{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reduction type: 'maximum'\n",
      "File Name                          Variables\n",
      "---------                          ---------\n",
      "\u001b[1mml_admconstraints-ml_ham          \u001b[0m ['H']\n",
      "\u001b[1msystemstatistics-process_memory_mb\u001b[0m ['maxrss_mb', 'majflt_mb', 'arena_mb', 'ordblks_mb', 'hblks_mb', 'hblkhd_mb', 'uordblks_mb', 'fordblks_mb', 'keepcost_mb', 'swap_used_mb']\n",
      "\u001b[1mml_admconstraints-ml_mom          \u001b[0m ['M1', 'M2', 'M3']\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import CactusTool\n",
    "\n",
    "name = 'BBH0001_D15'\n",
    "sim = CactusTool.load(name, '/Volumes/simulations/HUST_Catalog')\n",
    "# ftype include ['', 'minimum', 'maximum', 'norm1', 'norm2', 'average', 'scalars']\n",
    "ftype = 'maximum'\n",
    "print(sim.Scalar(ftype))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "var = 'H'\n",
    "scalar = sim.Scalar(ftype)['ml_admconstraints-ml_ham'].dsets(var)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
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       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };                });            </script>        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scalar.clip(5, 700).preview()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "08404a136d784f9792108047d43e6df6": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_aae5d0ef2af24e6699248f030f8771e0",
       "outputs": [
        {
         "data": {
          "image/png": 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2Dk+uq+Fwcztlo4fw5Vtn8OFFpYwfqXYOkj4KXCIi0q8dbm7jqfW1VMYDNtU0kpeTxe1zx7O8PMKVk8aQlaV2DpJ+ClwiItLvuDvxXQepiO/muU11NLclmTl+ON/60GzuXlhCwZC8TJcoA4wCl4iI9Bt7j7Tw07XVVMYDdu47xrD8HO5dVMqK8gjzSkaqOalkjAKXiIj0ae0dSV7bvpdYPOCVbQ20J53yiaP47A1TWTJvPEPy9KtOMk9HoYiI9EnBgSYqEwGrEtXsOdzMmKF5fPLqSSyLRpg6blimyxP5HQpcIiLSZzS3dfDi1npi8d381479mMF108fyrTtnc+PMIvJy1M5BeicFLhER6fXe2nOYWDzgiXU1HGpqo6RgMF+8ZTr3XVbKhILBmS5P5JwUuEREpFc62tLO0xtqqYgHbAgOkZedxS1zilhRHuGqKYVq5yB9igKXiIj0Gu7O2t0HqXgz4NlNdTS1djC9aBh/tnQ29ywsYfRQtXOQvkmBS0REMm7/0RaeWFdDRTxgR8NRhuRlc+elE1hWHmFhpEDtHKTPU+ASEZGM6Eg6r+/YRyy+m5e21tPW4SwsK+C7H57HHfMnMCxfv6Kk/9DRLCIiPar6YBOrEtU8VlVNzaHjjBqSy0c/MJHl5RGmFw3PdHkiaaHAJSIiadfanuTlbfVUxAN+tX0vAFdPLeShJTO5ZXYR+TnZGa5QJL0UuEREJG221x8hFg94fF0NB461UjxyEH904zTuv6yUyOghmS5PpMcocImISLc61tLOsxvriCUCqt4/SE6WccvsIpaXR7hm2liy1c5BBiAFLhER6TJ3Z0N1I7H4blavr+VYawdTxg7lq0tmcu+iUgqH5We6RJGMOmfgMrMfAEuBBnefG479DfAhoBV4F/iEux8ys4nANuDt8Olr3P0z4XMuA34IDAaeA77g7t6tr0ZERHrUwWOtPLGuhlg84O36IwzOzeaO+cWsKI9w2SWj1M5BJHQ+Z7h+CHwPeLTT2EvAQ+7ebmbfBR4C/jT82rvuvuA02/k+8GngDVKB6zbg+YsrW0REMiWZdH797n5iiYAXNu+htSPJpaUj+at75vGhS4sZPig30yWK9DrnDFzu/lp45qrz2IudHq4B7jvbNsysGBjh7mvCx48Cd6PAJSLSZ9Q1HuexRDWxRED1weOMHJzL711RxrJohNkTRmS6PJFerTvu4fokEOv0eJKZrQMOA193918BJUB1p3Wqw7HTMrOVwEqAsrKybihRREQuRltHkle2NRCL7+aX7+wl6fDBKWP48q0zuHXOeAblqp2DyPnoUuAys68B7cCPw6E6oMzd94f3bD1pZnMudLvu/gjwCEA0GtV9XiIiPWzn3qPEEgE/rapm39FWikbk89nrp3J/tJRLxgzNdHkifc5FBy4z+zipm+lvOnHzu7u3AC3hcpWZvQtMB2qA0k5PLw3HRESklzje2sFzm+qIxQPe3HWA7CzjxpnjWFEe4brpY8nJzsp0iSJ91kUFLjO7DfgKcJ27N3UaHwsccPcOM5sMTAN2uvsBMztsZleSumn+o8A/d718ERHpqs01jVTEd/PUulqOtLQzccwQ/vS2mXx4UQnjRgzKdHki/cL5tIX4CXA9UGhm1cA3Sb0rMR94KXzL74n2D9cC3zazNiAJfMbdD4Sb+iwn20I8j26YFxHJmMamNp7aUEPFmwFb6w6Tn5PFHfOKWVYe4YpJo9XOQaSbWW9vhRWNRj2RSGS6DBGRPs/dWbPzAJWJgOc21dHSnmTOhBGsKI9w54ISRg5WOweRrjKzKnePnjquTvMiIv1cw+FmHltbTWU8YNf+JoYPymFZNMLy8ghzS0ZmujyRAUGBS0SkH2rvSPKLt/dSEQ949e0GOpLO5ZNG8/mbpnH73GIG56mdg0hPUuASEelH3t9/jMpEwKpENQ1HWigcls+nr5nMsmgpk8cOy3R5IgOWApeISB/X3NbBC1v2UPFmwG927ifL4IYZ41hWHuHGmePIVTsHkYxT4BIR6aO21h4mFt/Nk+traTzeRmT0YP5k8XTuuyzC+JFq5yDSmyhwiYj0IYeb23h6Qy2xeMDG6kbysrO4be54VpRHuHLyGLKy1M5BpDdS4BIR6eXcncT7B6l4M+DZTbU0tyWZOX443/zQbO5eUMKooXmZLlFEzkGBS0Skl9p7pIXH11YTSwTs3HuMoXnZ3LOwlBXlEeaXjlRzUpE+RIFLRKQX6Ug6r23fS+zNgJe31dOedKKXjOIz903hjnnFDM3Xj22RvkjfuSIivUBwoIlViYBVVdXUNTYzemgen7hqIsvLI0wdNzzT5YlIFylwiYhkSEt7By9uqacyEfD6jn0AXDttLN9YOpubZhWRl6N2DiL9hQKXiEgPe3vPEWLxgCfWVXOwqY2SgsF84aZp3B+NUFIwONPliUgaKHCJiPSAoy3tPLOhlop4wPrgELnZxuLZ41leHuGqqYVkq52DSL+mwCUikibuztrdh6iMBzy9sZam1g6mjRvG1++YxT0LSxgzLD/TJYpID1HgEhHpZgeOtabaOcQDtjccZUheNkvnF7O8vIxFZQVq5yAyAClwiYh0g2TSeX3HPmLxgBe37qGtw1kQKeDhe+ex9NIJDFM7B5EBTT8BRES6oPbQcVYlqqlMBNQcOk7BkFz+4MpUO4cZ49XOQURSzitwmdkPgKVAg7vPDcdGAzFgIrALWObuBy11rvwfgSVAE/Bxd18bPudjwNfDzf6Fu/+o+16KiEjPaG1P8sq2eiriAa9t34s7XD21kAdvn8niOUXk52RnukQR6WXO9wzXD4HvAY92GnsQeMXdHzazB8PHfwrcDkwLP64Avg9cEQa0bwJRwIEqM1vt7ge744WIiKTbjoZUO4fH19aw/1gr40cM4o9umMr90QiR0UMyXZ6I9GLnFbjc/TUzm3jK8F3A9eHyj4BfkApcdwGPursDa8yswMyKw3VfcvcDAGb2EnAb8JOuvQQRkfRpam3n2Y11xOIBifcPkpNl3DyriOXlEa6dPlbtHETkvHTlHq4id68Ll/cAReFyCRB0Wq86HDvT+H9jZiuBlQBlZWVdKFFE5MK5OxurG6mIBzy9oZajLe1MLhzKQ7fP5N5FpYwdrnYOInJhuuWmeXd3M/Pu2Fa4vUeARwCi0Wi3bVdE5GwONbXyxLoaYvGAt/YcYVBuFnfMm8CKyyNELxmldg4ictG6ErjqzazY3evCS4YN4XgNEOm0Xmk4VsPJS5Anxn/Rhf2LiHRZMums2bmfinjAz7bsobU9yfzSkfzF3XO5c8EERgzKzXSJItIPdCVwrQY+Bjwcfn6q0/gDZlZB6qb5xjCUvQD8lZmNCtdbDDzUhf2LiFy0PY3NPFYVEEsEBAeOM2JQDh8pj7CsPMKcCSMzXZ6I9DPn2xbiJ6TOThWaWTWpdxs+DFSa2aeA94Fl4erPkWoJsYNUW4hPALj7ATP7DhAP1/v2iRvoRUR6QltHkp+/1UBlPODVtxtIOnxg8hj+ZPEMbp0znkG5aucgIulhqTcT9l7RaNQTiUSmyxCRPuy9fceIxQMeq6pm39EWxg3P577LSlkWjTCxcGimyxORfsTMqtw9euq4Os2LSL/UkXSeWl9DRTzgzfcOkJ1l3DBjHCvKI1w/Yyw52VmZLlFEBhAFLhHpV3bvb+L7v9zBU+traWrt4JIxQ/jKbTO4b1Ep40YMynR5IjJAKXCJSJ/X3NbBC1v2EIsH/Prd/QCMGJTDymsn8+BtM8lSc1IRyTAFLhHps7bVHSYWD3hiXQ2Nx9uIjB7Mnyyezl0LSigdNVh9s0Sk11DgEpE+5UhzG6s31FIZD9hQ3Uhedha3zR3P8vIIH5g8RmezRKRXUuASkV7P3al6/yAV8YBnN9ZxvK2DmeOH880PzebuBSWMGpqX6RJFRM5KgUtEeq19R1t4fG01FfGAnXuPMSw/h7sXlrCiPML80pG6ZCgifYYCl4j0Kh1J57Xte4m9GfDytnrak070klH8z/umcMf8Yobk6ceWiPQ9+sklIr1CcKCJVYmAVVXV1DU2M2ZoHp+8ehLLoqVMHTc80+WJiHSJApeIZExLewcvbqmnMhHw+o59AFw3fSzfWDqbm2YVkZej5qQi0j8ocIlIj3t7z5GwnUM1B5vaKCkYzB/fNJ37oqWUFAzOdHkiIt1OgUtEesTRlnae2VBLRTxgfXCI3Gxj8ZzxrCiPcNWUQrVzEJF+TYFLRNLG3Vm7+xCx+G6e2VhHU2sH04uG8WdLZ3PPwhJGq52DiAwQClwi0u32H23hiXU1xOIB2xuOMiQvmzsvncCy8ggLIwVq5yAiA44Cl4h0i46k8/qOfVTGA17cuoe2DmdRWQHf/fA87pg/gWH5+nEjIgOXfgKKSJfUHDqeaueQqKbm0HFGDcnlox+YyPLyCNOL1M5BRAQUuETkIrS2J3l5Wz0V8YBfbd8LwNVTC/nqklncPHsc+TnZGa5QRKR3uejAZWYzgFinocnAN4AC4NPA3nD8q+7+XPich4BPAR3A5939hYvdv4j0vO31qXYOj6+r4cCxViaMHMTnb5zG/dFSSkcNyXR5IiK91kUHLnd/G1gAYGbZQA3wBPAJ4B/c/W87r29ms4EVwBxgAvCymU13946LrUFE0u9YSzvPbqyjIr6btbtT7RxumV3EsmiEa6aNJVvtHEREzqm7LineBLzr7u+f5d1HdwEV7t4CvGdmO4DLgd90Uw0i0k3cnfXBIWLxgKc31HKstYOp44bxtSWzuGdRCYXD8jNdoohIn9JdgWsF8JNOjx8ws48CCeBL7n4QKAHWdFqnOhz7b8xsJbASoKysrJtKFJFzOXis9bftHN6uP8Lg3GyWzi9mxeURFpWNUjsHEZGL1OXAZWZ5wJ3AQ+HQ94HvAB5+/jvgkxeyTXd/BHgEIBqNeldrFJEzSyadX7+7n4r4bl7cUk9rR5JLIwX8r3vnsXR+McMH5Wa6RBGRPq87znDdDqx193qAE58BzOzfgGfChzVApNPzSsMxEcmAusbjrEpUU5kIqD54nIIhufz+lWUsL48wc/yITJcnItKvdEfg+gidLieaWbG714UP7wE2h8urgf80s78nddP8NODNbti/iJyn1vYkP38r1c7htXf2kvRUO4ev3DaTxbOLGJSrdg4iIunQpcBlZkOBW4A/7DT812a2gNQlxV0nvubuW8ysEtgKtAOf0zsURXrGjoajVCYCHl9bzb6jrYwfMYjP3TCV+y+LUDZG7RxERNKtS4HL3Y8BY04Z+4OzrP+XwF92ZZ8icn6aWtt5btMeYvHdxHcdJCfLuGnWOFaUl3HtdLVzEBHpSeo0L9KPuDubahqpiAesXl/L0ZZ2JhcO5aHbZ3LvolLGDlc7BxGRTFDgEukHDjW18uS6GiriAW/tOcKg3CzumDeBFZdHiF6idg4iIpmmwCXSRyWTzpqd+6mIB/xsyx5a25PMLx3JX9w9lzsXTGCE2jmIiPQaClwifcyexmYeqwqoTFSz+0ATIwbl8JHyCMvKI8yZMDLT5YmIyGkocIn0AW0dSV59q4FYPODVtxtIOnxg8hi+tHg6t84Zr3YOIiK9nAKXSC/23r5jxOIBj1VVs+9oC+OG5/M/r5/CsmiES8YMzXR5IiJynhS4RHqZ460dPL+5jop4wJvvHSA7y7hx5jhWlEe4bvpYcrKzMl2iiIhcIAUukV5ic00jFfHdPLW+liPN7UwcM4Sv3DaD+xaVMm7EoEyXJyIiXaDAJZJBjU1tPLWhhlg8YEvtYfJzslgyr5jl5RGumDRa7RxERPoJBS6RHuburNl5gMpEwHOb6mhpTzJnwgi+c9cc7lxQwsjBaucgItLfKHCJ9JCGw808traaynjArv1NDB+Uw7JohOXlEeaWqJ2DiEh/psAlkkbtHUl+8fZeKsJ2Dh1J54pJo/nCzdO4bU4xg/PUzkFEZCBQ4BJJg137jlGZSLVzaDjSQuGwfD59zWSWRUuZPHZYpssTEZEepsAl0k2a2zr42eY9xOIBv9m5nyyDG2aMY3l5hBtmjiNX7RxERAYsBS6RLtpS20hlPOCJdTUcbm6nbPQQvnzrDD68qJTxI9XOQUREFLhELsrh5jZWr68lFg/YVNNIXk4Wt88dz/LyCFdOGkNWlto5iIjISQpcIufJ3YnvOkhFfDfPbaqjuS3JzPHD+fM753DXggkUDMnLdIkiItJLdTlwmdku4AjQAbS7e9TMRgMxYCKwC1jm7gct1cXxH4ElQBPwcXdf29UaRNJp75EWfhq2c9i57xjD8nO4d1EpK8ojzCsZqeakIiJyTt11husGd9/X6fGDwCvu/rCZPRg+/lPgdmBa+HEF8P3ws0iv0t6R5LXte4nFA17Z1kB70imfOIrP3jCVJfPGMyRPJ4dFROT8peu3xl3A9eHyj4BfkApcdwGPursDa8yswMyK3b0uTXWIXJDgQBOViYBViWr2HG6mcFgen7p6EvdHI0wdp3YOIiJycbojcDnwopk58K/u/ghQ1ClE7QGKwuUSIOj03Opw7HcCl5mtBFYClJWVdUOJImfW3NbBi1vricV38187Uu0crps+lm/dOYebZqmdg4iIdF13BK6r3b3GzMYBL5nZW52/6O4ehrHzFoa2RwCi0egFPVfkfL215zAVb6baOTQeb6N01GC+dMt07ouWUjxycKbLExGRfqTLgcvda8LPDWb2BHA5UH/iUqGZFQMN4eo1QKTT00vDMZEecaS5jac31BFLBGwIDpGXncXiOUWsKC/jg1PUzkFERNKjS4HLzIYCWe5+JFxeDHwbWA18DHg4/PxU+JTVwANmVkHqZvlG3b8l6ebuVL1/kFg84JmNdRxv62BG0XC+sXQ29ywsYdRQtXMQEZH06uoZriLgifBt8TnAf7r7z8wsDlSa2aeA94Fl4frPkWoJsYNUW4hPdHH/Ime072gLT6ytoSK+m3f3HmNoXjZ3L5zA8vIyLi1VOwcREek5XQpc7r4TuPQ04/uBm04z7sDnurJPkbPpSDq/Cts5vLS1nvakc9klo/jr+6Zwx7xihuarnYOIiPQ8/faRfiE40MSqqmoeSwTUNjYzemgeH//gRJaXR5hWNDzT5YmIyACnwCV9Vkt7By9trScWD3h9R6rv7jXTxvL1pbO5eVYReTlq5yAiIr2DApf0Oe/UHyEWD3h8bTUHm9ooKRjMF26axv3RCCUFaucgIiK9jwKX9AlHW9p5ZkMtsUTAut2HyM02Fs8ez/LyCFdNLSRb7RxERKQXU+CSXsvdWRccIvZmwNMba2lq7WDauGF8/Y5Z3LOwhDHD8jNdooiIyHlR4JJe58CxVh5fW00sHrC94ShD8rL50PwJLCuPsKisQO0cRESkz1Hgkl4hmXRe37GPWDzgxa17aOtwFkQKePjeeSy9dALD1M5BRET6MP0Wk4yqPXScVYlqKhMBNYeOM2pILn9wZaqdw4zxaucgIiL9gwKX9LjW9iQvb0u1c3ht+17c4ZpphTy0ZCa3zC4iPyc70yWKiIh0KwUu6TE7Gk60c6hh/7FWikcO4o9unMb9l5USGT0k0+WJiIikjQKXpNWxlnae3VRHLB5Q9f5BcrKMW2YXsaw8wrXTxqqdg4iIDAgKXNLt3J0N1Y3E4rtZvb6WY60dTBk7lK8umcm9i0opVDsHEREZYBS4pNscPNbKE+tqqEwEvLXnCINzs7ljfjEryiNcdskotXMQEZEBS4FLuiSZdH797n5iiYAXNu+htSPJpaUj+at75vGhS4sZPig30yWKiIhknAKXXJS6xuM8lqgmlgioPnickYNz+b0rylheHmFW8YhMlyciItKrKHDJeWvrSPLKtgZi8d388p29JB2umjqGL986g1vnjGdQrto5iIiInI4Cl5zTu3uPUhkP+OnaavYdbaVoRD6fvX4qy6IRysaonYOIiMi5XHTgMrMI8ChQBDjwiLv/o5l9C/g0sDdc9avu/lz4nIeATwEdwOfd/YUu1C5pdLy1g2c31VEZD3hz1wFysowbZ45jxeWpdg452VmZLlFERKTP6MoZrnbgS+6+1syGA1Vm9lL4tX9w97/tvLKZzQZWAHOACcDLZjbd3Tu6UIN0I3dnU00jsXjA6vW1HGlpZ1LhUB68fSb3Liph3PBBmS5RRESkT7rowOXudUBduHzEzLYBJWd5yl1Ahbu3AO+Z2Q7gcuA3F1uDdI/GpjaeXF9DRTxgW91hBuVmsWReMcujES6fNFrtHERERLqoW+7hMrOJwELgDeAq4AEz+yiQIHUW7CCpMLam09OqOUNAM7OVwEqAsrKy7ihRTpFMOmve208sHvD85j20tieZVzKS79w9lzsvncDIwWrnICIi0l26HLjMbBjwU+CP3f2wmX0f+A6p+7q+A/wd8MkL2aa7PwI8AhCNRr2rNcpJ9Yebeayqmlg8YPeBJkYMymFFeYRl0QhzS0ZmujwREZF+qUuBy8xySYWtH7v74wDuXt/p6/8GPBM+rAEinZ5eGo5JmrV1JHn1rQYqEwE/f6uBpMOVk0fzxVumc9tctXMQERFJt668S9GAfwe2ufvfdxovDu/vArgH2Bwurwb+08z+ntRN89OANy92/3Ju7+07RmUi4LGqavYeaWHs8Hw+c90UlkUjTCwcmunyREREBoyunOG6CvgDYJOZrQ/Hvgp8xMwWkLqkuAv4QwB332JmlcBWUu9w/Jzeodj9mts6eH5zHRVvBrzx3gGys4wbZoxjeXmEG2aonYOIiEgmmHvvvkUqGo16IpHIdBm93uawncOT62s40tzOJWOGsCwa4b7LSikaoXYOIiIiPcHMqtw9euq4Os33YY3H21gdtnPYUnuY/Jwsbp87nuXlZVwxaTRZWWrnICIi0hsocPUx7s4b7x0gFg94blMdLe1JZhWP4Nt3zeGuS0sYOUTtHERERHobBa4+ouFIMz+tqqEyEfDevmMMz8/h/mgpy6NlzC0ZoeakIiIivZgCVy/W3pHkl+/spSKeaufQkXQunzSaB26YypJ5xQzOUzsHERGRvkCBqxd6f//Jdg71h1soHJbP/7hmEsuiEaaMHZbp8kREROQCKXD1Es1tHbywZQ8Vbwb8Zud+sgyunzGOb98V4caZ48hVOwcREZE+S4Erw7bWHiYW382T62tpPN5GZPRg/mTxdO67LML4kWrnICIi0h8ocGXA4eY2nt5QSywesLG6kbzsLG6bO57l5RE+MHmM2jmIiIj0MwpcPcTdSbx/kIo3A57dVEtzW5KZ44fzzQ/N5u4FJYwampfpEkVERCRNFLjSbO+RFh5fW00sEbBz7zGG5edwz8JSVpRHmF86Uu0cREREBgAFrjToSDqvvbOXivhuXtnWQHvSiV4yiv953xTumF/MkDxNu4iIyECi3/zdKDjQ9Nt2DnWNzYwZmscnr061c5g6Tu0cREREBioFri5qbuvgxa31VMYDXt+xDzO4bvpYvrF0NjfNKiIvR+0cREREBjoFrov01p7DxOIBT6yr4VBTGyUFg/niLdO577JSJhQMznR5IiIi0osocF2Aoy3tPL2hlop4wIbgEHnZWdwyp4gV5RGumlKodg4iIiJyWgpc5+DurN19op1DHU2tHUwvGsafLZ3NPQtLGK12DiIiInIOClxnsP9oC4+vrSGWCNjRcJQhednceekElpdHWBApUDsHEREROW89HrjM7DbgH4Fs4P+6+8M9XcOZdCSdX23fS2Ui4KWt9bR1OIvKCvjuh+dxx/wJDMtXPhUREZEL16MJwsyygX8BbgGqgbiZrXb3rT1Zx6mqDzaxKlHNqkRAbWMzo4bk8rEPTGR5eYRpRcMzWZqIiIj0Az19yuZyYIe77wQwswrgLiAjgcvdWfkfVby8rR6Aq6cW8rU7ZnPz7HHk52RnoiQRERHph3o6cJUAQafH1cAVp65kZiuBlQBlZWVpK8bMmFQ4lM/fOI37o6WUjhqStn2JiIjIwNUrb0py90eARwCi0ainc19fXTIrnZsXERERoaf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