{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9739da1c",
   "metadata": {},
   "source": [
    "## CSI-RS timing configurations\n",
    "This notebook shows the Time-domain properties of CSI-RS configuration (Period, offset, etc.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d49a98b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy.io\n",
    "\n",
    "from neoradium import Carrier, PDSCH, Grid, CsiRsConfig, CsiRsSet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b9033179",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Bandwidth Part Properties:\n",
      "  Resource Blocks: 24 RBs starting at 0 (288 subcarriers)\n",
      "  Subcarrier Spacing: 15 KHz\n",
      "  CP Type: normal\n",
      "  bandwidth: 4320000 Hz\n",
      "  symbolsPerSlot: 14\n",
      "  slotsPerSubFrame: 1\n",
      "  nFFT: 512\n",
      "\n"
     ]
    }
   ],
   "source": [
    "carrier = Carrier(startRb=0, numRbs=24, spacing=15)\n",
    "bwp = carrier.bwps[0]\n",
    "bwp.print()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "54061f86",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "CSI-RS Configuration: (1 Resource Sets)\n",
      "  CSI-RS Resource Set:(1 NZP Resources)\n",
      "    Resource Set ID: 0\n",
      "    Resource Type: periodic\n",
      "    Resource Blocks: 24 RBs starting at 0\n",
      "    Slot Period: 4\n",
      "    Bandwidth Part:\n",
      "      Resource Blocks: 24 RBs starting at 0 (288 subcarriers)\n",
      "      Subcarrier Spacing: 15 KHz\n",
      "      CP Type: normal\n",
      "      bandwidth: 4320000 Hz\n",
      "      symbolsPerSlot: 14\n",
      "      slotsPerSubFrame: 1\n",
      "      nFFT: 512\n",
      "    CSI-RS:\n",
      "      resourceId: 0\n",
      "      numPorts: 2\n",
      "      cdmSize: 2 (fd-CDM2)\n",
      "      density: 1\n",
      "      RE Indexes: 6\n",
      "      Symbol Indexes: 3\n",
      "      Table Row: 3\n",
      "      Slot Offset: 0\n",
      "      Power: 0 db\n",
      "      scramblingID: 0\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Using 3rd row of 38.211 Table 7.4.1.5.3-1\n",
    "# Default setting is 'Periodic' resource type, with Period=4 and offset=0 => Slots 0, 4, ... will contain CSI-RS\n",
    "csiRsConfig = CsiRsConfig([CsiRsSet(\"NZP\", bwp, symbols=[3], numPorts=2)])\n",
    "csiRsConfig.print()\n",
    "\n",
    "carrier.slotNo = 0\n",
    "for slot in range(5):\n",
    "    grid = bwp.createGrid(csiRsConfig.numPorts)\n",
    "    csiRsConfig.populateGrid(grid)\n",
    "    # Only drawing the first port: \n",
    "    grid.drawMap(ports=[0], reRange=(0,36), title=\"Slot Map for slot %d\"%(carrier.slotNo))  \n",
    "    carrier.slotNo += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f967f941",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "CSI-RS Configuration: (1 Resource Sets)\n",
      "  CSI-RS Resource Set:(1 NZP Resources)\n",
      "    Resource Set ID: 0\n",
      "    Resource Type: periodic\n",
      "    Resource Blocks: 24 RBs starting at 0\n",
      "    Slot Period: 4\n",
      "    Bandwidth Part:\n",
      "      Resource Blocks: 24 RBs starting at 0 (288 subcarriers)\n",
      "      Subcarrier Spacing: 15 KHz\n",
      "      CP Type: normal\n",
      "      bandwidth: 4320000 Hz\n",
      "      symbolsPerSlot: 14\n",
      "      slotsPerSubFrame: 1\n",
      "      nFFT: 512\n",
      "    CSI-RS:\n",
      "      resourceId: 0\n",
      "      numPorts: 2\n",
      "      cdmSize: 2 (fd-CDM2)\n",
      "      density: 1\n",
      "      RE Indexes: 6\n",
      "      Symbol Indexes: 3\n",
      "      Table Row: 3\n",
      "      Slot Offset: 1\n",
      "      Power: 0 db\n",
      "      scramblingID: 0\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Using 3rd row of 38.211 Table 7.4.1.5.3-1\n",
    "# same as before but setting the offset to 1 => Slots 1, 5, ... will contain CSI-RS\n",
    "csiRsConfig = CsiRsConfig([CsiRsSet(\"NZP\", bwp, symbols=[3], numPorts=2, offset=1)])\n",
    "csiRsConfig.print()\n",
    "\n",
    "carrier.slotNo = 0\n",
    "for slot in range(6):\n",
    "    grid = bwp.createGrid(csiRsConfig.numPorts)\n",
    "    csiRsConfig.populateGrid(grid)\n",
    "    # Only drawing the first port \n",
    "    grid.drawMap(ports=[0], reRange=(0,36), title=\"Slot Map for slot %d\"%(carrier.slotNo))\n",
    "    carrier.slotNo += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "05e717d7",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "CSI-RS Configuration: (1 Resource Sets)\n",
      "  CSI-RS Resource Set:(1 NZP Resources)\n",
      "    Resource Set ID: 0\n",
      "    Resource Type: periodic\n",
      "    Resource Blocks: 24 RBs starting at 0\n",
      "    Slot Period: 5\n",
      "    Bandwidth Part:\n",
      "      Resource Blocks: 24 RBs starting at 0 (288 subcarriers)\n",
      "      Subcarrier Spacing: 15 KHz\n",
      "      CP Type: normal\n",
      "      bandwidth: 4320000 Hz\n",
      "      symbolsPerSlot: 14\n",
      "      slotsPerSubFrame: 1\n",
      "      nFFT: 512\n",
      "    CSI-RS:\n",
      "      resourceId: 0\n",
      "      numPorts: 2\n",
      "      cdmSize: 2 (fd-CDM2)\n",
      "      density: 1\n",
      "      RE Indexes: 6\n",
      "      Symbol Indexes: 3\n",
      "      Table Row: 3\n",
      "      Slot Offset: 2\n",
      "      Power: 0 db\n",
      "      scramblingID: 0\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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vAChoaNYBwEJCQ0P18MMPa8qUKYqJiVFcXJxWrFihjh07SpJOnz6t+++/X5cvX3ZoeydPnpR07ShzdlKPzKYu7w59+vSRr6+vFixYoPj4eHsTkNrE5+TixYtq3bq1evXqpa+//lqHDh1SSkqKwsLCVKZMGZUpU0b+/v6SlO1R4+yem7TzXPnc/PPPP0pOTs4xP+0R86zyS5cunec6ihUrptmzZ6tUqVL6448/9Mwzz6hGjRoqXry4OnXqpJkzZ+aqmU5boyPjunr1ap7uNO+swYMHKzIyUpK0aNGiXK+f+vsXGBjoyrLshg4dqqZNm2ratGnatWuXLl++rOLFi9tf14ULF5aU+eu6SJEievjhhyVJkydPtk9PSUmx38H+8ccfz/CJAalHnxMSEnTixIksH6mZqR9NeD1nXo+S7G+uZLX9VKnz074Zc73UT85wdH8JAFZDsw4AFhYUFKTWrVtryZIl6tu3r6RrR9OWLVvm4cqcFx4errZt2+rSpUuaOHGiFi5cKF9fX/Xu3duh9V977TWtWrVKwcHBevfdd3XgwAFdvnxZZ86c0fHjx3X8+HE1bNhQkvJ8pLgg8PX1dWr91q1bKzY2VtOnT1ffvn1VpUoVxcXF6euvv1bv3r1Vp04dHTlyxEXVWoOPj48aNGggSdl+PF5WUj/3++zZsy6tS5JWrFhhP3Lev39/7dixQ4mJifrnn3/sr+t///vfkrJ+XaeeCr9ixQrt379f0rUj5gcOHJCfn1+mb4ilvnk0dOhQmWv3NMr2kdVHNzr7egwPD5ekHF9zqfNTl89M6htBqT8vAChoaNYBoIB44okn7F/v2rXLoXVSj3Jldxp42vnOHhXLrdSmYcSIEbp06ZLat2+vsmXLOrTunDlzJEkvv/yy/Ujp9UcLjx8/nuN2smsK0s5z5XMTFhZmb2qy+9mknZefP5vChQurd+/e+vzzz7V7924dPnxY48aNU1BQkP2IuyPS1ujIuPz8/PL1VPL8knqten6cFZD6um7btq3Gjx+vmjVrZmiAc3pd33rrrWrcuHG6o+lTpkyRJHXu3DnT37HUaVmd3u4uqfdv2Llzp/0NhOudPHnSfmr7LbfckuW2Un8+nri3AAC4As06ABQQRYoUsX/t6Om3aa9Fz+oGZefOnUt3bXtaPj7X/kzk15HpTp06qUSJEkpKSpKUuxvLHTp0SNK1G5ZlZv/+/dq7d2+O20m9wV1288LCwhQdHe1wbTkJCAhQrVq1JF27Vj8rP/zwg6RrP4e6deu6LD8n5cuX1wsvvKDnnntO0rUjtI6oW7eu/TXjyLhq165tv1RB+r/Xm5S/Z0OkpKTY72eQl5/rzTffLClvR+VzktPr2hijH3/8McftpB5d/+yzz3TkyBH79etp3/RLK/XeBz/88INHTxtPvZb+/PnzWd4YMu2ZRW3atMlyW6n3mcjsBpIAUBDQrAOAh8XGxmr37t05Lpd6p3RJDjdu999/v/z8/HT58mWNGzcu02Vef/11JSYmyt/fX/fff3+6eak3pTt37pxDebkVEBCg999/X88995xeeOEF3XvvvQ6vGxoaKkn67bffMp2f1d3vrzdv3rxMz1Q4ffq0Jk2aJEnq3r27w3U5qkePHpKkr776Sr///nuG+RcuXLCfDn3PPffYx+tKiYmJ2c5PveY3bROdnWLFiqlt27aSpDfffDPT645/++03zZ8/X5LUs2fPdPPS3gTRmddcTo3+Bx98oIMHD0q6dqQ5t5o2bSrp2lhyeg5zK6fX9cSJEx16k6Bbt24qUaKEjh49qoceekhXrlzJ9MZyqR599FH5+fnp9OnTGjlyZLbbTkpK0oULF3KsIS+aNWumqKgoSdLYsWMzzL9y5YrefvttSdKdd96Z7ZstGzZssG8TAAok935SHADgel9//bXx8fEx99xzj5k2bZqJjY21z0tKSjJbt241/fr1S/f50MnJyem2kdXnrBtjzHPPPWf//PaXX37ZnD171hhjzNmzZ83w4cPt2x06dGiGdadMmWIkmeLFi5udO3fmeYzXf866o7L7nPWHH37Y/hna8+fPN1euXDHGGPP333+bnj17GpvNZooXL57l85K63dDQUFOxYkWzYsUK+2e+b9y40dSuXdu+/cw+p93RMWf1Oevx8fEmOjraSDIRERHmu+++s/9ct2/fbho3bmwkmcDAwEw/9zq1/lWrVuW6tlSjR4827dq1M9OnT0/3We2XL182c+fONaGhoUaS6dmzZ7r1svuc9S1bthh/f38jydx5551m+/btxhhjkpOTzbfffmvCw8ONJFOpUiVz/vz5dOsmJCSYgIAAI8m88cYb9p9Hbt11113m1VdfNdu2bTNJSUn26Xv37jWDBg0yNpvNSDK1atVKN99RcXFx9s+K//XXX7NcLvX3snHjxubUqVPZPi5cuGCMMeaTTz6x/2xfeeUV+/SzZ8+a1157zfj6+poSJUo49PuU+ruf+nj99dezXX706NH2ZXv37m127Nhhn3flyhWzbds2M3r0aFOhQgXz888/p1s3p9d7bsydO9dex9NPP23OnDljjDHm8OHDpmvXrkaS8fX1Nb/88kuW2zh27Jh9G3/++afTNQGAJ9CsA4CHLVu2LN0/1JJMQECACQsLszcVqY+6deuaI0eOZNhGds16YmKiefDBB+3b8PHxMcWLFzc+Pj72aT179sy0afnnn39MqVKl7MuVLFnSREVFmaioKLN+/XqHx5gfzfr+/ftNmTJl7PP9/PzszWVqY5Ld85K63GeffWbKli1rJJlChQqZIkWK2OcFBgaab775Jlc1Xz/m7JqXHTt2mPLly9vzgoKCTEhISLr8efPmZbquK5r1kSNHpnt9BQcHZ3jd1ahRwxw7dizdetk168YYM2fOHHvTLcmEhISYoKAg+/cVKlTIsoF67LHH7MsVKlTIREZGmqioKPPcc885PK6oqCj7Nnx9fU1YWFi6n6sk07Bhw0x/lxzVuXNnI8n897//zXKZ1NefI49nn33WGHPtDbq77rrLPj31TafU39cOHTrY32TL6fdpz5499p+ln59fhp/j9VJSUsyIESPS/fyDg4NNiRIljK+vb7p6165dm25dVzbrxqR/bdpsNlOsWLF0v+tTpkzJdv1JkyYZSea2225zST0A4AmcBg8AHta2bVvt2bNH77//vrp166YaNWooMDBQ586dU6FChVSlShU9+OCDmjNnjjZt2pTt3Y8zExAQoLlz5+qrr75S+/btVaJECZ0/f14lSpRQ+/bttWDBAn3xxRfprh1OVbx4cf3000/q0aOHypcvr7i4OB04cMB+53VPioqK0ubNm/XYY4/Zn5OgoCDde++9Wr58uYYNG+bQdqKjo7Vt2zYNGDBApUqVUlJSkkqXLq2ePXtq27Zt6tChQ76NoWbNmvrjjz80atQo3XbbbfLz81NiYqIqVaqkp556Sn/88YceeOCBfMt/4oknNHnyZPXs2VM1a9ZUoUKFFB8fr+LFi+uuu+7Se++9p61btzp8079U3bt31x9//KEnn3xSlSpVUmJiovz8/HTbbbdp9OjR+v3337O8jnj8+PEaNWqUbr31VknSwYMHdeDAAZ0+fdrh/LfeektPPfWUbr/9dpUpU0YJCQm6evWqIiMj1aVLF82ZM0fr1q3L9e9SWk8++aQk6YsvvnDp9fX+/v76/vvvNXLkSFWtWlX+/v4yxqhBgwaaMGGClixZ4vAd1ytXrqzbbrtNUtY3lkvLZrPplVde0fbt29W/f3/VqFFDvr6+iouLU/HixdW4cWM9//zz+uWXX+zXuOeXUaNGaeXKlbrvvvtUunRpXbx4UeXLl9dDDz2kX3/9Vf/617+yXX/WrFmS/u/nBAAFkc248i8MAAAFROqd41etWqXmzZt7thgUOCkpKapatar27dunNWvW2K9jt5Ljx4+rQoUKunr1qpYvX57tzdi8yf79+3XTTTepaNGiOnz4cLafxQ4AVsaRdQAAgFzy8fHRq6++KinzG6FZwcSJE3X16lVVrlw5yxvLeaNx48bJGKNhw4bRqAMo0GjWAQAA8qBHjx5q0KCBli5dav8oOKvYvHmz/a7pQ4YMsZ9J4u0OHTqkzz77TJGRkRo8eLCnywEAp/h5ugAAAICCyGazadKkSVq0aJFOnTrl6XIkSRUrVlRiYqKOHz8u6drnted0fbc3OXDggIYNG6YWLVooKCjI0+UAgFO4Zh0AcEPimnV4o9TXddmyZdWuXTuNHTtWZcqU8XBVAIC8oFkHAAAAAMBiuGYdAAAAAACLuWGvWU9JSdHRo0dVtGjRG+amKwAAAAAAzzHG6Pz58woPD5ePT/bHzm/YZv3o0aOqUKGCp8sAAAAAANxgDh06pIiIiGyXuWFPg+dzNwEAAAAAnuBIP3rDHllPe+p7ft5jjxxrZpBDjrsyyCHHXRnkkOOuDHLIcVcGOeS4K8MTOY5cin3DHlkHAAAAAMCqaNYBAAAAALAYmnUAAAAAACyGZh0AAAAAAIuhWQcAAAAAwGJo1gEAAAAAsBiadQAAAAAALIZmHQAAAAAAi6FZBwAAAADAYizZrP/000/q2LGjwsPDZbPZtGjRonTzR40aperVq6tw4cIqXry4WrdurQ0bNnimWAAAAAAAXMySzXpCQoJq166t8ePHZzq/atWq+uijj7Rjxw6tXbtWFStWVJs2bXTq1Ck3VwoAAAAAgOvZjDHG00Vkx2azaeHChbrvvvuyXCY+Pl6hoaH64Ycf1KpVK4e2m7qOJOXnU2Cz2exfk2OdDHLIcVcGOeS4K4McctyVQQ457soghxx3ZXgiJy4uTiEhIdku65dvVbhJUlKSJk+erNDQUNWuXTvL5RITE5WYmGj/Pj4+3h3lAQAAAACQa5Y8Dd4R33zzjYoUKaKgoCC9++67WrFihUqWLJnl8mPGjFFoaKj9UaFCBTdWCwAAAACA4wpss96iRQvFxMTol19+Ubt27fTggw/q5MmTWS4/bNgwxcXF2R+HDh1yY7UAAAAAADiuwDbrhQsXVuXKlXXHHXfo008/lZ+fnz799NMslw8MDFRISEi6BwAAAAAAVlRgm/XrpaSkpLsmHQAAAACAgsqSN5i7cOGC9u7da/8+NjZWMTExCgsLU4kSJfTaa6+pU6dOKleunE6fPq3x48fryJEj6tatmwerBgAAAADANSzZrG/evFktWrSwfz9kyBBJUt++fTVx4kT99ddfmjZtmk6fPq0SJUqofv36+vnnn3XLLbd4qmQAAAAAAFzG8p+znl/4nHXr5njTWMixdo43jYUca+d401jIsXaON42FHGvneNNYyLF2jjeNJW2OI5+z7jXXrAMAAAAA4C1o1gEAAAAAsBiadQAAAAAALIZmHQAAAAAAi6FZBwAAAADAYmjWAQAAAACwGJp1AAAAAAAshmYdAAAAAACLoVkHAAAAAMBi/DxdgBXYbDZyLJrjTWMhx9o53jQWcqyd401jIcfaOd40FnKsneNNYyHH2jneNBZHcGQdAAAAAACLoVkHAAAAAMBiOA1ekjEm37ad9hQKcqyTQQ457soghxx3ZZBDjrsyyCHHXRnkkOOuDE/l5IQj6wAAAAAAWAzNOgAAAAAAFkOzDgAAAACAxdCsAwAAAABgMTTrAAAAAABYDM06AAAAAAAWQ7MOAAAAAIDF0KwDAAAAAGAxNOsAAAAAAFiMJZv1n376SR07dlR4eLhsNpsWLVpkn3flyhUNHTpUt956qwoXLqzw8HD16dNHR48e9VzBAAAAAAC4kCWb9YSEBNWuXVvjx4/PMO/ixYvaunWrRowYoa1bt2rBggXatWuXOnXq5IFKAQAAAABwPT9PF5CZ9u3bq3379pnOCw0N1YoVK9JN++ijj9SgQQMdPHhQkZGR7igRAAAAAIB8Y8lmPbfi4uJks9lUrFixLJdJTExUYmKi/fv4+Hg3VAYAAAAAQO5Z8jT43Lh8+bKGDh2qnj17KiQkJMvlxowZo9DQUPujQoUKbqwSAAAAAADHFehm/cqVK3rwwQdljNGECROyXXbYsGGKi4uzPw4dOuSmKgEAAAAAyJ0Cexp8aqN+4MAB/fjjj9keVZekwMBABQYGuqk6AAAAAADyrkA266mN+p49e7Rq1SqVKFHC0yUBAAAAAOAylmzWL1y4oL1799q/j42NVUxMjMLCwlSuXDk98MAD2rp1q7755hslJyfr+PHjkqSwsDAFBAR4qmwAAAAAAFzCZowxni7ieqtXr1aLFi0yTO/bt69GjRql6OjoTNdbtWqVmjdv7lBGfHy8QkNDJUn5+RTYbDb71+RYJ4McctyVQQ457soghxx3ZZBDjrsyyCHHXRmeyImLi8vxUm5LHllv3rx5tk+QBd9fAAAAAADAZQr03eABAAAAAPBGNOsAAAAAAFgMzToAAAAAABZDsw4AAAAAgMXQrAMAAAAAYDE06wAAAAAAWAzNOgAAAAAAFkOzDgAAAACAxdCsAwAAAABgMX6eLsAKbDYbORbN8aaxkGPtHG8aCznWzvGmsZBj7RxvGgs51s7xprGQY+0cbxqLIziyDgAAAACAxdCsAwAAAABgMZwGL8kYk2/bTnsKBTnWySCHHHdlkEOOuzLIIcddGeSQ464McshxV4ancnLCkXUAAAAAACyGZh0AAAAAAIuhWQcAAAAAwGJo1gEAAAAAsBiadQAAAAAALIZmHQAAAAAAi6FZBwAAAADAYmjWAQAAAACwGJp1AAAAAAAsxpLN+k8//aSOHTsqPDxcNptNixYtSjd/wYIFatOmjUqUKCGbzaaYmBiP1AkAAAAAQH6wZLOekJCg2rVra/z48VnOv/POOzVu3Dg3VwYAAAAAQP7z83QBmWnfvr3at2+f5fzevXtLkvbv3++migAAAAAAcB9LNuv5ITExUYmJifbv4+PjPVgNAAAAAABZs+Rp8PlhzJgxCg0NtT8qVKjg6ZIAAAAAAMjUDdOsDxs2THFxcfbHoUOHPF0SAAAAAACZumFOgw8MDFRgYKCnywAAAAAAIEc3zJF1AAAAAAAKCkseWb9w4YL27t1r/z42NlYxMTEKCwtTZGSk/vnnHx08eFBHjx6VJO3atUuSVLZsWZUtW9YjNQMAAAAA4CqWPLK+efNm1alTR3Xq1JEkDRkyRHXq1NHLL78sSVqyZInq1KmjDh06SJJ69OihOnXqaOLEiR6rGQAAAAAAV7EZY4yni/CE+Ph4hYaGSpLy8ymw2Wz2r8mxTgY55Lgrgxxy3JVBDjnuyiCHHHdlkEOOuzI8kRMXF6eQkJBsl7XkkXUAAAAAAG5kNOsAAAAAAFgMzToAAAAAABZDsw4AAAAAgMXQrAMAAAAAYDE06wAAAAAAWAzNOgAAAAAAFkOzDgAAAACAxdCsAwAAAABgMX6eLsAKbDYbORbN8aaxkGPtHG8aCznWzvGmsZBj7RxvGgs51s7xprGQY+0cbxqLIziyDgAAAACAxdCsAwAAAABgMZwGL8kYk2/bTnsKBTnWySCHHHdlkEOOuzLIIcddGeSQ464McshxV4ancnLCkXUAAAAAACyGZh0AAAAAAIuhWQcAAAAAwGJo1gEAAAAAsBiadQAAAAAALIZmHQAAAAAAi6FZBwAAAADAYmjWAQAAAACwGJp1AAAAAAAsxpLN+k8//aSOHTsqPDxcNptNixYtSjffGKOXX35Z5cqVU3BwsFq3bq09e/Z4plgAAAAAAFzMks16QkKCateurfHjx2c6/4033tAHH3ygiRMnasOGDSpcuLDatm2ry5cvu7lSAAAAAABcz8/TBWSmffv2at++fabzjDF67733NHz4cHXu3FmSNH36dJUpU0aLFi1Sjx493FkqAAAAAAAuZ8kj69mJjY3V8ePH1bp1a/u00NBQNWzYUOvXr89yvcTERMXHx6d7AAAAAABgRQWuWT9+/LgkqUyZMummlylTxj4vM2PGjFFoaKj9UaFChXytEwAAAACAvCpwzXpeDRs2THFxcfbHoUOHPF0SAAAAAACZKnDNetmyZSVJJ06cSDf9xIkT9nmZCQwMVEhISLoHAAAAAABWVOCa9ejoaJUtW1YrV660T4uPj9eGDRvUqFEjD1YGAAAAAIBrWPJu8BcuXNDevXvt38fGxiomJkZhYWGKjIzU4MGD9b///U9VqlRRdHS0RowYofDwcN13332eKxoAAAAAABexZLO+efNmtWjRwv79kCFDJEl9+/bV559/rhdeeEEJCQl64okndO7cOd15551atmyZgoKCPFUyAAAAAAAuYzPGGE8X4Qnx8fEKDQ2VdO2z2/OLzWazf02OdTLIIcddGeSQ464McshxVwY55Lgrgxxy3JXhiZy4uLgc76NW4K5ZBwAAAADA29GsAwAAAABgMTTrAAAAAABYDM06AAAAAAAWQ7MOAAAAAIDF0KwDAAAAAGAxNOsAAAAAAFgMzToAAAAAABZDsw4AAAAAgMX4eboAK7DZbORYNMebxkKOtXO8aSzkWDvHm8ZCjrVzvGks5Fg7x5vGQo61c7xpLI7gyDoAAAAAABZDsw4AAAAAgMVwGrwkY0y+bTvtKRTkWCeDHHLclUEOOe7KIIccd2WQQ467Msghx10ZnsrJCUfWAQAAAACwGJp1AAAAAAAshmYdAAAAAACLoVkHAAAAAMBiaNYBAAAAALAYmnUAAAAAACyGZh0AAAAAAIuhWQcAAAAAwGJo1gEAAAAAsJgC26yfP39egwcPVlRUlIKDg9W4cWNt2rTJ02UBAAAAAOC0Atus/+tf/9KKFSs0Y8YM7dixQ23atFHr1q115MgRT5cGAAAAAIBTbMYY4+kicuvSpUsqWrSoFi9erA4dOtin33777Wrfvr3+97//5biN+Ph4hYaGSpLy8ymw2Wz2r8mxTgY55Lgrgxxy3JVBDjnuyiCHHHdlkEOOuzI8kRMXF6eQkJBsl/XLtyry0dWrV5WcnKygoKB004ODg7V27dpM10lMTFRiYqL9+/j4+HytEQAAAACAvCqQp8EXLVpUjRo10quvvqqjR48qOTlZM2fO1Pr163Xs2LFM1xkzZoxCQ0PtjwoVKri5agAAAAAAHFMgm3VJmjFjhowxKl++vAIDA/XBBx+oZ8+e8vHJfEjDhg1TXFyc/XHo0CE3VwwAAAAAgGMK5GnwklSpUiWtWbNGCQkJio+PV7ly5dS9e3fddNNNmS4fGBiowMBAN1cJAAAAAEDuFdgj66kKFy6scuXK6ezZs1q+fLk6d+7s6ZIAAAAAAHBKgT2yvnz5chljVK1aNe3du1fPP/+8qlevrkceecTTpQEAAAAA4JQCe2Q9Li5OAwYMUPXq1dWnTx/deeedWr58ufz9/T1dGgAAAAAATimQn7PuCnzOunVzvGks5Fg7x5vGQo61c7xpLORYO8ebxkKOtXO8aSzkWDvHm8aSNseRz1kvsEfWAQAAAADwVjTrAAAAAABYDM06AAAAAAAWQ7MOAAAAAIDF0KwDAAAAAGAxNOsAAAAAAFgMzToAAAAAABZDsw4AAAAAgMXQrAMAAAAAYDF+ni7ACmw2GzkWzfGmsZBj7RxvGgs51s7xprGQY+0cbxoLOdbO8aaxkGPtHG8aiyM4sg4AAAAAgMXQrAMAAAAAYDGcBi/JGJNv2057CgU51skghxx3ZZBDjrsyyCHHXRnkkOOuDHLIcVeGp3JywpF1AAAAAAAshmYdAAAAAACLoVkHAAAAAMBiaNYBAAAAALAYmnUAAAAAACyGZh0AAAAAAIuhWQcAAAAAwGJo1gEAAAAAsBiadQAAAAAALKZANuvJyckaMWKEoqOjFRwcrEqVKunVV1+VMcbTpQEAAAAA4DQ/TxeQF+PGjdOECRM0bdo03XLLLdq8ebMeeeQRhYaGatCgQZ4uDwAAAAAApxTIZv2XX35R586d1aFDB0lSxYoVNXv2bG3cuNHDlQEAAAAA4LwCeRp848aNtXLlSu3evVuS9Ntvv2nt2rVq3759luskJiYqPj4+3QMAAAAAACsqkEfWX3zxRcXHx6t69ery9fVVcnKyXnvtNfXq1SvLdcaMGaPRo0e7sUoAAAAAAPKmQB5Z//LLLzVr1ix98cUX2rp1q6ZNm6a33npL06ZNy3KdYcOGKS4uzv44dOiQGysGAAAAAMBxBfLI+vPPP68XX3xRPXr0kCTdeuutOnDggMaMGaO+fftmuk5gYKACAwPdWSYAAAAAAHlSII+sX7x4UT4+6Uv39fVVSkqKhyoCAAAAAMB1CuSR9Y4dO+q1115TZGSkbrnlFm3btk3vvPOOHn30UU+XBgAAAACA0wpks/7hhx9qxIgR6t+/v06ePKnw8HA9+eSTevnllz1dGgAAAAAATrMZY4yni/CE+Ph4hYaGSpLy8ymw2Wz2r8mxTgY55Lgrgxxy3JVBDjnuyiCHHHdlkEOOuzI8kRMXF6eQkJBsl823I+uxsbHavn27oqKidNttt+VXDAAAAAAAXsepG8wtWbJEXbt21caNG9NNf/PNN1W1alV17dpVt99+O9eSAwAAAACQC04169OnT9eyZctUo0YN+7S//vpLL774oowxql27tgoVKqRp06bp66+/drpYAAAAAABuBE4169u2bVPt2rVVtGhR+7RZs2ZJkj7++GNt3bpVmzZtkq+vryZPnuxcpQAAAAAA3CCcatZPnz6t8uXLp5u2evVqBQcHq1+/fpKk6tWr684779Qff/zhTBQAAAAAADcMp5r1y5cvy9fX1/59cnKytm7dqoYNGyogIMA+PTw8XMePH3cmCgAAAACAG4ZTzXrp0qW1Z88e+/e//vqrLl26pCZNmqRb7tKlSypcuLAzUQAAAAAA3DCcatYbN26s3377TXPmzFFcXJxef/112Ww2tW7dOt1yO3fuVHh4uFOFAgAAAABwo3CqWR86dKj8/PzUq1cvhYWFaenSpapbt66aNm1qX+bQoUP666+/VL9+faeLBQAAAADgRuDnzMp169bVd999p9dee00nT55UgwYNNGbMmHTLfPnllwoNDVWrVq2cKjQ/2Ww2ciya401jIcfaOd40FnKsneNNYyHH2jneNBZyrJ3jTWMhx9o53jQWR9iMMcbTRXhCfHy8QkNDPV0GAAAAAOAGExcXp5CQkGyXceo0eAAAAAAA4HpOnQbvLfLz5IK0p1CQY50McshxVwY55Lgrgxxy3JVBDjnuyiCHHHdleConJ7lq1lu2bJnrYlLZbDatXLkyz+sDAAAAAHCjyFWzvnr16jwHWeUifQAAAAAArC5XzfqqVavyqw4AAAAAAPD/5apZb9asWX7VAQAAAAAA/j/uBg8AAAAAgMW47G7wSUlJ2rJli44cOSJJKl++vG6//XYFBAS4KgIAAAAAgBuC08361atXNXr0aH344Yc6f/58unlFixbVoEGD9PLLL8vPj0+JAwAAAADAEU510CkpKerUqZOWL18uY4yKFy+u6OhoSVJsbKzOnj2r1157TVu2bNHXX38tHx/OugcAAAAAICdOdc+ffPKJli1bpqioKH311Vc6c+aMNm/erM2bN+vMmTOaP3++oqKitGzZMn366aeuqhkAAAAAAK/mVLM+ffp0BQcH68cff1TXrl0zzO/SpYtWrlypwMBATZs2zZmoDCpWrCibzZbhMWDAAJfmAAAAAADgbk6dBv/777+refPmqlixYpbLREdHq2XLllq7dq0zURls2rRJycnJ6Wq5++671a1bN5fmAAAAAADgbk4164mJiQoNDc1xuaJFiyoxMdGZqAxKlSqV7vuxY8eqUqVKfBY8AAAAAKDAc6pZr1ChgtavX6/k5GT5+vpmukxycrJ+/fVXRUREOBOVraSkJM2cOVNDhgyRzWbLdJnExMR0bxjEx8fnWz0AAAAAADjDqWvW27Ztq4MHD+rZZ5/VlStXMsxPSkrSoEGDdPDgQbVv396ZqGwtWrRI586dU79+/bJcZsyYMQoNDbU/KlSokG/1AAAAAADgDJsxxuR15SNHjqhWrVo6d+6cwsPD1aNHD/tHt/3999+aO3eujh49qrCwMMXExKh8+fIuKzyttm3bKiAgQF9//XWWy2R2ZD21YXfiKchR2iP95Fgngxxy3JVBDjnuyiCHHHdlkEOOuzLIIcddGZ7IiYuLU0hISLbLOnUafPny5bVs2TJ169ZNBw8e1DvvvJNuvjFGkZGR+uqrr/KtUT9w4IB++OEHLViwINvlAgMDFRgYmC81AAAAAADgSk4165JUv3597d69W/PmzdPq1at15MgRSdca+ebNm6tbt24KCAhwutCsTJ06VaVLl1aHDh3yLQMAAAAAAHdy6jR4T0tJSVF0dLR69uypsWPH5mrd+Ph4+53svel0Cm/I8aaxkGPtHG8aCznWzvGmsZBj7RxvGgs51s7xprGQY+0cbxpL2hxHToN36gZznvbDDz/o4MGDevTRRz1dCgAAAAAALuP0afCSdOXKFc2fP1+rV6/W4cOHZYxRRESEmjdvrvvvvz/fToNv06ZNvr7rAQAAAACAJzh9GvyGDRvUs2dPHThwIEPjbLPZFBkZqS+++EKNGjVyqlBX4zR46+Z401jIsXaON42FHGvneNNYyLF2jjeNhRxr53jTWMixdo43jSVtTr7fDX7Xrl26++67deHCBZUvX17du3e3f3Tb/v37NXfuXB04cEBt27bVxo0bVb16dWfiAAAAAAC4ITjVrL/88su6cOGCBg0apDfeeCPD6e6vv/66XnjhBb3//vsaOXKk5s6d61SxAAAAAADcCJw6Db5UqVIqVqyYdu/ene60gbSMMapatarOnTunU6dO5blQV+M0eOvmeNNYyLF2jjeNhRxr53jTWMixdo43jYUca+d401jIsXaON40lbU6+3w0+ISFBDRo0yLJRTy2mfv36SkhIcCYKAAAAAIAbhlPN+k033aTTp0/nuNyZM2fs17IDAAAAAIDsOdWs9+nTR2vWrNEff/yR5TJ//PGHVq9erd69ezsTBQAAAADADcOpZv25557Tvffeq5YtW+qjjz5SfHy8fV58fLzGjx+vVq1aqWPHjnrhhRecLhYAAAAAgBtBrm4wd9NNN2U6ff/+/fbr1osVKyZJOnfunH1+ZGSkfHx8tG/fvrxX6mLcYM66Od40FnKsneNNYyHH2jneNBZyrJ3jTWMhx9o53jQWcqyd401jSZvjyA3mctWs+/jk/UC8zWZTcnJyntd3tbTNOgAAAAAA7uJIs56rz1mPjY11qiAAAAAAAJCzXDXrUVFR+VUHAAAAAAD4/3LVrHsrb7r2wRtyvGks5Fg7x5vGQo61c7xpLORYO8ebxkKOtXO8aSzkWDvHm8ZyfU5OnLobPAAAAAAAcD2nm/W///5bTz75pCpXrqxChQrJ19c304efHwfxAQAAAABwhFMd9LZt29S8eXNduHAhx1MF8vNUAgAAAAAAvIlTR9aHDh2q8+fPq2vXrtqyZYvi4+OVkpKS5QMAAAAAAOTMqSPr69evV7Vq1fTll1/m6kJ5AAAAAACQNaeOrPv7++u2226jUQcAAAAAwIWcatbr1q2rw4cPu6oWAAAAAAAgJ5v1//znP1q/fr1Wr17tonIAAAAAAIBT16y3a9dO77//vjp37qz+/furffv2ioyMlI9P5u8BREZGOhMHAAAAAMANwekPP69bt67Cw8P1xhtv6I033shyOZvNpqtXrzobZ3fkyBENHTpUS5cu1cWLF1W5cmVNnTpV9erVc1kGAAAAAACe4FSzvnbtWrVp00aXL1+WJJUoUUJFihRxSWHZOXv2rJo0aaIWLVpo6dKlKlWqlPbs2aPixYvnezYAAAAAAPnNqWZ9+PDhunz5soYMGaKXXnrJbc3yuHHjVKFCBU2dOtU+LTo62i3ZAAAAAADkN6duMLd161bVqVNHb731lluPai9ZskT16tVTt27dVLp0adWpU0dTpkzJdp3ExETFx8enewAAAAAAYEVONesBAQGqVq2aq2px2N9//60JEyaoSpUqWr58uZ5++mkNGjRI06ZNy3KdMWPGKDQ01P6oUKGCGysGAAAAAMBxNmOMyevKHTp00IkTJ7R582ZX1pSjgIAA1atXT7/88ot92qBBg7Rp0yatX78+03USExOVmJho/z4+Pt7esDvxFOTIZrPZvybHOhnkkOOuDHLIcVcGOeS4K4McctyVQQ457srwRE5cXJxCQkKyXdapI+sjRozQ9u3bNXv2bGc2k2vlypXTzTffnG5ajRo1dPDgwSzXCQwMVEhISLoHAAAAAABW5NQN5pKSkjR48GD17t1bS5YsyfFz1ps2bepMnF2TJk20a9eudNN2796tqKgol2wfAAAAAABPcuo0eB8fH9lsNhlj0p02kGmQCz9nfdOmTWrcuLFGjx6tBx98UBs3btTjjz+uyZMnq1evXg5tIz4+XqGhoZK863QKb8jxprGQY+0cbxoLOdbO8aaxkGPtHG8aCznWzvGmsZBj7RxvGkvaHEdOg3fqyHrTpk1zbNLzQ/369bVw4UINGzZMr7zyiqKjo/Xee+853KgDAAAAAGBlTh1ZL8g4sm7dHG8aCznWzvGmsZBj7RxvGgs51s7xprGQY+0cbxoLOdbO8aaxpM3J9xvMAQAAAAAA13OqWZ84caIuXrzoqloAAAAAAICcbNb79++viIgI/fvf/9aePXtcVRMAAAAAADc0p5r1du3aKS4uTu+//75q1Kih9u3b69tvv3VVbQAAAAAA3JCcata/++477dmzR0OGDFFoaKiWL1+uTp06qVKlSnr77bd19uxZV9UJAAAAAMANw2V3g798+bJmzZql8ePHKyYmRjabTUFBQXrooYc0YMAA3Xbbba6IcRnuBm/dHG8aCznWzvGmsZBj7RxvGgs51s7xprGQY+0cbxoLOdbO8aaxpM1x693gg4KC9Nhjj2nr1q1at26devTooeTkZH322We6/fbbddddd+nLL79UcnKyqyIBAAAAAPBK+fLRbY0aNdKHH36ogQMHyhgjY4zWrVunnj17qkqVKvrqq6/yIxYAAAAAAK/g8mZ927Zteuyxx1ShQgW9++678vHx0X333acJEyaoUaNG2r9/v7p3765PP/3U1dEAAAAAAHgFl1yzfuXKFc2bN08fffSRNmzYIGOMihUrpscee0wDBw5UVFSUfdmlS5fq/vvvV1RUlHbu3OlsdJ6lvWYdAAAAAAB3ceSadT9nAo4cOaKJEyfqk08+0cmTJ2WMUY0aNfTMM8+oT58+KlSoUIZ12rdvr3vuuUdff/21M9EAAAAAAHgtp5r16Oho+w3j2rdvr2effVZ33313jusVK1ZMV65ccSYaAAAAAACv5dRp8CEhIXrkkUf0zDPPqHLlyg6v988//+j8+fPpTo93Nz66zbo53jQWcqyd401jIcfaOd40FnKsneNNYyHH2jneNBZyrJ3jTWNJm+OW0+CLFi2a6/XCwsIUFhbmTDQAAAAAAF7LqbvBX9+oX716VW+//bbuuusu1ahRQ3fffbc+++wzpwoEAAAAAOBGk6tmfcGCBSpdurReeumlDPNSUlLUoUMHvfDCC1q3bp127dqllStX6vHHH1e/fv1cVS8AAAAAAF4vV836qlWrdObMGT3wwAMZ5k2ZMkUrVqyQMUadOnXSRx99pBdeeEHBwcGaMWOGvv/+e5cVDQAAAACAN8vVNesbNmxQuXLlVKdOnQzzJk2aJJvNph49emjWrFn26Q0aNNADDzygGTNmqE2bNs5XDAAAAACAl8vVkfVjx47ptttuyzD99OnTiomJkSQ9//zz6eZ17dpVFStW1IYNG/JcJAAAAAAAN5JcNeunT59W8eLFM0zftGmTJKlUqVKZNvM333yzjh49mrcKAQAAAAC4weSqWff19dWpU6cyTN+6daskqW7dupmuV6xYMV29ejUP5QEAAAAAcOPJVbMeFRWlrVu3KikpKd30lStXymazqWHDhpmud/r0aZUpUybvVQIAAAAAcAPJVbPeokULnTlzRiNGjLBPW7VqldasWSNJ6tChQ6brbdu2TeHh4U6UmdGoUaNks9nSPapXr+7SDAAAAAAAPCFXzfrgwYMVEBCgt956SxUqVFDdunXVtm1bSVLDhg1Vr169DOusX79ep06dyvKouzNuueUWHTt2zP5Yu3atyzMAAAAAAHC3XH10W+XKlTVr1iz169dPR44c0ZEjRyRJ5cuX17Rp0zJdZ9KkSZKkVq1aOVlqRn5+fipbtqzLtwsAAAAAgCflqlmXrn0U25133qlvvvlGJ06cUGRkpO677z4VLlw40+UbNGigOnXqqGXLlk4Xe709e/YoPDxcQUFBatSokcaMGaPIyMhMl01MTFRiYqL9+/j4eJfXAwAAAACAK9iMMcbTReTF0qVLdeHCBVWrVk3Hjh3T6NGjdeTIEf3+++8qWrRohuVHjRql0aNHZ7qt/HwKbDYbORbMIIccd2WQQ467Msghx10Z5JDjrgxyyHFXhidy4uLiFBISkv2yBbVZv965c+cUFRWld955R4899liG+ZkdWa9QoYIk7/qhe0OON42FHGvneNNYyLF2jjeNhRxr53jTWMixdo43jYUca+d401jS5jjSrOf6NHirKlasmKpWraq9e/dmOj8wMFCBgYFurgoAAAAAgNzL1d3grezChQvat2+fypUr5+lSAAAAAABwSoFt1v/zn/9ozZo12r9/v3755Rd16dJFvr6+6tmzp6dLAwAAAADAKQX2NPjDhw+rZ8+eOnPmjEqVKqU777xTv/76q0qVKuXp0gAAAAAAcEqBbdbnzJnj6RIAAAAAAMgXBfY0eAAAAAAAvBXNOgAAAAAAFkOzDgAAAACAxdCsAwAAAABgMTTrAAAAAABYDM06AAAAAAAWQ7MOAAAAAIDF0KwDAAAAAGAxNOsAAAAAAFiMn6cLsAKbzUaORXO8aSzkWDvHm8ZCjrVzvGks5Fg7x5vGQo61c7xpLORYO8ebxuIIjqwDAAAAAGAxNOsAAAAAAFgMp8FLMsbk27bTnkJBjnUyyCHHXRnkkOOuDHLIcVcGOeS4K4McctyV4amcnHBkHQAAAAAAi6FZBwAAAADAYmjWAQAAAACwGJp1AAAAAAAshmYdAAAAAACLoVkHAAAAAMBiaNYBAAAAALAYmnUAAAAAACyGZh0AAAAAAIvximZ97NixstlsGjx4sKdLAQAAAADAaQW+Wd+0aZMmTZqkWrVqeboUAAAAAABcokA36xcuXFCvXr00ZcoUFS9e3NPlAAAAAADgEgW6WR8wYIA6dOig1q1b57hsYmKi4uPj0z0AAAAAALAiP08XkFdz5szR1q1btWnTJoeWHzNmjEaPHp3PVQEAAAAA4LwCeWT90KFDevbZZzVr1iwFBQU5tM6wYcMUFxdnfxw6dCifqwQAAAAAIG9sxhjj6SJya9GiRerSpYt8fX3t05KTk2Wz2eTj46PExMR08zITHx+v0NBQSVJ+PgU2m83+NTnWySCHHHdlkEOOuzLIIcddGeSQ464McshxV4YncuLi4hQSEpLtsgXyNPhWrVppx44d6aY98sgjql69uoYOHZpjow4AAAAAgJUVyGa9aNGiqlmzZrpphQsXVokSJTJMBwAAAACgoCmQ16wDAAAAAODNCuSR9cysXr3a0yUAAAAAAOASHFkHAAAAAMBiaNYBAAAAALAYmnUAAAAAACyGZh0AAAAAAIuhWQcAAAAAwGJo1gEAAAAAsBiadQAAAAAALIZmHQAAAAAAi6FZBwAAAADAYvw8XYAV2Gw2ciya401jIcfaOd40FnKsneNNYyHH2jneNBZyrJ3jTWMhx9o53jQWR3BkHQAAAAAAi6FZBwAAAADAYjgNXpIxJt+2nfYUCnKsk0EOOe7KIIccd2WQQ467Msghx10Z5JDjrgxP5eSEI+sAAAAAAFgMzToAAAAAABZDsw4AAAAAgMXQrAMAAAAAYDE06wAAAAAAWAzNOgAAAAAAFkOzDgAAAACAxdCsAwAAAABgMTTrAAAAAABYTIFt1idMmKBatWopJCREISEhatSokZYuXerpsgAAAAAAcFqBbdYjIiI0duxYbdmyRZs3b1bLli3VuXNn/fHHH54uDQAAAAAAp9iMMcbTRbhKWFiY3nzzTT322GM5LhsfH6/Q0FBJUn4+BTabzf41OdbJIIccd2WQQ467Msghx10Z5JDjrgxyyHFXhidy4uLiFBISku2yfvlWhRslJydr3rx5SkhIUKNGjTJdJjExUYmJifbv4+Pj3VUeAAAAAAC5UmBPg5ekHTt2qEiRIgoMDNRTTz2lhQsX6uabb8502TFjxig0NNT+qFChgpurBQAAAADAMQX6NPikpCQdPHhQcXFx+uqrr/TJJ59ozZo1mTbsmR1ZT23Yvel0Cm/I8aaxkGPtHG8aCznWzvGmsZBj7RxvGgs51s7xprGQY+0cbxpL2hxHToMv0M369Vq3bq1KlSpp0qRJOS7LNevWzfGmsZBj7RxvGgs51s7xprGQY+0cbxoLOdbO8aaxkGPtHG8aS9ocR5r1An0a/PVSUlLSHT0HAAAAAKAgKrA3mBs2bJjat2+vyMhInT9/Xl988YVWr16t5cuXe7o0AAAAAACcUmCb9ZMnT6pPnz46duyYQkNDVatWLS1fvlx33323p0sDAAAAAMApBbZZ//TTTz1dAgAAAAAA+cKrrlkHAAAAAMAb0KwDAAAAAGAxNOsAAAAAAFgMzToAAAAAABZDsw4AAAAAgMXQrAMAAAAAYDE06wAAAAAAWAzNOgAAAAAAFkOzDgAAAACAxfh5ugArsNls5Fg0x5vGQo61c7xpLORYO8ebxkKOtXO8aSzkWDvHm8ZCjrVzvGksjuDIOgAAAAAAFkOzDgAAAACAxXAavCRjTL5tO+0pFORYJ4McctyVQQ457soghxx3ZZBDjrsyyCHHXRmeyskJR9YBAAAAALAYmnUAAAAAACyGZh0AAAAAAIuhWQcAAAAAwGJo1gEAAAAAsBiadQAAAAAALIZmHQAAAAAAi6FZBwAAAADAYmjWAQAAAACwmALbrI8ZM0b169dX0aJFVbp0ad13333atWuXp8sCAAAAAMBpBbZZX7NmjQYMGKBff/1VK1as0JUrV9SmTRslJCR4ujQAAAAAAJxiM8YYTxfhCqdOnVLp0qW1Zs0aNW3aNMfl4+PjFRoaKknKz6fAZrPZvybHOhnkkOOuDHLIcVcGOeS4K4McctyVQQ457srwRE5cXJxCQkKyXdYv36pws7i4OElSWFhYpvMTExOVmJho/z4+Pt4tdQEAAAAAkFsF9jT4tFJSUjR48GA1adJENWvWzHSZMWPGKDQ01P6oUKGCm6sEAAAAAMAxXnEa/NNPP62lS5dq7dq1ioiIyHSZzI6spzbs3nQ6hTfkeNNYyLF2jjeNhRxr53jTWMixdo43jYUca+d401jIsXaON40lbc4NcRr8wIED9c033+inn37KslGXpMDAQAUGBrqxMgAAAAAA8qbANuvGGD3zzDNauHChVq9erejoaE+XBAAAAACASxTYZn3AgAH64osvtHjxYhUtWlTHjx+XJIWGhio4ONjD1QEAAAAAkHcF9pr1tNcUpDV16lT169cvx/X56Dbr5njTWMixdo43jYUca+d401jIsXaON42FHGvneNNYyLF2jjeNJW2OV1+zXkDfYwAAAAAAIEde8dFtAAAAAAB4E5p1AAAAAAAshmYdAAAAAACLoVkHAAAAAMBiaNYBAAAAALAYmnUAAAAAACyGZh0AAAAAAIuhWQcAAAAAwGJo1gEAAAAAsBg/TxdgBTabjRyL5njTWMixdo43jYUca+d401jIsXaON42FHGvneNNYyLF2jjeNxREcWQcAAAAAwGJo1gEAAAAAsBhOg5dkjMm3bac9hYIc62SQQ467Msghx10Z5JDjrgxyyHFXBjnkuCvDUzk54cg6AAAAAAAWQ7MOAAAAAIDF0KwDAAAAAGAxNOsAAAAAAFgMzToAAAAAABZDsw4AAAAAgMXQrAMAAAAAYDE06wAAAAAAWAzNOgAAAAAAFlNgm/WffvpJHTt2VHh4uGw2mxYtWuTpkgAAAAAAcIkC26wnJCSodu3aGj9+vKdLAQAAAADApfw8XUBetW/fXu3bt/d0GQAAAAAAuFyBbdZzKzExUYmJifbv4+PjPVgNAAAAAABZK7CnwefWmDFjFBoaan9UqFDB0yUBAAAAAJCpG6ZZHzZsmOLi4uyPQ4cOebokAAAAAAAydcOcBh8YGKjAwEBPlwEAAAAAQI5umCPrAAAAAAAUFAX2yPqFCxe0d+9e+/exsbGKiYlRWFiYIiMjPVgZAAAAAADOKbDN+ubNm9WiRQv790OGDJEk9e3bV59//rmHqgIAAAAAwHkFtllv3ry5jDGeLgMAAAAAAJfjmnUAAAAAACyGZh0AAAAAAIuhWQcAAAAAwGJo1gEAAAAAsBiadQAAAAAALIZmHQAAAAAAi6FZBwAAAADAYmjWAQAAAACwGJp1AAAAAAAsxs/TBViBzWYjx6I53jQWcqyd401jIcfaOd40FnKsneNNYyHH2jneNBZyrJ3jTWNxBEfWAQAAAACwGJp1AAAAAAAshtPgJRlj8m3baU+hIMc6GeSQ464McshxVwY55Lgrgxxy3JVBDjnuyvBUTk44sg4AAAAAgMXQrAMAAAAAYDE06wAAAAAAWAzNOgAAAAAAFkOzDgAAAACAxdCsAwAAAABgMTTrAAAAAABYDM06AAAAAAAWQ7MOAAAAAIDFFOhmffz48apYsaKCgoLUsGFDbdy40dMlAQAAAADgtALbrM+dO1dDhgzRyJEjtXXrVtWuXVtt27bVyZMnPV0aAAAAAABOKbDN+jvvvKPHH39cjzzyiG6++WZNnDhRhQoV0meffebp0gAAAAAAcEqBbNaTkpK0ZcsWtW7d2j7Nx8dHrVu31vr16zNdJzExUfHx8ekeAAAAAABYUYFs1k+fPq3k5GSVKVMm3fQyZcro+PHjma4zZswYhYaG2h8VKlRwR6kAAAAAAORagWzW82LYsGGKi4uzPw4dOuTpkgAAAAAAyJSfpwvIi5IlS8rX11cnTpxIN/3EiRMqW7ZspusEBgYqMDDQHeUBAAAAAOCUAnlkPSAgQLfffrtWrlxpn5aSkqKVK1eqUaNGHqwMAAAAAADnFcgj65I0ZMgQ9e3bV/Xq1VODBg303nvvKSEhQY888oinSwMAAAAAwCkFtlnv3r27Tp06pZdfflnHjx/XbbfdpmXLlmW46RwAAAAAAAWNzRhjPF2EJ8THxys0NFSSlJ9Pgc1ms39NjnUyyCHHXRnkkOOuDHLIcVcGOeS4K4McctyV4YmcuLg4hYSEZLtsgbxmHQAAAAAAb0azDgAAAACAxdCsAwAAAABgMTTrAAAAAABYDM06AAAAAAAWQ7MOAAAAAIDF0KwDAAAAAGAxNOsAAAAAAFgMzToAAAAAABbj5+kCPMUYY//aZrO5JZMca2aQQ467Msghx10Z5JDjrgxyyHFXBjnkuCvDXTlp+9Gs3LBH1s+fP+/pEgAAAAAANyBH+lGbcaSl90IpKSk6evSoihYt6vA7J/Hx8apQoYIOHTqkkJCQfKvNm3K8aSzkWDvHm8ZCjrVzvGks5Fg7x5vGQo61c7xpLORYO8ebxpLXHGOMzp8/r/DwcPn4ZH/s/IY9Dd7Hx0cRERF5WjckJCRff+jemONNYyHH2jneNBZyrJ3jTWMhx9o53jQWcqyd401jIcfaOd40lrzkhIaGOrTcDXsaPAAAAAAAVkWzDgAAAACAxdCs50JgYKBGjhypwMBAciyUQQ457soghxx3ZZBDjrsyyCHHXRnkkOOuDG/KuWFvMAcAAAAAgFVxZB0AAAAAAIuhWQcAAAAAwGJo1gEAAAAAsBiadQAAAAAALIZm3UHjx49XxYoVFRQUpIYNG2rjxo0uz/jpp5/UsWNHhYeHy2azadGiRS7PGDNmjOrXr6+iRYuqdOnSuu+++7Rr1y6X50yYMEG1atVSSEiIQkJC1KhRIy1dutTlOdcbO3asbDabBg8e7NLtjho1SjabLd2jevXqLs1IdeTIET388MMqUaKEgoODdeutt2rz5s0uzahYsWKG8dhsNg0YMMBlGcnJyRoxYoSio6MVHBysSpUq6dVXX1V+3NPy/PnzGjx4sKKiohQcHKzGjRtr06ZNTm0zp99HY4xefvlllStXTsHBwWrdurX27Nnj8pwFCxaoTZs2KlGihGw2m2JiYlw+nitXrmjo0KG69dZbVbhwYYWHh6tPnz46evSoy8czatQoVa9eXYULF1bx4sXVunVrbdiwwaUZaT311FOy2Wx67733XD6Wfv36ZfgdateunctzJGnnzp3q1KmTQkNDVbhwYdWvX18HDx50aU5m+wSbzaY333zTpTkXLlzQwIEDFRERoeDgYN18882aOHGiSzNOnDihfv36KTw8XIUKFVK7du3y9PvpyN/My5cva8CAASpRooSKFCmi+++/XydOnHB5zuTJk9W8eXOFhITIZrPp3LlzLh/PP//8o2eeeUbVqlVTcHCwIiMjNWjQIMXFxbl0LE8++aQqVaqk4OBglSpVSp07d9Zff/3l0rGkZYxR+/bt8/S/lSM5zZs3z/B789RTT+XLeNavX6+WLVuqcOHCCgkJUdOmTXXp0iWX5ezfvz/LfcG8efNcNpbjx4+rd+/eKlu2rAoXLqy6detq/vz5Do/D0Zx9+/apS5cuKlWqlEJCQvTggw/m+vczp/9pXbEPcCTHFfuAnHJcsQ9wdDyu2A84kpPKmf1AThmu2AdkhWbdAXPnztWQIUM0cuRIbd26VbVr11bbtm118uRJl+YkJCSodu3aGj9+vEu3m9aaNWs0YMAA/frrr1qxYoWuXLmiNm3aKCEhwaU5ERERGjt2rLZs2aLNmzerZcuW6ty5s/744w+X5qS1adMmTZo0SbVq1cqX7d9yyy06duyY/bF27VqXZ5w9e1ZNmjSRv7+/li5dqj///FNvv/22ihcv7tKcTZs2pRvLihUrJEndunVzWca4ceM0YcIEffTRR9q5c6fGjRunN954Qx9++KHLMlL961//0ooVKzRjxgzt2LFDbdq0UevWrXXkyJE8bzOn38c33nhDH3zwgSZOnKgNGzaocOHCatu2rS5fvuzSnISEBN15550aN25crsfgaM7Fixe1detWjRgxQlu3btWCBQu0a9cuderUyaU5klS1alV99NFH2rFjh9auXauKFSuqTZs2OnXqlMsyUi1cuFC//vqrwsPDczWG3OS0a9cu3e/S7NmzXZ6zb98+3XnnnapevbpWr16t7du3a8SIEQoKCnJpTtpxHDt2TJ999plsNpvuv/9+l+YMGTJEy5Yt08yZM7Vz504NHjxYAwcO1JIlS1ySYYzRfffdp7///luLFy/Wtm3bFBUVpdatW+f6b50jfzP//e9/6+uvv9a8efO0Zs0aHT16VF27dnV5zsWLF9WuXTv997//zdW2c5Nz9OhRHT16VG+99ZZ+//13ff7551q2bJkee+wxl47l9ttv19SpU7Vz504tX75cxhi1adNGycnJLs1J9d5778lmszm87bzkPP744+l+f9544w2X56xfv17t2rVTmzZttHHjRm3atEkDBw6Uj4/j/87nlFOhQoUM+4LRo0erSJEiat++vcvG0qdPH+3atUtLlizRjh071LVrVz344IPatm2by8aSkJCgNm3ayGaz6ccff9S6deuUlJSkjh07KiUlxeGcnP6ndcU+wJEcV+wDcspxxT7A0fG4Yj/gSE4qZ/YDjmQ4uw/IkkGOGjRoYAYMGGD/Pjk52YSHh5sxY8bkW6Yks3DhwnzbfqqTJ08aSWbNmjX5nlW8eHHzySef5Mu2z58/b6pUqWJWrFhhmjVrZp599lmXbn/kyJGmdu3aLt1mZoYOHWruvPPOfM+53rPPPmsqVapkUlJSXLbNDh06mEcffTTdtK5du5pevXq5LMMYYy5evGh8fX3NN998k2563bp1zUsvveSSjOt/H1NSUkzZsmXNm2++aZ927tw5ExgYaGbPnu2ynLRiY2ONJLNt27Y8b9+RnFQbN240ksyBAwfyNScuLs5IMj/88INLMw4fPmzKly9vfv/9dxMVFWXefffdPG0/u5y+ffuazp07O7VdR3K6d+9uHn744XzPuV7nzp1Ny5YtXZ5zyy23mFdeeSXdNGd+X6/P2LVrl5Fkfv/9d/u05ORkU6pUKTNlypQ8ZaS6/m/muXPnjL+/v5k3b559mZ07dxpJZv369S7LSWvVqlVGkjl79myet+9ITqovv/zSBAQEmCtXruRbxm+//WYkmb179+YpI7ucbdu2mfLly5tjx4655H+rzHLy4/+OzHIaNmxohg8fnu8517vtttsy/D13NqNw4cJm+vTp6ZYLCwtz6nf0+pzly5cbHx8fExcXZ1/m3LlzxmazmRUrVuQ5x5j/+582v/YB1+ek5cp9QHY5qZzdBzia44r9QFY5rt4PXJ+RH/uAVBxZz0FSUpK2bNmi1q1b26f5+PiodevWWr9+vQcrc43U01rCwsLyLSM5OVlz5sxRQkKCGjVqlC8ZAwYMUIcOHdL9nFxtz549Cg8P10033aRevXrl+hRURyxZskT16tVTt27dVLp0adWpU0dTpkxxeU5aSUlJmjlzph599NE8v+OYmcaNG2vlypXavXu3JOm3337T2rVrHX5n3lFXr15VcnJyhqOMwcHB+XL2gyTFxsbq+PHj6V5voaGhatiwoVfsF6Rr+wabzaZixYrlW0ZSUpImT56s0NBQ1a5d22XbTUlJUe/evfX888/rlltucdl2M7N69WqVLl1a1apV09NPP60zZ864dPspKSn69ttvVbVqVbVt21alS5dWw4YN8+UyqbROnDihb7/9Nk9HU3LSuHFjLVmyREeOHJExRqtWrdLu3bvVpk0bl2w/MTFRktLtE3x8fBQYGOj0PuH6v5lbtmzRlStX0u0LqlevrsjISKf2Be742+xoTlxcnEJCQuTn55cvGQkJCZo6daqio6NVoUKFPGVklXPx4kU99NBDGj9+vMqWLZvnbeeUI0mzZs1SyZIlVbNmTQ0bNkwXL150ac7Jkye1YcMGlS5dWo0bN1aZMmXUrFkzl7+mr7dlyxbFxMQ4tS/ILKNx48aaO3eu/vnnH6WkpGjOnDm6fPmymjdv7rKcxMRE2Ww2BQYG2pcJCgqSj49Pnp+36/+nza99gDv+d3Y0x9l9gCM5rtoPZJbj6v1AVmNx9T7ALl/eAvAiR44cMZLML7/8km76888/bxo0aJBvuXLDkfXk5GTToUMH06RJk3zZ/vbt203hwoWNr6+vCQ0NNd9++22+5MyePdvUrFnTXLp0yRiTP+9ufffdd+bLL780v/32m1m2bJlp1KiRiYyMNPHx8S7NCQwMNIGBgWbYsGFm69atZtKkSSYoKMh8/vnnLs1Ja+7cucbX19ccOXLEpdtNTk42Q4cONTabzfj5+RmbzWZef/11l2akatSokWnWrJk5cuSIuXr1qpkxY4bx8fExVatWdcn2r/99XLdunZFkjh49mm65bt26mQcffNBlOWm588j6pUuXTN26dc1DDz2ULzlff/21KVy4sLHZbCY8PNxs3LjRpRmvv/66ufvuu+1niuTXkfXZs2ebxYsXm+3bt5uFCxeaGjVqmPr165urV6+6LCf1KEChQoXMO++8Y7Zt22bGjBljbDabWb16tctyrjdu3DhTvHhx+37VlTmXL182ffr0MZKMn5+fCQgIMNOmTXNZRlJSkomMjDTdunUz//zzj0lMTDRjx441kkybNm3ynJPZ38xZs2aZgICADMvWr1/fvPDCCy7LSctVR9Uc+R/g1KlTJjIy0vz3v/91ecb48eNN4cKFjSRTrVo1p46mZZXzxBNPmMcee8z+vbP/W2WVM2nSJLNs2TKzfft2M3PmTFO+fHnTpUsXl+asX7/eSDJhYWHms88+M1u3bjWDBw82AQEBZvfu3S4dT1pPP/20qVGjRp62n13G2bNnTZs2bez7gZCQELN8+XKX5pw8edKEhISYZ5991iQkJJgLFy6YgQMHGknmiSeeyNX2s/qf1tX7AEf+d3bFPsDR/9Gd3QfklOOq/UB2Oa7aD2SX4ep9QFo06znw5mb9qaeeMlFRUebQoUP5sv3ExESzZ88es3nzZvPiiy+akiVLmj/++MOlGQcPHjSlS5c2v/32m31afp6Kkurs2bMmJCTE5af1+/v7m0aNGqWb9swzz5g77rjDpTlptWnTxtx7770u3+7s2bNNRESEmT17ttm+fbuZPn26CQsLy5c3Hvbu3WuaNm1qJBlfX19Tv35906tXL1O9enWXbP9GataTkpJMx44dTZ06ddKdOujKnAsXLpg9e/aY9evXm0cffdRUrFjRnDhxwiUZmzdvNmXKlEn35lN+NevX27dvn1On9GeWk/o3qGfPnumW69ixo+nRo4fLcq5XrVo1M3DgwDxvP7ucN99801StWtUsWbLE/Pbbb+bDDz80RYoUyfNpqZllbN682dSuXdu+T2jbtq1p3769adeuXR5HkvnfzPxo1nP62+yqZj2nnLi4ONOgQQPTrl07k5SU5PKMc+fOmd27d5s1a9aYjh07mrp16+b5zaHMchYvXmwqV65szp8/b5/m7P9Wjv7ftHLlSqdO580sJ/XvzrBhw9Ite+utt5oXX3zRZTlpXbx40YSGhpq33norT9vPLmPgwIGmQYMG5ocffjAxMTFm1KhRJjQ01Gzfvt2lOcuXLzc33XSTsdlsxtfX1zz88MOmbt265qmnnsrV9rP6n9bV+wBH/nd2xT7AkRxX7ANyynHVfiCrHFfuB3LT1zi7D0iLZj0HiYmJxtfXN8MPtU+fPqZTp075lpvfzfqAAQNMRESE+fvvv/Mt43qtWrXK9TuZOVm4cKH9n7HUhyT7TtmZI1w5qVevXp7/QGYlMjIy3bt/xhjz8ccfm/DwcJfmpNq/f7/x8fExixYtcvm2IyIizEcffZRu2quvvmqqVavm8qxUFy5csDfQDz74oLnnnntcst3rfx9Tm7LrG+emTZuaQYMGuSwnLXc060lJSea+++4ztWrVMqdPn863nOtVrlw5z2ddXJ/x7rvv2n//0+4TfHx8TFRUVJ4yMsvJSsmSJc3EiRNdlpOYmGj8/PzMq6++mm65F154wTRu3NhlOWn99NNPRpKJiYnJ8/azyrl48aLx9/fPcI+Jxx57zLRt29YlGWmdO3fOnDx50hhz7f4z/fv3z1NGVn8zU/8hu/6f5sjISPPOO++4LCctV/yjnlNOfHy8adSokWnVqlWeG+jc/J+RmJhoChUqZL744guX5Tz77LNZ7guaNWvmspzMXLhwwUgyy5Ytc1nO33//bSSZGTNmpJv+4IMP5uksKEfGM336dOPv72//HXJVxt69ezPcV8KYa/8nPvnkky7LSevUqVP235kyZcqYN954I9c5aaX+T+vqfUBWOWnlxzXr1+e4Yh/gSE5azuwHsspx9X4gs4zMOLMPuB7XrOcgICBAt99+u1auXGmflpKSopUrV+brNST5xRijgQMHauHChfrxxx8VHR3ttuyUlBT7tYSu0qpVK+3YsUMxMTH2R7169dSrVy/FxMTI19fXpXmpLly4oH379qlcuXIu3W6TJk0yfOzI7t27FRUV5dKcVFOnTlXp0qXVoUMHl2/74sWLGe5Q6+vrm6s7sOZW4cKFVa5cOZ09e1bLly9X586d8yUnOjpaZcuWTbdfiI+P14YNGwrkfkG69vFtDz74oPbs2aMffvhBJUqUcFu2K/cNvXv31vbt29PtE8LDw/X8889r+fLlLsnIyuHDh3XmzBmX7hcCAgJUv359t+4XPv30U91+++0uvY9AqitXrujKlStu2zeEhoaqVKlS2rNnjzZv3pzrfUJOfzNvv/12+fv7p9sX7Nq1SwcPHszVvsBdf5sdyYmPj1ebNm0UEBCgJUuW5PpTB/IyFnPt4FGu9gM55bz44osZ9gWS9O6772rq1Kn5Op7UrNzsC3LKqVixosLDw53eF+RmPJ9++qk6deqkUqVKObx9RzJSr+V1dj+Qm7GULFlSxYoV048//qiTJ0/m6dNO0kr9u+WqfUBOOfktbY6z+wBHc66Xl/1ATjmu2g9kl5GZvOwDsuR0u38DmDNnjgkMDDSff/65+fPPP80TTzxhihUrZo4fP+7SnPPnz5tt27aZbdu2GUn26xOduRvz9Z5++mkTGhpqVq9ebY4dO2Z/XLx40WUZxhjz4osvmjVr1pjY2Fizfft28+KLLxqbzWa+//57l+ZkJj9Og3/uuefM6tWrTWxsrFm3bp1p3bq1KVmyZJ7fbc7Kxo0bjZ+fn3nttdfMnj17zKxZs0yhQoXMzJkzXZpjzLXruyIjI83QoUNdvm1jrt0pu3z58uabb74xsbGxZsGCBaZkyZJ5PjU0O8uWLTNLly41f//9t/n+++9N7dq1TcOGDfN82pYxOf8+jh071hQrVsx+zXLnzp1NdHR0rt+BzinnzJkzZtu2bebbb781ksycOXPMtm3bzLFjx1yWk5SUZDp16mQiIiJMTExMun1DYmKiy3IuXLhghg0bZtavX2/2799vNm/ebB555BETGBiY4QiLM8/Z9fJ6Gnx2OefPnzf/+c9/zPr1601sbKz54YcfTN26dU2VKlXM5cuXXZZjjDELFiww/v7+ZvLkyWbPnj3mww8/NL6+vubnn392aY4x1057LFSokJkwYUKutp2bnGbNmplbbrnFrFq1yvz9999m6tSpJigoyHz88ccuy/jyyy/NqlWrzL59+8yiRYtMVFSU6dq1a67H4sjfzKeeespERkaaH3/80WzevNk0atQow+VMrsg5duyY2bZtm5kyZYqRZH766Sezbds2c+bMGZflxMXFmYYNG5pbb73V7N27N90yjp6pllPGvn37zOuvv242b95sDhw4YNatW2c6duxowsLCcnU5TF7+n1EezlrMKWfv3r3mlVdeMZs3bzaxsbFm8eLF5qabbjJNmzZ1aY4x184cCgkJMfPmzTN79uwxw4cPN0FBQbk61dbR523Pnj3GZrOZpUuX5mocjmQkJSWZypUrm7vuusts2LDB7N2717z11lvGZrPl6v5Gjozls88+M+vXrzd79+41M2bMMGFhYWbIkCG5Gk9O/9O6Yh/gSI4r9gE55bhiH+BIjqv2AznlZCYv+4HsMly1D8gKzbqDPvzwQxMZGWkCAgJMgwYNzK+//uryjNTTWq5/9O3b12UZmW1fkpk6darLMowx5tFHHzVRUVEmICDAlCpVyrRq1cotjbox+dOsd+/e3ZQrV84EBASY8uXLm+7du7vkOpTMfP3116ZmzZomMDDQVK9e3UyePDlfcpYvX24kmV27duXL9uPj482zzz5rIiMjTVBQkLnpppvMSy+9lOvmzxFz5841N910kwkICDBly5Y1AwYMMOfOnXNqmzn9PqakpJgRI0aYMmXKmMDAQNOqVas8PZc55UydOjXT+SNHjnRZTuop9pk9Vq1a5bKcS5cumS5dupjw8HATEBBgypUrZzp16pTrG8zldl+Z12Y9u5yLFy+aNm3amFKlShl/f38TFRVlHn/88Ty9ievIeD799FNTuXJlExQUZGrXrp2nS1ccyZk0aZIJDg526vcnp5xjx46Zfv36mfDwcBMUFGSqVatm3n777Vx9dGROGe+//76JiIgw/v7+JjIy0gwfPjxP+x5H/mZeunTJ9O/f3xQvXtwUKlTIdOnSJddvpjmSM3LkSKf/fueUk9XzKsnExsa6JOPIkSOmffv2pnTp0sbf399ERESYhx56yPz1118Oj8ORnKzWye0/6TnlHDx40DRt2tSEhYWZwMBAU7lyZfP888/n+p4fjo5nzJgxJiIiwhQqVMg0atQo12/aOZozbNgwU6FCBZOcnJyr7TuasXv3btO1a1dTunRpU6hQIVOrVq0MH+XmipyhQ4eaMmXKGH9/f1OlSpVc72uMyfl/WlfsAxzJccU+IKccV+wDHMlx1X4gp5zM5GU/kF2Gq/YBWbH9/6IBAAAAAIBFcM06AAAAAAAWQ7MOAAAAAIDF0KwDAAAAAGAxNOsAAAAAAFgMzToAAAAAABZDsw4AAAAAgMXQrAMAAAAAYDE06wAAAAAAWAzNOgAALrBnzx4NHDhQN998swoXLqygoCBFRESofv36GjhwoObPn++SnObNm8tms2n16tUu2Z5VjRo1SjabTaNGjfJ0KQAAeISfpwsAAKCgW7BggR566CElJiaqRIkSatKkiUqVKqWzZ88qJiZG48eP15w5c3T//fd7ulQAAFBA0KwDAOCEEydOqG/fvkpMTNRzzz2n//3vfwoKCkq3zJYtW/TVV195qMKCaeDAgerRo4dKlizp6VIAAPAImnUAAJzwzTff6MKFCwoPD9dbb72V6TK33367br/9djdXVrCVLFmSRh0AcEPjmnUAAJxw4sQJSVKpUqVytZ7NZpPNZstyviPXpq9Zs0Zt2rRRWFiYChUqpAYNGmjGjBnZ5v7444/q1q2bIiIiFBgYqFKlSql+/foaOXKkzpw5Y1/uypUrmjlzpnr16qXq1asrJCREwcHBqlatmgYNGqSjR4/mWPfPP/+sjh07qlSpUvLx8dHnn38uSapYsaJsNpv279+vxYsXq2XLlgoLC0s33pyuWd+9e7eefPJJVapUSUFBQQoNDVXTpk01c+bMPNeVkpKiyZMnq0mTJipWrJj8/f1VunRp1a5dW88884z279+f7XMLAIAr0awDAOCEyMhISdLvv/+ulStXui134cKFatmypY4cOaK2bduqfv362rJli/r06aPnnnsu03UGDRqkVq1a6auvvlKpUqXUtWtX1a9fX//8849eeeUV7dixw77siRMn1Lt3b3377bcqXry42rVrp5YtW+rChQv68MMPddttt2nv3r1Z1jdv3jw1b95cf//9t1q3bq27775bgYGB6ZZ5++23dd999+n8+fNq166dmjVrJl9f3xzHPm/ePNWuXVuTJ09WQECA7rnnHtWrV09bt25V79699eijj+aprn/961968skntXXrVtWvX1/dunVT3bp1denSJX300UeKiYnJsTYAAFzGAACAPDt//rwpX768kWRsNptp3ry5efXVV823335rTp48meV6kkx2f4abNWtmJJlVq1ZlOl2Sef3119PNW716tQkODjaSzLJly9LN++CDD4wkU6JECfPjjz9myNuwYYM5ePCg/fv4+HizePFik5iYmG65pKQkM2zYMCPJ3HPPPVnWLcmMHz8+07FFRUUZScbX19csXrw402VGjhxpJJmRI0emm759+3YTGBhogoKCzPz589PN279/v7n11luNJDNt2rRc1XXgwAEjyURERJhjx45lmP/nn3+aAwcOZForAAD5gSPrAAA4oUiRIlq5cqUaNmwoY4xWr16tESNGqEOHDipdurTq1KmjiRMnKjk52aW5derU0bBhw9JNa9asmfr37y/p2lHrVFevXtWrr74qSZo8ebJatGiRYXsNGjRQhQoV7N8XLVpUnTp1UkBAQLrl/P399frrrys8PFzLli3T+fPnM62vZcuW9lqy0rdvX3Xq1CnbZa732muvKTExUf/73//UtWvXdPOioqL06aefSpI++OCDXNWVejlD3bp1VbZs2Qzza9SoYT+LAgAAd+AGcwAAOKlatWr69ddftXHjRn377bfasGGDtm7dqlOnTikmJkZPP/205s+fr2+//TZD85tXffr0yXR637599fbbb2vt2rVKTk6Wr6+vtmzZolOnTqlkyZLq0qVLrnJ+++03rVy5UrGxsUpISFBKSoqka28ApKSkaO/evapTp06G9R544IEct+3IMmmlpKRo6dKlkqTu3btnuky9evVUpEgRbdu2TZcvX85wZ/6sMqtXr66iRYvqu+++02uvvaaHHnpI0dHRuaoPAABXolkHAMBFGjRooAYNGkiSjDHatm2b3nzzTc2ZM0c//PCD3n//fT3//PMuycqqkUydfunSJZ05c0alS5fWgQMHJF17UyG7m9qllZCQoN69e2vhwoXZLhcfH5/p9IoVK+aY4cgyaZ05c8ael/YsgOyWL1++vEOZRYsW1dSpU/XII49o+PDhGj58uMqVK6c77rhD7dq100MPPaQiRYrkql4AAJxBsw4AQD6w2WyqW7euZs+erYsXL2rJkiVatGiRw8166hFsZxhj8rzusGHDtHDhQlWvXl1jx45V/fr1VbJkSfuZAY0bN9b69euzzAgODs4xw5Fl0kr7nPTt2zfH5a+/oV1Omffff79at26tJUuW6Oeff9a6deu0cOFCLVy4UC+//LJWrFihW2+9NVc1AwCQVzTrAADkszZt2mjJkiU6ffq0fZq/v7+uXLmi8+fPq2jRohnWST0anpXY2NhMp6d+vFhQUJBKlCgh6f/uWL97924ZYxw6uv7ll19KkubOnatatWplmL9nz54ct+FqJUuWVHBwsC5duqS33norXz6HPTQ0VL1791bv3r0lSYcOHdIzzzyjxYsXa+DAgVqzZo3LMwEAyAw3mAMAwAmOHL0+ePCgJCkiIsI+LfX07J07d2ZYfvv27Tp06FC228zq88SnT58uSbrzzjvl53ftPfl69eqpZMmSOnXqlBYtWpRjvZL0zz//SLp207brLV++PN0bD+7i6+uru+++W9L/vZmQ3ypUqKDRo0dLEh/dBgBwK5p1AACc8PHHH6tv37765ZdfMswzxmjBggX66KOPJEk9evSwz2vdurUkafTo0UpMTLRP379/v/r27ZvjmwBbtmzRG2+8kW7a2rVrNX78eEnSv//9b/t0Pz8/vfTSS5KkJ554Qj/99FOG7W3atEmHDx+2f1+jRg1J0ocffphuuV27dumpp57Ktrb8NHLkSAUEBOj555/XtGnTMr1c4Pfff9eCBQtytd1t27Zp7ty5unTpUoZ5X3/9taTM37gAACC/cBo8AABOuHLliqZPn67p06erVKlSqlOnjkqWLKlz587pzz//tJ+W/vDDD+uxxx6zr/ff//5XX331lb777jtVrVpV9evX16lTp7Rp0yY1adJEjRs3zvQNgFSDBg3SsGHDNH36dNWqVUtHjx7Vzz//rJSUFD377LO655570i3/7LPPateuXZo4caKaNWumOnXqqFq1aoqPj9dff/2lv//+W6tWrbIf/R85cqQeeOABjRgxQl9++aVuueUWnTx5Uj///LPuuusuhYeHZ1tffqlbt65mzpypfv36qV+/fho+fLhuvvlmlSpVSv/884927Nihw4cPq3v37hk+2i07Bw4cUI8ePRQcHKy6deuqQoUKunr1qnbs2KFdu3YpICAgw5sjAADkJ46sAwDghMcee0yLFi3SM888o+joaP3555+aN2+eVq1aJV9fX/Xs2VNLly7VjBkz5OPzf392o6Oj9csvv6hr1646f/68vvnmG504cUIvvfSSvvvuO/n7+2eb26VLF61YsUJly5bVd999p40bN6pu3br6/PPP9d5772VY3mazacKECVq6dKk6d+6so0ePav78+dq0aZNKliyp0aNHp7s2vWvXrlqzZo1atWqlY8eOacmSJTp58qRGjRqlpUuX5lhffurWrZv++OMP/fvf/1axYsW0bt06zZ8/X3/++acqV66ssWPH6rXXXsvVNu+44w6NHTtWLVq00NGjR7VkyRJ9//338vX11YABA7R9+3a1a9cun0YEAEBGNuPMrWIBAAAAAIDLcWQdAAAAAACLoVkHAAAAAMBiaNYBAAAAALAYmnUAAAAAACyGZh0AAAAAAIuhWQcAAAAAwGJo1gEAAAAAsBiadQAAAAAALIZmHQAAAAAAi6FZBwAAAADAYmjWAQAAAACwGJp1AAAAAAAshmYdAAAAAACLoVkHAAAAAMBiaNYBAAAAALAYmnUAAAAAACyGZh0AAAAAAIuhWQcAAAAAwGJo1gEAAAAAsBiadQAAAAAALIZmHQAAAAAAi6FZBwAAAADAYmjWAQAAAACwGJp1AAAAAAAshmYdAAAAAACLoVkHAAAAAMBiaNYBAAAAALAYmnUAAAAAACyGZh0AAAAAAIuhWQcAAAAAwGJo1gEAAAAAsBiadQAAAAAALIZmHQAAAAAAi6FZBwAAAADAYmjWAQAAAACwGJp1AAAAAAAshmYdAAAAAACLoVkHAAAAAMBiaNYBAAAAALAYmnUAAAAAACyGZh0AAAAAAIuhWQcAAAAAwGJo1gEAAAAAsBiadQAAAAAALIZmHQAAAAAAi6FZBwAAAADAYmjWAQAAAACwGJp1AAAAAAAshmYdAAAAAACLoVkHAAAAAMBiaNYBAAAAALAYP08XUBAYY5ScnKyrV696uhQgHX9/f/n6+nq6DAAAAAAuRrOeDWOMzp07p1OnTik5OdnT5QCZKlasmMqWLSubzebpUgAAAAC4CM16No4fP65z584pJCREISEh8vPzoyGCZRhjdPHiRZ08eVKSVK5cOQ9XBAAAAMBVaNazkJycrLi4OJUqVUolS5b0dDlApoKDgyVJJ0+eVOnSpTklHgAAAPAS3GAuC1euXJExRoULF/Z0KUC2ChUqJOnaaxYAAACAd6BZzwGnvcPqeI0CAAAA3odmHQAAAAAAi6FZBwAAAADAYmjWAQAAAACwGO4Gn0cHDx7U6dOnPVpDyZIlFRkZmad1R40apdGjR+vUqVOZ3u2+Zs2aKlmypFavXq39+/crOjpakvTVV1/p/vvvz9W2HnzwQc2bN08vvPCCxo0bl2k9+/fv1+jRo/XTTz/pyJEjKlasmKpWraoWLVpo9OjR9uVSUlI0c+ZMjR8/Xnv27NGVK1dUrlw53XHHHerfv7/uuOMOSdLq1avVokULzZs3Tw888EC6rNjYWL399tv6/vvvdfjwYUlSxYoV1aJFCz355JOqVatWhrGVLl1asbGx9pu5papYsaJq1qypb775xj4tu2vIn3zySU2cOFGS1K9fP02bNs0+r3DhwipdurTq1q2rnj17qkuXLvLx4f00AAAA4EZEs54HBw8eVI0aNXTx4kWP1lGoUCHt3Lkzzw17Xrzyyivq2rWrwzc1i4+P19dff62KFStq9uzZGjt2bIZ19+7dq/r16ys4OFiPPvqoKlasqGPHjmnr1q0aN25cumZ90KBBGj9+vDp37qxevXrJz89Pu3bt0tKlS3XTTTfZm/WsfPPNN+revbv8/PzUq1cv1a5dWz4+Pvrrr7+0YMECTZgwQbGxsYqKikq33smTJzVhwgQ999xzDo377rvvVp8+fTJMr1q1arrvAwMD9cknn0iSLl26pAMHDujrr7/WAw88oObNm2vx4sUKCQlxKBMAAACA96BZz4PTp0/r4sWLmjlzpmrUqOGRGnbu3KmHH35Yp0+fdluzfttttykmJkYLFy5U165dHVpn/vz5Sk5O1meffaaWLVvqp59+UrNmzdIt8+677+rChQuKiYnJtElOdeLECX388cd6/PHHNXny5HTLvffeezp16lS2tezbt089evRQVFSUVq5cqXLlyqWbP27cOH388ceZHs2+7bbb9Oabb6p///72zzbPTtWqVfXwww/nuJyfn1+G5f73v/9p7NixGjZsmB5//HHNnTs3x+0AAAAA8C40606oUaOG6tat6+ky3KZHjx66ePGiXnnlFXXp0sWho+uzZs3S3XffrRYtWqhGjRqaNWtWhmZ93759ioiIyNCoS1Lp0qXtX8fGxsoYoyZNmmRYzmazpVs2M2+88YYSEhI0derUDI26dK1xHjRoUKbrvvzyy+ratasmTJigIUOGZJvjCi+++KJWrVqlefPm6dVXX81wRB4AAACAd+OCWDjM19dXw4cP12+//aaFCxfmuPzRo0e1atUq9ezZU5LUs2dPffXVV0pKSkq3XFRUlA4dOqQff/wx2+2lNvPz5s3L0yUI33zzjSpXrqyGDRvmet277rpLLVu21BtvvKFLly7luPzly5d1+vTpDI/rx56d3r17yxijFStW5LpeAAAAAAUbzTpy5aGHHlKVKlX0yiuvyBiT7bKzZ89WYGCgOnfuLOnakfmzZ8/qu+++S7fcoEGDFBAQoFatWqlOnToaPHiwFi9enKEhL1eunPr06aNvv/1WERER6tq1q95++2399ddfOdYdHx+vo0ePqmbNmhnmnTt3Ll1DnVUzPnLkSJ04ccJ+g7jsfPrppypVqlSGx4IFC3JcN1Vqrfv27XN4HQAAAADegWYduZL26PqiRYuyXXbWrFnq0KGDihYtKkmqUqWKbr/9ds2aNSvdcrfccotiYmL08MMPa//+/Xr//fd13333qUyZMpoyZUq6ZadOnaqPPvpI0dHRWrhwof7zn/+oRo0aatWqlY4cOZJlLfHx8ZKkIkWKZJjXvHnzdA31+PHjM91G06ZN1aJFC4eOrnfu3FkrVqzI8GjRokW266WVWuv58+cdXgcAAACAd6BZR5ayuia9V69eqly5crZH13fu3Klt27apSZMm2rt3r/3RvHlzffPNN/bmOVXVqlU1Y8YMnT59Wtu3b9frr78uPz8/PfHEE/rhhx/sy/n4+GjAgAHasmWLTp8+rcWLF6t9+/b68ccf1aNHjyzHkvqGwYULFzLMmzRpklasWKGZM2fm+JyMGjVKx48fz/HoekREhFq3bp3hUaZMmRwzUqXWmlo7AAAAgBsHzfoNKigoSJKyPEJ88eJF+zLXSz26HhMTo8WLF2e6TGrj++9//1tVqlSxP95++21dvnxZ8+fPz3Lbt956q4YNG2a/Lv76I/GpSpQooU6dOum7775Ts2bNtHbtWh04cCDTZUNDQ1WuXDn9/vvvGeY1bNhQrVu3zvTGdddr2rSpmjdv7vC1685IrbVy5cr5mgMAAADAemjWb1CpN2vbtWtXhnkXL17UoUOHMr07e6qHH35YlStX1ujRozMcXTfG6IsvvlCLFi00b968DI9atWpl2YCnVa9ePUnSsWPHXLJshw4dtHfvXm3cuDHH7WUn9ej6pEmTnNpOTmbMmCGbzaa77747X3MAAAAAWA8f3XaDatWqlQICAjRhwgS1bNky3WeLT548WVevXlX79u2zXD/16Hq/fv0yzFu3bp3279+vV155RQ888ECG+bt379aIESN09OhRhYeH6+eff9Ydd9whf3//dMul3oiuWrVqkqTjx4/rn3/+0c0335xuuaSkJK1cuVI+Pj7ZHoV+4YUX9MUXX+jRRx/VypUrM5ySntMN81I1a9ZMzZs317hx4xxeJ7fGjh2r77//Xj169FCVKlXyJQMAAACAddGsO2Hnzp0FNrt06dJ6+eWXNXz4cDVt2lSdOnVSoUKF9Msvv2j27Nlq06aNOnbsmO02evXqpVdffVUxMTHpps+aNUu+vr7q0KFDput16tRJL730kubMmaMhQ4Zo3Lhx2rJli7p27apatWpJkrZu3arp06crLCxMgwcPliQdPnxYDRo0UMuWLdWqVSuVLVtWJ0+e1OzZs/Xbb79p8ODBKlmyZJb1VqlSRV988YV69uypatWqqVevXqpdu7aMMYqNjdUXX3whHx8fRURE5Pj8jRw5Mtubxe3evTvTa+DLlCmT7kj51atX7ctdvnxZBw4c0JIlS7R9+3a1aNFCkydPzrEWAAAAAF7IIFOXLl0yf/75p7l06VKGeQcOHDCFChUykjz6KFSokDlw4IBT45w5c6a54447TOHChU1gYKCpXr26GT16tLl8+bJ9mdjYWCPJvPnmmxnWnzp1qr2eU6dOmaSkJFOiRAlz1113ZZsbHR1t6tSpY4wxZt26dWbAgAGmZs2aJjQ01Pj7+5vIyEjTr18/s2/fPvs68fHx5v333zdt27Y1ERERxt/f3xQtWtQ0atTITJkyxaSkpNiXXbVqlZFk5s2blyF779695umnnzaVK1c2QUFBJjg42FSvXt089dRTJiYmJt2yI0eOtI/tes2aNTOSTIcOHdJNz+5n1qxZM/tyffv2zfDzrFixorn//vvNV199ZZKTk7N9DlNl91oFAAAAUDDZjMmn83gLuMuXLys2NlbR0dGZ3mjt4MGDOn36tAcq+z8lS5ZUZGSkR2uA5+X0WgUAAABQ8HAafB5FRkbSKAMAAAAA8gV3gwcAAAAAwGJo1gEAAAAAsBiadQAAAAAALIZmHQAAAAAAi6FZBwAAAADAYmjWc8An28HqeI0CAAAA3odmPQv+/v6y2WxKSEjwdClAti5evCjp2msWAAAAgHfgc9az4Ovrq9DQUJ06dUqJiYkKCQmRn5+fbDabp0sDJF07on7x4kWdPHlSxYoVk6+vr6dLAgAAAOAiNsM5tFkyxiguLk4nT55UcnKyp8sBMlWsWDGVLVuWN5IAAAAAL0Kz7gBjjJKTk3X16lVPlwKk4+/vzxF1AAAAwAvRrAMAAAAAYDHcYA4AAAAAAIuhWQcAAAAAwGJo1gEAAAAAsBiadQAAAAAALIZmHQAAAAAAi6FZBwAAAADAYmjWAQAAAACwmP8Hy7io2Z1srckAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Using 3rd row of 38.211 Table 7.4.1.5.3-1\n",
    "# Using period=5 and offset=2 => Slots 2, 7, ... will contain CSI-RS\n",
    "csiRsConfig = CsiRsConfig([CsiRsSet(\"NZP\", bwp, symbols=[3], numPorts=2, period=5, offset=2)])\n",
    "csiRsConfig.print()\n",
    "\n",
    "carrier.slotNo = 0\n",
    "for slot in range(8):\n",
    "    grid = bwp.createGrid(csiRsConfig.numPorts)\n",
    "    csiRsConfig.populateGrid(grid)\n",
    "    # Only drawing the first port \n",
    "    grid.drawMap(ports=[0], reRange=(0,36), title=\"Slot Map for slot %d\"%(carrier.slotNo))\n",
    "    carrier.slotNo += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "52ff3dc3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}