfa2Ac8Ya27B+vyYTxXIA22ptsAvwX7Z6SP+vOordW0VNlyjTG9Sy40xiwRkavwXA7ay1o81HoUlXmMxlMspBfwsTHmsLVvmXVvfTAYGG2187V46p02sNZ9YYzJB/JF5BCe0n57K9H2amOVBhSR7XguMQXPpa7nWdMXAt3keKnUBiISbYzJQqkA0wRbT4iIDTgdyMFzzfxePD3XqcaY/5XY9m9lNOPEGlay2vP5Ni9lyPeadlH530fv/d1e826vtmzAQGNM3ilFqFQV6Bhs/XEvnjseXIenSHQIsAi4WTz1ZBGRliLSFPgauEpE4qzlja02dgH9rOkRQIg1nYmn4lJpfgCut9o5FzhsKlcXt9CK9VQtBor/YIhI7yq0pVSlaA+27okQkbVe8wuBGcB4oL8xJlNEvsdTEu8xETkdWGF9hM4CbjDGbBSRp4DvRMSFZwjhJjzVneaJyDqr3WzrGL8CLmv52xwfcgDPWOtbIvIrnt7z2Eq+nteBX0XkF2PM9ZXcFzxVq161ju8AvgcmnEI7SlWanqallFIBokMESikVIJpglVIqQDTBKqVUgGiCVUqpANEEq5RSAaIJVimlAkQTrFJKBYgmWKWUCpD/D1lEJXn81viVAAAAAElFTkSuQmCC\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -302,7 +303,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -338,7 +339,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -464,7 +465,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -476,7 +477,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -511,7 +512,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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1briB4PHjEKnYB7d7UBDuQUHUue46AJRS5CQkkLFrF+d37SJj927OrV7D2W++NXZwc8OzZUu820blt5I9W7XE4mH67fTa8ueM3ze+4tTTvPDHC+GHTh8qsaRkWnaa5WjKUR+F4pNdnxBZNzLd19232JKSLRq0SH/5qpfLXVKy8DYWi4UxY8bEv/TSSyHffvvt0aKOc9ttt6W89tproZGRkW179OiRcs899yT/3//937m89YMHD27m5eVlA6NYj8VS/h5cnXxrqPSNGzkx9mm8O3Ui9I3XEavjxnCKCO7BwbgHB1Ond2/AnpDj4uzJeA8Zu3aRumIlZ76210pyd8erVSuju6JtFN5RUXi2bGn0QWuuceQX2LsYrnse6oebHQ1p2Wluyl5SUqFIy05z83X3zarMMYubyaKw4cOHJ02bNi1k3759RbYI6tWrZ9u1a9eeZcuW1Vm1alWdIUOGNJ8wYcLx0aNHJwF89tlnR66++up0MPp8+/Xr17K8serkWwNlHjpEzMhRuIeFETb9fSxeXk4/p4jgHhqKe2godW+8ETAScnZsrNFdsdtoJacsXcqZ+fONfTw88GzdGq+oNni3tbeQmzdH3PR/S4fLzYalT0ODSLjyMaefrrQWKhhdDiNXjWyVY8uxuFncbK/2ePWIq7oe3N3dGTVqVPykSZMaFbeNm5sb/fr1S+3Xr19q+/btz3/++ecN85KvI+j/5TVM9skEoocNQzw8CP9oJm4NzKsbLSJ4hIXhERZG3T43AfaEHBNj77Iw+pBTfljCmXlfGft4euLVurW9hWwMe/No1syhLfdaaf2HcGo/3PMVuDv/w7gsuod2T5vee/oBV/f55hk1alRSq1atGqWlpf3jP9f27ds9LRYL7dq1ywTYunWrd1hYWKVa5YXp5FuD5J47R8yIEeSeOUuTzz7DIyzM7JD+QUTwiIjAIyKCun37AsZQuKxjx+wtZCMhn/3uO07PnWvs4+2N16WXGt0VbdviFRWFR2SkTshllXoSfpkCLW6AVn3MjuYi3UO7p7k66ebx8vJSw4YNS3jhhRf+0QeTkpJiHT16dERKSorVarWqyMjIzDlz5hxz5PlLLCkpIk+W4RhpSqkPHRdS2emSkheo7Gxiho8gbf16wmd8gF/PnmaHVCkqN5eso0eNYW+7dhmJee9e1PnzAFh8fPBq08Y+5C0Kr7ZReDRpglTgwkeN990jsGshPPoXNGzukEPqkpJlU5mSkmMxpvIp6TL5CMCU5KsZlFLEvTCBtHXrCHn1lWqfeAHEasWzeXM8mzenXv/+gD0hHzmS312RsWsXp+fNQ2Uao4Usfn75Cdm7rXG3nnt4eIVHedQI0eth+5fQ4wmHJV7NMUpLvp8rpSaVtIGI6HtQTXbqvfc4+/33BIwaRf2BA80Ox2nEasWzZUs8W7aEAbcBoHJyyDx8uMCwtz2c/vxzkrOzAbDUrXvhgl6UMdLCvXFjRKTmFxmy5cJPY6FOKPT8j9nRaIWUmHyVUk+XdoCybKM5z+n5Czj1vw+od8dAAkY+anY4Lidubnhdcglel1yS/8GjsrLIPHToomFvSbPngD0hW+vVwz0igow9e8BmQzw9ifj0k5qXgLd8BnHbYeDH4OlndjRaIeW64CYi3YGJgBfwrlLqO2cEpZVN6po1xL/0Er5X9yTkxRdr99frAsTDw+h+aNMmf5ktK4vM/QeMC3q7d5H6y6+Qa8xZpjIzjRZwTUq+6cmwahI06QFta+63oeqsxOQrIo2UUvEFFj0JDMDoA14P6ORrkvM7dxL75FN4tW5N2Ntv65sVSmHx8MC7XVu827UF7qbe1q1E3/+A0V+sFO5hRc7XWn2teRUyzsDNU0F/KFdJpV0aniEiE0Qkb2DgGYypfgYAKc4MTCteVnQ0McNH4ObvT/iHM7D46m738vLp1ImI2Z/ScNgwLH5+JM+eg8px+O375ojbAZs+ga5DoVGJc9BqJiox+SqlbgO2AktEZDDwOOCJMc3PbU6OTStCTnIy0UOHQm4u4R99hFtgoNkhVVs+nToR9OQThLzyMhk7d5L00Udmh1R5SsFPT4N3A7juGbOjcTkfH5/8vqP58+fXi4yMbHvgwAGPJ598MnTChAnBAAMHDoz89NNPL7r7qKJlISuj1EGRSqkfgJuAehjdDAeUUv/Nm31Ycx3b+fMcf+RRcuJPEvbBB3g2a2p2SDVC3T59qNu3L4nT/2dchKvOdn4N0X9C7xeNBFxLLVq0qM7YsWPDf/zxx4OtWrVy6J1pjlJi8hWR/iKyBlgG7ALuBm4Vka9ERA8adCGVm0vsf8ZyfscOQt94HZ/LatDFoSqg0YQXsDaoz4lx47FlVcm/1dJlpsKKFyD0Muj0b7OjKZO0dX/6Jrz5VqO0dX86rO/sp59+8hs5cmTkokWLDkVFRRVZMrIqKG20wysYk1p6A8uVUt2Ap0SkJfAqMMjJ8WkYN1GcfPVVzq1aRfBzz+UXrtEcx1q/PqGvvELM8BGceu89gp56yuyQyu/X1+FcPAyaCybf6Xfi2efCMw8eLLGkpC0tzZL1998+KEXSrFl4NG2abvEtvqSkZ8uW6aGTXy2xYE9WVpYMGjSoxYoVK/Z36tQpo6Lxu0Jp/0JngduBgUBC3kKl1EGllE68LpI0axanv5yH/0MP4v/vf5kdTo3ld8011L/zDpI+/oT0LVvNDqd8Th2Evz6Ajv+qNjMR29LS3PLnFFTKeF5J7u7u6rLLLjs3Y8aMgMoey9lKe7EDgHuAbOBeR51UROoDs4C2gAIeBPYD84FI4Chwl1LqtKPOWV2d/eEHEt98i7p9+1bP1lg1EzRuPGnr/uTEM+Np9t13WHxKbLxVDXkX2dx94PoXzY4GgNJaqGB0OcSMGNFK5eRYxM3NFvraa0d8r7yiUkV2RITFixcf6dmzZ6vx48c3mjJlSnzpe5mjtNEOp5RS7ymlZiilHDm07F1gmVKqNdAB2AuMB1YppVoCq+zPa7W0P//kxLPP4dOtGyFTXtNFY1zA6udLyOTJZB+LJmHam2aHUzb7foTDq43RDdVoJmLfK69IC58x40DDhx6KDZ8x40BlE2+eOnXq2JYvX35w4cKFDd9+++0q2wIu7YLbltIOUJZtCm1fD7ga+BhAKZWllDoD3ArMsW82h1o+lC1j/36OPzYaz8gmhL3/np6Cx4V8L++G/5DBnP7yS9LWrTM7nJJln4flz0DgpdD1YbOjKTffK69IC3rqyXhHJd48wcHBucuWLTswbdq0kLlz59YrvP6JJ55oEhwc3D44OLh9x44dWwP8/fffnnnLgoOD23/yySdOHS5SWknJ88DBkvYH6imlIsp8QpGOwExgD0ardzMwBohVStW3byPA6bznhfYfBgwDiIiI6HzsmENLbFYJ2XFxHB10DyhF5PyvcA8JMTukWseWkcHfA27HlpFBs8WLsNapY3ZIRftlKvwyGYb8AE2vdtlpdUnJsqlMScnWZTh+bjnjcQMuAx5TSq0XkXcp1MWglFIiUuSnglJqJkbypkuXLsV/clRTuSkpxAwbhu3cOZp8OVcnXpNYvLwInTqFo/fcy8lXJxM65TWzQ/qn08fg97cgaoBLE6/mGKVVNXNGs/I4cFwptd7+fCFG8j0pIiFKqTgRCaHA6IrawpaVxfFRj5F59BgRMz/E65JLzA6pVvNu356Gw4aS9MEM6txwff5koVXGiudALE6fiVhzDpdfwbEX6okRkbzM0hujC2IxMMS+bAiwyNWxmUnZbMSNf4b0DRsInfwqvldcYXZIGhD4yCN4XnopcRNeJCc52exwLji8Gvb+AD2fgnpVb7oorXRmXT5/DJgrIjuAjsBkYApwg4gcBK63P681Et96i5SlSwl88knq3XKL2eFoduLhQeiUKdhSUoif+BIlXSNxmZws+GkcNGjqkpmIy8Fms9l0CTU7+3tR7E0jZU6+ItJERK63P/YWkQpfgVBKbVNKdVFKtVdK3aaUOq2USlJK9VZKtVRKXa+UqkLNDOdK/mIuSbM+pv49g2g4tPpdsa7pvC5pRcDox0hdsYKUJT+aHQ5s+BBOHYA+U8DN0+xoCtqVmJhYTydgI/EmJibWwyjLUKQy3VEiIkMxRhj4A82BMGAGRpeBVgkpK1dy8tVX8evVi0bPP68LoldRDR98kHOrVhP/8sv4dOuKe3CwOYGkxhsjHFreBJdUrZmIc3JyHo6Pj58VHx/fFvO+VVcVNmBXTk5Osa2pEoea5W8ksg2jxsN6pVQn+7KdSql2Dgq0Qqr77MXpW7YS/cADeLa+hCazZ2Px9jY7JK0EWUePcmTA7fh06UL4zA/N+aD8djjs/tahMxFXRFFDzbTyKeunU6ZSKr/Uk4i4YdwWrFVQ5pG/Of7II7g1Cib8gw904q0GPCIjCfrPU6StXcuZBV+7PoDo9bDjK7hilJ6JuAYoa/L9VUSeBbxF5Abga+AH54VVs+UkJhIzbBhYrUR89BFu/v5mh6SVUYN77sHniu6cnDqVrJhSyxc4ji0Xlv4H6jaGq/VMxDVBWZPveCAR2AkMB5YqpZ5zWlQ1mC0tjZgRj5CTlET4hzPwiCjzzYFaFSAWC6GTJyMWCyeeeQZlK/ZitmNtng3xO+DGl8FDTxtVE5Q1+T6mlPpIKXWnUuoOpdRHIjLGqZHVQConh+NPPEHG3r00futNvNuZ2mWuVZB7SAjBzz3H+U2bSZ7zmfNPmJ4Mq1+GyJ4Qdbvzz6e5RFmT75Ailt3vwDhqPKUU8S+9RNpva2k0YQJ1rrvO7JC0Sqh326349epF4ttvk3nokHNPtvoVyEjRMxHXMKVVNbtHRH4AmorI4gI/a4BaMw7XEU7973+c+XohDUcMp8Ggu80OR6skESFk0ktYfHw4Mf4ZVHa2c04Ut92YibjbUAh26fyOmpOVNs53HRAHBAAFi5umAjucFVRNc+abbzn13vvUu/VWAsfo3pqawi0ggEYTJxL7+OOcmjmTwJEjHXsCpWDp0+DTEK6tfTMR13RlKaxzDNCFBiro3NrfiZswAd8rryTk5Un6Jooapm6fm0jt149TH8zA79pr8Y5yYOt0xwKI+Qv6vw/e9R13XK1KKFOfr4h0F5GNInJORLJEJFdEHDmzRY10fvdujo8Zg2fLljT+77uILoheIzV64Xnc/P2JGz8eW6aDJsvNSIGVL0DjztDxPsccU6tSynrB7X2MudwOYsxk/DAw3VlB1QRZx2OJGT4Ca/16hH/4IVY/P7ND0pzEWq8eIa+8TObBQyT+97+OOehvr8O5k3DzG6bPRKw5R5n/VZVShwCrUipXKfUpULVuLK9Ccs+cIWboUFRWFhEzZ+IeXH3m1dIqxu/qq6l/110kf/Ip6VvKNbPWPyUeMGYi7vRvCOvsmAC1KqesyTddRDyAbSLyuog8UY59axVbZiYxj44k+/hxwqe/j2eLFmaHpLlI0NNP4964MSfGP4MtrYJTkuXPROwLvavGTMSac5Q1gf7bvu0oIA0IBwY6K6jqSuXmcmLs05zfsoXQ16fi07Wr2SFpLmT18yX0tclkx8Rwctq0ih1k3xI4sgauexb8Ah0boFallJp8RcQKTFZKZSilUpRSLymlnrR3Q2h2SilOTplK6ooVBI0bR92bbzY7JM0EPl274j9kCGfmfcW53/8o387Z52HZsxDUplrORKyVT6nJVymVCzSxdztoxUiePYfTn3+O/5DBNHzgfrPD0UwU+PgYPJo3J+6558hNKcegoN/fgbPR0PcNsJap1LZWjZW12+EI8IeIvCAiT+b9ODOw6iRl6VISpk6lzk03ETRunNnhaCazeHkROmUKOadOcfLVV8u20+lj8Mc7Ru2GyB5OjU+rGsqafA8DS+zb1ynwU+ulbdjAiXHj8e7cmdDXpyJ6WJAGeLdrS8Dw4ZxdtJiUlStL32H5s3om4lqmTN9tlFIvOTuQ6ijz4EGOj3oM9/Bwwqe/j8WzSs2npZksYMRwUn9ZQ/yLE/G57DLcGjYsesNDq4wLbb0nQL3Grg1SM41uplVQ9skEoocNRzw9CJ85E2v9+maHpFUx+TMfp6YWP/Nx3kzE/s2MGSq0WkMn3wrIPXeOmGHDsJ09S8SHH+IRplsrWtG8WrUi8PExpK5cScoPRUz+sn4GJB2sijMRa05W1toOV5VlWXmIiFVEtorIEvvzpiKyXkQOicj8qjq6QmVlETt6NJmHD9P43XfxatPG7JC0Ks7//vvxvuwy4l9+hez4+AsrUuLg16nQqg+0usm8ADVTlLXl+14Zl5XHGGBvgedTgbeVUi2A08BDlTy+wymliHvhBdLW/UnIpEn49dRXpbXSidVK6GuTUTk5xD33/IXuh59fhNwsuGmyuQFqpiitmPoVIvIUEFhwiJmITASsFT2piIQB/wfMsj8XoBew0L7JHOC2ih7fWRLffZezixYTMPox6t8+wOxwtGrEo0kTgp8eS9off3Bm/nw49ifsmA9XPqZnIq6lShvt4AH42bcrOLQsBbijEud9B3i6wDEbAmeUUjn258eBKtWRevqr+STN+JD6d95BwCOPmB2OVg3VHzSI1JU/c3Lq6/je7YlH3cbQ8ymzw9JMUlox9V8xpo2fbS+sXmki0g9IUEptFpFrK7D/MGAYQISLZv5NXb2G+EmT8L3mahq9+KIuiK5ViIgQ8uorHPm/mzmx5CRNpr+O6JmIa62y3sPoKSIzgciC+yilelXgnFcB/UWkL+AF1AXeBeqLiJu99RsGxBa1s1JqJjAToEuXLkWM3XGs8zt2EPvkk3i1aUPYW28hbvq2T63i3Ot5Etw5lbi1niRvOkvDDmZHpJmlrBfcvga2As8DYwv8lJtS6hmlVJhSKhIYBKxWSt0HrOFCV8YQYFFFju9IWceOETN8BG4BAYTP+ACLr26laJW0ahL1Gp/Gr0c3Et95l8yDB82OSDNJWZNvjlLqA6XUBqXU5rwfB8cyDnhSRA5h9AF/7JCjxmyAtW8av8shJzmZ6KHDQCnCP5qJW0CAQ8LRarET22DzbOTyYYRMfQuLnx8nxo133szHWpVW1uT7g4g8KiIhIuKf91PZkyulflFK9bM/PqKU6qaUaqGUulMpVfnJsGI2wOx+sOplmNO/zAnYdv48MSMeIefkScI++B+eTZtWOhStlrPZYOlY+0zE43Fr2JBGL00kY88eTs340OzoNBOUNfkOwehmWAdstv9sclZQDnN0rTGOEgU552H/T6XuonJyiH3yKTJ27qTxm9Pw6dTJ+XFqNd+O+XB8A9zwUv5MxHVvvJG6/W/h1IwZnN+129z4NJcrU/JVSjUt4qeZs4OrtMie4OZF/svc/Cn8vbbYzZVSxL/yCufWrCH4+eeoc/31rolTq9kyUmDlBGjcBTrce9GqRs89h1tAACfGj3PczMdatVDW24t9ROR5+4gHRKSlfchY1RbeDYYsht7Pw4APwScAPusPv00zvgYWkjTzI858NZ+GDz+E/316um7NQX6dCmmJ0Pf1f8xEbMx8/ApZhw6T+M67JgWomaGs3Q6fAlnAlfbnsUD1KDwa3s0YyN5hEAxbYxSrXv0yfHknpCXlb3Z20SIS336buv36EfikrhOvOUjifqN4zmX/hsZFz0Ts17MH9QfdTfLs2aRvqvq9eZpjlDX5NldKvQ5kAyil0oHqd6eBZx0YOAv6vQ1//wYf9oTo9aStW8eJ557H5/LLCZn8qi6IrjlG3kzEHqXPRBw8dizuYWGceObZis98rFUrZc0yWSLiDSgAEWkOVM8OKhHo8iA8tBKs7mS83Z/jj47As2lTwt77LxaPKllMTauO9v4AR36B654D35KHKlp87TMfHz/OydffcE18mqnKmnwnAsuAcBGZC6zCqM1QfYV2JLv/AmJ+D8YiGYT/nztW91yzo9Jqiqx0Y2qgoCjoUrYCfT5duuD/wAOcmT+fc2t/d3KAmtnKOtphBXA7cD8wD+iilPrFeWE5X+7Zs0Q/9hQ25Un4s//GPeFX+PBqiHX0vSNarfTHO3A2xrjIVo6ZiAPHjMajhX3m47NnnRefZrqyjnb4AbgR+EUptUQpdcq5YTmXLSuL46MeI+tYNGHvv4fXnS/Ag8uMPrqPb4L1M43HmlYRyX8b08C3HVjumYgtnp6ETplKTnIy8WWd+Virlsra7TAN6AnsEZGFInKHiHg5MS6nUTYbcePHk75xI6GTJ+PbvbuxIqwLDP8NWvSGn8bC1/cb4zM1rbyWPwcWN7jh5Qrt7t02ioARI0hZ/AMpK1Y4ODitqihrt8OvSqlHgWbAh8BdQIIzA3OWhGlvkrL0J4L+8xT1bik0VNnHHwbNg+tfMi6WzLwG4neaE6hWPR36Gfb/CFf/p1IzEQcMH4ZXVBTxL04k51S1/qKpFaPMY6rsox0GAiOArhizTVQryZ99TvInn9Dg3nvxf6iYiyAWC/R4HO7/EbLPw0e9YfNs3Q2hlS5/JuLmcMXISh1K3N0JnfIatrQ04iZOLHrmY61aK2uf7wKM+dZ6Ae9jjPt9zJmBOVrK8hWcfO01/Hr3Jvi5Z0sviN7kChi+FppcCT+Mge+GQ+Y51wSrVU9//Q+SDsHNUx0yE7Fny5YEjhnDuZ9XcXaR6RVWNQeTsnyiishNwM9KqSo1FqtLly5qUyl3BKVv3crZ77/nzDff4h0VRcTsT7F4e5f9JLZcoyTlmskQ0ArumgNBl1Yycq3GSYmD97sY9UTu/cphh1W5uRwbMoTMfftp9sNi3ENCHHbsyhCRzUqpLmbHUZ2VNoHm0wBKqeUYQ80KrqvyU66mb91K9JD7OTN/AeTm0nDko+VLvAAWK1zzNAxeBOdPw0e9YNs85wSsVV8rJ0BuNvRx7J+FWK2ETp5sXCh+7jnd/VCDlNbtMKjA42cKrevj4FgcLn3DRlRWlvFEhMy9+yp+sGbXwIi1EHoZfD8CFo0y+oS1amtbwjZm7ZzFtoRtlTvQsXWwcwFcNRr8HV/szyMiwpj5eN2fnJ6nP/hritJGf0sxj4t6XuX4dOuKeHmhsrIQDw98unWt3AHrNDJawL+8BmunwYmtcOccCGjhmIA1p8rIyeBE2glOnDvBhrgNfLbnM3JVLm7ixvPdn6d/8/64W93Ld1BbLix9GuqGQQ/nFWSqf/fdpP68ioQ3puF31VV4NGnitHNprlFin6+IbFFKXVb4cVHPzVDWPt/0DRvx6dbVsYXRD66Eb4cZxdr7/9cYUK+ZqmByPXHuBLHnYi96nJSRVOL+HhYPogKi6BjYkQ5BHegQ2IEA71Kmj9rwESz9D9w5G6IGOO7FFCH75EmO3NIfz+bNafLF54jV6tTzlUT3+VZeack3F0jDaOV6A+l5qwAvpVQ5mwmOVZbk61Rnj8PXDxgzFHR9GG6a7JCr3FrRzuecJ+5cXH5SjU0zfuctK5xc3SxuhPqGEuoXSmO/xoT6XXh8JuMMY38bS44tBzeLG8PbD+ds5lm2JW5jT9Iesm3GvGrhdcLpENiBjoEd6RjUkRb1W2C12JNeWhK8dxmEtIfBi42iTU52dvFiTjw9jqD/PEXDhx92+vmKo5Nv5ZVptENVZXryBeMiy88T4c/3IaSj0QLy13O+VURxyTWv5ZqckXzR9u4WdyOhFkiwIX4hRqL1DSXQJxCLFH9ZY1vCNjad3ESX4C50DOqYvzwzN5O9SXvZlrCN7Ynb2ZqwNT+x+7j50C6wnZGMj/xF+z0/UXf47y4bAaOUInb0GM798guR3yzEq1Url5y3MJ18K08nX0fZ9yN8/4hRdPO2/8GlVX+iD1dzRHIt+DvAO6DE5OooSiliz8WyLXEb2xK2sSNxB/uT92EzKqzSvF5zOgZ1NFrIQR2JrBtZ+jjySshJTuZIv1twaxRM06++Qkwog6qTb+Xp5OtIp48aNSFObIUrRsH1E6G8F3CqsfTsdOLS4v7R13ri3AlOpJ2ossm13Gw20j+5np3njrOt50i2nd7H9sTtpGalAlDPs95FXRVRDaPwcfdxaAipP//M8VGPEfDoIwSOHu3QY5eFTr6VV/Zad1rpGkTCg8thxQtGN0TMerjjU6gfbnZkDlHe5Oph8cjvZ23dsHV+d0Begm3o3bBqJtfS7PgKn+ObufzW/3F5J2OuP5uycfTs0fzW8bbEbfx2/DcArGKlVYNWdAzqmJ+QQ3xDKtU6rnP99dS79VZOfTgTv+uuw7tdO4e8NM11XN7yFZFw4DMgGONL+kyl1Lsi4g/MByKBo8BdSqnTJR2ryrV8C9r9HSx6zKjlOmAmtLrR7IhKlZ6dnp9Iy5tc81usNSG5liTjLLzXBRo0gQdX/GNCzILOZp5le+L2/L7jnad2cj7HGBse6B14UVfFpf6X4mEtX/dBbkoKR/rfisXHh6bffoPFy3WFBnXLt/LMSL4hQIhSaouI1AE2A7dhFGpPVkpNEZHxQAOl1LiSjlWlky9A0mFYMARO7oQeT8B1z5ersHZF5dpyybJlkW3LJis3i+zcbLJsWWTlZrEraReb4jdR37M+FrFc1Io9nXnxZ11eci04UqDGJ9fSLHvWqOEwdDU0Lt9IyxxbDgdPH8xvHW9P3E7suVjAeK/bNGyT3zruEFSGYW7AuT/+IOahh/EfMoTgZ8ZX6CVVhE6+lWd6n6+ILMIo1vM+cK1SKs6eoH9RSl1S0r5lSb7FXdF2lBxbjpHg7IkuL8ll5WYZ67JSyfpzOlmHVpAVdCnZlw8ny9P3on3y9y2wf7Yt+6KkmWWzJ9EC2+Sdu+A+WblZ5JaxBIebuBFWJ+wfw7Dyfvt7+de+5FqShH0w4yroeJ8xttsBEtMT81vHhYe5hfmF0SHo4mFubpZ/fnjHT5rE6XlfETFnNr7dujkkrtLo5Ft5piZfEYkEfgPaAtFKqfr25QKcznteaJ9hwDCAiIiIzseOHSv2+NsStvHQ8ofItmVjtVi5s+WdBPgEXJTMCifNggnvH8mx0DbZtmxsyuaw98PN4oaHxQMPqwceFg/cre64W9zzn3tYjWUeFo8Ly60e/9zG4p6/XcFt1sauZdnfy1AoLGJhVMdRDG0/1GHx12hKwWe3Qtw2eGxLqRNiVlRWbhZ7kvZclJBPnTfq+fq4+dAuoF1+Qm4f2J56nvWwpadz5LYBkJtL00WLsPr5OiW2gnTyrTzTLriJiB/wDfC4Uiql4MUHpZQSkSI/FZRSM4GZYLR8SzrHppObyLZlo1Dk2HKYt//CffGFE1PBhJf328fNh/qe9S8ktAIJr+C2BY9R1Db5y86cwGPlBDySj+DefSQeVz6Gu5tX/n7ObmWG1wlnTfQasm3ZuFvc6dqokrdb1yZ7FsHfv0LfaU5LvAAeVg+j6yGoI0OihqCU4kTaCSMR27sqZu2clf+h37xeczoEdeCKkTfTZPxMTr4+ldBJk5wWn+Y4prR8RcQdWAIsV0q9ZV+2Hwd3O2xL2MaDyx/Kv4vpg97/47JGl+Embk4dh1mirDRY8iTs+AqaXQu3zwK/QJed3tndMDVSVjpM7wZe9WDYry7pty9JenY6u07tuqjvOCUrhfvW5HLrX4rFj7SnwXW96RjYkbYBbR0+zA10y9cRXP6/yN6l8DGwNy/x2i0GhgBT7L8rXT0693wT0o4NRXkewprVArfsVrhbTB536+ELA2ZA5FWwdCzM6AF3fGI8d4G8VpVWDr+/bcxEPOBD0xMvgI+7D91CutEtxOjftSkbR1OOsqPLJs6MfpNrv9jNGM/dpHlL/jC3vFEVHYM6Euobal7jQ8tnxmiHHsBaYCeQ12H6LLAeWABEAMcwhpolF3kQu9JavtPXHOKN5fvzn3dv5s8bd3Qg3N/xLYEKid9pjIY4fRR6PQ9XPV7i0CXNBMl/w/TLoU1/GDjL7GhKdX73bo7ePQjvG3sR8+QdbEvcxvaE7ew4teOiYW55ybhDYAfaNGyDh9WjXN+KdMu38kwf7VAZpSXfzcdOc9+sv8jKMXK8UoDA1S0DuadbBL0vDcLdanKyy0iBH0Yb44Jb3mi0rnz8zY1Ju2DePXDkV3hsE9QNNTuaMkmcPp1T771P43feoW6fmwBjVM6hM4fyL+JtS9iWP8zN3eJOk7pN+Pvs39iUDU+rJx/d+FGJCVgn38qr0ckXjAT815EkujdrSEg9L+ZvjGH+xhjiUzIIquPJ3V3DubtrOGENTGwNKwUbZ8HyZ8E3yCjOE64vhpnu4EqYe4dxm3iPJ8yOpsxUdjZH77mX7OPHafbDYtwCi76mcOr8KbYnbGdb4jaWH11OXFocYNyRN6rTKB5uV3zVNJ18K6/GJ9+i5OTa+GV/Il9uiGbN/gQArmkVyL3dIujVOgg3s1rDJ7Ya3RApsXDDJOj+qEvKFGpFyMmE/11hvP+PrKt2pUIzDx/m7wG349ujB2HT3y+1j3dbwjYeXvEw2bnZeFg9dMvXBWpl8i0o9sx5e2s4mpMpmQTX9eTuLuHc3S2CxvXLOd+bI5w/A4tGwr4l0Lof3DodvOu7Po7a7ve3jVKh930DLa83O5oKSfp0NglTpxIyeTL1by+90Lvu83WtWp988+Tk2li9L4EvN0Tz64FEBLj2kiDu7RbBtZcEurY1rJRxC+vKCVC3sTFjcqgDZ+HQSpZywqjf0OwauKf6zpmmbDaiBw8hY98+mi1ehHuo4/qsdfKtPJ18i3D8dHp+33BCaiYh9by4q4vRNxzqytZwzAajRGVaIvR5Dbo8pLshXGHhQ7D3Bxi5vtoXxs86fpwj/W/Fu317Ij75GHHQaBqdfCtPj2sqQlgDH5668RL+GN+LGf/qTKvgOvx39UF6TF3NQ7M3smrvSXJtLvjQCu8Gw9dC02vgx6dg4YOQmer889ZmR/+AXQvhqjHVPvECeISFETxuHOl//cXpL6tvK74m0i3fMopJTuerjdEs2HScRHtrOG+kREg9J7eGbTb4421Y/YoxNfmdc6BRW+eeszbKzYGZ1xhlI0duAI8qMh68kpRSxAwbTvrGjTT7/js8IiMrfUzd8q08nXzLKTvXxqq9J5m7Ppq1B09hEejVOph7Lw/nmlZBWC1O7BY4+rvxlTjjjFFjoNO/dDeEI62fCT+NNT7com4zOxqHyp/5uFkzmsz9otIzH+vkW3k6+VZCdNKF1vCpc5k0ru/N3V3DuatLOI3qOamw9bkE+OZho8hLh3vh/6YZtyxrlZN2yj4TcUcYvKhGfqid/WEJJ8aOJfDJJwkYVrlqdjr5Vp5Ovg6QlWPj570nmbfBaA1bLUKv1kHce3kEV7cMdHxr2JYLv74Ov06FwNbGaIjAEmsQaaVZPBq2zYURf0BQa7OjcQqlFLGPP0Hq6tU0XbgQr0sqPvOxTr6Vp5Ovgx1LSmPehhgWbo7h1LksGtf3ZlDXcO7qGk5wXQe3hg+vhm+GQvZ5uOUdaH+XY49fW8RugY96GTe19JlsdjROlZOczJFb+uMWGEjTBfMrPPOxTr6Vp5Ovk2Tl2Fi55yRfbjjGH4eSsFqE6y8N4t7Lm9CzRQAWR7WGU+KMURDR66Dz/dBnCribcHNIdWWzwcc3wJloo36DVz2zI3K61NWrOf7oSBqOGE7Q449X6Bg6+VaeTr4u8PepNL7aGM3CTcdJSssirIE393SL4M4uYQTVcUBrODcH1rxi3JUV3M7ohmjYvPLHreliNsC692DvYrjtA+h4r9kRucyJZ57l7KJFRM77Eu8OHcq9v06+laeTrwtl5uSyYvdJvlwfzZ9HknCzCNdfGsy9l0fQwxGt4QPL4bvhRjK+9T2IKv2W0lohNxvSkyE9Cc7bf8duhj+ngy3HuLh2/zJo0t3sSF0mNzXVmPnYy4um331b7pmPdfKtPJ18TXIk8RxfbYxh4ebjJKdlEe7vzaCuDmgNn4mBhQ/A8Y3QbTjc+HK1KwpTotwcewK1J9GCP+dP/3NZ+mnIPFvyMcVi1FPu+ZRrXkMVkbZuHdEPPoT/kMEEP/NMufbVybfydPI1WWZOLst2xTNvQzR/HUnGzSLcGBXMPd0iuKp5BVvDOVlGUZi/pkPoZUaJygZNHB165eXmGGOW/5Ewkwv9LtBizSghkbr7gk9Dox7yRb8LPPa2/z4TbXxI5WaD1QOGLDbuKKxl4ie9zOkvvyRizhx8Ly/769fJt/J08q1CDieeY976aBZuOc6Z9GyaNPRhUNcI7ugcRmCdCrRe9/4A348EAW6bAa37OjzmfLZcoyLbRS3R5JITasaZ4o/n7nMhaXoXTKJ5ibTQMm9/cC/nN4aYDXB0LUT2rJWJFzBmPh4wALJzaLp4EVY/vzLtp5Nv5enkWwVlZOeyfHc8c9dHs+HvZNytwo1tGnHv5RFc0axh+VrDyUeM4jxx2+HKx+CSvhD9Z8kJx2Yr1CIt/BU/uVBiTTISL8X8X3LzAp8A8GlQKInmtUQLtVC9/WvMrb3VQfqWrRz717+oP/B2Ql5+uUz76ORbeTr5VnGHElKZtyGGb+yt4ciGPgzqZrSGA/zK2BrOzjBmydj0sdG/qRRYrBB1u9EfXPjr/fnToGxFH8vqaUydXlTSLO4rvk6kVV7Cm2+S9NEs6t52Kw3uvhufTiWXMNXJt/J08q0mMrJz+WlXHPPWx7DhqNEavinqQmu4TLPRfv0A7P72wnOxgl9Q0QmzuK/47j418tbb2i5t40aiBw8BpRBPTyJmf1piAtbJt/LMnwdbKxMvdysDOoUxoFMYB0+m8uWGaL7ZfJwlO+JoGuDLPd3CuaNzOP6+Jdyx1P0R2L/UfpHJHQYvhojLXfcitCrr/JatxoeqUqicHNI3bCy19atVjm75VmMZ2bks3RnHl+uj2XTsNB5WCze1bcS93SLo3sy/6NawvsikFSF961aiH3gQlZ2NuLsT8eknuuXrZFUq+YpIH+BdwArMUkpNKWn72p58C9ofn8q8DdF8s+U4qRk5NAv05d5uEdx+WVjJrWFNs0vfutVo8Xbrqvt8XaDKJF8RsQIHgBuA48BG4B6l1J7i9tHJ95/OZ+Xy4844vlx/jC3RZ/CwWri5ndEa7ta0mNawppWTTr6VV5X6fLsBh5RSRwBE5CvgVqDY5Kv9k7eHlTs6h3FH5zD2xacwb300326NZdG2EzQP9KVnywAycxRRIXVp1aiO2eGa6kB8KrvjUvR7YXcgPpV9J1MZ0KkxnZs0MDucGq8qJd/GQEyB58cBfTWoElo3qstLt7Zl/M2X8sOOE8xae4TZ646ZHZZWxS3cHMPch7vrBOxkVSn5lomIDAOGAURERJgcTfXg7WHlri7hJKZm8uaK/dgUWATu6BzGrR0bmx2eKRZti2Xh5uP6vbAr+H5k59j460iSTr5OVpWSbywQXuB5mH3ZRZRSM4GZYPT5uia0mqF7s4Z4uFnIzrHh7mbh7q4RtfYPzMvdyuLtJ/R7YVf4/ejerKHZIdV4VemCmxvGBbfeGEl3I3CvUmp3cfvoC27lt/nYaf46kkT3Zg1rdbIB/V4UVp73Q19wq7wqk3wBRKQv8A7GULNPlFKvlrS9Tr6aZg6dfCuvKnU7oJRaCiw1Ow5N0zRns5gdgKZpWm1UpbodyktEEoGyjJ0KAE45OZzqRL8fF+j34mJlfT+aKKUCnR1MTVatk29Zicgm3T91gX4/LtDvxcX0++E6uttB0zTNBDr5apqmmaC2JN+ZZgdQxej34wL9XlxMvx8uUiv6fDVN06qa2tLy1TRNq1JqVPIVkT4isl9EDonI+GK2WSYiZ0RkiavjcxURCReRNSKyR0R2i8iYEra1isjWmvx+AIjIURHZKSLbRKTI2yJF5An7+7VLROaJSDnnoq+6RGSM/XXtFpHHi9nmExFJEJFdhZbfad/PJiJ6JISD1Jjkay/GPh24GWgD3CMibYrY9A3g366MzQQ5wFNKqTZAd2BkMe8FwBhgr8siM9d1SqmORQ2lEpHGwGigi1KqLcYt7oNcHaAziEhbYChGzewOQD8RaVHEprOBPkUs3wXcDvzmrBhroxqTfClQjF0plQXkFWO/iFJqFZDq6uBcSSkVp5TaYn+cipFc/1EvUUTCgP8DZrk2wirLDfC2F3nyAU6YHI+jXAqsV0qlK6VygF8xkulFlFK/AclFLN+rlNrv/DBrl5qUfIsqxl57C7TaiUgk0AlYX8Tqd4CnAZsLQzKLAlaIyGZ7TeiLVyoVC0wDooE44KxSaoWLY3SWXUBPEWkoIj5AXy4u36qZoCYlX60QEfEDvgEeV0qlFFrXD0hQSm02JTjX66GUugyjW2qkiFxdcKWINMD4ptQUCAV8ReRfrg/T8ZRSe4GpwApgGbANyDUzJq1mJd+iirEn2i+wbBOR/ibFZQoRccdIvHOVUt/aL8LlvRcjgKuA/iJyFKOLppeIfGFiyE5lb9milEoAvgOuKfR+XA/8rZRKVEplA98CV5oXsWMppT5WSnVWSl0NnAZOF3r9motVqZKSlbQRaCkiTTES8SCMYuwvmRuW64kxRfHHwF6l1FsASqkYoGOhTZ+xb38t8B+lVI1o6RUmIr6ARSmVan98IzBJKfVygW0uB7rbv5afxyjqX2OKRYtIkFIqQUQiMPp7u9fGv42qpMa0fO0XEkYByzEuMC0oahYMEVkLfA30FpHjInKTayN1iaswRnT0KtC66Wt2UCYKBn4Xke3ABuBHpdSyghsopdYDC4EtwE6Mv42adLfXNyKyB/gBGKmUOlN4AxGZB/wJXGL/23jIvnyAiBwHrgB+FJHlLoy7xtJ3uGmappmgxrR8NU3TqhOdfDVN00ygk6+maZoJdPLVNE0zgU6+mqZpJtDJt5YqqfKZiPiLyEoROWj/3cC+vLWI/CkimSLyn0LHK7IiVgVjCxWRhRXdR0Q61vKhdVo1oJNv7VVS5bPxwCqlVEtglf05GEVXRmPUQChsNkVXxCoXEXFTSp1QSt1RiX06YtQv0LQqSyffWqqUyme3AnPsj+cAt9m3S1BKbQSyizhekRWxChKR2SIyQ0Q2icgBe30JROR+EVksIquBVSISmdeCFhEvEfnUXot3q4hcV9I+IuIBTALutt9ccre9BR9o388iRr1nPe25ZqqadHuxVkFFVD4LVkrF2R/HY9wh5iiRGOU/mwNrCtSVvQxor5RKtseTZySglFLtRKQ1RmWyVsXto5TKEpEJGHV5R9lfX2vgPowqbtcD25VSiQ58TZpWbrrlW8uVVPkMjKyHUY7RURYopWxKqYPAEaC1fflKpVRRLecewBf2WPYBx4BWpexT2CfAYPvjB4FPKxq8pjmKTr61WOHKZwVWnRSREPs2IUCCA09bOJHnPU+rwLHKtI+9qNBJEemF0er+qQLn0jSH0sm3liqq8lkBi4Eh9sdDgEUOPPWd9n7X5kAzoLQZEtZidBlg726IKMM+qUCdQstmYbSgv1ZK6Vq2mul08q29Sqp8NgW4QUQOYvSRTgEQkUb26lZPAs/bK1/Vta8rsiJWEaIxKov9BIxQSmWUEuf/AIuI7ATmA/crpTJL2WcN0Cbvgpt92WLAD93loFURuqqZ5jIiMhtYopQq1xheB527C/C2Uqqnq8+taUXRox20Gk9ExgOPYO++0LSqQLd8NU3TTKD7fDVN00ygk6+maZoJdPLVNE0zgU6+mqZpJtDJV9M0zQQ6+Wqappng/wGeWDRZ1JKLqQAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -523,7 +524,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -535,7 +536,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
diff --git a/figure_9/figure_9.ipynb b/figure_9/figure_9.ipynb
index 246092a3..d371811c 100644
--- a/figure_9/figure_9.ipynb
+++ b/figure_9/figure_9.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 1,
    "id": "3f392515",
    "metadata": {},
    "outputs": [],
@@ -20,7 +20,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 2,
    "id": "c6d18e78",
    "metadata": {},
    "outputs": [],
@@ -30,7 +30,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 3,
    "id": "8330c5bd",
    "metadata": {},
    "outputs": [],
@@ -64,6 +64,7 @@
     "        lines.append(ax.plot(xs,ys, marker='.')[0])\n",
     "\n",
     "    plt.xticks(xs)\n",
+    "    plt.yticks([0,20,40,60,80,100])\n",
     "    lgd = plt.legend(lines, [\"EVICT\", \"FAIL\", \"FINISH\", \"KILL\"],\n",
     "              bbox_to_anchor=(1,1))\n",
     "    if cluster == \"all\":\n",
@@ -80,13 +81,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 4,
    "id": "35d8f9f0-5233-4437-ab97-061d720f6f0a",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -98,7 +99,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -110,7 +111,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -134,7 +135,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -146,7 +147,7 @@
     },
     {
      "data": {
-      "image/png": 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SPGMGriEhdtVQbshgUqIiOf/uu7iEhFD6sUft2n9hx5ySQvTQoWA2EzJ7Nk4ZiXQcjFeTJoS8/x5nBgwksk9fKi78FFMpqydzsj05jDQBwz2w/JkamFOdcHIx035+BFVaWnXu919//eVx+vRpt9atW9cASE1NlZCQkJQxY8Y4dHRmy4dc/wVOKqUuKKVSgdVAM6CMiGQY9hCgSD5SvXE0nJOdOnF51SrK9ulD2LJldjeuYAnfmjIFj/r1OTtyJNf37bO7hsLM+WnvcuPAAYImT8pyOrIjKdWiBcGzZ3Hj0CGiXuqHOckuSfbtT5WWiXT9Mpxmg6Pp+mW4tY0rwNKlS/2GDx9+Njo6+kB0dPSB8+fP74+NjXUJDw936EN0WxrYSKCJiHiK4Rx8BDgEbAQ6Wsp0B761oQaro5Qi/osvOPXMM6RfvkLogk8oP3wY4uLiME1O7u6EfDAP5/LliRowkJQzZxympTBxde1a4pctw697d0q3auVoOVni/cgjBE9/l+t79hA1YCDmGzccLck2VGmZyH/HnbOFcQX45ptv/J555pnLmY89/vjj8UuWLPnXw65Vq1aVDQgIqJuxnThxwmZfXpumKxSR8cCzQBqwB3gRw+f6BeBnOfa8Uir5jo1QeNIVpl+5QszYN0n4+We8mjWjwtR3cPb3z7minUiOiOBU5y44+/sTtuJzq0//LEoknzzJqY6dcKtenUqfLXXoD2BuuLJmDWdHjcareXNC5r2PUzb5KeyJTleYOxySrlAp9ZZSqpZSqo5S6gWlVLJSKkIp1VgpVU0p1Skn41pYSNq9h4j27UnYsIHyI14l9JOPC5VxBXCrUoWQuXNJiYzkzCuDUSkFWvaoyGK+fp3owUOMdbNmzSz0xhXAp21bAieMJ/G334geOkyH3hUT9EyuHFDp6Vyc/xGnX3gBcTIR9vlyyvbunaeM9/bE6z+NCXp7AknbthEzfnyJzL51buJEko8do8K703AJCnK0nFzj26kTAWPf4NqvvxI9YqROT1kM0IseZkNq7HnOjhpF0rZtlH7icQLHj8fk7e1oWTlSpl07UiOjuPjBB7hWrIT/S30dLcluXF79NVf+bzVl+/ejVIsWjpaTZ/y6dkUlp3B+2jTOurpQYcqUfOWu0BQOtIG9A9e2bOHsqNGYr18naOLb+HToUKQC+f1fHkRKZCQXZs3CNTSkRKx2euNoOOcmTMCzSRPKDRrkaDn5pmyvnqiUZC7MnoOTmxuB48cX2jsmTfZoA3sbKiWF8zNnEbd4MW41ahA8ayZuVas6WlaeERGCJk8iNSaGs6NfwzkwEM9773W0LJuRfu0a0YMHY/L2Jnj6u0V+1Offrx/m5GQufTgfcXUj4I3Xi9QPvMZA/yxmIuX0aU516Urc4sX4dulM2Jcri6RxzcDJ1ZWQ99/DJSiIMwMGFttUeUopYsaOJSUykuCZMwrdw8f8Uu6VV/Dr2ZP45cs5P+3dEulPL+poA2vhynffc7L908aX9L25BL75Jk7u7o6WVWCcfX0J/Wg+gJF96/JlxwqyAfGff07CT2spN2QInvfd52g5VkNEKD9yBL5duhC3aBEX5s51tKRCQ1bpCm9PS+jk5NRw+/btN+esV69evXZGWsPg4OB7YmJinAFGjRoVWK1atdo1atS4u1atWndv2LDBC6Bx48Y1t2zZcjPPwtGjR12rV6+ep+zsJd5FYE5M5NzESVz5+ms87r2X4Onv4lKhgqNlWRXXsDBC5r1PZI+enBn0MqELPy00cZYF5fqBA8S+M5VSLVtS9sVik5jtJiJCwBuvo1JTuPThfJzc3PDv18/RshxORi6CzMeOHTv2j3nQAQEBKRMmTAj64Ycf7riUxC+//OK1bt26MgcOHDjk4eGhYmJinJOTk63miynRI9gbhw9zsmMnrnzzDWX796PS0iXFzrhm4NmwIUFTppC0cyfnxo4tFreb6ZcvEz14CC7lylHhnSnF9kGQODkROG4cpds+xYXZc7hUBBP7bDu7zWv2rtmB285us1sS3kceeeRKeHi4x759++6YgCI6OtrFz88vzcPDQwEEBQWlhYWFWS0IuUSOYJVSxC//nPNTp2Ly9aXiokV4NfmPo2XZHJ82T5IaFcmFOXNxqViRcgMHOlpSvlFmM2dHv0bqhQuELV+GqUwZR0uyKWIyUWHyZFRKKuenTUPcXPHr2tXRshj7+9jQ4/HHs01XmJia6HTq6ilPhWLhwYWElQ5L8nLxumO6wmq+1ZLebvZ2ntMV3l7GycmJwYMHnxs/fnzQ6tWrT2XVTrt27a5OmTKlQlhYWJ3mzZtf7dy5c9yTTz55M4t9t27dqri7u5vBSCDjlMcf8eL5k58NafHxnBn0MrETJ+J5f1Mqf/N1iTCuGZTt1w+fdu24+N77XFmzxtFy8k3cwoVc27SJgFGj8Khb19Fy7II4OxP87jRKPfIIsW9PJP6rrxwtKVckpiY6K0u6QoUiMTXRJukKs+Kll166tHv37lJHjhzJ0ifm4+NjPnjw4KH333//dLly5dK6d+9ede7cuWUzzi9dujQio58ff/zxWF51lqgRbNKOHUSPGEnapUuUHz0Kv+7dS1zoi4gQNGE8qWfPEvP6G7gEBRW5B0NJO3ZwftZsvFu3xrdrl5wrFCMypv+eGTiIc2++hZObm0MTiOc00gTDPTDw14E10sxpTs5OzuZJzSdFNKnQxCZJX27HxcWFQYMGnZswYULgnco4OzvTpk2bhDZt2iTUrVv3+meffVb2lVdeuWSN/kvECFalp3Ph/Xmc7t4DcXMlbMUKyvboUeKMawbi6krIe3NxCQkhatDLJEecdLSkXJN28SLRw4bjGhJC0MS3S+T/0Mny//Ns3Jizo1/j6tq1jpaULU0qNEmc98i88J51ekbPe2ReuL2MawaDBg26tHXr1tJxcXH/GlDu27fP7cCBAzd9tHv27PEICQmxWhKPYm9gU8+dI7JHTy6+/z6l2zxJ5f9bjUedPEVaFEtMPj6EfvwRYjIR1a8fafHxjpaUIyo9nehXR5B+9SrBc+cUzQTVVsLJ3Z3QDz/Ao0EDol8dQcKvvzpaUrY0qdAkcUjDIefsbVwB3N3dVd++fc9nZWCvXr1q6tatW+WqVavWrlGjxt1HjhzxmDp1qtWWa842XaGIDMtFG4lKqY+sJSgr8puuMGHDBmJeG4M5NZXAN8dSpl0764sr4iTt2UNk9x6416lDxUULC03G/6y4MHcuFz/4kKBJkyjT4WlHyykUpF+7RmSv3iQfPkzIB/Osnn9BpyvMHflNVzgCKAV4Z7MNt6pSK2BOSeHcpMmcGTAQ5+AKVP6/Vdq43gHPBg2oMG0q13fvJua1MSjzndeicyTXftvKxQ/n49O+vTaumTCVKkXFTz7GtVo1zgx6mcRt2xwtSZOJnB5yfaaUmpBdARGx3+LyuSA54iTRw4eTfPgwvt1eoPyrrxaboHpbUbp1a1KGR3FhxkxcKlWk/ODBjpb0D1LPnePsyJG4Va9O4JtjHS2n0GHy8aHiwk+J7NaNqP4DqLjgEzwbNnS0LA05jGCVUiNzaiA3ZexB0u49nBk8hIj27UmLiSHkgw8IHDNGG9dcUvbFFynTqSOXPpzP5dVfO1rOTVRqqpGAOjmZ4Nmz7bJab1HE2RLP7RIQQFTfl7i+f7+jJWnI40MuEWkiImtFZJOItLeVqLyStHs3p59/noR16yAlhcBJk/B++CFHyypSiAiBb76J1/1NiXnzzUJzq3l+xkyu79lD0MS3catS2dFyCjXO/v5UXLIYk58fkS/24cahQzlX0tiUbA2siNweOzYMaA88AWTrOrAnSTt2QsbDOicnUo4fd6ygIoq4uBA8Zw6uYZU48/IrJJ+4Y/y2Xbi6fr0ls1mXEpHP1hq4BARQafEinEp5EdmrNzfCwx0tqUST0wh2voi8KSIZaaUuY6wI2x64akthecGz8X2ImxuYTIiLC56Ni1bgfGHC5O1N6PyPEDc3ovq+RNpFxzwsTomKImbM67jfcw/lR49yiIaiiktwMJUWLUJcXY0IgyIU51zcyMkH2w5j5dfvRaQbMARwA8oC7WysLdd4NmhAxUULKffKK1RctBDPBg0cLalI4xoSTOgH80i7dImogfZfStqcnMyZwYPByYngWbO0Hz0fuFaqRMXFi0ApInv0ICUy0tGSrIqnp+fNL/nKlSt9wsLC6oSHh7sOGzaswptvvhkA0KFDh7BFixb5Zq6Xn5SDBSFHH6xS6jvgMcAH+BoIV0rNVUpdsLW4vODZoAH+L/XVxtVKeNStS4V3p3Fj/wHOjhpt1/Ct2MlTSD50mArvTME1JNhu/RY33KpUoeLChajkZE736EHqWavFzxcavv32W+8RI0aE/vDDD8dq1KhR6JZRzskH21ZENgJrgYPAs8D/ROQLESm6qf41uaJ0q1aUHzmShHXruDBrll36vPLdd1xeuZKyL/bG+yH9oLKguNesQejCTzEnXON0j56kxp53iI7EP/70Oj9jZmDiH39aLazzp59+KjVw4MCwb7/99njt2rWTrdWuNckpDnYi0BjwANYppRoDw0WkOjAJeC67yiJSBlgA1AEU0As4CqwEwoBTwDNKqcI/T7OE4tejOymRp7n0yQJcQkPxfeYZm/WVfOIEMW+Nw6NRQ8oNGWKzfkoaHrVrU/GTj4ns1ZvInj2ptHSJ1ZbVOTvm9dDkY8eyTVdoTkx0Sjl50hOluLRgAa6VKyc5ed05XaFb9epJFSZPyjaJTEpKijz33HPVfv7556MNGjSwrw8rD+TkIrgCPA10AG7+9CmljimlsjWuFuYAa5VStYB6wGFgNPCrUqo68KvlvaaQIiIEvv46Xi1acG78BK5t/d0m/ZiTkjgzeDBOHh4Ez5iJOJeoRG82x6N+fUI//ojUmBhOde7C+dlzSNqzxy59mxMTnW9G+ShlvC8gLi4u6t577702f/78Qr0AW04X2h7oDKQCecoLJyI+wANADwClVAqQIiL/A1paii0BNgH6MXEhRpydCZ41k9Ndnyd68GAqrfgc9xo1rNa+UoqYceNIORFBxYWf4hJQ3mpta27h2agR5YcNJXbSZC7Nn0/c4sUFfiic00gTDPdAVL9+NVRampM4O5srTJkS4XV/0wIlfRER1qxZE9GiRYsao0ePDnznnXfOFaQ9W5FTFMFFpdR7Sqn5Sqm8hmVVBi4Ai0Rkj4gssEyrDVBKxVjKnAMCsqosIn1FZKeI7LxwoVA9TyuRmEqVInT+hzh5ehLVrx+p563ny7v85VdcXfMd/i8PwqtpU6u1q/k35qTrYEnxqFJTSfprh8379Lq/aWLo/PnhZXv3jg6dPz+8oMY1A29vb/O6deuOrVq1quysWbMK5Ug2p4dcu3NqIJsyzsC9wIdKqQZAIre5A5SRyivLdF5KqY+VUo2UUo3KlSuXkwyNHXAJCiJk/oekx1/mzICBmJOSCtzmjUOHiJ00Ca9mzfRifnbAUTHjXvc3TSw/fNg5axnXDAICAtLXrl0bPn369KDly5f73H5+6NChlQICAuoGBATUrV+/fi2AkydPumUcCwgIqLtw4ULff7dsHXJKV3gdyG6ZBAF8lFIVs6gbCGxTSoVZ3rfAMLDVgJZKqRgRCQI2KaVqZicyv+kKNbYhYcNGzgwaRKmHHiJk7hzEZMpXO+kJCZzs0BGVnEzlr1fj7OdnZaWarEjas4ekv3bg2fi+HN0DOl1h7rhTusKcfLC1ctF2elYHlVLnRCRKRGoqpY4CjwCHLFt34B3L67e56ENTiPB++CECXnuN2EmTOP/udALyMdNKKUXMmDGknj1LpaVLtXG1I54NGuh4cTuRrYFVSp0uYPsvA8tFxBWIAHpiuCW+FJHewGnAdnE/Gpvh98LzpERGErd4MS4VQ/Hrkre1seKWLCFh/S+UHzUKz3v1l11TPLFpLIxSai/QKItTj9iyX419CBg9itQzZ4idOAnX4GBKPfhgruol7dnD+ekzKPXfR/Dr0d3GKjUax1Hs1+TS2A4xmQie/i5utWoSPXQYNw4fzrFOWnw80UOH4RIURIXJk0vkooXFALPZbNb/OAuWv0WWEydybWBFpJKI/Ney7yEi3lbSpynCOHl5EfrhfJxKlyaqX39SY2PvWFaZzZwdMZL0uDiCZ8/CVLq0HZVqrMjBCxcu+GgjaxjXCxcu+GCkEvgXuXIRiEgfoC/gB1QFQoD56Ft9DeASUJ7Q+R9yuktXovr1J2zZZzh5/XvK+aWPPiJx61YCx43Do7Ze2beokpaW9uK5c+cWnDt3rg76LtgMHExLS3sxq5PZhmndLCSyFyMnwXZLTCsickApdY8Vhd4RHaZVNLi2ZQtR/fpTqkULQj6Y94/wrcRt24js1ZvSTzxBhXenaddAESGrMC1N7sntr0+yZaorACLizB0mCGhKLqUeeIDAsW9wbfNmYqe8c/N46vnzRA9/FdfKlQkaP04bV02JIbdRBJtFZAzgISKtgAHAd7aTpSmq+HbuTEpkFHGLFuFasSK+XTpzdthwzElJVFqyOEvXgUZTXMmtgR0N9AYOAC8BPyqlPrGZKk2RpvyIV0k9E0Xs5MnErfic1JOnqDBtKm7VqjlamkZjV3LrInhZKfWJUqqTUqqjUuoTERlsU2WaIos4OeHbtSuIkHryFJhMuISGOlqWRmN3cmtgs4oG72FFHZpixvV9+29mbQLskrVJoylsZOsiEJHOGHlgK4vImkynvIE4WwrTFG08G9+HuLqiUlP1Sr+aEktOPtg/gBjAH5iR6XgCsN9WojRFn4yVfnObtUmjKY7kJtnLaUBnQdbkGZ21SVPSyZUPVkSaiMgOEbkmIikiki4ieV3hQKPRaEoUuX3I9T7G2lzHMFaYfRGYZytRmuLB3vN7WXBgAXvP73W0FI3GIeQ6XaFS6riImJRS6VjW2QJes500TVFm7/m99F7XmxRzCm4mNxY8uoD65es7WpZGY1dyO4JNsiTN3isi00RkaB7qakogW85sIcVszK5OTk9me8x2ByvSaOxPbo3kC5aygzAWLwwFOthKlKZok2ZOY2v0VgAEIxY2KiHH1Z01mmJHji4CETEBk5VSXYEbwHibq9IUaWbvms3huMP0vacvHi4e7I7dzZoTa3iyypM0raADUjQlhxwNrFIq3ZJs2zVzRi2NJit+OvkTSw4t4bmaz/HyvS8DkFQric4/dOa1315jVdtV+HsUyiXsNRqrk1sXQQTwu4iMFZFhGZsthWmKHuHx4bz1x1s0KN+AkfeNvHnc08WT6Q9OJzE1kdG/jSbdnOVCxBpNsSO3BvYE8L2lvHemTaMB4GrKVYZsHEIpl1LMeHAGLiaXf5yv7lud1/7zGttjtrPgwAIHqdRo7EuuwrSUUtrvqrkjZmVm9JbRxCTGsOixRZTzLJdlufbV2rM9Zjsf7PuAewPu5b5AnZ9AU7yxeaiViJhEZI+IfG95X1lEtovIcRFZaQn/0hRh5u+bz2/RvzHqvlHZxrqKCG82fZNQ71BGbxlN3A2dL0hTvLFHLOtgIPN6zlOBWUqpakA8RiJvTRFlc9RmPtz3IW2rtuXZms/mWN7LxYvpD07ncvJlxmwdg1lludqxRlMsyG0ugma5OZZFmRDgSWCB5b0ADwOrLEWWAO1yqVVTyDh99TSv/fYad/ndxdgmY3O91lYtv1qMvG8kv0f/zuK/F9tWpEbjQHI7gn0vl8duZzYwEmNpW4CywGWlVJrl/RkgOJcaNIWIpNQkhmwcgsnJxOyHZuPu7J6n+s/UfIZWlVoxd/dcnatAU2zJKeF2U+B+oNxtYVmlAVPWtW7WbQOcV0rtEpGWeRUmIn2BvgAVK1bMa3WNDVFK8eYfbxJxJYL5/51PhVIV8tyGiDD+/vEcunSIEVtGsOqpVfi4+dhArUbjOHIawboCpTAMcebwrKtAxxzqNgPaisgp4AsM18AcoIxl2W+AECA6q8pKqY+VUo2UUo3Klcv6qbTGMSz5ewnrTq1j8L2DCzQzy9vVmxkPzuDi9Yu88fsbKKVXgtcUL7I1sEqpzZYQrSZKqfGZtplKqWM51H1NKRWilAoDngM2WKbbbuSWce4OfFvwy9DYi+0x25m1exatKrWiZ+2eBW6vtn9thjcczqaoTSw7vKzgAjWaQkRufbBuIvKxiPwsIhsytnz2OQoYJiLHMXyyn+azHY2dibkWw4jNI6hcujJvN3s71w+1cqLrXV15KPQhZu6aycGLB63SpkZTGJDc3JaJyD5gPrALuDnPUSm1y3bSbtGoUSO1c+dOe3SluQPJ6cl0+6kbkVcjWfHkCsJ8wqza/pXkK3T6rhNO4sSXT31JadfSVm1fkz9EZJdSqpGjdRRVcjuCTVNKfaiU+ksptStjs6kyTaFBKcXEbRM5dOkQk5tPtrpxBfBx82HaA9OITYxl3B/jtD9WUyzIrYH9TkQGiEiQiPhlbDZVpik0fBX+Fd8c/4aX6r7EQxUfslk/9cvX55V7X2H96fWsPLrSZv1oNPYit0vGdLe8jsh0TAFVrCunAERuh9NbIawFhDZ2tJpiw97ze5ny1xSaBzenf73+Nu+ve+3u/HXuL6btmEb98vWp5VfL5n1qNLYiVz5YR5OjDzZyOyx6HJQZnN2h+xptZK3AxesXefa7Z3E1ufJFmy/sFqcafyOejms64uHiwco2K/Fy8bJLv5p/o32wBSO3U2U9ReQNEfnY8r66ZSJB4eDUb6DSAQVpN+DkFkcrKvKkmlMZvmk4CakJzH5otl0nAfi6+zL1galEJUQx/s/x2h+rKbLk1ge7CEjBmNUFxuSAiTZRlB8qPwDOHoAACk5sgNQbjlZVpJmxcwa7z+9mXNNx1PSraff+GwU2YmD9gfx08idWH1tt9/41GmuQWwNbVSk1DUgFUEolAdYJgrQGoY0Nt8AjY+E//eH077C8I9y46mhlRZLvTnzH8sPLeeHuF3iiyhMO09G7Tm+aBDVhyl9TOBaf7bwWjaZQklsDmyIiHhgPthCRqkCyzVTlh9DG0GI4PP4OtP8YTv8BS9rAtQuOVlakOHzpMOP/HE+jgEYMbTjUoVpMTiamtJhCKZdSvLr5VZJSkxyqR6PJK7k1sOOAtUCoiCwHfsXIklU4qfcsdF4BF8Jh4WNwOdLRiooEV5KvMHTTUHzcfJj+4HRcnFxyrmRj/D38eeeBdzh55SSTt092tJxiwd7ze1lwYIHOYmYHcmVglVI/A08DPYAVQCOl1CbbybICNR6Dbt9A0kX49FE4fzjHKiWZdHM6I7eM5HzSeWa3nE1Zj7KOlnSTJkFN6Fu3L9+e+JY1J9Y4Wk6RZue5nfRY24O5u+fS5+c+2sjamNxGEXwHPApsUkp9r5S6aFtZVqJiE+j5EygFC1tD1F+OVlRombd3Hn+c/YPX//M695S7x9Fy/kX/ev1pFNCIidsmEnElwtFyiiRxN+J4fevrpKt0FIpUcyo7Y/UUdFuSWxfBdKAFcEhEVolIRxHJW4ZlRxFQG3qvA08/WPo/OPaLoxUVOn49/SufHPiEDtU70KFGB0fLyRKTk4l3WryDu8mdVze/yo00HSWSF8Ljw+n8fWcuXL+Ai5MLJjHh4uRCowAd4mpL8jTRQERMGHld+wCtlVJ2ychhlWQv187Dsg5w/hC0mw91O1lHXBEn4koEnb/vTNUyVVncejGupsK9BuXW6K30/6U/HWt05K2mbzlaTpFgY+RGRv82Gi8XL+Y8NId0lc7O2J00CmiU7SKVoCcaFJTcTpXFEkXwFPAscC/GelpFh1Llocf3sKILrH4RrsfBf15ytCqHci3lGkM2DsHd2Z2ZLWcWeuMK0Dy4Ob3q9GLhwYU0DmzM45Ufd7SkQotSioUHFzJn9xzuKnsXcx+aS4BXAECOhlVjHXLrg/0SY2XYh4H3MeJiX7alMJvg7gPP/x/UfBJ+GgkbJhn+2RKIWZl54/c3iLwayfQHpxPoFehoSblmUINB1C9Xn3F/jOP01dOOllMoSU5P5vWtrzN792weC3uMxa0X3zSuGvuRWx/spxhGtZ9SaqNSRXitZRd3eGYpNHgetkyDH4aDOT3nesWMhQcX8mvkrwxvNJz7Au9ztJw84eLkwrQHpuHs5MyIzSNITi9cIdmO5uL1i/Ra14vvIr5jYP2BTHtgGh7OHo6WVSLJ1sCKyEgApdQ6jDCtzOeKblCiyRnavg/NBsPOT+H/ekNayfmS/hH9B3N3z+Xxyo/z/F3PO1pOvggqFcSk5pM4HHeYGTtnOFpOoeHwpcM89/1zhMeFM+PBGfSr189qK09o8k5OI9jnMu2/dtu51lbWYl9EoNUEaPU2/P01fP4MJF9ztCqbcybhDCO2jKC6b3XGNR1XpL98LUNb8sLdL7DiyArWn17vaDkOZ/3p9XRfa2QWXfr4Uh4Ne9TBijQ5GVi5w35W74smzV6B/30AJ3+DJU9B4iVHK7IZ19OuM3TTUBSK2S1n4+ni6WhJBWbovUOpU7YOb/3+FmcSzjhajkNQSjF/33yGbRpG9TLV+aLNF9xV9i5Hy9KQs4FVd9jP6n3RpUFXeHYZxP4Ni1rDleL3RVVKMeHPCRyNO8rUFlMJLR3qaElWwcXkwrsPvgvAiM0jSE1PdbAi+3I97Tojt4xk3t55tKnShoWtF+Lv4e9oWRoLORnYeiJyVUQSgLqW/Yz3hW+6T0Go9QS88DUknINPHzPyGBQjPj/yOd9HfM/A+gNpEdLC0XKsSoh3COObjefgpYPM3j3b0XLsRmxiLD3X9mTdqXUMuXcIk5tPxs3k5mhZmkxka2CVUialVGmllLdSytmyn/He8ZlArE1YM+jxA6SnGElizhSPdR13xe5i+o7ptAxtSZ+6fRwtxya0qtSK52o+x9JDS9kUtcnRcmzOwYsH6fxDZyKuRDDnoTn0vqd3kfanF1dyG6ZVcgiqa0ytdfM2fLInNjhaUYGITYxl+KbhhHiHMLn5ZJyk+P7LX73vVe7yu4vXt75OzLUYR8uxGT+d/Ikea3vg4uTCZ49/ZtOFKDUFw2bfNhEJFZGNInJIRP4WkcGW434isl5EjllefW2lId/4VYHeP4NvGCx/Bg4WzYz6KekpDNs8jKS0JGY/NBtvV29HS7IpbiY33n3wXdLMaYzcMpJUc/Hyx5qVmff2vMfILSOpXbY2K9qscMhqE5rcY8vhTBowXCl1N9AEGCgidwOjgV+VUtUx8sqOtqGG/OMdCD1/gOCGsKoX7FjgaEV5ZtqOaey/sJ+JzSZStUxVR8uxC5VKV2Lc/ePYe2Ev8/bMc7Qcq5GUmsTwTcP5eP/HtKvWjk8e/QQ/dz9Hy9LkgM0MrFIqRim127KfgDHVNhj4H7fyGCwB2tlKQ4Hx8DUefFV/1JjxtXlakZla+/Wxr1l5dCW96vQqcfGQj1d+nA7VO/DpwU/ZGr3V0XIKTMy1GLr91I0NURsY0WgEE+6fUCTyRmjs5IMVkTCgAbAdCFBKZTjIzgGFe4K0qyc8txzqdYaNk+CnUWAu3DOF/774NxO3TaRJUBNeblD0UkZYg9GNR1OtTDXG/DaG80nnHS0n3+w9v5fOP3Qm+lo07z/8Pt1qd9MPs4oQNjewIlIK+D9giFLqH6sQKiNXYpZDQhHpKyI7RWTnhQsOXlfL5GJMRmg6CP76CL7uC2kpjtV0B+JuxDFk0xD8Pfxvztcvibg7uzPjwRncSL/BqC2jSC+C+SbWnFhDr3W98HTxZNkTy4pdeF1JwKYGVkRcMIzrcqVUxpOiWBEJspwPArIcXiilPlZKNVJKNSpXrpwtZeYOJyd4dCI88hYc+Aq+6AwpiY5W9Q/SzGmM3DyS+BvxzHpoFr7uhe/5oT2pUqYKbzR5g52xO5m/f76j5eSadHM6M3fN5PWtr9OgfAM+f+LzEuNDL27YMopAMLJwHVZKzcx0ag3Q3bLfHfjWVhqsjgi0GAZPzTHCt5a2g6Q4R6u6ydzdc9l+bjtjm4zl7rJ3O1pOoaBt1ba0rdqWj/Z9xPaY7Y6WkyOJqYkM2TiERQcX8UyNZ5jfaj5l3Ms4WpYmn9hyBNsMeAF4WET2WrYngHeAViJyDPiv5X3RomEP6LQEYvbCoifg6llHK2LtqbUs+nsRz9V8jv9V+5+j5RQqXv/P64T5hDH6t9FcvF54l5M7k3CG5398nt+if2PMf8bwRpM3CsXKvpr8k6clYxyFVZaMsQURm+GLLuDhZ0Qb+FdziIxj8cfo+mNXavrWZOFjC3Ex6S/l7YTHh9Plhy40KN+Aj1p9VOgmXOw8t5Nhm4aRptKY8eAMmlZo6mhJgF4ypqAUrk9ZUaPKg8YyNKlJxtTas3vsLuFqylWGbhqKl4sXM1rO0Mb1DtTwrcFrjV9jW8w2FhwoXDHNq4+tps/6Pvi4+fD5E58XGuOqKTjawBaUCg2g1zpw8YTFT8HJLXbr2qzMjPltDNEJ0cxsOZPynuXt1ndR5OnqT/N45ceZt3ceu2Idn2cizZzG1L+m8tYfb9E4sDHLnlhGmE+Yo2VprIg2sNbAv5qRv8An2Fi59tAau3T70f6P2HxmMyMbj6RB+QZ26bMoIyK81fQtQkqFMHKLEW3hKBJSEhi0YRDLDi+j611dmffIPHzcfBymR2MbtIG1FqUrQM+fIKgefNUddtl20d0tZ7bw4d4PaVu1Lc/VfC7nChoAvFy8mP7gdOJvxDNm6xjMDlhe7vTV03T9sSvbz27nzaZvMrrx6BIbr1zc0QbWmnj6QbdvoerD8N0r8NtMm0ytjbwayegto6nlV4uxTcbqmT155K6ydzHyvpFsjd7Kkr/tu/r89pjtdPmhC3E34vj40Y/pVKOTXfvX2BdtYK2Nqxc8twLqdIRfx8PPb1h1am1SahKDNw7G5GRi1kOzcHd2t1rbJYlnaz5Lq0qtmLt7LnvP77VLnyuPrOSl9S9RzqMcK55cUeRW89XkHW1gbYGzKzz9CTR+Cf58H74dAFZYykQpxVt/vEXElQimPjCV4FLBVhBbMhERxt0/jgCvAEZuGcmV5Cs26yvVnMrEbROZuH0i91e4n2VPLCPUu3gs2aPJHm1gbYWTEzw+FR56HfatgJXPQ+r1AjW59NBS1p5ayysNXuH+CvdbSWjJpbRraaY/OJ0L1y8w9vex2CIm/EryFfr/0p+VR1fSo3YP3nv4PUq5lrJ6P5rCiTawtkQEHhwJT86A8HXwWXu4fjlfTf0V8xezds2iVaVW9KrTy7o6SzB1/OswrOEwNkZtZPnh5VZtO+JKBF1+6MKu2F283exthjcajsnJZNU+NIUbbWDtwX0vQseFcGYnLH7SWFgxD5xLPMeILSOoVLoSbzd7Wz/UsjLP3/U8LUNbMmPXDP6++LdV2vw9+nee/+F5rqVeY+FjC2lXrZ1V2tUULbSBtRd1noauX0LcSWPWV1xErqolpyczdONQUtJTmP3QbLxcvGwstOQhIkxsNhF/D39e3fwqCSkJ+W5LKcWyQ8sY8OsAgkoFseLJFYUvRjnqL/hthvGqsSnawNqTqg9D9+/gxlVjafCY/dkWV0oxeftkDl46yKTmk6jsU9lOQksePm4+vPvAu8QkxvDWH2/lyx+bmp7K+D/HM3XHVFqGtOSzxz+jQqkKNlCbR9LT4NxB2P0ZfNEVPn0Ufn0blrTVRtbG6OhmexPSEHqtNfyxi5+Ezl8Yy4Vnwapjq1h9bDV96/bl4YoP21loyaN++fq83OBlZu+ezZdHv+TZWs/mum78jXiGbhrKrthd9LmnD4MaDHJMQhmzGS4dN/JinN1tvMbshzTLA1aTKzdz3KenwKnfILSx/XWWELSBdQTlahr5Cz5rD8ueho6LoNYT/yiy78I+Jm+fTLPgZgyoN8BBQksePev0ZEfsDqbtmEa98vWo5VcrxzrH4o/x8oaXuZB0gSktptCmShs7KMWYxBJ/0mJM90D0HojZBxkuDmcPY2Zhwx4QfK+RNyPxEnzWzjCuJlcI06sk2BKdrtCRJF6C5R2NL0Xb96BBVwA2R21m1G+j8HT25Ov/fa3nqNuZuBtxdFrTCQ8XD1a2WZmt33tz1GZGbhmJp4sncx6aQ91ydW0jSim4cuaWMc3Yblw2zptcIfAew4hWaAAV7gX/GmDKYgwV9Zcxcg1rkePoVacrLBjawDqa5ARY+TwJJzcT3qw/v5b2ZdnhZSgUrk6ufPrYp9QvX9/RKkscO87t4MWfX6R1WGveafHOvyI3lFIs/nsxs3bNopZfLeY+PJdAr0DrCUiIvXWLn7ElWtamc3KG8nffMqbB90K5u4wJLlZGG9iCoV0EdkYpRUxiDEfijnA0/ihH445yxCuZ6LBQiP4eom+VTVfp7IzdqQ2sA7gv8D761+vPvL3z+E/Qf3i6+tM3z6WkpzD+z/GsObGGRys9ysTmE/Fw9sh/Z4mXIMZyi59hTBMsq2SIE5SrZSwdnzEyDagNLnqKdFFAG1gbkpKewonLJ24ZUotRzQgDEoRKpStRx78OHaq1p+aJraQfW8/IwPKkonARJxoF6MGDo+hzTx92xu5kyvYp3ON/D9V9q3Px+kWGbBzCvgv7GFBvAC/VeylvD7NuXIGzezONTHfD5chb58tWh7Dmt0anQXWN/BaaIol2EViJ+BvxNw3p0bijHIk/wsnLJ0lTaQB4OHtQ3bc6tXxrUdOvJjX9alK9THU8XTxvNaIUfDuQvYe/Yqe7O41u3KC+yQd8K4F3IHgHQekg4zXjvXcguJcxZo1prM7F6xfpuKYjbiY3mgU3Y0PkBhJTE5nYfCKPhT2WfeXka3Bu/z9v8y8dv3W+TKVbD58qNDAeSLkXLn+7dhEUDD2CzSNmZSYqIcoYjcYdvWlUY5Nib5Yp71Gemn41aRnSkhp+NajlW4tQ79Ccp0mKQNmq1E9Oo37yVUAgsAK4ecOlE3Bq662HGplxdv+nwb35WuGf7930HPi84u/hz4v3vMjUHVP5KvwrACY0m/Bv45p6A84d+KcxvXgUMvLNlg42jGi9zrcMqqefna9GY2+0gc2G62nXORZ/7B+3+OHx4Vy3xBSaxERln8rcF3gftfxqUcO3BjX9auLnXoAvTlgLcHa7FUbz5PR/PulNvW5MtU04BwkxmTbLsXMHIPxnSE38d9uu3haDe5sxzjwqLhWo/Xu3cSP9BoIRPeqEcOlabKbbfMuDqPOHwWzcreBVzvCV1m5nGZnWB+8Ah+nXOA5tYDEePF28fvGfD57ijhCZEHkz4723izc1/GrwdPWnqelr3OJXLVMVN5ObdcWENobua+4cRuPiAX6VjS07khMyGeFzxtLimd9HbTde05P/XdfDN4vR8G2j4lLloSgtsGg2G9eaZtlu7t+AtBTjNfP5jHPpKTSK2Y6b2UyqCC7KTKO14+CGJXDfw9cwos0eNYxqhQbG6hbaZaOhBPpg08xpnLpyiiPxRwiPC79pVONuxN0sE1wqmJq+NY1RqV8NavnVooJXheKXZEUpuB5/59Fw5n2VfltlMUZqWRphy6g4Y0RdsQkE1s3CsOXd2P2jTJbHkv9dNz3ZKFcA9rq53vKLBzSExn0N/2mZSsXamGofbMFwyAhWRFoDcwATsEAp9Y4t+klISSA8Pvymr/RI3BGOxx8nxWx82VycXKhWphoPhjxoPHjyrUkNvxqUdi1tCzmFDxHDD+jpBwF337mcOR2SLt15NJwQkylO00Y/2CZXw9ec8ersdmszWV7dfYxYUGf3W8ec3TMdu71u5mOZzpnc/lnm3EHqr3iW+lcTjfKtJujppZpcYfcRrIiYgHCgFXAG2AF0VkodulOd3IxgP975LWtPrieotDcurtc5GneUM9fO3Dzv6+ZLTb+aN32ltfxqEeYThotT4bvN3XU6nm0Rl2hSpSwNK/k6Wk7uSU+Fa+cNo7t9PurAVwgKhSDVWkGNR3Nh2LI4ZnI1Epg7kCM7fiH+0AZ8736YWvf916FaCkpePl96BFswHDGCbQwcV0pFAIjIF8D/gDsa2JxYuf835h58AxEITwQvkz+Vve+mZsB/CXSvTKBHVbyd/W7e4qdegQNX4ACxObRsf05dTOTDzSdIS1c4m4T+D1YlzL+oxUEGkMyjtFPf4EIaqTjzjcczuDk3NU6nWbYs3L+3SLFs+U8daC2M/0kKaenNcA5PoX/80SL4PzHI+HylmxWuzk4sf7FJ0foRL2I4wsAGA1GZ3p8B/nN7IRHpC/QFqFixYrYN/hzxB9x8zivEn2tI7N8P3dbFmSzrFmZS0xVzNxzPuWChxJOvZAxNnA6zzXwXu3d4wo59jhZVYIr2/+SfpKaZ2RZxSRtYG1JoowiUUh8DH4PhIsiu7KNV7mf7rpUo0kA5M6R5a56s0dQuOq3NwegrDPtyH6npZlxMTsx8ph51ggtX8HluMK7Dib3pNXAxOTGviF4HFJ//Cdy6lrR0My7OTjSpUtbRkoo1jjCw0UDmJTVD+McM/LzzbN0WwBx+jviDR6vcb3lfNKlU1otAH4+i6YPNRHG5DtDXosk/jnjI5YzxkOsRDMO6A+iilLrjYkhFYaqsRlMc0Q+5CobdR7BKqTQRGQSswwjTWpidcdVoNJqiikN8sEqpH4EfHdG3RqPR2Au96KFGo9HYCG1gNRqNxkYUiVwEInIBOJ2Lov7ARRvLsRfF5VqKy3VAybyWSkqpcrYWU1wpEgY2t4jIzuLyxLO4XEtxuQ7Q16LJO9pFoNFoNDZCG1iNRqOxEcXNwH7saAFWpLhcS3G5DtDXoskjxcoHq9FoNIWJ4jaC1Wg0mkKDNrAaTQlFRGqJyJ8ikiwir2ZTbrGInBSRvZatvh1lFmkKnYEVEQ8R2SwiJhHpLiLHLFv3O5SvLCLbReS4iKwUEdcsyoSJyPVMH5D5mc79IiIFSimUuX3L+9YictSiafQd6vQQkQuZNL14h3K5aauSiPwqIvtFZJOIhFiOlxORtXa4liz7z6LcQhE5LyIHs+k/yy+9iLiKyBZLsqD8Xku++8+i3CQRiRKRa7np30afu4KmwooDXgGm56LsCKVUfcu2t4D9lhyUUoVqAwYCgwE/IMLy6mvZ982i/JfAc5b9+UD/LMqEAQfv0F934PUCar7ZPkYCmxNAFcAV2AfcnUWdHsD7ObSb27a+Arpb9h8GPst0bhHQzMbXcsf+byv3AHDvnf4XljLlgfuAScCrt517C+ian2uxRv+3lWsCBAHXctu/DT53J4Dllr+5FKCdcTlc62KgY0G0ltSt0I1gga7At8BjwHqlVJxSKh5YD7TOXFCMNWAeBlZZDi0B2uWxvzVA54IIvo2bS+IopVKAjCVxbNnW3cAGy/7G28p8g/E3dVT/N1FKbcEYNd0RpdR5pdQOIDWL09+Q/2uxRv+Zy21TSsXkVwvW+dzVAFYAg4BDIjJGRCpknBSRWZlGz5m3LO9EcmCS5Q5llohYea364kuhMrCW2/sqSqlTZL20TPBtVcoCl5VSadmUyaCyiOyxuB9uZuS2GG83EbFWavfc6M6gg+VDu0pEQrM4n9u29gFPW/bbA96ZrmcnkN8M5Nbo35ocxBhdFiVs9rlTSqUrpb5XSj2NMTqvAkSKSGPL+aHq1m195i2vqzi/BtTC+Nv7AaPyq7mkUagMLMb86Ms2aDcGqKiUagAMAz4Xkcxrc58HKmRZ03Z8B4QppepijM6XFKCtV4EHRWQP8CBGIvN0yzl7XFt2/VsNpVQ6kCIi3tZu20bY/HMnIj4i8hLGiLg60AvYbzlnlRGsUipGGSRjuJz0muW5pLCtyXUdcLfsRwMtM50LATbdVv4SUEZEnC2j2CyXn7F8MJIt+7tE5ATG7VXGMgnulr6tQa6WxFFKXcr0dgEwrQBtncUyghSRUkAHpdRly+mCXJs1+rc2bsANG7VtVWz9uRORZUBTDB94N6XUsdv6H5rftm/rJ0gpFWNxybXDuJPQ5IJCNYK13DaZRMQdY8WDR0XE1/K09FHLMURkqYg0VkopDJ9fR0sT3TH8t//A8jTdZNmvgvFLn7FsuACBwCkrXcYOoLoY0Q2uwHMYo4vbNQVletsWOJzp3JE8tuUvIhn/y9eAhZlO1yD/X4gC95/pWgqM5Xb6olIqW/+orbBEStzJ3ZNVeVt/7r4EaiqlRt9uXHOpL1BEzmCMrt8QkTMZI2wR+TGTP3e5iBwADmDcZU4sgOaShaOfst2+AZ8C/7Xs9wKOW7aemcrsBUIs+1WAvyxlvgLcLMfbAhMs+x2Avy31dgNPZWqrEfB/BdQcxj+fVj+Bse7YCTI9KQYmAG0t+1MsmvZh/EjUshz3B47msa2OwDFLuQUZfwPLuVeBl218LVn2n8W1rMC4bU7F8Of2thzvB/Sz7Adazl3FcBedAUpn6mdGAa4l3/1jDEZOAx6WctMs58yW13H2/tzprfBvDhfwL0FGGE2WYT6W86WBr6zY3xzgkQK28Y8vcgHbagO8YsXr20IW4W1F9FpWAzUcdC11gJlWvJYCf+70Vvi3wuaDRSm1W0Q2iohJGQ81bj9/FehkxS4PKqV+LWAb6YCPiOxVStUvSENKqe8LqOUmIlIOwyjE56FaYb0WV+AbpVR4HqpZ81oOYtxKWwtrfO40hRyd7EWj0WhsRKF6yKXRaDTFCW1gNRqNxkZoA1sMEBFliYnMeO8sRiKZfPlAReSUiPhncbxtPqdZ5rqPArTXQ0Tet+z3E5FumY7bexKJRgMUvokGmvyRCNQREQ+l1HWgFVlMCCgoSqk1ZBEHW9hQSs3P9LYHRhzwWceo0ZRk9Ai2+PAj8KRlvzNGzCcAItJYjBR8e0TkDxGpaTluEpHpInLQkhPh5UztvSwiu0XkgIjUspTPPEpcLCJzLe1FiEjHTP2NEJEdljbH5yRcRIZZNBwUkSGZjneztLFPRD6zHHtKjPSUe8RI+ReQRXvjRORVi6ZGGIHye0XkSRH5JlO5ViLydc5/Wo0mf2gDW3z4AnjOMguuLrA907kjQAtlzIl/E5hsOd4XI1a0vjJyIizPVOeiUupe4EOMyQpZEQQ0x4h3fQdARB7FmLHUGKgPNBSRB+4kWkQaAj2B/2CkAOwjIg1EpDbwBvCwUqoeRgpLgK1AE8u1fAGMvFPbSqlVGNNSu1rCtH4EalnC17D0u/AO1TWaAqNdBMUEpdR+EQnDGL3+eNtpH2CJiFQHFOBiOf5fYL6yZCNTSmVO5bfa8rqLW5mybucbpZQZI1VexkjyUcu2x/K+FIbB3XKHNpoDXyulEgFEZDVG9i+FMaHk4m3aQoCVlqnGrsDJO7T7L5RSyjISfl5EFmHM4++W2/oaTV7RBrZ4sQYjO31LjFSOGbwNbFRKtbcY4U25aCvZ8prOnT8nyZn2JdPrFKXUR7mTnGfew5g8sUZEWmIki84LizAymd3AMOBpOZTXaPKNdhEULxYC45VSB2477sOth149Mh1fD7wklmVYRMTPChrWAb3EyKqFiASLSPlsyv8GtBMRTxHxwsgn+xtGAu9OlgQvmbVlvpYslxG6jQTgZnpDZWT+OovhfliU66vSaPKBNrDFCKXUGaXU3CxOTQOmiJGvNfNodAEQCewXkX1AFyto+Bn4HPjTkoFpFZkMXBbld2MsSfIXht94gVJqj1Lqb4xlWzZbtM20VBkHfCUiu4CLuZC0GJhvecjlYTm2HIhSSh2+czWNpuDoqbKaEoclEmKPUupTR2vRFG+0gdWUKCwj30SglTISYms0NkMbWI1Go7ER2ger0Wg0NkIbWI1Go7ER2sBqNBqNjdAGVqPRaGyENrAajUZjI7SB1Wg0Ghvx/yJ8Wcyczd2nAAAAAElFTkSuQmCC\n",
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ugeb8Xfo/+igq00Lcq69yvN9LhM98B5ccsqYVGfLooQLGkMPiJ2pgSXfBxd3CY7MOU+VOm46Z/fbbb6WOHj3q2aZNmxoA6enpEh4enjZ8+HDTsx053HyVUrEiMhU4BlwCvsMYZkhUSmV9FTgOFPmlAFRmJmfef5+Et9/BPTiYSosW4t2okd3bLRcVRfqJEyRMj8a9QgX8H3nE7m0WVU7PmkXyhp8JGT2qUOPutiCg/WOozAziR75G7Ev9CXt7RtE24LyocmcynT/bz+H1flS5M8nWxgvw0UcflRk0aNCJiRMnxmcdCwsLq7d//37Tf7BmDDsEAo8ClYEKgA/Q5gau7ykiW0Vka4ITp+pLj4vjWNduJEyPpvT991F5xRcOMV4wYoArvP463rfeyolXR5C8ebND2i1qXPz5F06//Q7+jz5CwJNPmi0HgMCOHQkZPZqLP/1E7ICXryzQWWypcmcy94yOt4fxAqxYsaLME088kZj92AMPPHBuwYIF/3nwtmzZsrLBwcE3Z22HDh1yt4emLMTR44Ii0hFoo5R63vq+C9Ac6AiEKKUyRKQ5MFopdX9udTVp0kRt3brV7ppvlAvffkfca6+h0tMJGTkS/3aPItZFFh1J5oULHO3cmfT4k1RavAivGjUcrsFZSY+N5Uj7DrgFBxO55FOne8h19uOPOTl2HH733kPYm28i7nb1gRtGRLYppZpkP7Zr165/6tevf9osTc7Irl27gurXrx+Z0zkzQs2OAc1ExFsMR7ob2AOsAx63lukKfGmCtkJhSUkhbuRrxEZF4RERQZXlnxPwWDtTjBeMGOCI2bNx8fIipldvHQNsxZKWxvEBL6MyMwmfEe10xgtQ5umnCR4+nKTvfyD2lcE6g10xxOHmq5TaAiwDtmOEmbkAc4ChwEAROYgRbvaBo7UVhst79nCkw+MkLltG2R49iPx4MR6RkWbLuhIDbDl/npjeOgYY4OSECVz+4w8qTJroFL+j61Gmy7OUHzaUpG+/5cSQIdqAixmmRDsopUYBo645fBhoaoKcQqEsFs4u+IhTb76JW2AgFed9gE/z5mbLugqv2rUJi55OTO8XiR0wwIgBdrKvsY4iccUKEj9dQtkXnsfvnnvMlpMnZbt1g8xMTk2ZCi6uRk5hB4fCaeyDnuFWCDISEojp0ZNTb7yB7+23U/nLFU5nvFn4tmpFyOhRJP/yC3ElNAb48r59xI8eg3fTppQbMMBsOfmm7PPPU+7ll7mwahVxw4ejMjPNlqSxAXoKVAFJWr+euOGvYklOJmT0KAKefNK0sd38EtixoxED/N4sPMLCCHrxRbMlOYzMCxc43r8/rn5+hL05rcjN/gvq1RMsmSREzwBXN0JfH3fDeUA0zkXR+gQ6AZbUVE5Nmcq5RYvwrFmTsI8W4Fmtmtmy8k25/v3JOHGChOgZuIWGEtCundmS7I5SihP/G0567AljIcugoLwvckKCXnwRlZHJ6ZkzEVcXQsaM0QZchNG/uRsg9cAB/un4BOcWLSKwy7NEfrakSBkvWPMAjxuHd7NmxI0YSfKmTWZLsjtnP/iAi2vXEjxksMNire1FUL++lO3di8Sly4gfq5eRupacUkpemzrSxcWl8ZYtW66EuFSvXr1OVurJsLCwenFxcW4AQ4cODalWrVqdGjVq1K5Vq1btH3/80QegadOmNTds2HAlb8W+ffs8qlevXudGteqebz5QSnHuk0849cZkXHx9iZg9yyFZr+yFeHgQ/vYMjj7dmeMv9afSx4uLbQxw8uYtnHrzLfweaEPgs8+aLafQiAjloqIgM5Mz789FXFwJHjnC6Ye8HEVWbofsxw4cOHBVUubg4OC0sWPHhn799dfXXSL+hx9+8Pn2228D/vjjjz2lSpVScXFxbqmpqTb9Ieuebx5knDvH8b79ODl2HN5Nm1LlyxVF2nizcPXzI2LObFy8vYnp2Yv0kyfNlmRz0k+eJHbQIDwiIwkd93qxMSgRodzAgZTp3p1zH3/MyYkTi2wPePOJzT7Tt00P2Xxis91SSl7L3XfffX7//v2ldu3add1M+bGxse5lypTJKFWqlAIIDQ3NiIyMTLelDt3zzYXkTZs4MWQomYmJBP9vGIHPPlusxtjcQ0OJmD2Lo52fIaZXbyotWoirr6/ZsmyCSk8ndsDLWC5dotJHC3D1ddjftkMQEcoPGQyWTM4u+AhxcaX80CFO8w9m5MaREQfPHcw1pWRyerLLPxf+8VYo5v05j8jSkSk+7j7XTSlZLbBayrjbxt1wSslry7i4uBAVFRU/ZsyY0OXLl/+TUz3t2rW7MHHixAqRkZF1W7ZseaFTp05nH3rooStrPnXp0qWKl5eXBYxkPS4F8IXi4yQ2RKWlcWrqVI499zwufn5EfraEMl27FivjzcLrppsIi44m9cABYqMGoNJt+s/dNE5OmcKlHTuo8Po4PKtWNVuOXRARyg8bRmDnzpz98EMSpk0rUj3g5PRkN2VNKalQJKcn2yWlZE706tXrzPbt233//vvvHBPs+Pv7W/78888977zzztFy5cpldO3ateqMGTPKZp3/6KOPDme1s3r16gKt36V7vteQeuQIJ14ZzOW//iLgyScJHjbUKaef2hLfVi0JHTuGuFdHEDd6NKGvF+2v6BdWr+bcRwsJ7PIspR980Gw5dkVECB7xKsqSyZm5H4CrG+UGRJn++8urhwrGkEPftX1rZFgyXNxc3CzjW44/3KxCM4dMwXR3d6dfv37xY8eODbleGTc3N9q2bZvUtm3bpJtvvvnSwoULy/bv3/+MrTRo87WilOL88i+IHz8eF3d3wt6eQel77zVblsMI6NCB9NgTnH73XdzDwijXx3GrOdiS1EOHODFiJKUaNSJ48GCz5TgEESFk5EjIyOTM7NmIqyvl+r9ktqw8aVahWfLMu2fu3xy32a9ZaLMkRxlvFv369TtTo0aNkOTk5P9MGdy1a5eni4sL9erVSwXYsWNHqfDwcJummNPmixGAHzdqFEnfrMG7aVMqTH4D95Dr/kMstgS91I/02FhOz3gb99AKBDzWzmxJN0TmxWSOv9Qfl1KlCHvL+TKB2RNxcSFkzGhUZian330XXF0o17ev2bLypFmFZsmONt0svLy8VM+ePU+NHDky4tpzFy5ccO3fv3/FCxcuuLq6uqrIyMjUBQsWHLVl+7mmlBSRgfmoI1kpNdt2kvKPLVJKpmzbRuzgwWScSqBc//6Uff65Ej13XqWlcaxXL1J+30rFObPxadHCbEn5QilF7MCBJH37HRXnzcOn2a1mSzIFlZlJ3PBXOf/ll5QbMICg3r3s0o5OKZk/CpNScjDgC/jlsg2ymVIHojIySJjxNkef7YK4uRP58WKCevYo0cYL1hjgGTPwrFyZ4y/15/K+fWZLyhfnFi4k6Zs1lB/4cok1XgBxdSV0wnhKP/wwCdOnc2buXLMlaa5DXsMOC5VSY3MrICJFLoYn7XgsJwYP5tKOHfg/+ijBI0cWu1CkwpAVA/zPk08R07MXkUs+dephmJTt2zk5eQq+99xNmeeL1bqrBUJcXakwcYKRDW3qNHBxpexz3c2WpbmGXHu+SqkheVWQnzLOxPmvv+ZIu3akHjhAhSlTqPDGJG28OeAeGkrEnNlYLl4kpldvMi9ezPsiE8g4fZrYqAG4h1WgwsSJpj/ldxbEzY0Kk9/Ar00bTk2ezNmPPjJbkuYabihwVUSaicgaEVkvIo/ZS5Q9yLyYzIlh/+PEoFfwrFaNyiu+wP/htmbLcmq8atUyYoAPHSK2f5TTxQCrjAxiBw4iMymJ8BkzcPXzM1uSUyFuboRNmYzfvfdwcsJEzi5ebLYkTTZyNV8Rufa75kDgMeBBINfhCGchZccO4saM4dBDD3F+5UqC+vSh0qKFeISHmy2tSODb8jZCx4wh+ddfiRs12qmC+BOmTyflt98IHTMar5o1zZbjlIi7O2HTpuF7992cHPc65z791GxJGit5jfnOEpHtwGSl1GUgEWOdNQtwwc7aCk3Kjh0cfbYLWJdfCRn1GoGdOpmsqugR0KE96SdOcHrmTNzDKjhFCNOF77/nzNwPCHjqSfwffdRsOU6NeHgQ/tabHO8fRfzoMeDiQuATT5gtq8ST15hvO2AHsMq6yvAAwBNjjbV2dtZWaFJ++x2ysv67upJ5IclcQUWYoH598W/XjtNvv0Pi8i9M1ZL2zz/E/W84XvXqETx8uKlaigri4UHYjGh8bm9F/GujSPz8c7Ml2QVvb++GWftLlizxj4yMrLt//36PgQMHVnjttdeCATp06BA5f/78wOzXFTQtZGHIc8xXKfUVcD/gD3wB7FdKzVBKJdhbXGHxbnoL4ukJrq6IuzveTW8xW1KRRUQIHTsGnxbNiXvtNS5u3GiKDktKCsf7RyFuboRHT8fFI8ep+ZoccPHwIPztt/Fp0YK4ESNJXLHCbEl248svv/QbPHhwxNdff32gRo0aNp2ZZivyGvN9RETWAWuAP4EngUdF5FMRcfpsJd4NG1Jx/jzK9e9Pxfnz8G7YMO+LNNdFPDwIi47Gs0oVYvtHOTwGWClF3OjRVyJV3CtUcGj7xQEXT0/C352J9623Eve/4Zz/6itT9ST/usnn1LQ3Q5J/3WSzkKNvvvnGt2/fvpFffvnlwTp16qTaql5bk9eY7+sYKwqXAr5VSjUFBolIdWA88JSd9RUa74YNtenaEDNjgBOXLOHCyq8Ieqkfvq1aOqTN4oiLlxcR771LTK/enBg6DHF1tXkCohPDX41IPXAg15SSluRkl7QjR7xRijNz5+JRuXKKi8/1U0p6Vq+eUmHC+FwT9qSlpclTTz1V7bvvvtvXsGHDywXV7wjyGnY4D7QHOgCnsg4qpQ4opZzeeDX2wT0k5N8Y4J69yEyy/1j6pd27OTl+Aj63typRC3/aC5dSpYiY9R6lGjUkdvAQLqxZ43ANluRkN7KiZ5Qy3hcSd3d31ahRo4uzZs1y+oX68rrZx4BOQDrwtK0aFZEAYC5QF1DAc8A+YAkQCfwDPKGUOmerNjW2xatmTcJmRBPTqzexUVFEzJ5tt0Q2GefOcTxqAG7lyhE2eXKxzKtsBi7e3kTMmk1Mz57EDnqF1KNHEQTvprcU+ttiXj1UMIYcYnr3rqEyMlzEzc1SYeLEwz4tmhcqyY6IsHLlysOtWrWqMWzYsJBJkybFF6Y+e5JXtMNppdTbSqlZSilbhpZFA2uUUrWA+sBeYBiwVilVHVhrfa9xYnxvu43QsWNJ/nUTcSNfs0sMsMrM5MQrg8k8c4awGTNwDQiweRslGVdfHyLmzMajcmVOvzWdhOnTOdb9OVJ27LB72z4tmidHzJq1v+zzz8dGzJq1v7DGm4Wfn5/l22+/PbBs2bKyb731ltP2gPN64LY9rwryU+aa8v7A7cAHAEqpNKVUIvAosMBabAFFIJRNAwHtHyOoXz/Or1jB6Xdm2rz+0zPfJXnjRoJHjqBUXYdGApUYXH19KX3ffcYbpVDp6UaYpgPwadE8ufyggfG2Mt4sgoODM9esWbN/6tSpoYsXL/a/9vzLL79cKTg4+Obg4OCbGzRoUAvgyJEjnlnHgoODb543b17gf2u2HXkNO9wkIrtzOS8YIWg3QmUgAZgvIvWBbUAUEKyUirOWiQeCc2xQpCfQE6BixYo32LTGHgT17WPkAZ45E/cKFQjo0N4m9V786SdOv/su/u3bE/D44zapU5MzPq1acuaDD1Dp6UU6LDMlJeVKl71atWrpsbGxfwB07tz5fNbxzz///J+crs3IyLihjmRhyct8a+WjjswCtNkIeEkptUVEorlmiEEppUQkx++wSqk5wBww8vneYNsaO5AVA5xx8iRxo0bhFhyMb8vbClVn2vHjxA4ZiudNNxHy2kidMMfOeDdsSMUP55Py2+82GfPV5E2u5quUsmnmdivHgeNKqS3W98swzPekiIQqpeJEJJRs0RUa50fc3QmbEc3Rzs8QGxVFpcWL8KqVn//d/8WSmkps/yhQivAZ0bh4edlYrSYndFimY3H4Y2OlVDwQIyJZmVDuBvYAK4Gu1mNdgS8drU1TOFx9fYmYMxsXPz9ievUmPb5gD5pPvv46l/fsocKkSXhE/GeFF42mWGBWzM5LwGLreHIDYAIwCbhXRA4A91jfa4oY7sHBRMyejSU5uUAxwImff07i0mWU7dULv7ta20mlxk5YLBaLHh+yYv1ZXHfSSL7NV0Qqicg91v1SIlLg5KlKqZ1KqSZKqZuVUu2UUueUUmeUUncrpaorpe5RSp0taP0ac/GqWYPwGdGkHj7M8f79UWn5m1p/ec8e4seOw7t5syKx+q7mP/yZkJDgrw3YMN6EhAR/jLQMOZKvGSUi0gMjwqAMUBUIB2ZhDBloNP/Bp0ULQseNI+5//yNu5GuETsp9lYnM8+c53j8K18BAwqZNK/Fr6RVFMjIyXoiPj58bHx9fF/O+VTsLFuDPjIyMF65XIL/T+fpi5HjYAsb0YhEpX3h9muJMwGPtSD8Ry+m338E9LOy6vVllsXBi6DDST54kcuFHuJUp42ClGlvQuHHjU8AjZusoKuTXfFOVUmlZPRcRccOYFqzR5EpQnz6kx57g9Lvv4h5WgYAOHf5T5syc97m4fj3BI0ZQqkEDx4vUaEwgv+b7k4gMB0qJyL1AH8DcXHSaIoGIEDpmtBED/Noo3MoHX5WRLPnXX0mYMYPSbdsS2Nlm6UM0Gqcnv+MywzBmpf0B9AJWK6VetZsqTbFC3N0Ji56OZ/XqxEZFcXnvXgDS4+KIHfQKnlWrEDp2jJ5IoSlR5Nd8X1JKva+U6qiUelwp9b6IRNlVmaZY4errS8TsWbiULk1Mr95cWLOGfzo9jeXSJcKiZ+DinWvqV42m2JFf8+2aw7FuNtShKQFkxQBnJiURO+BlMuLjITOTzPOJZkvTaBxOXlnNOonIV0BlEVmZbVsH6DhczQ3jVbPGVasmKIvFYRm0NBpnIq8Hbr8CcUAQMC3b8SQgt2xnGs11CXi8AxdWrUJlZBTpDFoaTWHIT2Kdo0Bzx8jRlAR0Bi2NJv8z3JoBbwM3AR6AK5CslCptR22aYozOoKUp6eT3gds7GGu5HcBYyfgFwPbLFmg0Gk0JId/zr5VSBwFXpVSmUmo+0MZ+sjTFnZ2ndjL3j7nsPLXTbCkajSnkd4Zbioh4ADtFZDLGQ7iSnjhDU0B2ntrJ898+T4YlAw9XD96/730alG9gtiyNxqHk10CftZbtByQDEcB/J+lrNPlg4Z6FpFnSsGAh3ZLO1pNbzZak0TicPHu+IuIKTFBKdQYuA2PsrkpTbPnrzF+si1l35b0gNAluYqIijcYc8uz5KqUygUrWYQeNpsCcuXSGAesGEFQqiJl3zaRy6cooFC6iR7A0JY/8jvkeBjaKyEqMYQcAlFJv2kWVptiRbkln0E+DOHf5HB898BG1y9amfvn6PLnqSV756RWWPrwUf09/s2VqNA4jv12OQ8Aqa3m/bJtGky+m/D6FbSe3MbrFaGqXrQ2Av6c/U++YSsKlBF795VUs6rrLXWk0xY589XyVUnqcV1NgvjjwBZ/8/Qlda3elbZW2V52rG1SXwU0GM/G3iXz414c8V/c5k1RqNI5FD7Zp7MquhF2M2zyOZqHNGNB4QI5lOtXqxH2V7mPG9hlsO7nNsQI1GpPQ5quxGwkpCby87mXKe5dnyu1TcHPJ+YuWiDCmxRjCfMMY8tMQzlw642ClGo3jyZf5isht+Tl2I4iIq4jsEJFV1veVRWSLiBwUkSU6uqJok5aZxsvrX+Zi+kWiW0cT4BWQa3lfD1/evPNNElMTGfbzMDItmY4RqtGYRH57vm/n89iNEAXszfb+DeAtpVQ14BzwfCHr15iEUooJWyYYQw63jaNmmZr5uq5mmZoMv3U4m+M2M+ePOXZWqdGYS64P3ESkOdACKCciA7OdKo2R2axAiEg48BAwHhgoxuJddwFZKyguAEYD7xW0DY15LN2/lM8PfM4L9V7g/sj7b+ja9tXbs+3kNt7b+R4NyzekWWgzO6nUaMwlr56vB+CLYdLZQ8wuAI8Xot3pwBAgK7aoLJColMqwvj8OhOV0oYj0FJGtIrI1ISGhEBI09mDbyW1M3DKRlmEt6deg3w1fLyKMaDaCKv5VGLphKKdSTtlBpUZjPrmar1LqJ2uYWTOl1Jhs25tKqQMFaVBE2gKnlFIFeqytlJqjlGqilGpSrly5glShsRPxyfEMXD+QML8w3rj9DVxdCvblyNvdm2l3TuNSxiWGbBhChiUj74s0miJGfsd8PUVkjoh8JyI/Zm0FbPM24BER+Qf4FGO4IRoIEJGsYZBwILaA9WtMIDUzlQHrBnA54zLRraMp7VG4PPtVA6oystlItp3cxsydOnW0pviR3+nFS4FZwFygUI+hlVL/A/4HICJ3Aq8opTqLyFKMoYxPMVZL/rIw7Wgch1KKsZvG8teZv4huHU3VgKo2qffhqg+z7eQ25v4xl4blG3J7+O02qVejcQby2/PNUEq9p5T6TSm1LWuzsZahGA/fDmKMAX9g4/o1duLjvz9m5aGV9Knfh7sq3mXTuoc1HUbNwJoM/2U4cRfjbFq3RmMm+TXfr0Skj4iEikiZrK2wjSul1iul2lr3DyulmiqlqimlOiqlUgtbv8b+/Bb3G1N+n0LriNb0qt/L5vV7uXkx7c5pZFgyeGXDK6Rnptu8DY3GDPJrvl2BwRhLyW+zbjoDdgkn9mIsg34aRKXSlZjQcoLdUkNWKl2JMS3GsDthN29tf8subWg0jia/iXUq21uI3Yj5Df75GSJbQURTs9UUGy5lXGLAugFkWjKJbh2Nr4evXdu7P/J+tp/czsI9C2lcvjF3V7rbru1pNPYmv0vHewMDgYpKqZ4iUh2oqZRaZVd1hSXmN/jwIchMAzcv6PqVNmAboJRi1MZR7Du7j3fufodI/0iHtDuoySB2J+xm5MaR1AisQUTpCIe0q9HYg/x+T5wPpGHMdgMjDOx1uyiyJf/8DFljhBmX4eBac/UUEz7860O++ecb+jfq79AIBA9XD6beORUEBv00iNRM/VhAU3TJr/lWVUpNBtIBlFIpgNhNla2IbGX0eLNu86/lcFHPiisMG2M3Mn37dO6tdC/P13V8+o0w3zDG3zaevWf3MuX3KQ5vX6OxFfk13zQRKQUoABGpCjh/tyOiKXRdCXePgHvHQuIxmHcfnD1itrIiybELxxi8YTBVA6ry+m2vY6TkcDytK7amW51uLNm3hNWHV5uiQaMpLPk139HAGiBCRBYDazFyMzg/EU2h1SC4LQq6rISUs/DBfRC322xlRYqU9BSi1kUhCNGto/F29zZVT/9G/WlQrgFjNo3hyHn9z1RT9MiX+SqlvgPaA92AT4AmSqn19pNlJyreCs9/B64eMP9BOPyT2YqKBEopXv3lVQ6fP8zUO6YS4Wf+gy53F3em3DEFD1cPBv00iEsZl8yWVOTZeWon7+9+n52ndpotpUSQ32TqXwH3AeuVUquUUqftK8uOlKtpGLB/OCx+HP5cbrYip+f9P97nh2M/MLDxQJpXaG62nCuE+IQwsdVEDp47yMQtE82WU6TZeWon3b/tzowdM+jxXQ9twA4gv8MOU4FWwB4RWSYij4uIlx112Rf/MHjuGwhrDMuegy2zzVbktPwU8xPv7HiHh6o8RJfaXcyW8x9ahrWkx809+OLgF6w4uMJsOUWS9Mx03vj9jSvZ49It6Ww9qedQ2Zv8Djv8pJTqA1QBZgNPAEU70WqpQHj2C6j1EHwzBH4YA0qZrcqpOHL+CMN+HkatMrUY3Xy0aQ/Y8qJP/T40DWnK+M3jOXCuQJlOSyxnLp3hhe9e4M/Tf+IqrriKK+4u7jQJbmK2tGKPqHwajjXa4WHgSaARsEop9ZIdteVJkyZN1NathfwPbcmErwfBtvnQoDM8HA2u7rYRWIRJSkvi6a+f5kLaBT596FNCfUPNlpQrpy+d5vGVj+Pn4ceStktMfyBYFNh7Zi9R66I4e/ksY1uMpYJvBbae3EqT4CY0KN8g12tFZJtSSjt0IcjvDLfPgKYYEQ/vAD8ppSy5X1VEcHGFtm+BXwisnwjJCdDxQ/DwMVuZaViUheE/DycmKYb373vf6Y0XIKhUEJNvn0yP73swZtMYJrWa5LQ9dWdgzZE1jNw4En9PfxY8sIA6ZesA5Gm6GtuR3zHfDzAmWvRWSq0rNsabhQjcOcww4YM/wIJHILnkLl/+3q73WH98PUNuGcItIbeYLSffNA1tSt8GfVl9ZDVL9y81W45TYlEWZmyfweANg7mp7E182vbTK8arcSy5mq+IDAFQSn2LEWqW/dwEO+oyhybPwRMLIf4PmHe/MSmjhLH26Fpm7ZpFu2rt6FSrk9lybpgX6r3AbRVuY9Jvk9hzZo/ZcpyKi2kXifoxivf/eJ8O1Tsw9765BJUKMltWiSWvnu9T2fb/d825NjbW4hzc1Ba6rIDkUzD3Xoj/02xFDuPguYMM/2U49YLqMaLZiCL5td1FXJjYaiKBXoEMWj+IpLQksyU5BUcvHKXz6s78HPszw28dzqjmo/Bw9TBbVokmL/OV6+zn9L74UKkFdF8D4mJMxvjnF7MV2Z3zqefpv64/pdxK8dadb+Hp6mm2pAIT6BXItDumEZ8cz2sbXyO/D5WLK7/G/kqnrztx9vJZ3r/vfTrV6lQk/7EWN/IyX3Wd/ZzeFy+CaxuTMfyCYWF72LPSbEV2I9OSydANQ4lLjuOt1m8R7BNstqRC06B8AwY0HsAPx35g8d7FZssxBaUUC/5awItrXyTEJ4RPHvqkSI3hF3fyMt/6InJBRJKAm637We/rOUCfuQREwHPfQmh9+KwL/D7XbEV2YcaOGWw8sZHhtw6nYfmGZsuxGV1qd6F1RGumbZ3GroRdZstxKKmZqYzYOIKpW6dyd8W7WfTAIsL9ws2WpclGruarlHJVSpVWSvkppdys+1nvS0YwrHcZ6PIl1LjfiAf+cXyxmoyx5sga5v05j441OtKxRkez5dgUEWHcbeMI9glm8E+DSbycaLYkh3Ay+STd13Rn5aGV9G3Ql6l3TNVxz06IfRbdKm54eMOTi6HhM7BhMnwVBZkZZqsqNPvO7mPkxpE0LN+Q/zW99nlq8cDf059pd0zj9KXTDP9lOJZiFiV5LbsSdtHp604cSjzE9NbT6V2/t93W1tMUDv1byS+ubvDIO3D7YNi+AD57FtKLbiatc5fPEbUuitKepXnzzjdxL8az+uoE1WHwLYP5OfZn5v8532w5duPLg1/SfU13PF09WfTgIu6uqNe5c2Ycbr4iEiEi60Rkj4j8JSJR1uNlROR7ETlgfQ10tLY8EYG7RsCDU2HfN/DRo0Z+4CJGhiWDwT8NJiElgejW0SUi1vOpmk9xf+T9vL3jbbbGF6+kMRmWDN747Q1GbBxBo+BGfPLQJ1QPrG62LE0emNHzzQAGKaVqA82AviJSGxgGrFVKVcdI1j7MBG35o2kPYwryiR0w/wE4f9xsRTfEm9veZEv8FkY2H0ndoLpmy3EIIsLo5qMJ9wtnyIYhnLlUPGYwnk89z4s/vMiivYt45qZnmHXPLAK8AsyWpckHDjdfpVScUmq7dT8J2AuEAY8CC6zFFgDtHK3thqjTDp75HC6cMFbGOLXXbEX54qtDX7Fwz0I639SZdtXamS3Hofh6+DLtjmlcSLvAsJ+HkWnJNFtSoTh47iCdvu7EtpPbGNtiLEObDsXNJV/pWjROgKljviISCTQEtgDBSqk466l4IMdgUxHpKSJbRWRrQoLJi2FWvh26rwZLhjEd+dhmc/XkwV+n/2L0r6O5JeQWBjUZZLYcU6hZpibDbx3O5rjNzNk9x2w5BebHYz/SeXVnLmVcYt7983is+mNmS9LcIKaZr4j4Ap8DA5RSF7KfU8aUpBzjuZRSc5RSTZRSTcqVK+cApXkQUg+e/x58yhljwH9/bbaiHDl96TRR66IoW6osU++YirtL8X3AlhePVXuMR6o+wnu73mPTiU1my7khlFLM3jWbqHVRVPGvwqcPfaozkRVRTDFfEXHHMN7FSqmsdXxOikio9XwoRSlZe2AlYzJGcB1Y8gxs+9BsRVeRbkln0PpBnE89T3TraMp4lTFbkqmICK/e+ipV/Ksw7OdhnEopGh+1lPQUXvnpFd7Z+Q5tq7Rlfpv5xWI2YknFjGgHwUhRuVcp9Wa2UyuBrtb9rsCXjtZWKHyCoOtXUPVuIw54/RtOMxnjjd/eYPup7YxuMZqbyt5kthynwNvdmzfvfJNLGZcYsmHIlSV0nJXYi7E8+82z/HDsBwY1HsSElhPwciu6K3lpzOn53gY8C9wlIjut24PAJOBeETkA3GN9X7Tw8IFOn0D9p2H9BGNGnMkPdT7f/zlL9i2hW51uPFTlIVO1OBtVAqowstlItp3cxsydM82Wc11+j/+dTqs6EXcxjpl3z6Rb3W46MU4xwOGPRpVSv3D9jGhFPyrc1R3avQu+5WHjdCM1Zfu54O74XsrOUzsZv2U8zUObE9UoyuHtFwUervow209tZ+4fc2lYviG3h99utqSrWPL3Eib9NomI0hHMaD2DSP9IsyVpbISe4WYPRODeMdBmEuz9Cha1h0uJDpVwKuUUA9cPJNg7mCl3TNEhSLkwrKmxSOjwX4YTdzEu7wscQHpmOmM3jeX1La/TIqwFix9crI23mKHN1540exE6fAAxvxl5gS+ccEizaZlpvLz+ZS6mXyT6rmj8Pf0d0m5RxdPVk2l3TCPDksErG14hPTPdVD1ZKwov3b+UF+q9wIzWM/Dz8DNVk8b2aPO1N/Ueh85LIfGoMRkjYb9dm1NKMX7LeHYn7GZ8y/HUCKxh1/aKCxVLV2RMizHsTtjNW9vfMk3H3jN7eerrp9hzZg+Tb59MVKMoXF1cTdOjsR/afB1B1dbQ7WvIuAzz7oOY3+3W1Gf7PmP5geX0qNeDeyvda7d2iiP3R97P07WeZuGehaw9utbh7a85soYu33QBYMEDC3ig8gMO16BxHNp8HUWFBsbKGF4BsOBh2P+tzZvYdnIbk36bxO3ht9O3QV+b118SGNRkEHXL1mXkxpHEXIhxSJuZlkyit0czeMNgapetzScPfULtsrUd0rbGPLT5OpIyVYzZcOVqwiedYMcim1UdnxzPwPUDCfcLZ2KrifqragHxcPVg6p1TQWDQT4NIzUy1a3tJaUn0X9efuX/M5fEaj+sVhUsQ2nwdjW856LbKyAvxZV/YMLXQkzEuZ1wmal0UqZmpRLeOprRHaRuJLZmE+YYx/rbx7D27lym/T7FbO1krCv8a+ysjbh3Ba81eK9Z5lTVXo83XDDz94OnPoF5H+HEcfDOkwJMxlFKM2zyOPWf2MLHlRKoEVLGx2JJJ64qt6V6nO0v2LWH14dU2r39j7EY6fd2JxMuJzLlvDk/WelJPnChhaPM1CzcPeGwONO8Hv82BZc9Bxo1/xV28dzErD62kT4M+tK7Y2g5CSy4vNXqJhuUbMnrTaA6fP2yTOrNWFO6ztg+hPqF80lavKFxS0eZrJi4ucP94uO912LMCFnWAy+fzffmWuC1M3TqVuyLuotfNveyns4Ti7uLO5Nsn4+XqxaD1g7iUUbhloy5nXGb4L8OvrCi88IGFhPmG2UitDYj5DX6eZrxq7I42X2egxUtGL/jYJpj/ECTF53nJ8aTjvPLTK0SWjmRCqwl6kUQ7EeITwqRWkziUeIgJWyYUuJ6sFYVXHV5Fvwb9mHbHNOdZUdhigT+Ww4cPwtpxsOARbcAOQM85dRbqPwk+ZWFJF/jgXnjmCwiqlmPRlPQUBqwbYIQo3RWNj7uPg8WWLFqEtaDnzT2ZvXs2jco3uuHE5bsSdjFg3QBS0lOIbh3NXRXvspPSfGCxwNnDELfTWAYrbpexpWZLqZ2ZBv/8DBFNTZNZEtDm60xUuwe6fQWLOxqTMTovhbDGVxVRSjHq11HsP7efd+95l0qlK5kktmTxYv0X2XFqBxO2TKBOUJ18zxz84sAXjNs8jhCfEN6/932qBeb8D9UuWCxw7ohhsjkZrasnhNQ1Hvx6+cOmmcaqLK4eENnKcTpLKKKcJOdsQWjSpInaurV4rUQLwJlDsPAxSE6AJxZC9XsAI0vZrF2z2HhiIwMaDeD5es+bLLRkcfrSaTp+1RFfd18+bftprt84MiwZTNs6jUV7F9EstBlT75hq3xwbShk92hM7rL3andcYrQcE1zUm+1RoCKENoPxNRha+LGJ+M3q8ka3y7PWKyDalVBM73U2JQJuvs5J0EhZ3MBbmfHQmG4MieOnHl0i3pOMiLixos0AvH2MCv8f/zgvfvcD9le7njdvfyDE8LPFyIq9seIUtcVt45qZnGNRkkG2zymUZbZbJntgBcbsh1fqw1tXDWFUly2QrNIByNxkRNjZCm2/h0cMOTkamJZNjScfYd24f+xs9yr69aezbOoaTbv/+qgRh68mt2nxN4JaQW+jXoB8zdsygSUgTnqj5xFXnD547yEs/vsTJlJOMu21c4VeIVso6dLDz315t3K5/o2KyjLZue8Ns7WC0GvugzddELqRdYP/Z/ew/Z2z7zu7jYOJBLmdeBsBVXKnsH0nji+fwO/cPy0v7YwHcxYUmwbrTYRbP13uebaeMPBp1g+peycOw9thahv88HG93b+a3mU/9cvVvrOLsRntl6GDnv0br4m4YbZ32hsmGNoDytbXRFlH0sIMDsCgLMUkx7Du7zzDZc/vYf3Y/J5L/ze8b4BlAzcCa1ChTgxqBNagZWJOqAVXxcPUwHpws687OQ6vZ6uVFk9Q0GlRoASF1wC8U/ELAN8R49QsxljPS2JVzl8/R8auOWJSF9tXbk3ApgeUHllO3bF2mt56e98KWSsG5f/6NOsgao72caJzPMtosk63Q0KmMVg87FB5tvjYmOT35Si82y2gPnDtwJUDfRVyILB35H6Mt710+9+mlG6YZU5Gx/r68AiD9EuSU+MWztNWQg/815ytbqPW4NunCsnTfUsZuHnvl/W0VbiP6rmg8XT2vLqiUkc/5isnuNF6vMtra/5pshQZWo72mHidCm2/h0cMOBcSiLMRejGX/WWtP1mq4xy8ev1LGz8OPmoE1aV+9/RWzrepftWCrzlZuBW5eRgymq4cRhhZ+i/EHnBQPSXHGQ7qkOOP9xXjjNWaL8ZqbSV/Vcw4Fv+Cre9QeTjIZwMk4n3Yewfh3KAiNgxvj6eJh9GivmKw1xOvSOeMiF3cjyqD2o//2aoPrOLXRauyDNt98kJKewoHEA//2Zs/u40DiAZLTkwHjD69S6UrUCarDY9Ufo2ZgTWqWqUmwd7DtkqVENIWuK/8bClQq0NjK57IkvFLGH//Fk7mY9GbjeI4m7W815Ow952t61MXRpJUy8m1kXDb+6WWkGlumcazJ2Tg8LYp0AXdl4ZYtC+Cb8dmM1s3owd708L+RB9poNVb0sEM2lFKcSD7xn95sTFIMyvp139fd1xgqKFPzypBBtcBqlHIrZTMdppFl0tlN+coWd7V5X9ekQ/7bc87eo84y6dxiSi2ZhuFdZXapOb/P8dxlyEjL/borhppL2cy0PH9kOz09jHH4y5dp4B4INe7/N7yrfB1TVq12BHrYofA4Vc9XRNoA0YArMFcpNclebV3KuMTBcwevjMvuO2uMzSalJxlaECL8IqhZpiYPV334yrBBBZ8KxTf1nwh4lzG24FxWUsjRpK/pUR/bZB3uyMHAPHwgLYWsL+yUCjT2s4xPFSy95jU3Y/Qw3TyNmVw57buXMsbOczp33fdexkMvV084d4QG34+iwYWLxlDQM4v0lFxNvnEa8xURV2AmcC9wHPhdRFYqpfYUpt6dp3ayLmYdAZ4BZFgyrhjtsaRjWJQFAG83b2oE1uDBKg9e6dVWD6juPIlPnI2CmHT2nvO+NXA8W+KWwErG+LWrh9XovKz7VqO76n12I8zlnKu7odPehDXO96wwjSY7TmO+QFPgoFLqMICIfAo8ChTYfHee2knXb7ph4d+eVDmvCkT4VqV+xTuJ8K1KhE81grxCrsoKlp4Me5IvA5cL2rRd2BefxF8nLlCnQmlqhhSlpcRDwC0EAoAA8PGsT/UTnRFLGsrFgwMNRpBcvtGNVWkB0qzbVaRbN8ewLz6YvxLuo457aWpmnnVYu/ZgX3wSf8cn0a5hGI0rBZotp9jjTOYbBmRfsfA4cGthKvzy75/JVBZEQCkh7fRdHD59L1enxT5q3TSOpJEMo5nLXjZbbmL78lRgk9mSNFaWboth8QvNtAHbGWcy33whIj2BngAVK1bMtWxGSmVQbigyQLlxe0RLuj5aNL8artx1gs+3HceiwEWgQ+NwHqlfwWxZBcK4F9ieWQMXgY5Niua9FL/fiXEv6RkWNh8+o83XzjiT+cYCEdneh1uPXYVSag4wB4xoh9wqbHfTbSzb1hOLx0Fc0qrx4jN3F9kPlLeHG1/tOkF6hgV3NxeeuqWivheTKS73Af+9l2ZVypotqdjjNKFmIuIG7AfuxjDd34GnlVJ/Xe+a/ISabTt6js2Hz9CsStki+4eRhb4X56O43Afc2L3oULPC4zTmCyAiDwLTMULN5imlxudW3hmnF2s0JQFtvoXHmYYdUEqtBmy/TrdGo9E4GXrVRY1GozEBbb4ajUZjAk415nujiEgC+QvSDQJO21mOo9D34nwUl/uA/N9LJaVUOXuLKc4UafPNLyKytbg8HND34nwUl/uA4nUvzo4edtBoNBoT0Oar0Wg0JlBSzHeO2QJsiL4X56O43AcUr3txakrEmK9Go9E4GyWl56vRaDROhTZfjUZzFSJSS0Q2iUiqiLySS7kPReSIiOy0bg0cKLPIU6TMV0RKichPIuIqIl1F5IB163qd8pVFZIuIHBSRJSLikUOZSBG5lO0DNCvbuR9EpMDZUrLXbX3fRkT2WfUMu8413UQkIZueF65TLj91VRKRtSKyW0TWi0i49Xg5EVnjgHvJsf0cys0TkVMi8mcu7edoCCLiISIbrImZCnovBW4/h3LjRSRGRC7mp31bf+asdRQ2w89ZoD8wNR9lByulGli3nYVst2ShlCoyG9AXiALKAIetr4HW/cAcyn8GPGXdnwW8mEOZSODP67TXFXi1EHqv1I2RLOgQUAXwAHYBtXO4phvwTh715reupUBX6/5dwMJs5+YDt9n5Xq7b/jXlbgcaXe/3YC1THrgFGA+8cs25UUDngtyLLdq/plwzIBS4mN/2bfmZs9ZxCFhs/ZlLIeoZnce9fgg8XhitJXkrUj1foDPwJXA/8L1S6qxS6hzwPdAme0ExVrm8C1hmPbQAaHeD7a0EOhVGcDauLJOklEoDspZJsmddtYEfrfvrrimzAuPnaVb7V1BKbcDobV0XpdQppdTv5LxG0AoKfi+2aD97uc1KqbiCasE2n7kawCdAP2CPiAwXkStZ3kXkrWy97uxbjt9g8mC89ZvNWyLiWUjdJYoiY77WIYMqSql/yHnJobBrLikLJCqlMnIpk0VlEdlhHdJolXXQauyeImKLzNL50ZxFB+sHepmIRORwPr917QLaW/cfA/yy3ctWoFUO1+QHW7RvS/7E6JUWJez2mVNKZSqlViml2mP06qsAx0SkqfX8y+rfoYLs242uFv4/oBbGz74MMLSgmksiRcZ8MeacJ9qh3jigolKqITAQ+FhESmc7fwpw5NowXwGRSqmbMXr0CwpR1yvAHSKyA7gDI0l91mqijriv3Nq3GUqpTCBNRIrKqqJ2/8yJiL+I9MLoSVcHngN2W8/ZpOerlIpTBqkYw1hFc40uk3CqfL55cAnwsu7HAndmOxcOrL+m/BkgQETcrL3f6y1LlAqkWve3icghjK9tWVnavaxtF5b8LpN0JtvbucDkQtR1AmvPU0R8gQ5KqUTr6cLcly3atzWeONty09fB3p85EVkENMcYc++ilDpwTfsvF7Tua9oJVUrFWYf42mF8A9HkkyLT87V+HXMVES/gW+A+EQm0Ptm9z3oMEflIRJoqpRTGOOPj1iq6YowXX4X1yb+rdb8KRi8ha/l6AUKAf2xwC78D1cWIwPAAnsLolVyrJzTb20eAvdnO/X2DdQWJSNbv+H/AvGyna1DwP5ZCt5/tXgqN9Sv6aaWU49aMv7r9tSJyvSGknMrb+zP3GVBTKTXsWuPNp74QETmO0SsfISLHs3rmIrI62/jxYhH5A/gD45vp64XQXPIw+4nfjWzAB8A91v3ngIPWrXu2MjuBcOt+FeA3a5mlgKf1+CPAWOt+B+Av63XbgYez1dUE+LwQeiO5+qn6gxjr1B0i2xNtYCzwiHV/olXPLox/HrWsx4OAfTdY1+PAAWu5uVn3bz33CvCSne8lx/ZzuJdPML6Kp2OMHz9vPd4b6G3dD7Geu4Ax/HQcKJ2tnWmFuJcCt4/RgTkKlLKWm2w9Z7G+jnbkZ05vRWczXcANiTXCgXIMV7KeLw0stWF70cDdhbj+qj/yQmppC/S34b1tIIfwvCJ6L8uBGibdS13gTRveS6E+c3orOltRGvNFKbVdRNaJiKsyHrJce/4C0NGGTf6plFpbiOszAX8R2amUalAYIUqpVYW5PjsiUg7DMM7dwGXOei8ewAql1P4buMyW9/InxtdzW1HYz5ymiKAT62g0Go0JFJkHbhqNRlOc0Oar0Wg0JqDNtxgjIsoa85n13k2MpD0FGnMVkX9EJCiH448UcGpqvtsoRH3dROQd635vEemS7bgjJ89oNFdRpB64aW6YZKCuiJRSSl0C7iWHyRCFRSm1khzifJ0NpdSsbG+7YcQ5nzBHjaako3u+xZ/VwEPW/U4YMa0AiEhTMdIk7hCRX0WkpvW4q4hMFZE/rTkmXspW30sisl1E/hCRWtby2XuXH4rIDGt9h0Xk8WztDRaR3611jslLuIgMtGr4U0QGZDvexVrHLhFZaD32sBjpQ3eIkZYxOIf6RovIK1ZNTTAmCewUkYdEZEW2cveKyBd5/2g1moKjzbf48ynwlHVm4M3Almzn/gZaKSPHwGvABOvxnhixsA2UkWNicbZrTiulGgHvYUzUyIlQoCVGPO8kABG5D2MmV1OgAdBYRG6/nmgRaQx0B27FSNPYQ0QaikgdYARwl1KqPkaKUYBfgGbWe/kUGHK9upVSyzCm8na2hpqtBmpZQ/CwtjvvOpdrNDZBDzsUc5RSu0UkEqPXu/qa0/7AAhGpDijA3Xr8HmCWsmaEU0plT7e43Pq6jX8zll3LCqWUBSOdYVYP9D7rtsP63hfDjDdcp46WwBdKqWQAEVmOkYVNYUykOX2NtnBgiXV6tgdw5Dr1/gellLL2oJ8RkfkYeRG65Pd6jaYgaPMtGazEWJXgToxUm1mMA9YppR6zGvT6fNSVan3N5Pqfn9Rs+5LtdaJSanb+JN8wb2NMHFkpIndiJAK/EeZjZJS7jGHuGXmU12gKhR52KBnMA8Yopf645rg//z6A65bt+PdAL7EuzSMiZWyg4VvgOTGymyEiYSJSPpfyPwPtRMRbRHww8gH/jJGcvaM1mU52bdnvJcdlpa4hCbiSglIZGdhOYAxpzM/3XWk0BUSbbwlAKXVcKTUjh1OTgYli5NvN3oudCxwDdovILuBpG2j4DvgY2GTNhLWMbOaXQ/ntGMvU/IYxTj1XKbVDKfUXxlI+P1m1vWm9ZDSwVES2AafzIelDYJb1gVsp67HFQIxSau/1L9NobIOeXqzRWLFGbOxQSn1gthZN8Uebr0YDWHvMycC9ykh2rtHYFW2+Go1GYwJ6zFej0WhMQJuvRqPRmIA2X41GozEBbb4ajUZjAtp8NRqNxgS0+Wo0Go0J/B8vcdAG5C5yIQAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -170,7 +171,7 @@
     },
     {
      "data": {
-      "image/png": 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jYK1ateK/+uqrgAEDBlxwhba0FAoPduf5nby07CWm757OshPLaBXaisUdF/NktSfzvXFNpUSxEkxuM5krKVfov6p/vplZcOrSKXqt6IWPuw/T75ueq8Ar+Z2WoS3pWacnvx79lR8P/+hqOQ4l+scfSY6IIHjgQNcY12NrfFjxTmmOrfFxVhf79u3zTEhIMI8ePTri+++/D3RWP9mhUHiwW85uIcVqxA41YaJWUC0CigW4VlQOqFKiCh/d8xH9VvbjzQ1vMq7lOEziuu/AC1cu0HN5T5IsScx7cF6+8qqdRe+6vdkbtZcxm8dQo0QNagfXdrWkXGO9coULU6fh1bABPi0cPNd7Yd9Qzu/PPLxc4mUTFw57g4L1E6Bk1QQ8fTOeNlPqjgQ6TrE7XGFoaGji8uXLj86bN6/EY489dvGBBx643L1792Lh4eFuoaGh9gcVdgKFwoO9q/RdeJo9MYsZD7MHDUMaulpSjrmn/D0MbjCY5SeWM3XXVJfpiE+Op8/KPpxPOM+UtlOoHFDZZVryErPJzNi7xxLsFczgtYOJvpqrgPb5guivvyYlMpJSrvJeky65QWoKL2U7zh2pQwQHDhzYv3z58qMAP//8c8kuXbpcNJvNPPTQQ9Hz58/Pk4hZmVEoPNh6peoxq92sQpMWpGvNrhyJOcK0XdOo7F+ZB257IE/7T7YkM3D1QA5ePMikNpMK/P3MLgHFAvi09ad0WdKF1/56jWn3TiswQ003Y7l8mQszZuJz9914N3SC45GFpwkYwwMLnqqGNdmEyd3KY9OOUamVQyNq/fPPP14nTpzwfOCBB6oBJCcnS/ny5ZNGjhwZmVVdZ1IoPFgwjGx2o+bnV0SEt5u+Tf1S9Xlzw5vsi9qXZ31blZU31r/B32f+ZlSzUdxT/p486zs/UbNkTd5s8iZ/n/mbKTunuFpOjrn45VwssbEED3DhnOVKreJ57vtDNB8QwXPfH3K0cQWYN29e4JAhQ05HRETsiYiI2HP+/Pnd586dcz906JCHo/vKDoXGwBY2PMwejG81npLFStJ/VX/OJ5x3ep9KKT7a8hF/HP+DQQ0G8WiVR53eZ37msaqP0alqJ2bumcmqk6tcLSfbpERHc3HOHIq3a4dXrZquFVOpVTz3vnPWGcYVYOHChYFPPfVUTNpzDz74YPTcuXNvedj1448/lgwJCamTuh09etRp6+RFKeelNxeRAGAWUAtjEOZl4CDwHRAGHAeeUkplOtDVsGFDtXXrVqfpzM8cvHiQF/54gcr+lZnzwByKuTkv5cmsPbOYuH0iL9zxAsMaDivwU3kcQaIlka5/dOVE3Am+bf9trgKv5zXnPv6Yi7PnUOm3RXhWST85Z1aIyDal1A1jC7t27Tpet27dKIeILCTs2rUrqG7dumE3n3e2BzsRWKqUqgHUBf4FRgArlVJVgZW2Y00GVA+szti7x7Lvwj7e3vA2zvpC/OXwL0zcPpGHbnuIoQ2HauNqw9PsyaetPsVsMjNw9cB8M30uK5LPnSf6qwX4d+iQY+OqyT1OM7Ai4g/cA3wBoJRKUkrFAI8Cc23F5gIdnaWhsNCmQhv639mfP47/wYzdMxze/prwNYzaNIpmZZvxXvP3XDo1LD9S1rcsH939EUdjjjJq0yinfck5kgvTp6EsFoL69XW1lCKNM/+TbgMigTkiskNEZomIDxCilDpjK3MWSDeclYj0EJGtIrI1MtKlDwLzBa/UeoX2ldozeedkVpxY4bB2d5zfwdC1Q7k98HbGtxqfp2EbCxLNyjWjX/1+LPlvCV8f+NrVcjIl6dQpor//gYAnn8AjtHBnMc7vONPAugF3AlOVUvWBeG4aDlCGK5CuO6CUmqGUaqiUahgcHOxEmQUDEeGdZu9QJ6gOI9eP5N8LtyTLzDZHoo/Qd2VfSvuUZsq9U+xOR15U6Va7G63Kt2LclnHsPL/T1XIyJGryFMRsJqhXb1dLKfI408CeAk4ppTbbjn/EMLjnRKQMgO3V+Y/HCwmeZk8mtpmIn4cf/Vf3J+pKzp8znLl8hp4relLMXIzp900nsFi+WFmYrzGJiffvfp8yvmUYsmZIru6/s0g8epTYRYso8eyzuIfkz+STRQmnGVil1FkgXESq2061BfYDi4CutnNdgV+dpaEwEuQVxGdtPiM2MZYBqweQaEnMdhsxV2PouaInV5KvMPXeqU5J8FhY8fPwY3yr8cQlxTF07VCSrQ5PRJorIid9hqlYMUr26O5qKRqcP4vgVWCBiOwG6gEfAGOB+0TkMHCv7ViTDW4veTvvt3if3ZG7GbUxew9dEpIT6LuyLxGXIpjUZhLVA6tnXUlzA9UDq/N207fZdm4bE7flnxTsV/bt49KyZQS++CJuJVy+StSppBeu8OawhCaTqcHmzZuvhX6rWrVqzdSwhuXKlat95swZN4Dhw4eXrlKlSs1q1ardUaNGjTtWrVrlA9CoUaPqf/3117Vxs4MHD3pUrVo1WxOKnbpUVim1E0hvfV5bZ/ZbFLiv4n30rdeXKTuNOAGv1H4lyzrJ1mSGrh3K3gt7+bTVpzQsXXBjNriaRyo/wp6oPczdP5fawbW5P+x+V0sicuJEzP7+BL70oqulOJ30whUePnzYM+1xSEhI0ujRo8v8/vvvGabnXrFihc+yZcsC9uzZs9/Ly0udOXPGLTEx0WFzFPV8nAJMzzo9eSDsASZun8jqk6szLauU4p2N77AuYh1vNnmTthX0d1xuGdZwGHWD6/LWhrc4FpPh/3CekLBtG/F/raNk926Yixd3qZb0+Pv03z4Ttk0o/ffpv50WrvBm2rZtG3vo0CGvXbt2eWZUJiIiwj0wMDDFy8tLAZQpUyYlLCzMYeM+hSLYS1FFRHi3+buEXwpnxLoRzH9oPtVKVEu37Pjt41l0dBF96/XlyWpP5rHSwom72Z1xLcfx9OKnGbhmIN88/A0+7nlmP66hlCJy/ATMwUGUeO65PO37rQ1vhR6JPpLp9JP45HjT8bjj3grF7L2zCfMLS/Bx98kwXGGVElUS3m3+brbDFd5cxmQyMWDAgLOjRo0q8/PPPx9Pr52OHTvGjRkzpmxYWFitFi1axHXu3Pniww8/fDn1epcuXSoVK1bMCkYAGZMpez6p9mALOMXcijGx9UR83H14deWrXLx68ZYyc/fNZc7eOTxd/Wl61unpApWFl9I+pRnXchwn407y1oa3XLIIIX7DRhK2biWoVy9MXvkv20R8crybss3GVCjik+OdEq4wPXr27Hlh+/btvgcOHEg36Iu/v7917969+ydPnnwiODg4pWvXrpUnTZpUMvX6vHnzjqX2s2TJksPZ1ak92EJAiE8Ik9pM4sWlLzJo9SBmtpuJh9n4e/rt6G+M2zqO+yrex+uNXtdLYJ3AXaXvYuCdA/lk2yfM2z+PrjW7Zl3JQSiliJwwAfeyZSnxZN7/MsnK0wRjeKDvyr7VUqwpJjeTm/X9Fu8fa1K2iVOCvtyMu7s7/fr1Ozt69OgMo8W7ubnRvn37S+3bt79Up06dK/Pnzy/Zv39/h6Sb0R5sIaFWUC3ebf4u289v592/30UpxfqI9by94W0alW7E2LvHFtiYpgWBrjW7cl/F+xi/bTxbzuZdKuxLK1Zwde9egvr1QzxcGpkvQ5qUbRI/pe2UQy/VeiliStsph/LKuKbSr1+/C+vXr/e7ePHiLQ7lrl27PPfs2XNtjHbHjh1e5cuXT3JU39qDLUQ8eNuDHI05yvTd04lLjOOviL8o51uOCa0nXPNoNc4hdTz8SMwRhq4dyvftvyfEJ91V4A5DWSxETZqEx2234d/hEaf2lVualG0Sn9eGNZVixYqpHj16nH/rrbduWTccFxdn7t+/f4W4uDiz2WxWYWFhiXPnzj3hqL4zDVcoIoPtaCNeKTXdUYLSoyiHK8wuVmWl25/drnlRnmZPZrWbVSgCkRcEjsUco/Pvnalaoipz7p/j1NgOsYsWcfq14ZSbMB6/B5yT9UKHK7SPnIYrHAb4AsUz2YY4VKkmV5jERMOQhgjGWGuKNYWt5/SXU15RKaASo5uPZlfkLj7e+rHT+lHJyUR+NhnP22+neLt2TutHkzuyGiKYr5QanVkBW4QsTT6iWdlmzNk7h2RrMu4m9wKdBLIgcn/Y/eyO3M28/fOoE1yH9pXaO7yPmJ9+Jjk8nPLTpiLZnDqkyTsyNbBKqdeyasCeMpq8pV6pesxsN7PQJIEsiAxsMJB9F/YxauMoqgZUdeiSZOvVq0RNnYpX/fr4tmzpsHY1jidbX30i0kRElorIGhF5zFmiNLmnMCWBLIi4m4xFCMU9ijN4zWDikuIc1nb0N9+Scu4cwa5Kw62xm0wNrIjcPHdsMPAY8BCQ6dCBRlPUCfIK4pNWn3D68mneWPcGVpXh4iW7sVyO58KMGfg0a4ZP40YOUKlxJll5sNNE5G0RSc20FwM8gWFkHfeVrNEUUuqXqs/Qu4ay5tQa3vv7PWbtmZWrYN3R8+dhiY4meKAL03Br7CZTA6uU6gjsABaLSBdgIOAJlETn0tJo7OLZGs/StExTfjj0A5O2T6L7n91zZGQtMTFc+GI2vm3b4lWnjuOFFiC8vb3rp+5/9913/mFhYbUOHTrkMXjw4LJvv/12CECnTp3C5syZc0PcxpyEHMwNWY7BKqV+A+4H/IFfgENKqUlKKZ0oS6OxAxG5NhauUCRZknI0de7CF7OxxscT3L+/gxUWXH799dfiw4YNC/39998PV6tWzWErsBxFVmOwHURkNbAU2As8DTwqIt+KSOW8EKjRFAaalW12bTWdQlG7ZO1s1U+JjOTi/Pn4PfwwxaqnHzEtPxO/cZPP+U8+LR2/cZPDpnX+8ccfvn379g379ddfj9SsWTP7qT3ygKzmwb4HNAK8gGVKqUbAEBGpCrwPPONkfRpNoaBeqXp80e4Lfjr8E78e+ZXvDn3HXWXusjtFetT0GajkZIJf7edkpdnj9Mg3QhMPH840XKE1Pt6U9N9/3ijFhVmz8LjttgSTT8bhCj2rVk0o+8H7mQaRSUpKkmeeeabKn3/+ebB+/fpXc6rf2WT16cYCjwOdSJOcUCl1WCmljatGkw3qlarHu83fZWjDoSw/sZwZu2fYVS85IoLo774j4PHH8ahY0ckqHY81Pt6N1CX5ShnHucTd3V3deeedl6dNmxaU27acSVZv9DGgM5AMPOt8ORpN4eeFO17gYPRBpuycQrUS1WhToU2m5SM//xwRIahP/kvDnZWnCcbwQHivXtVUSopJ3NysZceMOebTrGmuAr+ICIsWLTp29913VxsxYkTpsWPHns1Ne84iq5VcUcBneaRFoykSiAhvN32bYzHHeH3d6yx4aAFVSlRJt2zisf+IXfgrgc8/h3uZMnms1DH4NGsaHzpt2qH4TZuK+zRteim3xjWV4sWLW5ctW3a4efPmNUJCQlIGDRqU7wLQZPWQa3tWDdhTRqPR3Iin2ZMJrSfg7e5N/9X9iU2MTbdc1OTPEE9PSvbokccKHYtPs6bxpYYMPuso45pKSEiIZenSpYfGjRtXZsGCBf43Xx80aFDFkJCQOiEhIXXq1atXA+C///7zTD0XEhJSZ/bs2U5LwZtVuMIrQGZpEgTwV0pVcLSwtOhwhZrCys7zO3l52cs0DGnI5/d+jpvp+o/KqwcO8F/HxyjZqyelBg50iT4drtA+MgpXmNUYbA072rbkSJHGqSTs2EHCP1vwbnQX3vXrZ11B4xLqlarHW03e4u2NbzN+23iG3TXs2rXICRMx+flR8uWXXahQkxuyGoN1WGRvTd4Rt2IFEf2NpZTi4UGFObO1kc3HPFb1MQ5GH2Te/nlUD6xOh8odSNixg8tr1hA8aBBmPz9XS9TkEB1IspBhjY/n7KjRYLWC1YpKSiLhn7zLEaXJGUMaDqFx6caM2jiKPZF7iJwwEXPJkgS+8LyrpWlygTawhQhltRIxfDiWqChwt/04sVrxqHBLKiJNPiM1vGGwdzCfz+pNwubNBPXsgck70zn8rsJqtVp1nEQbtnuR7sIJuw2siFQUkXtt+14iUtxB+jQOInL8eC6vWEnI669Tcd48SnTtisnXl/Ofjif5/PmsG9C4lIBiAUxsPZGHl0cTG+CO9xP5NuTy3sjISH9tZA3jGhkZ6Y8RSuAW7FpRISLdgR5AIFAZKA9MA9o6SKcml8T8/AsXZs4i4JmnKfHC84gI3vXr4//wQ5x48SXCe/Sk4vx5mIvr78X8TNmdEVhPW5n2IPy+4yNGNxud74Jqp6SkdDt79uyss2fP1kL/CrYCe1NSUrqldzHTaVrXConsxIhJsFkpVd92bo9SKnsRK3KInqaVOQlbt3LipZfxbtiACjNmIO43ZjK9vH4D4b17412vHqGzZmLy9MygJY0rUVYr/3V8DJWYyLL3H2LqvpmMaDSC525/zmWa0pumpbEfe799EpVS10KBiYgbkLVl1jidpPBwTvV7FY9y5Sg/YcItxhXAt0Vzyo4ZQ8KWLUQMGYJKSXGBUk1WxC35g8RDhwh69VV6NehH69DWfLzlYzaf2exqaZocYq+BXSsiIwEvEbkP+AH4zXmyNPZguXSJ8F69UUoROm0qZv9bFrJcw7/9w4SMHMnlFSs5O2oU9vxy0eQdRhruSXhWq4bfQw9iEhNj7h7Dbf63MWTtEE5dOuVqiZocYK+BHQFEAnuAnsASpdQb9lQUEbOI7BCRxbbj20Rks4gcEZHvRMQjR8qLOColhYhBg0k6cYLyEyfiERaWZZ3ALi9QsldPYn74kciJE50vUmM3MQsXknziJMEDB1xLw+3j7sOk1pNQStF/dX8SkhNcrFKTXew1sK8qpWYqpZ5USj2hlJopIvYmBRoA/Jvm+ENgvFKqChANvJINvRob58Z+SPz69ZR++y18mjS2u17wgAEEPPkkF6ZN5+K8+U5UqLEXa2IiUZ9PpVidOvi2bn3DtVC/UD5u+TFHY47y5oY3HZI4UZN32Gtgu6Zz7sWsKolIeeBhYJbtWIA2wI+2InPRub2yTfQ33xD91VcEdu1KiaeeylZdEaH0/97G9962nPvgA2IX/+4klRp7ifnuO1LOnKHUoPTTcDcr24whDYZkK4asJn+Q6TQtEemMEQf2NhFZlOZSceCiHe1PAF6zlQcjWWKMUir1KcspoFwGfffAmBpGhQpOjSVToLi8YQNn33sf35YtKfXasKwrpIO4uVHuk08I79ad06+/jjkgAN8WzR2sVGMP1oQEoqbPwLtxY3yaNs2wXHZjyGryB1l5sBuBT4ADttfUbQhGIsQMEZH2wHml1LacCFNKzVBKNVRKNQwODs5JE4WOxGPHiBg4CM9KlSj7yTjEbM5xWyZPT8p/PgXPypU51b8/V3bvdqBSjb1cnP8VlgsXskzDnRpDtlbJWry+7nWORB/JI4Wa3JBV2u4TSqk1SqmmSqm1abbtabzQjGgOdBCR48C3GEMDE4EA2zQvMBYsROTyPRQJUqKjCe/VG3F3p/zUqZh9fXPdprl4cUJnTMctMJDwHj1JPHbMAUo19mKJi+PCF1/g26qVXcF47I0hq8k/2DUGKyJNRGSLiFwWkSQRsYhIXGZ1lFKvK6XKK6XCMJIjrlJKPQesBp6wFesK/JoL/UUClZRERP8BpJw5Q/nJk/Eon+6oSo5wL1WKCl/MArOZk926kXw2X2beKJRcmD0ba1wcwQPsT8Md4hPC+FbjORt/lmFrh5Fi1XOa8zP2PuSajJGb6zBGhtluwJQc9jkcGCwiRzDGZL/IYTtFAqUUZ0aPJmHLFsp88D7edzo+7KBHxYpUmDkDa2wc4d27Y4mJcXgfmhtJuXCBi/Pm4/fQgxS7/fZs1U2NIbvpzCbGbxvvJIUaR2D3OmKl1BHArJSyKKXmAA9ko+4apVR72/4xpVQjpVQV27SvfJnPPL9wcc6XxP74EyV79cT/kUec1k+xO+6g/JQpJB0/QXjvPlivXHFaXxq4MGMG6upVgvq9mqP6j1V9jOduf455++ex6OiirCtoXIK9BjbBtiBgp4h8JCKDslFXk0MurVrN+Y8/pvj99xPc3/6fkTnFp0ljyo4bx5WdO4kYOAiVnOz0PosiyWfOEP31N/g/1hHPSrfluJ2bY8hq8h/2GskXbGX7AfFAKNDJWaI0cPXgQU4PHUqxO+6g7Ngx11b3OBu/+9tR+n//4/LatZx58y2UVU9sdzRRn09FAcF9+uSqnbQxZAeuHkhkQqRjBGocRpb/tSJiBj5QSl1VSsUppUYppQbbhgw0TiAlKorw3r0x+fpS/vMpmLy88rT/Es88TdCr/Yj99VfOj/skT/su7CSdOEHMzz9T4umncS+X+4eVAcUCmNRmEpeSLzFwzUCSLElZV9LkGVkaWKWUBaiY32MGXN6wgajp00nYscPVUnKFNTGRU337YbkYTfnPP8c9JMQlOoL69KHEs89ycfZsLnwx2yUaCiORn01G3N0J6um4NNzVSlTj/RbvsztyN+/+/a4O5JOPsCvgNnAM2GBbzXUtr7lS6lOnqMomCdt3EN69B1itRpK/uV8WyCR/SinOjHyDK7t2UW7SRLxq1XSZFhEh5I2RpERf5PzHH2MODCTgsY4u01MYiPl1EXGLF+PX4RHcHLx45r6K99Grbi+m7ZpGjcAaLo0hq7mOvQN7R4HFtvLF02z5goQt/4DtW1slJXH2vfdJiSx441FRU6cS9/vvBA8ciF+7dq6Wg5jNlP3wQ3yaNeXMm29yafVqV0sqkCirlcipUzkzYgQAl5b96ZRfWr3r9tYxZPMZdmU0cDVZZTRI2LGDky+9fMNTb5OnJyV79SKwa5cCEcE/7o8/iBg0GP9HO1Bm7Nh8lSbEcjmeky++SOKRI1SYPdspc3ELI0op4tet4/yECSTuTxNQzmwmuH9/hw4TpBKfHM/zS54n8kok3z78LeWLl89VezqjQe4oFFOtvOvXp8Kc2QT370/Fr+ZTecnveDdtSuSnn3Ls4fbE/flnvh6XurJnD6dHvI5X/fqUfvfdfGVcAcy+PoTOmI57SAjhvXpx9dAhV0vK9yRs28aJ518gvEdPrHGXCOrbBylWDMxmxN0d70Z3OaVfHUM2f1EoPNiMiN+0iXMfjCHx8GG8GzUi5PUR2V4142ySz57l+JNPIR4ehH3/HW4lS7paUoYknYrgROfOIELYN1875Cl4YePq/v2cnzCB+L/W4RYcTFCf3gR06oR4eJCwYwcJ/2zBu9FdTn9GsPH0Rnqv6E3bCm0Z13IcJsmZL6U92FyilMpyA5rbc85ZW4MGDVROsSYnq4tff60ONm6i9te4XZ1+8y2VHBWV4/YciSU+Xh197DF14M4G6srBg66WYxdXDhxUB+5qpI488KBKvnjR1XLyDVePHVPhAweq/dVrqAONGquomTOVJSHBpZrm7p2ran1ZS03dOTXHbQBbVR79nxfGzV4Du92ec87acmNgU0mJiVFnP/hA7a9ZSx1o0FBFzfpCWRMTc91uTrFaLOpk375q/+13qEtr1rhMR06I37pV/Vunrjr2xJPKcvmyq+W4lKTTp1XEG2+o/XfUVP/Wv1OdmzBBpcTGulqWUkopq9WqRq4bqWp9WUutPLEyR21oA5u7LdMhAhFpCjQDBgJpo0r4AY8ppeo6wam+BUem7U48doxzH35I/Nq/cK9YgZDhw/Ft3TrPxz3Pf/IpF2bOJOT1EQR2TS9hRP7m0qrVnHr1VXwaNyZ02lTEI19Pk3Y4KRcucGHGDKK//gaAgM7PENSjB25BQS5WdiOJlkRe/ONFjsUeY8FDC6hSokq26ushgtyR1cCMB+CLMV827fSsOK6HHCxQeFaqRIXp0wmdOQMxu3GqT1/CX3klTx/cxPyykAszZxLw1FOU6NIlz/p1JMXbtKbM6NHEb9zI6ddHFpkltZZLl4icNImj97Xj4vyv8OvwCJWXLaX0yJH5zriCjiHrcuxxc4GKrnSzHTFEkB7WpCR1Ye48daBRY7X/9jvUmVGjnD6uGL91q9pfq7Y63vVFZU1KcmpfeUHkjBlqf/Ua6sy77ymr1epqOU7DcuWKipo1Sx1s1Fjtr15DhQ8YqK4ePepqWXaz49wOVX9efdV9WXeVbEm2ux56iMB5QwSpiEg1YCgQRprVX0qpPEkM5MghgvRIiY4mavIUor/9FpOPD8F9jWWi4u7u0H6SwsM5/tTTmP38CPvuW8wBAQ5t3xUopTj/4Udc/PJLggcOIKhXL1dLcigqOZmYn34i6vOppJw/j8/ddxM8cABeNV23yi6n/HL4F97e+DYPhj1ItcBqNAxpSL1S9TKto4cIcoe9BnYXMA3YBlhSz6sc5tvKLs42sKkkHj5spMPesAGP224jZMRwfFu2dEjblkuXON65MymRUYR9+w2et+U8TF1+Q1mtnB4xgrhFv1F69KhsZ7rNjyiLhbglS4ic9BnJ4eF43XknpQYNxPsu58xfzSsGrxnM8hPLEQRPsycz283M1MhqA5s77J0cl6KUmqqU+kcptS11c6oyF+BZtSqhs2ZSfurnYLUS3rMXJ7v3IPHo0Vy1q1JSiBg8hKTjJyg/cUKhMq4AYjJR9v338bnnbs6+M4q45ctdLSnHKKW4tGoV/3V8jNPDXsPk40Po9GlUXPBVgTeuANVLVAdAoUi2JrP1nPMdl6KMvQb2NxHpIyJlRCQwdXOqMhchIhRv3ZpKvy2i1PDhXNm5k2MdHuXs+x/kOJXKuQ8/In7dOkq/9RY+TZo4VnA+QdzdKT9hAl61a3N6yFDi//nH1ZKyTfzfmznxTGdO9emLSkqi3KefcNvPP+HbsmW+W12XUxqXaYyn2ROzmHE3udMwRDunzsTeIYL/0jmtlFKVHC/pVvJqiCA9Ui5eJHLiJGJ++AFz8eIE9X+VEk8/jbjZF4gs+ttvOfvOKAK7diHk9dedrNb1pERHc+L5F0g5d46K8+flu5Vz6XFlzx4ix48nfuMm3EqXJqhvHwI6dnT4GHx+Yef5nWw9t1WPweYBhXqprCO5evAg5z4YQ8LmzXhWrUKpESPwbd480zrxmzZxslt3fFo0J/TzzxGzOY/UupbkM2c43vlZrFeuENDpcYrfd1++DB+ZeOQIkRMncmn5CswlSlCyZw9KdO5cIIID5RXawOYOez1Yb2AwUEEp1UNEqgLVlVKLnS0Q8oeBBWN87vLKlZz78COSw8Pxbd2akOGv4REWdkvZxGP/cfyZZ3APCaHiN19j9vXNe8EuJHbxYk4PHWYcmEwUb9cOzypVMAcEYPb3xxzgf33f3x9T8eJ5lhYn6dQpoj6bTOyiRZi8vQl8+SUCu76I2dcnT/ovSGgDmzvsDbg9B2MGQTPbcQTwA0aM2CKDiFD83nvxueceoufNI2rqNI4+0oHA558nqHcvzH5+AFhiYjjVuzfi5kb5qVOLnHEFSI44DSYTWK1gtXJ51SouLV2acQWTCbOfn2FsbzC+AYYx9k81zKnHxr7J1zdLw5waZMWjahUS1m8g+ocfEJOJwJdeomT3briVKOHgd6/RGNhrYCsrpZ4Wkc4ASqkEKSyj/jnA5OFByW7d8H/0Uc5PnMjFL78k9tdfCe7fH49Kt3Fm5BsknzlDxfnz8ChfNCNOeTe6C/HwQCUnI+7uVJgzG6/atbFcuoQlOgZLbAyW2FgsMTFYY2Ov7VtibPtRF0g6egxLbCzWS5cy7iiNYTYHBBjG2f+6gbZcukz0ggWQkmIEZTebCXjiCYL69HZZOh5N0cFeA5skIl6AAhCRykCi01QVENyCgyn73nuU6NyZc2PGcPadd65fdHeHovsddC1G783h+dxKlMi2x6iSkw3DHGMzwmmMsyU21jDQqcY56gJJR44a5y9fvqWtwC4vEDJ8uEPeo0aTFfYa2HeApUCoiCwAmgMvOklTgcOrZk0qzp/P6aHDiPv9d+Ok1WoYl3z4cCev8K5f3yHvX9zdcQsMxC0wezMDVXIylzduJOLV/qiUFMTDg+L5IBWPpuhgl4FVSv0pItuAJoAAA5RSUU5VVsAQEUo8/xyXVq689rPYWVHrNfYh7u4Ub9mSCnO/zLNA1xpNWuydRfAb8DWwSCkVn1V5R5NfZhHYQ15GrddonI2eRZA77B0iGAc8DYwVkS3At8BipdRVpykroDjqZ7FGoyn42DtEsBZYKyJmoA3QHZiNEXhbo9FoNOlgrweLbRbBIxie7J3AXGeJ0mg0msKAXQZWRL4HGmHMJJgMrFVKFY0Q9hqNRpND7PVgvwA6K6UsWZa0ISKhwDwgBGP+7Ayl1ERbFK7vMIJ3HweeUkpFZ0e0RqPRFAQyXWMoIq8BKKWWAY/fdO2DLNpOAYYope7AmN7VV0TuAEYAK5VSVYGVtmONRqMpdGQVXeOZNPs3x9p7ILOKSqkzSqnttv1LwL9AOeBRro/fzgU62itWo9FoChJZGVjJYD+944wbEQkD6gObgRCl1BnbpbMYQwjp1ekhIltFZGtkZKS9XWk0Gk2+ISsDqzLYT+84XUTEF/gJGKiUiruhAWOVQ7rtKKVmKKUaKqUaBgcH29OVRqPR5CuyeshVV0TiMLxVL9s+tuNiWTUuIu4YxnWBUupn2+lzIlJGKXVGRMoA53OoXaPRaPI1mXqwSimzUspPKVVcKeVm2089zjSfhi2c4RfAv0qpT9NcWgR0te13BX7NzRvQaDSa/IrdCw1yQHPgBWCPiOy0nRsJjAW+F5FXgBNAwc/xrNFoNOngNAOrlFpPxg/C2jqrX41Go8kv5E0SJI1GoymCaAOr0eQVJzbB2o8h/B9XK9HkEdrAajR5wZ6fYM6DsPo9+PJhbWSLCNrAajTOZs+PsLAX16Z8W5Jg6UhIyvPY9Zo8RhtYjcZZJF+FxYPgp1egZFVwKwZiBpMbRGyBaXdD+BZXq9Q4EWdO09Joii4Xj8H3XeHsbmg+ANq8Bad3wPF1EHY3pFyFhX1gdjtoMQhajgA3D1er1jgYbWA1GkezfxH82hfEBJ2/heoPGudDGxlbKr03wrLXYd0ncOhPeGwalK7lGs0ap6CHCDQaR5GSBH+MgO9fgJJVoOdf141rehTzg0enGEb48lmY2RrWjwer3WGXNfkcbWA1GkcQcxLmPACbp0LjXvDyMihR0b661R+EPn9DtfthxTsw5yG4cNSpcjV5gzawGk1uObjUeGAVdRienAsPfpj98VSfIHhqPjw2A87/C9NawJYvQNkVtE6TT9EGVqPJKZYUWP4/+OZpCAiFHmugZsectycCdZ+GPpsgtDH8Phi+6gRxpx2lWJPHaAOr0eSEuNMw9xHYMAEavASvrICSlR3Ttn85eOEXeGgcnNwEnzeB3T9ob7YAog2sRpNdjq4yhgTO7ILHZ8IjE8A9y/DI2UMEGnWHXushqDr83A1+6ArxFxzbj8apaAOr0diL1QKrP4D5j4NPsDEkUMfJ0TZLVoaXl0Lb/8GBJYY3e3Cpc/vUOAxtYDUae7h8HuZ3hLUfQr1noftKCK6WN32bzHD3YOixGnxLGWO+v/aDq3FZ19W4FG1gNZqs+G+d8VQ/fIsxb7Xj5+Dhk/c6SteG7quMlV87F8DU5nB8fd7r0NiNNrAaTUZYrfDXOJjXATz9DK+1/vOu1eTmCfe+Ay8tNTzbL9sbgWOSr7hWlyZdtIHVaNIj/gJ8/SSsehdqPmb8PA+p6WpV16nQGHpvgLtegb+nwPSWELHd1ao0N6ENrEZzMyc3w/S74b+/4OFPodMX4Fnc1apuxcMHHv4Env8ZEi/BrHthzViwJLtamcaGNrAaTSpKwcbP4MuHwOwOryw3PETJKLVcPqFKW+izEWo/AWvGwBf3QeRBV6vSoA2sRmNwJRq+fQ7+fBOqPQA91kLZeq5WZT9eJeDxGfDUPIg+YczT3TTFGEfWuAxtYDWaiO0w/R44vAweGAtPfwVeAa5WlTPueNQIHFO5DSwbaTygiz7halVFFm1gNUUXpeCfmTD7fmP/paXQpHf+HxLIiuIh0Pkb6DAZTu80pnNtn6+X2roAbWA1RZOrcfDDi7BkKFRqbcRuDb3L1aochwjc+YIx06BMXVjUD755Bi6dc7WyIoXOaKApepzdA993MX463zsKmvUHUyH1NUpUhK6/weZpsHKUsdS2aV/DAIfdfWOGBY3D0QZWU3RQCrbPhSWvgXcgvLgYKjZztSrnYzJB0z7GbIPvnjfm9iJGEsaui7SRdSLawGoKP+H/wJGVcGoLHF1pDAk8PhN8g12tLG8Jrg61n4LV7wPKSB9+fJ02sE5EG1hN4UMpuBoDsRFGaMGVo8Fqm3x/Z1doP95YZloUqdTSSLJoSQKzhzFMoHEa2sBqCh7JVyEuAmJPXX9N3VKPky7fWk9MxphkUTWuYHirXRddTx+uvVenog2sJn9htcLlczZDGW4znLb9VOMZH3lrPZ9g8CtnZHOt1NrICuBfHq7EwdLXjOWj2mMzuDl9uMZpFB4DG/5P/vhW1joy13A19kaP8wYvNBzizlz/OZ+Ku49hLP3LGyH7/EONfb9y118zyygQcrvr74WmSOISAysiDwATATMwSyk1NlcNhv9jmyxuWxbo6Qfu3obHYnYDk7uxttzkZnt1z+R8ZuWyqBd93AjIbEkxyt0zDErcBtYUUBbj1WoxtmvH9p6zHdvT1pUYOL/PuB9iglI1oZi/MTVHBLC9ism2b7rpOHWf69fSLXfzNa5fi4+CQ0sNbWIyjGLCRUi6dONnZ3KD4mUNQxnaOI3htBlR/3JQLCB3k/+1x6ZxEXluYEXEDEwB7gNOAVtEZJFSan+OGz2+DqUUAigECaoKpe4wDI4l2fCILCm212TjfEoSWOOvH2dULvW8NSV7mixJtqe12cTkBmI2Xk1mY7t27GZMuUmvTNpziZdQymrcD2VFEi8ZBtZqAZRheJW6cV9Z0xyTwbWby6k07dx0LfEySlmua3D3gvrPXfc6UzffEKePiW47Ec3fxy7QpFJJGlQs4dS+tA5NWlzhwTYCjiiljgGIyLfAo0CODeyBYnWpqNxxJ4Vk3PjGtwcS1PiGMpn5P5KBd3TDaaUQlYJJpWCypmC27Yv1+jlOb+eBY2Mwk0IKbiyt/CaUq48Ss20zYRU3lJhQ4obVdk6lnsOUO0/NhuXEZp6O7nvtfnxX5g3MFRtnXTG9e5ALDU/tT6MhaAjmgEaG7b4EKg7UyUTgJIrrqziN/etLOq+fVzeVMc6lLYOtbtpyEdFX+Gn7KSxWhdkkdLqzPGUDvK7d5rTvL+2tz+pvQtLUvKFeBu1FRF9hweaT13Q836QC5Ut4I3K9JRHS7Mst57il7PUyqX3foO+G88bBiQvxTFt7FItV4eFmYkG3JtrIOhFRebw+WUSeAB5QSnWzHb8ANFZK9bupXA+gB0CFChUanDiRccCKKauPsPLP32hi+pe/rbezXeVRrqR0uFMOaR35SIMmY8wCg9tVp2/rKhmWEZFtSqmGeSirUJFvH3IppWYAMwAaNmyY6bdAk0ol+cxcg12WariZTcx9oQF1QwPStJVJPxn3n+06u0/F0Psr0zUdXzx3J3XKB2RQ2nnsPhVDnwW516EyfKf2aIilbzoabvbS0vPIUoeBbbvXvTlu9NBu9Dhv9OhSL+0Ij+GFLzaTnGLF3c3EV680pn4Fw2O7wVNO+77TesTc6k2TzbIK2BkeQ7cvt5BsseJuNjGza0PjM8nAQ0/Vp9K0p64XvuF8evVT39uN3j3sjYhl0Pc7SbEY96NJpZK3vimNw3CFB9sUeEcpdb/t+HUApdSYjOo0bNhQbd26NdN288u4ktaRvzRoHbnToT3Y3OEKA+sGHALaAhHAFuBZpdS+jOrYY2A1Go3j0QY2d+T5EIFSKkVE+gHLMKZpzc7MuGo0Gk1BxSVjsEqpJcASV/St0Wg0eUUhDYKp0Wg0rkcbWI1Go3ESef6QKyeISCRgT+a2ICDKyXLsQevIXxpA67gZe3VUVEoVscC5jqNAGFh7EZGt+eGJp9aRvzRoHflXR2FHDxFoNBqNk9AGVqPRaJxEYTOwM1wtwIbWcZ38oAG0jpvJLzoKNYVqDFaj0WjyE4XNg9VoNJp8Q6E0sCLST0SOiIgSkSAn9TFbRM6LyN4MroeKyGoR2S8i+0RkgBM02N2HiJhFZIeILHawhkzbFZGlIhJz83URuU1ENts+p+9ExCMbfd5y70UkUESWi8hh22u6UUzE4H0ROSQi/4pI/zTnJ9n07BaRO+3QESAiP4rIAVtbTbOhw66/URE57qy/YVv7NURkk4gkisjQTMq9k9l1TfoUGgMrIh4i4mM73ADci31zZ3PKl8ADmVxPAYYope4AmgB9ReQOB2vITh8DgH8d3L897X4MvJDO+Q+B8UqpKkA08Eo2+vySW+/9CGClUqoqsNJ2nB4vAqFADaXU7cC3tvMPAlVtWw9gqh06JgJLlVI1gLoY98FeHQ75G83IgGeDi0B/YFwu29GkQ4E3sCJyu4h8AhwEqgEopXYopY47s1+l1F8Yf5wZXT+jlNpu27+E8c9XzsEa7OpDRMoDDwOzHNm/Pe0qpVYCNyTiEiPAaxvgR9upuUBHe/vN4N4/amsnq/Z6A6OVMhK4KaXOp6k/Txn8DQSISJmMNIiIP3AP8IWtnSSlVIy9OjL6GxWRkiLyp+0XySyyTiqxVUQWiEgbySgNQyYopc4rpbYAyTdfE5E3bJ7+eqB6dtvWFFADKyI+IvKS7YOfiZFupo5SaoeLpaWLiIQB9YHNLupjAvAaYHVwtzlttyQQo5RKTXR2itx/+YQopc7Y9s8CIRmUqww8LSJbReQPEalqO18OCE9TLitNtwGRwBzbEMks2y8oe3VkxP+A9UqpmsAvQIUsylcDvgH6AftFZKSIlE29KCLjRWRnOltGnnVqvQbAM0A94CHgrmy+Dw35OKNBFpwBdgPdlFIHXC0mM0TEF/gJGKiUisvrPkSkPXBeKbVNRFo5sE+ntOsIlFJKRDKaHuMJXFVKNRSRx4HZwN056MYNuBN4VSm1WUQmctNwQBY6MuIe4HFb/d9FJDqzwkopC7AYWCwiwcAY4KSINFNK/aOUGpTN/lO5G/hFKZUAICKLcthOkaZAerDAExjBun8WkbdFpKKrBdkeOKV6B71s59wxDN8CpdTPTur3hj7S0dEc6CAixzHGG9uIyFcO6Dq9dv9I03eHTOpewPgJnvoFXx7j88wN51J/0ttez9v2l9n0pA5jnAJSP4tfgDq2/QiMsdlUstJ0CjillEr9xfAjhsG1V4fDEBF/EekJLMIYQ34ZwwHJsQercRBGFs6CuWH81BwA7ARWAGE3XT8OBDmx/zBgbwbXBJgHTHBi/9nqA2gFLHaCjkzbTe868APwjG1/GtAnN/ce42HaCNv+COCjDOqNBV5Oo2uLbf9h4A/bPW0C/GOHhnVAddv+OzYNdunI6G8UmAS8adt/ECPFVoZ/w8BXwFHb+6qai8/wHWBomuM7MYy0F1AcOJz2ut7svK+uFuCwN2KkAw+17ffH8DBSgNPALCf09w3GUEWyra9XbrrewvbPsdv2BbATeMjBGrLVhysMrM0IRQJXbPfpftv5SsA/wBGbsfXMzb3H+LJdaTMEK4DADOoGAL8De4BNQF3beQGm2IzVHqChHTrqAVtt938hUCIbOtL9G7XV/xPYh/F84UQWBrYD4JaLz660TUccEGPb97NdewMjvdN64GttYLO/6ZVcGo1G4yQK6hisRqPR5Hu0gdVoNBonoQ2sRqPROAltYDUajcZJaAOr0Wg0TkIb2AKGiFzO5ForcXC0LEchImEi8mya44YiMslBbY+86XijI9rVaHKLNrCavCIMuGZglVJblVL9HdT2DQZWKdXMQe1qNLlCG9gCiBh8LCJ7RWSPiDyd5rKfiPwuIgdFZJqI3PIZi0gDEVkrIttsSzjL2JZbHhSR6rYy34hId9v+MBHZIkac1FFp2uliO7dLRObbzn0pIk+kKZPqcY8F7rYt0xyU1tsWI4bqQltbf4tIHdv5d8SI/bpGRI6JLXbrTe9lLOBla3dB2j5tfawVkV9t9ceKyHMi8o/tvlW2lQsWkZ9s73GLiDTP+aej0aTB1Ssd9Ja9DbgMdAKWA2aMaE0ngTIYK6quYqySMtvKPHFTfXdgIxBsO34amG3bvw9jddMzGHFOAdph5G8SjC/kxRgBSWpirPIJspULtL1+mbZP4LLttRVpVnulPQY+A/5n228D7LTtv2PT6gkEYcQwcE/vnqR3bOsjxnZvPDFiC4yyXRuAbYkxxiqlFrb9CsC/rv6c9VY4toIaTauo0wL4RhmRlM6JyFqMcHJxGGvoj4HhhdrK/pimbnWgFrBcjPChZoxlpyillovIkxhLRuvayrezbamhIH0xAorUBX5QSkXZ6mYYG9fO99PJ1s4qMWKi+tmu/a6USgQSReQ8xhfKqWy0vUXZwgeKyFGMZahgLIdtbdu/F7hDrodT9RMRX6VUhuPdGo09aANb+Lh57fPNxwLsU0o1vbmibTjhdiABY139KVv5MUqp6TeVfTWD/lOwDT3Z2rM7FUwGJKbZt5D9v9m09a1pjq1p2jIBTZRSV3OkUKPJAD0GWzBZhxE02ixGDNB7MAKnADQSI9+VCePn//qb6h4EgkWkKRjhDkWkpu3aIIysCM9iBJJ2B5YBL4sRcxYRKScipYBVwJMiUtJ2PtDWxnGggW2/A8aQBBhZDYpn8n6es7XTCohS2Yudm2zTmlP+BK59YYhIvVy0pdFcQ3uwBQgx4qcmYsQxbQrswvBQX1NKnRWRGsAWYDJQBVhtK3sNpVSS7SHUJDHSnrgBE0QkBegGNFJKXRKRvzDC5v1PRG4HNtl+Ql8GnldK7ROR94G1ImLBGEJ4ESMC1K8isgtYCsTbut4NWGznv+T6kAMYY62zRWQ3hvfcNZu3ZgawW0S2K6Wey2ZdMCJbTbH17wb8BfTKQTsazQ3oaFoFCBGpC8xUSjVytRaNRpM1eoiggCBGdoJvgDddrUWj0diH9mA1Go3GSWgPVqPRaJyENrAajUbjJLSB1Wg0GiehDaxGo9E4CW1gNRqNxkloA6vRaDRO4v94vJOMUzHJiwAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -206,7 +207,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -242,7 +243,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -266,7 +267,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -278,7 +279,7 @@
     },
     {
      "data": {
-      "image/png": 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tXLnSP+OemjVr1stIa1i5cuUGiYmJXgBDhw6NiI2NrVerVq26tWvXrvvrr78GAsTFxV33559/Xs6zsGPHDp+aNWvWy4tOd79p+QRYrJTqJiI+QADwMvCLUmq0iAwDhgFD3ayjSOJl8aJTjU7cUe0Ovk/4nnEbxtFnaR9aRLRgYOOBNA0vpoPKNXlCORwcGTaMtP37qTJpEt6VKnlaUpEnq1wEu3btumqoRXh4eNqIESMq/fjjj9kuz/3zzz8HLlmypOymTZu2+vv7q8TERK/U1FSXPTq4rQcrIiHADcCXAEqpNKXUWeAeYKp52VSgs7s0FBe8Ld7cV+s+fuzyI8PihrHn7B56Lu5J/5/7s+XkFk/L07iZU+PGcfHnXwgf+iKB18d5Wo5bWHFkReDHaz+OWHFkhdvSFV7LLbfccm7nzp3+GzZsyHaM2+HDh71DQ0Nt/v7+CqBSpUq2mJgYl83qcmcPthpwApgsIo2AtcAgIFwplWhecxQId6OGYoWv1ZeH6zxMl5pdmLl9JpM2T+KBHx/g5uibGdB4ANeFXudpiRoXc+H33zkx5lOCO91NuUcf9bScPPPaP69FJ5xJyDFdYVJ6kmXf+X0BCsWkzZOICY5JDvQOzPbNbmy52OSRbUbmOV3htddYLBYGDRp09M0336w0Z86cfVnV07lz5/OjRo2KjImJqd+2bdvzDz744Om77rrrYkZ5jx49qvv5+TnASCBjseStT+rOGKwX0BT4QinVBEjCCAdcRhnBxiwDjiLSV0TWiMiaEyc8mhCn0PH38qdX/V4s6rKIAY0HsProarr90I0hfwxhz7lsn3Y0xYy0ffs4MuRFfOvUptKbb5bYl1pJ6UleGdPOFYqk9KQCd+wyQgTbt2/fmpW5ZtCvX79T69atC9q+fXuWM3xCQkIcmzdv3vrZZ5/tDwsLs/Xs2bPGmDFjymeUT5s2bU9GOwsXLtyVVR054c4e7CHgkFJqpXk8G8Ngj4lIJaVUoohUAo5ndbNSajwwHoxcBG7UWWQJ8gmif6P+PFj7QaZumcr0bdNZun8pHat3pH+j/kSXifa0RE0+sV9M4uDAgYjVStSYT7H4++d+UxEkt54mGOGBAb8MqGVz2CxeFi/H223f3tMysqXbEr9kxtvbm4EDBx4dMWJEtrM1vLy86Nix44WOHTteaNiw4aWvvvqq/DPPPOOS5WbcZrBKqaMiclBErlNK7QBuAbaaW09gtPk5z10aSgohviE80/QZHqn7CJM2TWLmjpks3LOQzjU7069hPyIC9Uyf4oRSisSXXyZtz16qfDkRn6jKnpbkVlpGtkz6/JbPd65IXFGmZaWWFwrLXDMYOHDgqVq1akUkJSVZry3bsGGDr8VioUGDBqkA8fHx/lFRUQVKBp4Zd48ieBqYYY4g2AP0wghLfCsiTwD7gSKw7kXxINQvlBdavECPej2YsHECs3fNZl7CPO6/7n56N+hNBf8KnpaocYJT4ydwYelSKg4dSmCrVp6WUyi0jGyZVNjGmoGfn5/q27fv8ddee+1fj3znz5+3PvPMM1XOnz9vtVqtKiYmJnXq1Kn7XdV2jukKReR5J+pIUkqNc5WgrMgtXWFp5cjFI4zbOI55CfPwsfrwQO0HeLze45T1K+tpaZpsuPjXXxzs24/gO+8k8v33inzcVacrdI7s0hXm9pJrCBAElMlhG+xSpRqniQyK5M3WbzKv8zzaV2nPlM1T6DCnA5+v/5xlR5YxcdNE1h9f72mZGoyxrmfnzuXQwKfxrlKFSm8Vfm5XTeGTW4jgK6XUiJwuEJFCG9emyZqqwVUZ3W40vev35r8b/svYDWMvlwlC7dDahAWE4Wv1xc/qh6+X+Wn1vWrfz8vvqmsy9v28/K4+5+WHj8UnV4MojcvnKIeD9MOHSd2VQOruBNISdpOakEDKrl2QZoT2bEePkrJ9OwFNmnhYrcbd5GiwSqkXc6vAmWs0hUNsuVg+vOlD3ln5Dl9v/xowhsWcSz2HiJBqSyXFnkKKLYVUu7Fvc+RvVWNBLht0Vsadak9ly6ktOJQDX6svE2+fWKJMVtntpB88SOru3aQm7CZ1dwKpCQmk7dmLSkm5fJ1XeDi+NWrgV68uKes3gFIom43kVau1wZYC8vSSS0RaAsMBP+ATpdRcd4jSFIw7q93J3F1zLycgf/eGd7M1N7vDftlsMww41Z562YQz7197TaotlUu2S1eVZewfTz5+OUtYqj2Vr7Z+RaOwRsXusVjZbKQdOGj2RhNMM91N2p49qLQrL5u9KlXCt0YNAlvE4VszFp8aNfCtUQNrcDAAyfHxHOj1OCo9HfH2JiBOpyEsDeRosCISoZQ6munU88C9gAArAW2wRZC8JCC3WqwEWAII8M5xMk6eWX98PX2W9iHNnoZCsXT/Ul744wVeb/U6Ib4hLm3LFaj0dNIOHLjyaG/2TNP27kWlX5k56R0ZiU/NWAJbt8a3Rg18Y2vgU6MG1qCgHOsPaNKEKpMnGT3XuBa691pKyK0HO1ZE1gH/UUqlAGeBboADOO9mbZoCkHllBU+1n2HyTSs2Zd3xdXy+/nPWH1/PyLYjaR3ZutC0JMfHXzY2/3r1SN2377KBGo/4u0jbtx9sV8Il3lFR+MbGEnRDO3xqxOIbG4tv9WpYAvP/yiGgSRNtrKWM3GKwnUXkbmCBiEwDngUewsiK1dnt6jTFmswm3zS8KW0i2zDsr2H0+6kfD9V+iOeaPef2xSCT4+M50KOn0QsVMTaHOQ1eBO8q0fjWiKXMze2vPNpXq4YlwLU9eo1rCQgIaJKcnBwP8M0334QMHTo0eunSpTvHjh1bISgoyD5ixIhjXbt2jenYseO5Xr16ncm4b8eOHT4dO3asuWvXrkLJopRrDFYp9YOILASewggJvK2U+tPtyjQljjrl6/BNx2/4ZN0nTN82neWJyxndbjR1y9d1S3uO1FSOv/felUd8pQho0YKy991nPNpXq6bzrhZz5s2bV2bIkCHRixYt2lWrVi2XzcByFTmOgxWRTiLyG7AY2Ax0B+4RkZkiUqMwBGpKFn5efgyNG8q428aRlJbEwz8+zISNE1y+PlnKjp3su+9+Lq2LB6sVrFbEz4+w554l5O6O+NWpo821EElatjzw+AcfRiQtW+6yYZ2LFi0KGjBgQMy8efMS6tWrl+qqel1Jbj3Yt4A4wB9YopSKAwaLSE3gbeABN+vTlFBaR7Zmzj1zGLliJGPix/DnoT95p907BU5goxwOzkyfzvH3P8BSpgzR48ZiCQ7WL5fcxJGXX4lO3bUrx3iKIynJkrZ3bwBKcWriRHyqVUu2BGafrtC3Zs3kyHfezjGJTFpamjzwwAOxS5cu3dGkSZOUnK71JLnN5DoHdAG6kinrlVJql1JKm6umQIT4hvDeDe8xqt0odp/dTbf53Zi7a26+l8xJP36cg336cuydUQS2bk31+fMIuvFGApo0oUK/vtpcPYQjKcmLjH9TpYzjAuLt7a2aNm16cezYsUU6AUduP+i9wINAOsbLLY3GpYgIHat3pFnFZrzyzyu8vux1fj/4O2+0foNQv1Cn67nw888kvvoajpQUIoa/Qdnu3YvdmNviSG49TTDCAwf796+lbDaLeHk5IkeN2hPYulWBEr+ICPPnz9/Trl27WsOGDYsYPXr00dzvKnxyG0VwEvi0kLRoSjGVgiox8faJfLX1Kz5Z9wld5nVhRJsR3BB1Q473OZKSODZ6NGdnzcavbl0i338P3+rVC0m1xhkCW7dKih47dmfS8uVlAlu1ulBQc82gTJkyjiVLluxq06ZN7fDwcNtzzz1X5BLQ5PaSa11uFThzjUbjDBax0LNeT2Z2nEmofygDfhnAyOUjSU5PzvL6S5s2sbdLV87O/o7yfXoTM/Nrba5FlMDWrZIqDn7+qKvMNYPw8HD74sWLd77//vuVZsyY8a8ZLM8991zV8PDwhuHh4Q0bN25cG2Dv3r2+GefCw8MbTpo0yW0rW+eWrvASkNMyCQKEKKWquFpYZnS6wtJHmj2NT+M/ZeqWqVQJrsKotqNoENYAMPIAnJowgROffY5XWBiRo0eX2MUCPY1OV+gc2aUrzC0GW9uJul07vkajAXysPgxuPpgbom7g5b9f5tFFj9KvYT8eK38nx4a9wqW1awm+8w4i3ngDa0jRm3qr0UDuMViXZfbWaPJDi4gWfNfpO0atHMXGGZ+x/afP8LP6EfnuaII7ddIvsjRFGneuKqvRuITAFBj4fTrP/ODgYJiFwb2EJbWL5LhyjeYqtMFqijRJq1axp3Nnzi9eTNigZ4ibvZioWk0ZuWIkA38dyMlLOhToARwOh0M/OpiY30WWEyecNlgRqSoit5r7/iJSxkX6NJp/odLSOP7Bhxzo+Rji7U3M1/+jwpNPEhFSmbG3jWVY3DBWJq6ky7wu/HrgV0/LLW1sPnHiRIg2WcNcT5w4EYKRSuBfODWjQkT6AH2BUKAGEAWMxViKW6NxKal79nJkyBBStmwhpFtXIl566ao0gRax8HCdh2lZqSUv/fUSg34bRJeaXXixxYsEeusVjNyNzWbrffTo0YlHjx6tj34KdgCbbTZb76wKcxymdfkikfUYOQlWKqWamOc2KaUauFBotuhhWqUDpRRnv/mGY6PfxeLrS8RbIwm+7bYc70m3p/PfDf9l0uZJRAZGMqrdqBK1NI2nyWqYlsZ5nP3rk6qUupwKTES8gPxNGNdossB2+jSHnhrA0eFvEtC0KdXmz8/VXAG8rd4MajqIyf83GYWi5+KejFk3hnR7eq73ajTuxlmD/UNEXgb8ReQ2YBbwg/tkaUoTF//8kz2d7iHp778Jf2kY0RMn4B1eMU91NA1vyuy7Z3NPjXuYsGkCDy98mD1n97hJsUbjHM4a7DDgBLAJ6AcsVEq94jZVmlKBIyWFoyPf4mDffniVK0fM7FmE9uyJWPIX1gvyCWJEmxF8fNPHHE06yv0L7mfGthn5zs6l0RQUZ2Owg5RSn+R2zl3oGGzJI2X7dg6/8AJpCbsp1+NRKg4ejMXX12X1n7x0ktf/eZ2/Dv9FgwoNiIuI46bom3R8No/oGGzBcNZg1ymlml5zLj7jhZe70QZbclAOB6enTOXERx9hKRtC5DujCGrX1j1tKcVHaz9i8pbJAPhafZl4+0RtsnlAG2zByG3Z7gcx8sBWE5H5mYrKAKfdKUxT8kg/dowjw4aRvHwFQbfeQqWRI/Eq57ZERogIwb7BWLDgwEGqPZXVR1drg9UUGrmNg10GJAIVgA8ynb8AbHSXKE3J4/ziJSS+8QYqLY2IkSMo261boeQRaB7eHB+rD6n2VBSKVLueYqspPJwKERSoARErsAY4rJTqKCLVgJlAeWAt8GjmIWBZoUMExZPk+HiS/v6HS5s3k/THH/jVr0/ke//Bt1q1QtWx/vh6ViWuYsn+JRy5eIS598wlIjCiUDUUV3SIoGA4G4NtibGyQR3AB7ACSUqpYCfufR5oDgSbBvstMEcpNVNExgIblFJf5FSHNti8kxwfn6eF/pRSkJ6OIy0NlZqKSk3FkZKKSjP3U1NRqWmZjs3r0syylEz7qWmkJyaS9Pff4DCmaAd3vofIkSMRb293/+jZcvD8Qbr+0JVGYY0Yf9t4nYnLCbTBFgxnFx/7DGMF2VkYZtkDqJXbTSISBdyFsQLt82L8RrfnyvpeU4HhQI4Gq8kbF//6i4P9nwS7HSwW/Bo2xOLnd8U4zU+VmnqVoVLApxnx9kZ8fRGzrQxzxWLBt1p1j5orQHRwNC80f4GRK0by7Y5v6V67u0f1aEo+Tq/uqJRKEBGrUsoOTBaReOClXG77GHgR46UYGGGBs0opm3l8CKic1Y0i0hcj/wFVqrh1wYQSRerevRwZ8qJhrgAOB7bERLyjorD4+yEhIYYJ+vpg8fVFfHwRX18sflf2ry4z980t8774ZCrz8blq/GpyfDwHej2OSk9HvL0JiGvhoW/kau6rdR+/HPiFD9Z+QOvI1kQHF2yZcI0mJ5w12GQR8QHWi8h/MF585baeV0fguFJqrYjclFdhSqnxwHgwQgR5vb80krRiJYcGDQKHA/HxQdntiLc3lT/+qNCXrA5o0oQqkyflKUxRGIgIb7Z+ky7zuvDKP68w+f8mY7VYPS1LU0Jx1mAfxTDUgcBzQDTQNZd72gCdROROwA8IBj4ByoqIl9mLjQIO50e45mrOzJrF0TdH4BNTlegvvsB28qTHzS2gSZMiY6yZiQiM4KXrX+Llv1/mq61f8Vj9xzwtSVNCyfUllzkKYJpS6uF8N2L0YF8wX3LNAr7L9JJro1Lqvzndr19yZY+y2zn+3vucnjKFwLZtqfzRh1jL6FS9uaGU4tnfnuWvw3/xbcdviS0X62lJRRL9kqtg5Drp24y5VjVDBK5gKMYLrwSMmOyXLqq31GG/mMShAQM5PWUK5R55hOixX2hzdRIR4bVWrxHkHcQr/7xCukNn39K4HmdDBHuAf8zZXJfXNVdKfejMzUqp34Hfzf09GLllNQUg/fBhDj75FKm7dxP++muEPvRQ7jdprqKCfwVea/Uaz//+PBM3TuTJxk96WpKmhOFs2qLdwALz+jKZNo0HuLR+PXvv7056YiLR48Zpcy0At1W9jbuq38X4jePZcmqLp+VoShhun8nlCnQM9grnFvxI4ssv4xUeTvTYL/CtUcPTkoo951LP0WVeF4J9g5nZcSa+Vtdl9Sru6BhswSjt6+kUG5RSnBjzKUdeeAG/hg2I+fYbba4uIsQ3hOGth5NwNoHP13/uaTmaEoQ22GKAIyWFI4MHc/K//yXk3nupMmmSW7NQlUbaRbWja82uTNk8hfXH13tajqaE4JTBikgbZ85pXI/txAn29+jJ+UWLqfjCYCq98zYWH1cN6NBkZkiLIUQGRfLy3y+TnJ7saTmaEoCzPdhPnTyncSEp27ez9/7upO7aRdSnYyjfu7dOUOJGAr0DGdlmJAcvHOSjtR95Wo6mBJBbwu1WQGsgzMyKlUEwRkYtjZu48OuvHH5hCNYyZYiZMR2/unU9LalU0CKiBY/UeYTp26bTvkp7WkW28rQkTTEmtx6sDxCEYcSZh2edB7q5V1rpRCnFqS8ncWjAQHyrVyfm22+1uRYyg5oOIiY4hteXvc6FtAuelqMpxjibD7aqUmp/IejJktIyTEulpZE4YgTnZn9Hmf/7PyJHj8Li7+9pWaWSjSc28uiiR7m7+t281fYtT8vxGHqYVsFwdiaXr4iMB2Iy36OUau8OUaUR25kzHH5mEMmrV1P+yf6EPf10vpev1hSchmENeaL+E0zYNIFbqtzCzVVu9rQkTTHEWYOdBYwFJgJ298kpnaTu2cPB/k9iS0wk8r3/EHL33Z6WpAGebPQkfxz6gzeXv0njio0p56eHxmnyhrNdJJtS6gul1Cql1NqMza3KSglJy5axr/sDOC5epMrUqdpcixDeVm/eafsO59LO8fbKtz0tR1MMcdZgfxCRp0SkkoiEZmxuVZZHkuPjOTluPMnx8Z6W4jRnZs7kQJ++eEeEE/PttwQ0LXq5U0s714Vex1ONnmLJviUs3rvY03I0xQxnQwQ9zc8hmc4poLpr5eSP5Ph49j/aA+x2xMuLqHFjCWrd2tOyskXZ7Rx7913OTPuKwBvaUfnDD7EGBXlaliYbetXvxe8Hf+etlW/RLLwZYQFhnpakKSY41YNVSlXLYisS5gqQvGo12GygFCo9nYNP9Gbvffdz/P33ufjnn9gvJuVeSSFhv3iRg08+yZlpXxHaswfR//2vNtcijpfFi7favkWKLYXhy4dTHBIkaYoGzk6VDRCRV82RBIhITXPNrSJBQFwLxM8PrFbEx5vgzvcgPj6cmjqNg337sfP669nbvTvHP/iAi3/9hSPJM4abdugQ+x98kKR/lhExfDjhL72EeDm97qTGg1QLqcazTZ/lz0N/8n3C956WoykmODsO9htgLdBDKVVfRAKAZUqpxm7WBzg3DjY5Pv5fa1A5Ll3iUnw8SatWkbxqNZc2bjR6ulYr/vXrExAXZ2xNm2AJDHTrz5C8Lp5DAweibDaiPv6IwCIcwtBkjUM5eGLJE2w7vY05neYQGRTpaUluR4+DLRjOGuwapVRzEYlXSjUxz21QSjVyu0JcN9HAkZx82YiTV63i0qZNhuF6eV0x3OvjCGjSBEtAgAuUG5z74QcSX34Fr8hKRH8xFt/q1VxWt6ZwOXThEF3nd6V+hfpMuH0CFsnDWOWDq2DfXxDTDqKLx6Ie2mALhrPPp2ki4o/xYgsRqQGkuk2Vm7AEBBDUpg1BbYxEYI7kZJLXxZO8ahXJq1ZxatIkTo0fbxhugwYExMUReH0c/k2a5GtGlXI4ODFmDKfGjiMgLo7Kn3ys0wwWc6LKRPFiixcZvnw4X2//mofrOLkW6IGVMOVOcNjAyw96/lBsTFaTf5ztwd4OvALUBZZiLMn9mLnWltsprKmyjqSkqwz30ubNYLeDt7dhuNfHERgXh3/jxrkaruPSJY4Me4kLS5YQ0q0rlV5/HdFpBksESime+uUp1hxdw6y7ZxETEpP7TTMfhu0Lrhw37QGdin5COt2DLRhOLxkjIuWBloAAK5RSJ90pLDOeykVgv5jEpfh1JK9aRdKqVaRs3nLFcBs2JPB6I4br37gxFj+/y/elHzvOoQEDSNmyhYpDhhDa6zGdZrCEcTz5OPfOu5eYkBimdZiG1ZJDcrnEDTDhFlDmJMiM/3O3vA5tnoUiPCVaG2zBcLYH+wPwP2C+UqrQX8EXlWQv9osXubQuw3BXk7J5MzgciLc3/o0aERAXB1YLpydPwZGeTtRHH1KmvU7XUFL5cc+PDPtrGIOaDqJ3g95ZX3TpLIy/Eezp0PFjOLYJIpvBuimwZS7U6gD3jgX/ohk60gZbMJw12BuB7sBdwGpgJrBAKZXiXnkGRcVgr8V+8SKX1q69PEohZfPmy70T8fGhytQpl0c0aEoeSikG/zGY3w7+xjcdv6FWuVrXXgAzH4JdS6HXoqtjrkrBqvGw5BUIrgT3T4PIove7og22YDg70eAPpdRTGDO3xgH3A8fdKaw4YA0KIujGGwkfMoRqs76lwpNPghkKUHa7MQFCU2IREV5t+SrBPsG88vcrpNvTr75g2RjYsRBuf+vfL7RE4Pp+hvE6HPDl7bBm0pXwgaZE4HTwxxxF0BXoD7QAprpLVHElsF1bxNfXmPDg7U1AXAtPS9K4mVC/UF5v9TrbT29n3MZxVwr2/QM/vwl1O8P1/bOvILoF9PsTYtrCgudgbn9IKzozDzUFw9kQwbdAHLAY+Ab4QynlcLO2yxTVEEFWZDXhQVPyeeXvV/hxz49Mv3M69X3DYFw78C0DfX4Dv+DcK3DY4c/34fdREFYbun8FFWq6X3gu6BBBwXDWYP8P+Fkp5ZFcsMXJYDWlk/Np5+kyrwsBXgF8e86G36F10OcXCK+Xt4oSfoHveoM9zRjGVb+LewQ7iTbYgpFjiEBEXgRQSi0BulxT9o4bdWk0xYpgn2BGtB7B3vN7+fT8Fuj4Ud7NFSD2Fuj/F1SsA7N7waKhYEtzvWBNoZBbDPaBTPsvXVPWIacbRSRaRH4Tka0iskVEBpnnQ0XkJxHZZX4WzfEpGk0eaX3xHN3PX+CrkGDWRBTg8T4kCh5bCNc/CSvHGjPAzh1ynVBNoZGbwUo2+1kdX4sNGKyUqosxQWGAiNQFhgG/KKVqAr+YxxpN8ebMPpjbj+e9o6gcVJlX/3mV5PTk/Nfn5QN3jIb7psDxbTC2nRE+0BQrcjNYlc1+VsdXFyqVqJRaZ+5fALYBlYF7uDICYSrQ2VmxGk2RJD0Fvu0BCgLu/4q32r7NkYtHeH/N+wWvu9690Pd3KBMB07vC76ONF2KaYkFuBttIRM6LyAWgobmfcdzA2UZEJAZoAqwEwpVSiWbRUSA8H7o1mqLD4mHGdNh7x0JoNZqFN6NH3R7M2jmLfw7/U/D6K9SE3j9Dw+7GKIMZ3SDpVMHr1bidHA1WKWVVSgUrpcoopbzM/Yxjb2caEJEg4DvgWaXU+WvqV2TTExaRviKyRkTWnDhxwskfR6MpZDbMhLWTjZwCte+8fPrppk9TPaQ6ry97nXOp5wrejk+gYeAdP4Z9fxvDwA7qiSxFHbdmmRARbwxznaGUmmOePiYilczySmQzI0wpNV4p1Vwp1TwsTK+BpCmCHNtqTA6o2gbav3ZVka/Vl3favsOpS6d4d9W7rmlPBJr3gieWgsULJneAFWP17K8ijNsMVoz0UV8C25RSH2Yqms+VRRR7AvPcpUGjcRupF4y4q08QdJsE1n+nVq5XoR59Gvbhhz0/8Mt+F76gimwC/f6A2Ntg8VBjOFfqBdfVr3EZ7uzBtgEeBdqLyHpzuxMYDdwmIruAW81jjab4oBTMfxpO74b7JhsvoLKhb4O+1Amtw4gVIzh1yYVxU/9y8MD/4NY3Yes8GH+z0aPWFCmczgfrSfRMLk2RYuU4WPQi3Doc2j6X6+W7zuyi+4LuNAprROvI1rSIaEHjio1dp2ff3zCrF6RdNGK0jbq7rGo9k6tgFN1MvxpNUeTgaiPFYK07oPUgp26pWa4mXWp2Yc2xNXwa/yl9lvZh/fH1rtMU09aY/RXZBOb2hR+eNYaOaTyONliNxlmSTsGsnhAcCfd+kaeVCCr6VwRAoUixp/B9wve49OmxTAT0mG+MZlg7GSb9nzH5QeNRtMFqNM7gsMOc3pB00kiOnccVCOIqxeFr9UXMCZDf7fqOxxY/xj+H/3Gd0Vq94LY34YGv4fReGHcD7Fjkmro1+ULHYDUaZ/h9tDHIv+PHxlCpfLD++HrWHFtDwwoNSTibwKTNkziWfIz65evTr1E/boy60XVrt53ea/S2EzcYceKbX81ypENu6BhswdAGq9HkRsIvxjTVht2Nwf4uMsF0ezrzds9j4qaJHL54mOvKXUffhn25teqtWMQFD5fpKcbLuHVTIaYddP0SyuRt4qQ22IKhDVajyYlzh4xEK2UijOmqPoEubyLdkc6ivYuYsHEC+87vo3pIdfo07EOHmA54WfLe6/wX6/8HC54HvxBjzG5MG6dv1QZbMLTBajTZYUuDKXfB8a1GwhU3rzBgd9j5af9PjNs4joSzCVQpU4XeDXrTsUZHvC1OzUzPnmNb4JtHjRdfzXtBmUio1u7fa4VdgzbYgqENVqPJjkXDYOUX0G1yoa4s4FAOfjvwG+M2jmPb6W1EBkbyRIMn6BzbGR+rT/4rTjlvrHK77y/j2Msfes7P0WS1wRYMPYpAo8mKLXMNc72+f6Ev22IRC7dUvYVvOn7D57d8ToWACoxcMZI7vruD6Vunc8l2KX8V+wVD9Zu5nMrZnnbFbDVuQRusRnMtJ3fBvIEQ1QJuG+kxGSLCDVE3MP2O6Uy4fQJVgqvw7up36fBdByZtnkRSej5Wn63WDrz8QKxg9TFefmnchg4RaDSZSUuCibfChaPG7KiQKE8ruoq1x9YyfuN4lh1ZRohvCI/WeZQH6zxIsI8TK9dmcHCV0XON0TFYd6MNVqPJQCmY2x82fgOPfGcsQFhE2XhiIxM2TuD3Q78T5B3EQ3Ue4tE6j1LWr6xL29EGWzB0iECjyWDdVNg4E24aVqTNFaBhWEM+veVTZt09i1aRrRi/cTy3f3c7H675kJOXTnpansZE92Bdzf7lsH+ZU0NgNEWII+vhy9uNMaIPzwaL1dOK8kTCmQQmbJrA4n2L8bH40K1WNx6r9xjhgQVbkUn3YAuGNtiCknQSDq6EA8th189wYptx3uJlTKts8ojLZv5o3MSlMzDuRnDYoN+fEFjB04ryzb5z+/hy85cs2L0AEeHe2Ht5vMHjVA6qnK/6tMEWDG2weUEpOJUAB1bAwRXG56kEo8zqA0EV4dxhrlpmLKQK1O0EdToZb6XzkIFJUwg4HMbY0ISfoNeiEvPUcfjiYb7c9OXlrF0da3Skd4PeVA2umqd6tMEWDG2wOWFLNZJlHDDN9OBKSDbjW/7lIPp6qNISolsauTiPboSpnYzxhVZvaDUQjm6CPb8Z58pUgjp3Q917oEqrYvcYWiL5+yP4eTh0eBda9ve0GpdzNOkoU7ZMYfbO2aQ70ukQ04Ebom4gMSmR5uHNc038rQ22YGiDzUzyaTi02njcP7ASDq8Fe6pRFlrdMNIq1xvmWL5m1r3RrIbApJyDnUuMpT0SfgZbCgSGQe2ORu82pp1hyJrCZe9fMM18urhvSokO5Zy8dJJpW6YxY/sM0uxpAPhZ/Zhw+4QcTVYbbMEovQarlDEvO/Pj/ontRpnFCyo1Mg21pdFTzWMWomxJvWg8jm6dBzuXQnqS0Ru+7i6jZ1v9RvDydU1bmuy5cNRI4uIXDH1+Mz5LAZ+u+5QJmyagUFjFysAmA+ndoHe212uDLRguSNVTTLCnG4/wB8wXUgdXwsVjRplviNHbbNDNMNXKzcAnwD06fIOg3r3Gln7JSIW3bb6xrZ8OvsFw3R1Gryr2FvD2d4+O0ozdBrOfMFZi7TGv1JgrQLuodkzbOo10RzreFm+ah2vvdCcltwebcs583Dd7p4fXQnqyUVa2ytWP+2F1PP/yyZYKe/4werY7fjTebHsHQq3bjZ5t7G2GOWsKzk9vwD8fw73joNEDnlZT6GQk/tYxWPdTcgx26w+wZQ440o1s7se2AArEAhENDCPNeCkVHFkouvONPd2I426dD9sXQNIJY/547K2G2db6PyO3pybvbF8IMx+EZo/B3Z94Wk2RRxtswSgZBntwlTFIPGN4VGRTw4Sir4eo5uBbplB0ugWH3QhpbJ0H236AC4nGkLDqNxtme90dEBDqaZXFg9N7YfyNUC4GHl8K3n6eVlTk0QZbMEpGDHbfXxgp2JSRJahOR2g32NOqXIPFaizLHNPWGEp0eI1htlvnw64lxgu5ajcYMdvaHSEozNOKiybpKcYaVWAsWqjNVVMIlAyDjWlnvHm3p5XsFGwWi/EyLjoObn8LjsQbL8e2zoMFz8KPz0PVNkbPNjjSCJNUbQ2VmwPKGDkBmfaz+ySXcifrOrLeiH1HtYDKTY1wjViNT4v5mbFdPs5c7qJhUwdXwaKhxpjmB742erAaTSFQMkIEkKcUbCUOpQwz3TrPMNyM4WbFHsnGfC3ZmLX132X2VDizH1BGb78EzdYqDHSIoGCUjB4sXOnZlUZEIKK+sbV/BRa/BCu+wIhJC9S42fjDI2IcX+4ZyjXnsvsk9/Jrz2VMrEABFiNsE3srKAcou/FHwWHPdOzIdOzIuezacodZ37+utcOJHVyOzStl/BEurb8nmkKn5Bis5gr17oU1k6+ETG56qfBNpXysYbIZGlo/7RljO7gq0/TlEhw+0hRJSk6IQHM1RSFkUhQ0FCUdxRAdIigYHjFYEekAfAJYgYlKqdE5Xa8NVqPxDNpgC0ahT18SESvwOXAHUBd4UETqFrTetfvP8PlvCazdf6agVWkdJUiD1lF0dZQGPBGDjQMSlFJ7AERkJnAPsDW/Fa7df4YHxy8n3a7wsgpP3liDmAqBLpLrPPtOJvHFH7uxaR3/0tD/xhrElPfAd3EqibGZdPTzoI5xLtSR3wFsGd+H3aHw8bIwo3dLmlUtl28dmpwp9BCBiHQDOiilepvHjwLXK6UGXnNdX6AvQJUqVZrt378/2zo//y2B95bscJ9ojaYEYhV4/vbrGHBzbLbX6BBBwSiyowiUUuOB8WDEYHO6tmX18vh6WUi3O/C2Wvjw/kbUr1z4c/U3Hz7H899u0Dqy0PDR/Y099l089+36yzo+7u45Hc9+4xodBekTZXwfNrsDby8LLauXz39lmlzxhMEeBqIzHUeZ5/JNs6rl+F+flqzYc4qW1ct77JGnavlAIkL8tY4iogGgSvkAwkP8PK4jOjSAisGe11FUvo/SgidCBF7ATuAWDGNdDTyklNqS3T16FIFG4xl0iKBgFHoPVillE5GBwBKMYVqTcjJXjUajKa54JAarlFoILPRE2xqNRlNY6DWkNRqNxk1og9VoNBo3USxyEYjICSD7gbBXqACcdLMcZ9A6ipYG0DquxVkdVZVSOot7PikWBussIrKmKLzx1DqKlgato+jqKOnoEIFGo9G4CW2wGo1G4yZKmsGO97QAE63jCkVBA2gd11JUdJRoSlQMVqPRaIoSJa0Hq9FoNEWGEmmwIjJQRBJERIlIBTe1MUlEjovI5mzKo0XkNxHZKiJbRGSQGzQ43YaIWEUkXkQWuFhDjvWKyGIROXttuYhUE5GV5r/TNyLik4c2//Xdi0ioiPwkIrvMzyyzmIjB2yKyU0S2icgzmc6PMfVsFJGmTugoKyKzRWS7WVerPOhw6ndURPa563fYrL+2iCwXkVQReSGH64bnVK7JmhJjsCLiIyIZGYz/AW7FubGz+WUK0CGHchswWClVF2gJDHDFyg0FaGMQsM3F7TtT73vAo1mcfxf4SCkVC5wBnshDm1P493c/DPhFKVUT+MU8zorHMLK51VZK1QFmmufvAGqaW1/gCyd0fAIsVkrVBhphfA/O6nDJ72h2Bp4HTgPPAO8XsB5NFhR7gxWROiLyAbADqAWglIpXSu1zZ7tKqT8xfjmzK09USq0z9y9g/Oer7GINTrUhIlHAXcBEV7bvTL1KqV+AC9fcJ0B7YLZ5airQ2dl2s/nu7zHrya2+J4ERSimHWdfxTPdPUwYrgLIiUik7DSISAtwAfGnWk6aUOuusjux+R0WkvIgsNZ9IJpL74gVrRGSGiLQ3v9c8oZQ6rpRaDaRnoeUVs6f/N3BdXuvWFFODFZFAEell/sNPwFhupqFSKt7D0rJERGKAJsBKD7XxMfAi4HBxs/mttzxwVillM48PUfA/PuFKqURz/ygQns11NYDuIrJGRBaJSE3zfGXgYKbrctNUDTgBTDZDJBPNJyhndWTHG8DfSql6wFygSi7X1wK+BgYCW0XkZRGJzCgUkY9EZH0WW3Y964z7mgEPAI2BO4EWefw5NBThFQ1yIRHYCPRWSm33tJicEJEg4DvgWaXU+cJuQ0Q6AseVUmtF5CYXtumWel2BUkqJSHbDY3yBFKVUcxHpAkwC2uWjGS+gKfC0UmqliHzCNeGAXHRkxw1AF/P+H0Ukx5UJlVJ2YAGwQETCgFHAARFprZRapZR6Lo/tZ9AOmKuUSgYQkfn5rKdUUyx7sEA3jGTdc0TkdRGp6mlB5gunjN5Bf/OcN4bxzVBKzXFTu1e1kYWONkAnEdmHEW9sLyLTXdB0VvUuytR2pxzuPYXxCJ7xB77Aq1oAxzIe6c3P4+b+ElNPRhjjEJDxbzEXaGju53WljUPAIaVUxhPDbAzDdVaHyxCREBHpB8zHiCE/jtEByXcPVuMilFLFdsN41BwErAd+BmKuKd8HVHBj+zHA5mzKBJgGfOzG9vPUBnATsMANOnKsN6tyYBbwgLk/FniqIN89xsu0Yeb+MOA/2dw3Gng8k67V5v5dwCLzO20JrHJCw1/Adeb+cFODUzqy+x0FxgCvmvt3ACqn32FgOrDb/LlqFuDfcDjwQqbjphgm7Q+UAXZlLtebk9+rpwW47AcxlgOPNvefwehh2IAjwEQ3tPc1Rqgi3WzriWvK25r/OTaafwDWA3e6WEOe2vCEwZomdAK4ZH5P/2eerw6sAhJMs/UtyHeP8cf2F9MIfgZCs7m3LPAjsAlYDjQyzwvwuWlWm4DmTuhoDKwxv//vgXJ50JHl76h5/1JgC8b7hf25GGwnwKsA/3YRpo7zwFlzP9gsewVjeae/gf9pg837pmdyaTQajZsorjFYjUajKfJog9VoNBo3oQ1Wo9Fo3IQ2WI1Go3ET2mA1Go3GTWiDLWaIyMUcym4SF2fLchUiEiMiD2U6bi4iY1xU98vXHC9zRb0aTUHRBqspLGKAywarlFqjlHrGRXVfZbBKqdYuqlejKRDaYIshYvCeiGwWkU0i0j1TcbCI/CgiO0RkrIj8699YRJqJyB8istacwlnJnG65Q0SuM6/5WkT6mPtDRGS1GHlS38xUTw/z3AYR+co8N0VEumW6JqPHPRpoZ07TfC5zb1uMHKrfm3WtEJGG5vnhYuR+/V1E9oiZu/Wan2U04G/WOyNzm2Ybf4jIPPP+0SLysIisMr+3GuZ1YSLynfkzrhaRNvn/19FoMuHpmQ56y9sGXAS6Aj8BVoxsTQeAShgzqlIwZklZzWu6XXO/N7AMCDOPuwOTzP3bMGY3PYCR5xTgdoz1mwTjD/ICjIQk9TBm+VQwrws1P6dkbhO4aH7eRKbZXpmPgU+BN8z99sB6c3+4qdUXqICRw8A7q+8kq2OzjbPmd+OLkVvgTbNsEOYUY4xZSm3N/SrANk//O+utZGzFNZtWaact8LUyMikdE5E/MNLJnceYQ78HjF6oee3sTPdeB9QHfhIjfagVY9opSqmfROQ+jCmjjczrbze3jFSQQRgJRRoBs5RSJ817s82N6+TP09Ws51cxcqIGm2U/KqVSgVQROY7xB+VQHupercz0gSKyG2MaKhjTYW82928F6sqVdKrBIhKklMo23q3ROIM22JLHtXOfrz0WYItSqtW1N5rhhDpAMsa8+kPm9aOUUuOuufbpbNq3YYaezPqcXgomG1Iz7dvJ++9s5vsdmY4dmeqyAC2VUin5UqjRZIOOwRZP/sJIGm0VIwfoDRiJUwDixFjvyoLx+P/3NffuAMJEpBUY6Q5FpJ5Z9hzGqggPYSSS9gaWAI+LkXMWEaksIhWBX4H7RKS8eT7UrGMf0Mzc74QRkgBjVYMyOfw8D5v13AScVHnLnZtuas0vS4HLfzBEpHEB6tJoLqN7sMUIMfKnpmLkMW0FbMDoob6olDoqIrWB1cBnQCzwm3ntZZRSaeZLqDFiLHviBXwsIjagNxCnlLogIn9ipM17Q0TqAMvNR+iLwCNKqS0i8jbwh4jYMUIIj2FkgJonIhuAxUCS2fRGwG6en8KVkAMYsdZJIrIRo/fcM49fzXhgo4isU0o9nMd7wchs9bnZvhfwJ9A/H/VoNFehs2kVI0SkETBBKRXnaS0ajSZ3dIigmCDG6gRfA696WotGo3EO3YPVaDQaN6F7sBqNRuMmtMFqNBqNm9AGq9FoNG5CG6xGo9G4CW2wGo1G4ya0wWo0Go2b+H/GrcUxoFgukgAAAABJRU5ErkJggg==\n",
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C6PffxxaS7/dKlmtfo31acSfdbGXKlFFDhgxJfu6556Jzb0tNTbUPGzYsJjU11W6321VsbGzG1KlT9/ry/KJU/lUZReRJD9pIU0p96LuQPNemTRu1evVqK06taQEpbfkK9g8dSki9esRMnYK9XDm/nEdE1iil2uRct379+j3Nmzc/6pcTXqbWr19fuXnz5rF5bSts9H0kUBYoV8BjhM8i1TTtkqXHx7P/kUcIjokmevIkvyVezTcKG3b4TCk1tqAdRKTYrs/TNC1vZ7dsYf+QoTiqVCZ68mQcFQNijkitAAX2fJVSTxfWgCf7aJrmPxm7d7Nv8IPYypWl9qefElS1qtUhaR4o0kV/ItJeRH4Qkd9E5E5/BaVpmmcy9+9n38BBYLdT+5NPCKpRw+qQNA8VOOwgItWVUkk5Vj0J3AkIsAL4xo+x+cS65HWsPryaNtXa0KJqi2I/v1u5yXJnsTZ5LRuObKBt9baWxKGVPM6kJGPSy4wMYj6bRnBsrNUhaUVQ2JjvRBFZC7ymlDqLMeFlb8ANpPo5Nq+tS17HoEWDcLld2MTGzbE3E1kmkiyVRZY7iyyVhdPtvOC5y+0699ylXMZPc13ObXntm9ex2XfwZHOIg/E3jOfa6Gstele0ksB19Cj7HhhIVkoKMVOmUKZBA6tD0oqowOSrlOohIrcD80VkGvAvoB8QBvTwe3ReWn14NS63C4UiS2WxeO9iytjLYLfZsYsdhzjOL9scOGwO7GLHbrtwW4gj5OJ9cz3PPi7nc4fN2Cf+cDzLDy1HoXApF8N+HUa3ut24t/G9NK7U2Oq3SbvMZJ08yb7BD+I8fJiYSR8TemWRqxmWWGFhYS2zZzCeOXNmxKhRo6IXL168Y+LEiZXLli2bNXbs2MO9evWK7datW8rAgQNPZB+3ffv24G7dusXt3Llzc3HFWuhNFkqp70RkAfAIxjDDS0qppX6PzAfaVGtDiD0Ep9tJkC2Ij7t8bMlH/nXJ64hPjsfpdmIXO51qdWLx3sV8u/tbWlVtxb2N76VzTGccNn3Pi1awrNOn2TdkKJkJCUR/OJGw1q2tDikgffvtt+VGjhwZvXDhwp0NGjTw6Z1pvlLYmO8dwBMYE12+DHwGPCcijwDPKqXyLVwRCFpUbcHHXT62dMw3vzhSM1P5Zuc3zNg2gxFLRlA9vDp3N7ybXnG9qFCmgiVxaoHNmPDyn5zdsoVaEyYQfvXVVofktbS/loWnLVtWLrxDh1PhV3fwyZ1uCxcuLPvoo4/GfvfddzubNGmS4Ys2/aGwrtaLGJNahgKLlFLtgBEiEge8BNzt5/i81qJqi4D4git3HOWDyzOgyQDua3wfSw4s4YutX/DO2neYuH4it9W9jX6N+9Ggoh7H0wwXT3h5g9UhFejgmGejM3buLLCkpDstzZb5999hKMWxSZMIrlMn3Raef0nJkLi49Bovv1RgwZ7MzEy5++676y9evHh7y5Ytz15q/MWhsOSbAvTEGONNzl6plNrJZZB4Lwd2m53OMZ3pHNOZnSd2Mn3rdOYnzOernV9xVfWr6Ne4H9fVug67rfgqUmmBpaROeOlOS3OQXd5AKdxpaQ5beLhXQwRBQUGqVatWpydOnFj5qquuKrSympUKS753AvcATowv2nxCRCoAk4ArAQUMArYDM4FYYA/QVyl1Iu8WSqa4inE8f/Xz/KvVv/hq51d8uf1Lhv86nJpla3JPo3u4M+5OygeXtzpMrRgpt5uDz1x+E14W1kMFY8hh/8MPN1Aul00cDneNceMSvB16EBHmzZuX0KlTpwajR4+u/sorryQVfpQ1CrvD7ahS6l2l1ESllC8vLRsP/KCUagQ0B7YCo4GflVJxwM/m81KpQpkKDG46mIU9F/LmdW9SLawab6x+g5tm38SLy18kISXfqae0EkQpRdLzL5D6Xcmc8DL86g5p0RMn7qg0eHBi9MSJO3w15luuXDn3okWLds6ZM6fS22+/XdkXbfpDYV+4rVVKtfJ2n1z7RwDXAg8AKKUygUwR6Q5cb+42FfgNGOVpuyWRw+agS2wXusR2YeuxrUzfOp2vd37NzO0zubrG1dzb+F461uyITQJndgLNN5RSJL/yKidnzaLS0KEldsLL8Ks7pPkq6eZUrVq1rB9++GHHdddd16hq1aoXzb32xBNP1B49enQ0QFRUVObMmTMT/v7775Bq1ao1y95n3Lhx+wcNGuS3T9+FlZQ8AxQ0RYYAEUqpGI9PKNIC+AjYgtHrXQMMBxKVUhXMfQQ4kf081/FDgCEAMTExrffu9WmJzYB37Mwxvtr5FTO3zST5TDIx5WLo17gf3et1p2xwWavD03zkyIR3OfrBB1S8//5im3etKHRJSc8UVFKysORb24P2s5RSBzwNRkTaAMuBa5RSK0RkPMbdco/nTLYickIpVWBpptJcz9fpdvLT3p/4fOvnbDiygfCgcHrU70G/Rv2IKe/x30ItAB2bPJnk198goldPov7734Cady2bTr6eKSj5FnaHmz+6lQeAA0qpFebzORjju4dFJEopdUhEoshxdYV2sSBbELfUuYVb6tzCxiMb+WLbF8zcPpMvtn5Bp1qduLfRvXSo0SHgekxawQJ5wkvNt4r9X9Ys1LNfRBqaq27EGIKYBwww1w0Avi3u2C5XTas0ZVyncSzutZiHmz/MpqObGPrTUHp824OZ22aS7ky3OkTNAye/sW7CS634FTjs4LeTGuO+k4BgIAEYiPGHYBYQA+zFuNTseEHtlOZhh4JkZmWyaM8iPt/6OVuObaFcUDl6xvXk7kZ3c/TMUcvv+NMulB4fz4nPp5O6YAHhHdpT63//C+h51yDfYYeEpk2bnrDZbMWfVAKQ2+2WjRs3VmzevHndvLZ7XEzAHP+NU0r9JCKhgEMpdepSglJKrQPa5LHpxktpT7tQsD2Y2+vdTre63Vh/ZD3Tt07n862fM23LNEQEpRR2m50HmjxAvQr1CLYFE2IPIdgeTLDdWA6yBRFiDzGW7UHnt9uCfTKUYXWpT6sotxtXcjKZe/fh3L+PtJWrSJ0/H9xuEKHSQ0MCPvEWYNORI0euqFKlSkppT8But1uOHDkSAWzKbx+Pkq+IPIRxhUEkUA+oBUxEJ8uAJiLnbmtOSktizO9jWHV4FQAut4tJGyddUrvBtuBziTo7WWcn5pzJOmcSz7nv8TPHmbd7Hm7lJtgebFnBI39RTifOxEQy9+8nc98+nPv2kbnPXD5wAJWRo9yAzWYkXnP5zIYNhHdob03gXnK5XA8mJSVNSkpKuhILhjQDjBvY5HK5HsxvB097vo9i1HhYAcbtxSKi5yq5jFQPr86wVsN4cPGD56q8vdrpVepXrE9GVgaZWZlkZmWSkZWB0+0kIyvDWM5ynt/uzrxg3+z9M905js1ykuHK4FTmqfPbs/c3j3e5XefiysjK4K+Df112ydednk7m/gM49+8jc+8+Mvfvw5mdYA8dgqysc/tKaCjB0dGE1K1D2euuIzgmmuCYGIJiYnAlJbHvwYdQTicSFERYu7YWvirvtG7dOhm4w+o4LheeJt8MpVRm9sdNEXEApfpjxeWoRdUWTOoyyfKP+/HJ8Ty0+CEysjJQKL7c9iV1IurQNbZrQF2dkXXyZN691337cB05csG+9ogIgmJiCG3enPK3dyM4Oobg2jEERUfjqFIl39cVXKsWMZ9+QvrKVYS1a0tYy5bF8dK0AODRF24i8hrGLBb9gccxavtuUUo969foCqG/cLt8ZY/5lg8qz5ydc9h6fCutqrbimaueoVFko2KJIT0+ntO//UZQ9epISBky9+0913vN3L8fd0rKBfs7qlYlKCaa4Jja53uv0TEEx0Rjj4golpgDRV5fuGlF42nytQGDgS4Yd7UtUkp97OfYCqWTb8mQ5c7im13fMGHtBFIyU+gd15vHWj5GxTL+m/781K+/cuDRx86PtwLY7QTVqGEOCURf0HsNjo7GFhrqt3guNzr5es/T5DtcKTW+sHXFTSffkiUlI4WJ6ycyY9sMwoLCeKzFY/Rt2NenM3wop5Pj06dz5M23UE7zln+bjcgB/an65JNIUJDPzlWS6eTrPU+/kRyQx7oHfBiHphEREsGodqOYc/scrqh0BeNWjqPPd31YcWhF4Qd7IG3ZMhLuvJPkV14l5IorkJBgsNuR4GDKdemiE69WrAqr7XAPRh3fjsDvOTaVA9xKKUsvNdM935JLKcUv+37h9dWvk3g6kX/U/gdPtXmKGmVrFLkt58GDHH7tdU798ANBtWpRbcwzlL3hBs6sW6e/6LpEuufrPU8K69QBxnFhfd1TwAallCvPA4uJTr4l31nXWaZunsqkjZNQKAZdOYiBVw4k1FH4+Ks7I4Pjn37K0Q8/ArebSkOHUGnQIGxlyhRD5CWbTr7es+T2Yl/Rybf0SEpL4q3Vb7Fwz0KiwqMY0WYEXWp3yfcSrlO//cbhl8fh3LePcv/4B1VHjSK4Vs1ijrrk0snXex6N+YpIexFZJSKnRSRTRLJExJczW2hagaqHV+e1617j05s/pXxweZ5a8hSDFg1i+/HtF+yXuXcv+4c+zIGH/4k4HERPnkStdyfoxKsFHE+vdliNMWHmbIyaDP2BBkqpZ/wbXsF0z7d0ynJn8dXOr5gQP4FTmafo06APjzQcjGvqTI5P/gQJCqLyo48Sef99SHCw1eGWSLrn6z2Pr+FRSu0SEbtSKgv4VETiAUuTr1Y62W12+jbsy82xN/N+/Hvs+fZLtvw8g0qpbsrd3o1qT40kqJq++10LbJ4m33QRCQbWmXe7HUIXztAsVmb/Ee6duIv05S6Sa4bx3B0ZqGYJjFZ7aYtOvlpg8zSB3m/u+xiQBkQDl8cc1lqJk3XqFIfHvUJCjzs5u3Ur1f7vOTotWsGQ+97iVOYpBi0axMglI0lKC9hZwzWt8DFfEbED05RS9xZPSJ7TY76li3K7SZk3j+Q33iTr2DEq9OlDlSf+haPi+duQz7jOMGXTFCZvmowgDGo6iIFNBlLGoS8v8yU95uu9Qnu+5hhvbXPYQdMscWbzZvb2u5dDo58hqGYNYmfNImrsCxckXoBQRyj/bPFP5vWYx7W1ruWDdR/QfW53ftz7I5fzZZVayePp1Q7TgMYY86ylZa9XSr3lv9AKp3u+JZ/rxAmOjB/PyZmzsEdGUnXECCJ6dPd4YsmVh1YybuU4dp3cxVXVr2JUu1HEVYzzc9Qln+75es/TL9x2mw8bxq3FmuZXKiuLk7Nnc+Ttd8g6fZqK999Hlccew16+fJHaaRfVjtm3z2b2jtm8F/8efb7rw10N7+KRFo8QEVK6ykBqgUXf4aYFnPS18SS9+F8ytmwlrF07qv37Wco0aOB1uyfPnuS9de8xe8dsygeX5864OynrKEu7qHaX3UwaVtM9X+/p5KsFDNeRIyS/8SYp336Lo1o1qo16mnK33OLz2S22H9/Os388y/YTxt1xIfYQJnWZpBNwEejk6z19ra5mOeV0cuzTKezuegspCxZQacgQ6i34nvK33uqXaYUaRjbk5tibEYy2M7IyWHZwmc/Po2kF8bS2wzWerCsKEbGLSLyIzDef1xGRFSKyS0Rm6qsrSoe0ZctI6HEnya++SmjrVtSd9y1Vn3wCW3i4X8/btnpbQuwh2Mz/AuuPrNdXQ2jFytOe77seriuK4cDWHM9fBd5WStUHTmBMW6SVMEopVGYmqYsWsfv2O9g3cBAqI4NaH3xA9IcfElKnTrHE0aJqCz7u8jGPt3qcXnG9+PPgn0zbMq1Yzq1pUMjVDiLSAbgaqCIiT+bYVB6wX+pJRaQWcBvwEvCkGJ8tO2MUbgeYCjwP/O9Sz6Hl7fQff3J6yRJCGjUipE4dVGYmypmJcjqNZfPhzl4+tz7H9pz7Oo19cTrNYy5sJ3e756buyeZwEPXyS4S3a1fs70WLqi1oUbUFSilSM1N5a81b1K9Qn2tqevWhTtM8UtilZsFAWXO/nJeYpQK9vTjvO8DTOdqsBJzMUZz9AKBrAPqQUoojEyZw7H8TL60Bc7odCQ5GgoKQ4CBsQcG51gVjKx96wXMJNtfnWHdm3XrSli0DpUApzsSvsyT5ZhMRXrzmRfam7mXk0pHMuG0GtcvXtiwerXQoMPkqpZYAS0RkilJqry9OKCLdgGSl1BoRuf4Sjh8CDAGIiYnxRUglXtbJkxx6/gVO/fDD+ZU2GxHduxPRo0eeCTJ3UhX7JX/QuUh6fDzpa9einE4kKIiwdm191valCgsKY/wN47nn+3sY9sswpt86nbLBZa0OSyvBPL3DrQHwFBBLjoStlOpc5BOKjMMo1OMCymAMYXwD3AxUV0q5zOGO55VSNxfUlr7UrHBpy5ZxcPQzuI4fp0LvXqR8M/dc0ov59BPL5i5Lj48PyPnTVh5ayZAfh9CpZifGdx6PTfQFQXnRl5p5z9Pkux6YCKwBsrLXK6XWeHVyo+f7lFKqm4jMBr5SSn0pIhMx5oj7oKDjdfLNnzszkyNvv8PxTz8luG5darz+GqFNmgRs0gskX2z9gnErxzGk2RAeb/m41eEEJJ18vefp7cUupZS/v/waBXwpIi8C8cBkP5+vxDq7YwcHnxpJxo4dVOzXj6ojn8IWakw4GdaypU66hbin0T3sOLGDjzZ8RIOKDbg5tsAPYJp2STxNvt+JyCMYwwMZ2SuVUse9OblS6jfgN3M5AbDuW5cSQLndnPjsM5LffAtb+fJEfziRstddZ3VYlx0RYcxVY9h9cjfP/fkcseVjaRjZ0OqwtBLG02GHv/NYrZRSdX0fkuf0sMN5zsPJHHrmGdL++ouynTsT9d+xOCpVsjqsy9rRM0e5a/5dOMTBjG4ziCwTaXVIAUMPO3jPo28TlFJ18nhYmni181IXLebvO+4gPT6e6mNfoNb77+nE6wOVQysz4YYJHDt7jBG/jcDpdhZ+kKZ5yNPbi8NE5N8i8pH5PM68ZEyzUNbpNA4+M4bE4cMJiomhztdfUbFvX7/UQyitmlRuwn86/IfVh1fz2srXrA5HK0E8HfP9FONKh6vN54kY08jP90dQWuHS18ZzcNQonImJVH7kn1T+5z+RoCCrwyqRbq93OztO7GDK5ik0jGxI7wbe3F+kaQZPL2Ksp5R6DXACKKXSAd29soByOjkyYQJ777sPlKL2559RZdgwnXj97F+t/sXVNa7mpRUvEZ8cb3U4WgngafLNFJFQQAGISD1yXPWgFY/MPXvYc+99HP3gf0R0706dud8Q1qqV1WGVCnabndeufY0a4TV44tcn9MzImtc8Tb7PAz8A0SIyHfgZozaDVgyUUpyYPZuEnr3I3LuXmu+8Q41xL2Mvq29/LU4RIRG82/ldzmadZfivwznrOmt1SNplzNOrHRYDPYEHgBlAG/MaXc3PXMePc+Cxx0l67v8Ibd6MuvO+pXxXfdG/VepWqMsrnV5h67GtPL/seV0DWLtknl7t8B3QBfhNKTVfKXXUv2FpAKeXLiXhju6kLV1K1dGjiJk8maBq1awOq9S7Pvp6Hm/5ON8nfM/UzVOtDke7THk67PAG0AnYIiJzRKS3iJTxY1w+kx4fz9EPPyI9/vL5ksR99ixJ/32R/UOG4qhYkdg5c6j0wAMeT5eu+d+DTR+kS+0uvL32bf5I/MPqcLTLUJEm0BQRO0bR84eArkqpos3j7WOF3eGWHh/PvgEPnK/iNXkyYW0D+6acs1u2kDjyaTJ37yZywACqPPkEtpAQq8PS8pDuTKf/wv4cPH2QL277gtiIWKtDKjb6DjfvedyVMq926AU8DLTFmG0ioKWvXIXKzARz6pq9DzzAnnv6cXjcOFLmf0/mvn0BM2ansrI4+vHH/H3X3bhPnSLmk8lUe2a0TrwBLCwojPGdx+OwORj26zBOZZ6yOiTtMuJpbYdZGEVvfgBmAkuUUm4/x1Yoj3q+AwcZCdhup9xNN+E6fJizW7agzhrfVNsjIijTtCmhzZoaP5s2xVG5cnG9BACcBw9ycNRo0letotzNNxP1wvPYK1Qo1hi0S7cqaRVDFg/h6ppXM+GGCdhtvis8H6h0z9d7nibfm4GflFJZhe5cjDwprJNX/VrldJKxaxdnNm7k7MaNnNmwkYydO8Ft/D1x1IgitGmz8wm5SRO/zaabMv97kl54AbKyqPbcc0T06K5vD74MfbntS15a8RIPNX2IYa2GFe3g/Sthz+8Q2wmiL4/Cfjr5eq/A5CsiT5t3tiEifZRSs3Nse1kpNaYYYsyXL6uaudPTObtlC2c2buLsxg2c2bAR54EDxkabjZB6dSmTIyGXadDAq7vKslJTSRr7X1Lnzye0ZUtqvPYqwdHRPnktWvFTSvHCshf4audXvH7t63St09WzA/evhKm3gysDHCEw4LvLIgHr5Ou9wpLvWqVUq9zLeT23gr9LSrqOHzd6xhs3cWbjBs5u2EjWiRMASHAwZRo3pkwzIyGHNm1KUO3aHvVa01au5ODo0bgOJ1PlsUep9NBDiMPTMhtaoHJmORm8eDBbj23ls1s/o1Fko8IP+vm/8Psb55+3GQTd3vZfkD6ik6/3Cku+8UqplrmX83puheKu56uUwpmYyNkNG84n5M1bUGfOAGCLiCC0SRPKNGtKaLNmxvhxlSqAOfyxbDkZe/4m9bv5BMfEGFP7NGtWbPFr/nf0zFHunn83NrHxZbcvC64BnHEaPu4MR7dzvlSKgnZD4cb/g5DAvYNRJ1/v6Z6vl5TLRcbu3ZzZsIGzGzdxZuNGMnbsgCxjeNwRFUVwrVrGdcYuFwBlO3em5uuv+W0cWbPW5mObGbBwAFdWvpKP//ExQfY8hqdcmTDjLkj4zUi0yg01WsP272HlxxBRy+gBx/2j2OP3hE6+3iss+WYBaRh/lkOB9OxNQBmllKWltAIh+ebFfeYMZ7duPZeQT//xB+6UFGOjzUaV4cOpPHSItUFqfvV9wveM/n00dzW8i3+3//eFG91u+GowbP4aur8PLe+7cPu+FTDvcaNH3LQvdB0H4cV7BU5hdPL1XoEDjUqpkn/NjB/YQkMJa9XqXMWx9Ph49j0wEOVyIUFBhLVra3GEmr/dVvc2tp/YzqebPqVBxQb0bdjX2KAULHzaSLw3vXBx4gWIuQoe/h1+fwt+fxN2/QRdX4FmfUFfCVNiFOkOt0ATqD3fvOgp20ufLHcWj/7yKCsOrmDSzZNoXa01/PYq/PYyXP04dHmx8EYObzF6wYmrof5NxlBEhRj/B18I3fP1nk6+muZHqZmp9Pu+H6cyT/FldHeiFr8AzftBjw8878W6s2DVJPjpBeP5jf8H7R4CC2/m0MnXe7pSi6b5Ufng8kzoPIHMzDSGb/qQM3Fd4I53izZ8YLPDVUPh0eVQuwP8MAo+uRmSt/ovcM3vij35iki0iPwqIltEZLOIDDfXR4rIjyKy0/xZsbhj0zR/qHt0D68mHWJbcDD/qRmDutQea4UYuHcO9PwYju2GiZ3g15eNGzS0y44VPV8XMEIpdQXQHnhURK4ARgM/K6XiMGbKGG1BbJrmW4lr4Mv7uDa8NsOaDWXh3sV8uvnTS29PxPji7bFVcGVPWPKqkYT3rfBdzFqxKPbkq5Q6pJRaay6fArYCNYHunK+UNhXoUdyxaZpPHdkBn/c2LhO7/2sGt3yUrrFdeWfNOyw9sNS7tsMrQ8+PjJ6wM90Yhvj+KcjQldUuF5aO+YpILNASWAFUU0odMjclAXlO2SAiQ0RktYisPnLkSPEEqmlFlZIIn91pjNfe/w2Uq46IMPaasTSKbMTopaP5O+Vv788T9w94ZLkxJrxqErx/FexY5H27mt9ZlnxFpCzwFfAvpVRqzm3KuAQjz8swlFIfKaXaKKXaVDFv3dW0gJJ+3Ei8Z1Pgvq+gUr1zm0IdoYy/YTxB9iCG/TKM1MzUAhryUEhZuOVVGPwjhJSHL/rCnMFwWndOApklyVdEgjAS73Sl1Nfm6sMiEmVujwKSrYhN07ySmQbT+8CJPXDPDIhqftEuUWWjePO6Nzlw6gCjl44my+2jSq3RbWHoUrh+DGz5Ft5vC+tmGDd2aAHHiqsdBJgMbFVKvZVj0zxggLk8APi2uGPTNK+4MmHm/XBwLfSeDHU65btrm+pteOaqZ/g98XfejX/XdzE4guH6UfDwH1C5Acx9GD7vCSf2+u4cmk9Y0fO9Brgf6Cwi68zHrcArwD9EZCdwk/lc0y4PbjfM/Sfs/hm6vQONby/0kL4N+9KnQR8mb5rMyCUjWZe8znfxVG0EA3+AW98wagZ/0B6WfWDcsKEFBH2Hm6Z5SylYOApWfgg3/gc6PenxoauTVjNo0SAUCpvYGNlmJP0a98MmPuwXpRyA+U/CzkVQs7Vxk0e1Jl41qe9w856+w03TvLX0DSPxtn8UOj5RpEPXHVmHmLV83crNq6te5fZvbmfKpimcPHvSN/FF1IJ+M6HXZGP44cNr4ZcXwXnWN+1rl0QnX03zxupP4NcXodndRqGcIlYda1OtDcH2YOxiJ8QewsPNH6ZyaGXeXPMmN86+kWd+f4b45HjvZ9kWgaa9jZszmvaBpa/Dh51g7zLv2tUumR520LRLtXkuzH4A4rrA3dMhr6LpHliXvI7Vh1fTplobWlRtAcCOEzuYvX023yV8R5ozjbiKcfRt0JdudbtRNtgHM1zs+gm+ewJS9kGbwXDT81CmvMeH62EH7+nkq2mXIuE345KyGi3h/rkQHOaX06Q701nw9wJmbZ/F1uNbCXWEclvd2+jboC+NKzX2rvGM00ZtiBX/g7LVof3D4HZ5NIuyTr7e08lX04oqca0x43CFGBi4AEL9XwNKKcXmY5uZtX0WC/9eyNmsszSr3Iw+Dftwc+zNhDpCL73xA2vgq0HGtckAjjKFzqKsk6/3dPLVtKI4ugs+6QJB4TB4MZSPKvYQUjJSmJ8wn1nbZ5GQkkC54HJ0r9edPg37UDei7qU1uuQ1oxeMArFD52eh04h8d9fJ13s6+Wqap1IPwuQu4DxjJN4ctw1bQSnF6sOrmb19Nj/u+xGX20Xb6m3p27AvN0bfmPfEnfnZvxKm3gFZmWAPhgHzdM/Xz3Ty1TRPpB+HT281rpl9YD7UaGF1RBc4euYoc3fNZc6OOSSeTiSyTCQ943rSu0Fvapat6Vkj+1fCnt/1mG8x0clX0wqTmQbTesChdUahnDrXWh1RvtzKzZ+JfzJrxyyWHliKUoqONTtyV8O76FizI3YfTT2kk6/3dPItLkXoVWgBJMsJM+4xbhvuMxWuuMPqiDyWlJbEnB1z+Hrn1xw5c4So8Ch6N+hNz7ieVA71bip6nXy9p5Ovv5xKgkPrjUfCb7D3L859mXHDs9B2MIRWsDhIrUBut1GYZsNMuH08tH7A6oguidPtZMn+JczcPpPlh5bjEAc3xNzAXQ3vol31dsglTEevk6/3dPL1llJwci8c2nA+2R5aD2k5KmKGRsKZ4xceJzao2QbqdTYeNVuD3VG8sWv5UwoWjYHlH0Dn5+Dap6yOyCf2pu5l9vbZzN09l5SMFGLLx9K7QW961O/B3yl/X3SzR3508vWeTr5F4c4yJi48tN4Y/0syE+7ZFGO72KFKI4hqZtRxjWoO1a6EI9tyfJMcBDe/DKcOwe5fjfKDym0Uwa5zLdS7wUjGkZd4yZDmG7+/CT+Phav+CV3HFfm24UCXkZXB4j2LmbV9FuuOrMMhDty4QUGwPZiPu3xcYALWydd7OvnmJ8tpJM2cvdmkTeBMM7bbg43KUNlJtnpzqHYFBOVzsXt+Y77px+HvpbD7F+ORst9YXzH2fK+4zrVQJsI/r1O72Jop8N1waNoX7vwQbCW7BMr249t5YdkLbDy6EQC72Hms5WM82PTBfI/Rydd7OvmCcd3m4c1GbzZ7+CB5i9FTBeOC+qhmUD1Hj7ZKw0u+lz9fShk96+xEvOd3yDxt9Khr5RiiqNFKD1H4y5Z5MHsA1LvRmInC1//GAWpd8joeXPwgziyn7vkWk5KffHP3OM+mQtLGHL3ZDXBkOyizyHSZCucTbPYjsp41vR9XJhxYBQm/Gsk4cS2gICQC6l57PhlXjC3+2Eqiv5fC570gqgX0nwvB4VZHVKzyKvCTH518vVeyk+/+lTClm9GDFRuUrQanDp7fXra6mWBz9GgjogN3fC/9OPy9xEjEu36B1APG+si6UNccK67TSQ9RXIqD64zflYiaMHAhhEVaHVFA08nXeyX7s+ue382hA2X0bMuUh7aDjJ5N9WZQLs/Z6QNXWCQ0udN4KAXHdp0folj/JayebA5RtM0xRNFSD1EU5thuo8cbWgHu+1onXq1YlOz/lbGdwBFifHlmDzamTykpNziIQOU443HV0PNDFNnJ+Ldx8NvLRi+4znXnk/Hpw4Fxs0cg3HSyfyVsXwDrvgAU3P+N0fPVtGJQsocdIDD+k1sh/bhxc8fuX4xL2rKHKBCMmz1sRu8/pNz5Y5QytmX/9Hodee/nTIeT+8x1AhXrQJlyRkwXPezGH5q8ttns5nJe2+05luXiY04nw7b5Rv1agDveg1b3+/bfoATTww7eK9k9XzASbmlKutnCIuHKnsZDKTi6ExY/Bzt/MLYrN6QfMy+Nkxzj3HL+y8Wc60Qu3q9I63K0d3QX55IxyhgWKRdlxHTRQxnXVytnPtsLebjzWe9MP594xXbhTTGaVgxKfvLVjKRXpQFcO8L4wi67bGDvT6z5w5S7fGH394s/jtwxxHYq3vNrpV5ADTuISFdgPGAHJimlXilo/4C4vfhyEyjDMIEQRyDEcJnSww7eC5jkKyJ2YAfwD+AAsAq4Rym1Jb9jdPLVNGvo5Ou9QBp2aAfsUkolAIjIl0B3IN/k64lfth3mj13HaFErgitqWHf965aDKaw7kKLjCKA4jBhO0qJWBa6o4fnMvb6PIzVg4tiYmELXK6NoXdv/89KVdoGUfGsC+3M8PwBc5U2Da/ae4KFpa8hyB0bvXtMuB58t38v0B9vrBOxngZR8PSIiQ4AhADExMQXuuzzhGNnDKjaBW5tG0aVJdb/HmNvizUl8v+EQSscRMHHkjuE2C9+L+QEWh9PlZnnCMZ18/SyQkm8iEJ3jeS1z3QWUUh8BH4Ex5ltQg+3rViLYYcPpchPksDHwmjqW/ELVrBDKT1sP6zgCKI7cMTxg0XtRo0IoPwZgHO3rVir2GEqbQPrCzYHxhduNGEl3FdBPKbU5v2M8+cJtzd4TLE84Rvu6lSz9S67jCLw4AiGGyzUO/YWb9wIm+QKIyK3AOxiXmn2ilHqpoP311Q6aZg2dfL0XSMMOKKUWAAusjkPTNM3fSnaJfk3TtAAVUMMORSUiR4C9HuxaGTjq53A8oeO4UCDEEQgxwOUXR22lVBV/B1OSXdbJ11MisjoQxqd0HIEXRyDEoOMonfSwg6ZpmgV08tU0TbNAaUm+H1kdgEnHcaFAiCMQYgAdR6lTKsZ8NU3TAk1p6flqmqYFlFKVfEXkMRHZJSJKRCr76RyfiEiyiGzKZ3u0iPwqIltEZLOIDPdDDB6fQ0TsIhIvIvN9HEOB7YrIDyJyMvd2EakjIivMf6eZIhJchHNe9N6LSKSI/CgiO82fed43K4aXRGSHiGwVkWE51k8w49kgIq08jKWCiMwRkW1mex2KEItHv6cissePv8eNRGSZiGSIyFMF7Pd8Qdu1/JX45CsiwSISbj79E7gJz64NvlRTgK4FbHcBI5RSVwDtgUdF5Aofx1CUcwwHtvr4/J60+zqQ14yVrwJvK6XqAyeAwUU45xQufu9HAz8rpeKAn83neXkAo7BTI6VUY+BLc/0tQJz5GAL8z8NYxgM/KKUaAc0x3gtPY/H69zS/xF4Ex4FhwBtetqPlo8QmXxFpLCJvAtuBBgBKqXil1B5/nlcptRTjFze/7YeUUmvN5VMY/yl9Ol+5p+cQkVrAbcAkX57fk3aVUj8Dp3IdJ0BnYI65airQw9Pz5vPedzfbKay9fwJjlVJus63sGTW7A9OUYTlQQUSiCopDRCKAa4HJZluZSqmTnsaS3++piFQSkcXmp5lJGFNR52e1iEwXkc7m+1okSqlkpdQqwJlHHM+anxD+ABoWtW3NUKKSr4iEi8hA85fiY4xZMJoppeItDi1PIhILtARWWHSOd4CnAbePT3up7VYCTiqlzGmFOYD3f5iqKaUOmctJQLV89qsH3CUiq0VkoYjEmevzKvJfWEx1gCPAp+bQyyTz05enseTnP8AfSqkmwDdAQQWtGwAzgMeALSIyRkRqZG8UkbdFZF0ej/x649nHtQbuBloAtwJti/gaNFNAFdbxgUPABuBBpdQ2q4MpiIiUBb4C/qWUSi3uc4hINyBZKbVGRK734Tn90q4vKKWUiOR3eU8IcFYp1UZEegKfAJc6pbEDaAU8rpRaISLjyTXEUEgs+bkW6Gke/72InMhvR6VUFjAfmC8iVYBxwD4RuVoptVIp9UQRz52tE/CNUiodQETmXWI7pV6J6vkCvTFqAX8tIv8nIrWtDsj88iu7V/GwuS4IIylOV0p97afzXnCOPOK4BrhDRPZgjG92FpHPfXDqvNpdmOPcdxRw7DGMj/XZnYI8C+oX0eHsYQLzZ7K5vMiMJ3to5ACQ/W/xDdDMXPaoyH8uB4ADSqnsTxtzMJKxp7H4hIhEiMhQYB7GmPUgjM7JJfd8NR9SSpW4B8bH1+HAOuAnIDbX9j1AZT+ePxbYlM82AaYB7/jx/EU6B3A9MN8PcRTYbl7bgdnA3ebyROARb957jC/2RpvLo4HX8jnuFWBQjrhWmcu3AQvN97Q9sNLDOH4HGprLz5txeBRLfr+nwATg3+byLYDK7/cY+BzYbb6uOC/+DZ8HnsrxvBVGAg8FygE7c27XjyK8t1YH4PcXaMyKHG0uD8PolbiAg8AkP5xvBsbwh9M81+Bc2zua/2k2mH8c1gG3+jiGIp3DiuRrJqcjwBnzfbrZXF8XWAnsMhNxiDfvPcYf4p/NJPETEJnPsRWA74GNwDKgublegPfNRLYRaONhLC2A1ea/wVygYhFiyfP31Dx+MbAZ4zuNvQUk3zsAhxf/dtXNGFKBk+ZyeXPbsxizzvwBfKGT76U99B1umqZpFihpY76apmmXBZ18NU3TLKCTr6ZpmgV08tU0TbOATr6apmkW0Mm3hBCR0wVsu158XLXMV0QkVkT65XjeRkQm+KjtMbme/+WLdjXNF3Ty1awWC5xLvkqp1UqpYT5q+4Lkq5S62kftaprXdPItQcTwuohsEpGNInJXjs3lReR7EdkuIhNF5KJ/exFpLSJLRGSNectrlHmL6nYRaWjuM0NEHjKXR4rIKjHq3L6Qo53+5rr1IvKZuW6KiPTOsU92T/0VoJN5a+sTOXvpYtS/nWu2tVxEmpnrnxejdu9vIpIgZu3dXK/lFSDUbHd6znOa51giIt+ax78iIveKyErzfatn7ldFRL4yX+MqEbnm0v91NC0Xq+/y0A/fPIDTQC/gR8COUTFrHxCFcafZWYy7x+zmPr1zHR8E/AVUMZ/fBXxiLv8D466vuzFq1AJ0wZjvSzD+iM/HKPzSBOPup8rmfpHmzyk5zwmcNn9eT4674HI+B94F/mMudwbWmcvPm7GGAJUxakIE5fWe5PXcPMdJ870JwajV8IK5bTjmbdkYd291NJdjgK1W/zvrR8l5lLSqZqVdR2CGMipaHRaRJRgl/1IxahIkgNF7Nfedk+PYhsCVwI9ilH+1Y9yqi1LqRxHpg3GbbXNz/y7mI7tcZ1mM4i3NgdlKqaPmsfnWNvbw9fQy2/lFjHq25c1t3yulMoAMEUnG+GNzoAhtr1JmeUcR2Y1x2y4YtxDfYC7fBFwh58vhlheRskqpfMfXNc1TOvmWHrnvI8/9XIDNSqkOuQ80hygaA+kYNQoOmPuPU0p9mGvfx/M5vwtzmMtsz+PpgfKRkWM5i6L/Luc83p3juTtHWzagvVLq7CVFqGkF0GO+JcvvGAXB7WLUcL0Wo0gNQDsx5kezYQwp/JHr2O1AFRHpAEZJShFpYm57AmM2jH4YBcKDgEXAIDFqBiMiNUWkKvAL0EdEKpnrI8029gCtzeU7MIY5wJjNolwBr+des53rgaOqaLWPnWasl2oxcO6PiYi08KItTbuA7vmWAGLUv83AqEPbAViP0bN9WimVJCKNgFXAe0B94Fdz33OUUpnmF2ITxJgGxwG8IyIu4EGgnVLqlIgsxShr+B8RaQwsMz+WnwbuU0ptFpGXgCUikoUxLPEARhWub0VkPfADkGaeegOQZa6fwvlhDDDGdj8RkQ0Yve4BRXxrPgI2iMhapdS9RTwWjOpi75vndwBLgYcvoR1Nu4iualYCiEhz4GOlVDurY9E0zTN62OEyJ8asFDOAf1sdi6ZpntM9X03TNAvonq+maZoFdPLVNE2zgE6+mqZpFtDJV9M0zQI6+WqapllAJ19N0zQL/D/xGi8rpy+OkAAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -302,7 +303,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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4OPF//SsFu3dTp/fZhCUmkjl1Kvv/9T5Z335HZK+exN0xgugB5yOnMQ7U1G4VOuEmIn2AJ4EI4BVV/TQQRRlTXR3+8Ud23nsf7iaNaTFxImHNm5/weeP77qPhyJEc+OQTMiZPZueYMYS1bUPcHSOoN/hyJCzo92001USZv45F5OQxcA8CV+Pc5r3M7ghjapuDX8xgx5ixhLVuRdLUqacEbxFXVBSxw4fTdtYsmr3wPBLiJu3xx9l44f+RMXEShYcPl7ieObOU97fQOBF5QkQivK8P4Nzq52rgUCALM6Y6yXz3PXY9/DB1unen5ZQpuBs2LHcdCQ2l3hVX0OqzT0kcP56w1q1Jf+EFNg64gPSXXiI/Pb0KKjfVVZnhq6pDgCXADBEZDtwPhOPc5mdIgGszJuhUlb2vvsqep58m+sJBJE4YT0hMTIW2ISJEn9eflpPfJunf/ybqvP5kTJzEpkEXsusPfyB3c6mTa5kKqlOnzrGxfh9++GG9pKSkzuvXrw978MEHmz3xxBNNAK655pqkt99+u0Hx9U53WsjKKPcsgKp+AVwM1AM+Bdar6ququjfQxRkTTFpYyO4//5l9b7xJvWuG0vzll3GFlzoRlk8iu3Sm+d//Tpuvv6L+dddy6IsZbL7scnaMvZucxUv8VLn5/PPPYx5++OHEL7/8ckO7du38emWav5TX53uliHwPfA2sBG4ArhKRD0SkTVUUaI5bmr6UCSsmsDR9abBLqfU8eXmk/va3HPjgQ+JGjiD+L39B3P67IDSsRQuaPvEEbb+fQ8MxYziycCHbbr6ZrTf/mqw5c1BPqZN71SrZc3+OSn/pb02z5/7styGrX331VfTYsWOTPv/8842dOnXK9dd2/a28n6a/4NzUMhKYpaq9gYdEJBl4GrgxwPWd0Qo8BWw5uIVVGav4ceePfLftOxQlzBXGxIsn0q1xt2CXWCt5srPZec89ZM/9mcYPP0zciDsCti93bCyN7r2HuJEjOPDJNDLffpudY8YS1ro1cSPuoO4VV+CqgSMkdj3++8TcDRvKnFLSk53tytuypQ6qZEyYQFirVjmuqNKnlAxPTs5p9szTZU7Yk5eXJzfeeGPbb775Zl337t2Pnm79VaG88D0IDAXqAMfODqjqBix4/arQU3gsaFdnrGZ1xmrWZq7laKHz8+N2uSmafi/Pk8df5v2Flwa8RMu6LYNZdq1TsH8/O0bfxdFVq4h/+mnqXzO0SvbrqlOH2GG30OCmGzn09SwyJk4k7fd/YO/LrxB763Dq33BDhfuaqztPdraboukNVPFkZ7tdUVGV6iIIDQ3VHj16HB43blzDc845p9yZ1YKpvPC9GrgJyAdu9tdORaQ+MAHoDChwB7AO+BBIArYC16vqfn/tszop9BSy9dBWVmesPha2azPXcqTgCACR7kg6xHbg2nbX0jGuI53iOnEg9wCjvx1NnicPQdhycAtXfXYVg1sPZnTX0STGnDI3iKmg/LQ0to8YSf7OnTT/x6vEDBxY5TWI2029wZdT9/LLyJ47l8yJE0l/8SX2vTmO+jfeQOzw4YQ2aVLldVVUeS1UcLocdtx1VzstKHCJ2+1p9uyzm6P6nlupSXZEhOnTp28+77zz2j366KNNn3vuud2V2V4glXeF2z7gHwHY7yvA16p6rYiE4bSsHwdmq+pzIvIo8CjwSAD2XaUKPYVsO7TthBbtmsw1JwRtSmwKQ5OH0imuEx3jOpJUN4kQ1ymz3DH+ovEs3LOQXk160TymORNXTOSjdR/x5eYvuartVYw+azTx0fFVfYi1Qu7mzWwfMRJPVhaJE8YT1bt3UOsREaL79SO6Xz+OrFpF5sRJZL49mcx33qXeFVcQd8fthLdtG9QaKyuq77nZiePGrc/++eeYqHPPzaps8BaJiYnxzJo1a0O/fv1SmjRpUvDAAw9Uy8l+ypvVbLGq9ihzAz4sc9Ly9YClQGsttnMRWQcMUNU0EYkHflDV9mVtq7rNauZRz/EW7b5VpwRtREgEKbEpTmu2YSc6xnakVb1WJQatr9Jz0hm/fDyfbPgERbkm+Rru7HInTaKqf+uoujiyYgU77hwFISG0GP8WER07BrukEuXt2EHm25M5MG0aevQo0RdcQNzIEdTp2bPKa6mus5rVqVOne05OzhKAjRs3hp5//vkpzz///PZFixZFRUdHFz711FN7rrnmmqTZs2fXDw8P9wDEx8fnffjhh5s7derUOS4urqBoW88+++yOO+64o1J/fZc1q1l54XsEKOsWGQLUU9UWvhYjIt2At4DVQFdgEXAfkKqq9b3LCLC/6HVpghm+HvWw7dC2E7oO1mSsIacgB4DwkPDjQett0baq1wq3KzBTKKcdTuOtFW/x2YbPcImL69tfz4guI2gYWf7FAGey7Llz2XH3PbhjY2kxcQJhLat/H3pBZib7p/6L/VOnUnjgAJHduhE3cgTRAwdW2RwS1TV8q5vKhK8vP4mFqrrT12JEpBcwD+inqvNF5BWcq+XuKR62IrJfVRuUsP4oYBRAixYtem7b5tf5jUvkUQ/bD20/MWgz15Cd7/yVFB4STvvY9nSM9bZo4zrSul7rgAVtWXZm7eSfy//JF5u+INQVyk0pN3Fb59uIjYit8lqqu0Nff03qw78jvFUrEieMJ7Rx42CXVCGeI0c4MG0amZPeJj81lbBWrYi943bqXXVVwEdIWPj65rTDNxC880XMU9Uk7+vzcPp321INuh086mFH1o7jXQeZTov2cL5zPX6YK4yU2BQ6xHU41qJtU79NUIK2LNsObWPcsnF8uflLItwR3NLhFm7tdCv1wusFu7RqYf8HH7D7z08R2b07iW++QUi9mvvvogUFHJrljJDIXb2GkEYNiR02nAY33kBI3boB2aeFr2+qVfgCiMh/gZGquk5EngSKBlhnFDvhFlvedJWVDV9VPR60xboOsvKzACdo28e2P6HroHX91oS6Qk97n1Vt84HNvLnsTWZtnUVUaBTDOg7jlo63UDcsMP9TVneqSsa4cex95VWizz+fhJf/jisyMthl+YWqkvPzz2RMmEj23Lm4oqKof8MNxA4fRmjTUu8TeVosfH1THcO3G85QszBgM3A7ztV2HwEtgG04Q80yy9qOL+G7NH3psRECcRFxrMr0jjrYt5rVmavJynOCNtQVSvsG7Y+fDPO2aGtS0JZl/f71vLn0Tb7b/h0xYTHc1uk2ft3h10SFnjlz4avHw55nn2P/u+9S98oraPb000ho7fj+nuzo6tVkTJzEoa+/BpeLeoMHOyMkkpP9sv1Swndzly5d9rtcrqoPlWrI4/HIihUrGnTt2rV1SZ/7HL7e/t9kVf1ORCIBt6pm+bHWCisvfJemL+WOWXeQ78k/4f1QVyjtGrQ7oUXbtn5bQkNq5/+Ixa3JWMMbS9/gh50/UD+8Prd1uo2bUm6iTmiZFyPVeJqfz67Hf8+hL74g9tbhNH7kkTNigvO8nTvJnDyFAx9/7IyQOP984u4cSWTPnjjntU9PKeE7vWnTph0bNWp08EwPYI/HI3v37q23e/fu1V27dr2ypGV8Cl8RuRPnJFesqrbxXl48TlUH+bfkiikvfCesmMCri189dmXYwBYDGX3WaJLrJ58RQVuWlftW8trS1/gp9SdiI2IZ0XkE17e/ngh3RPkr1zCeI0fYef/9ZP/nRxrdfz9xo0dVKnhqooL9+9n/r3+x/72pFO7fT2TXrsSOHEHMwIFISMWHOpYUvosWLWrsdruLLp6q/b/ZyuYBVhYUFIzs2bNniXOH+hq+S3HmeJivqt29761Q1S5+LLbCfGn53vnNneR78gl1hTL+ovE2H8JJlqYv5bWlrzE/bT6NIhsxsstIrm13LWEhNW8+gZIUHjjAjt+M4cjSpTR98kka3HB9sEsKKs+RIxz49FNnhMTOnYQlJR0fIVGBGdtKCl9TMb6G73xVPUdElqhqdxFxA4tV9azAl1i6ivb5WvCW7pfdv/DaktdYnL6YJnWaMOqsUVzd9uoa/RdC/p50dowcSd7WrTR74QXqXnJxsEuqNrSggKxvvyVjwkSOrlpFSMOGxAwahDs2lqhfnUed7t3LXN/Ct/J8Dd/nce5iMRy4BxgDrFbV3we0unJUtyvcajpVZf7u+by25DWW7V1GQnQCo88azeA2g2vcice8rVvZPmIkhfv30/z114g699xgl1QtqSo58+eT/re/c3T5cgAkIpwWb79dZgBb+Faer/0yjwJ7gRXAaGBmsIPX+J+I0Ce+D+9e+i5vXvgm9cPr88TcJ7jqs6v4YtMXFHoKg12iT46uXs3WX9+CJyeHFlOmWPCWQUSI6tOHmEGDwHsCUvMLyFnwS5Arq/18Dd97VHW8ql6nqteq6ngRuS+glZmgERH6J/Tn/cvf5x8D/0FUaBSP/+9xhnw+hK+2fIVHq+9E39nzF7Bt2HAkLIyWU98jskvnYJdUI9TpfbZzZ+WQECQ0lDq9zw52SbWer90Op0yeU9T/G7DKfGDdDlXDox7mbJ/D60tfZ+OBjbSt35Yx3cYwqMUgXFJ9TmpnffcdqQ8+RGhiIi0mTvD7hQW1Xc6SJeQs+IU6vc+2Pt8qUN7cDjfhzOPbH/hvsY9iAE91H2pm/MujHr7Z+g1vLHuDLQe3kBKbwpiuYxiQOCDoQ7cOfDKNtD/+kYgunUkcNw53g1OmBTF+ZOFbeb5MrNMKeBan37dIFrBcVQtKXLGKWPgGR6GnkJlbZvLmsjfZkbWDTnGdGNttLP0T+gclhDMmTiT9hReJ6teP5q++givqzLlqL1gsfCsvKJcX+4uFb3AVeAr4YtMX/HP5P0k9nErXRl0Z220sfeL7VEkIqyrpL7xI5qRJ1L3sUpo995zTb2kCzsK38nzqsBORPiLyi4gcFpE8ESkUkUOBLs5Ub26Xm6uTr+aLIV/wxLlPsCdnD6O+HcXts25n4e7A/lLUggLSfv8HMidNosHNN9HshRcseE2N4usJt4U4N8z8N9ALZ7xvO1V9LLDllc1avtVLXmEen2z4hPHLx7P3yF7OiT+Hu7vd7feLWzxHj5L60G85PHs2DceOpeHdY4Pe53ymsZZv5fl8qlpVNwIhqlqoqm8DlwSuLFMThYWEcVPKTcwcOpPfnf07NuzfwLCvhnHXd3exct9Kv+yjMCuLHSPv5PCcOTT5wx9odM/dFrymRvI1fHO8N7pcKiLPi8gDFVjXnGEi3BEM6ziMr4Z+xQM9H2DVvlXc9OVN3DP7HtZkrDnt7Rbs28e24beSs3QpzV54gdhbfu3Hqo2pWr52O7QE9uDMv/sAUA94w9saDhrrdqgZsvOzmbpmKpNXTSYrL4sLW1zIwBYD2ZOzx+c5N/J27mT7iBEUpO+l+auvEH3eeYEv3JTKuh0qr9zwFZEQ4B1VrXbNDAvfmiUrL4v3Vr/H2yvf5kihc0fn8JBwJlw0ocwAPrpuPTtGjsSTl0fiuDfLvQDABJ6Fb+WV23WgqoVAS2+3gzGnLSYsht90+w3DOw1HcPppcwtzmbBiAgWekoeM5yxezLZhw0CEpPfeteA1tYav/babgZ9E5I8i8mDRI5CFmdqrf0J/wkPCcXn/+8/O/3DdF9fxy+4TJ3PJ+uEHtt8xAneDBrT817/8dgscY6oDX2+5u8n7cOFcWmzMaevWuBvjLxp/bJ7ljKMZPL/gee6YdQeXJl3Kg70eJHL2AnY99jgR7duTOP4t3HFxwS7bGL+yK9xMtXC04CiTVk5i0spJXLyggFu+ySWi99m0eOMNQqKjg12eOYn1+VaeDRcz1UKEO4LfdP0NH+66ilu+yWV+e+HBwRn8fHBpsEszJiAsfE21oIWF7H7yz+RN+hf1r7uW5H/8k4JQF7/57jfcO+dedmbtDHaJxviVr3M79PPlvero0Ow57Hn+BXIWLwl2KaYUnrw8Uh98iAMffkjcqFE0feop+rU4j2lXTuOBng8wL20eQz4fwhtL3+BowdFgl2uMX1RmMvVT3qvQjp3xwwuBVFUdLCKtgA+AOGARMExV88raRnl9vjlLlrDtlmFQ6Nz+JjwlhTq9ehGR0p7wlA6EJ7et0B1bjf8VHs5m5z13k/PzPBo/8ghxt992yjJ7svfw0qKX+GrLVyREJ/Bwr4cZ2GKgXVYcRNbnW3lljnYQkXOBvkCjk4aW1QVCKrnv+4A13m0B/BX4u6p+ICLjgBHAm5XZQc6CX6Dol4sIhQcPcmDaNDQnx3kvJISwVklEpHRwArl9ChEdUnA3bFiZ3RofFWRmsmPUaI6uWUP8c89Sf8iQEpdrEtWE53/1PNe1u45n5j/D/T/cT99mfXm096O0qteqaos2xk/KG2oWBkR7lys+xOwQcO3p7lREmgOXA08DD4rThBmIc9cMgCnAk1QyfIvuS6X5+UhoKAl/e4nIrl3J376do2vXcXTtGnLXriNn0SIOzZhxbL2Qhg2JSEk5IZDDkpIQt68j80x5Dn37Lbuf+BOFhw/T/B//IGbgBeWuc3bTs/n3Ff/mw3Uf8vqS1xk6fSjDOg5j9FmjiQq1CdRNzeLz3A6qus1vOxX5GOfuGDHAb4HbgHmq2tb7eSLwlaqecvdDERkFjAJo0aJFz23byi7L1/tSFR44wNG168hdt5aja9ZydN06cjduhPx8Z7/h4YS3bUt4hxQivIEc3r49ITE27Lk0niNHyE9LIz91F/lpu8jf5TyOrl9P3tp1AEhYGC2mTK7wlWsZRzJ4ZfErfLrxUxpHNubBXg9yWavLrCuiili3Q+X5Gr7tcEIyiWKtZVUdWOEdigwGLlPVMSIygAqGb3GBHuereXnkbtlC7tq1J7SUC/fvP7ZMaELCsUAOT2lPRIcOhCYk1PoQUFU8Bw8eC1TnkXbC68LMzBNXCgnB3aQxiFCQuuvYe43uvZeGo0edVh3L9y7nmfnPsCpjFT2b9OSx3o/RPrZ9JY/OlMfCt/J8Dd9lwDicE2GFRe+r6qIK71DkWWAYUABE4PT5fgpcDDRV1QJvX/OTqnpxWdsKxkUWqkpB+l5y1645IZDztm491r/sio4mvH17IlK8gZySQnhyMq6IiCqttTLU46Fg716n1XosUFPJT0ujYNcu8lN34SnqO/eSiAhC4+MJbdbMeSQ0O/68WTPcjRsjbjc5S5aw/fY7jnUHtXh7UqXmbPCoh2kbpvHK4lc4lHeIG9vfyJhuY6gXXq+y/wymFBa+ledr+C5S1Z5+37m35esd7fBv4JNiJ9yWq+obZa1fna5w8+TkkLthwwldF7nr1h0PKJeLsFatiGjf3mkppzgPd6NGwak3L4+CtGIt1RNCdhf5e/Yc63IpElKvHu6EZoTGnxiqRUEb0qCBzy3+itym3FcHcw/y2pLX+Gj9R9QLq8f9Pe9nSNsh1er29rWFhW/l+Rq+TwLpOC3U3KL3VTWztHV82vmJ4dsaZ6hZLLAEuEVVc8tYvVqFb0nU4yF/505vEB/vuijYlXZsmZC4uBMCObx9e8JbtUJCQyu178KsrJO6BE58FO7dd+IKIrgbNy4WqPEntlrjmxESXTNOaq3NXMsz859hSfoSujTswuPnPE7nhmX2YBlgafpSFqQtoHd873LnWLbwrTxfw3dLCW+rqrb2f0m+q+7hW5rCgwedE3rF+pLzNmxEi07uhYWdcHKvqOsid9Mmp7V49tmEJTYvs7/Vk5V1wj4lNBT3SYF6rAWb0IzQJk1q1Q0oVZUZm2fwt0V/I+NIBkOTh3Jvj3uJjYgNdmnVikc9rMlcwyfrP+Hj9R+jKBEhEYy/aHyZAWzhW3k2sU41ofn5J5zcc76uPfWkVSlc0dGndAMcb7XG427YEHGdeX9+H847zLhl45i6ZiqRoZHc3e1urm9/PW7XmTtsMD0nnZ93/cxPu35i3q557M/df8LnIRLC3d3vZmSXkaVuw8K38nxt+dYBHgRaqOooEUkG2qvqjHJWDajaFL4lUVUK9u4ld906Mqe8Q/b//ud8IEL0gAHUv+66YyFrQ97KtvnAZp5d8Czz0ubRrkE7Hj/ncXo28ftpjGoptzCXRXsWMTd1LnPT5rJh/wYA4iLi6NusL30T+hITGsNv//Nb8j35hLpCreVbBXwN3w9xRjoMV9XO3jCeq6rdAlxfmWp7+Bbn7xECZyJV5bvt3/H8L8+zO3s3l7e+nAd7PkjjOo2DXZpfqSqbDmxi7q65zN01l4V7FpJbmEuoK5QejXvQN6Ev/Zr1I7lB8gknI5emLz02x7L1+Qaer+G7UFV7icgSVe3ufW+ZqnYNeIVlOJPCFwIzQuBMdKTgCBNWTGDyysm4XW7u6noXt3S4hdCQyp3kDKYDRw8wL23escDdk7MHgFb1WtGvWT/ObXYuvZr0ok5oHb/sz8K38nwN37nAIOAnVe0hIm2A91W1d6ALLMuZFr7Gv3Yc2sHzvzzPDzt/IKluEo/1foy+CX2DXZZP8j35rNi7gp92/cTc1LmsyliFosSExdAnvg/9mvWjb7O+xEfHB2T/Fr6V52v4XgT8HugIfAP0A25T1R8CWl05LHyNP/y480f+uuCvbM/azoUtLuThsx+mWXSzYJd1ih1ZO5x+211zWbB7AYfzD+MSF2c1POtY323nuM6EuCo751X5LHwrz+fRDiISB/QBBOdS4H3lrBJwFr7GX/IK83hn9Tu8tfwtPOphRJcR3N7pdiLcwbsqMTs/mwVpC/hp10/8vOtntmdtB6BZVLNj/ba943tTN6xuOVvyPwvfyvO15fsF8C9guqpmB7wqH1n4Gn/bnb2bFxe+yKyts0iITuCRsx9hQOKAKpmrw6Me1mSsYe6uufy06yeWpS+jQAuIdEfSu2lvzm12Lv2a9aNl3ZZBnzvEwrfyfA3f84EbcKaB/AXnSrQZqhrU2wpY+JpAmZ82n2fnP8umg5vol9CPR89+lKR6SX7fT3pO+rGTZMXH3HaI7eB0JTTrS7fG3QgLqV4XwFj4Vl6FLrLw3n1iIHAncImqVv3fO8VY+JpAyvfk88HaD5zbFxUe5daOtzLqrFGVGjFwtOAoi9MXMzfVad1uPLAROHHMbZ/4PjSMrN4T+lv4Vl5F+nwjgStwWsA9cFq+9wSwtnJZ+JqqsO/IPv6+6O9M3zSdxnUa83Cvh7k46WKf/vQvGnNb1G97wpjbJj3o28zpu23XoF3QuxIqwsK38nztdvgI6A18DXwI/EdVPQGurVwWvqYqLU1fyjPzn2FN5hrObno2j/V+jOQGyacsVzTm9qddPzF311zSc9KB42Nu+zbrS88mPf025jYYLHwrz9fwvRj4TlULy124Cln4mqpW6Cnkkw2f8OqSVzmcd5gLW1xIy7otaVynMelH0oMy5jYYLHwrr8zwFZHfqerz3ufXqeq/i332jKo+XgU1lsrC1wTLgaMH+NPcPzFnx5xj7wlC10Zd6ZvgnCirqjG3wWDhW3nlTXN1Y7Hnj5302SV+rsWYGqN+RH26NOqCy/u/kAsXo84axbuXvctvuv6Gro261trgNf5RXvhKKc9Lem3MGaVXk16EhYQRIiGEhYTRP6F/sEsyNUh5k5pqKc9Lem3MGaVb426Mv2i8zzOBGVNceeHbVUQO4bRyI73P8b6uOXeDNCZAujXuZqFrTkuZ4auq1mlljDEBcObdV8YYY6oBC19jjAkCC19jjAmCKg9fEUkUke9FZLWIrBKR+7zvx4rItyKywfu1QVXXZowxVSUYLd8C4CFV7YgzOftYEekIPArMVtVkYLb3tTHG1EpVHr6qmqaqi73Ps4A1QAJwFTDFu9gUYEhV12aMMVUlqH2+IpIEdAfmA01UNc370W6gSbDqMsaYQAta+IpINPAJcL+qHir+mTqz/ZR4BZ2IjBKRhSKycO/evVVQqTHG+F9QwldEQnGCd6qqTvO+vUdE4r2fxwPpJa2rqm+pai9V7dWoUaOqKdgYY/wsGKMdBJgIrFHVvxX7aDpwq/f5rcDnVV2bMcZUlfLmdgiEfsAwYIWILPW+9zjwHPCRiIwAtgHXB6E2Y4ypElUevqr6P0qfjnJQVdZijDHBYle4GWNMEFj4GmNMEFj4GmNMEFj4muDYsQD++5Lz1ZgzUDBGO5gz2e6V8OMLsPpzQMEVCje8B+3tfqzmzGLhawLv6CFY+Qksfgd2LQYJ4dgFjJ58eP8GaNEXOl4JHa6Aes2DWq4xVcHC1wSGKuyY7wTuqk8hPwcadYCLn4W4ZPhoGBTmQYgbulwPqYvh60edR0Iv6HiVE8YNkoJ9JMYEhIWv8a/De2HZ+7DkXdi3HsKiocu10ONWSOgJ4h3ifet02PpfSDoPEns77+3bCGs+h9XT4ds/Oo+mZzkh3HEINEwO2mEZ42/izGFTM/Xq1UsXLlwY7DKMpxA2zXFauetmgqcAmveGHsOh09UQHl3xbe7fCmu+cIJ4p/ekXKMOx1vEjTseD3JT5URkkar2CnYdNZmFrzl9+7fB0qmw5D04lAp14qDrTdB9GDRO8d9+DqbC2hlOEG/7CVCIbXM8iOO7WRBXMQvfyrPwNRVTkAtrv3RauZt/cN5rM9Bp5ba/DNxhgd3/4fTjQbzlR9BCqN8COlzphHFCL3DZCMrTsmPBqV1BpbDwrTwLX+ObPaudftxlH8CRTKiXCN1vgW43O+EXDDmZTjfH6s9h0/fOyImYZs6IiY5XQotzwRUSnNpqgoI8p19+9wrY+K1zYlQ94I50+uTLCGAL38qzE26mdLlZsHKa08pNXeiMyU25HHoMg9YXBD/Y6sQ6vwC63wJHD8L6WU4QL54CC/4JUY0gZbATxEnnQUhocOsNppxM2LPSCdrd3q971zq/sABcbid4wRmFsvW/5bZ+TeVY+JoTqcLOX5wAW/kp5GdDoxS46GnoeiNENQx2hSWLqAdnXe88cg87LbnVn8Pyj2DR2xDZANpf7nRNtD4f3OHBrjgwPB7Yv8Ubsiu8gbsSDu08vkx0E2jaBdoOcr427eKE87tXe4f/hTm/rExAWbeDcWTvc7oUlrzrtIhCo6DzUKcvt/nZNfeEVv4RZyTG6s9h3deQexDC60K7S5wgbjsIQiODXeXpyct2uoP2rDjeot2zyvmFCc7FLA3beQO2s/O1SReILuUOMNbnW6UsfM9knkLY/D0sftc5iebJd05Y9RjuBG94TLAr9K+CPNjyH1j9mXO8R/Y7v2SS/88J4uSLTm9YXKCpQlba8dZsUYs2YxPHrhQMr1csYDs7zxt1gNCIgJRk4Vt5Fr5nogM7jg8RO7gDImOdLoXuw6BJx2BXVzUK82Hr/2DNdFgzA7LTwR0BbQY5Qdz+Eqcro6oVPwm2ZyXsXu60aI9kHl+mfsvj3QVFYVu/RZX+dWLhW3kWvmeKgjxnZMDid5w/w1HnpFmP4c5JtNraB+oLTyFsn+cE8erpkLXLObnYeoATxCmXOyf3/K28k2DuCGjc4Xh3QdMu0KQTRNT1fy0VZOFbeRa+tV36Wu8QsfchJwPqJniHiP0aGrQMdnXVj8cDqYu8lzl/Dge2O32nrc5zxhJ3uAKiG1d8m76cBGvS+cQWbWwbZ+6LasjCt/IsfGuj3MPOmM3F7ziX5rrczgUQPW6FNtVgiFhNoQppy7wt4s8hYyMg0LLv8SA+lHriSSqfT4IV75/tUvFADzIL38qz8K0tVJ0W2+IpztjcvMPO/+TdhzmX/JZ2htv4RhXS1xwP4vTVzvsizjkvcUFMUzi0i+MnweoWa816vwbwJFhVsvCtvOr5N43xXXYGLP/Q6VpIXw2hdaDTUOdCiMRzau4QsepGxDkZ2aQjDHgU9m2AmQ87o0XAucw5PMb5rChwq/gkmKlZan/4bvvZOavd6lfQ4pxgV+MfHg9s+cE7RGyGMzA+oScMfhk6X1MtTsjUeg2T4YLHnRN1RRcmXPkPuyrM+Kxaha+IXAK8AoQAE1T1uUptcMcCmDLYmeLwewCXc4mpy+19hBR77sPrEHfFli/zdWgJn5ezzt61zp+96Wvg8B7nqq1edzhdC007V/4bYComsXfJ8xIb44NqE74iEgK8DvwfsBP4RUSmq+rq097o1v+iHg8CKIIk9XNaiJ4CZ3iRp6DY4+TXJz8KnaulSl3+pNeFxT/L988/kpfiQgY8Bv3ur7H9h4u27Wfe5gz6tI6jZ8sGwS7ntC3yJDOvIJY+njh6BruYSqot35OaotqEL9Ab2KiqmwFE5APgKuC0w3dtRFdaqptQCsjHzUeRwwmJCVLXg3pwaSGiBc5XT7HnWnjiZ1qIy1NwwuvGmz+ly94ZhIhSqPDfjQdIjdgTnGOppO2ZObz9vy0UeBS3S7i9fytaxNYJdlkVVluOA048lvBQF1NH9rEADrDqFL4JwI5ir3cCpySliIwCRgG0aFH2VIazDycxO+9x+rjWMM/TgcVLomDJSj+WHGgu7yOUHtKTqWGzCFXnF8k/NjVh8caadCwly/cob/24OdhlVFptOQ6A/AIP8zZnWPgGWHUKX5+o6lvAW+AMNStr2T6t4/hHSArLCtvhDnEx4dc9OKt5EC4Z9YPlO3tx21QXvVjFQjoxZviNNfhYDjJ26mIKCj24Q1y8XkO/L7XlOODEYwl1u+jTOi7YJdV61Wacr4icCzypqhd7Xz8GoKrPlraOL+N8a1M/lh1L9VNbjgMqdiw2zrfyqlP4uoH1wCAgFfgFuFlVV5W2jl1kYUxwWPhWXrXpdlDVAhG5G5iFM9RsUlnBa4wxNVm1CV8AVZ0JzAx2HcYYE2jVptvhdIjIXmCbD4s2BPYFuJyqYsdS/dSW4wDfj6WlqtqEIZVQo8PXVyKysLb0T9mxVD+15Tigdh1LdecKdgHGGHMmsvA1xpggOFPC961gF+BHdizVT205Dqhdx1KtnRF9vsYYU92cKS1fY4ypVmp1+IrIJBFJF5FqPQONiCSKyPcislpEVonIfaUsV+LxiEisiHwrIhu8X6v0OteS6hKR67zH4hGRUs+ei8iTIpIqIku9j8uKffaYiGwUkXUicnGAj2GriKzw1rCwgsdQ6nKlHYOIXOJ9b6OIPBrA4yrpe1Piz4uIpIjIzyKSKyK/DVRNxlGrwxeYDFwS7CJ8UAA8pKodgT7AWBHpWMJykyn5eB4FZqtqMjDb+7oqTebUulYCQ4EffVj/76razfuYCeA9/huBTt5tv+Gd8zmQLvDWUBSgvh5DicuVdgzF5q6+FOgI3FTK99sfJnPq96a0n5dM4F7gxdI2JiIDRGSy/8s889Tq8FXVH3F+oKo1VU1T1cXe51nAGpwpNk9errTjuQqY4n0+BRgSmEpLVlJdqrpGVddVYrNXAR+oaq6qbgE24sz5XGV8PYYylivtGI7NXa2qeUDR3NV+V8rPTIk/L6qarqq/AP6d/d+UqFaHb00kIklAd2B+BVZroqpp3ue7gSb+rivA7haR5d4/kYu6TEqa3/mUX0h+pMA3IrLIO2e0P5R2DFV9bCer6T8vtYKFbzUiItHAJ8D9qnrodLahzvCVmjSE5U2gDdANSANeClId/VW1B05XwFgR+VWQ6qhSvv68iMh8EVkKTACuLNZHH9C++NrMwreaEJFQnOCdqqrTvCfhin7A7ypn9T0iEu/dTjyQHuh6T5eIvO09ppkAqrpHVQtV1QOM53jXQiqQWGzV5t73AkJVU71f04FPKaOL4+RjKENpx1Clx1aCCv+8qOo5qtoNGAlML9ZHPyuwpdZeFr7VgIgIMBFYo6p/A1DVHcV+wMeVs4npwK3e57cCnweu2spR1du9x3QZHPufv8jVOCevwDmmG0UkXERaAcnAgkDUJCJRIhJT9By4qFgd5R5DGUo7hl+AZBFpJSJhOCflpvvjWHxUY35eajVVrbUP4H2cP2XzcfrVRgS7plLq7I/zp99yYKn3cZmvxwPE4Zy13gB8B8QG+98ZJ0h3ArnAHmBWKeu+C6zwHvt0IL7YZ78HNgHrgEsDWH9rYJn3sQr4vfd9X4+h1OVKOwbgMpybB2wq2l8Vfm9K/HkBmnqXOQQc8D6ve9L2BgCTg/n/S2152BVuxhgTBNbtYIwxQWDha4wxQWDha4wxQWDha4wxQWDha4wxQWDhW4uJiIrIS8Ve/1ZEnvTTtieLyLX+2FY5+7lORNaIyPcnvZ8kIjdXYruHK1+dMafPwrd2ywWGikjDYBdSnIi4K7D4COBOVb3gpPeTgNMOX2OCzcK3divAuS3MAyd/cHLLtagl6J0y8D8i8rmIbBaR50Tk1yKywDvfbZtim7lQRBaKyHoRGexdP0REXhCRX7yT5Ywutt3/ish0YHUJ9dzk3f5KEfmr970ncC5AmSgiL5y0ynPAed7LfB/wtoT/KyKLvY++3m3Ei8iP3uVWish5J+23oXcO28vLW9YYvwr2VR72CNwDOAzUBbYC9YDfAk96P5sMXFt8We/XAThXN8UD4ThzDvzZ+9l9wMvF1v8a5xd4Ms7VUBHAKOAP3mXCgYVAK+92s4FWJdTZDNgONALcwBxgiPezH4BeJawzAJhR7HUdIML7PBlY6H3+EMevWAsBYor92zTBmT3u/8pa1h72CMSjIn/+mRpIVQ+JyDs4k2Qf8XG1X9Q75aCIbAK+8b6/Aij+5/9H6kyIs0FENgMpOPMinFWsVV0PJwzzgAXqzGt7srOBH1R1r3efU4FfAZ/5WC9AKPCaiHQDCoF2RccCTPJOXPSZqi4ttvxsYKyq/qecZY3xO+t2ODO8jNN3GlXsvQK8338RcQFhxT7LLfbcU+y1B074hX3ytekKCHCPHp8UqJWqFoV3dmUOohwP4Myr0BXohfd41JlM/Fc4LfjJIjLcu3wBsAg4NiViGcsa43cWvmcAVc0EPsIJ4CJbgZ7e51fitAQr6joRcXn7gVvjTB4zC/iNt/WIiLTzzhRWlgXA+d7+1xDgJuA/5ayTBcQUe10PSPO2xIfhdBsgIi2BPao6Hmcu2h7e5RW4A0gRkUfKWdYYv7NuhzPHS8DdxV6PBz4XkWU4fben0yrdjhOcdYG7VPWoiEzAGYmw2DtV5l7Kua2RqqaJcxPJ73Fazl+qannTHC4HCr31TwbeAD7xtlaLH88A4GERycfp5z3WmlXVQhG5CZguIlnedUpc1hh/s1nNjDEmCKzbwRhjgsDC1xhjgsDC1xhjgsDC1xhjgsDC1xhjgsDC1xhjgsDC1xhjgsDC1xhjguD/AztyFfQR0IB9AAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -314,7 +315,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -326,7 +327,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -350,7 +351,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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Nxim8EfNdBcwB1mIfZmYApgHDgCdFZDf24WYfe1pb2K09MISFlckl5r/c/iVrk9YyrM0wooKiXFbvTXVvYmyHsaw8spKnf32aXKtbkvprNBUOr0yyUEqNUko1VkpdqpQaoJTKVkrtVUq1VUrVV0rdoZTyeDfLEBhI+J13kL5sGbmHD3u6+YvmUPoh3lz7Jh1iO9CjXg+X139b/dt48YoX+fXQrwz7YxgWm9eHSGrcQMbKlRx75RWy1q3ztpQKQYVLpl4c4f37c3L6JyR//jnRzzzjbTnFopRi9F+jMYiBUe1GuS1W3adxH7Kt2bya8CovrniRcR3GYTQYi79R4zMopbCmpJCzfz+5Bw+Ss/8AOQcPkLv/ANl792JLt49sSfniS2p+Mp2gVq28rLh8o833PEwxMYRefz2nvplD1NChPr/E/Le7vmXV0VWMaDeCmJAYt7YV3zSeHFsOb619C3+jP6Paj8IgFXqGus+hbDYsx46Rc+AgOQf2k3vgIDkH/jNZW2a+QQUi+MVUw1yzFuZatTizZQsohcrNJeuf1dp83Yw23wKIiI8nfckSUufPJ7xfP2/LKZTEzEQmJ0ymbbW29G7Yu/gbXMDgZoM5YznDBxs/wGwwM/yK4WVyZEhZRuXmknvkiN1UDxwg98ABh9keIPfgQVT+seomE+bYWEw14wi67HLMNeMw1ayJuWZNTDVqYDDbh7tmrVvHgXvvQ+XmIiYTQW3beOnZVRy0+RZAYKuWBFx6KcmzPqNynz6Iwfd6d0opxv41FquyMrr9aI/2QIe2HEq2NZtPt3yKv9Gfp1o/pQ24FGStW2fvabZtc7a3aTt9mpyDBy8ID+QcPEjukSNgtZ69XwIDMcfF4V+3DiHXXIO5Zk2HydbCFFMNMRYfHgpq1Yqan0y/QEdZw2g0Xt6gQYPTecfz58/fvWvXLv/XXnst+pdfftk9ZcqUKo8//njtv/76a+sVV1xxGqBBgwZNFy1atKtRo0Y5sbGxzRISErbFxMRYhg0bVm3u3LlVDAaDMhgMvPvuu/s7d+6c2bZt20aTJ08+2LFjxyyAHTt2mLt3795g165dW0qiVZtvAYgIEQPjOfLMs2SuWEHI1Vd7W9IFLNq7iD8O/8GwNsOIqxTn0bZFhCcvf5JsazYzts7A38+fR1o94lEN5YWsdes4cM+99t6qwYB/gwZYk5OxJCWdU84QFoa5Zk0CmzWjUvebMcfVxFyrJqa4OPyiolzy4RfUqlWZNd088nI75D+3a9cu//zH0dHROWPHjo35/vvvC10iftmyZcE//vhj5U2bNm0NDAxUR48e9cvOznZpD0ObbyFUuuEGkia9SvLMWT5nvidOn2DiPxNpGdWSfo29ExYREZ5r+xw51hymbZyGv9GfIc2HeEVLWSVn/34SX3oZle0Y2GO1Yk1LI7hDh3PCA+a4OIyVK3tVq7v4+8jfwX8f/Tu0XUy79HbV27llltv5XHfddamrVq0K3bBhg3+LFi0KHFV1+PBhU0REhCUwMFABxMTEuHyIjzbfQhCzmcr9+nJiyttk792Lf9263pZ0lvGrxnPGcoYxHcZ4dcSBQQyMaDeCbGs2b697G3+jPwObDvSanrJCzv79nHjvfVIXLgSDAYxGUAoxm4l9bXKZ730CjFgxIm53yu4if63OzM007EvbF6RQTN88ndqVamcFm4ILTSlZP7x+1ksdXipxSsnzyxgMBh577LHEMWPGxHz77bf7CqrntttuS5swYUL12rVrX3rVVVel9evXL/nmm2/OyLseHx9fNyAgwAb2ZD2GiwhN+l4w04cI79MHMZtJnuU7K138tO8nlu5fyoMtH6RumPc/EIwGIy91eImutboyOWEyX27/0tuSfJacAwc48vxw9tx0M2k//EDE3XfTYPnP1PpsFlGPPVbhhndl5mb6KUdKSYUiMzfTLSklC+KBBx44uXbt2pDt27cXmGAnLCzMtnnz5q3vvPPO/qioKMvAgQPrTZkypUre9ZkzZ+7Na2fx4sUXtQii7vkWQd4S86nfzafq449jDPNuesVTZ04xbtU4mlRpwj1N7/Gqlvz4GfyY2HEiOb/mMG7VOPyN/tze4HZvy/IZcg4c4MT7H5A6fz7i50fE3XdTZfAg/KLsMxH9oqLKnekW10MFe8hh6M9DG1psFoOfwc827qpxez0VejCZTDz88MOJY8eOrVZYGT8/P7p3757evXv39ObNm5+eNWtWlUcffdRlia61+RZDRPwAUr/9llNz5lJl0H1e1fLK6ldIy05j2vXT8DP41p/OZDDx2jWv8ejyRxm1chQmo4nudbt7W5ZXudB07yJi0CBMVfUqIQDtqrfLnHrd1J2ejvnm8fDDD59s2LBhtczMzAtidxs2bPA3GAw0a9YsG2DdunWBNWrUcGm+Wd/6D/ZBAho3JqhtW5Jnf0bEwHjEzzsv2W8Hf2PR3kU82OJBGkU08oqG4jAbzbxx7RsM/XkoL/75Iv5Gf66vdb23ZXmcnIMHOfH++6R+N9++TuBd/akyeLA23QJoV71dpqdNN4+AgAA1ZMiQpBEjRlwwXCgtLc346KOP1kxLSzMajUZVu3bt7BkzZux3ZftFppQUkSedqCNTKfWB6yQ5jytTShZF+rJlHHr4EWLfeotKN3R1e3vnk5aTxu3f3U4l/0p83f1rTEa3phktNVm5WTyw9AE2n9jMG9e+Qae4Tt6W5BFyDh36z3QNBir37UOVQYMxRZc/09UpJZ2jNCklnwFCgNAitqdcptRHCbn2Wkw1apA8yzvZzl5PeJ0TZ07wcoeXfd54AYJMQbzb5V0aRTTiyV+fZOXhld6W5FZyDh3iyIsvsqfbjaQtWEh4v37UW7qUasOHl0vj1biG4r5Dz1JKjS2qgIi4bclnX8G+xPxdJE18hdNbthDYtKnH2l55ZCVzd83lvkvvo2mk59otLaHmUD64/gMG/TiIx355jHe7vEubauVrymrOocOc/OB9Ts37DjEYCO/Xzx5e0IarcYIie75KqWeLq8CZMuWByr16YQgKImWm54adZeVmMWblGGpXqs2DLR70WLuuIsw/jGldp1E9pDpDfx7K+qT13pbkEnIOHeboiJHs6daN1PkLCO/bl3pLf6LaC7qnq3GeEo3zFZF2IrJERH4VkQo1lsgYGkrY7beTungxFheuHVcUb659k6OZRxnbYSwBfgEeadPVRARE8FHXj4gKjOLBZQ+y5USJpr/7FOeY7nffEd6nj910X3wBU3S0t+VpyhhFmq+InD8G7kngduAmoMhwRHkkYsDdkJtLypdfub2tNcfW8MX2L+h/SX9aVS3bY0CjgqL4+IaPCfMPY8jSIexI3uFtSSUi9/Bhjo4cdaHpjnhRm67moimu5/u+iIwUkbxu1yns66zdDqS5U5gvYq5dm5BrrnH7EvOnLacZuWIksSGxPNrqUbe140mqBVfjo64fEeAXwJClQ1i8dzEfbfrIp0MRuYcPc3TUaHZ3u5HUefMIv/PO/0y3WqFj8zUapygu5nsbsA5Y5Fhl+HHAH/saa7e5WZtPEh4/AOvJk6R9774l5t9d/y4H0g8w+srRBJl8O5l7SagRWoOPu36MxWZh2B/DeHvt29z/0/0+Z8C5R478Z7rffkv4Hb3tpjtyhDZdHycoKOjs18SvvvoqrHbt2pfu3LnT/OSTT1YfOXJkNECvXr1qf/LJJ+H579uxY4e5QYMGHv1Fu9iYr1JqIXADEAbMA3YqpaYopTwT+PQxgq+8EnP9eiTPmklRY6Qvlk3HNzFz60x6N+xNu5h2Lq/f29QOq312nTkbNnJtuSQcc/9YbWfIPXKEo6NHs/uGbv+Z7k8/Um3kSG26ZYz58+eHPvPMM3Hff//9roYNG7rva2opKC7m20NEfgGWAJuBPsCtIvKliNTzhEBfw77EfDzZW7dxes0al9adY81h5MqRRAVG8eTlzsxvKZvcUPsGTIb/xiu3jm5dRGn3kbVuHSc+mEbasmVnTffU3G+p3LvXf6Yb496lmSo6mSv/Ck567fVqmSv/ctmQ1R9++CFk6NChtefPn7+7adOmHl+I11mKG+f7MtAWCAR+VEq1BZ4SkQbAOKCvm/X5JGE9buH466+TPGMmQa1dZxzTNk5j96ndTL1uKqHmUJfV62u0rNqS6TdMZ9LqSWw6sYms3CyPazibxDwvl67RSOU77yDy/vsxVa/ucT3ljSPDX4jL3rWryJiZLTPTkPPvv0EoxcmPPsJcp06WIbjwlJL+DRpkVR8/rsiEPTk5OdK3b9/6P/30045WrVqduVj9nqC4sEMq0BPoBZxNra+U2qWUumjjFZHKIjJHRLaLyDYRaS8iESKyVER2OR7Di6/JOxgCA6l8552k//wzOYdcs8T89uTtfLzpY3rU60HHGh1dUqcv07JqSz6+4WPqhdVj+J/DOXnaZcminCLrn3/+M14RIu69h5hRo7TxehBbZqYfeaE7pezHpcRkMqnLLrss4/33348sbV3uprgnezvQD8gF+ruw3beAJUqp3iJiBoKA4cDPSqmJIvIc8BwwzIVtupTw/v04OX06KZ9/TvSzpVtiPteWy8gVIwnzD+PZNhVizgoAgX6BTLpmEv0W9ePFFS8y9bqpHluLzprhyIstgvj7E3rddR5pt6JQXA8V7CGHg//7X0NlsRjEz89WfcKEvcFXti9Vkh0RYcGCBXuvvvrqhs8991y1iRMnJpamPndS3GiHE0qpt5VS7yulXDK0TETCgI7Ax442cpRSp4BbgRmOYjPw8dEUppgYKt3QlVPffHPuctwXwaebP2Vb8jZebPciYf7ezRnsaRqGN+TpNk/z5+E/mb1ttkfaPLNtGykzZhLQrBlRjz1a4ZKY+wrBV7bPjHv//Z1VBg06HPf++ztLa7x5hIaG2n788cddc+bMqfLGG2/4bA+4uB/c1hZXgTNlzqMOcBz4RETWichHjvwQ0Uqpo44yiYDPj14PHzAAW3o6p+bPv+g69pzaw3sb3qNrra50qdXFherKDn0b9aVTXCdeX/M6W09uLf6GUmDNyODQ449jrFyZuPffI/J//9PG60WCr2yfWfWpJxNdZbx5REdHW5csWbJz8uTJMbNnz76gR/PEE0/Uio6Obh4dHd28ZcuWjQH+/fdf/7xz0dHRzadPn+7W0GdxKSVPA0UtkSFAmFKqptMNirQG/gY6KKVWichb2CdsPKKUqpyvXIpS6oInLyJDgCEANWvWvHz/fpem2CwRSin23dkHW0YGdb9fVOIl5q02K/E/xHMg/QDzbp1HZKDPfki7nZQzKfRe0JsgUxBfdf/KLeOblVIcfuJJ0pcupdaMT136Y2lFQ6eUdI7SpJRsDNxSxNYduLKEeg4Bh5RSqxzHc4DLgGMiEgPgeEwq6Gal1DSlVGulVOsoxzIs3kJEiIiPJ+fff8n8888S3//Zts/YeGIjz7V9rkIbL0B4QDgTrp7A/rT9TPxnolvaSJn9OelLllD1ice18Wq8TnEx3/1ObIdK0qBSKhE4KCJ5yzFcB2wFFgB5S98OBC7+u7wHqXRDV/yiokguYbaz/Wn7eXvd23Sq0Ymb6tzkJnVli7YxbRncbDDzds9jyb9LXFr36U2bOPbKK4Rccw0R93l3OSiNBry3evEjwGwR2Qi0BMYDE4HrRWQX0MVx7POI2Ux4/35k/vkn2XsKXSz1HGzKxqiVozAbzLzY7kVExM0qyw4PtnyQ5lHNGfPXGA6ll+hzvVCsqakcfvwJ/KIiiZk4ocThIY3GHXjlXaiUWu8IHTRXSt2mlEpRSp1USl2nlGqglOqilEr2hraLoXIJl5j/esfXrDm2hmfaPEN0sM//ruhRTAYTr1z9CgDP/fEcFpulVPUppTjy/HByk5Ko8cYb+IX77PDx8oDNZrPpnoQDx2tR6KQRp81XRGqJSBfHfqCIlN8pWCXELyKCSrd0J3X+AqypqUWWPZJxhDfWvEH7mPbcVv82zwgsY9QIrcHI9iPZcHwD7214r1R1JX/yKRnLlxP9zNMEtmjhIoWaQth8/PjxMG3AduM9fvx4GPa0DAXi1IwSEbkf+wiDCKAeUAN4H3u8VgNExMeTOvdbTs2ZQ5VBgwoso5RizF9jABh95WgdbiiCG+vcyMojK/lw44e0i2l3UUsQZa1dS9JrrxF6/fWEDxjgBpWa/FgslsGJiYkfJSYmXor3Qpq+gg3YbLFYBhdWoMihZmcLiazHnuNhlVKqlePcJqVUMxcJvSg8tXqxs+wfeA85Bw5Qf+lPBS4xP2/XPEauHMnwK4bTr3E/LygsW2TlZtFnUR+yLFnMvWUulQMqO32vJTmZf2/viZjN1Pl2LsZQ/UXNlRQ01ExTMpz9dMpWSp1NyyYifoDr8ymWcSLiB2A5epT0ZT9fcO2Xg7/w8t8v0zC8IX0a9fGCurJHkCmIVzq+QvKZZEauHOl0Ck9ls3Hk2WFYk5OJffMNbbwan8RZ8/1NRIYDgSJyPfANsNB9ssomIZ062ZeYn3nuEvPrk9bz+C+Pk2PLYV/aPjYe3+glhWWPJlWa8Phlj/PLwV/4esfXTt1zcto0Mv/8k+gXhnt0pWmNpiQ4a77PYZ8SvAl4AFislHrBbarKKGI0EjHgbk6vXcvpzf8tFPnzgZ+xKfuPnlab1WeSh5cVBjQZQIfYDkxaPYmdKTuLLJu56h+OT3mbSjffTOU++huGxndx1nwfUUp9qJS6QynVWyn1oYg85lZlZZSwnj3tS8zP+q/3ezTDnrLCgAGTweS15OFlFYMYeLnDy4SaQxn2+zDOWApO02o5fpzDTz+FuVYtqo0Zo3/Q1Pg0zprvwALO3eNCHeUGY2goYT17krr4B3KTkkjLSeOPw3/QoXoHHrnsET7s+iEtq7b0tswyR2RgJOOuGsfuU7uZnDD5guvKauXw089gS88g9s03MYa4bGEEjcYtFDnUTET6Yc/jW0dEFuS7FAqUmUkQnibi7rtImT2bU19+xfedQ8myZPHYZY9xSZVLvC2tTNMhtgP3NL2HT7d8SvuY9lxX67+RjiemTiVr1Spixo8noFFDL6rUaJyjuHG+K4GjQCTwWr7z6YD+1agQzi4x/9WXfBkZQNtqbbXxuohHWz3KP4n/MHLlSJpGNqVacDUy/viTE++9T1jPnlTuebu3JWo0TuFMYp1flVLtlVK/5dvWKqVKN++znBMRPwDryWTqr0kkvkm8t+WUG0xGE5M6TiLXlsvzfzzPmSOHOfLss/jXr0+1ES96W55G4zROxXxFpJ2IrBaRDBHJERGriLhkZYvySmC7diRFB3DbWj+uir3K23LKFbUq1eKFK15g3ZHVrH8wHlt2NrFvvYkhMNDb0jQap3H2B7d3sK/ltgv7SsaDganuElUeWJu0lnmX5RB7NIfsNSVd7ENTHD3q9WD4+tqE7ThCzlP34V+3rrclaTQlwun510qp3YBRKWVVSn0CdHOfrLLPzK0z2dQqHENY2AWTLjSlJ+OXX2n20x5WtA3hGf8FpOXoL2KasoWz5pvlWGV4vYhMEpEnSnBvhWN/2n5+PfgrtzfrS3ifPqT/vNxlS8xrIOfQYY48/zz+TS6h7fj3SMpKYszKMU5PP9ZofAFnDXSAo+zDQCYQB/Ryl6iyzqyts/Az+NG3cV/C+/cDEVJme2Zl3vKOysnh8BNPgNVKjTffpHmN1gxtNZSf9v/EvN3zvC1Po3GaYs1XRIzAeKXUGaVUmlJqjFLqSUcYQnMeqdmpzN89n5vr3kxkYCSmatWodMMNnJozp9RLzGvg2KuTObNpEzHjxmGuaV+39d6m93JFtSuY+M9E9qbu9bJCjcY5ijVfpZQVqOUIO2iK4Zud33DGeuac4WUR8fYl5g8//QxZ69Z5UV3ZJm3Jj6TMmkV4/AAq3dD17Hmjwcj4q8fjb/Rn2O/DyLHmFFGLRuMbOBt22AusEJERIvJk3uZOYWWRXGsun2/7nCurX0mD8AZnzyulQISMX37hwD33agO+CHL27+foCy8Q0Lw50U8/fcH1qkFVeanDS2xP3s4ba97wgkKNpmQ4a757gEWO8qH5Nk0+ftj3A8dPH79gUkXWP6vBkeRFZWfbjzVOY8vO5tDjT4CfHzXeeB0xF/wlrFNcJ/o37s9n2z7j90O/e1ilRlMynFpGSCk1xt1CyjpKKWZumUn9yvW5svqV51wLatsGMZtR2dmgFOLv7yWVZZNj4yeQvW0bNd57F1NsbJFln2z9JAnHEhixYgRzbplDVFCUh1RqNCVDDxdzEasSV7EjZQfxTeIvSGUY1KoVNT+ZTuQjD+MXG0vyp59iTU/3ktKyRerChZz66iuq3D+Y0GuvLba8v9GfSR0nkZWbxfA/h5/No6zR+BrafF3EzC0ziQiI4Ka6NxV4PahVK6Ieeogab7yOJSmJY6+84mGFZY/sPXs4Omo0ga0vJ+ox59NH16tcj2fbPsvfR/9mxpYZblSo0Vw8zuZ26ODMuZIgIkYRWSciixzHdURklYjsFpGvytLoir2n9vLH4T/o17gf/saiQwqBzZtTZdAgUufMJeN3HZcsDFtWFocffxxDQACxr71W4IKkRdG7QW+ur3U9U9ZOYfOJQlfv1mi8hrM937edPFcSHgO25Tt+BXhDKVUfSAEKXn/dB5m5dSb+Rn/ubHSnU+UjH3kYc/16HB0xEmuanhZ7PkopEseMJXv3HqpPmoQpOrrEdYgIo9qPIjIokmd/f5bMXD3GWuNbFGm+ItJeRJ4CovIPMROR0YDxYhsVkRrAzcBHjmMBOgNzHEVmALddbP2eJPlMMgv3LOSWercQERDh1D0Gs5nqEyZgOXGCYxN1+OF8Ur/9ltT584l88EFCrrr4L1hh/mFMvHoihzMOM+7vcS5UqNGUnuJ6vmYgBPuoiPxDzNKA3qVo903gWSDv15AqwKl8OYIPAQX+rC0iQ0QkQUQSjh8/XgoJruGrHV+RY8thQJMBJbovsFkze/jh22/J+O03N6kre5zZsYPEsS8R1K4dkUMfKnV9l0dfzv+a/4+FexeycI9ecFvjO4gzyUhEpJZSar9LGhTpDtyklHpIRDoBT2NfD+5vR8gBEYkDflBKXVpUXa1bt1YJCd5bCTjbmk3XOV25NPJSpl5X8gybtpwc9vXqhTU1jbqLFmKsVMkNKssO1oxM9vXujTUzg7rz5uEXGemSei02C4N+HMT25O3MuWUOcZXiXFJvRUZE1iil9EqwpcDZmK+/iEwTkZ9EZHnedpFtdgB6iMg+4Evs4Ya3gMoikverSg3A59OAfb/3e5LPJF/0ShUGs5mY8ROwnDzJsQkTXayubKGUInHkSHIOHCD2tddcZrwAfgY/Jl49EaPByLO/P0uuNddldWs0F4uz5vsNsA54EXgm31ZilFLPK6VqKKVqA32B5Uqpu4Bf+C+UMRCYfzH1e4q8SRWNIxrTtlrbi64nsNmlVLl/MKnz5pH+66+uE1jGOPXll6QtXkzUo48S3PbiX8/CiAmJYcyVY9h8cjPvrH/H5fVrNCXFWfO1KKXeU0r9o5Rak7e5WMsw4EkR2Y09Bvyxi+t3KSuPrGRP6p4CJ1WUlMiHHsK/QQMSR4zEmprqIoVlh9Obt3Bs/ASCr76aKkPud1s719e6nt4NezN983T+OvKX29rRaJzBWfNdKCIPiUiMiETkbaVt3LE4Z3fH/l6lVFulVH2l1B1KqezS1u9OZmyZQdXAqnSrXfoFPQxmMzETJmBJTubY+AkuUFd2sKalcfjxxzFWqUL1Sa8gBvfO+3m2zbPUDavL8D+Hk3wm2a1taTRF4ew7fSD2MMNKYI1j894vXV5mZ8pO/jr6F/0u6YfJaHJJnYGXNqXKkPtJnT+f9OW/uKROX0cpxZHhw8lNTCT29dfxCw93e5uBfoFM6jiJtOw0RqwYoVe/0HgNp8xXKVWngK3Crlg4a+ssAv0CuaPhHS6tN+rBB/Fv2JDEUaMqRPghecYMMpb9TNWnniLoslYea7dRRCOebP0kvx/6nUeWP8L6pPUea1ujycPZ6cVBIvKiiExzHDdwDBmrcJw4fYLv937PrfVuJcw/zKV1i9lMzITxWFJSODZ+vEvr9jVSvv6apEmvEti6NRH3DPR4+02rNMUgBn479Bv3/ngv65J0jmWNZ3E27PAJkAPk5Uo8DLzsFkU+zhfbv8Bis5R4UoWzBDZtSuSQIaTOX0D68osdzefbpC1dSuLIUWCzcWbTJk6vX+9xDQnHEsARcbDYLAz7fRg7U3Z6XIem4uKs+dZTSk0CcgGUUllA6X7iL4Octpzm6x1fc23ctdSsVNNt7UT+7wH8Gzfm6KhRWE+dcls73iDn0GGOvvDi2WNlsXgluXzr6NaYjWaMYsRkMJGRk0GfhX14fc3rZOVmeVyPpuLhrPnmiEggjr6CiNQDfHo0gjtYuGchp7JPEd/04iZVOIuYzVSfMB5ryikSx5Wf8EPOgQPsHzAAZbXaV6MwGhGTiaC2bTyupWXVlnzY9UMebvUw02+YzuKei+lRvwefbP6E2+ffzm8H9ZRvjXtxdnpxV+AFoAnwE/ZZavcopX51q7pi8OT0Ypuycet3txJsCuaLm78o9dheZzj+9jucmDqVGlPfIfS669zenjvJ/vdfDtxzLyo7m5rTP8bmWE4pqG0bglp57se24lhzbA0v/fUSe1L30KVmF4a1HUa14GreluVz6OnFpccp8wUQkSpAO+zhhr+VUifcKcwZPGm+vx38jYeXP8ykjpO4sc6NHmlT5eTw7519sJw4Qd2FCzwyFMsdZO/dy4GB96AsFmp++gkBjRp5W1KR5FpzmbF1Bh9s+ACDGHi41cP0a9wPP0PJcgqXZ7T5lh5nRzssBLoCvyqlFvmC8XqaGVtnUC24Gl1qdfFYm2I2U33iBKynTnGsjIYfsnftYv+AeJRS1Jo5w+eNF8BkNDG42WDm3TqPy6IvY9LqSfT/vr9Oyq5xKc7GfCcDVwNbRWSOiPQWkQA36vIptp7cyurE1dzV+C5MBtdMqnCWgMaNiXzwf6QtWkT6smUebbu0nNmxg/3xAxGDgVozZ+DfoIG3JZWIGqE1ePe6d5l8zWROnD5B/+/7M+7vcaTn6PX3NKXH2UkWvymlHgLqAh8AdwJJ7hTmS8zaOosgvyB6NezllfYjhwzBv8klHB01GktKilc0lJQzW7dyIH4gYjZTa9ZM/OuWzTk5IsINtW9gwW0L6Ne4H1/t+Ipbv7uVJfuW6NlxmlLh9ER6x2iHXsD/gDbYV5so9yRmJrLk3yX0bNCTUHOoVzSIyUT1CROwpqVx7CXfH159etNm9t9zLxIcRK1ZMzHXru1tSaUmxBzC81c8zxc3f0FkYCTP/PYMD/78IAfTD3pbmqaM4mzM92vs6611Bt7BPu73EXcK8xW+2P4FNmzcdcldXtUR0KiRPfyweDFpP/3kVS1FcXrDBg7cdx/G0FBqzZyFuab7xkN7g6aRTfni5i94ru1zrE9az+3zb+fDjR/qHMGaEuNsz/dj7Ib7P6XUL0opW7F3lAOycrP4Zuc3dKnZhRqhNbwth8j77yegSRMSx4z1yfBD1tq1HLhvEMbwcHuPt0aBK0GVeYwGI3ddchfzb51PxxodmbJuCncsvIM1x1ydZVVTniluAc1nAZRSPwI9z7tWNn9+LwHzds8jPSfd7ZMqnEVMJmLOhh9e8racc8havZoDg+/HLzKSWrNmYqpe3duS3E50cDSvd3qdqddN5Yz1DPcsuYcRK0aQcsb3Phg1vkdxPd+++fafP+9a6RPZ+jBWm5XPtn5Gi6gWtIhq4W05Zwlo1JCooQ+RtvgH0n70jfBD5t9/c2DIA5iqVaPmrJkXtdR7WaZjjY7Mu3Ue9116H4v2LKLHdz34bvd3+gc5TZEUZ75SyH5Bx+WKXw/+yqGMQwxs6vmMW8VRZfBgApo2JXHMGCzJ3k0InrFiBQcf+B/mGrHUmjkDU9WqXtXjLQL9Anni8if4+pavqRNWhxErRnDvj/ey99Reb0vT+CjFma8qZL+g43LFjK0ziA2JpXNcZ29LuQDx8yNmwnhs6ekkjvVe+CHj99859OBDmGvXpuaMGS5d9LKs0iC8AZ92+5TR7UezK2UXvRb2YsraKZyxnPG2NI2PUZz5thCRNBFJB5o79vOOm3lAn1fYeHwj65LWcfcld2M0GL0tp0ACGjYkcuhQ0pcsIW3JEo+3n778Fw4NfRhz/XrU/PQT/CJKvapUucEgBno17MWC2xZwY+0b+XDTh/Rc0JOVh1d6W5rGhyjSfJVSRqVUJaVUqFLKz7Gfd+zZqV4eZNbWWYSaQrm9we3ellIkVQYPIuDSS+2jH06e9Fi7aUuXcuixx/Bv1Ihan3xSZnNOuJsqgVUYf/V4Pu76MUYx8sCyB3jmt2c4nnXc29I0PoB7VyssgxzJOMLS/Uvp3bA3waZgb8spEvHzo/qE8dgyMjwWfkhb8iOHn3iSgCaXUHP6xxjDXLuaR3mkbUxb5vaYy0MtH2L5geX0+K4HX27/EqvN6m1p57A+aT0fbfpIL6vkIXSapvOYvW02gtD/kv7eluIU/g0aEPnIIxx//XXSfviBSje6L+Na6vffc+TZYQS2aEHctA8whoS4ra3yhtlo5sEWD3JTnZt4+e+XGbdqHAv2LGBEuxFcUuUSl7WjlOK05TTpOelk5GacfczIySA9N93+WMC541nHOZB+AIUiwBjAh10/pGXVli7TpbkQj5uviMQBM4Fo7D/aTVNKveVYiv4roDawD7hTKeXRAZMZORnM3TWXrrW7lqkcrlXuu5f0ZctIHDOWoDZt3PLDV+qCBRx57nmCLruMuA/exxDs298KfJValWox7fppLP53MZNWT6Lv933pWqsrdcLqcGX1K2kQ3sBujjkZ55jnOYZZgHnmlcnMzcSqiu5RG8RAsCmYUFMoIeYQQkwhGMSAcvyGnmvLJeFYgjZfN+N0Pl+XNSgSA8QopdaKSCj2ZehvA+4BkpVSE0XkOSBcKTWsqLpcnc93xpYZTE6YzJc3f0nTyKYuq9cTZO/ezb+39ySkUydip7zl0mTvp+Z+y9EXXyToiiuIe3cqhqAgl9VdkUnNTmXkipEsP+j8Wn0GMRBiCiHUHEqIKYQQc8g5JhpqPm///LLmUIL8gi54f6xPWs/9P91Pri0Xk8FUbM9X5/MtPR7v+SqljgJHHfvpIrINiAVuBTo5is0AfgWKNF9XYrFZmL1tNpdHX17mjBfAv359Ih99hOOvvU7a4sWE3XyzS+pN+fprEkeOIvjKK6kx9R0MgYEuqVcDYf5hNItqxq8Hf8WGDUHoUL0DnWt1vtBQHY+BfoFuWUUlb1mlhGMJtI5urXu9HsCrMV8RqQ20AlYB0Q5jBkjEHpYo6J4hwBCAmi5M2rLswDKOZh7l+bbnT+QrO1S5917Sly7j2EsvE3zFFaUOPyR//jnHxr5EcMerqfH22xj8/V2kVJNH3kKeeT3OB1o84DXja1m1pTZdD+LxsMPZhkVCgN+AcUqpb0XklFKqcr7rKUqpIscwuSrsoJTirsV3kZqdysLbF2KQsjsIJHvPHnv44ZqOxE6ZctG9pOSZszg2fjwh115L7FtvYjCbXaxUk8f6pPVlrsepww6lxysuIyImYC4wWyn1reP0MUc8OC8u7LFk7euPr2fTiU0MaDKgTBsvgH+9ekQ99ijpS5eR9v3ii6rj5PRPODZ+PKHXd6GGNl6307JqSwY3G1xmjFfjGjzuNGLvin0MbFNKvZ7v0gIgL5HCQGC+pzTN3DKTMP8wetTr4akm3UrEPfcQ2KIFx156Ccvxkg3oPzHtQ5ImTSK0WzdiX3/dvsS7RqNxOd7o5nUABgCdRWS9Y7sJmAhcLyK7gC6OY7dzMO0gPx/4mTsb3kmQqXz8ii9Goz33w+nTHB09xunsWsfffZfjr79OpZtvJnbyq4ip3E5i1Gi8jjdGO/xJ4RnRrvOkFoDPtn2G0WCkb+O+xRcuQ/jXrUvUY4+R9OqrpC1aRNgttxRaVinFibff4cS77xJ2aw9ixo9HjL6Z00KjKS+U7QBnKUnNTmXe7nncVOcmqgaVv1SIEfcMJLBlSxJfHkduUsEhdKUUx9940268PXtq49VoPESFNt+5u+Zy2nKa+Ca+sVKFqxGjkZjx41FnzpBYQPhBKUXSq5M5OW0ale+8k5iXX9LGq9F4iAprvrnWXGZvm80VMVfQKKKRt+W4Df+6dYh6/HEyli8nbeHCs+eVUhybMIHk6dMJ79+PaqNHIYYK+3bQaDxOhf1v+3H/jyRlJTGwie+tVOFqIuIHEHjZZSSOG09uUhLKZuPYSy+TMnMW4fEDiB4xQhuvRuNhKmRWM6UUM7fMpG5YXTrEdvC2HLcjRiMx417m39tu5/Bjj6MsFs5s2kTEffdR9Zmn3TJdVaPRFE2F7O4kHEtgW/K2cjGpwln869Sh8p13cHrdOs5s2gRGI6Fdumjj1Wi8RMVwnvOYuWUmEQERdK/b3dtSPIpflSrnHGetXu0lJRqNpsKZ777Uffx66Ff6NOpDgF+At+V4lKArrkACAsBoREwmgtq28bYkjabCUuFivrO2zsJsMNOnUR9vS/E4Qa1aUfOT6WT9s5qgtm0IatXK25I0mgpLhTLflDMpLNizgFvq3UKVwCrF31AOCWrVSpuuRuMDVKiwwzc7v+GM9Qx3X3K3t6VoNJoKToUx3xxrDl9s/4IOsR2oH17f23I0Gk0Fp8KY7+J/F3Pi9IkKMalCo9H4PhXCfJVSzNw6kwbhDWgX087bcjQajaZimO9fR/9iV8ou4pvE60kFGt/j4D/wx2v2R02FodyPdliftJ7xq8YTZg7jpjo3eVuORvMflhzY+QPMHQxWC/iZIX4B1LzC28o0HqBcm+/6pPUM+nEQObYc/MSPrSe36nWyNJ7j9ClIPeTYDtq3Uwf/O05PBPKl+bScgZm3Qs12UL0lxLSAmJYQXhv0N7ZyR7k234RjCeTYcgCwYSPhWII2X41rsFnt5pmaz0zzG2vqIchOO/ceoxkqxULlOKjXGcLiwJoDf70DNguIEepeA2lHYOXb9nMAAWEOI3aYcUxLiKgLOhNdmaZcm2/r6Nb4G/3JteZiNphpHa1Xutbk4+A/sO8PqH01xLU991pOZuGmmnrQbpB55phHYDiE1bD3VGtfbd+vHGc32bA4CI4q2DAb3XihDks2JG2FI+vh6AY4uh5WfWA3awBzKMQ0z2fILSCyARh0Mvyygji7uKIv0rp1a5WQkFBkmfVJ60k4lkDr6Na611vRsWTDmTQ4kwoHVsL3T4E1Fwx+0Phmu5meOmA32NPJ594rRqhU3WGkNS401rBY8A91r35rLiRt+8+Mj26AxE32cAWAKQiqNfvPjKu3hMhGYHR9H0tE1iildG+mFJR789X4KEX1OgvCkmP/Gn8m1fF43v7Zx9TCr1mzC6/faIaIevlMtUY+Y60BoTFuMbFSY7XAiZ3/mfGR9XZDzs20X/cLgOhLz40hRzW2/7hXCrT5lh5tvp6ipGZTXlAKck9DdrpjS4NDq+GnF//rdbbsb+81FmimDiPN690VhSkYAiqBfyV7nPTsfr7HgMr2/YxEWP6yvbdrLGejDGxWOLn7PzM+usG+5aTbrxvNEN303DhydFN7GSffo9p8S49Pma+IdAPeAozAR0qpiUWV9znztVrO6505emFH18Ofb9r/0Q1+0H4oVL3E/k/gF2DvhfgFgNE/337eNX/7ZvR3Tc/L2Q8BmzWfYaZDTob9OeU/l99QLziXr7yyFq/LL7AIwwwD/4Ku5TvnX6nkr09F+kC02SDlXziy7tywxZlU+3UxgrLZ9/0CYOCCIl8Tbb6lx2e+R4mIEZgKXA8cAlaLyAKl1NbS1Lt99TJSti4nvElnGrfpUnhBm83eMyjwK2vqhYZa0FffvK96RWHLhRVvXtyTEcN5xlyUaZsd5/O2AMg8gW3THERZQQxIvc72awUZqjPPBey9Tf/Qc7fgqAvP+Yc6TDIUUg9hWzLc0es0YYj/DmpdeXGvSSlYY2vA35YI2tmqcLnHW8+nY38Kf+89Sbu6Vbi8Vrh7GjEYoEo9+9ast/2cUpCyz27C/0xD7V+BAMqag+z7o/x/IHkZnzFfoC2wWym1F0BEvgRuBS7afLevXkadRX1oiAXr3vfY/XcnAoOC8ctNx5Sbjl9uOn65GZhy0/CzZCIU/S3AajCTa6qExRSCxRRKrikUi39tcoNDsZhCzl7LNYViMVUi11Eu/chOOm8bgR9WLBhZ2mQCIXHNMdiyMVhzMNqyMdhyMFhz7I+2HAxW+zmjNRuDLbeAcznn3pObjTE7B4MtA4M111634/rZ+i2nMTieo7JZOfPv3+QEx9ifj18IlsBqWEKDsfgF/3fOFEKuXwgWU/DZY4tf3n6wvcdUErJhb3p9fs95gTZqK6stTei4O4q6qUcv9s98Uew9nsGU5buwWBV+RuHRzg2oGxXiUQ2+oSMAuIKsyla671uNCQu5ysj+gBY09qCKiojPhB1EpDfQTSk12HE8ALhCKfXweeWGAEMAatasefn+/fsLrfOvGcO5Yu9UDGL/kD+NmeOqMukEkaaCSCfonP00Feh4DCadQNJVEGkEke64noPpop/fZbKTdoZt/G27hLWq4UXXUxouk53MNo+3/4Phx105w72mReN75L1H/1GXcO31tzD02sKz/+mwQ+nxpZ6vUyilpgHTwB7zLapseJPOZO/9EJOym83qjp8Sc2lHzECkY/MEW4+kMWyugfXWhpiMBt7s1Zwm1St5qPX8Olpyz1wDrdlCAk2Jv7M3E72iI41hczeSa7VhMhp4xQuvhy9o8D0d9veo2c/A83Ur5mIDnsSXzPcwEJfvuIbj3EXTuE0XtvPF2ZjvNUXFfN1Iw+hQ4iKC3B/Xc0pHPH/vPcmzXtfh3dfDFzRoHRUbXwo7+AE7geuwm+5qoL9Sakth9/jcaAeNpoKgww6lx2d6vkopi4g8DPyIfajZ9KKMV6PRaMoyPmO+AEqpxcBib+vQaDQad6PTImk0Go0X0Oar0Wg0XsBnfnC7GETkOFD4QN//iAROuFmOM2gd5+ILOnxBA5Q9HbWUUlHuFlOeKdPm6ywikuALv8xqHb6nwxc0aB0VEx120Gg0Gi+gzVej0Wi8QEUx32neFuBA6zgXX9DhCxpA66hwVIiYr0aj0fgaFaXnq9FoND5FhTJfEXlYRHaLiBIRtyQ1E5HpIpIkIpsLuR4nIr+IyFYR2SIij7lBg9NtiIhRRNaJyCIXayiyXhFZIiKnzr8uInVEZJXj7/SViDi92FhBr72IRIjIUhHZ5XgsMGOM2BknIjtFZJuIPJrv/BSHno0icpmTWiqLyBwR2e6or30JtDj1PhWRfW58HzcWkb9EJFtEni6i3OiirmsKp9ybr4iYRSTYcbgC6IJzY4Mvlk+BbkVctwBPKaWaAO2AoSLSxMUaStLGY8A2F7fvTL2vAgMKOP8K8IZSqj6QAgwqQZufcuFr/xzws1KqAfCz47gg7sGeVa+xUuoS4EvH+RuBBo5tCPCek1reApYopRoDLbC/Fs5qKfX7tDBjLwHJwKPA5FLWoymEcmu+InKJiLwG7AAaAiil1iml9rmzXaXU79jfuIVdP6qUWuvYT8f+TxnrYg1OtSEiNYCbgY9c2b4z9SqlfgbSz7tPgM7AHMepGcBtzrZbyGt/q6Oe4up7EBirlH0hM6VUUr77Zyo7fwOVRSSmKB0iEgZ0BD521JWjlDrlrJbC3qciUkVEfnJ8m/kIkCJkJIjIbBHp7HhdS4RSKkkptRrILUDHC45vCH8CjUpat8ZOuTJfEQkWkXsdb4oPsS9B1Fwptc7L0gpERGoDrYBVXmrjTeBZwObiZi+23irAKaWUxXF8iNJ/MEUrpfLWKEoEogspVw/oIyIJIvKDiDRwnI8FDuYr54ymOsBx4BNH6OUjx7cvZ7UUxijgT6VUU2AeULOIsg2BL4CHga0iMlxEquddFJE3RGR9AVthvfG8+y4H+gItgZuANiV8DhoHPpXVzAUcBTYCg5VS270tpihEJASYCzyulErzdBsi0h1IUkqtEZFOLmzTLfW6AqWUEpHChvf4A2eUUq1FpCcwHbj6IpvyAy4DHlFKrRKRtzgvxFCMlsLoCPR03P+9iKQUVlApZQUWAYtEJAqYABwQkSuVUv8opZ4oYdt5XA3MU0plAYjIgousp8JTrnq+QG/sidi/FZGRIlLL24IcP37l9Sr+5zhnwm6Ks5VS37qp3XPaKEBHB6CHiOzDHt/sLCKfuaDpgur9IV/bPYq49yT2r/V5nYJSr2YCHMsLEzgekxz7Pzr05IVGDgF5f4t5QHPH/sWssHIIOKSUyvu2MQe7GTurxSWISJiIPAAswB6zvg975+Sie74aF6KUKncb9q+vjwHrgWVA7fOu7wMi3dh+bWBzIdcEmAm86cb2S9QG0AlY5AYdRdZb0HXgG6CvY/994KHSvPbYf9h7zrH/HDCpkPsmAvfl07XasX8z8IPjNW0H/OOkjj+ARo790Q4dTmkp7H0KTAFedOzfCKjC3sfAZ8Aex/NqUIq/4Wjg6XzHl2E38EAgFNiV/7reSvDaeluA25+gfUn6OMf+o9h7JRbgCPCRG9r7Anv4I9fR1qDzrl/l+KfZ6PhwWA/c5GINJWrDG+brMKfjwGnH63SD43xd4B9gt8OI/Uvz2mP/IP7ZYRLLgIhC7q0MfA9sAv4CWjjOCzDVYWSbgNZOamkJJDj+Bt8B4SXQUuD71HH/T8AW7L9p7C/CfHsAfqX421VzaEgDTjn2KzmuvYB9ya8/gc+1+V7cpme4aTQajRcobzFfjUajKRNo89VoNBovoM1Xo9FovIA2X41Go/EC2nw1Go3GC2jzLSeISEYR1zqJi7OWuQoRqS0i/fMdtxaRKS6qe/h5xytdUa9G4wq0+Wq8TW3grPkqpRKUUo+6qO5zzFcpdaWL6tVoSo0233KE2HlVRDaLyCYR6ZPvciUR+V5EdojI+yJywd9eRC4Xkd9EZI1jymuMY4rqDhFp5CjzhYjc79h/RkRWiz3P7Zh89cQ7zm0QkVmOc5+KSO98ZfJ66hOBqx1TW5/I30sXe/7b7xx1/S0izR3nR4s9d++vIrJXHLl3z3suE4FAR72z87fpaOM3EZnvuH+iiNwlIv84Xrd6jnJRIjLX8RxXi0iHi//raDTn4e1ZHnpzzQZkAL2ApYARe8asA0AM9plmZ7DPHjM6yvQ+734TsBKIchz3AaY79q/HPuurL/YctQBdsa/3Jdg/xBdhT/zSFPvsp0hHuQjH46f52wQyHI+dyDcLLv8x8DYwyrHfGVjv2B/t0OoPRGLPCWEq6DUp6NjRxinHa+OPPVfDGMe1x3BMy8Y+e+sqx35NYJu3/856Kz9bectqVtG5CvhC2TNaHROR37Cn/EvDnpNgL9h7r46yc/Ld2wi4FFgq9vSvRuxTdVFKLRWRO7BPs23hKN/VseWl6wzBnrylBfCNUuqE495Ccxs7+Xx6OepZLvZ8tpUc175XSmUD2SKShP3D5lAJ6l6tHOkdRWQP9mm7YJ9CfK1jvwvQRP5Lh1tJREKUUoXG1zUaZ9HmW3E4fx75+ccCbFFKtT//RkeI4hIgC3uOgkOO8hOUUh+cV/aRQtq34AhzOepzenmgQsjOt2+l5O/l/Pfb8h3b8tVlANoppc5clEKNpgh0zLd88Qf2hOBGsedw7Yg9SQ1AW7Gvj2bAHlL487x7dwBRItIe7CkpRaSp49oT2FfD6I89QbgJ+BG4T+w5gxGRWBGpCiwH7hCRKo7zEY469gGXO/Z7YA9zgH01i9Ains9djno6ASdUyXIf5zq0Xiw/AWc/TESkZSnq0mjOQfd8ywFiz3+bjT0PbXtgA/ae7bNKqUQRaQysBt4B6gO/OMqeRSmV4/hBbIrYl8HxA94UEQswGGirlEoXkd+xpzUcJSKXAH85vpZnAHcrpbaIyDjgNxGxYg9L3IM9C9d8EdkALAEyHU1vBKyO85/yXxgD7LHd6SKyEXuve2AJX5ppwEYRWauUuquE94I9u9hUR/t+wO/A/y6iHo3mAnRWs3KAiLQAPlRKtfW2Fo1G4xw67FDGEfuqFF8AL3pbi0ajcR7d89VoNBovoHu+Go1G4wW0+Wo0Go0X0Oar0Wg0XkCbr0aj0XgBbb4ajUbjBbT5ajQajRf4Px7IfLYB9MjOAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -455,7 +456,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 5,
    "id": "cc72331b-f5e6-4519-85ea-03c149b2abb9",
    "metadata": {},
    "outputs": [
@@ -531,7 +532,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -543,7 +544,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -555,7 +556,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -587,7 +588,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 6,
    "id": "68db43ac-04d1-4b0b-a6e1-39c7799cd074",
    "metadata": {},
    "outputs": [
@@ -605,7 +606,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
@@ -617,7 +618,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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6A4fTxTVTd9LwIo+Oyf7rr78C9+zZ49+nT5+mAOnp6VKnTp200aNHx+V3bnEr8Zqvqh4AXgD2YiXd41jNDMdUNeujwH6gdknHVtaJCGO7jkVRJi6daL68cYOqMn7peFzqKrbmhryEBoQy+vzRfD3ga7rV6sYba96g/9f9mb1tNpmuzBKNpdg0vCiZW77YSvfhB7jli62eTrwAH330UejIkSP/OXDgwPoDBw6sP3z48LpDhw45t27d6ufpaxWWN5odqgEDgAZALSAY6FOI8+8SkRgRiYmL8/ofr1KndkhthncYzuJ/FvPtzm+9HU6ZNWf7HJb8s4QRHUdQO8R79YCoKlG8fPHLfHTFR9QMqcm4JeO47tvrWLh/Yfn449rwomQuHR9bHIkXYM6cOaE33HDDsezbrrjiioTp06f/64u3WbNmVY+IiGiT9dixY4ezOGLKIiX9CxSR64E+qvpf+/VgoCtwPVBTVTNEpCswXlUvz6us6OhojYmpQN8MF5BLXdz2w23sOLaDb67+Jt+RWMbZYpNjufaba2levTnTek8rNV9eqio/7/mZV1a9wr4T++gS2YWR0SNpHtq8xGMRkZWqetak0mvXrt3dtm3bctpAXTRr164Na9u2bVRO+7zxrtoLdBGRILE+y10CbAQWAFkNa0OAb7wQW7mQ9c38qYxTPLP8GW+HU6aoWk02GZrBhK4TSk3iBatZqXdUb74Z8A2PdXqMTUc3ccO3N/DEoieITY71dnhGIXmjzXc5MAtYhdXNzAG8AzwGjBCR7Vjdzd4r6djKk4ZVGvJ/7f6Pn/f8zC97fvF2OGXGtzu/ZeGBhQxrP4y6let6O5wcOX2c3NriVuZfO5/bWt3GD7t+oN/X/Xhl5SucSDvh7fCMAvLKn3VVHaeqzVW1lar+R1VTVXWnqnZW1caqer2qpuZfkpGXIS2H0Dy0OU8te8rMIVAAcSlxTP5rMh3CO3DzeTfnf4KXVfarzIiOI/j2mm+5rP5lvLfhPa6cfSUzNs0gPfNfS5QZpUzp+UxleJzT4WRit4kcSz3G8yue93Y4pZqqMmnZJNIy05jYfWKpam7IT62QWjzb81lm9ptJ02pNmfzXZK7+5mp+3vNz+fhSrpwqO+8wo0jOq34eQ1sN5Zsd37DkwBJvh1Nqfb/rexbsW8AD7R+gfuX63g6nSFpUb8G7vd/ljUvewM/HjxG/j2Dw94PNhPullEm+FcA9be8hqnKUWfctF/En43n2r2dpU6MNt553q7fDcYuIcEGdC/iy/5eM7zqeA0kH+M/3/2HE7yPYm7jX2+EZ2ZjkWwH4+/gzsftEDiYfZMqqKd4Op9R5ZvkzpKSnMKnbJHwcPvmfUAb4OnwZ2HQg866Zx73t7mXRgUUMmDOAZ5c/S8KpBG+HV2xymlLy3KkjHQ5Hx+XLlwdmndOkSZOWWVNP1q5du/XBgwd9AR577LGajRs3btm0adMWzZs3b/Hbb78FA3Tu3LnZn3/+eXqo4ZYtW/yaNGnSsrCxlvul4w1L+/D2DGo+iM82f0afBn1oH97e2yGVCj/u/pGf9/zM8A7DaVi1jE5ik4cgZxD/1/b/uL7p9by55k0+3/I5c3fM5Y7Wd3DLebcQ4Bvg7RA9Kmtuh+zbtm3b5p/9dURERNrEiRMjv/vuu1yXiP/ll1+Cf/zxx6rr16/fGBgYqAcPHvRNTU316DBHU/OtQIZ3GE5kcCRjF48lNdN0Jjl66ijPLH+GltVbclvL27wdTrEKCwxjbNexfH3V10RHRPPKqlfoP6c/3+74FpfmPpFYcVv2z7LgV1a+UnPZP8uKbUrJc11yySXHt27dGrh27Vr/3I45cOCAMzQ0NCMwMFABIiMjM6KiojzahcTUfCuQIGcQ47qO4+5f7mbq2qkM7zDc2yF51eTlk0lMS2Ra72n4OirGf4WGVRvy2iWvsSJ2BS/GvMjoRaP5eOPHjIgeQYBPADGHYoiOiD69GnNRjVk8pu72hO15zgKUnJ7s2J24O0hR3t/wPlGVo1KCncG5/iVoXK1xyqTukwo9peS5xzgcDoYPHx47YcKEyNmzZ+/OqZyrr7468dlnn60VFRXVqkePHomDBg06euWVVyZl7R88eHDDgIAAF1iT9Tgcha/HmppvBdOtdjcGNBrABxs+YNORTd4Ox2t+3fsr3+/+nnva3EOTak28HU6J61SzE59e+Sn/6/k/jqce586f7mTID0N4bdVr3PnTnSXSQyI5PdlX7SklFSU5PblYppTMyd13331k1apVIZs3b85xgp0qVaq4NmzYsPH111/fU6NGjYwhQ4Y0evXVV6tn7f/oo492Zl1n/vz524oSa8X4c2+c5ZFOj7D4n8WMXTKWT6/8FKejWOcPKXWOpx5n0tJJnBd6Hre3vt3b4XiNQxz0bdiXS+pfwoO/PciifxYBkO5KJ+ZQjFu13/xqqGA1Odz3631NM1wZDl+Hr+vpHk/v7FKrS7FMsHMup9PJ/fffHztx4sRcJ2n29fWlX79+J/r163eiTZs2Jz/++OPqw4YNO+KpGEzNtwKq4l+FJ85/gs1HN1fIdd8m/zXZSsDdJ1W4Pzw58ffx5+62d+Pv448DB06Hk+iI6PxPdFOXWl2S37jkja1DWw098MYlb2wtqcSb5f777z+yaNGiykePHv1XJXTt2rX+69evP90mvHr16sA6dep4dGUdU/OtoC6tfymX1b+Mt9a8Ra96vcrucjWF9Me+P5i3cx73tL2HZqHNvB1OqdEuvB3Tek/zWJtvQXWp1SW5pJNuloCAAL3rrrsOjxkz5l+TeCQmJvoMGzasXmJioo+Pj49GRUWlTp8+fY8nr5/nlJIiMqIAZSSr6tueC6ngzJSS7ok/Gc+AOQNoWKUh06+YXqaG1BZFYloi18y5hioBVZh55UycPqbWW1RmSsmCcWdKyUeAEKBSHo+RHovUKFFhgWE81vkx1sSt4bPNn3k7nGL3/IrnOXLqiNXcYBKv4WX5NTt8rKoT8zpAREqsf57hef0b9mf+rvlMWTWFi+pe5NVVG4rTogOLmLN9Dne2vpOW1Qs9GMkwPC7Pmq+qPppfAQU5xii9RISxXcYiCBOWTCiXs2CdSDvB+CXjaVSlEfe0vcfb4RgGUMjeDiLSRUR+EJHfReSa4grKKFm1QmrxYMcHWXpwKd/sKH8LiLwY8yJxJ+OY1H0Sfj5eXzfRMIB8kq+InNsHbgRwDdAXyLM5wihbbmx2Ix3CO/DciueISyk/C5Mu/WcpX237iiEthtC6Rmtvh2MYp+VX850qImNFJGv2jWNY66xdAyQWZ2BGycpa9y01I7XcrPuWnJ7M+CXjiaocxb3t7vV2OIZxlvzafK8GVgPz7FWGHwT8sdZYu7qYYzNKWIMqDbi33b38svcXftr9k7fDcdvLK1/mYPJBJnWfVO5m7zJyFhQUdHq6vpkzZ1aJiopqtXXrVr8RI0bUGjt2bATAwIEDoz744INq2c8r6rSQ7si3zVdVvwUuB6oAXwNbVfVVVS0/n02N04a0HMJ5oefx9PKny/S6bytiVzBzy0xubXFriQ0YMEqPb775ptIjjzxS97vvvtvWtGlTj45M85T82nyvEpEFwA/ABuBGYICIfC4ijUoiQKNk+Tp8mdR9EompiTy34jlvh1MkKekpjF08lnqV6vFA+we8HY6Rh+QlS4MPv/hSzeQlSz3WZfX7778Pue+++6K++eab7S1btiy1c6fm18/3KaAzEAj8qKqdgZEi0gR4GripmOMzvKBZaDOGthrKu+vf5YoGV9Cjdg9vh1Qor65+lf1J+/ng8g8I9A3M/wTD4/4Z/UTd1G3b8pxS0pWc7EjbtSsIVY5Mm4ZfgwYpjuDcp5T0b9IkpdYzT+c5YU9aWprcdNNNjX/66act7du3P1XU+EtCfs0Ox4FrgYHA4ayNqrpNVU3iLcfuaXsPDao0YOLSiSSne2XofZGsOrSKTzd9yqDmg4iuWfyTwxhF50pO9iWrX7mq9dpNTqdTO3TokDR16tQwd8sqbvnd7DXAICAduNlTFxWRqsA0oBWgwO3AFmAmEAXsBm5Q1fK72FQp5+fjx8RuExn8/WBeWfkKT3R5wtsh5etkxknGLhlr9Vvu8KC3w6nQ8quhgtXksO+ee5pqRoZDfH1dtZ59dmdwt65u/aUXEebOnbuzZ8+eTUeNGlVz8uTJse6UV5zy6+0Qr6qvqepUVfVk17IpwA+q2hxoC2wCRgG/qmoT4Ff7teFF7cLbcct5t/D5ls9ZeWilR8tOWb2a+LffIWX1ao+V+cbqN9iTuIcJ3SYQ5MzzE69RCgR365pcd+rUrdX/+98DdadO3epu4s1SqVIl148//rht1qxZ1V9++eVSWwPO7wu3VfkVUJBjzjm+CnAB8B6Aqqap6jFgAJA1uex0TFe2UuGB9g9QO6Q245aM41SGZ5rQUlbEsOc/g4mbMoW9Q2/3SAJeG7eWjzd9zA1Nb+D8yPM9EKVREoK7dU0OHzki1lOJN0tERETmDz/8sPWFF16InDFjRpVz9z/00EP1IyIi2kRERLRp165dc4Bdu3b5Z22LiIho8/7771f7d8mek1+zw3kisi6P/YLVBa0wGgBxwAci0hZYCQwHIlT1oH1MLBCR4wVF7gLuAqhXr14hL20UVta6b3f9fBdvrX2Lhzo+5HaZ8W+/DRkZAGh6Oil/rSCofdFXU07NTGXM4jFEBEUwIrogs6Aa5VVKSsrpv+SNGzdOP3DgwHqAW2655XS/ya+++mp3TudmZGQUqiLprvySb/MClJFZhGt2AB5Q1eUiMoVzmhhUVUUkxxleVPUd4B2w5vMt5LWNIuhaqyvXNL6G6X9Pp3dUb7dmBUvbs4fk5ctPvxaHg6DOndyK7801b7Lr+C7evvRtgp1mkj2jbMivzXdPAR77C3nN/cB+Vc36HzgLKxkfEpFIAPvn4VzON7zg4U4PExoQyrjF40h3FW0FbVXl4PjxOPz9qf3aq/iEheGoUoWAFi2KHNeG+A18+PeHXNvkWrrV7lbkcgyjpJX40gWqGgvsE5GsNVwuATYCc4Eh9rYhQPmbXqsMq+xXmSe6PMGWhC18sOGDIpVx/Os5pCxdRvjDI6l82WXUfuF5MuPjOTr9oyKVl5aZxpjFYwgLDOPh6IeLVIZheIu31o15AJhhtye3A54BJgOXicg24FL7tVGKXFLvEi6Pupypa6ey41iuq3LnKCM+nkP/+x+BHTtS9YYbAAju0oWQXr04MnUqGXGFH63+9rq32X5sO+O6jqOSX6VCn294nMvlcom3gygt7H+LXAeNFDj5ikh9EbnUfh4oIkV+t6vqGlWNVtU2qnq1qiao6hFVvURVm6jqpap6tKjlG8Xn8c6PW1/CLRlHpqvgzf2HnnkWTUkhcuIExHHmbRfx6CO40tM5PGVKoeLYdGQT761/j6saXcUFdS4o1LlGsdkQFxdXxSRgK/HGxcVVwZqWIUcFGlEiIndi9TAIBRoBdYCpWE0GRgVSPbA6j3V6jNGLRvPZ5s+4tcWt+Z6T9McfJM6fT9gD9+Pf6OwpQfyiogi95RaOTp9O6M03F6j9Nz0znTGLxxAaEMqjncxCKqVFRkbGHbGxsdNiY2Nb4b1P1aWFC9iQkZFxR24H5Ll68emDRNZgzfGwXFXb29vWq6pXZ6c2qxd7h6py36/3EXMohtlXzaZOpTq5HpuZlMzO/v1xBAfRcPZsxO/fK0lkJiayo/fl+DdpQr2PpiOSd8XprTVv8ebaN3n14le5uN7Fbt+PUXg5rV5sFE5B/zqlqurpadlExBdrWLBRAYkIY7uOxSEOJizNe923uClTyIiNJXLipBwTL4BP5crUGD6MlBUrOPHLL3lee8vRLbyz7h36NuhrEq9RphU0+f4hIqOBQBG5DPgS+Lb4wjJKu5rBNRnRcQTLDi5jzvY5OR5zcu1aEj75hGqDbiKoQ96DKKpefz3+TRpz+LnncaXlPP1qustqbqjsX5nHOz/u7i0YhlcVNPmOwhqVth64G5ivqqV/phWjWF3X9Do6RnTk+RXPczjl7G7Zmp7OwTFj8Q0Pp8aI/Eedia8v4aNGkb5vHwkff5zjMR9u+JBNRzfxZJcnqRpQ1RO3YBheU9Dk+4Cqvquq16vqdar6rogML9bIjFLPIQ4mdJtAmiuNp5Y9dVbzw5H33id161ZqjhuLT0hIgcoL6d6dkIsuIv7Nt8iIjz9r3/aE7by19i161+/NZfUv8+h9GIY3FDT5Dslh220ejMMoo+pXrs997e5jwb4F/LjnRwBSd+0i/s03qXT55VTq1atQ5YU/+iiu1FTiXn3t9LYMVwZjl4wlxBnC6PNHezR+w/CW/GY1GyQi3wINRGRutscCwPTDNQD4T4v/0LJ6S55d/iwJKUeJHTsO8fcn4onCJ0r/hg0IveVmjs2axanNmwH4aONHrI9fz+jzR1M9sLqnwzcMr8iv5rsEeBHYbP/MeozEWlTTMPB1+DKh2wQSUxOZ/cp9pKxYQfijj+AMDy9SeWH33otPpUocenYyO47t4I3Vb5weXWcY5UWegyxUdQ+wB+haMuEYZVWz0GbcW3cQbV76gLQ2Tal63XVFLsunShXCHniAQ089xZfvDCewXiBPdnky3/6/hlGWFKjNV0S6iMgKEUkSkTQRyRQRT65sYZQDl3+9H/8MYfLFx9xe963ajTdwsk51es7ewWPtRhIWWGoXJDCMIinoF26vY63ltg1rJeM7gDeKKyij7Dnx228k//QzjqE38HdQAq+sesWt8vadPMjrPZOpeQy6LjFL+RnlT4HHX6vqdsBHVTNV9QOgT/GFZZQlmUlJxE6YiH/TprR8YDS3triVmVtmsiJ2RZHKc6mLMYvHsLlJIM7u53PkzbfIOGq+3zXKl4Im3xQR8QPWiMhzIvJQIc41yrm4l14m4/BhIidNRPz8uL/d/dQJqcP4JeOLtO7bZ5s/Y9XhVTza+VHqjh6D6+RJ4l57Lf8TDaMMKWgC/Y997P1AMlAXGFhcQRllR8qq1SR89hnVbr2VwLZtAWvdt/HdxrP3xF7eXPNmocrbd2IfU1ZNoUftHgxoNAD/Ro2oNmgQx2Z+wamtW4vjFgzDK/JNviLiAzyjqqdUNVFVJ6jqCLsZwqjAXGlpHBw7Bt+aNakx/OwBj+dHns/AJgOZvnE6f8f/XbDy1MX4JeNxiINxXced7t0Qdt+9OCpV4vDkyXlO4mMYZUm+yVdVM4H6drODYZx25N13Sdu+wx5C/O+FK0dGjyQsIIwxS8aQnpn/um+zts7ir9i/eDj6YWoG1zy93bdaNWrcdx/JS5aS9PvvnrwFw/CagjY77AQWi8gYERmR9SjOwIzSLXXHDo5MfZvKfftS6aKLcjymkl8lxnQdw7aEbby34b08y/sn6R9ejHmRLpFdGNjk3y1a1QbdhF+DBhz+33NoLrOeGUZZUtDkuwOYZx9fKdvDqIDU5eLgmLFIUBARo/Oe2vGiuhdxRdQV1nprCTm3VKkq45eMR1HGdxuf42AKcTqJGPUYabt3k/DZZx65D8PwpgItI6SqE4o7EKPsOPbFF5xctYrIp5/GNyz/wQ+jzh/F0oNLGbdkHB9d8RE+Dp+z9s/eNpulB5fyxPlPUDukdq7lBF9wAcHduxP3xptUvuoqfKtVc/teDMNbTHcxo1DSDx3i8AsvEtSlC1WuvaZA54QGhDKq8yjWxa9jxqYZZ+2LTY7lhZgX6FSzEzc0uyHPckSEiFGP4UpKIv6114t8D4ZRGpjkaxTKoaeeQtPTiZyQc/NAbvo26MuFdS7ktdWvse/EPsBqbpiwdAKZmsmEbhNwSP5vR/8mTah2040kzJxJ6rZtRb4Pw/C2gs7t0L0g2wpDRHxEZLWIzLNfNxCR5SKyXURmmt4VpU/iTz9x4udfCLv/Pvzq1y/UuSLCk12etGZAW2Kt+zZ3x1wWHVjE8A7DqVupboHLCnvgARxBQRya/D/T9cwoswpa881peJG7Q46GA5uyvf4f8LKqNgYSgP+6Wb7hQZmJiRya9BT+zZtT/bbbilRGzeCajIgewfLY5UxYOoGJyybStFpTBjUfVKhyfKtVI+y+e0levJjkP/8sUiyG4W35TabeVURGAjWydzETkfGAT17n5lNuHeBKYJr9WoBewCz7kOnA1UUt3/C8wy++RMaRI0ROmoQ4nUUuZ2CTgZwXeh5fbfuKtMw0difuZl3cukKXE3rzzfjVr8+h/z2Hpuffh9gwSpv8ar5+QAhWr4jsXcwSgaJP2AqvAI8CLvt1deCYqmbYr/cDOX7tLSJ3iUiMiMTExcW5EYJRUCkxMRybOZPQwYMJbN3KrbIc4qBzzc6nX2e6Mok5FFPocsTPj/DHHiNt504SPp/pVkyG4Q35Tab+B9ay8R/aE6u7TUT6AYdVdaWIXFTY81X1HeAdgOjoaNPgV8xcqakcHDMWZ+3a1Bj2gEfKvLT+pXy+5XMyXBk4HU6iI6KLVE7IxRcR3K0rca+/TpX+/fCpWtUj8RlGSShQP1/AX0TeAaKyn6OqhVsd0dIduEpE+gIBQGVgClBVRHzt2m8d4EARyjY87Mjbb5O2axd1330XR1CQR8psF96Oab2nEXMohuiIaNqFtytSOSJC+GOj2HXNNcS98SY1i7BmnGF4S0GT75fAVKw22kx3LqiqjwOPA9g134dV9RYR+RKrKeNzrNWSv3HnOob7UrdtI/7daVTu35+Qnj08Wna78HZFTrrZBTRrStUbrifh00+pdtON+Ddq5H5whlECCtrbIUNV31LVv1R1ZdbDw7E8BowQke1YbcB5TwZgFCvNzOTgk2PwCQ4m4vFR3g4nTzWGDcMRGMih557zdiiGUWAFTb7fisi9IhIpIqFZD3cvrqq/q2o/+/lOVe2sqo1V9XpVTXW3fKPoEj77nJNr1xLx+Ch8Q93+VRcr39BQwv7v/0j+40+SFi70djiGUSBSkE7qIrIrh82qqg09H1LBRUdHa0xM4b8pN/KWfvAgO6/sR2C7dtR9b1qZWDXYlZbGzn79EaeTht/MQXwL2qJmFIWIrFTVon1TagAFrPmqaoMcHl5NvEbxUFViJ05CXS5qFnIIsTc5/PyIePQR0nbsIGGm6XpmlH4FHV4cJCJP2j0eEJEmdpcxo5w58eOPJC1YQI1hw/CrW/Ahv6VByCWXEHT++cS/+hqZx497OxzDyFNB23w/ANKAbvbrA8BTxRKR4TWZx48T+9TTBLRsSejg/3g7nEITESIeH0VmYiLxbxZu7TjDKGkFTb6NVPU5IB1AVVOAsvF51CiwQ88/T2ZCgrUKcRltMw1o3pyq113H0Rmfkrorp68qDKN0KGjyTRORQEABRKQRYHojlCPJy//i+KyvCL1tCAEtWng7HLfUGD4Mh78/h5973tuhGEauCpp8xwM/AHVFZAbwK9bcDEY54Dp1itixY3HWrUuN++/3djhu8w0LI+z/7iFpwQKSFi/2djiGkaOC9nb4CbgWuA34DIhW1d+LLyyjJMW/+RZpe/YQOWE8jsBAb4fjEdUGD8ZZty6HJ/8PzcjI/wTDKGEF7e3wLdAb+F1V56lqfPGGZZSUU1u2cOT996ly9dUEd+uW/wllhMPPj/CHHyZ12zaOzZqV/wmGUcIK2uzwAtAT2Cgis0TkOhEJKMa4jBJweghx5cqEP1b+WpEq9b6MoOho4qa8SmZiorfDMYyzFLTZ4Q9VvRdoCLwN3AAcLs7AjOKXMGMGp9avJ2L06HK5ErCIEP74KDKPHSP+raneDscwzlLgBTTt3g4DgXuATlirTRhlVPqBAxx+ZQrBF/Sk8pV9vR1OsQls2ZIq117D0U8+IW33bm+HYxinFbTN9wus9dZ6Aa9j9fv1zMzaRolTVQ5OmABA5LhxZWYIcVHVGD4ch9PJoedf8HYohnFaQWu+72El3HtUdYGquvI9wyi1Er+bT/KfCwkfPgxn7RxXaypXnOHhVL/7bpJ+/ZXkpUu9HY5hAPkvoPkogKr+iNXVLPu+Z4oxLqOYZCQkcOiZZwho3Zpqt97q7XBKTOhtQ3DWqmUtN5/p1noAhuER+dV8b8r2/PFz9vXxcCxGCTj8v+fITEwk8qlJiE+RF6Aucxz+/oQ/+gipW7Zw7KuvvB2OYeSbfCWX5zm9Nkq55CVLOD5nDtVvv52AZs28HU6Jq3T55QR27EjcK1PIPHHC2+EYFVx+yVdzeZ7Ta6MUc508ycFx43HWr0fYvf/n7XC8wpr17HEyExI48vbb3g7HqODyS75tRSRRRE4AbeznWa9bl0B8hofEvf466fv2ETlhIo6Aijs+JrBVS6oMGMDR6R+Rtnevt8MxKrA8k6+q+qhqZVWtpKq+9vOs186SCtJwz6mNGzn64XSqXDeQ4C7nezscr6vx0EPg68th0/XM8KICD7IwyibNyLCGEFerRsQjj3g7nFLBGRFO2F13cuLnn0le/pe3wzEqKJN8y7mjH33MqY0bqfnEaHyqVPF2OKVG6NCh+EZGcmjyZNP1zPCKEk++IlJXRBaIyEYR+VtEhtvbQ0XkZxHZZv8sf5MNlLC0ffuIe/VVQi6+mEp9TM/A7BwBAYQ/PJLUTZs4/vXX3g7HqIC8UfPNAEaqagugC3CfiLQARgG/qmoTrMnaR3khtnJDVYkdNx5xOKg5dky5H0JcFJX79iWwXTsOvzKFzKQkb4djVDAlnnxV9aCqrrKfn8CaM6I2MIAzk/VMB64u6djKk8S5c0lesoQaI0bgjIz0djilkogQMfpxMuPjOfL2O94Ox6hgvNrmKyJRQHtgORChqgftXbFAhLfiKusyjh7l0LOTCWzblmqDbsr/hAossE0bqgy4iqMffkja/v3eDseoQLyWfEUkBPgKeFBVz5rpWlWVXAZxiMhdIhIjIjFxcXElEGnZc+jZyWQmJ1e4IcRFZbqeGd7gleQrIk6sxDtDVWfbmw+JSKS9P5JcJmtX1XdUNVpVo2vUqFEyAZchSQsXkfjtt4TdeQf+TZp4O5wywVmzJtXv+C8nfvyRlJgYb4djVBDe6O0gWFNUblLVl7LtmgsMsZ8PAb4p6djKOldKCrHjx+PXoAHV777b2+GUKdVvvx3fmjU59MyzqMvMmGoUP2/UfLsD/wF6icga+9EXmAxcJiLbgEvt10YhxL36GukHDhA5aSIOf39vh1OmOAIDCR85glMbN3J8TgX9u793Ofw6EfaZgSclQazm1bIpOjpaY8zHRABOrl/P7htvour11xM5Yby3wymT1OVi96BBpP/zD41/+AFHcLC3Qyp+Jw7BzgWw7kvY8Yu1zTcQhsyFup1zPU1EVqpqdAlFWS75ejsAw32ans7BMWPxrV6d8IdHejucMkscDmo+/ji7bxpE/LvvEv7gg94OyfPSUmDvEtixwHoc/tva7ht45pjMNNi9MM/ka7jPJN9y4MiHH5K6eTO1X52CT6VK3g6nTAts147K/fpx9P0PqHb99WV/mSWXCw6tt5Ptb7B3GWSmgo8f1OsCl4yDRr0g/RR8fLWVeH38IKqntyMv90zyLePS9uwh/vU3CLn0Eir37u3tcMqF8JEjOPHLLxx+8UVqv/RS/ieUNscPWE0JOxbAzt8hJd7aHt4COt8JDS+G+t3AL+js84bMtWq8UT1NrbcEmORbhqkqB8eNR5xOao4Z4+1wyg1nZCTVb7+d+DffpNqttxLUoYO3Q8pbahLsWXymdhu/xdoeHA6NL7GSbcOLoHI+Ix3rdjZJtwSZ5FuGHZ/9NSnLllFz/DicEWZAoCdVv+O/HJs1i0PPPEvUFzMRRymaANCVCQfXnGm33bccXOngG2DVaNvfajUlRLQEM6dHqWWSbxmVER/PoeeeI7BjR6recIO3wyl3HEFBhI8cwT+PjeL43LlUvfpq7wZ0bK9Vq92xAHb9AScTrO01W0PXe63abb2u4Cz6KiUpq1eT8tcKgjp3Iqh9ew8FbuTGJN8y6tAzz6IpKUROnFC6amXlSOX+/Tn6yQziXnqZyr174wgKyv8kTzmVaLW/ZjUlHN1hba8UCc36nmlKCHF/lGf6gQMc/exzjr7/PrhcSEAA9T543yTgYmaSbxl04vffSZw/n7AH7se/USNvh1NuicNBxOOPs+fmmzky7T1qDHug+C6WmQH/rDqTbPevAM0EZxBE9YBOd1hNCTWaud2U4Dp1ipQVK0hetIikhYtI27nzrP2anm7VgE3yLVYm+ZYxmUnJxE6YiF/jRoTdeae3wyn3gjq0p3LfKzjy3ntUvW4gzlq1PFf40Z3ZmhIWQupxQKBWO+jxoFW7rdsZfN0braiqpO3cSdLChSQvXERKTAyamor4+RHUqRNVb7ge37AwDj45Bk1PR5xOgjp38sQdGnkwybeMiZsyhYzYWOrPmIH4+Xk7nAohfORITvzyK4dfepnaLzxf9IJOJsCuP8/Ubo/tsbZXqQstB5xpSggKdTvmzBMnSF66lOSFi0hatIiMg9ZsrX4NG1LtphsJ7tGDoOhoHIFnBlc4a9c2bb4lqNwn3+SlS0letpzADu0JbNXK2+G4JfH770n4+GMqXXYZQR3Mf46S4qxdm9Dbh3Jk6ttUu+XmgiemzHSr+SAr2f6zCtQFfiHQ4ALoer/VlFC9kdtNCepycervjSQvWkjSosWcXLMGMjNxhIQQ3LULwffcQ0iP7nkOGglq394k3RJUrud2SFm9mj23/gfK2QKJ4u9PvQ8/MP9RSpArOZntffrgrFWLqM8+O/Ml576/zgxMqNMJjmw/05SweyGkJYE4oHZHK9E2vBjqRIOP0+2YMuLjSV68mKSFi0hevJjMBKsHREDLlgT37EFIjx4Etm2LON2/1rnM3A7uK9c135S/VkDWHxcRQi6+iOAePbwaU1ElL1pE0oLfQRXNyDBfiJQwR3Aw4Q+N4ODo0SR+9x1V+ve3Eu/0/pCRaiXYwFBIsSf4rxYFbW6wkm2DCyCwqtsxaHo6KatXk7xoMUmLFpK6cRMAPtWrW8m2Z0+Cu3XDt3p1t69lFL9ynXyDOndC/PxOf4lQ/c47y2zCCjjvPJKXLDVfiHhRlQFXkTD9fQ4/O4lKqd/j2Pk9ZJyydmomBFeHXqOthBvawCPXTNu//3SvhJRly3AlJ4OvL0Ht2lHjwQcJ7tmDgPPOM90Ny6By3ewA5avjeHm6lzJBFeK3wp4lpx8p2w+z57cwwtqlUeOyRnBgpdWO6+Of7zSMBeE6eZKUv/4iadFikhcuJG33bgCctWoR3LMnIT17ENSlCz4hIR64waIzzQ7uK/fJ1zAKzJUJseutRLt3CexZemZSmpAIa+huvW7s/2AZSctW0+iH73Gm73VrMhpVJW37dqvddtFCUmJWomlpSEAAQZ07EdKjB8E9euLXIAopRUOFTfJ1X7ludjCMPGWkwj+rrUlp9iy15khItddyrVofmlxmJdz63SG04ekeCeG1+5LU90oOv/QStZ97rtBJN/P4cZKXLiVp0SKSFy4i49AhAPwaN6LazTcT3NPuBmZWIynXTPI1Ko60ZOtLsj1LYO9SqxtYVpttjebQaqCVaOt3hSp1ci3Gr04dQm+7jSPvvEPorbcS2KZNnpfVzExO/f23Nchh0WJOrl0LLheOSpUI7taN4B7dCenRA2dkPrOOGeWKaXYwyq+TCdbk4Vk124NrwJVh9Uyo2eZMoq3XFYLDClV0ZlIyO/r0wa9OHep/9um/mgTSDx8mefESkhcutLqBHT8OIgS0akVIT6spIbBNa8S3bNZ/TLOD+8rmb94wcnIi9syXY3uXwqG/AbVWZqjdEboNsxJu3c4QUNmtS/mEBBP+4HAOPjmGAyNHEjpoEJrpOj3IIXXzZuu4sDBCLr6Y4B49CO7eDd9q1Txwo0Z5YJKvUTapWsNz9yw5U7PNmvnLGWwl2ItHW222tTuCMzDv8orAr0EDEOHE/O85Mf97+9pOgtq3p8bIEYT06IF/s2amG5iRI5N8jbJBFeK22InWrtkmHrD2BVS1kmz0UKjXDSLbeGQEWX5SYlZaX8KpggiV+/en5tix+IRUgFWPDbeVquQrIn2AKYAPME1VJ3s5pNIl+1DW8r7cS2aGtfBjtj62nDxq7QupafdCsB81zgMv1C7PHcRTbdBNJvEaBVZqkq+I+ABvAJcB+4EVIjJXVTd6NzI3uTKtLk0Zp3L/mZl2zvbsz+19CXtg01yrQ7/DB1pea3V/8vW3lo8562dO27L99PE789rh4+1/IUtGKhxYdaZmu2+5NS8CWEN1m11hfTFWv9tZ3b68Kah9e+p98L4Z+GIUSalJvkBnYLuq7gQQkc+BAYBbyXfz8h9J3Pgz1Zp0oUmrzmeSWU6J7l9JMKefBU2g9k9Xhvv/Mj5Wf0/VTARQVway4StrSKu7HM5zErRf7onbJ6fEnj3h55bs/71v69qFZKz7mvBKfoSlH4T9MdaS5mDVZNvceKZmW9mDc+h62KbQKJY1rUSX0Op09HYwblq5J4FlO4/QpWF1OtY3XwwWt9KUfGsD+7K93g+c706Bm1f8QuP5N+ErLtjzLvxS+DIycZAufqThR7r4kS5O67X4kY4z27Zg0vEjzd6f7vQjzelHxunj7e3Y54qTDHFmK9c+Br/T5WeIkwx8UXFQO2k9Tyc+gZMM0vHliUpP809wS3zJwKlpODUNP03DSfrp576ajh9pODU9x2NObycNP03HmZ6GM+3MMb56Ej89fvoYp6Zb++z9fpqGA1eRfjdN7Z8aC3t9arMu8Eo2+bVmi18LTjiqwAGsx5I9wJ4iXaO4nTiVzubYE7gUHALNa1aiUkDxtzUXh6x7UQV/p4MZd3QxCbiYlabkWyAichdwF0C9evXyPDZh428IVj/mTBUW+pzPusoXko7TToBWgsueSLO2W0nQiUtKx8fyvzIac0vaaLo4NrHMdR6HMxpTWxynk7W3ODTTSuqknU7ofpqGL9kSddZ2+5iWJxbTPXMFDrH+uM13XMyCyrd67R6KKvFUBi67m7xLrddlNflmv5f0DBfLdh4xybeYlabkewCom+11HXvbWVT1HeAdsAZZ5FVgtRa9SNv5Lk61aos1r3iEizpd6smYS8zKPQncMi2VtRlNcfo6mHFT+zL7n2Pzil9InTfo9O/losuv4Z5OXb0dVqFZv5NlpGe4cPo6mFKGfyfn3kuXhmZayuJWaka4iYgvsBW4BCvprgBuVtW/czunICPcNq/4hYSNv1GtRS+al9HEm6U8tcmVl99LefqdFOZezAg395Wa5AsgIn2BV7C6mr2vqk/ndbwZXmwY3mGSr/tKU7MDqjofmO/tOAzDMIqbGfdoGIbhBSb5GoZheEGpavMtLBGJo2CdQMOA+GIOp6SYeyl9yst9QMHvpb6q1ijuYMqzMp18C0pEYsrLlwPmXkqf8nIfUL7upbQzzQ6GYRheYJKvYRiGF1SU5PuOtwPwIHMvpU95uQ8oX/dSqlWINl/DMIzSpqLUfA3DMEoVk3wNwziLiDQXkaUikioiD+dx3IcisktE1tiPdiUYZplXppKviASKyB8i4iMiQ0Rkm/0YksvxDURkuYhsF5GZIv+ee1FEokTkZLY30NRs+34RkSLPlpK9bPt1HxHZYsczKpdzbhORuGzx3JHLcQUpq76I/Coi60TkdxGpY2+vISI/lMC95Hj9HI57X0QOi8iGPK6fY0IQET8R+dOemKmo91Lk6+dw3NMisk9EkgpyfU+/5+wy3J3h5ygwDHihAMc+oqrt7McaN69bsahqmXkA9wHDgVBgp/2zmv28Wg7HfwHcZD+fCvxfDsdEARtyud4Q4Ak34j1dNtZkQTuAhoAfsBZokcM5twGv51NuQcv6EhhiP+8FfJxt3wdA92K+l1yvf85xFwAdcvs92MeEA52Ap4GHz9k3DrilKPfiieufc1wXIBJIKuj1Pfmes8vYAcyw/83FjXLG53OvHwLXuRNrRX6UqZovcAvwDXA58LOqHlXVBOBnoE/2A0VEsN58s+xN04GrC3m9ucAgdwLO5vQySaqaBmQtk1ScZbUAfrOfLzjnmDlY/57euv5pqvonVm0rV6p6WFVXAOk57J5D0e/FE9fPftwyVT1Y1FjwzHuuKfAZcD+wUURGi8jptZhE5OVste7sjxw/weTjafuTzcsi4u9m3BVKmUm+dpNBQ1XdTc5LDtU+55TqwDFVzcjjmCwNRGS13aTRM2ujndj9RcQTM0sXJOYsA+039CwRqZvD/oKWtRa41n5+DVAp273EAD1zOKcgPHF9T9qAVSstS4rtPaeqmao6T1WvxarVNwT2ikhne/9DeqapIPujsKuFPw40x/q3DwUeK2rMFVGZSb5YY86PFUO5B4F6qtoeGAF8KiKVs+0/DJTkCo7fAlGq2garRj/djbIeBi4UkdXAhViT1GetulkS95XX9T1GVTOBNBGp5Omyi0mxv+dEpIqI3I1Vk24C3A6ss/d5pOarqgfVkorVjNXZnZgrmlI1n28+TgIB9vMDwEXZ9tUBfj/n+CNAVRHxtWu/uS1LlAqk2s9XisgOrI9tWbO0B9jXdldBl0k6ku3lNOA5N8r6B7vmKSIhwEBVPWbvdue+PHF9T/MHThVT2R5V3O85EfkE6IrV5j5YVbedc/2Hilr2OdeJVNWDdhPf1VifQIwCKjM1X/vjmI+IBAA/Ar1FpJr9zW5vexsi8pGIdFZVxWpnvM4uYghWe/FZ7G/+feznDbFqCVnL1wtQE9jtgVtYATQRqweGH3ATVq3k3Hgis728CtiUbd/mQpYVJiJZv+PHgfez7W5K0f+zuH39bPfiNvsjeryq5tkeW1zsHh25NSHldHxxv+e+AJqp6qhzE28B46spIvuxauVPisj+rJq5iMzP1n48Q0TWA+uxPpk+5UbMFY+3v/ErzAN4D7jUfn47sN1+DM12zBqgjv28IfCXfcyXgL+9/Spgov18IPC3fd4qoH+2sqKBr9yIN4qzv1Xvi7VO3Q6yfaMNTASusp8/a8ezFuuPR3N7exiwpZBlXQdss4+blnX/9r6HgQeK+V5yvH4O9/IZ1kfxdKz24//a2+8B7rGf17T3JWI1P+0HKme7zotu3EuRr49VgdkDBNrHPWfvc9k/x5fke848ys7D6wEUKlirO1CO3ZXs/ZWBLz14vSnAJW6cf9Z/cjdj6QcM8+C9/UkO3fPK6L3MBpp66V5aAS958F7ces+ZR9l5lKU2X1R1lYgsEBEftb5kOXd/InC9By+5QVV/deP8TKCKiKxR1XbuBKKq89w5PzsRqYGVMBIKcVppvRc/YI6qbi3EaZ68lw1YH889xd33nFFGmIl1DMMwvKDMfOFmGIZRnpjkaxiG4QUm+ZZjIqJ2n8+s175iTdpTpDZXEdktImE5bL+qiENTC3wNN8q7TURet5/fIyKDs20vycEzhnGWMvWFm1FoyUArEQlU1ZPAZeQwGMJdqjqXHPr5ljaqOjXby9uw+jn/451ojIrO1HzLv/nAlfbzQVh9WgEQkc5iTZO4WkSWiEgze7uPiLwgIhvsOSYeyFbeAyKySkTWi0hz+/jstcsPReRVu7ydInJdtus9IiIr7DIn5Be4iIywY9ggIg9m2z7YLmOtiHxsb+sv1vShq8WaljEih/LGi8jDdkzRWIME1ojIlSIyJ9txl4nI1/n/0xpG0ZnkW/59DtxkjwxsAyzPtm8z0FOtOQbGAs/Y2+/C6gvbTq05JmZkOydeVTsAb2EN1MhJJNADqz/vZAAR6Y01kqsz0A7oKCIX5Ba0iHQEhgLnY03TeKeItBeRlsCTQC9VbYs1xSjAIqCLfS+fA4/mVraqzsIaynuL3dVsPtDc7oKHfd33czndMDzCNDuUc6q6TkSisGq988/ZXQWYLiJNAAWc9vZLgalqzwinqtmnW5xt/1zJmRnLzjVHVV1Y0xlm1UB724/V9usQrGT8Zy5l9AC+VtVkABGZjTULm2INpIk/J7Y6wEx7eLYfsCuXcv9FVdWuQd8qIh9gzYswuKDnG0ZRmORbMczFWpXgIqypNrNMAhao6jV2gv69AGWl2j8zyf39k5rtuWT7+ayqvl2wkAvtNayBI3NF5CKsicAL4wOsGeVOYSX3jHyONwy3mGaHiuF9YIKqrj9nexXOfAF3W7btPwN3i700j4iEeiCGH4HbxZrdDBGpLSLheRy/ELhaRIJEJBhrPuCFWJOzX29PppM9tuz3kuOyUuc4AZyeglKtGdj+wWrS+KDAd2UYRWSSbwWgqvtV9dUcdj0HPCvWfLvZa7HTgL3AOhFZC9zsgRh+Aj4FltozYc0iW/LL4fhVWMvU/IXVTj1NVVer6t9YS/n8Ycf2kn3KeOBLEVkJxBcgpA+BqfYXboH2thnAPlXdlPtphuEZZnixYdjsHhurVfU9b8dilH8m+RoGYNeYk4HL1Jrs3DCKlUm+hmEYXmDafA3DMLzAJF/DMAwvMMnXMAzDC0zyNQzD8AKTfA3DMLzAJF/DMAwv+H+m7aOXGWitgQAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 288x216 with 1 Axes>"
       ]
diff --git a/machine_time_waste/statuses_total_time.ipynb b/machine_time_waste/statuses_total_time.ipynb
index f0f989b4..6a4ea3bb 100644
--- a/machine_time_waste/statuses_total_time.ipynb
+++ b/machine_time_waste/statuses_total_time.ipynb
@@ -2,6 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "776f8aa3",
    "metadata": {},
    "source": [
     "# Statuses total time\n",
@@ -11,7 +12,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
+   "id": "7c77e2f1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -32,7 +34,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
+   "id": "cc6d3e6a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -53,16 +56,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 3,
+   "id": "44c77966",
    "metadata": {},
    "outputs": [],
    "source": [
-    "DIR = \"/Users/maggicl/git/bachelorThesis\""
+    "DIR = \"/home/claudio/hdd/git/bachelorThesis\""
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 4,
+   "id": "8038bdb2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -131,6 +136,7 @@
   },
   {
    "cell_type": "markdown",
+   "id": "31fdf065",
    "metadata": {},
    "source": [
     "## Graph 1: Absolute total time spent per status per \"last termination\" type"
@@ -138,7 +144,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
+   "id": "f44fef5d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -154,6 +161,7 @@
   },
   {
    "cell_type": "markdown",
+   "id": "41bcaff4",
    "metadata": {},
    "source": [
     "## Graph 2: Relative total time spent per status per \"last termination\" type\n",
@@ -163,27 +171,37 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
+   "id": "3ba51241",
    "metadata": {},
    "outputs": [],
    "source": [
     "def graph_2(df, cluster, totals):\n",
     "    df = df.copy()\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",
+    "        df.loc[df[\"Last termination\"] == to_name(i), \"time_ms\"] = 100 * 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=\"Execution phase\", multiple=\"stack\", discrete=True, legend=True)\n",
+    "    h.set_yticks([0,20,40,60,80,100])\n",
+    "    h.set_ylabel(\"Time spent [%]\") \n",
+    "    h.set_xlabel(\"Task termination\") \n",
     "    #ax.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
-    "    h.set_title((\"Cluster \" + cluster.upper()) if cluster != \"all\" else \"All clusters\" if cluster == \"all\" else \"2011 traces\")"
+    "    if cluster == \"2011\":\n",
+    "        h.set_title(\"2011 data\")\n",
+    "    elif cluster == \"all\":\n",
+    "        h.set_title(\"2019 data\")\n",
+    "    else:\n",
+    "        h.set_title((\"Cluster \" + cluster.upper()) if cluster != \"all\" else \"All clusters\" if cluster == \"all\" else \"2011 traces\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
+   "id": "8fc1b568",
    "metadata": {},
    "outputs": [
     {
@@ -206,7 +224,126 @@
       "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"
+      "15             KILL       Unknown  1.207792e+15\n",
+      "   Last termination     time_type       time_ms\n",
+      "0             EVICT         Queue  2.991028e+11\n",
+      "1             EVICT  Resubmission  1.360657e+09\n",
+      "2             EVICT       Running  2.871365e+13\n",
+      "3             EVICT       Unknown  1.428912e+13\n",
+      "4              FAIL         Queue  9.376134e+10\n",
+      "5              FAIL  Resubmission  1.225520e+02\n",
+      "6              FAIL       Running  8.338530e+12\n",
+      "7              FAIL       Unknown  1.989378e+12\n",
+      "8            FINISH         Queue  6.817208e+12\n",
+      "9            FINISH  Resubmission  1.493729e+03\n",
+      "10           FINISH       Running  8.069421e+13\n",
+      "11           FINISH       Unknown  1.006353e+14\n",
+      "12             KILL         Queue  5.397953e+13\n",
+      "13             KILL  Resubmission  1.842002e+10\n",
+      "14             KILL       Running  5.716892e+14\n",
+      "15             KILL       Unknown  2.088855e+15\n",
+      "   Last termination     time_type       time_ms\n",
+      "0             EVICT         Queue  3.158380e+11\n",
+      "1             EVICT  Resubmission  2.355575e+09\n",
+      "2             EVICT       Running  4.229815e+13\n",
+      "3             EVICT       Unknown  6.785277e+12\n",
+      "4              FAIL         Queue  2.352869e+11\n",
+      "5              FAIL  Resubmission  4.684500e+01\n",
+      "6              FAIL       Running  9.316941e+12\n",
+      "7              FAIL       Unknown  4.873943e+12\n",
+      "8            FINISH         Queue  1.172189e+13\n",
+      "9            FINISH  Resubmission  3.623451e+03\n",
+      "10           FINISH       Running  1.154498e+14\n",
+      "11           FINISH       Unknown  4.934279e+13\n",
+      "12             KILL         Queue  7.171264e+13\n",
+      "13             KILL  Resubmission  2.108520e+11\n",
+      "14             KILL       Running  6.180005e+14\n",
+      "15             KILL       Unknown  2.088457e+15\n",
+      "   Last termination     time_type       time_ms\n",
+      "0             EVICT         Queue  1.415993e+11\n",
+      "1             EVICT  Resubmission  2.835890e+08\n",
+      "2             EVICT       Running  4.303187e+13\n",
+      "3             EVICT       Unknown  7.410999e+12\n",
+      "4              FAIL         Queue  2.231462e+10\n",
+      "5              FAIL  Resubmission  1.073960e+02\n",
+      "6              FAIL       Running  1.186956e+13\n",
+      "7              FAIL       Unknown  2.829927e+12\n",
+      "8            FINISH         Queue  4.455665e+12\n",
+      "9            FINISH  Resubmission  1.577302e+03\n",
+      "10           FINISH       Running  6.516562e+13\n",
+      "11           FINISH       Unknown  7.106965e+13\n",
+      "12             KILL         Queue  7.435926e+13\n",
+      "13             KILL  Resubmission  5.556059e+11\n",
+      "14             KILL       Running  4.702722e+14\n",
+      "15             KILL       Unknown  2.040366e+15\n",
+      "   Last termination     time_type       time_ms\n",
+      "0             EVICT         Queue  1.722618e+10\n",
+      "1             EVICT  Resubmission  1.788932e+09\n",
+      "2             EVICT       Running  1.710804e+13\n",
+      "3             EVICT       Unknown  7.078678e+12\n",
+      "4              FAIL         Queue  2.895755e+09\n",
+      "5              FAIL  Resubmission  5.304400e+01\n",
+      "6              FAIL       Running  2.281806e+12\n",
+      "7              FAIL       Unknown  3.984907e+11\n",
+      "8            FINISH         Queue  7.454410e+11\n",
+      "9            FINISH  Resubmission  6.310360e+02\n",
+      "10           FINISH       Running  4.284518e+13\n",
+      "11           FINISH       Unknown  3.672368e+13\n",
+      "12             KILL         Queue  1.398332e+14\n",
+      "13             KILL  Resubmission  4.825723e+10\n",
+      "14             KILL       Running  3.049664e+14\n",
+      "15             KILL       Unknown  3.072445e+15\n",
+      "   Last termination     time_type       time_ms\n",
+      "0             EVICT         Queue  3.140594e+10\n",
+      "1             EVICT  Resubmission  1.504263e+10\n",
+      "2             EVICT       Running  5.070239e+13\n",
+      "3             EVICT       Unknown  1.602834e+13\n",
+      "4              FAIL         Queue  5.523972e+09\n",
+      "5              FAIL  Resubmission  2.352700e+01\n",
+      "6              FAIL       Running  3.889624e+12\n",
+      "7              FAIL       Unknown  1.833895e+12\n",
+      "8            FINISH         Queue  1.098116e+13\n",
+      "9            FINISH  Resubmission  6.319590e+02\n",
+      "10           FINISH       Running  9.761364e+13\n",
+      "11           FINISH       Unknown  9.603417e+13\n",
+      "12             KILL         Queue  1.129539e+14\n",
+      "13             KILL  Resubmission  1.356476e+11\n",
+      "14             KILL       Running  4.505937e+14\n",
+      "15             KILL       Unknown  2.669451e+15\n",
+      "   Last termination     time_type       time_ms\n",
+      "0             EVICT         Queue  9.528645e+10\n",
+      "1             EVICT  Resubmission  1.493116e+09\n",
+      "2             EVICT       Running  8.513084e+12\n",
+      "3             EVICT       Unknown  2.778074e+12\n",
+      "4              FAIL         Queue  2.887122e+11\n",
+      "5              FAIL  Resubmission  1.757300e+01\n",
+      "6              FAIL       Running  1.867799e+12\n",
+      "7              FAIL       Unknown  6.622832e+11\n",
+      "8            FINISH         Queue  8.337090e+11\n",
+      "9            FINISH  Resubmission  6.753141e+07\n",
+      "10           FINISH       Running  3.514254e+13\n",
+      "11           FINISH       Unknown  6.704536e+13\n",
+      "12             KILL         Queue  1.152843e+14\n",
+      "13             KILL  Resubmission  5.814544e+10\n",
+      "14             KILL       Running  2.225128e+14\n",
+      "15             KILL       Unknown  3.894626e+15\n",
+      "   Last termination     time_type       time_ms\n",
+      "0             EVICT         Queue  4.621613e+10\n",
+      "1             EVICT  Resubmission  4.511340e+02\n",
+      "2             EVICT       Running  2.786346e+13\n",
+      "3             EVICT       Unknown  9.513981e+12\n",
+      "4              FAIL         Queue  7.828423e+09\n",
+      "5              FAIL  Resubmission  1.148130e+02\n",
+      "6              FAIL       Running  3.509052e+12\n",
+      "7              FAIL       Unknown  1.212378e+12\n",
+      "8            FINISH         Queue  9.252380e+12\n",
+      "9            FINISH  Resubmission  1.675400e+02\n",
+      "10           FINISH       Running  7.635478e+13\n",
+      "11           FINISH       Unknown  5.980213e+13\n",
+      "12             KILL         Queue  1.543895e+14\n",
+      "13             KILL  Resubmission  3.419664e+09\n",
+      "14             KILL       Running  3.838571e+14\n",
+      "15             KILL       Unknown  4.039843e+15\n"
      ]
     }
    ],
@@ -214,7 +351,7 @@
     "dft = None\n",
     "tts = None\n",
     "\n",
-    "for cluster in \"a\":\n",
+    "for cluster in \"abcdefgh\":\n",
     "    df, totals = create_df(cluster)\n",
     "    \n",
     "    print(df)\n",
@@ -223,7 +360,7 @@
     "    #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",
+    "    plt.savefig('../report/figures/machine_time_waste/cluster_%s.pgf' % cluster, bbox_inches='tight')\n",
     "    \n",
     "    if dft is None:\n",
     "        dft = df\n",
@@ -236,7 +373,7 @@
     "#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",
+    "plt.savefig('../report/figures/machine_time_waste/cluster_all.pgf', bbox_inches='tight')\n",
     "\n",
     "d2011 = {'Last termination': [\"EVICT\"] * 4 + [\"FAIL\"] * 4 + [\"FINISH\"] * 4 + [\"KILL\"] * 4,\n",
     "         'time_type': [\"Queue\", \"Resubmission\", \"Running\", \"Unknown\"] * 4,\n",
@@ -245,12 +382,13 @@
     "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"
+    "plt.savefig('../report/figures/machine_time_waste/cluster_2011.pgf', bbox_inches='tight')\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 8,
+   "id": "5d112e3c",
    "metadata": {},
    "outputs": [
     {
@@ -258,22 +396,22 @@
      "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"
+      "0             EVICT         Queue  7.373993e-05\n",
+      "1             EVICT  Resubmission  8.449953e-07\n",
+      "2             EVICT       Running  9.249078e-03\n",
+      "3             EVICT       Unknown  2.484572e-03\n",
+      "4              FAIL         Queue  5.926861e-05\n",
+      "5              FAIL  Resubmission  2.058252e-14\n",
+      "6              FAIL       Running  1.785410e-03\n",
+      "7              FAIL       Unknown  6.131290e-04\n",
+      "8            FINISH         Queue  2.880144e-03\n",
+      "9            FINISH  Resubmission  3.170097e-09\n",
+      "10           FINISH       Running  2.035703e-02\n",
+      "11           FINISH       Unknown  1.867017e-02\n",
+      "12             KILL         Queue  2.945024e-02\n",
+      "13             KILL  Resubmission  4.253091e-05\n",
+      "14             KILL       Running  1.349259e-01\n",
+      "15             KILL       Unknown  7.794080e-01\n"
      ]
     }
    ],
@@ -285,6 +423,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
+   "id": "45819798",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -292,6 +431,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
+   "id": "7ebdc37c",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -299,6 +439,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
+   "id": "81f69410",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -306,9 +447,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "venv",
    "language": "python",
-   "name": "python3"
+   "name": "venv"
   },
   "language_info": {
    "codemirror_mode": {
@@ -320,7 +461,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.3"
+   "version": "3.9.5"
   }
  },
  "nbformat": 4,
diff --git a/report/Claudio_Maggioni_report.pdf b/report/Claudio_Maggioni_report.pdf
index 3210268b..921cd9d7 100644
Binary files a/report/Claudio_Maggioni_report.pdf and b/report/Claudio_Maggioni_report.pdf differ
diff --git a/report/figures/figure_7/exectime-2011.pgf b/report/figures/figure_7/exectime-2011.pgf
index 0615949d..46b819c6 100644
--- a/report/figures/figure_7/exectime-2011.pgf
+++ b/report/figures/figure_7/exectime-2011.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.521603in}%
+\pgfsys@transformshift{1.262893in}{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=1.174527in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
+\pgftext[x=1.262893in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.521603in}%
+\pgfsys@transformshift{1.732590in}{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=1.644224in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
+\pgftext[x=1.732590in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.521603in}%
+\pgfsys@transformshift{2.671983in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.583618in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
+\pgftext[x=2.671983in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.521603in}%
+\pgfsys@transformshift{3.141680in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,7 +205,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.053315in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
+\pgftext[x=3.141680in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -222,7 +222,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -230,13 +230,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Execution time}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Execution time}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.569224in}%
+\pgfsys@transformshift{0.652287in}{0.561094in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.516462in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.508332in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.105963in}%
+\pgfsys@transformshift{0.652287in}{1.006196in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.053201in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=0.953434in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.642701in}%
+\pgfsys@transformshift{0.652287in}{1.451298in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.589940in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.398536in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.179440in}%
+\pgfsys@transformshift{0.652287in}{1.896400in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.126678in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.843638in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -353,7 +353,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.716178in}%
+\pgfsys@transformshift{0.652287in}{2.341501in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -361,7 +361,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.663417in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.288740in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -370,7 +395,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -378,17 +403,17 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.650548in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.699500in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.727088in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.781794in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.881887in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{1.127220in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{1.205564in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.628533in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.669128in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.692006in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.737372in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.820376in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{1.023823in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{1.088792in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -412,36 +437,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.650548in}%
+\pgfsys@transformshift{0.793196in}{0.628533in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.699500in}%
+\pgfsys@transformshift{1.262893in}{0.669128in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.727088in}%
+\pgfsys@transformshift{1.732590in}{0.692006in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.781794in}%
+\pgfsys@transformshift{2.202287in}{0.737372in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.881887in}%
+\pgfsys@transformshift{2.671983in}{0.820376in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{1.127220in}%
+\pgfsys@transformshift{3.141680in}{1.023823in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{1.205564in}%
+\pgfsys@transformshift{3.611377in}{1.088792in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -449,17 +474,17 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.683649in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{1.559324in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.727088in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.675509in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.777666in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.648938in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{2.314526in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{1.382156in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.692006in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.649233in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.733949in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.627198in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.606981in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -483,36 +508,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.683649in}%
+\pgfsys@transformshift{0.793196in}{2.314526in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{1.559324in}%
+\pgfsys@transformshift{1.262893in}{1.382156in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.727088in}%
+\pgfsys@transformshift{1.732590in}{0.692006in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.675509in}%
+\pgfsys@transformshift{2.202287in}{0.649233in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.777666in}%
+\pgfsys@transformshift{2.671983in}{0.733949in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.648938in}%
+\pgfsys@transformshift{3.141680in}{0.627198in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.606981in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -520,17 +545,17 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.867412in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{1.116385in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{1.095438in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{1.020935in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{1.038219in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{1.127220in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.505910in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.808373in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{1.014838in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.997468in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.935685in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.950018in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{1.023823in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.167132in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -554,36 +579,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.867412in}%
+\pgfsys@transformshift{0.793196in}{0.808373in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{1.116385in}%
+\pgfsys@transformshift{1.262893in}{1.014838in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.732590in}{0.997468in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{1.020935in}%
+\pgfsys@transformshift{2.202287in}{0.935685in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{1.038219in}%
+\pgfsys@transformshift{2.671983in}{0.950018in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{1.127220in}%
+\pgfsys@transformshift{3.141680in}{1.023823in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.505910in}%
+\pgfsys@transformshift{3.611377in}{2.167132in}%
 \pgfsys@useobject{currentmarker}{}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
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@@ -591,17 +616,17 @@
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-\pgfpathlineto{\pgfqpoint{3.053315in}{2.057212in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
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+\pgfpathlineto{\pgfqpoint{3.141680in}{1.795040in}}%
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 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
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 \pgfusepath{clip}%
 \pgfsetbuttcap%
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@@ -625,31 +650,31 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.758980in}%
+\pgfsys@transformshift{0.793196in}{0.718453in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.262893in}{1.403762in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{2.410974in}%
+\pgfsys@transformshift{1.732590in}{2.088404in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{2.147596in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{2.262817in}%
+\pgfsys@transformshift{2.671983in}{1.965542in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.141680in}{1.795040in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.611377in}{0.606981in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -660,8 +685,8 @@
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-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
@@ -671,8 +696,8 @@
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-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
@@ -682,8 +707,8 @@
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
@@ -693,15 +718,15 @@
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-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
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-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2011 data}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2011 data}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -714,15 +739,15 @@
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-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -733,8 +758,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -760,7 +785,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -768,7 +793,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -777,8 +802,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -804,7 +829,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -812,7 +837,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -821,8 +846,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -848,7 +873,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -856,7 +881,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -865,8 +890,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -892,7 +917,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -900,7 +925,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_7/exectime-a.pgf b/report/figures/figure_7/exectime-a.pgf
index 43411e05..01afe074 100644
--- a/report/figures/figure_7/exectime-a.pgf
+++ b/report/figures/figure_7/exectime-a.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.521603in}%
+\pgfsys@transformshift{1.262893in}{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=1.174527in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
+\pgftext[x=1.262893in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.521603in}%
+\pgfsys@transformshift{1.732590in}{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=1.644224in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
+\pgftext[x=1.732590in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.521603in}%
+\pgfsys@transformshift{2.671983in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.583618in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
+\pgftext[x=2.671983in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.521603in}%
+\pgfsys@transformshift{3.141680in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,7 +205,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.053315in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
+\pgftext[x=3.141680in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -222,7 +222,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -230,13 +230,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Execution time}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Execution time}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624394in}%
+\pgfsys@transformshift{0.652287in}{0.623210in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.571632in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.570449in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.062112in}%
+\pgfsys@transformshift{0.652287in}{1.055889in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.009351in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=1.003127in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.499831in}%
+\pgfsys@transformshift{0.652287in}{1.488568in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.447069in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.435806in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.937549in}%
+\pgfsys@transformshift{0.652287in}{1.921246in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.884788in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.868485in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -353,7 +353,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.375268in}%
+\pgfsys@transformshift{0.652287in}{2.353925in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -361,7 +361,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.322506in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.301163in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -370,7 +395,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -378,17 +403,17 @@
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.624651in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.625706in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.629046in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.639485in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.664756in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.807520in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.623372in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.623464in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.624507in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.627809in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.638128in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.663108in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.804227in}}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
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@@ -412,36 +437,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
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+\pgfsys@transformshift{0.793196in}{0.623372in}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.262893in}{0.623464in}%
 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
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+\pgfsys@transformshift{1.732590in}{0.624507in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.629046in}%
+\pgfsys@transformshift{2.202287in}{0.627809in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.639485in}%
+\pgfsys@transformshift{2.671983in}{0.638128in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.141680in}{0.663108in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.611377in}{0.804227in}%
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@@ -449,17 +474,17 @@
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.642240in}}%
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-\pgfpathlineto{\pgfqpoint{3.523012in}{0.661246in}}%
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 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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@@ -483,36 +508,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.642240in}%
+\pgfsys@transformshift{0.793196in}{0.640851in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.262893in}{0.695033in}%
 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
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 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{0.625715in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.141680in}{0.630075in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.611377in}{0.659638in}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -520,17 +545,17 @@
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{1.165107in}}%
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-\pgfpathlineto{\pgfqpoint{3.523012in}{1.151088in}}%
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+\pgfpathlineto{\pgfqpoint{2.671983in}{1.369460in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.704296in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{1.143840in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
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@@ -554,36 +579,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.165107in}%
+\pgfsys@transformshift{0.793196in}{1.157698in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.262893in}{1.914891in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.732590in}{2.040517in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{1.601296in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{1.379336in}%
+\pgfsys@transformshift{2.671983in}{1.369460in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.706424in}%
+\pgfsys@transformshift{3.141680in}{0.704296in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{1.151088in}%
+\pgfsys@transformshift{3.611377in}{1.143840in}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
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@@ -591,17 +616,17 @@
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-\pgfpathlineto{\pgfqpoint{3.523012in}{2.065296in}}%
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 \begin{pgfscope}%
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 \pgfusepath{clip}%
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@@ -625,31 +650,31 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.234525in}%
+\pgfsys@transformshift{0.793196in}{2.214803in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.732590in}{1.362439in}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{1.801415in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.671983in}{1.979776in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.141680in}{2.658755in}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.611377in}{2.047522in}%
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@@ -660,8 +685,8 @@
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-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
@@ -671,8 +696,8 @@
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-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
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 \begin{pgfscope}%
@@ -682,8 +707,8 @@
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 \begin{pgfscope}%
@@ -693,15 +718,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
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-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
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-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster A}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -714,15 +739,15 @@
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-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
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+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
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+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
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 \end{pgfscope}%
@@ -733,8 +758,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
@@ -760,7 +785,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -768,7 +793,7 @@
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-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -777,8 +802,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
@@ -804,7 +829,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
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 \end{pgfscope}%
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@@ -812,7 +837,7 @@
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-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
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@@ -821,8 +846,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -848,7 +873,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -856,7 +881,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -865,8 +890,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -892,7 +917,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -900,7 +925,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_7/exectime-all.pgf b/report/figures/figure_7/exectime-all.pgf
index bfc383f5..1de3398e 100644
--- a/report/figures/figure_7/exectime-all.pgf
+++ b/report/figures/figure_7/exectime-all.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.521603in}%
+\pgfsys@transformshift{1.262893in}{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=1.174527in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
+\pgftext[x=1.262893in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.521603in}%
+\pgfsys@transformshift{1.732590in}{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=1.644224in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
+\pgftext[x=1.732590in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.521603in}%
+\pgfsys@transformshift{2.671983in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.583618in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
+\pgftext[x=2.671983in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.521603in}%
+\pgfsys@transformshift{3.141680in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,7 +205,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.053315in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
+\pgftext[x=3.141680in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -222,7 +222,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -230,13 +230,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Execution time}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Execution time}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624430in}%
+\pgfsys@transformshift{0.652287in}{0.624335in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.571668in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.571574in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.057281in}%
+\pgfsys@transformshift{0.652287in}{1.056789in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.004520in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=1.004027in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.490133in}%
+\pgfsys@transformshift{0.652287in}{1.489242in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.437372in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.436481in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.922985in}%
+\pgfsys@transformshift{0.652287in}{1.921696in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.870223in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.868935in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -353,7 +353,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.355837in}%
+\pgfsys@transformshift{0.652287in}{2.354150in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -361,7 +361,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.303075in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.301388in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -370,7 +395,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
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 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -378,17 +403,17 @@
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 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.624669in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.624967in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.625924in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.627039in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.646572in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.685943in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.624463in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.624575in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.624872in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.625828in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.626942in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.646457in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.685791in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -412,36 +437,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624558in}%
+\pgfsys@transformshift{0.793196in}{0.624463in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.624669in}%
+\pgfsys@transformshift{1.262893in}{0.624575in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.624967in}%
+\pgfsys@transformshift{1.732590in}{0.624872in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.625924in}%
+\pgfsys@transformshift{2.202287in}{0.625828in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.627039in}%
+\pgfsys@transformshift{2.671983in}{0.626942in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.646572in}%
+\pgfsys@transformshift{3.141680in}{0.646457in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.685943in}%
+\pgfsys@transformshift{3.611377in}{0.685791in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
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@@ -449,17 +474,17 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.628505in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.633030in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.666067in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.636450in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.635125in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.628430in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.652934in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.628407in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.632928in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.665935in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.636345in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.635020in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.628332in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.652813in}}%
 \pgfusepath{stroke}%
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 \begin{pgfscope}%
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 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -483,36 +508,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.628505in}%
+\pgfsys@transformshift{0.793196in}{0.628407in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.633030in}%
+\pgfsys@transformshift{1.262893in}{0.632928in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.732590in}{0.665935in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.636450in}%
+\pgfsys@transformshift{2.202287in}{0.636345in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.671983in}{0.635020in}%
 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
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+\pgfsys@transformshift{3.141680in}{0.628332in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.652934in}%
+\pgfsys@transformshift{3.611377in}{0.652813in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -520,17 +545,17 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{1.774329in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{1.878656in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{1.312446in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{1.030599in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.986835in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.703325in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.928110in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.773176in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{1.877408in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{1.311719in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.030131in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.986407in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.703158in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.927736in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -554,36 +579,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.774329in}%
+\pgfsys@transformshift{0.793196in}{1.773176in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{1.878656in}%
+\pgfsys@transformshift{1.262893in}{1.877408in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{1.312446in}%
+\pgfsys@transformshift{1.732590in}{1.311719in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{1.030599in}%
+\pgfsys@transformshift{2.202287in}{1.030131in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.986835in}%
+\pgfsys@transformshift{2.671983in}{0.986407in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.703325in}%
+\pgfsys@transformshift{3.141680in}{0.703158in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.928110in}%
+\pgfsys@transformshift{3.611377in}{0.927736in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -591,17 +616,17 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{1.629009in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{1.525424in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{2.058343in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{2.368796in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{2.412874in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{2.683649in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.394628in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.627991in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{1.524501in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{2.056929in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{2.367097in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{2.411134in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{2.681660in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.392906in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -625,31 +650,31 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.629009in}%
+\pgfsys@transformshift{0.793196in}{1.627991in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{1.525424in}%
+\pgfsys@transformshift{1.262893in}{1.524501in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{2.058343in}%
+\pgfsys@transformshift{1.732590in}{2.056929in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{2.368796in}%
+\pgfsys@transformshift{2.202287in}{2.367097in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{2.412874in}%
+\pgfsys@transformshift{2.671983in}{2.411134in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{2.683649in}%
+\pgfsys@transformshift{3.141680in}{2.681660in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.394628in}%
+\pgfsys@transformshift{3.611377in}{2.392906in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -660,8 +685,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -671,8 +696,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -682,8 +707,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -693,15 +718,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2019 data}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2019 data}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -714,15 +739,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.761143in}{1.860063in}}%
-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -733,8 +758,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -760,7 +785,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -768,7 +793,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -777,8 +802,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -804,7 +829,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -812,7 +837,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -821,8 +846,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -848,7 +873,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -856,7 +881,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -865,8 +890,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -892,7 +917,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -900,7 +925,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_7/exectime-b.pgf b/report/figures/figure_7/exectime-b.pgf
index ccef3a4f..0587a042 100644
--- a/report/figures/figure_7/exectime-b.pgf
+++ b/report/figures/figure_7/exectime-b.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.521603in}%
+\pgfsys@transformshift{1.262893in}{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=1.174527in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
+\pgftext[x=1.262893in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.521603in}%
+\pgfsys@transformshift{1.732590in}{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=1.644224in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
+\pgftext[x=1.732590in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.521603in}%
+\pgfsys@transformshift{2.671983in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.583618in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
+\pgftext[x=2.671983in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.521603in}%
+\pgfsys@transformshift{3.141680in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,7 +205,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.053315in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
+\pgftext[x=3.141680in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -222,7 +222,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -230,13 +230,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Execution time}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Execution time}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624159in}%
+\pgfsys@transformshift{0.652287in}{0.622619in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.571397in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.569857in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.063555in}%
+\pgfsys@transformshift{0.652287in}{1.055415in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.010793in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=1.002654in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.502951in}%
+\pgfsys@transformshift{0.652287in}{1.488212in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.450190in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.435451in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.942347in}%
+\pgfsys@transformshift{0.652287in}{1.921009in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.889586in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.868248in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -353,7 +353,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.381744in}%
+\pgfsys@transformshift{0.652287in}{2.353806in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -361,7 +361,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.328982in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.301045in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -370,7 +395,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -378,17 +403,17 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624573in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.624720in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.625910in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.627465in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.627400in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.661939in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.699090in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.623027in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.623171in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.624344in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.625875in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.625811in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.659831in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.696425in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -412,36 +437,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624573in}%
+\pgfsys@transformshift{0.793196in}{0.623027in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.624720in}%
+\pgfsys@transformshift{1.262893in}{0.623171in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.625910in}%
+\pgfsys@transformshift{1.732590in}{0.624344in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.627465in}%
+\pgfsys@transformshift{2.202287in}{0.625875in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.627400in}%
+\pgfsys@transformshift{2.671983in}{0.625811in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.661939in}%
+\pgfsys@transformshift{3.141680in}{0.659831in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.699090in}%
+\pgfsys@transformshift{3.611377in}{0.696425in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -449,17 +474,17 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.624971in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.646955in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.636345in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.644505in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.638251in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.633033in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.623012in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.623419in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.645073in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.634622in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.642659in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.636499in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.631360in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -483,36 +508,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624558in}%
+\pgfsys@transformshift{0.793196in}{0.623012in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.624971in}%
+\pgfsys@transformshift{1.262893in}{0.623419in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.646955in}%
+\pgfsys@transformshift{1.732590in}{0.645073in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.636345in}%
+\pgfsys@transformshift{2.202287in}{0.634622in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.644505in}%
+\pgfsys@transformshift{2.671983in}{0.642659in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.638251in}%
+\pgfsys@transformshift{3.141680in}{0.636499in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.633033in}%
+\pgfsys@transformshift{3.611377in}{0.631360in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -520,17 +545,17 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{1.988112in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{2.139035in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{1.546330in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{1.016463in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{1.055952in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.709778in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.892642in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.966087in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{2.114743in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{1.530940in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.009031in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{1.047927in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.706951in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.887069in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -554,36 +579,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.988112in}%
+\pgfsys@transformshift{0.793196in}{1.966087in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{2.139035in}%
+\pgfsys@transformshift{1.262893in}{2.114743in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{1.546330in}%
+\pgfsys@transformshift{1.732590in}{1.530940in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{1.016463in}%
+\pgfsys@transformshift{2.202287in}{1.009031in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{1.055952in}%
+\pgfsys@transformshift{2.671983in}{1.047927in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.709778in}%
+\pgfsys@transformshift{3.141680in}{0.706951in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.892642in}%
+\pgfsys@transformshift{3.611377in}{0.887069in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -591,17 +616,17 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{1.451574in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{1.304889in}}%
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-\pgfpathlineto{\pgfqpoint{2.113921in}{2.413342in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{2.365759in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{2.683649in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.468017in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.437607in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{1.293125in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{1.854102in}}%
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+\pgfpathlineto{\pgfqpoint{3.141680in}{2.651177in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.438784in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -625,31 +650,31 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.451574in}%
+\pgfsys@transformshift{0.793196in}{1.437607in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{1.304889in}%
+\pgfsys@transformshift{1.262893in}{1.293125in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{1.874420in}%
+\pgfsys@transformshift{1.732590in}{1.854102in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{2.413342in}%
+\pgfsys@transformshift{2.202287in}{2.384930in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{2.365759in}%
+\pgfsys@transformshift{2.671983in}{2.338062in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{2.683649in}%
+\pgfsys@transformshift{3.141680in}{2.651177in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.468017in}%
+\pgfsys@transformshift{3.611377in}{2.438784in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -660,8 +685,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -671,8 +696,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -682,8 +707,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -693,15 +718,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster B}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster B}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -714,15 +739,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.761143in}{1.860063in}}%
-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -733,8 +758,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -760,7 +785,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -768,7 +793,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -777,8 +802,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -804,7 +829,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -812,7 +837,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -821,8 +846,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -848,7 +873,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -856,7 +881,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -865,8 +890,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -892,7 +917,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -900,7 +925,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_7/exectime-c.pgf b/report/figures/figure_7/exectime-c.pgf
index 34def4c2..a9412d6e 100644
--- a/report/figures/figure_7/exectime-c.pgf
+++ b/report/figures/figure_7/exectime-c.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.521603in}%
+\pgfsys@transformshift{1.262893in}{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=1.174527in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
+\pgftext[x=1.262893in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.521603in}%
+\pgfsys@transformshift{1.732590in}{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=1.644224in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
+\pgftext[x=1.732590in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.521603in}%
+\pgfsys@transformshift{2.671983in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.583618in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
+\pgftext[x=2.671983in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.521603in}%
+\pgfsys@transformshift{3.141680in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,7 +205,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.053315in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
+\pgftext[x=3.141680in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -222,7 +222,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -230,13 +230,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Execution time}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Execution time}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624497in}%
+\pgfsys@transformshift{0.652287in}{0.621984in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.571736in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.569222in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.068261in}%
+\pgfsys@transformshift{0.652287in}{1.054908in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.015500in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=1.002146in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.512025in}%
+\pgfsys@transformshift{0.652287in}{1.487832in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.459264in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.435070in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.955789in}%
+\pgfsys@transformshift{0.652287in}{1.920756in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.903028in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.867994in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -353,7 +353,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.399553in}%
+\pgfsys@transformshift{0.652287in}{2.353679in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -361,7 +361,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.346792in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.300918in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -370,7 +395,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -378,17 +403,17 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.624712in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.624859in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.625425in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.626659in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.636487in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.715491in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.622043in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.622193in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.622336in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.622889in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.624092in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.633681in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.710755in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -412,36 +437,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624558in}%
+\pgfsys@transformshift{0.793196in}{0.622043in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.624712in}%
+\pgfsys@transformshift{1.262893in}{0.622193in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.624859in}%
+\pgfsys@transformshift{1.732590in}{0.622336in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.625425in}%
+\pgfsys@transformshift{2.202287in}{0.622889in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.626659in}%
+\pgfsys@transformshift{2.671983in}{0.624092in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.636487in}%
+\pgfsys@transformshift{3.141680in}{0.633681in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.715491in}%
+\pgfsys@transformshift{3.611377in}{0.710755in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -449,17 +474,17 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.625321in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.625710in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.626227in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.630266in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.633781in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.627601in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.687698in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.622787in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.623167in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.623671in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.627612in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.631041in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.625011in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.683641in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -483,36 +508,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.625321in}%
+\pgfsys@transformshift{0.793196in}{0.622787in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.625710in}%
+\pgfsys@transformshift{1.262893in}{0.623167in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.626227in}%
+\pgfsys@transformshift{1.732590in}{0.623671in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.630266in}%
+\pgfsys@transformshift{2.202287in}{0.627612in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.633781in}%
+\pgfsys@transformshift{2.671983in}{0.631041in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.627601in}%
+\pgfsys@transformshift{3.141680in}{0.625011in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.687698in}%
+\pgfsys@transformshift{3.611377in}{0.683641in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -520,17 +545,17 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{1.982840in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{2.128855in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{1.478806in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{1.086476in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{1.060745in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.769071in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.984467in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.947146in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{2.089593in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{1.455424in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.072677in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{1.047575in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.763026in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.973160in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -554,36 +579,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.982840in}%
+\pgfsys@transformshift{0.793196in}{1.947146in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.262893in}{2.089593in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.732590in}{1.455424in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{1.086476in}%
+\pgfsys@transformshift{2.202287in}{1.072677in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{1.060745in}%
+\pgfsys@transformshift{2.671983in}{1.047575in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.769071in}%
+\pgfsys@transformshift{3.141680in}{0.763026in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.984467in}%
+\pgfsys@transformshift{3.611377in}{0.973160in}%
 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
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@@ -591,17 +616,17 @@
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-\pgfpathlineto{\pgfqpoint{3.523012in}{2.328276in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.457748in}}%
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+\pgfpathlineto{\pgfqpoint{3.141680in}{2.630835in}}%
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 \begin{pgfscope}%
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 \pgfusepath{clip}%
 \pgfsetbuttcap%
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@@ -625,31 +650,31 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.481189in}%
+\pgfsys@transformshift{0.793196in}{1.457748in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.262893in}{1.317281in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.732590in}{1.950942in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{2.329322in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{2.395604in}%
+\pgfsys@transformshift{2.671983in}{2.349827in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.141680in}{2.630835in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.611377in}{2.284143in}%
 \pgfsys@useobject{currentmarker}{}%
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 \end{pgfscope}%
@@ -660,8 +685,8 @@
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-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
@@ -671,8 +696,8 @@
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
@@ -682,8 +707,8 @@
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 \begin{pgfscope}%
@@ -693,15 +718,15 @@
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
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 \pgfsetstrokecolor{textcolor}%
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-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster C}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster C}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -714,15 +739,15 @@
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-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
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-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -733,8 +758,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -760,7 +785,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -768,7 +793,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -777,8 +802,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -804,7 +829,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -812,7 +837,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -821,8 +846,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -848,7 +873,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -856,7 +881,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -865,8 +890,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -892,7 +917,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -900,7 +925,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_7/exectime-f.pgf b/report/figures/figure_7/exectime-f.pgf
index 0cfeac92..fcab90de 100644
--- a/report/figures/figure_7/exectime-f.pgf
+++ b/report/figures/figure_7/exectime-f.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.521603in}%
+\pgfsys@transformshift{1.262893in}{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=1.174527in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
+\pgftext[x=1.262893in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.521603in}%
+\pgfsys@transformshift{1.732590in}{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=1.644224in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
+\pgftext[x=1.732590in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.521603in}%
+\pgfsys@transformshift{2.671983in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.583618in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
+\pgftext[x=2.671983in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.521603in}%
+\pgfsys@transformshift{3.141680in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,7 +205,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.053315in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
+\pgftext[x=3.141680in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -222,7 +222,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -230,13 +230,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Execution time}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Execution time}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624454in}%
+\pgfsys@transformshift{0.652287in}{0.621047in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.571692in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.568285in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.072403in}%
+\pgfsys@transformshift{0.652287in}{1.054158in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.019641in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=1.001397in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.520352in}%
+\pgfsys@transformshift{0.652287in}{1.487269in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.467591in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.434508in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.968301in}%
+\pgfsys@transformshift{0.652287in}{1.920381in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.915540in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.867619in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -353,7 +353,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.416250in}%
+\pgfsys@transformshift{0.652287in}{2.353492in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -361,7 +361,32 @@
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 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.363489in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.300731in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -370,7 +395,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -378,17 +403,17 @@
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.624591in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.625086in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.625364in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.625495in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.701649in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.710069in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.621148in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.621180in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.621658in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.621927in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.622054in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.695685in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.703826in}}%
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 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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 \pgfsetbuttcap%
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@@ -412,36 +437,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
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+\pgfsys@transformshift{0.793196in}{0.621148in}%
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 \begin{pgfscope}%
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+\pgfsys@transformshift{1.262893in}{0.621180in}%
 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
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 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{0.621927in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.671983in}{0.622054in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.141680in}{0.695685in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.611377in}{0.703826in}%
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 \pgfsetrectcap%
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@@ -449,17 +474,17 @@
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 \begin{pgfscope}%
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@@ -483,36 +508,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.629722in}%
+\pgfsys@transformshift{0.793196in}{0.626141in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.262893in}{0.626683in}%
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 \begin{pgfscope}%
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 \begin{pgfscope}%
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 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
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 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.141680in}{0.621480in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.611377in}{0.646980in}%
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 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -520,17 +545,17 @@
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-\pgfpathlineto{\pgfqpoint{3.523012in}{0.843411in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.960431in}}%
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+\pgfpathlineto{\pgfqpoint{2.671983in}{0.890185in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.720545in}}%
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 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
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@@ -554,36 +579,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.009723in}%
+\pgfsys@transformshift{0.793196in}{1.960431in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.262893in}{1.320813in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.732590in}{1.113318in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{0.909208in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.671983in}{0.890185in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.727360in}%
+\pgfsys@transformshift{3.141680in}{0.720545in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.843411in}%
+\pgfsys@transformshift{3.611377in}{0.832752in}%
 \pgfsys@useobject{currentmarker}{}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
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@@ -591,17 +616,17 @@
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-\pgfpathlineto{\pgfqpoint{3.523012in}{2.532702in}}%
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+\pgfpathlineto{\pgfqpoint{3.141680in}{2.612033in}}%
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 \begin{pgfscope}%
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 \pgfusepath{clip}%
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@@ -625,31 +650,31 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
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+\pgfsys@transformshift{0.793196in}{1.427053in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.732590in}{2.272074in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{2.492506in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.671983in}{2.508462in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.141680in}{2.612033in}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.611377in}{2.466086in}%
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 \end{pgfscope}%
@@ -660,8 +685,8 @@
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-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
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 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -671,8 +696,8 @@
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 \begin{pgfscope}%
@@ -682,8 +707,8 @@
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
@@ -693,15 +718,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
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-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
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-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster F}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster F}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -714,15 +739,15 @@
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-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
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+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
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+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
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 \end{pgfscope}%
@@ -733,8 +758,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
@@ -760,7 +785,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -768,7 +793,7 @@
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 \pgfsetstrokecolor{textcolor}%
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-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -777,8 +802,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
@@ -804,7 +829,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
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@@ -812,7 +837,7 @@
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-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
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 \end{pgfscope}%
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@@ -821,8 +846,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -848,7 +873,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -856,7 +881,7 @@
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 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -865,8 +890,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -892,7 +917,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -900,7 +925,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_7/nexec-2011.pgf b/report/figures/figure_7/nexec-2011.pgf
index 840b8f6d..f185c2dd 100644
--- a/report/figures/figure_7/nexec-2011.pgf
+++ b/report/figures/figure_7/nexec-2011.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{3.916116in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{3.916116in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{3.916116in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.107428in}{0.521603in}%
+\pgfsys@transformshift{1.195793in}{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=1.107428in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-3}%
+\pgftext[x=1.195793in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-3}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.510025in}{0.521603in}%
+\pgfsys@transformshift{1.598390in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -130,7 +130,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.510025in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-5}%
+\pgftext[x=1.598390in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-5}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.912623in}{0.521603in}%
+\pgfsys@transformshift{2.000988in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.912623in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 6-7}%
+\pgftext[x=2.000988in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 6-7}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.315220in}{0.521603in}%
+\pgfsys@transformshift{2.403585in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
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-\pgftext[x=2.315220in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 8-9}%
+\pgftext[x=2.403585in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 8-9}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.717817in}{0.521603in}%
+\pgfsys@transformshift{2.806183in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,7 +205,7 @@
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-\pgftext[x=2.717817in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-11}%
+\pgftext[x=2.806183in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-11}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -222,7 +222,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.120415in}{0.521603in}%
+\pgfsys@transformshift{3.208780in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -230,7 +230,7 @@
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-\pgftext[x=3.120415in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 12-13}%
+\pgftext[x=3.208780in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 12-13}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -247,7 +247,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -255,13 +255,13 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=14}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=14}%
 \end{pgfscope}%
 \begin{pgfscope}%
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-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine concurrency}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine concurrency}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.799367in}%
+\pgfsys@transformshift{0.652287in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
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@@ -286,7 +286,7 @@
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-\pgftext[x=0.289968in, y=0.746606in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10}%
+\pgftext[x=0.466699in, y=0.468842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.218096in}%
+\pgfsys@transformshift{0.652287in}{0.974603in}%
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 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
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-\pgftext[x=0.289968in, y=1.165335in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=0.921842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.636826in}%
+\pgfsys@transformshift{0.652287in}{1.427603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,7 @@
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-\pgftext[x=0.289968in, y=1.584064in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 30}%
+\pgftext[x=0.378334in, y=1.374842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -353,7 +353,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.055555in}%
+\pgfsys@transformshift{0.652287in}{1.880603in}%
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 \end{pgfscope}%
 \end{pgfscope}%
@@ -361,7 +361,7 @@
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-\pgftext[x=0.289968in, y=2.002793in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.827842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -378,7 +378,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.474284in}%
+\pgfsys@transformshift{0.652287in}{2.333603in}%
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@@ -386,7 +386,32 @@
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-\pgftext[x=0.289968in, y=2.421523in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 50}%
+\pgftext[x=0.378334in, y=2.280842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\end{pgfscope}%
+\begin{pgfscope}%
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+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
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 \begin{pgfscope}%
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@@ -395,7 +420,7 @@
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@@ -403,18 +428,18 @@
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-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.520868in}}%
+\pgfpathlineto{\pgfqpoint{1.195793in}{0.970118in}}%
+\pgfpathlineto{\pgfqpoint{1.598390in}{0.748103in}}%
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+\pgfpathlineto{\pgfqpoint{2.403585in}{0.699250in}}%
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+\pgfpathlineto{\pgfqpoint{3.208780in}{0.656158in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.653545in}}%
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 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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 \pgfusepath{clip}%
 \pgfsetbuttcap%
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@@ -438,40 +463,40 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.227973in}%
+\pgfsys@transformshift{0.793196in}{1.520868in}%
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 \begin{pgfscope}%
-\pgfsys@transformshift{1.510025in}{0.799367in}%
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 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
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 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.120415in}{0.629388in}%
+\pgfsys@transformshift{3.208780in}{0.656158in}%
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@@ -514,40 +539,40 @@
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 \begin{pgfscope}%
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@@ -555,18 +580,18 @@
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 \pgfsetroundjoin%
@@ -590,40 +615,40 @@
 \pgfusepath{stroke,fill}%
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+\pgfsys@transformshift{0.793196in}{1.121162in}%
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 \begin{pgfscope}%
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 \begin{pgfscope}%
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+\pgfsys@transformshift{1.598390in}{0.929303in}%
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 \begin{pgfscope}%
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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{2.806183in}{0.947692in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.611377in}{0.983399in}%
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 \pgfusepath{clip}%
 \pgfsetrectcap%
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@@ -631,18 +656,18 @@
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+\pgfpathlineto{\pgfqpoint{3.611377in}{1.621118in}}%
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 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
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@@ -666,35 +691,35 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.119572in}%
+\pgfsys@transformshift{0.793196in}{0.921309in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.195793in}{1.530762in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.598390in}{1.767353in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.912623in}{2.550417in}%
+\pgfsys@transformshift{2.000988in}{1.695285in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.315220in}{2.474284in}%
+\pgfsys@transformshift{2.403585in}{1.654103in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.717817in}{2.453555in}%
+\pgfsys@transformshift{2.806183in}{1.642890in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.120415in}{2.412097in}%
+\pgfsys@transformshift{3.208780in}{1.620465in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.413304in}%
+\pgfsys@transformshift{3.611377in}{1.621118in}%
 \pgfsys@useobject{currentmarker}{}%
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 \end{pgfscope}%
@@ -705,8 +730,8 @@
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-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
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 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -716,8 +741,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -727,8 +752,8 @@
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-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
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+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -738,15 +763,15 @@
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-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
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 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
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-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2011 data}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2011 data}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -759,15 +784,15 @@
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-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
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-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
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-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{2.752314in}{1.860063in}}%
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+\pgfpathlineto{\pgfqpoint{3.682842in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.682842in}{2.717159in}}{\pgfqpoint{3.655064in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{2.752314in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{2.724536in}{2.717159in}}{\pgfqpoint{2.724536in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{2.724536in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{2.724536in}{1.860063in}}{\pgfqpoint{2.752314in}{1.860063in}}%
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 \end{pgfscope}%
@@ -778,8 +803,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{2.780091in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{3.057869in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -805,7 +830,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{2.918980in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -813,7 +838,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=3.168980in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -822,8 +847,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{2.780091in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{3.057869in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -849,7 +874,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{2.918980in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -857,7 +882,7 @@
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 \pgfsetstrokecolor{textcolor}%
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-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=3.168980in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -866,8 +891,8 @@
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 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{2.780091in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{3.057869in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -893,7 +918,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{2.918980in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -901,7 +926,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=3.168980in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -910,8 +935,8 @@
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 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{2.780091in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{3.057869in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -937,7 +962,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{2.918980in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -945,7 +970,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=3.168980in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_7/nexec-a.pgf b/report/figures/figure_7/nexec-a.pgf
index 17c65975..377c1a15 100644
--- a/report/figures/figure_7/nexec-a.pgf
+++ b/report/figures/figure_7/nexec-a.pgf
@@ -23,7 +23,7 @@
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 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
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 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.521603in}%
+\pgfsys@transformshift{1.356832in}{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=1.268467in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-3}%
+\pgftext[x=1.356832in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-3}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.521603in}%
+\pgfsys@transformshift{1.920468in}{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=1.832103in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-5}%
+\pgftext[x=1.920468in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-5}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.521603in}%
+\pgfsys@transformshift{2.484105in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.395739in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 6-7}%
+\pgftext[x=2.484105in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 6-7}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.521603in}%
+\pgfsys@transformshift{3.047741in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.959376in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 8-9}%
+\pgftext[x=3.047741in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 8-9}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,13 +205,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=14}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=14}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine concurrency}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine concurrency}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -228,7 +228,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.562536in}%
+\pgfsys@transformshift{0.652287in}{0.557701in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -236,7 +236,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.509775in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.504940in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.068026in}%
+\pgfsys@transformshift{0.652287in}{1.003482in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.015265in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=0.950720in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.573516in}%
+\pgfsys@transformshift{0.652287in}{1.449262in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.520755in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.396500in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.079006in}%
+\pgfsys@transformshift{0.652287in}{1.895042in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.026245in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.842281in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.584496in}%
+\pgfsys@transformshift{0.652287in}{2.340823in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.531735in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.288061in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -345,7 +370,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -353,16 +378,16 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.764027in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.769156in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.758570in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.716397in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.699407in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.802334in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.735392in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.739914in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.730579in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.693388in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.678404in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.769173in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -386,32 +411,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.764027in}%
+\pgfsys@transformshift{0.793196in}{0.735392in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.769156in}%
+\pgfsys@transformshift{1.356832in}{0.739914in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.758570in}%
+\pgfsys@transformshift{1.920468in}{0.730579in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.716397in}%
+\pgfsys@transformshift{2.484105in}{0.693388in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.699407in}%
+\pgfsys@transformshift{3.047741in}{0.678404in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.802334in}%
+\pgfsys@transformshift{3.611377in}{0.769173in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -419,16 +444,16 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.649750in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.698166in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.747748in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.721897in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.666538in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.634613in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.677310in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.721035in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.698238in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.649418in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.612397in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -452,32 +477,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.649750in}%
+\pgfsys@transformshift{0.793196in}{0.634613in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.698166in}%
+\pgfsys@transformshift{1.356832in}{0.677310in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.747748in}%
+\pgfsys@transformshift{1.920468in}{0.721035in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.721897in}%
+\pgfsys@transformshift{2.484105in}{0.698238in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.666538in}%
+\pgfsys@transformshift{3.047741in}{0.649418in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.612397in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -485,16 +510,16 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.836306in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.792824in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.759902in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.717996in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.705437in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.904331in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.799133in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.760786in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.731753in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.694798in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.683722in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.859122in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -518,32 +543,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.836306in}%
+\pgfsys@transformshift{0.793196in}{0.799133in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.792824in}%
+\pgfsys@transformshift{1.356832in}{0.760786in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.759902in}%
+\pgfsys@transformshift{1.920468in}{0.731753in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.717996in}%
+\pgfsys@transformshift{2.484105in}{0.694798in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.705437in}%
+\pgfsys@transformshift{3.047741in}{0.683722in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.904331in}%
+\pgfsys@transformshift{3.611377in}{0.859122in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -551,16 +576,16 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.430465in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{2.446267in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{2.462661in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{2.589321in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{2.683649in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.311596in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{2.204986in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{2.218921in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{2.233379in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{2.345078in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{2.428263in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.100158in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -584,27 +609,27 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.430465in}%
+\pgfsys@transformshift{0.793196in}{2.204986in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{2.446267in}%
+\pgfsys@transformshift{1.356832in}{2.218921in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{2.462661in}%
+\pgfsys@transformshift{1.920468in}{2.233379in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{2.589321in}%
+\pgfsys@transformshift{2.484105in}{2.345078in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{2.683649in}%
+\pgfsys@transformshift{3.047741in}{2.428263in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.311596in}%
+\pgfsys@transformshift{3.611377in}{2.100158in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -615,8 +640,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -626,8 +651,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -637,8 +662,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -648,15 +673,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster A}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster A}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -669,15 +694,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.761143in}{1.860063in}}%
-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -688,8 +713,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -715,7 +740,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -723,7 +748,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -732,8 +757,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -759,7 +784,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -767,7 +792,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -776,8 +801,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -803,7 +828,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -811,7 +836,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -820,8 +845,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -847,7 +872,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -855,7 +880,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_7/nexec-all.pgf b/report/figures/figure_7/nexec-all.pgf
index dc93b37e..7dbdbe52 100644
--- a/report/figures/figure_7/nexec-all.pgf
+++ b/report/figures/figure_7/nexec-all.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.521603in}%
+\pgfsys@transformshift{1.356832in}{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=1.268467in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-3}%
+\pgftext[x=1.356832in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-3}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.521603in}%
+\pgfsys@transformshift{1.920468in}{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=1.832103in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-5}%
+\pgftext[x=1.920468in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-5}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.521603in}%
+\pgfsys@transformshift{2.484105in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.395739in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 6-7}%
+\pgftext[x=2.484105in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 6-7}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.521603in}%
+\pgfsys@transformshift{3.047741in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.959376in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 8-9}%
+\pgftext[x=3.047741in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 8-9}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,13 +205,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=14}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=14}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine concurrency}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine concurrency}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -228,7 +228,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.600710in}%
+\pgfsys@transformshift{0.652287in}{0.593813in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -236,7 +236,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.547949in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.541052in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.081154in}%
+\pgfsys@transformshift{0.652287in}{1.032371in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.028393in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=0.979610in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.561598in}%
+\pgfsys@transformshift{0.652287in}{1.470929in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.508837in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.418168in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.042042in}%
+\pgfsys@transformshift{0.652287in}{1.909487in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.989281in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.856726in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.522486in}%
+\pgfsys@transformshift{0.652287in}{2.348045in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.469725in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.295284in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -345,7 +370,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -353,16 +378,16 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.686529in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.681418in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.688193in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.696585in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.695409in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.704602in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.672150in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.667485in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.673669in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.681329in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.680257in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.688648in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -386,32 +411,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.686529in}%
+\pgfsys@transformshift{0.793196in}{0.672150in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.681418in}%
+\pgfsys@transformshift{1.356832in}{0.667485in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.688193in}%
+\pgfsys@transformshift{1.920468in}{0.673669in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.696585in}%
+\pgfsys@transformshift{2.484105in}{0.681329in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.695409in}%
+\pgfsys@transformshift{3.047741in}{0.680257in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.704602in}%
+\pgfsys@transformshift{3.611377in}{0.688648in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -419,16 +444,16 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.627133in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.634335in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.651405in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.676588in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.706695in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.617933in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.624507in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.640089in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.663076in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.690558in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.615582in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -452,32 +477,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.627133in}%
+\pgfsys@transformshift{0.793196in}{0.617933in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.634335in}%
+\pgfsys@transformshift{1.356832in}{0.624507in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.651405in}%
+\pgfsys@transformshift{1.920468in}{0.640089in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.676588in}%
+\pgfsys@transformshift{2.484105in}{0.663076in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.706695in}%
+\pgfsys@transformshift{3.047741in}{0.690558in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.615582in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -485,16 +510,16 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.778255in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.777214in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.787928in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.804089in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.817272in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.811098in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.755879in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.754929in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.764709in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.779461in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.791495in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.785859in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -518,32 +543,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.778255in}%
+\pgfsys@transformshift{0.793196in}{0.755879in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.777214in}%
+\pgfsys@transformshift{1.356832in}{0.754929in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.787928in}%
+\pgfsys@transformshift{1.920468in}{0.764709in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.804089in}%
+\pgfsys@transformshift{2.484105in}{0.779461in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.817272in}%
+\pgfsys@transformshift{3.047741in}{0.791495in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.811098in}%
+\pgfsys@transformshift{3.611377in}{0.785859in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -551,16 +576,16 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.683649in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{2.683372in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{2.646502in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{2.596297in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{2.556306in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.627176in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{2.495157in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{2.494904in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{2.461249in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{2.415421in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{2.378916in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.443608in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -584,27 +609,27 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.683649in}%
+\pgfsys@transformshift{0.793196in}{2.495157in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{2.683372in}%
+\pgfsys@transformshift{1.356832in}{2.494904in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{2.646502in}%
+\pgfsys@transformshift{1.920468in}{2.461249in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{2.596297in}%
+\pgfsys@transformshift{2.484105in}{2.415421in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{2.556306in}%
+\pgfsys@transformshift{3.047741in}{2.378916in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.627176in}%
+\pgfsys@transformshift{3.611377in}{2.443608in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -615,8 +640,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -626,8 +651,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -637,8 +662,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -648,15 +673,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2019 data}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2019 data}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -669,15 +694,15 @@
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -688,8 +713,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -715,7 +740,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -723,7 +748,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -732,8 +757,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -759,7 +784,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -767,7 +792,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -776,8 +801,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -803,7 +828,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -811,7 +836,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -820,8 +845,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -847,7 +872,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -855,7 +880,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_7/nexec-b.pgf b/report/figures/figure_7/nexec-b.pgf
index e8bbe323..8c5e6508 100644
--- a/report/figures/figure_7/nexec-b.pgf
+++ b/report/figures/figure_7/nexec-b.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.521603in}%
+\pgfsys@transformshift{1.356832in}{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=1.268467in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-3}%
+\pgftext[x=1.356832in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-3}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.521603in}%
+\pgfsys@transformshift{1.920468in}{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=1.832103in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-5}%
+\pgftext[x=1.920468in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-5}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.521603in}%
+\pgfsys@transformshift{2.484105in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.395739in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 6-7}%
+\pgftext[x=2.484105in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 6-7}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.521603in}%
+\pgfsys@transformshift{3.047741in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.959376in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 8-9}%
+\pgftext[x=3.047741in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 8-9}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,13 +205,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=14}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=14}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine concurrency}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine concurrency}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -228,7 +228,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.617282in}%
+\pgfsys@transformshift{0.652287in}{0.609105in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -236,7 +236,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.564521in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.556343in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.093483in}%
+\pgfsys@transformshift{0.652287in}{1.044604in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.040722in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=0.991843in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.569684in}%
+\pgfsys@transformshift{0.652287in}{1.480104in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.516923in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.427343in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.045885in}%
+\pgfsys@transformshift{0.652287in}{1.915604in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.993123in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.862842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.522086in}%
+\pgfsys@transformshift{0.652287in}{2.351104in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.469324in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.298342in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -345,7 +370,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -353,16 +378,16 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.727389in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.725679in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.728644in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.732897in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.728293in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.750912in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.709801in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.708236in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.710948in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.714837in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.710627in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.731313in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -386,32 +411,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.727389in}%
+\pgfsys@transformshift{0.793196in}{0.709801in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.725679in}%
+\pgfsys@transformshift{1.356832in}{0.708236in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.728644in}%
+\pgfsys@transformshift{1.920468in}{0.710948in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.732897in}%
+\pgfsys@transformshift{2.484105in}{0.714837in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.728293in}%
+\pgfsys@transformshift{3.047741in}{0.710627in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.750912in}%
+\pgfsys@transformshift{3.611377in}{0.731313in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -419,16 +444,16 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.625354in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.627497in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.631621in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.633435in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.630176in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.616486in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.618446in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.622218in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.623876in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.620896in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.615758in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -452,32 +477,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
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+\pgfsys@transformshift{0.793196in}{0.616486in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.627497in}%
+\pgfsys@transformshift{1.356832in}{0.618446in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.631621in}%
+\pgfsys@transformshift{1.920468in}{0.622218in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.633435in}%
+\pgfsys@transformshift{2.484105in}{0.623876in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.630176in}%
+\pgfsys@transformshift{3.047741in}{0.620896in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.615758in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -485,16 +510,16 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.746593in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.749504in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.755999in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.760555in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.769126in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.753777in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.727363in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.730025in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.735965in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.740132in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.747970in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.733933in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -518,32 +543,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.746593in}%
+\pgfsys@transformshift{0.793196in}{0.727363in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.749504in}%
+\pgfsys@transformshift{1.356832in}{0.730025in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.755999in}%
+\pgfsys@transformshift{1.920468in}{0.735965in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.760555in}%
+\pgfsys@transformshift{2.484105in}{0.740132in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.769126in}%
+\pgfsys@transformshift{3.047741in}{0.747970in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.753777in}%
+\pgfsys@transformshift{3.611377in}{0.733933in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -551,16 +576,16 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.683649in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{2.679247in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{2.663104in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{2.653039in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{2.657901in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.642897in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{2.498858in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{2.494832in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{2.480069in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{2.470864in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{2.475310in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.461589in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -584,27 +609,27 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.683649in}%
+\pgfsys@transformshift{0.793196in}{2.498858in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{2.679247in}%
+\pgfsys@transformshift{1.356832in}{2.494832in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{2.663104in}%
+\pgfsys@transformshift{1.920468in}{2.480069in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{2.653039in}%
+\pgfsys@transformshift{2.484105in}{2.470864in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{2.657901in}%
+\pgfsys@transformshift{3.047741in}{2.475310in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.642897in}%
+\pgfsys@transformshift{3.611377in}{2.461589in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -615,8 +640,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -626,8 +651,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -637,8 +662,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -648,15 +673,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster B}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster B}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -669,15 +694,15 @@
 \pgfsetstrokecolor{currentstroke}%
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 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.761143in}{1.860063in}}%
-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -688,8 +713,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -715,7 +740,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -723,7 +748,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -732,8 +757,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -759,7 +784,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -767,7 +792,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -776,8 +801,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -803,7 +828,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -811,7 +836,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -820,8 +845,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -847,7 +872,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -855,7 +880,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_7/nexec-c.pgf b/report/figures/figure_7/nexec-c.pgf
index f9b0ed4f..af46bd55 100644
--- a/report/figures/figure_7/nexec-c.pgf
+++ b/report/figures/figure_7/nexec-c.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.521603in}%
+\pgfsys@transformshift{1.356832in}{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=1.268467in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-3}%
+\pgftext[x=1.356832in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-3}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.521603in}%
+\pgfsys@transformshift{1.920468in}{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=1.832103in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-5}%
+\pgftext[x=1.920468in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-5}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.521603in}%
+\pgfsys@transformshift{2.484105in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.395739in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 6-7}%
+\pgftext[x=2.484105in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 6-7}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.521603in}%
+\pgfsys@transformshift{3.047741in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.959376in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 8-9}%
+\pgftext[x=3.047741in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 8-9}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,13 +205,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=14}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=14}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine concurrency}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine concurrency}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -228,7 +228,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.601662in}%
+\pgfsys@transformshift{0.652287in}{0.595073in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -236,7 +236,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.548901in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.542311in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.079279in}%
+\pgfsys@transformshift{0.652287in}{1.033379in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.026518in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=0.980617in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.556896in}%
+\pgfsys@transformshift{0.652287in}{1.471685in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.504135in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.418923in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.034513in}%
+\pgfsys@transformshift{0.652287in}{1.909991in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.981752in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.857230in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.512130in}%
+\pgfsys@transformshift{0.652287in}{2.348297in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.459369in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.295536in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -345,7 +370,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -353,16 +378,16 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.690960in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.691839in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.698549in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.703219in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.705108in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.694736in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.677021in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.677828in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.683985in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.688271in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.690004in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.680486in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -386,32 +411,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.690960in}%
+\pgfsys@transformshift{0.793196in}{0.677021in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.691839in}%
+\pgfsys@transformshift{1.356832in}{0.677828in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.698549in}%
+\pgfsys@transformshift{1.920468in}{0.683985in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.703219in}%
+\pgfsys@transformshift{2.484105in}{0.688271in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.705108in}%
+\pgfsys@transformshift{3.047741in}{0.690004in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.694736in}%
+\pgfsys@transformshift{3.611377in}{0.680486in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -419,16 +444,16 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.639442in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.661035in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.681706in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.708260in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.754777in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.629743in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.649558in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.668529in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.692897in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.735586in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.616084in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -452,32 +477,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.639442in}%
+\pgfsys@transformshift{0.793196in}{0.629743in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.661035in}%
+\pgfsys@transformshift{1.356832in}{0.649558in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.681706in}%
+\pgfsys@transformshift{1.920468in}{0.668529in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.708260in}%
+\pgfsys@transformshift{2.484105in}{0.692897in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.754777in}%
+\pgfsys@transformshift{3.047741in}{0.735586in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.616084in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -485,16 +510,16 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.740293in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.762923in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.797248in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.831485in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.853488in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.734159in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.722293in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.743061in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.774560in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.805979in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.826172in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.716665in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -518,32 +543,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.740293in}%
+\pgfsys@transformshift{0.793196in}{0.722293in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.762923in}%
+\pgfsys@transformshift{1.356832in}{0.743061in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.797248in}%
+\pgfsys@transformshift{1.920468in}{0.774560in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.831485in}%
+\pgfsys@transformshift{2.484105in}{0.805979in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.853488in}%
+\pgfsys@transformshift{3.047741in}{0.826172in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.734159in}%
+\pgfsys@transformshift{3.611377in}{0.716665in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -551,16 +576,16 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.670047in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{2.629022in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{2.572738in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{2.513232in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{2.446685in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.683649in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{2.493216in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{2.455568in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{2.403917in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{2.349308in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{2.288239in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.505699in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -584,27 +609,27 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.670047in}%
+\pgfsys@transformshift{0.793196in}{2.493216in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{2.629022in}%
+\pgfsys@transformshift{1.356832in}{2.455568in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{2.572738in}%
+\pgfsys@transformshift{1.920468in}{2.403917in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{2.513232in}%
+\pgfsys@transformshift{2.484105in}{2.349308in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{2.446685in}%
+\pgfsys@transformshift{3.047741in}{2.288239in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.683649in}%
+\pgfsys@transformshift{3.611377in}{2.505699in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -615,8 +640,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -626,8 +651,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -637,8 +662,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -648,15 +673,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster C}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster C}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -669,15 +694,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.761143in}{1.860063in}}%
-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -688,8 +713,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -715,7 +740,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -723,7 +748,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -732,8 +757,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -759,7 +784,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -767,7 +792,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -776,8 +801,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -803,7 +828,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -811,7 +836,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -820,8 +845,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -847,7 +872,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -855,7 +880,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_7/nexec-d.pgf b/report/figures/figure_7/nexec-d.pgf
index 36c449bd..6ef89dfc 100644
--- a/report/figures/figure_7/nexec-d.pgf
+++ b/report/figures/figure_7/nexec-d.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.521603in}%
+\pgfsys@transformshift{1.356832in}{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=1.268467in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-3}%
+\pgftext[x=1.356832in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-3}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.521603in}%
+\pgfsys@transformshift{1.920468in}{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=1.832103in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-5}%
+\pgftext[x=1.920468in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-5}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.521603in}%
+\pgfsys@transformshift{2.484105in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.395739in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 6-7}%
+\pgftext[x=2.484105in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 6-7}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.521603in}%
+\pgfsys@transformshift{3.047741in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.959376in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 8-9}%
+\pgftext[x=3.047741in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 8-9}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,13 +205,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=14}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=14}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine concurrency}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine concurrency}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -228,7 +228,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.610645in}%
+\pgfsys@transformshift{0.652287in}{0.603140in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -236,7 +236,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.557883in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.550378in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.087533in}%
+\pgfsys@transformshift{0.652287in}{1.039832in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.034771in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=0.987071in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.564421in}%
+\pgfsys@transformshift{0.652287in}{1.476525in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.511660in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.423764in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.041309in}%
+\pgfsys@transformshift{0.652287in}{1.913218in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.988548in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.860456in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.518198in}%
+\pgfsys@transformshift{0.652287in}{2.349911in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.465436in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.297149in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -345,7 +370,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -353,16 +378,16 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.716624in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.718801in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.734241in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.747973in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.749267in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.725609in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.700186in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.702180in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.716319in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.728893in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.730078in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.708414in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -386,32 +411,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.716624in}%
+\pgfsys@transformshift{0.793196in}{0.700186in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.718801in}%
+\pgfsys@transformshift{1.356832in}{0.702180in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.734241in}%
+\pgfsys@transformshift{1.920468in}{0.716319in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.747973in}%
+\pgfsys@transformshift{2.484105in}{0.728893in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.749267in}%
+\pgfsys@transformshift{3.047741in}{0.730078in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.725609in}%
+\pgfsys@transformshift{3.611377in}{0.708414in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -419,16 +444,16 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.632049in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.642018in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.666120in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.686996in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.716917in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.622740in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.631868in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.653939in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.673056in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.700454in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.615880in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -452,32 +477,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.632049in}%
+\pgfsys@transformshift{0.793196in}{0.622740in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.642018in}%
+\pgfsys@transformshift{1.356832in}{0.631868in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.666120in}%
+\pgfsys@transformshift{1.920468in}{0.653939in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.686996in}%
+\pgfsys@transformshift{2.484105in}{0.673056in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.716917in}%
+\pgfsys@transformshift{3.047741in}{0.700454in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.615880in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -485,16 +510,16 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.797155in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.804734in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.813609in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.827126in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.847587in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.785186in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.773930in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.780870in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.788997in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.801374in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.820110in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.762970in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -518,32 +543,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.797155in}%
+\pgfsys@transformshift{0.793196in}{0.773930in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.804734in}%
+\pgfsys@transformshift{1.356832in}{0.780870in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.813609in}%
+\pgfsys@transformshift{1.920468in}{0.788997in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.827126in}%
+\pgfsys@transformshift{2.484105in}{0.801374in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.847587in}%
+\pgfsys@transformshift{3.047741in}{0.820110in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.785186in}%
+\pgfsys@transformshift{3.611377in}{0.762970in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -551,16 +576,16 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.672650in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{2.652884in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{2.604396in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{2.556079in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{2.504107in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.683649in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{2.491345in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{2.473245in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{2.428843in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{2.384599in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{2.337007in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.501416in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -584,27 +609,27 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.672650in}%
+\pgfsys@transformshift{0.793196in}{2.491345in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{2.652884in}%
+\pgfsys@transformshift{1.356832in}{2.473245in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{2.604396in}%
+\pgfsys@transformshift{1.920468in}{2.428843in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{2.556079in}%
+\pgfsys@transformshift{2.484105in}{2.384599in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{2.504107in}%
+\pgfsys@transformshift{3.047741in}{2.337007in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.683649in}%
+\pgfsys@transformshift{3.611377in}{2.501416in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -615,8 +640,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -626,8 +651,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -637,8 +662,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -648,15 +673,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster D}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster D}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -669,15 +694,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
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-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -688,8 +713,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -715,7 +740,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -723,7 +748,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -732,8 +757,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -759,7 +784,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -767,7 +792,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -776,8 +801,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -803,7 +828,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -811,7 +836,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -820,8 +845,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -847,7 +872,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -855,7 +880,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_7/nexec-f.pgf b/report/figures/figure_7/nexec-f.pgf
index 6de21096..891c63cc 100644
--- a/report/figures/figure_7/nexec-f.pgf
+++ b/report/figures/figure_7/nexec-f.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.521603in}%
+\pgfsys@transformshift{1.356832in}{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=1.268467in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-3}%
+\pgftext[x=1.356832in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-3}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.521603in}%
+\pgfsys@transformshift{1.920468in}{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=1.832103in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-5}%
+\pgftext[x=1.920468in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-5}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.521603in}%
+\pgfsys@transformshift{2.484105in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.395739in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 6-7}%
+\pgftext[x=2.484105in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 6-7}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.521603in}%
+\pgfsys@transformshift{3.047741in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.959376in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 8-9}%
+\pgftext[x=3.047741in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 8-9}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,13 +205,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=14}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=14}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine concurrency}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine concurrency}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -228,7 +228,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.602170in}%
+\pgfsys@transformshift{0.652287in}{0.595229in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -236,7 +236,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.549409in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.542467in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.081765in}%
+\pgfsys@transformshift{0.652287in}{1.033504in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.029004in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=0.980742in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.561360in}%
+\pgfsys@transformshift{0.652287in}{1.471779in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.508599in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.419017in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.040955in}%
+\pgfsys@transformshift{0.652287in}{1.910054in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.988193in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.857292in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.520550in}%
+\pgfsys@transformshift{0.652287in}{2.348328in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.467788in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.295567in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -345,7 +370,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -353,16 +378,16 @@
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.738185in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.719256in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.699917in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.685854in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.684536in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.767185in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.719525in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.702227in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.684554in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.671702in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.670498in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.746026in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -386,32 +411,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.738185in}%
+\pgfsys@transformshift{0.793196in}{0.719525in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.719256in}%
+\pgfsys@transformshift{1.356832in}{0.702227in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.699917in}%
+\pgfsys@transformshift{1.920468in}{0.684554in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.685854in}%
+\pgfsys@transformshift{2.484105in}{0.671702in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.684536in}%
+\pgfsys@transformshift{3.047741in}{0.670498in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.767185in}%
+\pgfsys@transformshift{3.611377in}{0.746026in}%
 \pgfsys@useobject{currentmarker}{}%
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 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -419,16 +444,16 @@
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.625868in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.632572in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.655846in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.718832in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.756997in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.616885in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.623012in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.644280in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.701840in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.736717in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.615688in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -452,32 +477,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.625868in}%
+\pgfsys@transformshift{0.793196in}{0.616885in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.632572in}%
+\pgfsys@transformshift{1.356832in}{0.623012in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.655846in}%
+\pgfsys@transformshift{1.920468in}{0.644280in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.718832in}%
+\pgfsys@transformshift{2.484105in}{0.701840in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.756997in}%
+\pgfsys@transformshift{3.047741in}{0.736717in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.615688in}%
 \pgfsys@useobject{currentmarker}{}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
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@@ -485,16 +510,16 @@
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.747679in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.758705in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.784102in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.790244in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.791539in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.759642in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.728201in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.738277in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.761486in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.767099in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.768282in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.739133in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -518,32 +543,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.747679in}%
+\pgfsys@transformshift{0.793196in}{0.728201in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.758705in}%
+\pgfsys@transformshift{1.356832in}{0.738277in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.784102in}%
+\pgfsys@transformshift{1.920468in}{0.761486in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.790244in}%
+\pgfsys@transformshift{2.484105in}{0.767099in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.791539in}%
+\pgfsys@transformshift{3.047741in}{0.768282in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.759642in}%
+\pgfsys@transformshift{3.611377in}{0.739133in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -551,16 +576,16 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.683649in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{2.683574in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{2.653195in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{2.601657in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{2.564866in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.643340in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{2.497375in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{2.497307in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{2.469545in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{2.422448in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{2.388827in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.460539in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -584,27 +609,27 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.683649in}%
+\pgfsys@transformshift{0.793196in}{2.497375in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{2.683574in}%
+\pgfsys@transformshift{1.356832in}{2.497307in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{2.653195in}%
+\pgfsys@transformshift{1.920468in}{2.469545in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{2.601657in}%
+\pgfsys@transformshift{2.484105in}{2.422448in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{2.564866in}%
+\pgfsys@transformshift{3.047741in}{2.388827in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.643340in}%
+\pgfsys@transformshift{3.611377in}{2.460539in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -615,8 +640,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -626,8 +651,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -637,8 +662,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -648,15 +673,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster F}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster F}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -669,15 +694,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.761143in}{1.860063in}}%
-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -688,8 +713,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -715,7 +740,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -723,7 +748,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -732,8 +757,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -759,7 +784,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -767,7 +792,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -776,8 +801,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -803,7 +828,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -811,7 +836,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -820,8 +845,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -847,7 +872,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -855,7 +880,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_7/nexec-g.pgf b/report/figures/figure_7/nexec-g.pgf
index 07a64090..c2905992 100644
--- a/report/figures/figure_7/nexec-g.pgf
+++ b/report/figures/figure_7/nexec-g.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.521603in}%
+\pgfsys@transformshift{1.356832in}{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=1.268467in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-3}%
+\pgftext[x=1.356832in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-3}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.521603in}%
+\pgfsys@transformshift{1.920468in}{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=1.832103in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-5}%
+\pgftext[x=1.920468in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-5}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.521603in}%
+\pgfsys@transformshift{2.484105in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.395739in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 6-7}%
+\pgftext[x=2.484105in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 6-7}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.521603in}%
+\pgfsys@transformshift{3.047741in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.959376in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 8-9}%
+\pgftext[x=3.047741in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 8-9}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,13 +205,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=14}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=14}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine concurrency}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine concurrency}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -228,7 +228,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.581941in}%
+\pgfsys@transformshift{0.652287in}{0.569155in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -236,7 +236,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.529180in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.516394in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.144679in}%
+\pgfsys@transformshift{0.652287in}{1.012645in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.091918in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=0.959883in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.707417in}%
+\pgfsys@transformshift{0.652287in}{1.456134in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.654656in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.403373in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.270156in}%
+\pgfsys@transformshift{0.652287in}{1.899624in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,57 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.217394in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.846863in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.343114in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.378334in, y=2.290352in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -320,7 +370,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -328,16 +378,16 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.643743in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.637677in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.632318in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.637940in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.638704in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.685376in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.617860in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.613080in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.608856in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.613288in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.613890in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.650672in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -361,32 +411,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.643743in}%
+\pgfsys@transformshift{0.793196in}{0.617860in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.637677in}%
+\pgfsys@transformshift{1.356832in}{0.613080in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.632318in}%
+\pgfsys@transformshift{1.920468in}{0.608856in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.637940in}%
+\pgfsys@transformshift{2.484105in}{0.613288in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.638704in}%
+\pgfsys@transformshift{3.047741in}{0.613890in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.685376in}%
+\pgfsys@transformshift{3.611377in}{0.650672in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -394,16 +444,16 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.625891in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{0.634836in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{0.647074in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{0.652079in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{0.647713in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.603792in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{0.610841in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{0.620486in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{0.624430in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{0.620990in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.602741in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -427,32 +477,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.625891in}%
+\pgfsys@transformshift{0.793196in}{0.603792in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{0.634836in}%
+\pgfsys@transformshift{1.356832in}{0.610841in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{0.647074in}%
+\pgfsys@transformshift{1.920468in}{0.620486in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{0.652079in}%
+\pgfsys@transformshift{2.484105in}{0.624430in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{0.647713in}%
+\pgfsys@transformshift{3.047741in}{0.620990in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.602741in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -460,16 +510,16 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{1.186758in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{1.170327in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{1.171273in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{1.264028in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{1.266948in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{1.310797in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.045806in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{1.032857in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{1.033603in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{1.106703in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{1.109004in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{1.143561in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -493,32 +543,32 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.186758in}%
+\pgfsys@transformshift{0.793196in}{1.045806in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{1.170327in}%
+\pgfsys@transformshift{1.356832in}{1.032857in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{1.171273in}%
+\pgfsys@transformshift{1.920468in}{1.033603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{1.264028in}%
+\pgfsys@transformshift{2.484105in}{1.106703in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{1.266948in}%
+\pgfsys@transformshift{3.047741in}{1.109004in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{1.310797in}%
+\pgfsys@transformshift{3.611377in}{1.143561in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -526,16 +576,16 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.669173in}}%
-\pgfpathlineto{\pgfqpoint{1.268467in}{2.683649in}}%
-\pgfpathlineto{\pgfqpoint{1.832103in}{2.676706in}}%
-\pgfpathlineto{\pgfqpoint{2.395739in}{2.572235in}}%
-\pgfpathlineto{\pgfqpoint{2.959376in}{2.571996in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.498593in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{2.214087in}}%
+\pgfpathlineto{\pgfqpoint{1.356832in}{2.225495in}}%
+\pgfpathlineto{\pgfqpoint{1.920468in}{2.220024in}}%
+\pgfpathlineto{\pgfqpoint{2.484105in}{2.137690in}}%
+\pgfpathlineto{\pgfqpoint{3.047741in}{2.137503in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.079654in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -559,27 +609,27 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.669173in}%
+\pgfsys@transformshift{0.793196in}{2.214087in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268467in}{2.683649in}%
+\pgfsys@transformshift{1.356832in}{2.225495in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.832103in}{2.676706in}%
+\pgfsys@transformshift{1.920468in}{2.220024in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.395739in}{2.572235in}%
+\pgfsys@transformshift{2.484105in}{2.137690in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.959376in}{2.571996in}%
+\pgfsys@transformshift{3.047741in}{2.137503in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.498593in}%
+\pgfsys@transformshift{3.611377in}{2.079654in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -590,8 +640,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -601,8 +651,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -612,8 +662,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -623,15 +673,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
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 \begin{pgfscope}%
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-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster G}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster G}%
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 \begin{pgfscope}%
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@@ -644,15 +694,15 @@
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-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
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+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
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@@ -663,8 +713,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
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 \begin{pgfscope}%
@@ -690,7 +740,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
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 \end{pgfscope}%
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@@ -698,7 +748,7 @@
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-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -707,8 +757,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -734,7 +784,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
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 \end{pgfscope}%
@@ -742,7 +792,7 @@
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-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -751,8 +801,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -778,7 +828,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -786,7 +836,7 @@
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-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -795,8 +845,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -822,7 +872,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
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 \end{pgfscope}%
 \end{pgfscope}%
@@ -830,7 +880,7 @@
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-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
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diff --git a/report/figures/figure_7/priority-2011.pgf b/report/figures/figure_7/priority-2011.pgf
index 6282a978..93195e5b 100644
--- a/report/figures/figure_7/priority-2011.pgf
+++ b/report/figures/figure_7/priority-2011.pgf
@@ -23,7 +23,7 @@
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 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
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-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
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 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
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-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
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 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0-1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0-1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.521603in}%
+\pgfsys@transformshift{1.732590in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -105,7 +105,7 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.644224in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
+\pgftext[x=1.732590in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.521603in}%
+\pgfsys@transformshift{2.671983in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -130,7 +130,7 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.583618in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 5-8}%
+\pgftext[x=2.671983in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 5-8}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
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 \end{pgfscope}%
@@ -155,13 +155,13 @@
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-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 9-11}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 9-11}%
 \end{pgfscope}%
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-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2011 priority}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2011 priority}%
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 \begin{pgfscope}%
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@@ -178,7 +178,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624558in}%
+\pgfsys@transformshift{0.652287in}{0.608916in}%
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@@ -186,7 +186,7 @@
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-\pgftext[x=0.378334in, y=0.571796in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
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@@ -203,7 +203,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.138119in}%
+\pgfsys@transformshift{0.652287in}{1.044454in}%
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@@ -211,7 +211,7 @@
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-\pgftext[x=0.289968in, y=1.085358in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=0.991692in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -228,7 +228,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.651681in}%
+\pgfsys@transformshift{0.652287in}{1.479991in}%
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@@ -236,7 +236,7 @@
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-\pgftext[x=0.289968in, y=1.598919in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.427230in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
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 \begin{pgfscope}%
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@@ -253,7 +253,7 @@
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 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.165242in}%
+\pgfsys@transformshift{0.652287in}{1.915529in}%
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 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
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-\pgftext[x=0.289968in, y=2.112481in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.862767in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.678804in}%
+\pgfsys@transformshift{0.652287in}{2.351066in}%
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@@ -286,7 +286,32 @@
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-\pgftext[x=0.289968in, y=2.626042in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.298304in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -295,7 +320,7 @@
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 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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 \pgfsetrectcap%
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@@ -303,14 +328,14 @@
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-\pgfpathlineto{\pgfqpoint{1.644224in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
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+\pgfpathlineto{\pgfqpoint{1.732590in}{0.608916in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.608916in}}%
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 \begin{pgfscope}%
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 \pgfusepath{clip}%
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@@ -334,24 +359,24 @@
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 \begin{pgfscope}%
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 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.608916in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -359,14 +384,14 @@
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{1.562795in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.724279in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.809864in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.683649in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.404610in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.693487in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.766069in}}%
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 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -390,24 +415,24 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.562795in}%
+\pgfsys@transformshift{0.793196in}{1.404610in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.724279in}%
+\pgfsys@transformshift{1.732590in}{0.693487in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.809864in}%
+\pgfsys@transformshift{2.671983in}{0.766069in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.683649in}%
+\pgfsys@transformshift{3.611377in}{2.355175in}%
 \pgfsys@useobject{currentmarker}{}%
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 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -415,14 +440,14 @@
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{1.118367in}}%
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-\pgfpathlineto{\pgfqpoint{3.523012in}{1.036376in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.027702in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{1.052911in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{1.170176in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.958168in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -446,24 +471,24 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.118367in}%
+\pgfsys@transformshift{0.793196in}{1.027702in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{1.148091in}%
+\pgfsys@transformshift{1.732590in}{1.052911in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{1.286364in}%
+\pgfsys@transformshift{2.671983in}{1.170176in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{1.036376in}%
+\pgfsys@transformshift{3.611377in}{0.958168in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -471,14 +496,14 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{1.315891in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{2.569111in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{2.345254in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.721456in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.195217in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{2.258039in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{2.068191in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.691093in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -502,19 +527,19 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.315891in}%
+\pgfsys@transformshift{0.793196in}{1.195217in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{2.569111in}%
+\pgfsys@transformshift{1.732590in}{2.258039in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{2.345254in}%
+\pgfsys@transformshift{2.671983in}{2.068191in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.721456in}%
+\pgfsys@transformshift{3.611377in}{0.691093in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -525,8 +550,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -536,8 +561,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -547,8 +572,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -558,15 +583,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2011 data}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2011 data}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -579,15 +604,15 @@
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-\pgfpathmoveto{\pgfqpoint{3.761143in}{1.860063in}}%
-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -598,8 +623,8 @@
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 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -625,7 +650,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -633,7 +658,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -642,8 +667,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -669,7 +694,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -677,7 +702,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -686,8 +711,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -713,7 +738,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -721,7 +746,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -730,8 +755,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -757,7 +782,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -765,7 +790,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_7/tier-a.pgf b/report/figures/figure_7/tier-a.pgf
index efc6908e..7160b5b3 100644
--- a/report/figures/figure_7/tier-a.pgf
+++ b/report/figures/figure_7/tier-a.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Free}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Free}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.521603in}%
+\pgfsys@transformshift{1.497741in}{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=1.409376in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Best effort}%
+\pgftext[x=1.497741in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Best effort}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{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=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Mid}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Mid}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.521603in}%
+\pgfsys@transformshift{2.906832in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.818467in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Production}%
+\pgftext[x=2.906832in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Production}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,13 +180,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Monitoring}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Monitoring}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Tier}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Tier}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -203,7 +203,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.623695in}%
+\pgfsys@transformshift{0.652287in}{0.621426in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -211,7 +211,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.570934in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.568664in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -228,7 +228,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.066576in}%
+\pgfsys@transformshift{0.652287in}{1.054461in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -236,7 +236,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.013814in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=1.001700in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.509457in}%
+\pgfsys@transformshift{0.652287in}{1.487497in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.456695in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.434735in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.952337in}%
+\pgfsys@transformshift{0.652287in}{1.920532in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.899576in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.867771in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.395218in}%
+\pgfsys@transformshift{0.652287in}{2.353568in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.342456in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.300806in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -320,7 +345,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -328,15 +353,15 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.946150in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.627484in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.626957in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.630487in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.755376in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.936713in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.625130in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.624615in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.628067in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.750179in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -360,28 +385,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.946150in}%
+\pgfsys@transformshift{0.793196in}{0.936713in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.627484in}%
+\pgfsys@transformshift{1.497741in}{0.625130in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.626957in}%
+\pgfsys@transformshift{2.202287in}{0.624615in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.630487in}%
+\pgfsys@transformshift{2.906832in}{0.628067in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.755376in}%
+\pgfsys@transformshift{3.611377in}{0.750179in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -389,15 +414,15 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.639206in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.624741in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.630569in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.630647in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.622269in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.636592in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.622449in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.628146in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.628223in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -421,28 +446,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624558in}%
+\pgfsys@transformshift{0.793196in}{0.622269in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.639206in}%
+\pgfsys@transformshift{1.497741in}{0.636592in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.624741in}%
+\pgfsys@transformshift{2.202287in}{0.622449in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.630569in}%
+\pgfsys@transformshift{2.906832in}{0.628146in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.630647in}%
+\pgfsys@transformshift{3.611377in}{0.628223in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -450,15 +475,15 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.631070in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{1.744811in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.948085in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{1.226142in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.639513in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.628637in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{1.717619in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.938604in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{1.210480in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.636892in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -482,28 +507,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.631070in}%
+\pgfsys@transformshift{0.793196in}{0.628637in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{1.744811in}%
+\pgfsys@transformshift{1.497741in}{1.717619in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.948085in}%
+\pgfsys@transformshift{2.202287in}{0.938604in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{1.226142in}%
+\pgfsys@transformshift{2.906832in}{1.210480in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.639513in}%
+\pgfsys@transformshift{3.611377in}{0.636892in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -511,15 +536,15 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.507406in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{1.697684in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{2.509401in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{2.221987in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.683649in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{2.463263in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{1.671540in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{2.465213in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{2.184188in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.635587in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -543,23 +568,23 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.507406in}%
+\pgfsys@transformshift{0.793196in}{2.463263in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{1.697684in}%
+\pgfsys@transformshift{1.497741in}{1.671540in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{2.509401in}%
+\pgfsys@transformshift{2.202287in}{2.465213in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{2.221987in}%
+\pgfsys@transformshift{2.906832in}{2.184188in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.683649in}%
+\pgfsys@transformshift{3.611377in}{2.635587in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -570,8 +595,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -581,8 +606,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -592,8 +617,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -603,15 +628,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster A}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster A}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -624,15 +649,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.761143in}{1.860063in}}%
-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -643,8 +668,8 @@
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 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -670,7 +695,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -678,7 +703,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -687,8 +712,8 @@
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 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -714,7 +739,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -722,7 +747,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
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-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -731,8 +756,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -758,7 +783,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -766,7 +791,7 @@
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 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -775,8 +800,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -802,7 +827,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -810,7 +835,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_9/interval-2011.pgf b/report/figures/figure_9/interval-2011.pgf
index bc1268f7..410b29f0 100644
--- a/report/figures/figure_9/interval-2011.pgf
+++ b/report/figures/figure_9/interval-2011.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.521603in}%
+\pgfsys@transformshift{1.262893in}{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=1.174527in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
+\pgftext[x=1.262893in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.521603in}%
+\pgfsys@transformshift{1.732590in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -130,7 +130,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.644224in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
+\pgftext[x=1.732590in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.521603in}%
+\pgfsys@transformshift{2.671983in}{0.521603in}%
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 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.583618in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
+\pgftext[x=2.671983in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.521603in}%
+\pgfsys@transformshift{3.141680in}{0.521603in}%
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 \end{pgfscope}%
@@ -205,7 +205,7 @@
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-\pgftext[x=3.053315in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
+\pgftext[x=3.141680in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -222,7 +222,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
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 \end{pgfscope}%
@@ -230,13 +230,13 @@
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-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624558in}%
+\pgfsys@transformshift{0.652287in}{0.620176in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
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-\pgftext[x=0.378334in, y=0.571796in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.567414in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.077105in}%
+\pgfsys@transformshift{0.652287in}{1.053461in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
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-\pgftext[x=0.289968in, y=1.024344in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=1.000700in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.529653in}%
+\pgfsys@transformshift{0.652287in}{1.486747in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
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 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.476891in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.433985in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.982200in}%
+\pgfsys@transformshift{0.652287in}{1.920032in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,7 @@
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-\pgftext[x=0.289968in, y=1.929439in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.867271in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -353,7 +353,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.434748in}%
+\pgfsys@transformshift{0.652287in}{2.353318in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -361,7 +361,32 @@
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-\pgftext[x=0.289968in, y=2.381986in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.300556in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
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 \begin{pgfscope}%
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@@ -370,7 +395,7 @@
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 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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 \pgfsetrectcap%
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@@ -378,17 +403,17 @@
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-\pgfpathlineto{\pgfqpoint{1.174527in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.624558in}}%
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-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.620176in}}%
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+\pgfpathlineto{\pgfqpoint{2.671983in}{0.620176in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.620176in}}%
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@@ -412,36 +437,36 @@
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 }%
 \begin{pgfscope}%
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+\pgfsys@transformshift{0.793196in}{0.620176in}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
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 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{0.620176in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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 \begin{pgfscope}%
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 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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 \begin{pgfscope}%
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@@ -449,17 +474,17 @@
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 \begin{pgfscope}%
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@@ -483,36 +508,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624558in}%
+\pgfsys@transformshift{0.793196in}{0.620176in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{0.620176in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.671983in}{0.641626in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -520,17 +545,17 @@
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-\pgfpathlineto{\pgfqpoint{3.523012in}{2.683649in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.836819in}}%
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+\pgfpathlineto{\pgfqpoint{2.671983in}{1.757014in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{1.907162in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.591625in}}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
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@@ -554,36 +579,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.850832in}%
+\pgfsys@transformshift{0.793196in}{0.836819in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.262893in}{1.573404in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{1.703390in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.671983in}{1.757014in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.141680in}{1.907162in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.611377in}{2.591625in}%
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 \begin{pgfscope}%
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 \pgfusepath{clip}%
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@@ -591,17 +616,17 @@
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-\pgfpathlineto{\pgfqpoint{3.523012in}{0.692440in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{2.569961in}}%
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 \begin{pgfscope}%
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@@ -625,31 +650,31 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
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+\pgfsys@transformshift{0.793196in}{2.569961in}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.732590in}{1.725054in}%
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 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{1.703390in}%
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 \begin{pgfscope}%
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+\pgfsys@transformshift{2.671983in}{1.628315in}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.141680in}{1.435267in}%
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 \begin{pgfscope}%
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+\pgfsys@transformshift{3.611377in}{0.685169in}%
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@@ -660,8 +685,8 @@
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-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
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 \begin{pgfscope}%
@@ -671,8 +696,8 @@
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 \begin{pgfscope}%
@@ -682,8 +707,8 @@
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 \begin{pgfscope}%
@@ -693,15 +718,15 @@
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-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
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 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
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-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2011 data}%
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@@ -714,15 +739,15 @@
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-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
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-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
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+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
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+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
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@@ -733,8 +758,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
@@ -760,7 +785,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -768,7 +793,7 @@
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-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
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 \begin{pgfscope}%
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@@ -777,8 +802,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
@@ -804,7 +829,7 @@
 \pgfusepath{stroke,fill}%
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 \begin{pgfscope}%
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+\pgfsys@transformshift{4.016175in}{2.400834in}%
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@@ -812,7 +837,7 @@
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-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
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 \end{pgfscope}%
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@@ -821,8 +846,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
@@ -848,7 +873,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
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+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -856,7 +881,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -865,8 +890,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -892,7 +917,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -900,7 +925,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_9/interval-a.pgf b/report/figures/figure_9/interval-a.pgf
index d7a75665..d54669fb 100644
--- a/report/figures/figure_9/interval-a.pgf
+++ b/report/figures/figure_9/interval-a.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.521603in}%
+\pgfsys@transformshift{1.262893in}{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=1.174527in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
+\pgftext[x=1.262893in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.521603in}%
+\pgfsys@transformshift{1.732590in}{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=1.644224in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
+\pgftext[x=1.732590in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.521603in}%
+\pgfsys@transformshift{2.671983in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.583618in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
+\pgftext[x=2.671983in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.521603in}%
+\pgfsys@transformshift{3.141680in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,7 +205,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.053315in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
+\pgftext[x=3.141680in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -222,7 +222,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -230,13 +230,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624558in}%
+\pgfsys@transformshift{0.652287in}{0.622702in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.571796in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.569940in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.065285in}%
+\pgfsys@transformshift{0.652287in}{1.055482in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.012523in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=1.002720in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.506011in}%
+\pgfsys@transformshift{0.652287in}{1.488262in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.453250in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.435501in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.946738in}%
+\pgfsys@transformshift{0.652287in}{1.921043in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.893976in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.868281in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -353,7 +353,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.387465in}%
+\pgfsys@transformshift{0.652287in}{2.353823in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -361,7 +361,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.334703in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.301061in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -370,7 +395,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -378,17 +403,17 @@
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 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624559in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.624562in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.624564in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.624670in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624665in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.622703in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.622702in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.622702in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.622706in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.622708in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.622812in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.622807in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -412,36 +437,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624559in}%
+\pgfsys@transformshift{0.793196in}{0.622703in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.624558in}%
+\pgfsys@transformshift{1.262893in}{0.622702in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.624558in}%
+\pgfsys@transformshift{1.732590in}{0.622702in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.624562in}%
+\pgfsys@transformshift{2.202287in}{0.622706in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.624564in}%
+\pgfsys@transformshift{2.671983in}{0.622708in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.624670in}%
+\pgfsys@transformshift{3.141680in}{0.622812in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624665in}%
+\pgfsys@transformshift{3.611377in}{0.622807in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -449,17 +474,17 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.629828in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.632486in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.634002in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.632948in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.689350in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.831774in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.732449in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.627877in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.630487in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.631976in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.630941in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.686325in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.826181in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.728647in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -483,36 +508,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.629828in}%
+\pgfsys@transformshift{0.793196in}{0.627877in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.632486in}%
+\pgfsys@transformshift{1.262893in}{0.630487in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.634002in}%
+\pgfsys@transformshift{1.732590in}{0.631976in}%
 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.632948in}%
+\pgfsys@transformshift{2.202287in}{0.630941in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.689350in}%
+\pgfsys@transformshift{2.671983in}{0.686325in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.831774in}%
+\pgfsys@transformshift{3.141680in}{0.826181in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.732449in}%
+\pgfsys@transformshift{3.611377in}{0.728647in}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -520,17 +545,17 @@
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{1.525572in}}%
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-\pgfpathlineto{\pgfqpoint{3.523012in}{0.864190in}}%
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+\pgfpathlineto{\pgfqpoint{1.732590in}{0.996176in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.131004in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{1.157172in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{1.021141in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.858013in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -554,36 +579,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.525572in}%
+\pgfsys@transformshift{0.793196in}{1.507470in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.761172in}%
+\pgfsys@transformshift{1.262893in}{0.756853in}%
 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
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+\pgfsys@transformshift{1.732590in}{0.996176in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{1.142194in}%
+\pgfsys@transformshift{2.202287in}{1.131004in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{1.168842in}%
+\pgfsys@transformshift{2.671983in}{1.157172in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{1.030313in}%
+\pgfsys@transformshift{3.141680in}{1.021141in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.864190in}%
+\pgfsys@transformshift{3.611377in}{0.858013in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -591,17 +616,17 @@
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{1.921906in}}%
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+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.896658in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{2.644667in}}%
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+\pgfpathlineto{\pgfqpoint{2.671983in}{2.188503in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{2.184574in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.445241in}}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -625,31 +650,31 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.921906in}%
+\pgfsys@transformshift{0.793196in}{1.896658in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{2.683649in}%
+\pgfsys@transformshift{1.262893in}{2.644667in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{2.438416in}%
+\pgfsys@transformshift{1.732590in}{2.403855in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{2.302161in}%
+\pgfsys@transformshift{2.202287in}{2.270057in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{2.219109in}%
+\pgfsys@transformshift{2.671983in}{2.188503in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{2.215108in}%
+\pgfsys@transformshift{3.141680in}{2.184574in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.480562in}%
+\pgfsys@transformshift{3.611377in}{2.445241in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -660,8 +685,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -671,8 +696,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -682,8 +707,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -693,15 +718,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster A}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster A}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -714,15 +739,15 @@
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-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -733,8 +758,8 @@
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 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -760,7 +785,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -768,7 +793,7 @@
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 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -777,8 +802,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -804,7 +829,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -812,7 +837,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -821,8 +846,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -848,7 +873,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -856,7 +881,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -865,8 +890,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -892,7 +917,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -900,7 +925,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_9/interval-all.pgf b/report/figures/figure_9/interval-all.pgf
index 2143a44b..cf598d77 100644
--- a/report/figures/figure_9/interval-all.pgf
+++ b/report/figures/figure_9/interval-all.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.521603in}%
+\pgfsys@transformshift{1.262893in}{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=1.174527in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
+\pgftext[x=1.262893in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.521603in}%
+\pgfsys@transformshift{1.732590in}{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=1.644224in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
+\pgftext[x=1.732590in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.521603in}%
+\pgfsys@transformshift{2.671983in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.583618in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
+\pgftext[x=2.671983in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.521603in}%
+\pgfsys@transformshift{3.141680in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,7 +205,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.053315in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
+\pgftext[x=3.141680in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -222,7 +222,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -230,13 +230,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624495in}%
+\pgfsys@transformshift{0.652287in}{0.600019in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.571733in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.547257in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.911404in}%
+\pgfsys@transformshift{0.652287in}{1.037336in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=0.858643in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10}%
+\pgftext[x=0.378334in, y=0.984574in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.198313in}%
+\pgfsys@transformshift{0.652287in}{1.474653in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.145552in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=1.421891in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.485222in}%
+\pgfsys@transformshift{0.652287in}{1.911970in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.432461in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 30}%
+\pgftext[x=0.378334in, y=1.859208in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -353,7 +353,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.772132in}%
+\pgfsys@transformshift{0.652287in}{2.349286in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -361,7 +361,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.719370in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=2.296525in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -378,7 +378,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.059041in}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -386,57 +386,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.006279in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 50}%
-\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
-\pgfusepath{stroke,fill}%
-}%
-\begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.345950in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
-\pgfsetstrokecolor{textcolor}%
-\pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.293189in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
-\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
-\pgfusepath{stroke,fill}%
-}%
-\begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.632859in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
-\pgfsetstrokecolor{textcolor}%
-\pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.580098in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 70}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -445,7 +395,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -453,17 +403,17 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624755in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.624769in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.624770in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.624813in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.625128in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.624812in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.600217in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.600228in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.600228in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.600261in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.600501in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.600261in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.600067in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -487,36 +437,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624755in}%
+\pgfsys@transformshift{0.793196in}{0.600217in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.624769in}%
+\pgfsys@transformshift{1.262893in}{0.600228in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.624770in}%
+\pgfsys@transformshift{1.732590in}{0.600228in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.624813in}%
+\pgfsys@transformshift{2.202287in}{0.600261in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.625128in}%
+\pgfsys@transformshift{2.671983in}{0.600501in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.624812in}%
+\pgfsys@transformshift{3.141680in}{0.600261in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.600067in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -524,17 +474,17 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.647675in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.670384in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.662291in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.660608in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.715998in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.945707in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.770069in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.617685in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.634991in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.628824in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.627542in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.669755in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.844820in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.710963in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -558,36 +508,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.647675in}%
+\pgfsys@transformshift{0.793196in}{0.617685in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.670384in}%
+\pgfsys@transformshift{1.262893in}{0.634991in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.662291in}%
+\pgfsys@transformshift{1.732590in}{0.628824in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.660608in}%
+\pgfsys@transformshift{2.202287in}{0.627542in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.715998in}%
+\pgfsys@transformshift{2.671983in}{0.669755in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.945707in}%
+\pgfsys@transformshift{3.141680in}{0.844820in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.770069in}%
+\pgfsys@transformshift{3.611377in}{0.710963in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -595,17 +545,17 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{1.802912in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{1.957460in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{1.980663in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{2.277389in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{1.854641in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{1.532042in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{1.288796in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.498111in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{1.615895in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{1.633578in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.859718in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{1.537535in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{1.291676in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{1.106294in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -629,36 +579,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.802912in}%
+\pgfsys@transformshift{0.793196in}{1.498111in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{1.957460in}%
+\pgfsys@transformshift{1.262893in}{1.615895in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{1.980663in}%
+\pgfsys@transformshift{1.732590in}{1.633578in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{2.277389in}%
+\pgfsys@transformshift{2.202287in}{1.859718in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{1.854641in}%
+\pgfsys@transformshift{2.671983in}{1.537535in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{1.532042in}%
+\pgfsys@transformshift{3.141680in}{1.291676in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{1.288796in}%
+\pgfsys@transformshift{3.611377in}{1.106294in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -666,17 +616,17 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.291730in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{2.114459in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{2.099347in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{1.804262in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{2.171305in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{2.264511in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.683649in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.870647in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{1.735546in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{1.724029in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.499139in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{1.778869in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{1.849903in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.169336in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -700,31 +650,31 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.291730in}%
+\pgfsys@transformshift{0.793196in}{1.870647in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{2.114459in}%
+\pgfsys@transformshift{1.262893in}{1.735546in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{2.099347in}%
+\pgfsys@transformshift{1.732590in}{1.724029in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{1.804262in}%
+\pgfsys@transformshift{2.202287in}{1.499139in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{2.171305in}%
+\pgfsys@transformshift{2.671983in}{1.778869in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{2.264511in}%
+\pgfsys@transformshift{3.141680in}{1.849903in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.683649in}%
+\pgfsys@transformshift{3.611377in}{2.169336in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -735,8 +685,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -746,8 +696,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -757,8 +707,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -768,15 +718,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2019 data}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2019 data}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -789,15 +739,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.761143in}{1.860063in}}%
-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -808,8 +758,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -835,7 +785,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -843,7 +793,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -852,8 +802,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -879,7 +829,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -887,7 +837,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -896,8 +846,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -923,7 +873,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -931,7 +881,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -940,8 +890,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -967,7 +917,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -975,7 +925,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_9/interval-b.pgf b/report/figures/figure_9/interval-b.pgf
index 9f8ccfde..3413d60a 100644
--- a/report/figures/figure_9/interval-b.pgf
+++ b/report/figures/figure_9/interval-b.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.521603in}%
+\pgfsys@transformshift{1.262893in}{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=1.174527in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
+\pgftext[x=1.262893in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.521603in}%
+\pgfsys@transformshift{1.732590in}{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=1.644224in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
+\pgftext[x=1.732590in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.521603in}%
+\pgfsys@transformshift{2.671983in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.583618in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
+\pgftext[x=2.671983in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.521603in}%
+\pgfsys@transformshift{3.141680in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,7 +205,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.053315in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
+\pgftext[x=3.141680in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -222,7 +222,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -230,13 +230,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624558in}%
+\pgfsys@transformshift{0.652287in}{0.597205in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.571796in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.544444in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.922710in}%
+\pgfsys@transformshift{0.652287in}{1.035085in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=0.869949in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10}%
+\pgftext[x=0.378334in, y=0.982323in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.220863in}%
+\pgfsys@transformshift{0.652287in}{1.472964in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.168101in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=1.420203in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.519015in}%
+\pgfsys@transformshift{0.652287in}{1.910844in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.466254in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 30}%
+\pgftext[x=0.378334in, y=1.858083in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -353,7 +353,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.817168in}%
+\pgfsys@transformshift{0.652287in}{2.348724in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -361,7 +361,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.764406in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=2.295962in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -378,7 +378,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.115320in}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -386,57 +386,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.062559in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 50}%
-\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
-\pgfusepath{stroke,fill}%
-}%
-\begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.413473in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
-\pgfsetstrokecolor{textcolor}%
-\pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.360711in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
-\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
-\pgfusepath{stroke,fill}%
-}%
-\begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.711625in}%
-\pgfsys@useobject{currentmarker}{}%
-\end{pgfscope}%
-\end{pgfscope}%
-\begin{pgfscope}%
-\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
-\pgfsetstrokecolor{textcolor}%
-\pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.658864in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 70}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -445,7 +395,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -453,17 +403,17 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624562in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.624573in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.624574in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.597208in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.597205in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.597205in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.597205in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.597216in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.597217in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.597205in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -487,36 +437,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624562in}%
+\pgfsys@transformshift{0.793196in}{0.597208in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.624558in}%
+\pgfsys@transformshift{1.262893in}{0.597205in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.624558in}%
+\pgfsys@transformshift{1.732590in}{0.597205in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.624558in}%
+\pgfsys@transformshift{2.202287in}{0.597205in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.624573in}%
+\pgfsys@transformshift{2.671983in}{0.597216in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.624574in}%
+\pgfsys@transformshift{3.141680in}{0.597217in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.597205in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -524,17 +474,17 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.640330in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.669874in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.651449in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.648872in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.811059in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.864979in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.800296in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.608787in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.630481in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.616952in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.615059in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.734157in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.773751in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.726254in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -558,36 +508,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.640330in}%
+\pgfsys@transformshift{0.793196in}{0.608787in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.669874in}%
+\pgfsys@transformshift{1.262893in}{0.630481in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.651449in}%
+\pgfsys@transformshift{1.732590in}{0.616952in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.648872in}%
+\pgfsys@transformshift{2.202287in}{0.615059in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.811059in}%
+\pgfsys@transformshift{2.671983in}{0.734157in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.864979in}%
+\pgfsys@transformshift{3.141680in}{0.773751in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.800296in}%
+\pgfsys@transformshift{3.611377in}{0.726254in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
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@@ -595,17 +545,17 @@
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-\pgfpathlineto{\pgfqpoint{2.113921in}{2.330281in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{2.110146in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{1.306554in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{1.616382in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.540636in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{1.527659in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{1.806070in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.849754in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{1.688105in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{1.098010in}}%
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 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
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 \pgfusepath{clip}%
 \pgfsetbuttcap%
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@@ -629,36 +579,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
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+\pgfsys@transformshift{0.793196in}{1.540636in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.262893in}{1.527659in}%
 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
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+\pgfsys@transformshift{1.732590in}{1.806070in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{1.849754in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.671983in}{1.688105in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.141680in}{1.098010in}%
 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
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@@ -666,17 +616,17 @@
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@@ -700,31 +650,31 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
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+\pgfsys@transformshift{0.793196in}{1.831588in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.262893in}{1.822873in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.732590in}{1.557992in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{1.516200in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{1.933979in}%
+\pgfsys@transformshift{2.671983in}{1.558741in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{2.683649in}%
+\pgfsys@transformshift{3.141680in}{2.109240in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.438520in}%
+\pgfsys@transformshift{3.611377in}{1.929237in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -735,8 +685,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -746,8 +696,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -757,8 +707,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -768,15 +718,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster B}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster B}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -789,15 +739,15 @@
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 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.761143in}{1.860063in}}%
-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -808,8 +758,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -835,7 +785,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -843,7 +793,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -852,8 +802,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -879,7 +829,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -887,7 +837,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -896,8 +846,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -923,7 +873,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -931,7 +881,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -940,8 +890,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -967,7 +917,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -975,7 +925,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_9/interval-c.pgf b/report/figures/figure_9/interval-c.pgf
index 68282fb7..8d08dded 100644
--- a/report/figures/figure_9/interval-c.pgf
+++ b/report/figures/figure_9/interval-c.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.521603in}%
+\pgfsys@transformshift{1.262893in}{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=1.174527in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
+\pgftext[x=1.262893in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.521603in}%
+\pgfsys@transformshift{1.732590in}{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=1.644224in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
+\pgftext[x=1.732590in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
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 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.521603in}%
+\pgfsys@transformshift{2.671983in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.583618in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
+\pgftext[x=2.671983in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.521603in}%
+\pgfsys@transformshift{3.141680in}{0.521603in}%
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 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,7 +205,7 @@
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-\pgftext[x=3.053315in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
+\pgftext[x=3.141680in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -222,7 +222,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -230,13 +230,13 @@
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-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
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 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624558in}%
+\pgfsys@transformshift{0.652287in}{0.602388in}%
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 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
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 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.571796in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.549627in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.181281in}%
+\pgfsys@transformshift{0.652287in}{1.039231in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.128520in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=0.986470in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.738004in}%
+\pgfsys@transformshift{0.652287in}{1.476074in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.685243in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.423313in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.294727in}%
+\pgfsys@transformshift{0.652287in}{1.912917in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,57 @@
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 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.241966in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.860156in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.349760in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.378334in, y=2.296999in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -345,7 +395,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -353,17 +403,17 @@
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.625471in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.625201in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.625228in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.625102in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.626341in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.625692in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.603105in}}%
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+\pgfpathlineto{\pgfqpoint{1.732590in}{0.602914in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.602815in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.603788in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.603278in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.602388in}}%
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 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -387,36 +437,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.625471in}%
+\pgfsys@transformshift{0.793196in}{0.603105in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.625201in}%
+\pgfsys@transformshift{1.262893in}{0.602893in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.625228in}%
+\pgfsys@transformshift{1.732590in}{0.602914in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.625102in}%
+\pgfsys@transformshift{2.202287in}{0.602815in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.626341in}%
+\pgfsys@transformshift{2.671983in}{0.603788in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.625692in}%
+\pgfsys@transformshift{3.141680in}{0.603278in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.602388in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -424,17 +474,17 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathlineto{\pgfqpoint{1.174527in}{0.651440in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.657966in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.655369in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.709632in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{1.065210in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.743227in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.630697in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.623482in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.628603in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.626565in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.669143in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.948154in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.695504in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -458,36 +508,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.660635in}%
+\pgfsys@transformshift{0.793196in}{0.630697in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.651440in}%
+\pgfsys@transformshift{1.262893in}{0.623482in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.657966in}%
+\pgfsys@transformshift{1.732590in}{0.628603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.655369in}%
+\pgfsys@transformshift{2.202287in}{0.626565in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.709632in}%
+\pgfsys@transformshift{2.671983in}{0.669143in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{1.065210in}%
+\pgfsys@transformshift{3.141680in}{0.948154in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.743227in}%
+\pgfsys@transformshift{3.611377in}{0.695504in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -495,17 +545,17 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.404648in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{2.683649in}}%
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-\pgfpathlineto{\pgfqpoint{2.113921in}{2.635862in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{2.613958in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{2.012342in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{1.434238in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.999168in}}%
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+\pgfpathlineto{\pgfqpoint{2.202287in}{2.180595in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{2.163407in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{1.691339in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{1.237718in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
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@@ -529,36 +579,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.404648in}%
+\pgfsys@transformshift{0.793196in}{1.999168in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{2.683649in}%
+\pgfsys@transformshift{1.262893in}{2.218092in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{2.117827in}%
+\pgfsys@transformshift{1.732590in}{1.774109in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{2.180595in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.671983in}{2.163407in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{2.012342in}%
+\pgfsys@transformshift{3.141680in}{1.691339in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{1.434238in}%
+\pgfsys@transformshift{3.611377in}{1.237718in}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
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@@ -566,17 +616,17 @@
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-\pgfpathlineto{\pgfqpoint{3.053315in}{1.578603in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.479825in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.360798in}}%
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+\pgfpathlineto{\pgfqpoint{1.732590in}{1.588143in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.183794in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{1.157431in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{1.350997in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.058157in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
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@@ -600,31 +650,31 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.591094in}%
+\pgfsys@transformshift{0.793196in}{1.360798in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.262893in}{1.149302in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.732590in}{1.588143in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{1.183794in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{1.331917in}%
+\pgfsys@transformshift{2.671983in}{1.157431in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.141680in}{1.350997in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.611377in}{2.058157in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -635,8 +685,8 @@
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-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
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 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -646,8 +696,8 @@
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-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
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 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -657,8 +707,8 @@
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
@@ -668,15 +718,15 @@
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+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
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-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster C}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster C}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -689,15 +739,15 @@
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-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
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 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -708,8 +758,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -735,7 +785,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -743,7 +793,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -752,8 +802,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -779,7 +829,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -787,7 +837,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -796,8 +846,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -823,7 +873,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -831,7 +881,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -840,8 +890,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -867,7 +917,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -875,7 +925,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_9/interval-d.pgf b/report/figures/figure_9/interval-d.pgf
index 8a284fb7..d8cbaa54 100644
--- a/report/figures/figure_9/interval-d.pgf
+++ b/report/figures/figure_9/interval-d.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.521603in}%
+\pgfsys@transformshift{1.262893in}{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=1.174527in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
+\pgftext[x=1.262893in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.521603in}%
+\pgfsys@transformshift{1.732590in}{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=1.644224in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
+\pgftext[x=1.732590in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.521603in}%
+\pgfsys@transformshift{2.671983in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.583618in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
+\pgftext[x=2.671983in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.521603in}%
+\pgfsys@transformshift{3.141680in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,7 +205,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.053315in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
+\pgftext[x=3.141680in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -222,7 +222,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -230,13 +230,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624558in}%
+\pgfsys@transformshift{0.652287in}{0.604112in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.571796in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.551350in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.169225in}%
+\pgfsys@transformshift{0.652287in}{1.040610in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.116463in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=0.987848in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.713891in}%
+\pgfsys@transformshift{0.652287in}{1.477108in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.661130in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.424347in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.258558in}%
+\pgfsys@transformshift{0.652287in}{1.913607in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,57 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.205797in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.860845in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.350105in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.378334in, y=2.297343in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -345,7 +395,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -353,17 +403,17 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624568in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.624566in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.624610in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.624612in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624625in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.604119in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.604112in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.604112in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.604118in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.604153in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.604155in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.604165in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -387,36 +437,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624568in}%
+\pgfsys@transformshift{0.793196in}{0.604119in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.624558in}%
+\pgfsys@transformshift{1.262893in}{0.604112in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.732590in}{0.604112in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{0.604118in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.624610in}%
+\pgfsys@transformshift{2.671983in}{0.604153in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.141680in}{0.604155in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624625in}%
+\pgfsys@transformshift{3.611377in}{0.604165in}%
 \pgfsys@useobject{currentmarker}{}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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 \pgfsetrectcap%
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@@ -424,17 +474,17 @@
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-\pgfpathlineto{\pgfqpoint{3.523012in}{0.709642in}}%
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+\pgfpathlineto{\pgfqpoint{3.141680in}{0.737148in}}%
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 \begin{pgfscope}%
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@@ -458,36 +508,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
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+\pgfsys@transformshift{0.793196in}{0.624784in}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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 \begin{pgfscope}%
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 \begin{pgfscope}%
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 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.671983in}{0.647810in}%
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 \begin{pgfscope}%
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 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.611377in}{0.672299in}%
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 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -495,17 +545,17 @@
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+\pgfpathlineto{\pgfqpoint{2.671983in}{1.233817in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{1.231638in}}%
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 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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@@ -529,36 +579,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.940870in}%
+\pgfsys@transformshift{0.793196in}{1.659010in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.262893in}{1.936342in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.732590in}{1.846265in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{1.545714in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.671983in}{1.233817in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.141680in}{1.231638in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{1.203650in}%
+\pgfsys@transformshift{3.611377in}{1.068198in}%
 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
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@@ -566,17 +616,17 @@
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-\pgfpathlineto{\pgfqpoint{3.523012in}{2.683649in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.711024in}}%
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+\pgfpathlineto{\pgfqpoint{3.141680in}{2.025998in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.254276in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
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@@ -600,31 +650,31 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.005774in}%
+\pgfsys@transformshift{0.793196in}{1.711024in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.262893in}{1.392715in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{1.746000in}%
+\pgfsys@transformshift{1.732590in}{1.502840in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{2.124614in}%
+\pgfsys@transformshift{2.202287in}{1.806264in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{2.507559in}%
+\pgfsys@transformshift{2.671983in}{2.113157in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{2.398801in}%
+\pgfsys@transformshift{3.141680in}{2.025998in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{3.611377in}{2.254276in}%
 \pgfsys@useobject{currentmarker}{}%
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@@ -635,8 +685,8 @@
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-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
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 \begin{pgfscope}%
@@ -646,8 +696,8 @@
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-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
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 \begin{pgfscope}%
@@ -657,8 +707,8 @@
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-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
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 \begin{pgfscope}%
@@ -668,15 +718,15 @@
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-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
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-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster D}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -689,15 +739,15 @@
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-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
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@@ -708,8 +758,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
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 \begin{pgfscope}%
@@ -735,7 +785,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
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+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
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@@ -743,7 +793,7 @@
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-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
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@@ -752,8 +802,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
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 \begin{pgfscope}%
@@ -779,7 +829,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
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@@ -787,7 +837,7 @@
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-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
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@@ -796,8 +846,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
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 \begin{pgfscope}%
@@ -823,7 +873,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
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+\pgfsys@transformshift{4.016175in}{2.196977in}%
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@@ -831,7 +881,7 @@
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-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
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 \end{pgfscope}%
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@@ -840,8 +890,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
@@ -867,7 +917,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
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 \end{pgfscope}%
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@@ -875,7 +925,7 @@
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-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_9/interval-e.pgf b/report/figures/figure_9/interval-e.pgf
index 01c7d613..a994337f 100644
--- a/report/figures/figure_9/interval-e.pgf
+++ b/report/figures/figure_9/interval-e.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.521603in}%
+\pgfsys@transformshift{1.262893in}{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=1.174527in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
+\pgftext[x=1.262893in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.521603in}%
+\pgfsys@transformshift{1.732590in}{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=1.644224in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
+\pgftext[x=1.732590in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.521603in}%
+\pgfsys@transformshift{2.671983in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
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-\pgftext[x=2.583618in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
+\pgftext[x=2.671983in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.521603in}%
+\pgfsys@transformshift{3.141680in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,7 +205,7 @@
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-\pgftext[x=3.053315in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
+\pgftext[x=3.141680in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -222,7 +222,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -230,13 +230,13 @@
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-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624558in}%
+\pgfsys@transformshift{0.652287in}{0.615626in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
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 \pgfsetstrokecolor{textcolor}%
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-\pgftext[x=0.378334in, y=0.571796in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.562864in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.100003in}%
+\pgfsys@transformshift{0.652287in}{1.049821in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
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-\pgftext[x=0.289968in, y=1.047241in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=0.997060in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.575447in}%
+\pgfsys@transformshift{0.652287in}{1.484017in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.522686in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.431255in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.050892in}%
+\pgfsys@transformshift{0.652287in}{1.918212in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
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-\pgftext[x=0.289968in, y=1.998130in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.865451in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -353,7 +353,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.526336in}%
+\pgfsys@transformshift{0.652287in}{2.352408in}%
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@@ -361,7 +361,32 @@
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-\pgftext[x=0.289968in, y=2.473575in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.299646in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
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@@ -370,7 +395,7 @@
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-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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@@ -378,17 +403,17 @@
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-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624944in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.616156in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.616620in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.616327in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.616395in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.615644in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.615626in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.615979in}}%
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@@ -412,36 +437,36 @@
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+\pgfsys@transformshift{0.793196in}{0.616156in}%
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-\pgfsys@transformshift{2.113921in}{0.625400in}%
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 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.624577in}%
+\pgfsys@transformshift{2.671983in}{0.615644in}%
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 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.624558in}%
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 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624944in}%
+\pgfsys@transformshift{3.611377in}{0.615979in}%
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-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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@@ -449,17 +474,17 @@
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@@ -483,36 +508,36 @@
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 \begin{pgfscope}%
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@@ -520,17 +545,17 @@
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-\pgfpathlineto{\pgfqpoint{3.053315in}{1.585407in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.864039in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{2.163060in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{1.640870in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{1.873132in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.730718in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{1.077349in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{1.493113in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.834329in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -554,36 +579,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.319000in}%
+\pgfsys@transformshift{0.793196in}{2.163060in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{1.747202in}%
+\pgfsys@transformshift{1.262893in}{1.640870in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{2.001529in}%
+\pgfsys@transformshift{1.732590in}{1.873132in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{1.845585in}%
+\pgfsys@transformshift{2.202287in}{1.730718in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{1.130145in}%
+\pgfsys@transformshift{2.671983in}{1.077349in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{1.585407in}%
+\pgfsys@transformshift{3.141680in}{1.493113in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.864039in}%
+\pgfsys@transformshift{3.611377in}{0.834329in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -591,17 +616,17 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{1.249650in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{1.792208in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{1.530737in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{1.721449in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{2.395530in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{1.776060in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.683649in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.186486in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{1.681972in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{1.443185in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.617351in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{2.232950in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{1.667225in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.496072in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -625,31 +650,31 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.249650in}%
+\pgfsys@transformshift{0.793196in}{1.186486in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{1.792208in}%
+\pgfsys@transformshift{1.262893in}{1.681972in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{1.530737in}%
+\pgfsys@transformshift{1.732590in}{1.443185in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{1.721449in}%
+\pgfsys@transformshift{2.202287in}{1.617351in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{2.395530in}%
+\pgfsys@transformshift{2.671983in}{2.232950in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{1.776060in}%
+\pgfsys@transformshift{3.141680in}{1.667225in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.683649in}%
+\pgfsys@transformshift{3.611377in}{2.496072in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -660,8 +685,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -671,8 +696,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -682,8 +707,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -693,15 +718,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster E}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster E}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -714,15 +739,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.761143in}{1.860063in}}%
-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -733,8 +758,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -760,7 +785,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -768,7 +793,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -777,8 +802,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -804,7 +829,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -812,7 +837,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -821,8 +846,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -848,7 +873,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -856,7 +881,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -865,8 +890,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -892,7 +917,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -900,7 +925,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_9/interval-f.pgf b/report/figures/figure_9/interval-f.pgf
index 3a2d92c4..fe2a5605 100644
--- a/report/figures/figure_9/interval-f.pgf
+++ b/report/figures/figure_9/interval-f.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.521603in}%
+\pgfsys@transformshift{1.262893in}{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=1.174527in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
+\pgftext[x=1.262893in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.521603in}%
+\pgfsys@transformshift{1.732590in}{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=1.644224in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
+\pgftext[x=1.732590in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.521603in}%
+\pgfsys@transformshift{2.671983in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.583618in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
+\pgftext[x=2.671983in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.521603in}%
+\pgfsys@transformshift{3.141680in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,7 +205,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.053315in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
+\pgftext[x=3.141680in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -222,7 +222,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -230,13 +230,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624558in}%
+\pgfsys@transformshift{0.652287in}{0.607796in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.571796in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.555034in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.145062in}%
+\pgfsys@transformshift{0.652287in}{1.043557in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.092301in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=0.990796in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.665567in}%
+\pgfsys@transformshift{0.652287in}{1.479319in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.612805in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.426557in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.186071in}%
+\pgfsys@transformshift{0.652287in}{1.915080in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.133309in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.862319in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -353,7 +353,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.706575in}%
+\pgfsys@transformshift{0.652287in}{2.350842in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -361,7 +361,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.653814in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.298080in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -370,7 +395,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -378,17 +403,17 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624580in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.624572in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.624571in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.624570in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.624596in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.624652in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.607814in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.607808in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.607807in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.607806in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.607828in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.607875in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.607796in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -412,36 +437,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624580in}%
+\pgfsys@transformshift{0.793196in}{0.607814in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.624572in}%
+\pgfsys@transformshift{1.262893in}{0.607808in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.624571in}%
+\pgfsys@transformshift{1.732590in}{0.607807in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.624570in}%
+\pgfsys@transformshift{2.202287in}{0.607806in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.624596in}%
+\pgfsys@transformshift{2.671983in}{0.607828in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.624652in}%
+\pgfsys@transformshift{3.141680in}{0.607875in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.607796in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -449,17 +474,17 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.761266in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.870203in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.716974in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.718713in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.714044in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{1.326586in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.966311in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.722247in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.813448in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.685166in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.686622in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.682713in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{1.195528in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.893909in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -483,36 +508,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.761266in}%
+\pgfsys@transformshift{0.793196in}{0.722247in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.870203in}%
+\pgfsys@transformshift{1.262893in}{0.813448in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.716974in}%
+\pgfsys@transformshift{1.732590in}{0.685166in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.718713in}%
+\pgfsys@transformshift{2.202287in}{0.686622in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.714044in}%
+\pgfsys@transformshift{2.671983in}{0.682713in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{1.326586in}%
+\pgfsys@transformshift{3.141680in}{1.195528in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.966311in}%
+\pgfsys@transformshift{3.611377in}{0.893909in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -520,17 +545,17 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.322499in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{2.331491in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{2.089517in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{2.072894in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{1.745114in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{1.054930in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.826236in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{2.029297in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{2.036825in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{1.834246in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.820330in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{1.545916in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.968100in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.776639in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -554,36 +579,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.322499in}%
+\pgfsys@transformshift{0.793196in}{2.029297in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{2.331491in}%
+\pgfsys@transformshift{1.262893in}{2.036825in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{2.089517in}%
+\pgfsys@transformshift{1.732590in}{1.834246in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{2.072894in}%
+\pgfsys@transformshift{2.202287in}{1.820330in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{1.745114in}%
+\pgfsys@transformshift{2.671983in}{1.545916in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{1.054930in}%
+\pgfsys@transformshift{3.141680in}{0.968100in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.826236in}%
+\pgfsys@transformshift{3.611377in}{0.776639in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
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@@ -591,17 +616,17 @@
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-\pgfpathlineto{\pgfqpoint{2.113921in}{1.684576in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{2.016999in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{2.094584in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.683649in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.250633in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{1.151910in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{1.482772in}}%
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+\pgfpathlineto{\pgfqpoint{2.671983in}{1.773535in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{1.838489in}}%
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 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
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 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -625,31 +650,31 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.392408in}%
+\pgfsys@transformshift{0.793196in}{1.250633in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{1.274487in}%
+\pgfsys@transformshift{1.262893in}{1.151910in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.732590in}{1.482772in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{1.684576in}%
+\pgfsys@transformshift{2.202287in}{1.495233in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{2.016999in}%
+\pgfsys@transformshift{2.671983in}{1.773535in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{2.094584in}%
+\pgfsys@transformshift{3.141680in}{1.838489in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.683649in}%
+\pgfsys@transformshift{3.611377in}{2.331648in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -660,8 +685,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -671,8 +696,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -682,8 +707,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -693,15 +718,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster F}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster F}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -714,15 +739,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.761143in}{1.860063in}}%
-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -733,8 +758,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -760,7 +785,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -768,7 +793,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -777,8 +802,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -804,7 +829,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -812,7 +837,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -821,8 +846,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -848,7 +873,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -856,7 +881,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -865,8 +890,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -892,7 +917,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -900,7 +925,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_9/interval-g.pgf b/report/figures/figure_9/interval-g.pgf
index d24ee9fc..f5cda54c 100644
--- a/report/figures/figure_9/interval-g.pgf
+++ b/report/figures/figure_9/interval-g.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.521603in}%
+\pgfsys@transformshift{1.262893in}{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=1.174527in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
+\pgftext[x=1.262893in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.521603in}%
+\pgfsys@transformshift{1.732590in}{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=1.644224in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
+\pgftext[x=1.732590in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.521603in}%
+\pgfsys@transformshift{2.671983in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.583618in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
+\pgftext[x=2.671983in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.521603in}%
+\pgfsys@transformshift{3.141680in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,7 +205,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.053315in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
+\pgftext[x=3.141680in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -222,7 +222,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -230,13 +230,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624558in}%
+\pgfsys@transformshift{0.652287in}{0.613643in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.571796in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.560881in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.110690in}%
+\pgfsys@transformshift{0.652287in}{1.048235in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.057928in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=0.995473in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.596821in}%
+\pgfsys@transformshift{0.652287in}{1.482827in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.544060in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.430065in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.082953in}%
+\pgfsys@transformshift{0.652287in}{1.917419in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.030191in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.864658in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -353,7 +353,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.569085in}%
+\pgfsys@transformshift{0.652287in}{2.352011in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -361,7 +361,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.516323in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.299250in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -370,7 +395,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -378,17 +403,17 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.624594in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.624583in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.613643in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.613643in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.613675in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.613643in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.613666in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.613643in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.613643in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -412,36 +437,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624558in}%
+\pgfsys@transformshift{0.793196in}{0.613643in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.624558in}%
+\pgfsys@transformshift{1.262893in}{0.613643in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.624594in}%
+\pgfsys@transformshift{1.732590in}{0.613675in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.624558in}%
+\pgfsys@transformshift{2.202287in}{0.613643in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.624583in}%
+\pgfsys@transformshift{2.671983in}{0.613666in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.624558in}%
+\pgfsys@transformshift{3.141680in}{0.613643in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.613643in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -449,17 +474,17 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
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-\pgfpathlineto{\pgfqpoint{1.174527in}{0.641409in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.660753in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.637043in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.702270in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.884275in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.840738in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.617758in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.628707in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.646000in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.624804in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.683116in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.845825in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.806903in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -483,36 +508,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.629161in}%
+\pgfsys@transformshift{0.793196in}{0.617758in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.641409in}%
+\pgfsys@transformshift{1.262893in}{0.628707in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.660753in}%
+\pgfsys@transformshift{1.732590in}{0.646000in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.637043in}%
+\pgfsys@transformshift{2.202287in}{0.624804in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.702270in}%
+\pgfsys@transformshift{2.671983in}{0.683116in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.884275in}%
+\pgfsys@transformshift{3.141680in}{0.845825in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.840738in}%
+\pgfsys@transformshift{3.611377in}{0.806903in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -520,17 +545,17 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.683649in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{2.618617in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{2.430235in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{2.627269in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{1.142720in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{1.729681in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{1.573077in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{2.454429in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{2.396292in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{2.227882in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{2.404027in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{1.076869in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{1.601601in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{1.461600in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
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@@ -554,36 +579,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.683649in}%
+\pgfsys@transformshift{0.793196in}{2.454429in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{2.618617in}%
+\pgfsys@transformshift{1.262893in}{2.396292in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{1.732590in}{2.227882in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{2.627269in}%
+\pgfsys@transformshift{2.202287in}{2.404027in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{1.142720in}%
+\pgfsys@transformshift{2.671983in}{1.076869in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{1.729681in}%
+\pgfsys@transformshift{3.141680in}{1.601601in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{1.573077in}%
+\pgfsys@transformshift{3.611377in}{1.461600in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
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@@ -591,17 +616,17 @@
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 \begin{pgfscope}%
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 \pgfusepath{clip}%
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@@ -625,31 +650,31 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.991522in}%
+\pgfsys@transformshift{0.793196in}{0.941702in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
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+\pgfsys@transformshift{1.732590in}{1.139974in}%
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 \begin{pgfscope}%
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 \begin{pgfscope}%
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 \begin{pgfscope}%
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 \begin{pgfscope}%
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+\pgfsys@transformshift{3.611377in}{1.745385in}%
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 \end{pgfscope}%
@@ -660,8 +685,8 @@
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-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
@@ -671,8 +696,8 @@
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 \pgfusepath{stroke}%
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 \begin{pgfscope}%
@@ -682,8 +707,8 @@
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 \begin{pgfscope}%
@@ -693,15 +718,15 @@
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 \begin{pgfscope}%
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-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster G}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster G}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -714,15 +739,15 @@
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+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -733,8 +758,8 @@
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-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -760,7 +785,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -768,7 +793,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -777,8 +802,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -804,7 +829,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -812,7 +837,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -821,8 +846,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -848,7 +873,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -856,7 +881,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -865,8 +890,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -892,7 +917,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -900,7 +925,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_9/interval-h.pgf b/report/figures/figure_9/interval-h.pgf
index 6834cce8..de807385 100644
--- a/report/figures/figure_9/interval-h.pgf
+++ b/report/figures/figure_9/interval-h.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont <1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.521603in}%
+\pgfsys@transformshift{1.262893in}{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=1.174527in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
+\pgftext[x=1.262893in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1-2}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.521603in}%
+\pgfsys@transformshift{1.732590in}{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=1.644224in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
+\pgftext[x=1.732590in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-4}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 4-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.583618in}{0.521603in}%
+\pgfsys@transformshift{2.671983in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,7 +180,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.583618in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
+\pgftext[x=2.671983in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10-60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -197,7 +197,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.053315in}{0.521603in}%
+\pgfsys@transformshift{3.141680in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -205,7 +205,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.053315in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
+\pgftext[x=3.141680in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60-1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -222,7 +222,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -230,13 +230,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1d}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Job execution time}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624558in}%
+\pgfsys@transformshift{0.652287in}{0.624145in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.571796in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.571384in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.058790in}%
+\pgfsys@transformshift{0.652287in}{1.056637in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.006029in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=1.003875in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.493023in}%
+\pgfsys@transformshift{0.652287in}{1.489128in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.440261in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.436367in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -328,7 +328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.927255in}%
+\pgfsys@transformshift{0.652287in}{1.921620in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -336,7 +336,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.874494in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.868859in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -353,7 +353,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.361488in}%
+\pgfsys@transformshift{0.652287in}{2.354112in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -361,7 +361,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.308726in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.301350in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -370,7 +395,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -378,17 +403,17 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.174527in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.644224in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.583618in}{0.624566in}}%
-\pgfpathlineto{\pgfqpoint{3.053315in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.624145in}}%
+\pgfpathlineto{\pgfqpoint{1.262893in}{0.624145in}}%
+\pgfpathlineto{\pgfqpoint{1.732590in}{0.624145in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.624145in}}%
+\pgfpathlineto{\pgfqpoint{2.671983in}{0.624154in}}%
+\pgfpathlineto{\pgfqpoint{3.141680in}{0.624145in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.624145in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -412,36 +437,36 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624558in}%
+\pgfsys@transformshift{0.793196in}{0.624145in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.174527in}{0.624558in}%
+\pgfsys@transformshift{1.262893in}{0.624145in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.644224in}{0.624558in}%
+\pgfsys@transformshift{1.732590in}{0.624145in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.624558in}%
+\pgfsys@transformshift{2.202287in}{0.624145in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -554,36 +579,36 @@
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-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
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@@ -804,7 +829,7 @@
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-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
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@@ -848,7 +873,7 @@
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-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
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@@ -892,7 +917,7 @@
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-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
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diff --git a/report/figures/figure_9/machinelocality-2011.pgf b/report/figures/figure_9/machinelocality-2011.pgf
index f5178d07..fcf6cd61 100644
--- a/report/figures/figure_9/machinelocality-2011.pgf
+++ b/report/figures/figure_9/machinelocality-2011.pgf
@@ -23,7 +23,7 @@
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 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont (0,0.5)}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont (0,0.5)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.521603in}%
+\pgfsys@transformshift{1.497741in}{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=1.409376in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.5,0.9)}%
+\pgftext[x=1.497741in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.5,0.9)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{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=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.9,1.1)}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.9,1.1)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.521603in}%
+\pgfsys@transformshift{2.906832in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.818467in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [1.1,1.5)}%
+\pgftext[x=2.906832in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [1.1,1.5)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,13 +180,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1.5}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1.5}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine locality}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine locality}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -203,7 +203,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624558in}%
+\pgfsys@transformshift{0.652287in}{0.620176in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -211,7 +211,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.571796in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.567414in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -228,7 +228,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.077105in}%
+\pgfsys@transformshift{0.652287in}{1.053461in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -236,7 +236,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.024344in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=1.000700in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.529653in}%
+\pgfsys@transformshift{0.652287in}{1.486747in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.476891in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.433985in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.982200in}%
+\pgfsys@transformshift{0.652287in}{1.920032in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.929439in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.867271in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.434748in}%
+\pgfsys@transformshift{0.652287in}{2.353318in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.381986in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.300556in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -320,7 +345,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -328,15 +353,15 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.620176in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.620176in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.620176in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.620176in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.620176in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -360,28 +385,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624558in}%
+\pgfsys@transformshift{0.793196in}{0.620176in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.624558in}%
+\pgfsys@transformshift{1.497741in}{0.620176in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.624558in}%
+\pgfsys@transformshift{2.202287in}{0.620176in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.624558in}%
+\pgfsys@transformshift{2.906832in}{0.620176in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.620176in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -389,15 +414,15 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.647185in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.802027in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{1.001681in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.620176in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.641840in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.620176in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.790092in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.981247in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -421,28 +446,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624558in}%
+\pgfsys@transformshift{0.793196in}{0.620176in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.647185in}%
+\pgfsys@transformshift{1.497741in}{0.641840in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.624558in}%
+\pgfsys@transformshift{2.202287in}{0.620176in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.802027in}%
+\pgfsys@transformshift{2.906832in}{0.790092in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{1.001681in}%
+\pgfsys@transformshift{3.611377in}{0.981247in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -450,15 +475,15 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.683649in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{2.661021in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{1.529653in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{2.643274in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.237806in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{2.591625in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{2.569961in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.486747in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{2.552969in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.164758in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -482,28 +507,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.683649in}%
+\pgfsys@transformshift{0.793196in}{2.591625in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{2.661021in}%
+\pgfsys@transformshift{1.497741in}{2.569961in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{1.529653in}%
+\pgfsys@transformshift{2.202287in}{1.486747in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{2.643274in}%
+\pgfsys@transformshift{2.906832in}{2.552969in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.237806in}%
+\pgfsys@transformshift{3.611377in}{2.164758in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -511,15 +536,15 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.828204in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.828204in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{1.982200in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.691109in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.896924in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.815154in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.815154in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.920032in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.683894in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.880949in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -543,23 +568,23 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.828204in}%
+\pgfsys@transformshift{0.793196in}{0.815154in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.828204in}%
+\pgfsys@transformshift{1.497741in}{0.815154in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{1.982200in}%
+\pgfsys@transformshift{2.202287in}{1.920032in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.691109in}%
+\pgfsys@transformshift{2.906832in}{0.683894in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.896924in}%
+\pgfsys@transformshift{3.611377in}{0.880949in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -570,8 +595,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
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-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -581,8 +606,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -592,8 +617,8 @@
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-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -603,15 +628,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
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-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
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-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2011 data}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2011 data}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -624,15 +649,15 @@
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-\pgfpathmoveto{\pgfqpoint{3.761143in}{1.860063in}}%
-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -643,8 +668,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -670,7 +695,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -678,7 +703,7 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -687,8 +712,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -714,7 +739,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
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 \end{pgfscope}%
 \end{pgfscope}%
@@ -722,7 +747,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
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-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -731,8 +756,8 @@
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 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -758,7 +783,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -766,7 +791,7 @@
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-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -775,8 +800,8 @@
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 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -802,7 +827,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -810,7 +835,7 @@
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-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
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diff --git a/report/figures/figure_9/machinelocality-a.pgf b/report/figures/figure_9/machinelocality-a.pgf
index 2fa57e2a..c1603e20 100644
--- a/report/figures/figure_9/machinelocality-a.pgf
+++ b/report/figures/figure_9/machinelocality-a.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
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-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
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 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
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-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
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-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont (0,0.5)}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont (0,0.5)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.521603in}%
+\pgfsys@transformshift{1.497741in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -105,7 +105,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.409376in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.5,0.9)}%
+\pgftext[x=1.497741in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.5,0.9)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -130,7 +130,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
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-\pgftext[x=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.9,1.1)}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.9,1.1)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.521603in}%
+\pgfsys@transformshift{2.906832in}{0.521603in}%
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 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
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 \pgfsetstrokecolor{textcolor}%
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-\pgftext[x=2.818467in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [1.1,1.5)}%
+\pgftext[x=2.906832in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [1.1,1.5)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
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 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,13 +180,13 @@
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 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1.5}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1.5}%
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 \begin{pgfscope}%
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-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine locality}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine locality}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -203,7 +203,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624558in}%
+\pgfsys@transformshift{0.652287in}{0.624480in}%
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 \end{pgfscope}%
 \end{pgfscope}%
@@ -211,7 +211,7 @@
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-\pgftext[x=0.378334in, y=0.571796in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.571718in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -228,7 +228,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.057310in}%
+\pgfsys@transformshift{0.652287in}{1.056905in}%
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 \end{pgfscope}%
@@ -236,7 +236,7 @@
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-\pgftext[x=0.289968in, y=1.004549in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=1.004143in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.490063in}%
+\pgfsys@transformshift{0.652287in}{1.489329in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
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-\pgftext[x=0.289968in, y=1.437301in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.436568in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.922815in}%
+\pgfsys@transformshift{0.652287in}{1.921754in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
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-\pgftext[x=0.289968in, y=1.870053in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.868992in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.355567in}%
+\pgfsys@transformshift{0.652287in}{2.354179in}%
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@@ -311,7 +311,32 @@
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 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.302806in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.301417in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -320,7 +345,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -328,15 +353,15 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.624480in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.624480in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.624480in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.624480in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.624480in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -360,28 +385,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624558in}%
+\pgfsys@transformshift{0.793196in}{0.624480in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.624558in}%
+\pgfsys@transformshift{1.497741in}{0.624480in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.624558in}%
+\pgfsys@transformshift{2.202287in}{0.624480in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.624558in}%
+\pgfsys@transformshift{2.906832in}{0.624480in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.624480in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -389,15 +414,15 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.967866in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.693551in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.654947in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.676351in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.640761in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.967528in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.693420in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.654846in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.676234in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.640671in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -421,28 +446,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.967866in}%
+\pgfsys@transformshift{0.793196in}{0.967528in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.693551in}%
+\pgfsys@transformshift{1.497741in}{0.693420in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.654947in}%
+\pgfsys@transformshift{2.202287in}{0.654846in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.676351in}%
+\pgfsys@transformshift{2.906832in}{0.676234in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.640761in}%
+\pgfsys@transformshift{3.611377in}{0.640671in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -450,15 +475,15 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.641658in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.660236in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.946188in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.883734in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.718662in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.641567in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.660131in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.945866in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.883460in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.718512in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -482,28 +507,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.641658in}%
+\pgfsys@transformshift{0.793196in}{0.641567in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.660236in}%
+\pgfsys@transformshift{1.497741in}{0.660131in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.946188in}%
+\pgfsys@transformshift{2.202287in}{0.945866in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.883734in}%
+\pgfsys@transformshift{2.906832in}{0.883460in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.718662in}%
+\pgfsys@transformshift{3.611377in}{0.718512in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -511,15 +536,15 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.427912in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{2.683649in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{2.436301in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{2.477350in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.678013in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{2.426468in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{2.682012in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{2.434851in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{2.475869in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.676380in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -543,23 +568,23 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.427912in}%
+\pgfsys@transformshift{0.793196in}{2.426468in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{2.683649in}%
+\pgfsys@transformshift{1.497741in}{2.682012in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{2.436301in}%
+\pgfsys@transformshift{2.202287in}{2.434851in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{2.477350in}%
+\pgfsys@transformshift{2.906832in}{2.475869in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.678013in}%
+\pgfsys@transformshift{3.611377in}{2.676380in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -570,8 +595,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -581,8 +606,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -592,8 +617,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -603,15 +628,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster A}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster A}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -624,15 +649,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.761143in}{1.860063in}}%
-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -643,8 +668,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -670,7 +695,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -678,7 +703,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -687,8 +712,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -714,7 +739,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -722,7 +747,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -731,8 +756,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -758,7 +783,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -766,7 +791,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -775,8 +800,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -802,7 +827,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -810,7 +835,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_9/machinelocality-all.pgf b/report/figures/figure_9/machinelocality-all.pgf
index 28321c00..bc6d5680 100644
--- a/report/figures/figure_9/machinelocality-all.pgf
+++ b/report/figures/figure_9/machinelocality-all.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont (0,0.5)}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont (0,0.5)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.521603in}%
+\pgfsys@transformshift{1.497741in}{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=1.409376in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.5,0.9)}%
+\pgftext[x=1.497741in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.5,0.9)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{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=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.9,1.1)}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.9,1.1)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.521603in}%
+\pgfsys@transformshift{2.906832in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.818467in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [1.1,1.5)}%
+\pgftext[x=2.906832in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [1.1,1.5)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,13 +180,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1.5}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1.5}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine locality}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine locality}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -203,7 +203,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624558in}%
+\pgfsys@transformshift{0.652287in}{0.621071in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -211,7 +211,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.571796in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.568309in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -228,7 +228,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.072848in}%
+\pgfsys@transformshift{0.652287in}{1.054177in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -236,7 +236,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.020087in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=1.001416in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.521139in}%
+\pgfsys@transformshift{0.652287in}{1.487284in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.468378in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.434522in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.969430in}%
+\pgfsys@transformshift{0.652287in}{1.920390in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.916668in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.867629in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.417720in}%
+\pgfsys@transformshift{0.652287in}{2.353497in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.364959in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.300735in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -320,7 +345,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -328,15 +353,15 @@
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.624890in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624560in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.621071in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.621071in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.621391in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.621071in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.621072in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -360,28 +385,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624558in}%
+\pgfsys@transformshift{0.793196in}{0.621071in}%
 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.624558in}%
+\pgfsys@transformshift{1.497741in}{0.621071in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.624890in}%
+\pgfsys@transformshift{2.202287in}{0.621391in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.624558in}%
+\pgfsys@transformshift{2.906832in}{0.621071in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624560in}%
+\pgfsys@transformshift{3.611377in}{0.621072in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -389,15 +414,15 @@
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 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.826952in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.695126in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.671017in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.719252in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.743878in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.816610in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.689249in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.665957in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.712558in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.736349in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -421,28 +446,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.826952in}%
+\pgfsys@transformshift{0.793196in}{0.816610in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.695126in}%
+\pgfsys@transformshift{1.497741in}{0.689249in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.671017in}%
+\pgfsys@transformshift{2.202287in}{0.665957in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.719252in}%
+\pgfsys@transformshift{2.906832in}{0.712558in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.743878in}%
+\pgfsys@transformshift{3.611377in}{0.736349in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
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@@ -450,15 +475,15 @@
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.672170in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.736352in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{1.750850in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.818348in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{1.113373in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.667070in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.729078in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.709215in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.808297in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{1.093329in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
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@@ -482,28 +507,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
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+\pgfsys@transformshift{0.793196in}{0.667070in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{1.709215in}%
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 \begin{pgfscope}%
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 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{1.113373in}%
+\pgfsys@transformshift{3.611377in}{1.093329in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -511,15 +536,15 @@
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.616004in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{2.683649in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{1.692927in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{2.577526in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.257874in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{2.545065in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{2.610418in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.653253in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{2.507890in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.199065in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -543,23 +568,23 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.616004in}%
+\pgfsys@transformshift{0.793196in}{2.545065in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{2.683649in}%
+\pgfsys@transformshift{1.497741in}{2.610418in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{1.692927in}%
+\pgfsys@transformshift{2.202287in}{1.653253in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{2.577526in}%
+\pgfsys@transformshift{2.906832in}{2.507890in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.257874in}%
+\pgfsys@transformshift{3.611377in}{2.199065in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -570,8 +595,8 @@
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-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -581,8 +606,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
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-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -592,8 +617,8 @@
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-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -603,15 +628,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
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-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
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 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
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-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2019 data}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2019 data}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -624,15 +649,15 @@
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-\pgfpathmoveto{\pgfqpoint{3.761143in}{1.860063in}}%
-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
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@@ -643,8 +668,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -670,7 +695,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -678,7 +703,7 @@
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 \pgfsetstrokecolor{textcolor}%
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-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -687,8 +712,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -714,7 +739,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -722,7 +747,7 @@
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-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -731,8 +756,8 @@
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 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -758,7 +783,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -766,7 +791,7 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -775,8 +800,8 @@
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 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -802,7 +827,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -810,7 +835,7 @@
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-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
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diff --git a/report/figures/figure_9/machinelocality-b.pgf b/report/figures/figure_9/machinelocality-b.pgf
index 2768034e..3a548b25 100644
--- a/report/figures/figure_9/machinelocality-b.pgf
+++ b/report/figures/figure_9/machinelocality-b.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont (0,0.5)}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont (0,0.5)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.521603in}%
+\pgfsys@transformshift{1.497741in}{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=1.409376in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.5,0.9)}%
+\pgftext[x=1.497741in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.5,0.9)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{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=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.9,1.1)}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.9,1.1)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.521603in}%
+\pgfsys@transformshift{2.906832in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
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 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.818467in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [1.1,1.5)}%
+\pgftext[x=2.906832in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [1.1,1.5)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,13 +180,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1.5}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1.5}%
 \end{pgfscope}%
 \begin{pgfscope}%
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 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine locality}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine locality}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -203,7 +203,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624558in}%
+\pgfsys@transformshift{0.652287in}{0.622712in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -211,7 +211,7 @@
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-\pgftext[x=0.378334in, y=0.571796in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.569951in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -228,7 +228,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.065235in}%
+\pgfsys@transformshift{0.652287in}{1.055491in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -236,7 +236,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.012473in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=1.002729in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.505912in}%
+\pgfsys@transformshift{0.652287in}{1.488269in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.453150in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.435507in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.946589in}%
+\pgfsys@transformshift{0.652287in}{1.921047in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.893827in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.868285in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.387266in}%
+\pgfsys@transformshift{0.652287in}{2.353825in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.334505in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.301064in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -320,7 +345,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -328,15 +353,15 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.624562in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.622712in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.622712in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.622716in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.622712in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.622712in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -360,28 +385,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624558in}%
+\pgfsys@transformshift{0.793196in}{0.622712in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.624558in}%
+\pgfsys@transformshift{1.497741in}{0.622712in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.624562in}%
+\pgfsys@transformshift{2.202287in}{0.622716in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.624558in}%
+\pgfsys@transformshift{2.906832in}{0.622712in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.622712in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -389,15 +414,15 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{1.379806in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.732900in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.661062in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.681946in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.825743in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.364423in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.729113in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.658562in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.679072in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.820292in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -421,28 +446,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.379806in}%
+\pgfsys@transformshift{0.793196in}{1.364423in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.732900in}%
+\pgfsys@transformshift{1.497741in}{0.729113in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.661062in}%
+\pgfsys@transformshift{2.202287in}{0.658562in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.681946in}%
+\pgfsys@transformshift{2.906832in}{0.679072in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.825743in}%
+\pgfsys@transformshift{3.611377in}{0.820292in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -450,15 +475,15 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.636106in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.767181in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{1.658356in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.711464in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{1.295879in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.634054in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.762779in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.637981in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.708061in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{1.282001in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -482,28 +507,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.636106in}%
+\pgfsys@transformshift{0.793196in}{0.634054in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.767181in}%
+\pgfsys@transformshift{1.497741in}{0.762779in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{1.658356in}%
+\pgfsys@transformshift{2.202287in}{1.637981in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.711464in}%
+\pgfsys@transformshift{2.906832in}{0.708061in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{1.295879in}%
+\pgfsys@transformshift{3.611377in}{1.282001in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -511,15 +536,15 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.061147in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{2.576978in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{1.757637in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{2.683649in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{1.955436in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{2.033551in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{2.540136in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.735482in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{2.644895in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{1.929736in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -543,23 +568,23 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.061147in}%
+\pgfsys@transformshift{0.793196in}{2.033551in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{2.576978in}%
+\pgfsys@transformshift{1.497741in}{2.540136in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{1.757637in}%
+\pgfsys@transformshift{2.202287in}{1.735482in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{2.683649in}%
+\pgfsys@transformshift{2.906832in}{2.644895in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{1.955436in}%
+\pgfsys@transformshift{3.611377in}{1.929736in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -570,8 +595,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -581,8 +606,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -592,8 +617,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -603,15 +628,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster B}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster B}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -624,15 +649,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.761143in}{1.860063in}}%
-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -643,8 +668,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -670,7 +695,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -678,7 +703,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -687,8 +712,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -714,7 +739,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -722,7 +747,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -731,8 +756,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -758,7 +783,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -766,7 +791,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -775,8 +800,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -802,7 +827,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -810,7 +835,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_9/machinelocality-g.pgf b/report/figures/figure_9/machinelocality-g.pgf
index 954b3e7d..6b20261a 100644
--- a/report/figures/figure_9/machinelocality-g.pgf
+++ b/report/figures/figure_9/machinelocality-g.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont (0,0.5)}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont (0,0.5)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.521603in}%
+\pgfsys@transformshift{1.497741in}{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=1.409376in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.5,0.9)}%
+\pgftext[x=1.497741in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.5,0.9)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{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=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.9,1.1)}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [0.9,1.1)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.521603in}%
+\pgfsys@transformshift{2.906832in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.818467in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [1.1,1.5)}%
+\pgftext[x=2.906832in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont [1.1,1.5)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,13 +180,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1.5}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont >=1.5}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine locality}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Machine locality}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -203,7 +203,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624558in}%
+\pgfsys@transformshift{0.652287in}{0.601937in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -211,7 +211,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.571796in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.549175in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -228,7 +228,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.184527in}%
+\pgfsys@transformshift{0.652287in}{1.038870in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -236,7 +236,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.131766in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=0.986109in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.744497in}%
+\pgfsys@transformshift{0.652287in}{1.475803in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.691735in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.423042in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.304466in}%
+\pgfsys@transformshift{0.652287in}{1.912737in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,57 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.251704in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.859975in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.349670in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.378334in, y=2.296908in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -295,7 +345,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -303,15 +353,15 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.624573in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.601937in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.601937in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.601948in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.601937in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.601937in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -335,28 +385,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624558in}%
+\pgfsys@transformshift{0.793196in}{0.601937in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.624558in}%
+\pgfsys@transformshift{1.497741in}{0.601937in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.624573in}%
+\pgfsys@transformshift{2.202287in}{0.601948in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.624558in}%
+\pgfsys@transformshift{2.906832in}{0.601937in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.601937in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -364,15 +414,15 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{1.183827in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.891177in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.655694in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.826486in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{1.833279in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.038324in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.809975in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.626232in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.759497in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{1.545079in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -396,28 +446,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.183827in}%
+\pgfsys@transformshift{0.793196in}{1.038324in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.891177in}%
+\pgfsys@transformshift{1.497741in}{0.809975in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.655694in}%
+\pgfsys@transformshift{2.202287in}{0.626232in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.826486in}%
+\pgfsys@transformshift{2.906832in}{0.759497in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{1.833279in}%
+\pgfsys@transformshift{3.611377in}{1.545079in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
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@@ -425,15 +475,15 @@
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 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.806044in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{1.175073in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{2.243132in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{1.480847in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{1.383934in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.743547in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{1.031493in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.864879in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{1.270083in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{1.194464in}}%
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 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -457,28 +507,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.806044in}%
+\pgfsys@transformshift{0.793196in}{0.743547in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{1.175073in}%
+\pgfsys@transformshift{1.497741in}{1.031493in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{2.243132in}%
+\pgfsys@transformshift{2.202287in}{1.864879in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{1.480847in}%
+\pgfsys@transformshift{2.906832in}{1.270083in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{1.383934in}%
+\pgfsys@transformshift{3.611377in}{1.194464in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -486,15 +536,15 @@
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.683649in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{2.607270in}}%
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-\pgfpathlineto{\pgfqpoint{2.818467in}{2.366187in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{1.456307in}}%
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+\pgfpathlineto{\pgfqpoint{2.202287in}{1.499355in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{1.960897in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{1.250934in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -518,23 +568,23 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.683649in}%
+\pgfsys@transformshift{0.793196in}{2.208606in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{2.607270in}%
+\pgfsys@transformshift{1.497741in}{2.149009in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{1.774680in}%
+\pgfsys@transformshift{2.202287in}{1.499355in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{2.366187in}%
+\pgfsys@transformshift{2.906832in}{1.960897in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{1.456307in}%
+\pgfsys@transformshift{3.611377in}{1.250934in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -545,8 +595,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
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 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -556,8 +606,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -567,8 +617,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
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 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -578,15 +628,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
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-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster G}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster G}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -599,15 +649,15 @@
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-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
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-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
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-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -618,8 +668,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -645,7 +695,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -653,7 +703,7 @@
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 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -662,8 +712,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -689,7 +739,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -697,7 +747,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
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-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -706,8 +756,8 @@
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 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -733,7 +783,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -741,7 +791,7 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -750,8 +800,8 @@
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 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -777,7 +827,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -785,7 +835,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_9/taskcount-a.pgf b/report/figures/figure_9/taskcount-a.pgf
index 474310da..aac39785 100644
--- a/report/figures/figure_9/taskcount-a.pgf
+++ b/report/figures/figure_9/taskcount-a.pgf
@@ -23,7 +23,7 @@
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 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
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 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.521603in}%
+\pgfsys@transformshift{1.497741in}{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=1.409376in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-10}%
+\pgftext[x=1.497741in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{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=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 11-50}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 11-50}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.521603in}%
+\pgfsys@transformshift{2.906832in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.818467in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 51-100}%
+\pgftext[x=2.906832in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 51-100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,13 +180,13 @@
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 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 101+}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 101+}%
 \end{pgfscope}%
 \begin{pgfscope}%
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-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Number of tasks}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Number of tasks}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -203,7 +203,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624558in}%
+\pgfsys@transformshift{0.652287in}{0.623909in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -211,7 +211,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.571796in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.571147in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -228,7 +228,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.059841in}%
+\pgfsys@transformshift{0.652287in}{1.056448in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -236,7 +236,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.007079in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=1.003686in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.495123in}%
+\pgfsys@transformshift{0.652287in}{1.488987in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.442362in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.436225in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.930406in}%
+\pgfsys@transformshift{0.652287in}{1.921526in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.877644in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.868764in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.365688in}%
+\pgfsys@transformshift{0.652287in}{2.354064in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.312927in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.301303in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -320,7 +345,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -328,15 +353,15 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.623909in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.623909in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.623909in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.623909in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.623909in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -360,28 +385,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624558in}%
+\pgfsys@transformshift{0.793196in}{0.623909in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.624558in}%
+\pgfsys@transformshift{1.497741in}{0.623909in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.624558in}%
+\pgfsys@transformshift{2.202287in}{0.623909in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.624558in}%
+\pgfsys@transformshift{2.906832in}{0.623909in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.623909in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -389,15 +414,15 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.633609in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.640161in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.678854in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.672667in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.745310in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.632903in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.639414in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.677863in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.671715in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.743900in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -421,28 +446,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.633609in}%
+\pgfsys@transformshift{0.793196in}{0.632903in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.640161in}%
+\pgfsys@transformshift{1.497741in}{0.639414in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.678854in}%
+\pgfsys@transformshift{2.202287in}{0.677863in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.672667in}%
+\pgfsys@transformshift{2.906832in}{0.671715in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.745310in}%
+\pgfsys@transformshift{3.611377in}{0.743900in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -450,15 +475,15 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.737641in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.730515in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{1.271200in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.693771in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.709599in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.736279in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.729198in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.266475in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.692686in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.708414in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -482,28 +507,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.737641in}%
+\pgfsys@transformshift{0.793196in}{0.736279in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.730515in}%
+\pgfsys@transformshift{1.497741in}{0.729198in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{1.271200in}%
+\pgfsys@transformshift{2.202287in}{1.266475in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.693771in}%
+\pgfsys@transformshift{2.906832in}{0.692686in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.709599in}%
+\pgfsys@transformshift{3.611377in}{0.708414in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -511,15 +536,15 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.678837in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{2.679411in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{2.100033in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{2.683649in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.595178in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{2.665239in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{2.665809in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{2.090083in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{2.670021in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.582108in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -543,23 +568,23 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.678837in}%
+\pgfsys@transformshift{0.793196in}{2.665239in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{2.679411in}%
+\pgfsys@transformshift{1.497741in}{2.665809in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{2.100033in}%
+\pgfsys@transformshift{2.202287in}{2.090083in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{2.683649in}%
+\pgfsys@transformshift{2.906832in}{2.670021in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.595178in}%
+\pgfsys@transformshift{3.611377in}{2.582108in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -570,8 +595,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -581,8 +606,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -592,8 +617,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -603,15 +628,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster A}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster A}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -624,15 +649,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.761143in}{1.860063in}}%
-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -643,8 +668,8 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -670,7 +695,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -678,7 +703,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -687,8 +712,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -714,7 +739,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -722,7 +747,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
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-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -731,8 +756,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -758,7 +783,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -766,7 +791,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -775,8 +800,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -802,7 +827,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -810,7 +835,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
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diff --git a/report/figures/figure_9/taskcount-all.pgf b/report/figures/figure_9/taskcount-all.pgf
index bf9b8fe4..ed8c44de 100644
--- a/report/figures/figure_9/taskcount-all.pgf
+++ b/report/figures/figure_9/taskcount-all.pgf
@@ -23,7 +23,7 @@
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 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
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 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.521603in}%
+\pgfsys@transformshift{1.497741in}{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=1.409376in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-10}%
+\pgftext[x=1.497741in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{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=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 11-50}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 11-50}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.521603in}%
+\pgfsys@transformshift{2.906832in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.818467in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 51-100}%
+\pgftext[x=2.906832in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 51-100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,13 +180,13 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 101+}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 101+}%
 \end{pgfscope}%
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-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Number of tasks}%
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 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -203,7 +203,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624558in}%
+\pgfsys@transformshift{0.652287in}{0.621561in}%
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 \end{pgfscope}%
@@ -211,7 +211,7 @@
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-\pgftext[x=0.378334in, y=0.571796in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.568800in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -228,7 +228,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.070547in}%
+\pgfsys@transformshift{0.652287in}{1.054570in}%
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@@ -236,7 +236,7 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.017786in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=1.001808in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.516537in}%
+\pgfsys@transformshift{0.652287in}{1.487578in}%
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 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
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-\pgftext[x=0.289968in, y=1.463776in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.434817in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.962527in}%
+\pgfsys@transformshift{0.652287in}{1.920586in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
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@@ -286,7 +286,7 @@
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-\pgftext[x=0.289968in, y=1.909765in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.867825in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.408516in}%
+\pgfsys@transformshift{0.652287in}{2.353595in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,32 @@
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 \pgfsetstrokecolor{textcolor}%
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-\pgftext[x=0.289968in, y=2.355755in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.300833in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
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 \begin{pgfscope}%
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@@ -320,7 +345,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
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 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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 \pgfsetrectcap%
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@@ -328,15 +353,15 @@
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-\pgfpathlineto{\pgfqpoint{1.409376in}{0.624558in}}%
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-\pgfpathlineto{\pgfqpoint{2.818467in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.621922in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.621561in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.621561in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.621561in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.621561in}}%
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 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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 \pgfusepath{clip}%
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@@ -360,28 +385,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624929in}%
+\pgfsys@transformshift{0.793196in}{0.621922in}%
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 \begin{pgfscope}%
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 \begin{pgfscope}%
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+\pgfsys@transformshift{2.202287in}{0.621561in}%
 \pgfsys@useobject{currentmarker}{}%
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 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.624558in}%
+\pgfsys@transformshift{2.906832in}{0.621561in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.621561in}%
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 \begin{pgfscope}%
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 \pgfsetrectcap%
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@@ -389,15 +414,15 @@
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-\pgfpathlineto{\pgfqpoint{2.818467in}{0.664366in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.697468in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.672020in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.651482in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.689311in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.660210in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.692349in}}%
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 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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 \pgfusepath{clip}%
 \pgfsetbuttcap%
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@@ -421,28 +446,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.676529in}%
+\pgfsys@transformshift{0.793196in}{0.672020in}%
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 \begin{pgfscope}%
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+\pgfsys@transformshift{1.497741in}{0.651482in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.694339in}%
+\pgfsys@transformshift{2.202287in}{0.689311in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.664366in}%
+\pgfsys@transformshift{2.906832in}{0.660210in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.697468in}%
+\pgfsys@transformshift{3.611377in}{0.692349in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -450,15 +475,15 @@
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{1.833730in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{1.092881in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.952004in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.940334in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.722505in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.795539in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{1.076253in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.939476in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.928146in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.716658in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -482,28 +507,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.833730in}%
+\pgfsys@transformshift{0.793196in}{1.795539in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{1.092881in}%
+\pgfsys@transformshift{1.497741in}{1.076253in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.952004in}%
+\pgfsys@transformshift{2.202287in}{0.939476in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.940334in}%
+\pgfsys@transformshift{2.906832in}{0.928146in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.722505in}%
+\pgfsys@transformshift{3.611377in}{0.716658in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -511,15 +536,15 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
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-\pgfpathmoveto{\pgfqpoint{0.704830in}{1.592991in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{2.355366in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{2.457279in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{2.498922in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.683649in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.561807in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{2.301991in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{2.400938in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{2.441369in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.620719in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -543,23 +568,23 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.592991in}%
+\pgfsys@transformshift{0.793196in}{1.561807in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{2.355366in}%
+\pgfsys@transformshift{1.497741in}{2.301991in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{2.457279in}%
+\pgfsys@transformshift{2.202287in}{2.400938in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{2.498922in}%
+\pgfsys@transformshift{2.906832in}{2.441369in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.683649in}%
+\pgfsys@transformshift{3.611377in}{2.620719in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -570,8 +595,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
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 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -581,8 +606,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -592,8 +617,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -603,15 +628,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{0.563921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2019 data}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont 2019 data}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -624,15 +649,15 @@
 \pgfsetstrokecolor{currentstroke}%
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 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.761143in}{1.860063in}}%
-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -643,8 +668,8 @@
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 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -670,7 +695,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -678,7 +703,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -687,8 +712,8 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -714,7 +739,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -722,7 +747,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
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-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -731,8 +756,8 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -758,7 +783,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -766,7 +791,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -775,8 +800,8 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -802,7 +827,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -810,7 +835,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/figure_9/taskcount-f.pgf b/report/figures/figure_9/taskcount-f.pgf
index b127d249..fe4a3320 100644
--- a/report/figures/figure_9/taskcount-f.pgf
+++ b/report/figures/figure_9/taskcount-f.pgf
@@ -23,7 +23,7 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
 \pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.000000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.521603in}%
+\pgfsys@transformshift{1.497741in}{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=1.409376in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-10}%
+\pgftext[x=1.497741in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{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=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 11-50}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 11-50}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.521603in}%
+\pgfsys@transformshift{2.906832in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -155,7 +155,7 @@
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-\pgftext[x=2.818467in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 51-100}%
+\pgftext[x=2.906832in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 51-100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -172,7 +172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.521603in}%
+\pgfsys@transformshift{3.611377in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -180,13 +180,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 101+}%
+\pgftext[x=3.611377in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 101+}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Number of tasks}%
+\pgftext[x=2.202287in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Number of tasks}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -203,7 +203,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{0.624558in}%
+\pgfsys@transformshift{0.652287in}{0.623719in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -211,7 +211,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.378334in, y=0.571796in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
+\pgftext[x=0.466699in, y=0.570958in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -228,7 +228,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.060686in}%
+\pgfsys@transformshift{0.652287in}{1.056296in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -236,7 +236,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.007925in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=1.003535in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -253,7 +253,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.496815in}%
+\pgfsys@transformshift{0.652287in}{1.488873in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -261,7 +261,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.444054in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
+\pgftext[x=0.378334in, y=1.436111in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -278,7 +278,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.932944in}%
+\pgfsys@transformshift{0.652287in}{1.921450in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -286,7 +286,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=1.880182in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
+\pgftext[x=0.378334in, y=1.868688in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 60}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -303,7 +303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{2.369072in}%
+\pgfsys@transformshift{0.652287in}{2.354027in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -311,7 +311,32 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.289968in, y=2.316311in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\pgftext[x=0.378334in, y=2.301265in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 80}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.652287in}{2.786603in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.289968in, y=2.733842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 100}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
@@ -320,7 +345,7 @@
 \pgftext[x=0.234413in,y=1.654103in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Event rate [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -328,15 +353,15 @@
 \definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.624587in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.624558in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.624558in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.623748in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.623719in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.623719in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.623719in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.623719in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -360,28 +385,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.624587in}%
+\pgfsys@transformshift{0.793196in}{0.623748in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.624558in}%
+\pgfsys@transformshift{1.497741in}{0.623719in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.624558in}%
+\pgfsys@transformshift{2.202287in}{0.623719in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.624558in}%
+\pgfsys@transformshift{2.906832in}{0.623719in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.624558in}%
+\pgfsys@transformshift{3.611377in}{0.623719in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -389,15 +414,15 @@
 \definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{0.802329in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{0.707988in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{0.672008in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.679892in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.690725in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{0.800043in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{0.706470in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{0.670783in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.678603in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.689348in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -421,28 +446,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.802329in}%
+\pgfsys@transformshift{0.793196in}{0.800043in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.707988in}%
+\pgfsys@transformshift{1.497741in}{0.706470in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.672008in}%
+\pgfsys@transformshift{2.202287in}{0.670783in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.679892in}%
+\pgfsys@transformshift{2.906832in}{0.678603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.690725in}%
+\pgfsys@transformshift{3.611377in}{0.689348in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -450,15 +475,15 @@
 \definecolor{currentstroke}{rgb}{0.172549,0.627451,0.172549}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{2.051997in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{1.106610in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{1.015245in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{0.699577in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{0.679943in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{2.039533in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{1.101845in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{1.011225in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{0.698127in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{0.678653in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -482,28 +507,28 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{2.051997in}%
+\pgfsys@transformshift{0.793196in}{2.039533in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{1.106610in}%
+\pgfsys@transformshift{1.497741in}{1.101845in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{1.015245in}%
+\pgfsys@transformshift{2.202287in}{1.011225in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.699577in}%
+\pgfsys@transformshift{2.906832in}{0.698127in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{0.679943in}%
+\pgfsys@transformshift{3.611377in}{0.678653in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetrectcap%
 \pgfsetroundjoin%
@@ -511,15 +536,15 @@
 \definecolor{currentstroke}{rgb}{0.839216,0.152941,0.156863}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.704830in}{1.199961in}}%
-\pgfpathlineto{\pgfqpoint{1.409376in}{2.239719in}}%
-\pgfpathlineto{\pgfqpoint{2.113921in}{2.367063in}}%
-\pgfpathlineto{\pgfqpoint{2.818467in}{2.674848in}}%
-\pgfpathlineto{\pgfqpoint{3.523012in}{2.683649in}}%
+\pgfpathmoveto{\pgfqpoint{0.793196in}{1.194437in}}%
+\pgfpathlineto{\pgfqpoint{1.497741in}{2.225726in}}%
+\pgfpathlineto{\pgfqpoint{2.202287in}{2.352034in}}%
+\pgfpathlineto{\pgfqpoint{2.906832in}{2.657312in}}%
+\pgfpathlineto{\pgfqpoint{3.611377in}{2.666041in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.563921in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.652287in}{0.521603in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetroundjoin%
@@ -543,23 +568,23 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{1.199961in}%
+\pgfsys@transformshift{0.793196in}{1.194437in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{2.239719in}%
+\pgfsys@transformshift{1.497741in}{2.225726in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{2.367063in}%
+\pgfsys@transformshift{2.202287in}{2.352034in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{2.674848in}%
+\pgfsys@transformshift{2.906832in}{2.657312in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.523012in}{2.683649in}%
+\pgfsys@transformshift{3.611377in}{2.666041in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -570,8 +595,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -581,8 +606,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.663921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -592,8 +617,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
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-\pgfpathmoveto{\pgfqpoint{0.563921in}{0.521603in}}%
-\pgfpathlineto{\pgfqpoint{3.663921in}{0.521603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -603,15 +628,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
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-\pgfpathlineto{\pgfqpoint{3.663921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster F}%
+\pgftext[x=2.202287in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster F}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -624,15 +649,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.761143in}{1.860063in}}%
-\pgfpathlineto{\pgfqpoint{4.663894in}{1.860063in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{1.860063in}}{\pgfqpoint{4.691672in}{1.887841in}}%
-\pgfpathlineto{\pgfqpoint{4.691672in}{2.689381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{4.691672in}{2.717159in}}{\pgfqpoint{4.663894in}{2.717159in}}%
-\pgfpathlineto{\pgfqpoint{3.761143in}{2.717159in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{2.717159in}}{\pgfqpoint{3.733366in}{2.689381in}}%
-\pgfpathlineto{\pgfqpoint{3.733366in}{1.887841in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{3.733366in}{1.860063in}}{\pgfqpoint{3.761143in}{1.860063in}}%
+\pgfpathmoveto{\pgfqpoint{3.849509in}{1.860063in}}%
+\pgfpathlineto{\pgfqpoint{4.752259in}{1.860063in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{1.860063in}}{\pgfqpoint{4.780037in}{1.887841in}}%
+\pgfpathlineto{\pgfqpoint{4.780037in}{2.689381in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{4.780037in}{2.717159in}}{\pgfqpoint{4.752259in}{2.717159in}}%
+\pgfpathlineto{\pgfqpoint{3.849509in}{2.717159in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{2.717159in}}{\pgfqpoint{3.821731in}{2.689381in}}%
+\pgfpathlineto{\pgfqpoint{3.821731in}{1.887841in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{3.821731in}{1.860063in}}{\pgfqpoint{3.849509in}{1.860063in}}%
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 \end{pgfscope}%
@@ -643,8 +668,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.604691in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.604691in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.604691in}}%
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 \end{pgfscope}%
 \begin{pgfscope}%
@@ -670,7 +695,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -678,7 +703,7 @@
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 \pgfsetstrokecolor{textcolor}%
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-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=4.266175in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -687,8 +712,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.400834in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.400834in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.400834in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -714,7 +739,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -722,7 +747,7 @@
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-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=4.266175in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -731,8 +756,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{2.196977in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -758,7 +783,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -766,7 +791,7 @@
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-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=4.266175in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -775,8 +800,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -802,7 +827,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
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 \end{pgfscope}%
@@ -810,7 +835,7 @@
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-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=4.266175in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \end{pgfpicture}%
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diff --git a/report/figures/figure_9/taskcount-g.pgf b/report/figures/figure_9/taskcount-g.pgf
index dad4c646..b5589ca3 100644
--- a/report/figures/figure_9/taskcount-g.pgf
+++ b/report/figures/figure_9/taskcount-g.pgf
@@ -23,7 +23,7 @@
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 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.791672in}{3.096564in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -34,8 +34,8 @@
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-\pgfpathlineto{\pgfqpoint{4.791672in}{0.000000in}}%
-\pgfpathlineto{\pgfqpoint{4.791672in}{3.096564in}}%
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+\pgfpathlineto{\pgfqpoint{4.880037in}{3.096564in}}%
 \pgfpathlineto{\pgfqpoint{0.000000in}{3.096564in}}%
 \pgfpathclose%
 \pgfusepath{}%
@@ -50,10 +50,10 @@
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-\pgfpathlineto{\pgfqpoint{0.563921in}{2.786603in}}%
+\pgfpathmoveto{\pgfqpoint{0.652287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{0.521603in}}%
+\pgfpathlineto{\pgfqpoint{3.752287in}{2.786603in}}%
+\pgfpathlineto{\pgfqpoint{0.652287in}{2.786603in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
@@ -72,7 +72,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.704830in}{0.521603in}%
+\pgfsys@transformshift{0.793196in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -80,7 +80,7 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.704830in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
+\pgftext[x=0.793196in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -97,7 +97,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.409376in}{0.521603in}%
+\pgfsys@transformshift{1.497741in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -105,7 +105,7 @@
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-\pgftext[x=1.409376in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-10}%
+\pgftext[x=1.497741in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 2-10}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -122,7 +122,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.113921in}{0.521603in}%
+\pgfsys@transformshift{2.202287in}{0.521603in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -130,7 +130,7 @@
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-\pgftext[x=2.113921in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 11-50}%
+\pgftext[x=2.202287in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 11-50}%
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 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -147,7 +147,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.818467in}{0.521603in}%
+\pgfsys@transformshift{2.906832in}{0.521603in}%
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@@ -155,7 +155,7 @@
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-\pgftext[x=2.818467in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 51-100}%
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@@ -172,7 +172,7 @@
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@@ -180,13 +180,13 @@
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-\pgftext[x=3.523012in,y=0.424381in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 101+}%
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-\pgftext[x=2.113921in,y=0.234413in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Number of tasks}%
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@@ -203,7 +203,7 @@
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 }%
 \begin{pgfscope}%
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@@ -211,7 +211,7 @@
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@@ -228,7 +228,7 @@
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 }%
 \begin{pgfscope}%
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+\pgfsys@transformshift{0.652287in}{1.035208in}%
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@@ -236,7 +236,7 @@
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-\pgftext[x=0.289968in, y=0.869322in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 10}%
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@@ -253,7 +253,7 @@
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 }%
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+\pgfsys@transformshift{0.652287in}{1.473057in}%
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@@ -261,7 +261,7 @@
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-\pgftext[x=0.289968in, y=1.166847in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=0.378334in, y=1.420295in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
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@@ -278,7 +278,7 @@
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-\pgftext[x=0.289968in, y=1.464372in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 30}%
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@@ -303,7 +303,7 @@
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 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.563921in}{1.814659in}%
+\pgfsys@transformshift{0.652287in}{2.348754in}%
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@@ -311,7 +311,7 @@
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-\pgftext[x=0.289968in, y=1.761898in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 40}%
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@@ -328,7 +328,7 @@
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 \begin{pgfscope}%
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+\pgfsys@transformshift{0.652287in}{2.786603in}%
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@@ -336,57 +336,7 @@
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@@ -435,28 +385,28 @@
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@@ -496,28 +446,28 @@
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 \begin{pgfscope}%
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@@ -557,28 +507,28 @@
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@@ -586,15 +536,15 @@
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@@ -618,23 +568,23 @@
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-\pgftext[x=2.113921in,y=2.869937in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster G}%
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-\pgfpathlineto{\pgfqpoint{4.066699in}{2.604691in}}%
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 \begin{pgfscope}%
@@ -745,7 +695,7 @@
 \pgfusepath{stroke,fill}%
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 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.604691in}%
+\pgfsys@transformshift{4.016175in}{2.604691in}%
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@@ -753,7 +703,7 @@
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-\pgftext[x=4.177810in,y=2.556080in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
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-\pgfpathlineto{\pgfqpoint{4.066699in}{2.400834in}}%
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@@ -789,7 +739,7 @@
 \pgfusepath{stroke,fill}%
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 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.400834in}%
+\pgfsys@transformshift{4.016175in}{2.400834in}%
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-\pgftext[x=4.177810in,y=2.352223in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{2.196977in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{2.196977in}}%
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+\pgfpathlineto{\pgfqpoint{4.155064in}{2.196977in}}%
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 \begin{pgfscope}%
@@ -833,7 +783,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{2.196977in}%
+\pgfsys@transformshift{4.016175in}{2.196977in}%
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@@ -841,7 +791,7 @@
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-\pgftext[x=4.177810in,y=2.148366in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
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@@ -850,8 +800,8 @@
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-\pgfpathmoveto{\pgfqpoint{3.788921in}{1.993120in}}%
-\pgfpathlineto{\pgfqpoint{4.066699in}{1.993120in}}%
+\pgfpathmoveto{\pgfqpoint{3.877287in}{1.993120in}}%
+\pgfpathlineto{\pgfqpoint{4.155064in}{1.993120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -877,7 +827,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.927810in}{1.993120in}%
+\pgfsys@transformshift{4.016175in}{1.993120in}%
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@@ -885,7 +835,7 @@
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-\pgftext[x=4.177810in,y=1.944509in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
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diff --git a/report/figures/machine_time_waste/cluster_2011.pgf b/report/figures/machine_time_waste/cluster_2011.pgf
index 9c16553f..6c7db717 100644
--- a/report/figures/machine_time_waste/cluster_2011.pgf
+++ b/report/figures/machine_time_waste/cluster_2011.pgf
@@ -6,12 +6,6 @@
 %% 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
@@ -25,23 +19,22 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.000000in}{3.000000in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{3.800001in}{3.063765in}}%
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 \begin{pgfscope}%
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-\pgfsetfillcolor{currentfill}%
 \pgfsetlinewidth{0.000000pt}%
 \definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}%
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+\pgfsetstrokeopacity{0.000000}%
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-\pgfpathlineto{\pgfqpoint{0.000000in}{3.000000in}}%
+\pgfpathlineto{\pgfqpoint{3.800001in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{3.800001in}{3.063765in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{3.063765in}}%
 \pgfpathclose%
-\pgfusepath{fill}%
+\pgfusepath{}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -53,15 +46,15 @@
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-\pgfpathlineto{\pgfqpoint{3.600000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{2.640000in}}%
-\pgfpathlineto{\pgfqpoint{0.500000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{2.764691in}}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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 \pgfsetmiterjoin%
@@ -72,15 +65,15 @@
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+\pgfpathlineto{\pgfqpoint{1.143507in}{0.499691in}}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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@@ -91,15 +84,15 @@
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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 \pgfsetmiterjoin%
@@ -110,15 +103,15 @@
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 \end{pgfscope}%
 \begin{pgfscope}%
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 \pgfsetbuttcap%
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@@ -129,15 +122,15 @@
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 \begin{pgfscope}%
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 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -148,15 +141,15 @@
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-\pgfpathlineto{\pgfqpoint{0.640909in}{1.318750in}}%
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+\pgfpathlineto{\pgfqpoint{1.143507in}{0.896066in}}%
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 \pgfpathclose%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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 \pgfsetmiterjoin%
@@ -167,15 +160,15 @@
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+\pgfpathmoveto{\pgfqpoint{1.546105in}{0.499691in}}%
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+\pgfpathlineto{\pgfqpoint{1.948702in}{0.612941in}}%
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 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -186,15 +179,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
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-\pgfpathlineto{\pgfqpoint{2.251299in}{2.478214in}}%
+\pgfpathmoveto{\pgfqpoint{2.351299in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{1.383041in}}%
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 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -205,15 +198,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
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-\pgfpathlineto{\pgfqpoint{3.056494in}{1.992857in}}%
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 \pgfpathclose%
 \pgfusepath{stroke,fill}%
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 \begin{pgfscope}%
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@@ -224,15 +217,15 @@
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-\pgfpathlineto{\pgfqpoint{0.640909in}{1.318750in}}%
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 \pgfpathclose%
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 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -243,15 +236,15 @@
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-\pgfpathlineto{\pgfqpoint{1.446104in}{0.644643in}}%
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 \pgfpathclose%
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 \begin{pgfscope}%
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@@ -262,15 +255,15 @@
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-\pgfpathlineto{\pgfqpoint{2.251299in}{2.478214in}}%
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 \begin{pgfscope}%
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 \pgfusepath{clip}%
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@@ -281,15 +274,15 @@
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-\pgfpathlineto{\pgfqpoint{3.056494in}{2.046786in}}%
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+\pgfpathlineto{\pgfqpoint{3.559092in}{1.201841in}}%
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 \begin{pgfscope}%
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@@ -300,15 +293,15 @@
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-\pgfpathlineto{\pgfqpoint{0.640909in}{1.453571in}}%
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 \begin{pgfscope}%
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@@ -319,15 +312,15 @@
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 \begin{pgfscope}%
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 \pgfsetbuttcap%
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@@ -338,15 +331,15 @@
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-\pgfpathlineto{\pgfqpoint{2.251299in}{2.532143in}}%
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 \begin{pgfscope}%
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 \pgfsetbuttcap%
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@@ -357,10 +350,10 @@
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-\pgfpathlineto{\pgfqpoint{3.056494in}{2.316429in}}%
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 \pgfpathclose%
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 \end{pgfscope}%
@@ -379,7 +372,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.842208in}{0.375000in}%
+\pgfsys@transformshift{0.942208in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -387,7 +380,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.842208in,y=0.277778in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=0.942208in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -404,7 +397,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.647403in}{0.375000in}%
+\pgfsys@transformshift{1.747403in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -412,7 +405,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.647403in,y=0.277778in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=1.747403in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -429,7 +422,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.452597in}{0.375000in}%
+\pgfsys@transformshift{2.552598in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -437,7 +430,7 @@
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diff --git a/report/figures/machine_time_waste/cluster_a.pgf b/report/figures/machine_time_waste/cluster_a.pgf
index b9a9de05..fe71831f 100644
--- a/report/figures/machine_time_waste/cluster_a.pgf
+++ b/report/figures/machine_time_waste/cluster_a.pgf
@@ -6,12 +6,6 @@
 %% 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
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+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{3.800001in}{3.063765in}}%
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 \begin{pgfscope}%
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-\pgfsetfillcolor{currentfill}%
 \pgfsetlinewidth{0.000000pt}%
 \definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}%
 \pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.000000}%
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-\pgfpathlineto{\pgfqpoint{4.000000in}{0.000000in}}%
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-\pgfpathlineto{\pgfqpoint{0.000000in}{3.000000in}}%
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 \pgfpathclose%
-\pgfusepath{fill}%
+\pgfusepath{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -53,15 +46,15 @@
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-\pgfpathlineto{\pgfqpoint{3.600000in}{2.640000in}}%
-\pgfpathlineto{\pgfqpoint{0.500000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{2.764691in}}%
+\pgfpathlineto{\pgfqpoint{0.600001in}{2.764691in}}%
 \pgfpathclose%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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@@ -72,15 +65,15 @@
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-\pgfpathlineto{\pgfqpoint{1.043506in}{0.378813in}}%
-\pgfpathlineto{\pgfqpoint{0.640909in}{0.378813in}}%
+\pgfpathmoveto{\pgfqpoint{0.740910in}{0.499691in}}%
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+\pgfpathlineto{\pgfqpoint{1.143507in}{0.503416in}}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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@@ -91,15 +84,15 @@
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+\pgfpathlineto{\pgfqpoint{1.948702in}{0.502773in}}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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@@ -110,15 +103,15 @@
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-\pgfpathlineto{\pgfqpoint{2.251299in}{0.402982in}}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -129,15 +122,15 @@
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-\pgfpathlineto{\pgfqpoint{3.459091in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{1.736323in}}%
-\pgfpathlineto{\pgfqpoint{3.056494in}{1.736323in}}%
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+\pgfpathlineto{\pgfqpoint{3.559092in}{1.829376in}}%
+\pgfpathlineto{\pgfqpoint{3.156494in}{1.829376in}}%
 \pgfpathclose%
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 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -148,15 +141,15 @@
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-\pgfpathlineto{\pgfqpoint{1.043506in}{0.415085in}}%
-\pgfpathlineto{\pgfqpoint{0.640909in}{0.415085in}}%
+\pgfpathmoveto{\pgfqpoint{0.740910in}{0.503416in}}%
+\pgfpathlineto{\pgfqpoint{1.143507in}{0.503416in}}%
+\pgfpathlineto{\pgfqpoint{1.143507in}{0.538844in}}%
+\pgfpathlineto{\pgfqpoint{0.740910in}{0.538844in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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@@ -167,15 +160,15 @@
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-\pgfpathlineto{\pgfqpoint{1.848701in}{0.386344in}}%
-\pgfpathlineto{\pgfqpoint{1.446104in}{0.386344in}}%
+\pgfpathmoveto{\pgfqpoint{1.546105in}{0.502773in}}%
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+\pgfpathlineto{\pgfqpoint{1.948702in}{0.510772in}}%
+\pgfpathlineto{\pgfqpoint{1.546105in}{0.510772in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -186,15 +179,15 @@
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-\pgfpathlineto{\pgfqpoint{2.251299in}{0.445683in}}%
+\pgfpathmoveto{\pgfqpoint{2.351299in}{0.527023in}}%
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+\pgfpathlineto{\pgfqpoint{2.753897in}{0.568731in}}%
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 \pgfpathclose%
 \pgfusepath{stroke,fill}%
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 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -205,15 +198,15 @@
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-\pgfpathlineto{\pgfqpoint{3.056494in}{2.447665in}}%
+\pgfpathmoveto{\pgfqpoint{3.156494in}{1.829376in}}%
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 \pgfpathclose%
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 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
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@@ -224,15 +217,15 @@
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-\pgfpathlineto{\pgfqpoint{0.640909in}{0.415085in}}%
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 \begin{pgfscope}%
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@@ -243,15 +236,15 @@
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-\pgfpathlineto{\pgfqpoint{1.446104in}{0.386344in}}%
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 \pgfpathclose%
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 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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@@ -262,15 +255,15 @@
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-\pgfpathlineto{\pgfqpoint{2.251299in}{0.445683in}}%
+\pgfpathmoveto{\pgfqpoint{2.351299in}{0.568731in}}%
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 \pgfpathclose%
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 \begin{pgfscope}%
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 \pgfsetbuttcap%
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@@ -281,15 +274,15 @@
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-\pgfpathlineto{\pgfqpoint{3.459091in}{2.447802in}}%
-\pgfpathlineto{\pgfqpoint{3.056494in}{2.447802in}}%
+\pgfpathmoveto{\pgfqpoint{3.156494in}{2.524185in}}%
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+\pgfpathlineto{\pgfqpoint{3.559092in}{2.524319in}}%
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 \pgfpathclose%
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 \begin{pgfscope}%
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@@ -300,15 +293,15 @@
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-\pgfpathlineto{\pgfqpoint{0.640909in}{0.416269in}}%
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 \pgfpathclose%
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 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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@@ -319,15 +312,15 @@
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-\pgfpathlineto{\pgfqpoint{1.446104in}{0.387413in}}%
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 \pgfpathclose%
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 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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 \pgfsetbuttcap%
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@@ -338,15 +331,15 @@
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-\pgfpathlineto{\pgfqpoint{2.251299in}{0.483069in}}%
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+\pgfpathlineto{\pgfqpoint{2.753897in}{0.568731in}}%
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 \pgfpathclose%
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 \begin{pgfscope}%
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+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
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@@ -357,10 +350,10 @@
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-\pgfpathlineto{\pgfqpoint{3.056494in}{2.532143in}}%
+\pgfpathmoveto{\pgfqpoint{3.156494in}{2.524319in}}%
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 \pgfpathclose%
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 \end{pgfscope}%
@@ -379,7 +372,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.842208in}{0.375000in}%
+\pgfsys@transformshift{0.942208in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -387,7 +380,7 @@
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 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.842208in,y=0.277778in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=0.942208in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -404,7 +397,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.647403in}{0.375000in}%
+\pgfsys@transformshift{1.747403in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -412,7 +405,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.647403in,y=0.277778in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=1.747403in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -429,7 +422,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.452597in}{0.375000in}%
+\pgfsys@transformshift{2.552598in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -437,7 +430,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.452597in,y=0.277778in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=2.552598in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -454,7 +447,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.257792in}{0.375000in}%
+\pgfsys@transformshift{3.357793in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -462,13 +455,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.257792in,y=0.277778in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=3.357793in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.050000in,y=0.098766in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Last termination}%
+\pgftext[x=2.150001in,y=0.223457in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Task termination}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -479,13 +472,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{0.375000in}%
+\pgfsys@transformshift{0.600001in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -493,7 +486,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.225308in, y=0.326775in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {0.0}\)}%
+\pgftext[x=0.433334in, y=0.451466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {0}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -504,13 +497,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{0.838779in}%
+\pgfsys@transformshift{0.600001in}{0.952691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -518,7 +511,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.225308in, y=0.790553in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {0.2}\)}%
+\pgftext[x=0.363889in, y=0.904466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {20}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -529,13 +522,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{1.302557in}%
+\pgfsys@transformshift{0.600001in}{1.405691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -543,7 +536,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.225308in, y=1.254332in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {0.4}\)}%
+\pgftext[x=0.363889in, y=1.357466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {40}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -554,13 +547,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{1.766336in}%
+\pgfsys@transformshift{0.600001in}{1.858691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -568,7 +561,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.225308in, y=1.718111in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {0.6}\)}%
+\pgftext[x=0.363889in, y=1.810466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {60}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -579,13 +572,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{2.230115in}%
+\pgfsys@transformshift{0.600001in}{2.311691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -593,13 +586,38 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.225308in, y=2.181890in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {0.8}\)}%
+\pgftext[x=0.363889in, y=2.263466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {80}\)}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.600001in}{2.764691in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.169753in,y=1.507500in,,bottom,rotate=90.000000]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Count}%
+\pgftext[x=0.294444in, y=2.716466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {100}\)}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.238889in,y=1.632191in,,bottom,rotate=90.000000]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Time spent [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -608,8 +626,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{0.500000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{0.600001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -619,8 +637,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.600000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{3.700001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -630,8 +648,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{0.375000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{0.499691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -641,15 +659,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{2.640000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{2.764691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.050000in,y=2.723333in,,base]{\color{textcolor}\rmfamily\fontsize{12.000000}{14.400000}\selectfont Cluster A}%
+\pgftext[x=2.150001in,y=2.848024in,,base]{\color{textcolor}\rmfamily\fontsize{12.000000}{14.400000}\selectfont Cluster A}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -662,15 +680,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.597222in}{1.561297in}}%
-\pgfpathlineto{\pgfqpoint{1.863813in}{1.561297in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{1.891591in}{1.561297in}}{\pgfqpoint{1.891591in}{1.589074in}}%
-\pgfpathlineto{\pgfqpoint{1.891591in}{2.542778in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{1.891591in}{2.570556in}}{\pgfqpoint{1.863813in}{2.570556in}}%
-\pgfpathlineto{\pgfqpoint{0.597222in}{2.570556in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{0.569444in}{2.570556in}}{\pgfqpoint{0.569444in}{2.542778in}}%
-\pgfpathlineto{\pgfqpoint{0.569444in}{1.589074in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{0.569444in}{1.561297in}}{\pgfqpoint{0.597222in}{1.561297in}}%
+\pgfpathmoveto{\pgfqpoint{0.697223in}{1.685988in}}%
+\pgfpathlineto{\pgfqpoint{1.963814in}{1.685988in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{1.991592in}{1.685988in}}{\pgfqpoint{1.991592in}{1.713766in}}%
+\pgfpathlineto{\pgfqpoint{1.991592in}{2.667469in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{1.991592in}{2.695247in}}{\pgfqpoint{1.963814in}{2.695247in}}%
+\pgfpathlineto{\pgfqpoint{0.697223in}{2.695247in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{0.669445in}{2.695247in}}{\pgfqpoint{0.669445in}{2.667469in}}%
+\pgfpathlineto{\pgfqpoint{0.669445in}{1.713766in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{0.669445in}{1.685988in}}{\pgfqpoint{0.697223in}{1.685988in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -678,7 +696,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.733410in,y=2.418549in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Execution phase}%
+\pgftext[x=0.833411in,y=2.543241in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Execution phase}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -690,10 +708,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.625000in}{2.224877in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{2.224877in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{2.322099in}}%
-\pgfpathlineto{\pgfqpoint{0.625000in}{2.322099in}}%
+\pgfpathmoveto{\pgfqpoint{0.725001in}{2.349568in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.349568in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.446790in}}%
+\pgfpathlineto{\pgfqpoint{0.725001in}{2.446790in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -701,7 +719,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.013889in,y=2.224877in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Queue}%
+\pgftext[x=1.113890in,y=2.349568in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Queue}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -713,10 +731,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.625000in}{2.031204in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{2.031204in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{2.128426in}}%
-\pgfpathlineto{\pgfqpoint{0.625000in}{2.128426in}}%
+\pgfpathmoveto{\pgfqpoint{0.725001in}{2.155895in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.155895in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.253117in}}%
+\pgfpathlineto{\pgfqpoint{0.725001in}{2.253117in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -724,7 +742,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.013889in,y=2.031204in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Resubmission}%
+\pgftext[x=1.113890in,y=2.155895in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Resubmission}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -736,10 +754,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.625000in}{1.837531in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{1.837531in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{1.934753in}}%
-\pgfpathlineto{\pgfqpoint{0.625000in}{1.934753in}}%
+\pgfpathmoveto{\pgfqpoint{0.725001in}{1.962222in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{1.962222in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.059444in}}%
+\pgfpathlineto{\pgfqpoint{0.725001in}{2.059444in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -747,7 +765,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.013889in,y=1.837531in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Running}%
+\pgftext[x=1.113890in,y=1.962222in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Running}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -759,10 +777,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.625000in}{1.643858in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{1.643858in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{1.741081in}}%
-\pgfpathlineto{\pgfqpoint{0.625000in}{1.741081in}}%
+\pgfpathmoveto{\pgfqpoint{0.725001in}{1.768549in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{1.768549in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{1.865772in}}%
+\pgfpathlineto{\pgfqpoint{0.725001in}{1.865772in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -770,7 +788,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.013889in,y=1.643858in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Unknown}%
+\pgftext[x=1.113890in,y=1.768549in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Unknown}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/machine_time_waste/cluster_all.pgf b/report/figures/machine_time_waste/cluster_all.pgf
index 42a7b727..05b49f00 100644
--- a/report/figures/machine_time_waste/cluster_all.pgf
+++ b/report/figures/machine_time_waste/cluster_all.pgf
@@ -6,12 +6,6 @@
 %% 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
@@ -25,23 +19,22 @@
 \begingroup%
 \makeatletter%
 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.000000in}{3.000000in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{3.800001in}{3.063765in}}%
 \pgfusepath{use as bounding box, clip}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
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-\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}%
+\pgfsetstrokeopacity{0.000000}%
 \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}}%
+\pgfpathlineto{\pgfqpoint{3.800001in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{3.800001in}{3.063765in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{3.063765in}}%
 \pgfpathclose%
-\pgfusepath{fill}%
+\pgfusepath{}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -53,15 +46,15 @@
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{0.500000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{2.640000in}}%
-\pgfpathlineto{\pgfqpoint{0.500000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{2.764691in}}%
+\pgfpathlineto{\pgfqpoint{0.600001in}{2.764691in}}%
 \pgfpathclose%
 \pgfusepath{fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -72,15 +65,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
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 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.640909in}{0.375000in}}%
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-\pgfpathlineto{\pgfqpoint{1.043506in}{0.378813in}}%
-\pgfpathlineto{\pgfqpoint{0.640909in}{0.378813in}}%
+\pgfpathmoveto{\pgfqpoint{0.740910in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{1.143507in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{1.143507in}{0.505319in}}%
+\pgfpathlineto{\pgfqpoint{0.740910in}{0.505319in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -91,15 +84,15 @@
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-\pgfpathlineto{\pgfqpoint{1.446104in}{0.378156in}}%
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+\pgfpathlineto{\pgfqpoint{1.948702in}{0.501080in}}%
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 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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@@ -110,15 +103,15 @@
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-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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@@ -129,15 +122,15 @@
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+\pgfpathlineto{\pgfqpoint{3.156494in}{2.265050in}}%
 \pgfpathclose%
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 \end{pgfscope}%
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-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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@@ -148,15 +141,15 @@
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+\pgfpathlineto{\pgfqpoint{1.143507in}{0.526268in}}%
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 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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@@ -167,15 +160,15 @@
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@@ -186,15 +179,15 @@
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-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
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@@ -262,15 +255,15 @@
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@@ -281,15 +274,15 @@
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@@ -379,7 +372,7 @@
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 \end{pgfscope}%
@@ -387,7 +380,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.842208in,y=0.277778in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=0.942208in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -404,7 +397,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.647403in}{0.375000in}%
+\pgfsys@transformshift{1.747403in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -412,7 +405,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.647403in,y=0.277778in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=1.747403in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -429,7 +422,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.452597in}{0.375000in}%
+\pgfsys@transformshift{2.552598in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -437,7 +430,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.452597in,y=0.277778in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=2.552598in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -454,7 +447,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.257792in}{0.375000in}%
+\pgfsys@transformshift{3.357793in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -462,13 +455,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.257792in,y=0.277778in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=3.357793in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.050000in,y=0.098766in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Last termination}%
+\pgftext[x=2.150001in,y=0.223457in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Task termination}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -479,13 +472,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{0.375000in}%
+\pgfsys@transformshift{0.600001in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -493,7 +486,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.225308in, y=0.326775in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {0.0}\)}%
+\pgftext[x=0.433334in, y=0.451466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {0}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -504,13 +497,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{0.838779in}%
+\pgfsys@transformshift{0.600001in}{0.952691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -518,7 +511,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.225308in, y=0.790553in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {0.2}\)}%
+\pgftext[x=0.363889in, y=0.904466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {20}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -529,13 +522,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{1.302557in}%
+\pgfsys@transformshift{0.600001in}{1.405691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -543,7 +536,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.225308in, y=1.254332in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {0.4}\)}%
+\pgftext[x=0.363889in, y=1.357466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {40}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -554,13 +547,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{1.766336in}%
+\pgfsys@transformshift{0.600001in}{1.858691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -568,7 +561,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.225308in, y=1.718111in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {0.6}\)}%
+\pgftext[x=0.363889in, y=1.810466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {60}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -579,13 +572,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{2.230115in}%
+\pgfsys@transformshift{0.600001in}{2.311691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -593,13 +586,38 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.225308in, y=2.181890in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {0.8}\)}%
+\pgftext[x=0.363889in, y=2.263466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {80}\)}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.600001in}{2.764691in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.169753in,y=1.507500in,,bottom,rotate=90.000000]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Count}%
+\pgftext[x=0.294444in, y=2.716466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {100}\)}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.238889in,y=1.632191in,,bottom,rotate=90.000000]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Time spent [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -608,8 +626,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{0.500000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{0.600001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -619,8 +637,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.600000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{3.700001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -630,8 +648,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{0.375000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{0.499691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -641,15 +659,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{2.640000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{2.764691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.050000in,y=2.723333in,,base]{\color{textcolor}\rmfamily\fontsize{12.000000}{14.400000}\selectfont All clusters}%
+\pgftext[x=2.150001in,y=2.848024in,,base]{\color{textcolor}\rmfamily\fontsize{12.000000}{14.400000}\selectfont 2019 data}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -662,15 +680,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.597222in}{1.561297in}}%
-\pgfpathlineto{\pgfqpoint{1.863813in}{1.561297in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{1.891591in}{1.561297in}}{\pgfqpoint{1.891591in}{1.589074in}}%
-\pgfpathlineto{\pgfqpoint{1.891591in}{2.542778in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{1.891591in}{2.570556in}}{\pgfqpoint{1.863813in}{2.570556in}}%
-\pgfpathlineto{\pgfqpoint{0.597222in}{2.570556in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{0.569444in}{2.570556in}}{\pgfqpoint{0.569444in}{2.542778in}}%
-\pgfpathlineto{\pgfqpoint{0.569444in}{1.589074in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{0.569444in}{1.561297in}}{\pgfqpoint{0.597222in}{1.561297in}}%
+\pgfpathmoveto{\pgfqpoint{0.697223in}{1.685988in}}%
+\pgfpathlineto{\pgfqpoint{1.963814in}{1.685988in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{1.991592in}{1.685988in}}{\pgfqpoint{1.991592in}{1.713766in}}%
+\pgfpathlineto{\pgfqpoint{1.991592in}{2.667469in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{1.991592in}{2.695247in}}{\pgfqpoint{1.963814in}{2.695247in}}%
+\pgfpathlineto{\pgfqpoint{0.697223in}{2.695247in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{0.669445in}{2.695247in}}{\pgfqpoint{0.669445in}{2.667469in}}%
+\pgfpathlineto{\pgfqpoint{0.669445in}{1.713766in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{0.669445in}{1.685988in}}{\pgfqpoint{0.697223in}{1.685988in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -678,7 +696,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.733410in,y=2.418549in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Execution phase}%
+\pgftext[x=0.833411in,y=2.543241in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Execution phase}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -690,10 +708,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.625000in}{2.224877in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{2.224877in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{2.322099in}}%
-\pgfpathlineto{\pgfqpoint{0.625000in}{2.322099in}}%
+\pgfpathmoveto{\pgfqpoint{0.725001in}{2.349568in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.349568in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.446790in}}%
+\pgfpathlineto{\pgfqpoint{0.725001in}{2.446790in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -701,7 +719,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.013889in,y=2.224877in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Queue}%
+\pgftext[x=1.113890in,y=2.349568in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Queue}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -713,10 +731,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.625000in}{2.031204in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{2.031204in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{2.128426in}}%
-\pgfpathlineto{\pgfqpoint{0.625000in}{2.128426in}}%
+\pgfpathmoveto{\pgfqpoint{0.725001in}{2.155895in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.155895in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.253117in}}%
+\pgfpathlineto{\pgfqpoint{0.725001in}{2.253117in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -724,7 +742,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.013889in,y=2.031204in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Resubmission}%
+\pgftext[x=1.113890in,y=2.155895in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Resubmission}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -736,10 +754,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.625000in}{1.837531in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{1.837531in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{1.934753in}}%
-\pgfpathlineto{\pgfqpoint{0.625000in}{1.934753in}}%
+\pgfpathmoveto{\pgfqpoint{0.725001in}{1.962222in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{1.962222in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.059444in}}%
+\pgfpathlineto{\pgfqpoint{0.725001in}{2.059444in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -747,7 +765,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.013889in,y=1.837531in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Running}%
+\pgftext[x=1.113890in,y=1.962222in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Running}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -759,10 +777,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.625000in}{1.643858in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{1.643858in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{1.741081in}}%
-\pgfpathlineto{\pgfqpoint{0.625000in}{1.741081in}}%
+\pgfpathmoveto{\pgfqpoint{0.725001in}{1.768549in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{1.768549in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{1.865772in}}%
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@@ -770,7 +788,7 @@
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-\pgftext[x=1.013889in,y=1.643858in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Unknown}%
+\pgftext[x=1.113890in,y=1.768549in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Unknown}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%
diff --git a/report/figures/machine_time_waste/cluster_b.pgf b/report/figures/machine_time_waste/cluster_b.pgf
index fa2f108a..f78d473b 100644
--- a/report/figures/machine_time_waste/cluster_b.pgf
+++ b/report/figures/machine_time_waste/cluster_b.pgf
@@ -6,12 +6,6 @@
 %% 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
@@ -21,31 +15,26 @@
 %%   \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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 \begin{pgfpicture}%
-\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{4.000000in}{3.000000in}}%
+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{3.800001in}{3.063765in}}%
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-\pgfsetfillcolor{currentfill}%
 \pgfsetlinewidth{0.000000pt}%
 \definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}%
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+\pgfsetstrokeopacity{0.000000}%
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 \pgfpathclose%
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 \end{pgfscope}%
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@@ -57,15 +46,15 @@
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@@ -76,15 +65,15 @@
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 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -361,10 +350,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.056494in}{2.489247in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.489247in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.532143in}}%
-\pgfpathlineto{\pgfqpoint{3.056494in}{2.532143in}}%
+\pgfpathmoveto{\pgfqpoint{3.156494in}{2.538030in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.538030in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.579386in}}%
+\pgfpathlineto{\pgfqpoint{3.156494in}{2.579386in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -383,7 +372,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.842208in}{0.375000in}%
+\pgfsys@transformshift{0.942208in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -391,7 +380,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.842208in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=0.942208in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -408,7 +397,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.647403in}{0.375000in}%
+\pgfsys@transformshift{1.747403in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -416,7 +405,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.647403in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=1.747403in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -433,7 +422,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.452597in}{0.375000in}%
+\pgfsys@transformshift{2.552598in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -441,7 +430,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.452597in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=2.552598in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -458,7 +447,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.257792in}{0.375000in}%
+\pgfsys@transformshift{3.357793in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -466,13 +455,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.257792in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=3.357793in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.050000in,y=0.087809in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Last termination}%
+\pgftext[x=2.150001in,y=0.223457in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Task termination}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -483,13 +472,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{0.375000in}%
+\pgfsys@transformshift{0.600001in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -497,7 +486,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=0.322238in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.0}%
+\pgftext[x=0.433334in, y=0.451466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {0}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -508,13 +497,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{0.844870in}%
+\pgfsys@transformshift{0.600001in}{0.952691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -522,7 +511,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=0.792108in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.2}%
+\pgftext[x=0.363889in, y=0.904466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {20}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -533,13 +522,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{1.314740in}%
+\pgfsys@transformshift{0.600001in}{1.405691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -547,7 +536,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=1.261978in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.4}%
+\pgftext[x=0.363889in, y=1.357466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {40}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -558,13 +547,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{1.784609in}%
+\pgfsys@transformshift{0.600001in}{1.858691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -572,7 +561,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=1.731848in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.6}%
+\pgftext[x=0.363889in, y=1.810466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {60}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -583,13 +572,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{2.254479in}%
+\pgfsys@transformshift{0.600001in}{2.311691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -597,13 +586,38 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=2.201718in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.8}%
+\pgftext[x=0.363889in, y=2.263466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {80}\)}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.600001in}{2.764691in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.126343in,y=1.507500in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Count}%
+\pgftext[x=0.294444in, y=2.716466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {100}\)}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.238889in,y=1.632191in,,bottom,rotate=90.000000]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Time spent [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -612,8 +626,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{0.500000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{0.600001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -623,8 +637,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.600000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{3.700001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -634,8 +648,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{0.375000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{0.499691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -645,15 +659,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{2.640000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{2.764691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.050000in,y=2.723333in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster B}%
+\pgftext[x=2.150001in,y=2.848024in,,base]{\color{textcolor}\rmfamily\fontsize{12.000000}{14.400000}\selectfont Cluster B}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -666,15 +680,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.597222in}{1.509603in}}%
-\pgfpathlineto{\pgfqpoint{1.996121in}{1.509603in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{2.023899in}{1.509603in}}{\pgfqpoint{2.023899in}{1.537381in}}%
-\pgfpathlineto{\pgfqpoint{2.023899in}{2.542778in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{2.023899in}{2.570556in}}{\pgfqpoint{1.996121in}{2.570556in}}%
-\pgfpathlineto{\pgfqpoint{0.597222in}{2.570556in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{0.569444in}{2.570556in}}{\pgfqpoint{0.569444in}{2.542778in}}%
-\pgfpathlineto{\pgfqpoint{0.569444in}{1.537381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{0.569444in}{1.509603in}}{\pgfqpoint{0.597222in}{1.509603in}}%
+\pgfpathmoveto{\pgfqpoint{0.697223in}{1.685988in}}%
+\pgfpathlineto{\pgfqpoint{1.963814in}{1.685988in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{1.991592in}{1.685988in}}{\pgfqpoint{1.991592in}{1.713766in}}%
+\pgfpathlineto{\pgfqpoint{1.991592in}{2.667469in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{1.991592in}{2.695247in}}{\pgfqpoint{1.963814in}{2.695247in}}%
+\pgfpathlineto{\pgfqpoint{0.697223in}{2.695247in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{0.669445in}{2.695247in}}{\pgfqpoint{0.669445in}{2.667469in}}%
+\pgfpathlineto{\pgfqpoint{0.669445in}{1.713766in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{0.669445in}{1.685988in}}{\pgfqpoint{0.697223in}{1.685988in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -682,7 +696,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.724263in,y=2.409477in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Execution phase}%
+\pgftext[x=0.833411in,y=2.543241in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Execution phase}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -694,10 +708,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.625000in}{2.205620in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{2.205620in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{2.302842in}}%
-\pgfpathlineto{\pgfqpoint{0.625000in}{2.302842in}}%
+\pgfpathmoveto{\pgfqpoint{0.725001in}{2.349568in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.349568in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.446790in}}%
+\pgfpathlineto{\pgfqpoint{0.725001in}{2.446790in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -705,7 +719,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.013889in,y=2.205620in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Queue}%
+\pgftext[x=1.113890in,y=2.349568in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Queue}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -717,10 +731,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.625000in}{2.001763in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{2.001763in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{2.098985in}}%
-\pgfpathlineto{\pgfqpoint{0.625000in}{2.098985in}}%
+\pgfpathmoveto{\pgfqpoint{0.725001in}{2.155895in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.155895in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.253117in}}%
+\pgfpathlineto{\pgfqpoint{0.725001in}{2.253117in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -728,7 +742,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.013889in,y=2.001763in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Resubmission}%
+\pgftext[x=1.113890in,y=2.155895in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Resubmission}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -740,10 +754,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.625000in}{1.797905in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{1.797905in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{1.895128in}}%
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+\pgfpathmoveto{\pgfqpoint{0.725001in}{1.962222in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{1.962222in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.059444in}}%
+\pgfpathlineto{\pgfqpoint{0.725001in}{2.059444in}}%
 \pgfpathclose%
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 \end{pgfscope}%
@@ -751,7 +765,7 @@
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-\pgftext[x=1.013889in,y=1.797905in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Running}%
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 \begin{pgfscope}%
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@@ -763,10 +777,10 @@
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-\pgfpathlineto{\pgfqpoint{0.625000in}{1.691270in}}%
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@@ -774,7 +788,7 @@
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-\pgftext[x=1.013889in,y=1.594048in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Unknown}%
+\pgftext[x=1.113890in,y=1.768549in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Unknown}%
 \end{pgfscope}%
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diff --git a/report/figures/machine_time_waste/cluster_c.pgf b/report/figures/machine_time_waste/cluster_c.pgf
index 52108e29..46f3d1d6 100644
--- a/report/figures/machine_time_waste/cluster_c.pgf
+++ b/report/figures/machine_time_waste/cluster_c.pgf
@@ -6,12 +6,6 @@
 %% 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
@@ -21,31 +15,26 @@
 %%   \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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+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{3.800001in}{3.063765in}}%
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-\pgfsetfillcolor{currentfill}%
 \pgfsetlinewidth{0.000000pt}%
 \definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}%
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+\pgfsetstrokeopacity{0.000000}%
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 \pgfpathclose%
-\pgfusepath{fill}%
+\pgfusepath{}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -57,15 +46,15 @@
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@@ -76,15 +65,15 @@
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+\pgfpathmoveto{\pgfqpoint{1.546105in}{0.510339in}}%
+\pgfpathlineto{\pgfqpoint{1.948702in}{0.510339in}}%
+\pgfpathlineto{\pgfqpoint{1.948702in}{0.510515in}}%
+\pgfpathlineto{\pgfqpoint{1.546105in}{0.510515in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -342,15 +331,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.251299in}{0.502945in}}%
-\pgfpathlineto{\pgfqpoint{2.653896in}{0.502945in}}%
-\pgfpathlineto{\pgfqpoint{2.653896in}{0.512046in}}%
-\pgfpathlineto{\pgfqpoint{2.251299in}{0.512046in}}%
+\pgfpathmoveto{\pgfqpoint{2.351299in}{0.623338in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{0.623338in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{0.632133in}}%
+\pgfpathlineto{\pgfqpoint{2.351299in}{0.632133in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -361,10 +350,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.056494in}{2.476465in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.476465in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.532143in}}%
-\pgfpathlineto{\pgfqpoint{3.056494in}{2.532143in}}%
+\pgfpathmoveto{\pgfqpoint{3.156494in}{2.530551in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.530551in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.584358in}}%
+\pgfpathlineto{\pgfqpoint{3.156494in}{2.584358in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -383,7 +372,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.842208in}{0.375000in}%
+\pgfsys@transformshift{0.942208in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -391,7 +380,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.842208in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=0.942208in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -408,7 +397,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.647403in}{0.375000in}%
+\pgfsys@transformshift{1.747403in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -416,7 +405,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.647403in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=1.747403in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -433,7 +422,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.452597in}{0.375000in}%
+\pgfsys@transformshift{2.552598in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -441,7 +430,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.452597in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=2.552598in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -458,7 +447,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.257792in}{0.375000in}%
+\pgfsys@transformshift{3.357793in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -466,13 +455,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.257792in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=3.357793in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.050000in,y=0.087809in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Last termination}%
+\pgftext[x=2.150001in,y=0.223457in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Task termination}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -483,13 +472,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{0.375000in}%
+\pgfsys@transformshift{0.600001in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -497,7 +486,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=0.322238in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.0}%
+\pgftext[x=0.433334in, y=0.451466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {0}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -508,13 +497,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{0.843749in}%
+\pgfsys@transformshift{0.600001in}{0.952691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -522,7 +511,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=0.790988in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.2}%
+\pgftext[x=0.363889in, y=0.904466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {20}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -533,13 +522,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{1.312498in}%
+\pgfsys@transformshift{0.600001in}{1.405691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -547,7 +536,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=1.259737in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.4}%
+\pgftext[x=0.363889in, y=1.357466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {40}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -558,13 +547,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{1.781247in}%
+\pgfsys@transformshift{0.600001in}{1.858691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -572,7 +561,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=1.728486in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.6}%
+\pgftext[x=0.363889in, y=1.810466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {60}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -583,13 +572,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{2.249996in}%
+\pgfsys@transformshift{0.600001in}{2.311691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -597,13 +586,38 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=2.197235in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.8}%
+\pgftext[x=0.363889in, y=2.263466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {80}\)}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.600001in}{2.764691in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.126343in,y=1.507500in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Count}%
+\pgftext[x=0.294444in, y=2.716466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {100}\)}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.238889in,y=1.632191in,,bottom,rotate=90.000000]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Time spent [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -612,8 +626,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{0.500000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{0.600001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -623,8 +637,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.600000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{3.700001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -634,8 +648,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{0.375000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{0.499691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -645,15 +659,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{2.640000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{2.764691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.050000in,y=2.723333in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster C}%
+\pgftext[x=2.150001in,y=2.848024in,,base]{\color{textcolor}\rmfamily\fontsize{12.000000}{14.400000}\selectfont Cluster C}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -666,15 +680,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.597222in}{1.509603in}}%
-\pgfpathlineto{\pgfqpoint{1.996121in}{1.509603in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{2.023899in}{1.509603in}}{\pgfqpoint{2.023899in}{1.537381in}}%
-\pgfpathlineto{\pgfqpoint{2.023899in}{2.542778in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{2.023899in}{2.570556in}}{\pgfqpoint{1.996121in}{2.570556in}}%
-\pgfpathlineto{\pgfqpoint{0.597222in}{2.570556in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{0.569444in}{2.570556in}}{\pgfqpoint{0.569444in}{2.542778in}}%
-\pgfpathlineto{\pgfqpoint{0.569444in}{1.537381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{0.569444in}{1.509603in}}{\pgfqpoint{0.597222in}{1.509603in}}%
+\pgfpathmoveto{\pgfqpoint{0.697223in}{1.685988in}}%
+\pgfpathlineto{\pgfqpoint{1.963814in}{1.685988in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{1.991592in}{1.685988in}}{\pgfqpoint{1.991592in}{1.713766in}}%
+\pgfpathlineto{\pgfqpoint{1.991592in}{2.667469in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{1.991592in}{2.695247in}}{\pgfqpoint{1.963814in}{2.695247in}}%
+\pgfpathlineto{\pgfqpoint{0.697223in}{2.695247in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{0.669445in}{2.695247in}}{\pgfqpoint{0.669445in}{2.667469in}}%
+\pgfpathlineto{\pgfqpoint{0.669445in}{1.713766in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{0.669445in}{1.685988in}}{\pgfqpoint{0.697223in}{1.685988in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -682,7 +696,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.724263in,y=2.409477in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Execution phase}%
+\pgftext[x=0.833411in,y=2.543241in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Execution phase}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -694,10 +708,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.625000in}{2.205620in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{2.205620in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{2.302842in}}%
-\pgfpathlineto{\pgfqpoint{0.625000in}{2.302842in}}%
+\pgfpathmoveto{\pgfqpoint{0.725001in}{2.349568in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.349568in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.446790in}}%
+\pgfpathlineto{\pgfqpoint{0.725001in}{2.446790in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -705,7 +719,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.013889in,y=2.205620in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Queue}%
+\pgftext[x=1.113890in,y=2.349568in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Queue}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -717,10 +731,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
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+\pgfpathlineto{\pgfqpoint{0.725001in}{2.253117in}}%
 \pgfpathclose%
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 \end{pgfscope}%
@@ -728,7 +742,7 @@
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-\pgftext[x=1.013889in,y=2.001763in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Resubmission}%
+\pgftext[x=1.113890in,y=2.155895in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Resubmission}%
 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -740,10 +754,10 @@
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-\pgfpathlineto{\pgfqpoint{0.625000in}{1.895128in}}%
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@@ -751,7 +765,7 @@
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-\pgftext[x=1.013889in,y=1.797905in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Running}%
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@@ -763,10 +777,10 @@
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@@ -774,7 +788,7 @@
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-\pgftext[x=1.013889in,y=1.594048in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Unknown}%
+\pgftext[x=1.113890in,y=1.768549in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Unknown}%
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diff --git a/report/figures/machine_time_waste/cluster_d.pgf b/report/figures/machine_time_waste/cluster_d.pgf
index 65a90bbb..a283c30e 100644
--- a/report/figures/machine_time_waste/cluster_d.pgf
+++ b/report/figures/machine_time_waste/cluster_d.pgf
@@ -6,12 +6,6 @@
 %% 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
@@ -21,31 +15,26 @@
 %%   \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/]
 %%
 \begingroup%
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+\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{3.800001in}{3.063765in}}%
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 \begin{pgfscope}%
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-\pgfsetfillcolor{currentfill}%
 \pgfsetlinewidth{0.000000pt}%
 \definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}%
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+\pgfsetstrokeopacity{0.000000}%
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 \pgfpathclose%
-\pgfusepath{fill}%
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 \end{pgfscope}%
 \begin{pgfscope}%
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@@ -57,15 +46,15 @@
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@@ -76,15 +65,15 @@
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@@ -152,15 +141,15 @@
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-\pgfpathmoveto{\pgfqpoint{0.640909in}{0.417085in}}%
-\pgfpathlineto{\pgfqpoint{1.043506in}{0.417085in}}%
-\pgfpathlineto{\pgfqpoint{1.043506in}{0.417203in}}%
-\pgfpathlineto{\pgfqpoint{0.640909in}{0.417203in}}%
+\pgfpathmoveto{\pgfqpoint{0.740910in}{0.540620in}}%
+\pgfpathlineto{\pgfqpoint{1.143507in}{0.540620in}}%
+\pgfpathlineto{\pgfqpoint{1.143507in}{0.540734in}}%
+\pgfpathlineto{\pgfqpoint{0.740910in}{0.540734in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -323,15 +312,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.446104in}{0.387264in}}%
-\pgfpathlineto{\pgfqpoint{1.848701in}{0.387264in}}%
-\pgfpathlineto{\pgfqpoint{1.848701in}{0.387282in}}%
-\pgfpathlineto{\pgfqpoint{1.446104in}{0.387282in}}%
+\pgfpathmoveto{\pgfqpoint{1.546105in}{0.511618in}}%
+\pgfpathlineto{\pgfqpoint{1.948702in}{0.511618in}}%
+\pgfpathlineto{\pgfqpoint{1.948702in}{0.511636in}}%
+\pgfpathlineto{\pgfqpoint{1.546105in}{0.511636in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -342,15 +331,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.251299in}{0.488662in}}%
-\pgfpathlineto{\pgfqpoint{2.653896in}{0.488662in}}%
-\pgfpathlineto{\pgfqpoint{2.653896in}{0.492379in}}%
-\pgfpathlineto{\pgfqpoint{2.251299in}{0.492379in}}%
+\pgfpathmoveto{\pgfqpoint{2.351299in}{0.610229in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{0.610229in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{0.613844in}}%
+\pgfpathlineto{\pgfqpoint{2.351299in}{0.613844in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -361,10 +350,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.056494in}{2.470104in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.470104in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.532143in}}%
-\pgfpathlineto{\pgfqpoint{3.056494in}{2.532143in}}%
+\pgfpathmoveto{\pgfqpoint{3.156494in}{2.537216in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.537216in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.597550in}}%
+\pgfpathlineto{\pgfqpoint{3.156494in}{2.597550in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -383,7 +372,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.842208in}{0.375000in}%
+\pgfsys@transformshift{0.942208in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -391,7 +380,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.842208in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=0.942208in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -408,7 +397,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.647403in}{0.375000in}%
+\pgfsys@transformshift{1.747403in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -416,7 +405,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.647403in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=1.747403in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -433,7 +422,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.452597in}{0.375000in}%
+\pgfsys@transformshift{2.552598in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -441,7 +430,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.452597in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=2.552598in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -458,7 +447,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.257792in}{0.375000in}%
+\pgfsys@transformshift{3.357793in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -466,13 +455,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.257792in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=3.357793in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.050000in,y=0.087809in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Last termination}%
+\pgftext[x=2.150001in,y=0.223457in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Task termination}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -483,13 +472,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{0.375000in}%
+\pgfsys@transformshift{0.600001in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -497,7 +486,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=0.322238in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.0}%
+\pgftext[x=0.433334in, y=0.451466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {0}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -508,13 +497,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{0.840802in}%
+\pgfsys@transformshift{0.600001in}{0.952691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -522,7 +511,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=0.788040in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.2}%
+\pgftext[x=0.363889in, y=0.904466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {20}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -533,13 +522,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{1.306603in}%
+\pgfsys@transformshift{0.600001in}{1.405691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -547,7 +536,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=1.253842in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.4}%
+\pgftext[x=0.363889in, y=1.357466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {40}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -558,13 +547,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{1.772405in}%
+\pgfsys@transformshift{0.600001in}{1.858691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -572,7 +561,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=1.719643in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.6}%
+\pgftext[x=0.363889in, y=1.810466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {60}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -583,13 +572,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{2.238206in}%
+\pgfsys@transformshift{0.600001in}{2.311691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -597,13 +586,38 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=2.185445in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.8}%
+\pgftext[x=0.363889in, y=2.263466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {80}\)}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.600001in}{2.764691in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.126343in,y=1.507500in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Count}%
+\pgftext[x=0.294444in, y=2.716466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {100}\)}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.238889in,y=1.632191in,,bottom,rotate=90.000000]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Time spent [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -612,8 +626,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{0.500000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{0.600001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -623,8 +637,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.600000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{3.700001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -634,8 +648,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{0.375000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{0.499691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -645,15 +659,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{2.640000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{2.764691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.050000in,y=2.723333in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster D}%
+\pgftext[x=2.150001in,y=2.848024in,,base]{\color{textcolor}\rmfamily\fontsize{12.000000}{14.400000}\selectfont Cluster D}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -666,15 +680,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.597222in}{1.509603in}}%
-\pgfpathlineto{\pgfqpoint{1.996121in}{1.509603in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{2.023899in}{1.509603in}}{\pgfqpoint{2.023899in}{1.537381in}}%
-\pgfpathlineto{\pgfqpoint{2.023899in}{2.542778in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{2.023899in}{2.570556in}}{\pgfqpoint{1.996121in}{2.570556in}}%
-\pgfpathlineto{\pgfqpoint{0.597222in}{2.570556in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{0.569444in}{2.570556in}}{\pgfqpoint{0.569444in}{2.542778in}}%
-\pgfpathlineto{\pgfqpoint{0.569444in}{1.537381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{0.569444in}{1.509603in}}{\pgfqpoint{0.597222in}{1.509603in}}%
+\pgfpathmoveto{\pgfqpoint{0.697223in}{1.685988in}}%
+\pgfpathlineto{\pgfqpoint{1.963814in}{1.685988in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{1.991592in}{1.685988in}}{\pgfqpoint{1.991592in}{1.713766in}}%
+\pgfpathlineto{\pgfqpoint{1.991592in}{2.667469in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{1.991592in}{2.695247in}}{\pgfqpoint{1.963814in}{2.695247in}}%
+\pgfpathlineto{\pgfqpoint{0.697223in}{2.695247in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{0.669445in}{2.695247in}}{\pgfqpoint{0.669445in}{2.667469in}}%
+\pgfpathlineto{\pgfqpoint{0.669445in}{1.713766in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{0.669445in}{1.685988in}}{\pgfqpoint{0.697223in}{1.685988in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -682,7 +696,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.724263in,y=2.409477in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Execution phase}%
+\pgftext[x=0.833411in,y=2.543241in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Execution phase}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -694,10 +708,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
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@@ -705,7 +719,7 @@
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-\pgftext[x=1.013889in,y=2.205620in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Queue}%
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@@ -717,10 +731,10 @@
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@@ -728,7 +742,7 @@
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-\pgftext[x=1.013889in,y=2.001763in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Resubmission}%
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diff --git a/report/figures/machine_time_waste/cluster_e.pgf b/report/figures/machine_time_waste/cluster_e.pgf
index 6df8660a..a8037d58 100644
--- a/report/figures/machine_time_waste/cluster_e.pgf
+++ b/report/figures/machine_time_waste/cluster_e.pgf
@@ -6,12 +6,6 @@
 %% 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
@@ -21,31 +15,26 @@
 %%   \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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@@ -152,15 +141,15 @@
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 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -285,15 +274,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.056494in}{2.446354in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.446354in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.446384in}}%
-\pgfpathlineto{\pgfqpoint{3.056494in}{2.446384in}}%
+\pgfpathmoveto{\pgfqpoint{3.156494in}{2.571045in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.571045in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.571075in}}%
+\pgfpathlineto{\pgfqpoint{3.156494in}{2.571075in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -304,15 +293,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.640909in}{0.389835in}}%
-\pgfpathlineto{\pgfqpoint{1.043506in}{0.389835in}}%
-\pgfpathlineto{\pgfqpoint{1.043506in}{0.389845in}}%
-\pgfpathlineto{\pgfqpoint{0.640909in}{0.389845in}}%
+\pgfpathmoveto{\pgfqpoint{0.740910in}{0.514526in}}%
+\pgfpathlineto{\pgfqpoint{1.143507in}{0.514526in}}%
+\pgfpathlineto{\pgfqpoint{1.143507in}{0.514536in}}%
+\pgfpathlineto{\pgfqpoint{0.740910in}{0.514536in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -323,15 +312,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.446104in}{0.376644in}}%
-\pgfpathlineto{\pgfqpoint{1.848701in}{0.376644in}}%
-\pgfpathlineto{\pgfqpoint{1.848701in}{0.376646in}}%
-\pgfpathlineto{\pgfqpoint{1.446104in}{0.376646in}}%
+\pgfpathmoveto{\pgfqpoint{1.546105in}{0.501335in}}%
+\pgfpathlineto{\pgfqpoint{1.948702in}{0.501335in}}%
+\pgfpathlineto{\pgfqpoint{1.948702in}{0.501337in}}%
+\pgfpathlineto{\pgfqpoint{1.546105in}{0.501337in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -342,15 +331,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.251299in}{0.423799in}}%
-\pgfpathlineto{\pgfqpoint{2.653896in}{0.423799in}}%
-\pgfpathlineto{\pgfqpoint{2.653896in}{0.424256in}}%
-\pgfpathlineto{\pgfqpoint{2.251299in}{0.424256in}}%
+\pgfpathmoveto{\pgfqpoint{2.351299in}{0.548490in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{0.548490in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{0.548948in}}%
+\pgfpathlineto{\pgfqpoint{2.351299in}{0.548948in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -361,10 +350,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.056494in}{2.446384in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.446384in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.532143in}}%
-\pgfpathlineto{\pgfqpoint{3.056494in}{2.532143in}}%
+\pgfpathmoveto{\pgfqpoint{3.156494in}{2.571075in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.571075in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.656834in}}%
+\pgfpathlineto{\pgfqpoint{3.156494in}{2.656834in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -383,7 +372,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.842208in}{0.375000in}%
+\pgfsys@transformshift{0.942208in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -391,7 +380,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.842208in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=0.942208in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -408,7 +397,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.647403in}{0.375000in}%
+\pgfsys@transformshift{1.747403in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -416,7 +405,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.647403in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=1.747403in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -433,7 +422,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.452597in}{0.375000in}%
+\pgfsys@transformshift{2.552598in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -441,7 +430,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.452597in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=2.552598in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -458,7 +447,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.257792in}{0.375000in}%
+\pgfsys@transformshift{3.357793in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -466,13 +455,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.257792in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=3.357793in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.050000in,y=0.087809in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Last termination}%
+\pgftext[x=2.150001in,y=0.223457in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Task termination}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -483,13 +472,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{0.375000in}%
+\pgfsys@transformshift{0.600001in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -497,7 +486,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=0.322238in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.0}%
+\pgftext[x=0.433334in, y=0.451466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {0}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -508,13 +497,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{0.819578in}%
+\pgfsys@transformshift{0.600001in}{0.944269in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -522,7 +511,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=0.766817in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.2}%
+\pgftext[x=0.363889in, y=0.896044in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {20}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -533,13 +522,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{1.264156in}%
+\pgfsys@transformshift{0.600001in}{1.388847in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -547,7 +536,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=1.211395in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.4}%
+\pgftext[x=0.363889in, y=1.340622in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {40}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -558,13 +547,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{1.708734in}%
+\pgfsys@transformshift{0.600001in}{1.833425in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -572,7 +561,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=1.655973in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.6}%
+\pgftext[x=0.363889in, y=1.785200in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {60}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -583,13 +572,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{2.153312in}%
+\pgfsys@transformshift{0.600001in}{2.278003in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -597,7 +586,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=2.100551in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.8}%
+\pgftext[x=0.363889in, y=2.229778in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {80}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -608,13 +597,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{2.597890in}%
+\pgfsys@transformshift{0.600001in}{2.722581in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -622,13 +611,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=2.545129in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1.0}%
+\pgftext[x=0.294444in, y=2.674356in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {100}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.126343in,y=1.507500in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Count}%
+\pgftext[x=0.238889in,y=1.632191in,,bottom,rotate=90.000000]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Time spent [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -637,8 +626,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{0.500000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{0.600001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -648,8 +637,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.600000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{3.700001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -659,8 +648,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{0.375000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{0.499691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -670,15 +659,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{2.640000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{2.764691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.050000in,y=2.723333in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster E}%
+\pgftext[x=2.150001in,y=2.848024in,,base]{\color{textcolor}\rmfamily\fontsize{12.000000}{14.400000}\selectfont Cluster E}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -691,15 +680,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.597222in}{1.509603in}}%
-\pgfpathlineto{\pgfqpoint{1.996121in}{1.509603in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{2.023899in}{1.509603in}}{\pgfqpoint{2.023899in}{1.537381in}}%
-\pgfpathlineto{\pgfqpoint{2.023899in}{2.542778in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{2.023899in}{2.570556in}}{\pgfqpoint{1.996121in}{2.570556in}}%
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diff --git a/report/figures/machine_time_waste/cluster_f.pgf b/report/figures/machine_time_waste/cluster_f.pgf
index 14b49bac..1ec1275c 100644
--- a/report/figures/machine_time_waste/cluster_f.pgf
+++ b/report/figures/machine_time_waste/cluster_f.pgf
@@ -6,12 +6,6 @@
 %% 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
@@ -21,31 +15,26 @@
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-%%   \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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-\pgfpathlineto{\pgfqpoint{1.848701in}{0.378819in}}%
-\pgfpathlineto{\pgfqpoint{1.848701in}{0.378819in}}%
-\pgfpathlineto{\pgfqpoint{1.446104in}{0.378819in}}%
+\pgfpathmoveto{\pgfqpoint{1.546105in}{0.503384in}}%
+\pgfpathlineto{\pgfqpoint{1.948702in}{0.503384in}}%
+\pgfpathlineto{\pgfqpoint{1.948702in}{0.503384in}}%
+\pgfpathlineto{\pgfqpoint{1.546105in}{0.503384in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -266,15 +255,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.251299in}{0.504202in}}%
-\pgfpathlineto{\pgfqpoint{2.653896in}{0.504202in}}%
-\pgfpathlineto{\pgfqpoint{2.653896in}{0.504202in}}%
-\pgfpathlineto{\pgfqpoint{2.251299in}{0.504202in}}%
+\pgfpathmoveto{\pgfqpoint{2.351299in}{0.624642in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{0.624642in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{0.624642in}}%
+\pgfpathlineto{\pgfqpoint{2.351299in}{0.624642in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -285,15 +274,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.056494in}{2.456690in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.456690in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.456780in}}%
-\pgfpathlineto{\pgfqpoint{3.056494in}{2.456780in}}%
+\pgfpathmoveto{\pgfqpoint{3.156494in}{2.512899in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.512899in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.512986in}}%
+\pgfpathlineto{\pgfqpoint{3.156494in}{2.512986in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -304,15 +293,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.640909in}{0.419533in}}%
-\pgfpathlineto{\pgfqpoint{1.043506in}{0.419533in}}%
-\pgfpathlineto{\pgfqpoint{1.043506in}{0.419554in}}%
-\pgfpathlineto{\pgfqpoint{0.640909in}{0.419554in}}%
+\pgfpathmoveto{\pgfqpoint{0.740910in}{0.542759in}}%
+\pgfpathlineto{\pgfqpoint{1.143507in}{0.542759in}}%
+\pgfpathlineto{\pgfqpoint{1.143507in}{0.542779in}}%
+\pgfpathlineto{\pgfqpoint{0.740910in}{0.542779in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -323,15 +312,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.446104in}{0.378819in}}%
-\pgfpathlineto{\pgfqpoint{1.848701in}{0.378819in}}%
-\pgfpathlineto{\pgfqpoint{1.848701in}{0.378822in}}%
-\pgfpathlineto{\pgfqpoint{1.446104in}{0.378822in}}%
+\pgfpathmoveto{\pgfqpoint{1.546105in}{0.503384in}}%
+\pgfpathlineto{\pgfqpoint{1.948702in}{0.503384in}}%
+\pgfpathlineto{\pgfqpoint{1.948702in}{0.503388in}}%
+\pgfpathlineto{\pgfqpoint{1.546105in}{0.503388in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -342,15 +331,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.251299in}{0.504202in}}%
-\pgfpathlineto{\pgfqpoint{2.653896in}{0.504202in}}%
-\pgfpathlineto{\pgfqpoint{2.653896in}{0.511528in}}%
-\pgfpathlineto{\pgfqpoint{2.251299in}{0.511528in}}%
+\pgfpathmoveto{\pgfqpoint{2.351299in}{0.624642in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{0.624642in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{0.631728in}}%
+\pgfpathlineto{\pgfqpoint{2.351299in}{0.631728in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -361,10 +350,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.056494in}{2.456780in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.456780in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.532143in}}%
-\pgfpathlineto{\pgfqpoint{3.056494in}{2.532143in}}%
+\pgfpathmoveto{\pgfqpoint{3.156494in}{2.512986in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.512986in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.585870in}}%
+\pgfpathlineto{\pgfqpoint{3.156494in}{2.585870in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -383,7 +372,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.842208in}{0.375000in}%
+\pgfsys@transformshift{0.942208in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -391,7 +380,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.842208in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=0.942208in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -408,7 +397,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.647403in}{0.375000in}%
+\pgfsys@transformshift{1.747403in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -416,7 +405,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.647403in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=1.747403in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -433,7 +422,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.452597in}{0.375000in}%
+\pgfsys@transformshift{2.552598in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -441,7 +430,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.452597in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=2.552598in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -458,7 +447,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.257792in}{0.375000in}%
+\pgfsys@transformshift{3.357793in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -466,13 +455,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.257792in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=3.357793in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.050000in,y=0.087809in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Last termination}%
+\pgftext[x=2.150001in,y=0.223457in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Task termination}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -483,13 +472,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{0.375000in}%
+\pgfsys@transformshift{0.600001in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -497,7 +486,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=0.322238in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.0}%
+\pgftext[x=0.433334in, y=0.451466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {0}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -508,13 +497,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{0.843409in}%
+\pgfsys@transformshift{0.600001in}{0.952691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -522,7 +511,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=0.790648in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.2}%
+\pgftext[x=0.363889in, y=0.904466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {20}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -533,13 +522,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{1.311819in}%
+\pgfsys@transformshift{0.600001in}{1.405691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -547,7 +536,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=1.259057in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.4}%
+\pgftext[x=0.363889in, y=1.357466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {40}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -558,13 +547,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{1.780228in}%
+\pgfsys@transformshift{0.600001in}{1.858691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -572,7 +561,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=1.727467in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.6}%
+\pgftext[x=0.363889in, y=1.810466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {60}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -583,13 +572,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{2.248638in}%
+\pgfsys@transformshift{0.600001in}{2.311691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -597,13 +586,38 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=2.195876in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.8}%
+\pgftext[x=0.363889in, y=2.263466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {80}\)}%
+\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{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.600001in}{2.764691in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.126343in,y=1.507500in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Count}%
+\pgftext[x=0.294444in, y=2.716466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {100}\)}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.238889in,y=1.632191in,,bottom,rotate=90.000000]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Time spent [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -612,8 +626,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{0.500000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{0.600001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -623,8 +637,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.600000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{3.700001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -634,8 +648,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{0.375000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{0.499691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -645,15 +659,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
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diff --git a/report/figures/machine_time_waste/cluster_g.pgf b/report/figures/machine_time_waste/cluster_g.pgf
index b32a1706..932bfb8e 100644
--- a/report/figures/machine_time_waste/cluster_g.pgf
+++ b/report/figures/machine_time_waste/cluster_g.pgf
@@ -6,12 +6,6 @@
 %% 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
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 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -228,15 +217,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.640909in}{0.380755in}}%
-\pgfpathlineto{\pgfqpoint{1.043506in}{0.380755in}}%
-\pgfpathlineto{\pgfqpoint{1.043506in}{0.380755in}}%
-\pgfpathlineto{\pgfqpoint{0.640909in}{0.380755in}}%
+\pgfpathmoveto{\pgfqpoint{0.740910in}{0.505446in}}%
+\pgfpathlineto{\pgfqpoint{1.143507in}{0.505446in}}%
+\pgfpathlineto{\pgfqpoint{1.143507in}{0.505447in}}%
+\pgfpathlineto{\pgfqpoint{0.740910in}{0.505447in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -247,15 +236,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.446104in}{0.376289in}}%
-\pgfpathlineto{\pgfqpoint{1.848701in}{0.376289in}}%
-\pgfpathlineto{\pgfqpoint{1.848701in}{0.376289in}}%
-\pgfpathlineto{\pgfqpoint{1.446104in}{0.376289in}}%
+\pgfpathmoveto{\pgfqpoint{1.546105in}{0.500981in}}%
+\pgfpathlineto{\pgfqpoint{1.948702in}{0.500981in}}%
+\pgfpathlineto{\pgfqpoint{1.948702in}{0.500981in}}%
+\pgfpathlineto{\pgfqpoint{1.546105in}{0.500981in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -266,15 +255,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.251299in}{0.427081in}}%
-\pgfpathlineto{\pgfqpoint{2.653896in}{0.427081in}}%
-\pgfpathlineto{\pgfqpoint{2.653896in}{0.427082in}}%
-\pgfpathlineto{\pgfqpoint{2.251299in}{0.427082in}}%
+\pgfpathmoveto{\pgfqpoint{2.351299in}{0.551773in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{0.551773in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{0.551773in}}%
+\pgfpathlineto{\pgfqpoint{2.351299in}{0.551773in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -285,15 +274,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.056494in}{2.473357in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.473357in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.473387in}}%
-\pgfpathlineto{\pgfqpoint{3.056494in}{2.473387in}}%
+\pgfpathmoveto{\pgfqpoint{3.156494in}{2.598048in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.598048in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.598078in}}%
+\pgfpathlineto{\pgfqpoint{3.156494in}{2.598078in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -304,15 +293,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.640909in}{0.380755in}}%
-\pgfpathlineto{\pgfqpoint{1.043506in}{0.380755in}}%
-\pgfpathlineto{\pgfqpoint{1.043506in}{0.380804in}}%
-\pgfpathlineto{\pgfqpoint{0.640909in}{0.380804in}}%
+\pgfpathmoveto{\pgfqpoint{0.740910in}{0.505447in}}%
+\pgfpathlineto{\pgfqpoint{1.143507in}{0.505447in}}%
+\pgfpathlineto{\pgfqpoint{1.143507in}{0.505495in}}%
+\pgfpathlineto{\pgfqpoint{0.740910in}{0.505495in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -323,15 +312,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.446104in}{0.376289in}}%
-\pgfpathlineto{\pgfqpoint{1.848701in}{0.376289in}}%
-\pgfpathlineto{\pgfqpoint{1.848701in}{0.376437in}}%
-\pgfpathlineto{\pgfqpoint{1.446104in}{0.376437in}}%
+\pgfpathmoveto{\pgfqpoint{1.546105in}{0.500981in}}%
+\pgfpathlineto{\pgfqpoint{1.948702in}{0.500981in}}%
+\pgfpathlineto{\pgfqpoint{1.948702in}{0.501128in}}%
+\pgfpathlineto{\pgfqpoint{1.546105in}{0.501128in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -342,15 +331,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.251299in}{0.427082in}}%
-\pgfpathlineto{\pgfqpoint{2.653896in}{0.427082in}}%
-\pgfpathlineto{\pgfqpoint{2.653896in}{0.427506in}}%
-\pgfpathlineto{\pgfqpoint{2.251299in}{0.427506in}}%
+\pgfpathmoveto{\pgfqpoint{2.351299in}{0.551773in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{0.551773in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{0.552198in}}%
+\pgfpathlineto{\pgfqpoint{2.351299in}{0.552198in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -361,10 +350,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.056494in}{2.473387in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.473387in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.532143in}}%
-\pgfpathlineto{\pgfqpoint{3.056494in}{2.532143in}}%
+\pgfpathmoveto{\pgfqpoint{3.156494in}{2.598078in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.598078in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.656834in}}%
+\pgfpathlineto{\pgfqpoint{3.156494in}{2.656834in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -383,7 +372,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.842208in}{0.375000in}%
+\pgfsys@transformshift{0.942208in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -391,7 +380,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.842208in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=0.942208in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -408,7 +397,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.647403in}{0.375000in}%
+\pgfsys@transformshift{1.747403in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -416,7 +405,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.647403in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=1.747403in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -433,7 +422,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.452597in}{0.375000in}%
+\pgfsys@transformshift{2.552598in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -441,7 +430,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.452597in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=2.552598in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -458,7 +447,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.257792in}{0.375000in}%
+\pgfsys@transformshift{3.357793in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -466,13 +455,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.257792in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=3.357793in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.050000in,y=0.087809in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Last termination}%
+\pgftext[x=2.150001in,y=0.223457in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Task termination}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -483,13 +472,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{0.375000in}%
+\pgfsys@transformshift{0.600001in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -497,7 +486,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=0.322238in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.0}%
+\pgftext[x=0.433334in, y=0.451466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {0}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -508,13 +497,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{0.818378in}%
+\pgfsys@transformshift{0.600001in}{0.943069in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -522,7 +511,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=0.765616in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.2}%
+\pgftext[x=0.363889in, y=0.894844in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {20}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -533,13 +522,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{1.261756in}%
+\pgfsys@transformshift{0.600001in}{1.386447in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -547,7 +536,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=1.208994in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.4}%
+\pgftext[x=0.363889in, y=1.338222in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {40}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -558,13 +547,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{1.705134in}%
+\pgfsys@transformshift{0.600001in}{1.829825in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -572,7 +561,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=1.652372in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.6}%
+\pgftext[x=0.363889in, y=1.781600in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {60}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -583,13 +572,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{2.148512in}%
+\pgfsys@transformshift{0.600001in}{2.273203in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -597,7 +586,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=2.095750in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.8}%
+\pgftext[x=0.363889in, y=2.224978in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {80}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -608,13 +597,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{2.591890in}%
+\pgfsys@transformshift{0.600001in}{2.716581in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -622,13 +611,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=2.539128in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1.0}%
+\pgftext[x=0.294444in, y=2.668356in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {100}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.126343in,y=1.507500in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Count}%
+\pgftext[x=0.238889in,y=1.632191in,,bottom,rotate=90.000000]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Time spent [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -637,8 +626,8 @@
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diff --git a/report/figures/machine_time_waste/cluster_h.pgf b/report/figures/machine_time_waste/cluster_h.pgf
index be34c3bb..49acf490 100644
--- a/report/figures/machine_time_waste/cluster_h.pgf
+++ b/report/figures/machine_time_waste/cluster_h.pgf
@@ -6,12 +6,6 @@
 %% 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
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+\pgfpathlineto{\pgfqpoint{2.753897in}{0.563847in}}%
+\pgfpathlineto{\pgfqpoint{2.351299in}{0.563847in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -209,15 +198,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.056494in}{2.278526in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.278526in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.459395in}}%
-\pgfpathlineto{\pgfqpoint{3.056494in}{2.459395in}}%
+\pgfpathmoveto{\pgfqpoint{3.156494in}{2.403217in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.403217in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.584086in}}%
+\pgfpathlineto{\pgfqpoint{3.156494in}{2.584086in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -228,15 +217,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.640909in}{0.392612in}}%
-\pgfpathlineto{\pgfqpoint{1.043506in}{0.392612in}}%
-\pgfpathlineto{\pgfqpoint{1.043506in}{0.392612in}}%
-\pgfpathlineto{\pgfqpoint{0.640909in}{0.392612in}}%
+\pgfpathmoveto{\pgfqpoint{0.740910in}{0.517303in}}%
+\pgfpathlineto{\pgfqpoint{1.143507in}{0.517303in}}%
+\pgfpathlineto{\pgfqpoint{1.143507in}{0.517303in}}%
+\pgfpathlineto{\pgfqpoint{0.740910in}{0.517303in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -247,15 +236,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
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-\pgfpathmoveto{\pgfqpoint{1.446104in}{0.377225in}}%
-\pgfpathlineto{\pgfqpoint{1.848701in}{0.377225in}}%
-\pgfpathlineto{\pgfqpoint{1.848701in}{0.377225in}}%
-\pgfpathlineto{\pgfqpoint{1.446104in}{0.377225in}}%
+\pgfpathmoveto{\pgfqpoint{1.546105in}{0.501916in}}%
+\pgfpathlineto{\pgfqpoint{1.948702in}{0.501916in}}%
+\pgfpathlineto{\pgfqpoint{1.948702in}{0.501916in}}%
+\pgfpathlineto{\pgfqpoint{1.546105in}{0.501916in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -266,15 +255,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.251299in}{0.439156in}}%
-\pgfpathlineto{\pgfqpoint{2.653896in}{0.439156in}}%
-\pgfpathlineto{\pgfqpoint{2.653896in}{0.439156in}}%
-\pgfpathlineto{\pgfqpoint{2.251299in}{0.439156in}}%
+\pgfpathmoveto{\pgfqpoint{2.351299in}{0.563847in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{0.563847in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{0.563847in}}%
+\pgfpathlineto{\pgfqpoint{2.351299in}{0.563847in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -285,15 +274,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.056494in}{2.459395in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.459395in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.459396in}}%
-\pgfpathlineto{\pgfqpoint{3.056494in}{2.459396in}}%
+\pgfpathmoveto{\pgfqpoint{3.156494in}{2.584086in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.584086in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.584087in}}%
+\pgfpathlineto{\pgfqpoint{3.156494in}{2.584087in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -304,15 +293,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.640909in}{0.392612in}}%
-\pgfpathlineto{\pgfqpoint{1.043506in}{0.392612in}}%
-\pgfpathlineto{\pgfqpoint{1.043506in}{0.392634in}}%
-\pgfpathlineto{\pgfqpoint{0.640909in}{0.392634in}}%
+\pgfpathmoveto{\pgfqpoint{0.740910in}{0.517303in}}%
+\pgfpathlineto{\pgfqpoint{1.143507in}{0.517303in}}%
+\pgfpathlineto{\pgfqpoint{1.143507in}{0.517325in}}%
+\pgfpathlineto{\pgfqpoint{0.740910in}{0.517325in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -323,15 +312,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.446104in}{0.377225in}}%
-\pgfpathlineto{\pgfqpoint{1.848701in}{0.377225in}}%
-\pgfpathlineto{\pgfqpoint{1.848701in}{0.377228in}}%
-\pgfpathlineto{\pgfqpoint{1.446104in}{0.377228in}}%
+\pgfpathmoveto{\pgfqpoint{1.546105in}{0.501916in}}%
+\pgfpathlineto{\pgfqpoint{1.948702in}{0.501916in}}%
+\pgfpathlineto{\pgfqpoint{1.948702in}{0.501919in}}%
+\pgfpathlineto{\pgfqpoint{1.546105in}{0.501919in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -342,15 +331,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.251299in}{0.439156in}}%
-\pgfpathlineto{\pgfqpoint{2.653896in}{0.439156in}}%
-\pgfpathlineto{\pgfqpoint{2.653896in}{0.443515in}}%
-\pgfpathlineto{\pgfqpoint{2.251299in}{0.443515in}}%
+\pgfpathmoveto{\pgfqpoint{2.351299in}{0.563847in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{0.563847in}}%
+\pgfpathlineto{\pgfqpoint{2.753897in}{0.568206in}}%
+\pgfpathlineto{\pgfqpoint{2.351299in}{0.568206in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
 \begin{pgfscope}%
-\pgfpathrectangle{\pgfqpoint{0.500000in}{0.375000in}}{\pgfqpoint{3.100000in}{2.265000in}}%
+\pgfpathrectangle{\pgfqpoint{0.600001in}{0.499691in}}{\pgfqpoint{3.100000in}{2.265000in}}%
 \pgfusepath{clip}%
 \pgfsetbuttcap%
 \pgfsetmiterjoin%
@@ -361,10 +350,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.056494in}{2.459396in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.459396in}}%
-\pgfpathlineto{\pgfqpoint{3.459091in}{2.532143in}}%
-\pgfpathlineto{\pgfqpoint{3.056494in}{2.532143in}}%
+\pgfpathmoveto{\pgfqpoint{3.156494in}{2.584087in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.584087in}}%
+\pgfpathlineto{\pgfqpoint{3.559092in}{2.656834in}}%
+\pgfpathlineto{\pgfqpoint{3.156494in}{2.656834in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -383,7 +372,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.842208in}{0.375000in}%
+\pgfsys@transformshift{0.942208in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -391,7 +380,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.842208in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
+\pgftext[x=0.942208in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont EVICT}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -408,7 +397,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.647403in}{0.375000in}%
+\pgfsys@transformshift{1.747403in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -416,7 +405,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.647403in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
+\pgftext[x=1.747403in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FAIL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -433,7 +422,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.452597in}{0.375000in}%
+\pgfsys@transformshift{2.552598in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -441,7 +430,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.452597in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
+\pgftext[x=2.552598in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont FINISH}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -458,7 +447,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.257792in}{0.375000in}%
+\pgfsys@transformshift{3.357793in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -466,13 +455,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.257792in,y=0.277778in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
+\pgftext[x=3.357793in,y=0.402469in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont KILL}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.050000in,y=0.087809in,,top]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Last termination}%
+\pgftext[x=2.150001in,y=0.223457in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Task termination}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -483,13 +472,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{0.375000in}%
+\pgfsys@transformshift{0.600001in}{0.499691in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -497,7 +486,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=0.322238in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.0}%
+\pgftext[x=0.433334in, y=0.451466in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {0}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -508,13 +497,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{0.824104in}%
+\pgfsys@transformshift{0.600001in}{0.948795in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -522,7 +511,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=0.771342in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.2}%
+\pgftext[x=0.363889in, y=0.900570in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {20}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -533,13 +522,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{1.273208in}%
+\pgfsys@transformshift{0.600001in}{1.397899in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -547,7 +536,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=1.220446in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.4}%
+\pgftext[x=0.363889in, y=1.349674in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {40}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -558,13 +547,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{1.722312in}%
+\pgfsys@transformshift{0.600001in}{1.847003in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -572,7 +561,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=1.669550in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.6}%
+\pgftext[x=0.363889in, y=1.798778in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {60}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -583,13 +572,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{2.171416in}%
+\pgfsys@transformshift{0.600001in}{2.296107in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -597,7 +586,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=2.118654in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 0.8}%
+\pgftext[x=0.363889in, y=2.247882in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {80}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -608,13 +597,13 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
-\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{-0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{-0.000000in}{0.000000in}}%
 \pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.500000in}{2.620520in}%
+\pgfsys@transformshift{0.600001in}{2.745211in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -622,13 +611,13 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.181898in, y=2.567758in, left, base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont 1.0}%
+\pgftext[x=0.294444in, y=2.696986in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {100}\)}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.126343in,y=1.507500in,,bottom,rotate=90.000000]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Count}%
+\pgftext[x=0.238889in,y=1.632191in,,bottom,rotate=90.000000]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Time spent [\%]}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetrectcap%
@@ -637,8 +626,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{0.500000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{0.600001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -648,8 +637,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.600000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{3.700001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -659,8 +648,8 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{0.375000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{0.375000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{0.499691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{0.499691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -670,15 +659,15 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.500000in}{2.640000in}}%
-\pgfpathlineto{\pgfqpoint{3.600000in}{2.640000in}}%
+\pgfpathmoveto{\pgfqpoint{0.600001in}{2.764691in}}%
+\pgfpathlineto{\pgfqpoint{3.700001in}{2.764691in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.050000in,y=2.723333in,,base]{\color{textcolor}\sffamily\fontsize{12.000000}{14.400000}\selectfont Cluster H}%
+\pgftext[x=2.150001in,y=2.848024in,,base]{\color{textcolor}\rmfamily\fontsize{12.000000}{14.400000}\selectfont Cluster H}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -691,15 +680,15 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.597222in}{1.509603in}}%
-\pgfpathlineto{\pgfqpoint{1.996121in}{1.509603in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{2.023899in}{1.509603in}}{\pgfqpoint{2.023899in}{1.537381in}}%
-\pgfpathlineto{\pgfqpoint{2.023899in}{2.542778in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{2.023899in}{2.570556in}}{\pgfqpoint{1.996121in}{2.570556in}}%
-\pgfpathlineto{\pgfqpoint{0.597222in}{2.570556in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{0.569444in}{2.570556in}}{\pgfqpoint{0.569444in}{2.542778in}}%
-\pgfpathlineto{\pgfqpoint{0.569444in}{1.537381in}}%
-\pgfpathquadraticcurveto{\pgfqpoint{0.569444in}{1.509603in}}{\pgfqpoint{0.597222in}{1.509603in}}%
+\pgfpathmoveto{\pgfqpoint{0.697223in}{1.685988in}}%
+\pgfpathlineto{\pgfqpoint{1.963814in}{1.685988in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{1.991592in}{1.685988in}}{\pgfqpoint{1.991592in}{1.713766in}}%
+\pgfpathlineto{\pgfqpoint{1.991592in}{2.667469in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{1.991592in}{2.695247in}}{\pgfqpoint{1.963814in}{2.695247in}}%
+\pgfpathlineto{\pgfqpoint{0.697223in}{2.695247in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{0.669445in}{2.695247in}}{\pgfqpoint{0.669445in}{2.667469in}}%
+\pgfpathlineto{\pgfqpoint{0.669445in}{1.713766in}}%
+\pgfpathquadraticcurveto{\pgfqpoint{0.669445in}{1.685988in}}{\pgfqpoint{0.697223in}{1.685988in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -707,7 +696,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.724263in,y=2.409477in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Execution phase}%
+\pgftext[x=0.833411in,y=2.543241in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Execution phase}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -719,10 +708,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.625000in}{2.205620in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{2.205620in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{2.302842in}}%
-\pgfpathlineto{\pgfqpoint{0.625000in}{2.302842in}}%
+\pgfpathmoveto{\pgfqpoint{0.725001in}{2.349568in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.349568in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.446790in}}%
+\pgfpathlineto{\pgfqpoint{0.725001in}{2.446790in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -730,7 +719,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.013889in,y=2.205620in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Queue}%
+\pgftext[x=1.113890in,y=2.349568in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Queue}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -742,10 +731,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.625000in}{2.001763in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{2.001763in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{2.098985in}}%
-\pgfpathlineto{\pgfqpoint{0.625000in}{2.098985in}}%
+\pgfpathmoveto{\pgfqpoint{0.725001in}{2.155895in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.155895in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.253117in}}%
+\pgfpathlineto{\pgfqpoint{0.725001in}{2.253117in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -753,7 +742,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.013889in,y=2.001763in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Resubmission}%
+\pgftext[x=1.113890in,y=2.155895in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Resubmission}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -765,10 +754,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.625000in}{1.797905in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{1.797905in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{1.895128in}}%
-\pgfpathlineto{\pgfqpoint{0.625000in}{1.895128in}}%
+\pgfpathmoveto{\pgfqpoint{0.725001in}{1.962222in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{1.962222in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{2.059444in}}%
+\pgfpathlineto{\pgfqpoint{0.725001in}{2.059444in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -776,7 +765,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.013889in,y=1.797905in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Running}%
+\pgftext[x=1.113890in,y=1.962222in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Running}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfsetbuttcap%
@@ -788,10 +777,10 @@
 \definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.625000in}{1.594048in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{1.594048in}}%
-\pgfpathlineto{\pgfqpoint{0.902778in}{1.691270in}}%
-\pgfpathlineto{\pgfqpoint{0.625000in}{1.691270in}}%
+\pgfpathmoveto{\pgfqpoint{0.725001in}{1.768549in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{1.768549in}}%
+\pgfpathlineto{\pgfqpoint{1.002778in}{1.865772in}}%
+\pgfpathlineto{\pgfqpoint{0.725001in}{1.865772in}}%
 \pgfpathclose%
 \pgfusepath{stroke,fill}%
 \end{pgfscope}%
@@ -799,7 +788,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.013889in,y=1.594048in,left,base]{\color{textcolor}\sffamily\fontsize{10.000000}{12.000000}\selectfont Unknown}%
+\pgftext[x=1.113890in,y=1.768549in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Unknown}%
 \end{pgfscope}%
 \end{pgfpicture}%
 \makeatother%