ZIC.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import os\n",
    "import numpy as np\n",
    "sys.path.insert(0, r'D:\\uni\\Masterarbeit\\Code\\auswertung')\n",
    "import auswertung_ma\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.optimize import curve_fit\n",
    "from scipy import special\n",
    "from auswertung_ma import f_exp, f_poly, f_poly_long"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lese die Daten ein...\n",
      "fertig!\n",
      "Lese die Daten ein...\n",
      "fertig!\n",
      "Lese die Daten ein...\n",
      "fertig!\n",
      "Lese die Daten ein...\n",
      "fertig!\n",
      "Lese die Daten ein...\n",
      "fertig!\n",
      "Lese die Daten ein...\n",
      "fertig!\n"
     ]
    }
   ],
   "source": [
    "data = {}\n",
    "p_zic = r\"D:\\Uni\\Masterarbeit\\Daten\\ZIC\\1_scenario\"\n",
    "for ho in os.listdir(p_zic):\n",
    "#     print(ho)\n",
    "    n = int(ho.split(\"_\")[1])\n",
    "    data[n] = auswertung_ma.Read_HO(os.path.join(p_zic, ho), 'b_beide', -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.0, 0.5, 1.0, 1.5, 10.0, 4.0, 5.0, 5.1, 5.2, 5.5]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[10].id_values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Anteil ganz geloester Problemstellungen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x248c3595af0>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16,10))\n",
    "\n",
    "for n in sorted(data.keys()):\n",
    "    ax.scatter(data[n].id_values, data[n].anteil_ganz_geloest, label=f'N={n}')\n",
    "#     ax.plot(data[n].id_values, data[n].anteil_ganz_geloest, alpha=0.4)\n",
    "    \n",
    "ax.set_xlabel('b_beide', fontsize=20)\n",
    "ax.set_ylabel('$r_{sol}$', fontsize=20)\n",
    "ax.set_title('1 Szenario, ZIC(20,30, b_beide, b_beide)', fontsize=20)\n",
    "ax.legend(fontsize=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Komisch, bis b_beide=5 erwarte ich eigentlich, dass das Problem einfach ist, weil alle Kanten da noch in der ersten Phase billiger sind, als im Szenario. Es werden auch nur 1. stage Kanten gekauft, aber teilweise nur zu 50%. \n",
    "\n",
    "Ich habe ja keinen Tree, d.h. ich habe die Auswahl aus einer größeren Kantenmenge. Es macht scheinbar schon einen Unterschied für den LP-Alg, dass Kantengewichte unterschiedlich sind. Es geht scheinbar nicht allein darum, dass in der ersten Stage alle Kanten billiger sind, als in der 2. Stage, weil das ist für kleine b_beide-Werte gegeben.\n",
    "\n",
    "Wenn alle Werte gleich sind, sprich alle 1. stage Kosten 20, alle 2. stage Kosten 30, dann wird alles ganzzahlig geloest."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Anteil ganzzahliger LP-Variablen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x248c353d460>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16,10))\n",
    "\n",
    "for n in sorted(data.keys()):\n",
    "    ax.scatter(data[n].id_values, data[n].mean_anteil_lp_ganz, label=f'N={n}')\n",
    "#     ax.plot(data[n].id_values, data[n].anteil_ganz_geloest, alpha=0.4)\n",
    "    \n",
    "ax.set_xlabel('b_beide', fontsize=20)\n",
    "ax.set_ylabel('$r_{sol}$', fontsize=20)\n",
    "ax.set_title('1 Szenario, ZIC(20,30, b_beide, b_beide)', fontsize=20)\n",
    "ax.legend(fontsize=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  Anzahl Loopiterationen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Loop-Iteration-Skalierung')"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16,10))\n",
    "\n",
    "for n in sorted(data.keys()):\n",
    "    ax.scatter(data[n].id_values, data[n].mean_loop_iterations, label=f'N={n}')\n",
    "\n",
    "ax.legend(fontsize=20)\n",
    "ax.set_xlabel('b_beide')\n",
    "ax.set_ylabel('durchschnittliche Anzahl an Loop-Iterationen')\n",
    "ax.set_title('Loop-Iteration-Skalierung')\n",
    "# ax.set_xscale('log')\n",
    "# ax.set_yscale('log')\n",
    "# ax.set_ylim([0,200])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Algorithmus performance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Knoten mit hpc$'}, ylabel='im Mittel erzielter Erwartungswert'>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[10].plot_results()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ids': [0.0, 0.5, 1.0, 1.5, 10.0, 4.0, 5.0, 5.1, 5.2, 5.5],\n",
       " 'ms': [1980.0,\n",
       "  1959.0471400750007,\n",
       "  1937.9824708749998,\n",
       "  1916.9531929499988,\n",
       "  1549.1918630849987,\n",
       "  1812.0229391374983,\n",
       "  1769.33586859,\n",
       "  1764.7264551249996,\n",
       "  1759.2627055999994,\n",
       "  1744.936835815001]}"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[100].m_res['Schranke4b']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = data[100].plot_results()\n",
    "# ax.set_yscale('log')\n",
    "# ax.set_ylim([1720,1780])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Knoten mit hpc$'}, ylabel='im Mittel erzielter Erwartungswert'>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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krQR7bTXAULsK6JRHCEmSJEmS1BkMuZIkSZKkwnC6cieb+F9foP+kqaw7B15bG2aNHsb+P7641m1JkiRJUiE4ktuJJv7XF9j0yqmsP6f0B7/+HNj0yqlM/K8v1Lo1SZIkSSoEQ24n6j9pKqsv8wir1ReW6pIkSZKkjjPkdqJ157SvLkmSJElqH0NuJ3pt7fbVJUmSJHVva6655vtq48ePZ8CAAQwfPpwhQ4Zw9dVXt3mdLbfckgMPPLAaLa5yDLmdaNboYby9zFJfb9eV6pIkSZK6uKkTYcIQGL9O6X3qxKp91bhx43jooYe45JJLOPTQQ3n33XeXe+yMGTN49913ueOOO5g7d+5K+f5FixatlOtUgyG3E+3/44t5fK9hvLo2vAu8ujY8vperK0uSJEld3tSJcM0x8PrzQJberzmmqkEXYPDgwdTV1fHKK68s95g///nPHHTQQYwePXqpUd+RI0cyduxYdthhB4YMGcLkyZOB0kjxQQcdxKhRo9hkk004++yzAbj99tvZZZdd+OIXv8jQoUOZP38+hxxyCEOHDmWrrbbitttuA2DPPffk/PPPB+C3v/0tX/rSl6r147fIRwh1sv1/fDH8uNZdSJIkSVqpbjkJFsxburZgXqk+bP+qfe19991Hjx496Nu373KPufjii7npppt47LHH+NWvfrXUtOW5c+dy9913c8cdd3DooYfy8MMPAzB16lTuvfde5s6dy1ZbbcUee+wBwOTJk3n44YcZNGgQp556KgDTpk3j0UcfZfTo0Tz++OOcddZZ7LjjjkuOuffee6v287fEkCtJkiRJHfX6zPbVO2jChAn86U9/Yq211uLiiy8mIlo87v7776dv37585CMfYeDAgRx66KG89tprrLvuugBLAu/OO+/MnDlzmD17NlAaje3Vqxe9evVil112YfLkyayzzjqMGDGCQYMGAXDXXXdx9NFHA/CJT3yCj3zkIzz++OMMGzaMk046iV122YUrrriC9dZbryp/BsvjdGVJkiRJ6qjeA9tX76DF9+Teeeed7LTTTss97sILL+TRRx9l44035mMf+xhz5szhsssuW/L5suF48f7y6musscaSWmYu93unTZvG+uuvz6xZsyr/oVYSQ64kSZIkddSuP4TVei1dW61XqV4j7777LpdccglTp07lmWee4ZlnnuGqq67iwgsvXHLMxReX1ge666676N27N7179wbgqquuYv78+bz66qvcfvvtbLvttu+7/s4778wFF1wAwOOPP85zzz3HZpttxuTJk7nhhht48MEHOeWUU3j66ac74ad9j9OVJUmSJKmjFt93e8tJpSnKvQeWAm4H78d96623GDjwvdHgb37zmxWfe8cddzBgwAAGDBiwpLbzzjvzyCOP0NTUBMC6667LDjvswJw5czjnnHOWHDdixAj22GMPnnvuOU444QT69+/P448/vtT1jzjiCL7+9a8zdOhQ6urqOPfccwE47LDD+MMf/kD//v059dRTOfTQQ7n11luXO6V6ZYvWhpi7soaGhmxsbKx1G5IkSZK6qBkzZjB48OBat1E1I0eO5JRTTqGhoWGp+vjx41lzzTX59re/XaPO3q+lv4uImJKZDcse63RlSZIkSVJhOF1ZkiRJkrq4n/zkJ1xyySVL1fbbbz+OP/745Z5z++23t1gfP378Suys8xlyJUmSJKmLO/7441sNtN2J05UlSZIkSYVhyJUkSZIkFYYhV5IkSZJUGIZcSZIkSVpFvfjii3zxi1/kox/9KNtssw3bb789V1xxxUr/nq985StceumlK/26tWDIlSRJkqSV4LqnrmP0paMZdt4wRl86muueuq5D18tM9tprL3beeWeeeuoppkyZwkUXXcTMmTOXOm7hwoUd+p6iMeRKkiRJUgdd99R1jL97PE1zm0iSprlNjL97fIeC7q233soHPvABvv71ry+pfeQjH+Hoo4/m3HPPZb/99mPMmDGMHj2auXPncuihh7Ltttuy1VZbcdVVVwGwaNEivvOd77DtttsybNgwfvvb3wKlAH3UUUex+eabs8cee/DSSy8BcMstt7D33nsv+b6bbrqJffbZZ4V/hlrwEUKSJEmS1EGnP3A68xfNX6o2f9F8Tn/gdPb46B4rdM3p06ez9dZbL/fze+65h6lTp7Leeuvxgx/8gFGjRnHOOecwe/ZsRowYwWc+8xkuuOACevfuzf3338/bb7/NjjvuyOjRo3nwwQd57LHHmDZtGi+++CKbb745hx56KKNGjeLII4/k5Zdfpm/fvvzhD3/gkEMOWaH+a8WRXEmSJEnqoBfmvtCu+oo48sgj2XLLLdl2220B+OxnP8t6660HwKRJkzj55JMZPnw4I0eOZP78+Tz33HNMmjSJ888/n+HDh/PJT36SV199lSeeeII77riDAw88kJ49e9K/f39GjRoFQERw0EEH8ac//YnZs2dzzz338G//9m8r7WfoDI7kSpIkSVIHfXiND9M0t6nF+oraYostuOyyy5bsn3nmmbzyyis0NDQAsMYaayz5LDO57LLL2GyzzZa6RmZyxhlnsNtuuy1Vv/7664mIFr/3kEMOYcyYMdTX17PffvtRV9e1YqMjuZIkSZLUQcdufSz1PeuXqtX3rOfYrY9d4WuOGjWK+fPn85vf/GZJ7a233mrx2N12240zzjiDzATgwQcfXFL/zW9+w4IFCwB4/PHHmTt3LjvvvDMXXXQRixYtoqmpidtuu23Jtfr370///v358Y9/zFe+8pUV7r9WulYklyRJkqRV0OL7bk9/4HRemPsCH17jwxy79bErfD8ulKYOX3nllYwbN46f/exn9O3blzXWWIOf/vSnzJs3b6ljTzjhBMaOHcuwYcPITDbeeGOuvfZavva1r/HMM8+w9dZbk5n07duXK6+8kr333ptbb72VoUOHsummm/LpT396qet96Utf4uWXX2bzzTdf4f5rJRYn/aJpaGjIxsbGWrchSZIkqYuaMWMGgwcPrnUbNXHUUUex1VZb8dWvfrXWrQAt/11ExJTMbFj2WEdyJUmSJElLbLPNNqyxxhqceuqptW5lhRhyJUmSJElLTJkypdYtdIgLT0mSJEmSCsOQK0mSJEkqDEOuJEmSJKkwDLmSJEmSpMIw5EqSJEmSCsOQK0mSJEkrwevXXMMTo3ZlxuDNeWLUrrx+zTUdvuaaa675vtr48eMZMGAAw4cPZ8iQIVx99dXLPf+xxx5j5MiRDB8+nMGDB3P44Ye3+n0bb7wxr7zySof77uxrN+cjhCRJkiSpg16/5hqaTvghOX8+AAtnzaLphB8C0HvMmJX+fePGjePb3/42M2bMYKedduKll16iR4/3j2Eec8wxjBs3jj333BOAadOmdfi7Fy5cSF3dqhslHcmVJEmSpA56acJpSwLuYjl/Pi9NOK2q3zt48GDq6uqWO0La1NTEwIEDl+wPHToUgEWLFvHtb3+boUOHMmzYMM4444wlx5xxxhlsvfXWDB06lEcffRQojR4ffvjhjB49moMPPphnnnmGnXbaia233pqtt96au+++G4Dbb7+dkSNH8h//8R984hOf4Etf+hKZuVRP8+bNY/fdd+fss89m7ty5HHrooWy77bZstdVWXHXVVR3+M1l147ckSZIkdRELm5raVV9Z7rvvPnr06EHfvn1b/HzcuHGMGjWKHXbYgdGjR3PIIYewzjrrcNZZZ/H000/z4IMPUldXx7/+9a8l5/Tp04cHHniAX//615xyyin87ne/A2DKlCncdddd9OrVi7feeoubbrqJ+vp6nnjiCQ488EAaGxsBePDBB5k+fTr9+/dnxx135G9/+xuf+tSnAHjzzTc54IADOPjggzn44IP5wQ9+wKhRozjnnHOYPXs2I0aM4DOf+QxrrLHGCv+ZOJIrSZIkSR1U169fu+odNWHCBIYPH863v/1tLr74YiKixeMOOeQQZsyYwX777cftt9/Odtttx9tvv83NN9/M17/+9SXTjtdbb70l5+yzzz4AbLPNNjzzzDNL6p///Ofp1asXAAsWLOCwww5j6NCh7LfffjzyyCNLjhsxYgQDBw6kR48eDB8+fKlr7LnnnhxyyCEcfPDBAEyaNImTTz6Z4cOHM3LkSObPn89zzz3XoT8bQ64kSZIkddAG48YS9fVL1aK+ng3Gja3K940bN46HHnqIO++8k5122qnVY/v378+hhx7KVVddRV1dHQ8//DCZudxgvPrqqwPQs2dPFi5cuKTefHR1woQJfOhDH+Lvf/87jY2NvPPOO+87v6Vr7Ljjjtxwww1LpjBnJpdddhkPPfQQDz30EM899xyDBw9ux5/E+xlyJUmSJKmDeo8ZQ7//Pom6/v0hgrr+/en33ydVZdGp9vjLX/7CggULAHjhhRd49dVXGTBgAKNHj+b//u//lgTQ5tOVK/H666/Tr18/evTowR//+EcWLVpU0XknnXQS66+/PkcccQQAu+22G2ecccaS0Pvggw+2q4+WGHIlSZIkaSXoPWYMm9x6C4NnPMImt96yUgLuW2+9xcCBA5e8fvGLX7Tr/EmTJjFkyBC23HJLdtttN37+85/z4Q9/mK997WtstNFGDBs2jC233JI///nP7bruEUccwXnnncd2223H448/3q57aE877TTmz5/Pd7/7XU444QQWLFjAsGHDGDJkCCeccEK7+mhJLLvSVVE0NDTk4hufJUmSJKm9ZsyY0eGps1o5Wvq7iIgpmdmw7LGO5EqSJEmSCsNHCEmSJElSF/eTn/yESy65ZKnafvvtx/HHH1+jjmrHkCtJkiRJy9HaKsSrkuOPP76wgba9t9g6XVmSJEmSWlBfX8+rr77a7pCllSczefXVV6lf5vFMrXEkV5IkSZJaMHDgQGbOnMnLL79c61a6tfr6egYOHFjx8YZcSZIkSWrBaqutxqBBg2rdhtrJ6cqSJEmSpMIw5EqSJEmSCsOQK0mSJEkqDEOuJEmSJKkwDLmSJEmSpMKoWsiNiPqImBwRf4+I6RFxYrm+X3n/3YhoWOac4yLiyYh4LCJ2a1bfJiKmlT/7ZXSFpzFLkiRJkjpdNUdy3wZGZeaWwHBg94jYDngY2Ae4o/nBEbE5cACwBbA78OuI6Fn++DfA4cAm5dfuVexbkiRJktRFVS3kZsmb5d3Vyq/MzBmZ+VgLp+wJXJSZb2fm08CTwIiI6AesnZn3ZGYC5wN7VatvSZIkSVLXVdV7ciOiZ0Q8BLwE3JSZ97Vy+ADg+Wb7M8u1AeXtZestfd/hEdEYEY0vv/xyh3qXJEmSJHU9VQ25mbkoM4cDAymNyg5p5fCW7rPNVuotfd9ZmdmQmQ19+/Ztd7+SJEmSpK6tU1ZXzszZwO20fi/tTGDDZvsDgVnl+sAW6pIkSZIkLaWaqyv3jYh1ytu9gM8Aj7ZyytXAARGxekQMorTA1OTMbALeiIjtyqsqHwxcVa2+JUmSJEldV10Vr90POK+8QnIPYGJmXhsRewNnAH2B6yLioczcLTOnR8RE4BFgIXBkZi4qX+sbwLlAL+CG8kuSJEmSpKVEacHi4mloaMjGxsZatyFJkiRJqoKImJKZDcvWO+WeXEmSJEmSOoMhV5IkSZJUGIZcSZIkSVJhGHIlSZIkSYVhyJUkSZIkFYYhV5IkSZJUGIZcSZIkSVJhGHIlSZIkSYVhyJUkSZIkFYYhV5IkSZJUGIZcSZIkSVJhGHIlSZIkSYVhyJUkSZIkFYYhV5IkSZJUGIZcSZIkSVJhGHIlSZIkSYVhyJUkSZIkFYYhV5IkSZJUGIZcSZIkSVJhGHIlSZIkSYVhyJUkSZIkFYYhV5IkSZJUGIZcSZIkSVJhGHIlSZIkSYVhyJUkSZIkFYYhV5IkSZJUGIZcSZIkSVJhGHIlSZIkSYVhyJUkSZIkFYYhV5IkSZJUGIZcSZIkSVJhGHIlSZIkSYVhyJUkSZIkFYYhV5IkSZJUGIZcSZIkSVJhGHIlSZIkSYVhyJUkSZIkFYYhV5IkSZJUGIZcSZIkSVJhGHIlSZIkSYVhyJUkSZIkFYYhV5IkSZJUGIZcSZIkSVJhGHIlSZIkSYVhyJUkSZIkFYYhV5IkSZJUGIZcSZIkSVJhGHIlSZIkSYVhyJUkSZIkFYYhV5IkSZJUGIZcSZIkSVJhGHIlSZIkSYVhyJUkSZIkFYYhV5IkSZJUGIZcSZIkSVJhGHIlSZIkSYVhyJUkSZIkFYYhV5IkSZJUGIZcSZIkSVJhGHIlSZIkSYVhyJUkSZIkFUbVQm5E1EfE5Ij4e0RMj4gTy/X1IuKmiHii/L5us3OOi4gnI+KxiNitWX2biJhW/uyXERHV6luSJEmS1HVVcyT3bWBUZm4JDAd2j4jtgO8Dt2TmJsAt5X0iYnPgAGALYHfg1xHRs3yt3wCHA5uUX7tXsW9JkiRJUhdVtZCbJW+Wd1crvxLYEzivXD8P2Ku8vSdwUWa+nZlPA08CIyKiH7B2Zt6TmQmc3+wcSZIkSZKWqOo9uRHRMyIeAl4CbsrM+4APZWYTQPl9g/LhA4Dnm50+s1wbUN5ett7S9x0eEY0R0fjyyy+v1J9FkiRJkrTqq2rIzcxFmTkcGEhpVHZIK4e3dJ9ttlJv6fvOysyGzGzo27dvu/uVJEmSJHVtnbK6cmbOBm6ndC/ti+UpyJTfXyofNhPYsNlpA4FZ5frAFuqSJEmSJC2lmqsr942IdcrbvYDPAI8CVwNfLh/2ZeCq8vbVwAERsXpEDKK0wNTk8pTmNyJiu/Kqygc3O0eSJEmSpCXqqnjtfsB55RWSewATM/PaiLgHmBgRXwWeA/YDyMzpETEReARYCByZmYvK1/oGcC7QC7ih/JIkSZIkaSlRWrC4eBoaGrKxsbHWbUiSJEmSqiAipmRmw7L1TrknV5IkSZKkzmDIlSRJkiQVhiFXkiRJklQYhlxJkiRJUmEYciVJkiRJhWHIlSRJkiQVhiFXkiRJklQYhlxJkiRJUmEYciVJkiRJhWHIlSRJkiQVhiFXkiRJklQYhlxJkiRJUmEYciVJkiRJhWHIlSRJkiQVhiFXkiRJklQYhlxJkiRJUmEYciVJkiRJhWHIlSRJkiQVhiFXkiRJklQYhlxJkiRJUmEYciVJkiRJhWHIlSRJkiQVhiFXkiRJklQYhlxJkiRJUmEYciVJkiRJhWHIlSRJkiQVhiFXkiRJklQYhlxJkiRJUmEYciVJkiRJhWHIlSRJkiQVhiFXkiRJklQYhlxJkiRJUmG0GXIj4thKapIkSZIk1VolI7lfbqH2lZXchyRJkiRJHVa3vA8i4kDgi8BHI+LqZh+tBbxa7cYkSZIkSWqv5YZc4G6gCegDnNqs/gYwtZpNSZIkSZK0IpYbcjPz2YiYCczNzL92Yk+SJEmSJK2QVu/JzcxFwFsR0buT+pEkSZIkaYW1Nl15sfnAtIi4CZi7uJiZx1StK0mSJEmSVkAlIfe68kuSJEmSpFVamyE3M8+LiF7ARpn5WCf0JEmSJEnSCmnzObkRMQZ4CPhLeX/4Mo8UkiRJkiRpldBmyAXGAyOA2QCZ+RAwqGodSZIkSZK0gioJuQsz8/VlalmNZiRJ3czUiTBhCIxfp/Q+dWKtO5IkSV1cJQtPPRwRXwR6RsQmwDHA3dVtS5JUeFMnwjXHwIJ5pf3Xny/tAwzbv3Z9SZKkLq2SkdyjgS2At4ELgdeBsVXsSZLUHdxy0nsBd7EF80p1SZKkFVTJSO6HM/N44PhqNyNJ6kZen9m+uiRJUgUqGck9NyL+EREXRcQRETG06l1Jkoqv98D21SVJkirQZsjNzJ2BwcAZwLrAdRHxr2o3JkkquF1/CKv1Wrq2Wq9SXZIkaQW1OV05Ij4F7FR+rQNcC9xZ3bYkSYW3eHGpW04qTVHuPbAUcF10SpIkdUAl9+T+FWgE/he4PjPfqW5LkqRuY9j+hlpJkrRSVRJy1wd2BHYGjomId4F7MvOEqnYmSZIkSVI7tRlyM3N2RDwFbAgMBHYAVqt2Y5Kk4jvx1j9y2dNn827P1+ixaF32HXQYPxp1UK3bkiRJXVibC09FxD+AUyktOvV/wGaZ+elqNyZJKrYTb/0jlzw7gax7jQjIute45NkJnHjrH2vdmiRJ6sIqma68SWa+W/VOJEndymVPn03ULViqFj0WcNnTZ/MjHM2VJEkrppLn5J4cEWtHxGoRcUtEvBIR/6/qnUmSCu3dnq+1qy5JklSJSkZyR2fmdyNib2AmsB9wG/CnqnYmSSq0HovWZYfHXuGLtyfrz4FX14Y/jwzu3qxPrVuTJEldWCUhd/EiU58DLszMf0VEFVuSJHUHY1/enq2uv5r6haX9vnPgP69PRqy3fW0bkyRJXVol05WviYhHgQbglojoC8yvbluSpKLbaVLjkoC7WP3CUl2SJGlFtRlyM/P7wPZAQ2YuAN4C9qx2Y5KkYlvY1NSuuiRJUiUqeYTQPsAuwJ7l7d2ALSJigzbO2zAibouIGRExPSKOLde3jIh7ImJaRFwTEWs3O+e4iHgyIh6LiN2a1bcpH/9kRPwynC8tSV1eXb9+7apLkiRVopLpyl8Ffgd8qfw6G/gm8LeIaO0ZDwuBb2XmYGA74MiI2Lx8re9n5lDgCuA7AOXPDgC2AHYHfh0RPcvX+g1wOLBJ+bV7e35ISdKqZ4NxY4n6+qVqUV/PBuPG1qYhSZJUCJWE3HeBwZm5b2buC2wOvA18Evje8k7KzKbMfKC8/QYwAxgAbAbcUT7sJmDf8vaewEWZ+XZmPg08CYyIiH7A2pl5T2YmcD6wV/t+TEnSqqb3mDH0+++TqOvfHyKo69+ffv99Er3HjKl1a5IkqQurZHXljTPzxWb7LwGblldZXlDJl0TExsBWwH3Aw8DngasoPY5ow/JhA4B7m502s1xbUN5ett7S9xxOacSXjTbaqJLWJEk11HvMGEOtJElaqSoZyb0zIq6NiC9HxJcphdM7ImINYHZbJ0fEmsBlwNjMnAMcSmnq8hRgLeCdxYe2cHq2Un9/MfOszGzIzIa+ffu21ZokSZIkqWAqGck9ktKU4h0pBc7zgcvKU4d3ae3EiFiNUsC9IDMvB8jMR4HR5c83BfYoHz6T90Z1AQYCs8r1gS3UJUmSJElaSpshtxxmLy2/KlZeAfn3wIzM/EWz+gaZ+VJE9AD+C/i/8kdXA3+OiF8A/SktMDU5MxdFxBsRsR2l6c4HA2e0pxdJkiRJUvdQ0SOEIuKJiHg9IuaUA+ecCq69I3AQMCoiHiq/PgccGBGPA49SGpH9A0BmTgcmAo8AfwGOzMxF5Wt9g9KqzE8C/wBuaN+PKUmSJEnqDqI0UNvKARFPAmMyc0bntLRyNDQ0ZGNjY63bkCRJkiRVQURMycyGZeuVLDz1YlcLuJIkSZKk7qmShacaI+Ji4EpKz8cFYPFCUpIkSZIkrSoqCblrA29RXhG5LAFDriRJkiRplVLJ6sqHdEYjkiRJkiR1VJshNyL+QGnkdimZeWhVOpIkSZIkaQVVMl352mbb9cDelB79I0mSJEnSKqWS6cqXNd+PiAuBm6vWkSRJkiRJK6iSRwgtaxNgo5XdiCRJkiRJHVXJPblvsPQ9uS8A36taR5IkSZIkraBKpiuv1RmNSJIkSZLUUW1OV46IWyqpSZIkSZJUa8sdyY2IeuCDQJ+IWBeI8kdrA/07oTdJkiRJktqltenK/wmMpRRop/BeyJ0DnFndtiRJkiRJar/lhtzMPD0ifgX8IDP/uxN7kiRJkiRphbR6T25mLgI+10m9SJIkSZLUIZU8J3dSROwbEdH2oZIkSZIk1U6bjxACvgmsASyMiPmU7s3NzFy7qp1JkiRJktROPidXkiRJklQYlYzkUn6E0CZA/eJaZt5RraYkSVKFpk6EW06C12dC74Gw6w9h2P617kqSpJppM+RGxNeAY4GBwEPAdsA9wKiqdiZJklo3dSJccwwsmFfaf/350j4YdCVJ3VYlC08dC2wLPJuZuwBbAS9XtStJktS2W056L+AutmBeqS5JUjdVScidn5nzASJi9cx8FNisum1JkqQ2vT6zfXVJkrqBSu7JnRkR6wBXAjdFxGvArGo2JUmSKtB7YGmKckt1SZK6qTZHcjNz78ycnZnjgROA3wN7VbkvSZLUll1/CKv1Wrq2Wq9SXZKkbqqShadOAu4E7s7Mv1a/JUmSVJHFi0u5urIkSUtUMl35GeBA4JcR8QalwHtHZl5VzcYkSVIFhu1vqJUkqZlKpiufk5mHArsAfwL2K79LkqRV3dSJMGEIjF+n9D51Yq07kiSpqiqZrvw7YHPgRUqjuP8BPFDlviRJUkf5HF1JUjdUySOE1gd6ArOBfwGvZObCajYlSZJWAp+jK0nqhtocyc3MvQEiYjCwG3BbRPTMTJ9PIEnSqszn6EqSuqFKpiv/O7ATsDOwLnArpWnLkiSpxk689Y9c9vTZvNvzNXosWpd9Bx3Gj0YdVPrQ5+hKkrqhSqYr/xule3D3zcxPZOYhmXlOlfuSJEltOPHWP3LJsxPIuteIgKx7jUuencCJt/6xdEAlz9F1YSpJUsG0GnIjoiewWWZenJmzOqknSZJUgcuePpvosWCpWvRYwGVPn13aGbY/jPkl9N4QiNL7mF++t+jU4oWpXn8eyPcWpjLoSpK6sFanK2fmooh4KyJ6Z+brndWUJElq27s9XyOWU1+itefotrYwlasvS5K6qDbvyQXmA9Mi4iZg7uJiZh5Tta4kSVKbeixal6x7rcV6RVyYSpJUQJWE3OvKL0mStArZd9BhNF3/c754xwLWnwOvrg1/3nk1+n3usMou4MJUkqQCWm7IjYi1M3NOZp7XwmcbVbctSZLUlrFz1+G5SUndO6X9vnPgyEnJRp9ep7IL7PrD0j24zacsL7swlSRJXUxrC0/dvngjIm5Z5rMrq9GMJEmq3EsTTqPunYVL1ereWchLE06r7AJtLUwlSVIX1Np05eZrWazXymeSJKkGFjY1tVlv9Tm60PrCVJIkdUGtjeTmcrZb2pckSZ2srl+/VuttPkdXkqQCai3kbhAR34yIbzXbXrzft5P6kyRJy7HBuLFEff1StaivZ4NxY4EKnqMrSVIBtTZd+WxgrRa2AX5XtY4kSVJFeo8ZA5TuzV3Y1ERdv35sMG7sknpFz9GVJKlglhtyM/PEzmxEkiS1X+8xY5aE2mX1WLQuOzz2Cl+8Pd97xNDI4O7N+nRyl5IkdZ5KnpMrSZK6oLEvb89W119NfXkB5r5z4D+vT0ast/2SY9pcmEqSpC6mtXtyJUlSF7bTpMYlAXex+oWlOnTiwlRTJ8KEITB+ndL71Ikr9/qSJDXTasiNiB4R4XMFJEnqgtp6xFCnLEw1dSJccwy8/jyQpfdrjjHoSpKqptWQm5nvAkd1Ui+SJGklausRQ8tbgGqlLkx1y0mwYN7StQXzSnVJkqqgkunKN0XEtyNiw4hYb/Gr6p1JkqQOaesRQz0WrcuO0xdx5pkLueh/F3LmmQvZcfoieixad+U18frM9tUlSeqgShaeOrT8fmSzWgIfXfntSJKklaWtRwxVsjBVx5sYWJ6q3EJdkqQqaDPkZuagzmhEkiStfK09YminSY0sXN7CVN9fSQ3s+sPSPbjNpyyv1qtUlySpCtqcrhwRH4yI/4qIs8r7m0TEv1e/NUmSVE1tLUy1UgzbH8b8EnpvCETpfcwvS3VJkqqgkunKfwCmADuU92cClwDXVqspSZJUfXX9+rFw1qwW6yvVsP0NtZKkTlPJwlMfy8yfAQsAMnMeEFXtSpIkVV1bC1NJktQVVTKS+05E9KK02BQR8THg7ap2JUmSqq6thakkSeqKKgm544G/ABtGxAXAjsAh1WxKkiR1jtYWppIkqSuqZHXlSRExBdiO0jTlYzPzlap3JkmSJElSO1WyuvItmflqZl6Xmddm5isRcUtnNCdJkiRJUnssdyQ3IuqBDwJ9ImJd3ltsam2gfyf0JkmSCuDEW//IZU+fzbs9X6PHonXZd9Bh/GjUQbVuS5JUUK1NV/5PYCylQPtAs/oc4Mwq9iRJkgrixFv/yCXPTiDqFhBA1r3GJc9OgFsx6EqSqmK505Uz8/TMHAR8OzMHNXttmZm/6sQeJUlSF3XZ02cTPRYsVYseC7js6bNr1JEkqeham668T3nzn822l8jMy6vWlSRJKoR3e7625H6nZeuSJFVDa9OVW3ueQAKthtyI2BA4H/gw8C5wVmaeHhHDgf8D6oGFwBGZObl8znHAV4FFwDGZeWO5vg1wLtALuJ7SCs/Z1g8nSZJqq8eidcm69wfaHovWrUE3kqTuYLkhNzM7+izchcC3MvOBiFgLmBIRNwE/A07MzBsi4nPl/ZERsTlwALAFpfuAb46ITTNzEfAb4HDgXkohd3fghg72J0mSqmzfQYfRdP3P+eIdC1h/Dry6Nvx559Xo97nDat2aJKmgKnmE0Ici4vcRcUN5f/OI+Gpb52VmU2Y+UN5+A5gBDKA0Crx2+bDewKzy9p7ARZn5dmY+DTwJjIiIfsDamXlPefT2fGCv9vyQkiSpNsbOXYcjJyV955T+T0ffOXDkpGTs3HVq3ZokqaDaDLmUpgnfyHuPDXqc0qrLFYuIjYGtgPvK5/48Ip4HTgGOKx82AHi+2Wkzy7UB5e1l6y19z+ER0RgRjS+//HJ7WpQkSVXw0oTTqHtn4VK1uncW8tKE02rTkCSp8CoJuX0ycyKl+2rJzIWU7pmtSESsCVwGjM3MOcA3gHGZuSEwDvj94kNbOD1bqb+/mHlWZjZkZkPfvn0rbVGSJFXJwqamdtUlSeqoSkLu3IhYn3KwjIjtgNcruXhErEYp4F7QbDXmL/PeolWXACPK2zOBDZudPpDSVOaZ5e1l65IkaRVX169fu+qSJHVUJSH3m8DVwMci4m+U7ok9uq2TIiIojdLOyMxfNPtoFvDp8vYo4Iny9tXAARGxekQMAjYBJmdmE/BGRGxXvubBwFUV9C1Jkmpsg3Fjifr6pWpRX88G48bWpiFJUuG19gghAMqrI38a2IzS1OHHMnNBG6cB7AgcBEyLiIfKtR8AhwGnR0QdMJ/Sqslk5vSImAg8Qmll5iPLKytDaYrzuZQeIXQDrqwsSVKX0HtM6YmEL004jYVNTdT168cG48YuqUuStLLF8h43GxGjMvPWiNinpc+bTT9eJTU0NGRjY2Ot25AkSZIkVUFETMnMhmXrrY3kfhq4FWjpn1qT9+6rlSRJkiRplbDckJuZPyq/H9J57UiSJEmStOLaXHgqIhZFxMnlRZ8W1x6obluSJEmSJLVfJasrTy8fNyki1ivXWnp2rSRJkiRJNVVJyF2Ymd8FzgbujIhtKD8zV5IkSZKkVUmbjxCiPGqbmRMjYjpwIbBRVbuSJEmSJGkFtBpyI6IHcOTi/fKzbD8F7FXlviRJkiRJardWpytn5rvAqcvU5mTm+VXtSpIkSZKkFVDJPbmTImLf5qsrS5IkSZK0KqrkntxvAmsAiyJiHqV7dDMz165qZ5IkSZIktVObITcz1+qMRiRJkiRJ6qg2pytHyf+LiBPK+xtGxIjqtyZJkiRJUvtUck/ur4HtgS+W998EzqxaR5IkSZIkraBK7sn9ZGZuHREPAmTmaxHxgSr3JUmSJElSu1UykrsgInoCCRARfYF3q9qVJEmSJEkroJKQ+0vgCmCDiPgJcBfwP1XtSpIkSZKkFVDJ6soXRMQUYFdKjw/aKzNnVL0zSZIkSZLaqZJ7csnMR4FHq9yLJEmSJEkdUsl0ZUmSJEmSugRDriRJkiSpMAy5kiRJkqTCWO49uRHxBuXHBlFacIryfgCZmWtXuTdJkiRJktpluSE3M9fqzEYkSZIkSeqoiqYrR8SnIuKQ8nafiBhU3bYkSZIkSWq/NkNuRPwI+B5wXLn0AeBP1WxKkiRJkqQVUclI7t7A54G5AJk5C3AqsyRJkiRplVNJyH0nM5PyIlQRsUZ1W5IkSZIkacVUEnInRsRvgXUi4jDgZuB31W1LkiRJkqT2W+7qyotl5ikR8VlgDrAZ8MPMvKnqnUmSJEmS1E5thtyI+Glmfg+4qYWaJEmSJEmrjEqmK3+2hdq/rexGJEmSJEnqqOWO5EbEN4AjgI9FxNRmH60F3F3txiRJkiRJaq/Wpiv/GbgB+F/g+83qb2Tmv6ralSRJkiRJK2C5ITczXwdej4iFmfls888i4o+ZeVDVu5MkSZIkqR0quSd3i+Y7EVEHbFOddiRJkiRJWnHLDbkRcVxEvAEMi4g55dcbwIvAVZ3WoSRJkiRJFVpuyM3M/83MtYCfZ+ba5ddambl+Zh7XiT1KkiRJklSR1lZX/kRmPgpcEhFbL/t5Zj5Q1c4kSZIkSWqn1lZX/hZwGHBqC58lMKoqHUmSJEmStIJaW135sPL7Lp3XjiRJkiRJK6616cr7tHZiZl6+8tuRJEmSJGnFtTZd+VLgofILIJp9loAhV5IkSZK0Smkt5O4LfAEYRumRQRdm5pOd0pUkSZIkSSugtUcIXZGZBwCfBv4BnBoRd0XEpzutO0mSJEmS2mG5IbeZ+cDrwBxgDaC+qh1JkiRJkrSCWlt4ahfgQGAEcDNwemY2dlZjkiRJkiS1V2v35N4CTAXuAlYHDo6Igxd/mJnHVLk3SZIkSZLapbWQe0indSFJkiRJ0kqw3JCbmed1ZiOSJEmSJHVUJQtPSZIkSZLUJRhyJUmSJEmFYciVJEmSJBVGawtPARARg4CjgY2bH5+Zn69eW5IkSZIktV+bIRe4Evg9cA3wblW7kSRJkiSpAyoJufMz85dV70SSJEmSpA6qJOSeHhE/AiYBby8uZuYDVetKkiRJkqQVUEnIHQocBIzivenKWd6XJEmSJGmVUUnI3Rv4aGa+U+1mJEmSJEnqiEoeIfR3YJ0q9yFJkiRJUodVMpL7IeDRiLifpe/J9RFCkiRJkqRVSiUh90crcuGI2BA4H/gwpXt5z8rM0yPiYmCz8mHrALMzc3j5nOOArwKLgGMy88ZyfRvgXKAXcD1wbGbmivQlSZIkSSquNkNuZv51Ba+9EPhWZj4QEWsBUyLipsz8wuIDIuJU4PXy9ubAAcAWQH/g5ojYNDMXAb8BDgfupRRydwduWMG+JEmSJEkFtdx7ciPirvL7GxExp9nrjYiY09aFM7Np8WOGMvMNYAYwoNn1A9gfuLBc2hO4KDPfzsyngSeBERHRD1g7M+8pj96eD+y1Ij+sJEmSJKnYljuSm5mfKr+v1dEviYiNga2A+5qVdwJezMwnyvsDKI3ULjazXFtQ3l623tL3HE5pxJeNNtqoo21LkiRJkrqYSlZX7pCIWBO4DBibmc1HgA/kvVFcgGjh9Gyl/v5i5lmZ2ZCZDX379l3RliVJkiRJXVQlC0+tsIhYjVLAvSAzL29WrwP2AbZpdvhMYMNm+wOBWeX6wBbqkiRJkiQtpWojueV7bn8PzMjMXyzz8WeARzOz+TTkq4EDImL1iBgEbAJMzswm4I2I2K58zYOBq6rVtyRJkiSp66rmSO6OwEHAtIh4qFz7QWZeT2kV5eZTlcnM6RExEXiE0srMR5ZXVgb4Bu89QugGXFlZkiRJktSCKOrjZhsaGrKxsbHWbUiSJEmSqiAipmRmw7L1qi88JUmSJElSZzHkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwqhayI2IDSPitoiYERHTI+LYZp8dHRGPles/a1Y/LiKeLH+2W7P6NhExrfzZLyMiqtW3JEmSJKnrqqvitRcC38rMByJiLWBKRNwEfAjYExiWmW9HxAYAEbE5cACwBdAfuDkiNs3MRcBvgMOBe4Hrgd2BG6rYuyRJkiSpC6raSG5mNmXmA+XtN4AZwADgG8DJmfl2+bOXyqfsCVyUmW9n5tPAk8CIiOgHrJ2Z92RmAucDe1Wrb0mSJElS19Up9+RGxMbAVsB9wKbAThFxX0T8NSK2LR82AHi+2Wkzy7UB5e1l6y19z+ER0RgRjS+//PJK/ikkSZIkSau6qofciFgTuAwYm5lzKE2RXhfYDvgOMLF8j21L99lmK/X3FzPPysyGzGzo27fvSulfkiRJktR1VDXkRsRqlALuBZl5ebk8E7g8SyYD7wJ9yvUNm50+EJhVrg9soS5JkiRJ0lKqubpyAL8HZmTmL5p9dCUwqnzMpsAHgFeAq4EDImL1iBgEbAJMzswm4I2I2K58zYOBq6rVtyRJkiSp66rm6so7AgcB0yLioXLtB8A5wDkR8TDwDvDl8oJS0yNiIvAIpZWZjyyvrAylxarOBXpRWlXZlZUlSZIkSe8TpXxZPA0NDdnY2FjrNiRJkiRJVRARUzKzYdl6p6yuLEmSJElSZzDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkkqkTYcIQGL9O6X3qxFp31G51tW5AkiRJkrQKmDoRrjkGFswr7b/+fGkfYNj+teurnRzJlSRJkiTBLSe9F3AXWzCvVO9CDLmSJEmSJHh9ZvvqqyhDriRJkiQJeg9sX30VZciVJEmSJMGuP4TVei1dW61Xqd6FGHIlSZIkSaXFpcb8EnpvCETpfcwvu9SiU+DqypIkSZKkxYbt3+VC7bKqNpIbERtGxG0RMSMipkfEseX6+Ij4Z0Q8VH59rtk5x0XEkxHxWETs1qy+TURMK3/2y4iIavUtSZIkSeq6qjmSuxD4VmY+EBFrAVMi4qbyZxMy85TmB0fE5sABwBZAf+DmiNg0MxcBvwEOB+4Frgd2B26oYu+SJEmSpC6oaiO5mdmUmQ+Ut98AZgADWjllT+CizHw7M58GngRGREQ/YO3MvCczEzgf2KtafUuSJElSd3XdU9cx+tLRDDtvGKMvHc11T11X65barVMWnoqIjYGtgPvKpaMiYmpEnBMR65ZrA4Dnm502s1wbUN5ett7S9xweEY0R0fjyyy+vzB9BkiRJkgrtuqeuY/zd42ma20SSNM1tYvzd47tc0K16yI2INYHLgLGZOYfS1OOPAcOBJuDUxYe2cHq2Un9/MfOszGzIzIa+fft2tHVJkiRJ6jZOf+B05i+av1Rt/qL5nP7A6TXqaMVUNeRGxGqUAu4FmXk5QGa+mJmLMvNd4GxgRPnwmcCGzU4fCMwq1we2UJckSZIkrSQvzH2hXfVVVTVXVw7g98CMzPxFs3q/ZoftDTxc3r4aOCAiVo+IQcAmwOTMbALeiIjtytc8GLiqWn1LkiRJUnf04TU+3K76qqqaI7k7AgcBo5Z5XNDPyo8DmgrsAowDyMzpwETgEeAvwJHllZUBvgH8jtJiVP/AlZUlSZIkaaU6dutjqe9Zv1Stvmc9x259bI06WjFRWrC4eBoaGrKxsbHWbUiSJElSl3HdU9dx+gOn88LcF/jwGh/m2K2PZY+P7lHrtloUEVMys2HZejWfkytJkiRJ6kL2+Ogeq2yorVSnPEJIkiRJkqTOYMiVJEmSJBWGIVeSJEmSVBjekytJkiRJAuDKB//Jz298jFmz59F/nV58Z7fN2GurAbVuq10MuZIkSZIkrnzwnxx3+TTmLSg9yfWfs+dx3OXTALpU0HW6siRJkiSJn9/42JKAu9i8BYv4+Y2P1aijFWPIlSRJkiQxa/a8dtVXVYZcSZIkSRL91+nVrvqqypArSZIkSeI7u21Gr9V6LlXrtVpPvrPbZjXqaMW48JQkSZIkacniUq6uLEmSJEkqhL22GtDlQu2ynK4sSZIkSSoMQ64kSZIkCYDXr7mGJ0btyozBm/PEqF15/Zprat1SuzldWZIkSZLE69dcQ9MJPyTnzwdg4axZNJ3wQwB6jxlTy9baxZFcSZIkSRIvTThtScBdLOfP56UJp9WmoRVkyJUkSZIksbCpqV31VZUhV5IkSZJEXb9+7aqvqgy5kiRJkiQ2GDeWqK9fqhb19WwwbmxtGlpBLjwlSZIkSVqyuNRLE05jYVMTdf36scG4sV1q0Skw5EqSJEmSynqPGdPlQu2ynK4sSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKw5ArSZIkSSoMQ64kSZIkqTAMuZIkSZKkwjDkSpIkSZIKIzKz1j1URUS8DDxb6z5a0Qd4pdZNSPi7qFWDv4daFfh7qFWFv4taFazqv4evAGTm7st+UNiQu6qLiMbMbKh1H5K/i1oV+HuoVYG/h1pV+LuoVUFX/j10urIkSZIkqTAMuZIkSZKkwjDk1s5ZtW5AKvN3UasCfw+1KvD3UKsKfxe1Kuiyv4fekytJkiRJKgxHciVJkiRJhWHIlSRJkiQVhiG3BiJi94h4LCKejIjv17ofdT8RsWFE3BYRMyJiekQcW+ue1H1FRM+IeDAirq11L+q+ImKdiLg0Ih4t/2/j9rXuSd1PRIwr/3f54Yi4MCLqa92TuoeIOCciXoqIh5vV1ouImyLiifL7urXssT0MuZ0sInoCZwL/BmwOHBgRm9e2K3VDC4FvZeZgYDvgSH8PVUPHAjNq3YS6vdOBv2TmJ4At8XdSnSwiBgDHAA2ZOQToCRxQ267UjZwL7L5M7fvALZm5CXBLeb9LMOR2vhHAk5n5VGa+A1wE7FnjntTNZGZTZj5Q3n6D0v+ZG1DbrtQdRcRAYA/gd7XuRd1XRKwN7Az8HiAz38nM2TVtSt1VHdArIuqADwKzatyPuonMvAP41zLlPYHzytvnAXt1Zk8dYcjtfAOA55vtz8RwoRqKiI2BrYD7atyKuqfTgO8C79a4D3VvHwVeBv5Qnjr/u4hYo9ZNqXvJzH8CpwDPAU3A65k5qbZdqZv7UGY2QWmABNigxv1UzJDb+aKFms9xUk1ExJrAZcDYzJxT637UvUTEvwMvZeaUWveibq8O2Br4TWZuBcylC03LUzGU73fcExgE9AfWiIj/V9uupK7JkNv5ZgIbNtsfiFNRVAMRsRqlgHtBZl5e637ULe0IfD4inqF068aoiPhTbVtSNzUTmJmZi2e0XEop9Eqd6TPA05n5cmYuAC4HdqhxT+reXoyIfgDl95dq3E/FDLmd735gk4gYFBEfoLSgwNU17kndTEQEpXvPZmTmL2rdj7qnzDwuMwdm5saU/rfw1sx01EKdLjNfAJ6PiM3KpV2BR2rYkrqn54DtIuKD5f9O74oLoKm2rga+XN7+MnBVDXtpl7paN9DdZObCiDgKuJHSqnnnZOb0Grel7mdH4CBgWkQ8VK79IDOvr11LklRTRwMXlP8B+ingkBr3o24mM++LiEuBByg9BeFB4KzadqXuIiIuBEYCfSJiJvAj4GRgYkR8ldI/wuxXuw7bJzK9HVSSJEmSVAxOV5YkSZIkFYYhV5IkSZJUGIZcSZIkSVJhGHIlSZIkSYVhyJUkSZIkFYYhV5IkSZJUGIZcSZIkSVJh/H9r+3bPI3cKcwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[160].plot_results()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Das ganze mit 5 scenarios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lese die Daten ein...\n",
      "fertig!\n",
      "Lese die Daten ein...\n",
      "fertig!\n",
      "Lese die Daten ein...\n",
      "fertig!\n",
      "Lese die Daten ein...\n",
      "fertig!\n",
      "Lese die Daten ein...\n",
      "fertig!\n",
      "Lese die Daten ein...\n",
      "fertig!\n",
      "Lese die Daten ein...\n",
      "fertig!\n",
      "Lese die Daten ein...\n",
      "fertig!\n",
      "Lese die Daten ein...\n",
      "fertig!\n",
      "Lese die Daten ein...\n",
      "fertig!\n",
      "Lese die Daten ein...\n",
      "fertig!\n"
     ]
    }
   ],
   "source": [
    "data5 = {}\n",
    "p_zic5 = r\"D:\\Uni\\Masterarbeit\\Daten\\ZIC\\5_scenarios\"\n",
    "\n",
    "no_lp = (640, 1280, 2560)\n",
    "for ho in os.listdir(p_zic5):\n",
    "#     print(ho)\n",
    "    n = int(ho.split(\"_\")[1])\n",
    "    read_lp = False if n in no_lp else True\n",
    "    data5[n] = auswertung_ma.Read_HO(os.path.join(p_zic5, ho), 'b_beide', -1, read_lp=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2260370e280>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16,10))\n",
    "\n",
    "for n in sorted(data5.keys()):\n",
    "    if n not in no_lp:\n",
    "        ax.scatter(data5[n].id_values, data5[n].anteil_ganz_geloest, label=f'N={n}')\n",
    "    \n",
    "ax.set_xlabel('b_beide', fontsize=20)\n",
    "ax.set_ylabel('$r_{sol}$', fontsize=20)\n",
    "ax.set_title('5 Szenarios, ZIC(20,30, b_beide, b_beide)', fontsize=20)\n",
    "ax.legend(fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Knoten mit hpc$'}, ylabel='im Mittel erzielter Erwartungswert'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data5[10].plot_results()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = data5[100].plot_results()\n",
    "# ax.set_ylim([1730,1780])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[780.0, 763.4252104149999, 614.6047301700002, 715.3542280449999, 697.3915392399998, 694.028881115, 695.2868069349995, 691.4459522250005]\n",
      "[780.0, 763.4252104149999, 618.8412973300004, 715.3542280449999, 697.3915392399998, 694.028881115, 695.2871255499995, 691.4525314650003]\n"
     ]
    }
   ],
   "source": [
    "print(data5[40].m_res['Schranke4b']['ms'])\n",
    "print(data5[40].m_res['Greedy']['ms'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Knoten mit hpc$'}, ylabel='im Mittel erzielter Erwartungswert'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data5[40].plot_results()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ich untersuche jetzt den greedy-Alg nd vergleiche ihn mit der Schranke4b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[91423.16100171492, 91205.95033816993, 90995.83834374497, 90318.78218032498]\n",
      "[91423.16100171492, 91205.95399353493, 90995.87798112, 90319.44349702]\n"
     ]
    }
   ],
   "source": [
    "print(data5[5120].m_res['Schranke4b']['ms'])\n",
    "print(data5[5120].m_res['Greedy']['ms'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "([0.0, 4.0, 5.0, 5.1, 5.2, 5.5, 10.0], [1.0, 1.0, 1.0, 1.0, 1.0, 0.72, 0.0])\n",
      "([0.0, 4.0, 5.0, 5.1, 5.2, 5.5, 10.0], [1.0, 1.0, 1.0, 1.0, 0.995, 0.765, 0.0])\n",
      "([5.0, 5.1, 5.2, 5.5], [1.0, 1.0, 1.0, 0.81])\n"
     ]
    }
   ],
   "source": [
    "print(data5[1280].check_alg_vs_schranke4b('Greedy', alpha)[:-1])\n",
    "print(data5[640].check_alg_vs_schranke4b('Greedy', alpha)[:-1])\n",
    "print(data5[5120].check_alg_vs_schranke4b('Greedy', alpha)[:-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "sorted(data5.keys()).reverse()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.6, 1.02)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16,10))\n",
    "alpha=1.00001\n",
    "alg='Greedy'\n",
    "\n",
    "ns = sorted(data5.keys())\n",
    "# ns.reverse()\n",
    "for n in ns[1:]:\n",
    "    \n",
    "#     b_beide, anteile, _ = data5[n].check_alg_vs_schranke4b(alg, alpha)\n",
    "    \n",
    "#     sorted_anteile = \n",
    "#     b_beide = sorted()\n",
    "    \n",
    "    ax.scatter(*(data5[n].check_alg_vs_schranke4b(alg, alpha)[:-1]), label=f'N={n}')\n",
    "    ax.plot(*data5[n].check_alg_vs_schranke4b(alg, alpha)[:-1], alpha=0.5)\n",
    "\n",
    "ax.legend()\n",
    "ax.set_xlim([4.9,5.6])\n",
    "ax.set_ylim([0.6, 1.02])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Brauche mehr daten"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.0, 1.0, 4.0, 5.0, 5.1, 5.2, 5.5, 10.0]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(data5[10].id_values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bis b_beide=5.1 erreicht der Greedy-Alg hier immer die Schranke4b und danach fällt das ab. Für größere Problemstellungen schneller aber das erkläre ich mir dadurch, dass es dort mehr Kanten gibt, bei denen die 2. stage Kosten die 1. stage Kosten überschreiten.\n",
    "\n",
    "Wie sieht das für größere Systeme aus? gibt es da einen Wert nach 5, wo das noch der Fall ist? Wenn ja, lässt sich das mit der Wahrscheinlichkeit dafür erklären, dass es noch genügend Kanten gibt, die in der ersten Phase billiger sind und für einen vollständigen Tree in der ersten Phase reichen?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Im mittel kommt der greedy-Alg hier sehr nah an die Schranke4b ran. Ich denke, dass das auch daran liegt, dass ich so viele Kanten habe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hab ich hier meinen ersten kleine Phasenübergang? Meine Runs lassen für n=1280 bei 5.2 den Anteil auf 1, während er für fast alle anderen unter 1 rutscht (außer für 20). Vllt. nur Zufall, da muss ich mehr Runs laufen lassen"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# checke, ob bei n=5120 der greedy alg immer alle 5119 Kanten in der ersten Phase kauft:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "p = r\"D:\\Uni\\Masterarbeit\\Daten\\ZIC\\5_scenarios\\ZIC_5120_nodes_5_scenarios\\TreePlusC_4.000000_c_5120_nodes_5_RandomScenarioCreator_ZweiIntervallCreator_20.00_30.00_5.20_5.20\\simulation_0\\Greedy\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5119.0\n",
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     ]
    }
   ],
   "source": [
    "for f in os.listdir(p):\n",
    "#     if auswertung_ma.read_lp_results(os.path.join(p, f))[:,3].sum() != 5119:\n",
    "    print(auswertung_ma.read_lp_results(os.path.join(p, f))[:,3].sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alle sind 5119! Der Greedy-Alg findet also immer ausreichend Kanten die in der ersten Phase billiger sind als ihr EV der 2. Phase und aus denen sich bereits ein fertiger Tree konstruieren laesst. Das kann man denke ich schon mit der Problemformulierung erklären: Dadurch, dass es so viele Kanten gibt und sich die intervalle noch kaum überlappen, ist die Wahrscheinlichkeit hoch, dass es ausreichend Kanten gibt, die in der 1. stage billiger als ihr EV sind und mit denen sich ein Tree konstruieren lässt. \n",
    "\n",
    "Mit Alex bereden"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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