{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import pandas as pd\n",
    "import formatplot\n",
    "from netCDF4 import Dataset, num2date, date2num\n",
    "import os\n",
    "root=\"\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(61361, 311)\n",
      "(61361,) 311 297\n"
     ]
    }
   ],
   "source": [
    "datafile=root+\"/work/data/saws/WC_all_accum-filled.nc\"\n",
    "ncdataset=Dataset(datafile, \"r\", format='NETCDF4')\n",
    "#print ncdataset.variables\n",
    "names=ncdataset['name'][:]\n",
    "names[155]=\"LANGEBAAN2\"\n",
    "lats=ncdataset['lat'][:]\n",
    "lons=ncdataset['lon'][:]\n",
    "ids=ncdataset['id'][:]\n",
    "data=ncdataset[\"pr\"][:]\n",
    "time=ncdataset['time']\n",
    "calendar=time.calendar\n",
    "units=time.units\n",
    "#times=num2date(time[:], units, cal)\n",
    "times=pd.date_range(\"1850-01-01\", \"2017-12-31\", freq=\"d\")\n",
    "timesext=pd.date_range(\"1850-01-01\", \"2018-10-31\", freq=\"d\")\n",
    "print data.shape\n",
    "print times.shape, \n",
    "ntext=timesext.shape[0]-times.shape[0]\n",
    "nstat=data.shape[1]\n",
    "filler=np.zeros([ntext,nstat])\n",
    "filler[filler==0]=np.nan\n",
    "dataext=np.append(data, filler, axis=0)\n",
    "dataext=pd.DataFrame(dataext,index=timesext,columns=names)\n",
    "print len(names), len(np.unique(names))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"/work/data/saws/update2018/update_all.csv\", \"r\") as inpf:\n",
    "    newdata=inpf.readlines()\n",
    "newdata=np.array([x.strip().split(\",\") for x in newdata[1:]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ALGERIA_-_BOS\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BELLEVUE\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BETTY_S_BAY_HEROLD_PORTER\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BLYDSKAP\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BOONTJIESKRAAL\n"
     ]
    },
    {
     "data": {
      "image/png": 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MjWDNPrZQyyYuZeb5xkCfJ+Y4saO2w9eyzSBjULZkFsIllS1uOLnB7TnchT5Tk7+Ve5pRNG0xDrYetb2M6Uv2YOozm7G15si4NBRNW4z7X9ud6aex1W+7LiOcO3FcrgEG+jzbUNWKKTOKPferI2L/JHNzT/EjYxRaJjjgFTvdN119g7j60XX46Uvbj097ZXs9AGB7bYft5VS3psrWO3oHLJvWzlxb5SxhOTR39426OTmV67x7eXs9Khq6ss7zwV8tzfid1XGIS+DNNwb6gIw6yU2fa9tTrS72NXX7t/yA3f/abty+oMx1WvJ18Vld+IvKGnDN79d5foIadTgdLqpvIBUstxw8Mu67nfWdGMzR6V3RtMW4bZ7/I4Plcsl9K/DtWZtd/37+1jr88G9bM37/bPFBXPPYOtfLD0tj57HIDMpuV8EG+n97fP2oHJZvbEa1qLcSMKdv5toqvLB5fAuIOBSH/viFbaho7ILbVq1+bqJ5n6Y/z1pfjfsW5y5yeankRJ/3a/e1ZpnTX5tzvIGda7cuKsvPy2Hp/ZmPc/KyB1bisgdSzYnXV+bvWHhRsIF+Z30nFmytz8/KTCdfECdikDeNOATzfBu7T3Lu/1HHf/wO3VnvrDL+z28edDR/Ick1PvHg8AiODXh7hyGtvuMYVu5ptj1/d9+gL+t1o2ADfdBGVdQFFYjzEIT9uIlE/OHFtbj2g2OH+bib+36ZsaoSzxafqF/yYw80d/X5sBSgsrkH/UPZi8G+NWsTPvzrzOX+Thyz0SdO3+AwHlm+D69sr8dH73wdOxzUyfiJgd5n6Ys/V4CMevBzkpP3c2xQ++tUdB7LXw7JTRl/WV3HmFYjavHJG7vJ8tIE1txvzG+W7cVdr+Yet8HJ+XPJ/SvcJGsURSrQ57KxKr9jz85cW4Xfr9iPm19MFRPvaginKTUDvU2qiiU7G3OOFpXxBLdxnfUPDWNZAL0Olh4aXwnoB9udqgWw7jlbavHxu15HZfP4Sm2rXf2NP21ET7/zt5KztcvOFDxVFVNmFOO6J4rx65fLR+0nv/YFi9SCY/+envsgeOlF008M9DYt3XUY3//rVjy55oCn5aQDh9XJ9NDSvfjuc6XYWOW0/4vsZ+bP5vrbYmPNvhZcct8bnvtr8SJdNlrZfKIderbLblN1O1ZZlKd+97kSPLR0j69pGxgeOf6Ibi5/H10ZG/Vnunjh/szOly4QCkGr0b9JY6eL8kSx/DhOrdFFQUevvSKJsMqI71+8G83d/Y5e9snmvsUnigL+7+wSNHX14dUf2e0SInWB/9N9b+CC977D8bqXlTcBaMJtV3/IxlpGs7P/FaNz315y4qv2JuOt2EKKyVHZ1sTl6Lv6BlE0bXHYyRjN8cG2/kGxqSmXAphXmmpy19ozgPKGThRNW4y1Pr8ibyfpmeaxWy78p3UnKvfe2N1kqxXK2IDZ0t2P4kr/ewK0E5cfXLoHzd3WGQA3Oc0dtR2+D35ReugIPnbnMl+XmU1QRUt9g8MomrY4Etd4nIrPEhfoW7r7A11++rJduKMBmyyKWHIV0adPDqsgePy7DLFhxe7RRQ8Ltp5oW73FGIB8xe4m5IvdfkXc9j9yqO0ottUEU7/glNUxMR/DmrbcHcZleIdu1Dlz5OgApswoxk/m2HvHw+595PmNNejyqefUUev3fYnZdWWogI9IxjmnsHL4iQv0QRkbqn78wjZ8dWbmLkbd5OSi2FwvzBRd/pvV+OIf3sw6T9AXTrq+xFyp5nSflBhvxHb0DljmAs2bkF5P2B3dOd2t+epMLB9xcnYC31NIVKDvGxy2lbMK0qjy2GytLbKcsXaLQsJ+dHz0jX0ZvzvUdhRbD6UqJIOoKMt2U/RzfdU26yGyHYsZqyoBwNHbuXkdhk8VIwEMiBNXL26x1w9+9LJlmSUq0N/y4nZ8589bwk7GcebA3G007ct2cmQKFqqK4srWcRd/tmBXeqjdtzcAMyk3OqSyCqyX/2a15aAKr+7wd2RJBXA0Q7PJoeER110fZFyfKg4amQlPY/ZmSFcYN+9nig/iA798De1GgwMvFpc14pP3LMeQh0FZ7DLv/6hUekZVogJ9lPrq9nLiqQIjIydyWQt3NOCbT2/CHJs5jaauPnzpjxvwcx86wvL7+vnRC9t8WY45IGbqntfcP4xflldkqgPJHKHNLbWsbg7pKT+Zs/14txz57OM/PZLTYTctysa489VytB0dwJHeEzeNNytbsctUwe7lZhalgG6nuCoqT+FsXulQ7p4axfLz8WnpdvRjph9o6Rl1Elz+21Vo6xlAxd1Xo84YZ9TuyxfpF4NydQGbjZ/nY5ClAqqZm6NmyukDwJNrDuBD//2djtdnHgR9qY2X21TtNxD4+zbnfS/l44bgtVhn2oKd+OQ/nIFHvvoJn1IUDW6KCFkZ64Mg75Z+LTvTctJDvAGpi7e2/Rh6cxS95CN30NaTO0iFce6at73O5iDdt8zZjk/c/TqA1CAe//Fs9mK+PYft3ygzFrvZyNFZ7b+cGYosB/8iYxudynTTmDKj2PGy/GxYYD4O5jSO+hylrH4EJSrQR0mm027P4dQr+1YnZqaLw05A99JfejY3zi7xb2EBUOi4jqIOZqiQHx5R2y+jbapqw9WPrsNfNhyyNb/TQWCqfHrZzMoRG9tY2dyNeuMGaXnTMJ1D6bGGnQwq7ueTRnVLcPtq2MPTytj9lh4xbGBoBB+9YxkW+lwf5UWiAr3VxZar+CLb47217CeGuS281cn+t001udcw5mezTC8U5UNFQ1dk2yXfu6gCRdMWH78pZqv0G/JwER8ygls+BlR3UFfrm889vBafnr5y9DpzrPQK01Nnpt8E/ZDpd8b9d6/v9XV5S3YdRtvRfnT3D4164ztsiSijbz86gIvvWW75Xa4RbLbafCEnLx14HX+ZarS2DK0hzDkKGTXdfRLW7GvB1GfcjyoUtKfHDMF4b5ZBOx700IfNazudDZgxYopA2c4VJ8dmU1UbPjLpvzlKhxtuT5f5pXV4bqO9J56gWcX/VhvFjmNfQnTC+gateHxlqjltrr7x8yn2OfruvkHcu8j9nTPIbl6ztvW2nH+88jx3a1qd5fG8qqXHusO1ELP/di5mN1Y77FfmjoXlltPtnF+1R3rHdbnc0t2Pr87cmHMUtDCLpn82d0fG9wyszv3yhk6MjOiobo+tvFQyunWZ3YA59ia6qKwxlME+0q2YegeGI/PKbuwD/c/nlmGBzdYKqhqZsR4PZXmxy1x+f+1j6x0v2+3Fn2vfXPG7NfjazI1oytCvi12+VJx5eGrxcvFnqgTdVe++hVNTV/+4YpS0vYetxxb2s4gkkFHPxkS4bTVHcO1j6/HU2irsbsy8r3bVd+K2eaPHJ37zwOg+npw42u+uQcOUJ9bjbhv97o+V69Reu68lZ1fnQYh9oG9wELjnldbhsgdWjuqf3e6J47QVQa4ngO0WI804eY1c1fpi7+obQk2788qrrTVHcNkDKzG3NHfbc7sVmpnMDaB9uxM/+Jv7tvxOb1Jj6wkyHWGnfeWHnVHccMC6A7lmoympeaSnmvbe4xW/uQbemFti712RcTLsELeVwjvqOvFMcfW46ebBTTJdrtlixesVTXhsxX5XafIi9mX0TsLvFmOgY6vBKrJZs68FA3b7Xs/jGxFWq/r7tnpX7bH3N6X2SbmHtvd22bk5W/Udb+ZlL3t5v8CpsUUb+22MguSEn6ebk3uY1VvPbpeVizkDlO1Ga9nxnM93xE3V3ntIPZSHCv6xYh/ovcqVQ9tR24Gpz2zGWyecZMxvd7nO0xJm3xle2j0H8dJOlLqy8FOudyPCYN26Mr/PDOn1ZWoam0u3i9HDAG+dsdm5ZiqyFFPlk+uiGxE5V0RWichuESkXkZuN6e8WkeUist/4/wz/kmuZkEAX3268yp1+FD3SO5C1L2xzajY4HCkqHQTc3CQsf+Jg15Qcyu9Ymm6Yyza99ZboX9vpsKl6q/Mw11d4De5e6j7SdVZW3Zj0md4Id7qp+S7iGnss1u1vzTBnfnkpox8C8DNV/TCASwH8QEQuBDANwApVPR/ACuPvQHT0DngeVd3piZAakcjZco/azMWlyzHtXnA5Y46DjQuiXxi/PWY0W7Mj24swXjp7i8obmOlD/4XH16PBQx81n7z3Dd/eYrWzZ9z0p7Nkl3VXE7ZG+MpxvPy+basGsFAfuA70qtqoqluNz90AdgOYBGAKgNnGbLMBXO81kZk47SArqOKUJ9ccwK3GuKxWwddpLfu2Gns3Ly8tPfzkJfZ1OcgF1rTZGx8WGD0a11h2b7xRkGnXdpg6DXvZRZ1M2oCp0jTdoZobdh90ghqo3g43g8MnhS+tbkSkCMBFADYBeK+qNgKpmwGAs/xYhxW3ve2Nygl46FMkbfqSPceH9bNeht2Updh97T4nG+uds6UmZ8Wn38w3hqqAXm8fCSjnHZWiGy+5+Ez+bBpww+9BcIIYVGeOjRY65tPAanQqLwPcD46Mz8DZPeu8dL3ghufKWBF5B4D5AG5R1S4Hw8vdBOAmAHj/+9/vct2ufhYZ35q1adTfzV32L96xbdktd4WNc+kX83faXqddf1htv4hl7D7IxsmlEVTuLSpFN2Ze0xT368guq73kJKNxbGAY//n3Xcf/vu5x63dc7OzOIYubRJA85ehF5C1IBfm/quoCY3KTiJxtfH82AMvsoqrOVNXJqjp54sSJXpIRKNfXwKiLz3opYytqMnV1YGVsnzklIT4Sj/XQ0uz9h5j3jNvXxHMFpyByTGG8bGfn/IvCvefNAAZmt+J2W9fsaznehNipqpYetPX0Y2BMEaxVEWAUjoUVL61uBMAsALtV9WHTVwsBTDU+TwXwivvk5UiD45eYnHmppBbfdtDvS2PnMTz6xv5x68pHjsnNS0x+DbvopJwdgOurIciLyM6+uOyBlbaKbuKWQ7ZK7tiglsvepu7sV6NP+2Rs9wi5pM+Zqc9sztktdSZX/G4NLv/N6tgdVzMvOfpPA/gWgCtEZLvx7xoA0wFcJSL7AVxl/B0Itzt+faX5lerM0eOR5ZnHRLWyufpEE0XzCDv5YLW+qtajeGrNgYy/+cxvVvmy7r7B/DyG5n5GMs3r8Kbg174Iw7osFc9J88Qq+8WCgH/vA/T0D9m6V1n2BWUh3zl/12X0qroema+3K90uN0jpCtPXK04018q2w70cjIYO8/BxwWvIMPiGbxW7WUSxbXOfzdG4zGrbe/HmgVZ8dNLpGeeJYhm9OYPhSpyzqnlkZxzcDosK37HeqGjC6o/ktwFEQb4Zay7yeXn76MEBttd2YPXeZtzyuQs85QaiEhDqbY6+5IXT/eR01wyPKE4+aXQwylWE8tTaKmcrAfAvD/mTq/fz0EfjLPLO3IzTSnffEAYD6OzLz2Pxos0xm3M5OjCM7z2/1Zdl2RXrTs3cNnUz/+zVMaPAXD+j+Hg5ux29A7krE6PSJC8oQRfdpDuAc3LzdJOjtzL20GU7liUH21E0bTEOtQU3IlJSba/t8Nx/e6aBslbv9Sf33G+jKaaqRvIBKd6B3uXvTvLxSCw0PRGkO00DMg8KEhQ7w8cF5cks9QBWnD8pOc+W+dWO3sm5Mn9rqmgw28taQXPT2iiCcclXbith3Tjc1RfJljexDvRuOR3fM5tpC060Q39+44kmj+bcZxTv8GGascrhjcHYlebDkatc2q+LbeyhW5rhdfxRvwnxgNt5wgzKR+90Nyh5kL761AbflmWnlZ/XLryDEutA7/p6ysN1GMGbemxZ7ctcdQ9+jTw1tj95px3VxYGd6ygO3QfsrBvf1326f3y3rMaNyMVpXGoLaJQ0s4IM9HbLAr0Ea3OOMoqPcrHkYD/m+Q1zAMEcZ6en+IubnVcY2ulb6fvPlzpebr45bXppx1bTi4hBPajlo8FErAN9kDp7B9HiITdg1d0qeZPvPtKdSo/76mdA6M/RWmWs+17LPFi6F1Hpbjff7vYwHrVd+cgIxjrQB9FRUtoMB/215MIyem/i8kSU7k7XzeN+Jo0BdF5G7ti9jJ22QsvH6R3vQB9gAPWzHXxcAlVUReWdBLuC6pEzTCcxsxIYltETIX4V237m6Ck6xlbM++XG2SWyqFG0AAAHp0lEQVSBLNcs1oGemYzCcLx5ZdwifoIk/aU/O36/wv6LlFET60AfZNkNg0p0LN3VCCAeTfyIoijegT5AfsZ5Zoa8mW10zBbmMHREccZAn0F5w/iXL9za19Tj27IKGe+X4eG+j7dYB/ogT76NVR67fjWZEcCLHET5FFRFJOVHvAN9TLIZQQ1UXWj87IyOqJDEOtDHBQO9TxjniVyJdaCPy3XPOO8Pr/2VExWqeAf6mDzKM9ATUZhiHejjYiCAIdKIiOyKdaCPR36eiChc8Q70jPRERDnFOtATEVFusQ70QfZHT0SUFLEO9IzzRES5xTvQExFRTrEO9MzQExHlFkigF5GrRWSviFSKyLQg1pFaT1BLJiLKj3wM0+h7oBeRkwHMAPB5ABcC+LqIXOj3eoiIyJ4gcvSXAKhU1SpVHQDwIoApAayHrW6IKPby0QN0EIF+EoBa0991xjTfbaxuC2KxFEE1bb1hJ4EoEKecHHxVaRBrsMpmj7tnichNIlIiIiUtLS2uVnT/Fz/q6nf59vZTTg47CbF3yoRYtxsgyugP37w48HWI+ty1oohcBuBOVf1X4+/bAUBVH8j0m8mTJ2tJSYmv6SAiSjoRKVXVybnmCyKbtAXA+SJynoicAuBrABYGsB4iIrJhgt8LVNUhEfkhgGUATgbwjKqW+70eIiKyx/dADwCq+hqA14JYNhEROcMaLiKihGOgJyJKOAZ6IqKEY6AnIko4BnoiooTz/YUpV4kQaQFwKOx0WDgTQGvYiQgBt7uwcLvj6x9UdWKumSIR6KNKRErsvHWWNNzuwsLtTj4W3RARJRwDPRFRwjHQZzcz7ASEhNtdWLjdCccyeiKihGOOnogo4Qoq0IvIMyLSLCK7TNM+LiIbRGSniLwqIu8ypl8lIqXG9FIRucL0m68b08tEZKmInBnG9tjlZLtN379fRHpE5FbTtJ+ISLmI7BKRF0Tk1Hxuh1NOt1tEPmZ8V258f6oxPVbHG3B8rr9FRGYb03enx5AwvovNMReRc0VklbEN5SJyszH93SKyXET2G/+fYUwXEXlMRCqNY3uxaVkPGcvYbcwT73FLVbVg/gH4DICLAewyTdsC4HLj8/8BcI/x+SIA7zM+fwRAvfF5AoBmAGcafz+E1EAroW+fH9tt+n4+gLkAbjX+ngSgGsDbjL9fAvAfYW+bj8d7AoAyAB83/n4PUt1sx+54u9j2bwB40fj8dgAHARTF7ZgDOBvAxcbndwLYB+BC45hNM6ZPA/Cg8fkaAEuQGhXvUgCbjOmfAlBsHP+TAWwA8Nmwt8/Lv4LK0avqWgDtYyZ/EMBa4/NyAF8y5t2mqg3G9HIAp4rIW5E6KQTAacZd/l0AGhBhTrYbAETkegBVSG232QQAbxORCUgFhCRt9/8GUKaqO4zftqnqMGJ4vAHH265Ibd8EAG8DMACgy/guNsdcVRtVdavxuRvAbqRuVlMAzDZmmw3geuPzFAB/0ZSNAE4XkbOR2h+nAjgFwFsBvAVAU942JAAFFegz2AXgOuPzlwGcazHPlwBsU9V+VR0E8H0AO5E66S8EMCsfCfWZ5XaLyGkAfgHgLvPMqloP4LcAagA0AuhU1dfzllr/ZDreFwBQEVkmIltF5DYASNDxBjJv+zwAR5E6rjUAfquq7XE+5iJShNRT+SYA71XVRiB1MwBwljHbJAC1pp/VAZikqhsArEJqmxsBLFPV3flJeTAY6FOPsD8QkVKkHvcGzF+KyD8CeBDAd42/34LUhX8RgPch9bh/O+In03bfBeARVe0xz2yUa04BcB5S232aiPx7HtPrl0zbPQHAPwP4pvH/F0XkygQdbyDztl8CYBip7TsPwM9E5ANxPeYi8g6kih5vUdWubLNaTFMR+R8APgzgHKRuBleIyGf8T2n+BDLCVJyo6h6kHtshIhcAuDb9nYicA+DvAL6tqgeMyZ8wfnfAmOclpMr9YiXLdv9PADeIyEMATgcwIiJ9SD26Vqtqi/GbBUiVZT6f77R7kWW76wCsUdVW47vXkCrj7jJ+F+vjDWTd9m8AWGo8vTSLSDGAyUgVYcTqmBs35vkA/qqqC4zJTSJytqo2GkUzzcb0Oox+gj8Hqae2fwewMZ3ZEZElSJXhr0VMFXyOXkTOMv4/CcCvADxp/H06gMUAblfVYtNP6gFcKCLpjoSuQqosMFYybbeq/ouqFqlqEYBHAdyvqk8g9fh+qYi83SirvhIJ2m6kxjj+mLF9EwBcDqACCTneQNZtr0Eq1ypG0d2lAPYgZsfcSOMsALtV9WHTVwsBTDU+TwXwimn6t43tvhSpoql08dXlIjLBuHFcjghvty1h1wbn8x+AF5AqcxtE6m5+I4Cbkaqd3wdgOk68RPYrpMott5v+nWV89z2kDnwZgFcBvCfsbfNru8f87k4YrW6Mv+9CKgDsAvAcgLeGvW1+bjdSOblyY/seMk2P1fF2uu0A3oFUC6typG5uP4/jMUeqyE2N45S+Zq9BqgXVCgD7jf/fbcwvAGYAOIBUHcxkY/rJAJ4yjnkFgIfD3jav//hmLBFRwhV80Q0RUdIx0BMRJRwDPRFRwjHQExElHAM9EVHCMdATESUcAz0RUcIx0BMRJdz/BwTCnWjuIJJSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CmzgwNIK1+9hCLZu4lJnnGwN9npjjxM7aDl/LNoOMQdmSWQiXVLa44eQGt+dIF/pMTf5W7WlG0fQlONR6zPYyZizdg2nPbMG2mqPj0lA0fQnuf7Uy009jq992XUY4d+K4XAMM9Hm2saoVU2cWe+5XR8T+SebmnuJHxii0THDAK3a6b7r6BnHNo+vxkxd3nJj28o56AMCO2g7by6luTZWtd/QOWDatnbWuylnCcmju7ht1c3Iq13n30o56VDR0ZZ3n/b9clvE7q+MQl8Cbbwz0ARl1kps+17anWl3sa+r2b/kBu//VSty+sMx1WvJ18Vld+IvLGnDt79Z7foIadTgdLqpvIBUstx46Ou67XfWdGMzR6V3R9CW4bb7/I4Plcul9K/Ht2Vtc/37Btjr84K/bMn7/bPEhXPvYetfLD0tj5/HIDMpuV8EG+n9+fMOoHJZvbEa1qLcSMKdv1roqPL9lfAuIOBSH/uj57aho7ILbVq1+bqJ5n6Y/z95QjfuW5C5yebHkZJ/36/a1ZpnTX1tyvIGda7cuLsvPy2Hp/ZmPc/LyB1bh8gdSzYk3HMjfsfCiYAP9rvpOLNxWn5+VmU6+IE7EIG8acQjm+TZ2n+Tc/6OO//gduqveWWX8H9845Gj+QpJrfOLB4REcH/D2DkNafcdxrNrTbHv+7r5BX9brRsEG+qCNqqgLKhDnIQj7cROJ+MOLa3HtB8cO83E39/0yc/UBPFt8sn7Jjz3Q3NXnw1KAA8096B/KXgz2rdmb8cFfZS73d+K4jT5x+gaH8ciKfXh5Rz0+fOdr2OmgTsZPDPQ+S1/8uQJk1IOfk5y8n2OD2l+novN4/nJIbsr4y+o6xrQaUYtP3thNlpcmsOZ+Y369fC/ueiX3uA1Ozp9L71/pJlmjKFKBPpdNVfkde3bWuir8buV+3PxCqph4d0M4TakZ6G1SVSzd1ZhztKiMJ7iN66x/aBjLA+h1sPTw+EpAP9juVC2Adc/dWouP3vUaDjSPr9S22tXf+MMm9PQ7fys5W7vsTMFTVTF1ZjGuf6IYv3qpfNR+8mtfsEgtOPbv6bkPgpdeNP3EQG/Tst1H8L2/bMOTaw96Wk46cFidTA8t24vvPleKTVVOx7/Mfmb+dJ6/LTbW7mvBpfe97rm/Fi/SZaMHmk+2Q8922W2ubsdqi/LU7z5XgoeW7fE1bQPDIyce0c3l76MrY6P+TBcv3J/Z+dIFQiFoNfo3aex0UZ4olh/HqTW6KOjotVckEVYZ8f1LKtHc3e/oZZ9s7ltysijg/80pQVNXH175od0uIVIX+D/c9zoufPfbHK97eXkTgCbcds0HbKxlNDv7XzE69+0lJ756bzLeii2kmByVbU1cjr6rbxBF0/PTI5xtjg+29Q+KTU25FMD80lSTu9aeAZQ3dKJo+hKs8/kVeTtJzzSP3XLhP6w/Wbn3emWTrVYoYwNmS3c/ig84fRLKzU5cfnDZHjR3W2cA3OQ0d9Z2+D74Renho/jInct9XWY2QRUt9Q0Oo2j6kkhc43EqPktcoG/p7g90+enLdtHOBmy2KGLJVUSfPjmsguCJ7zLEhpWVo4seFm472bZ6qzEA+crKJuSL3X5F3PY/crjtGLbXBFO/4JTVMTEfw5q23B3GZXiHbtQ5c/TYAKbOLMaP59p7x8PufeTPm2rQ5VPPqaPW7/sSs+vKUAEfkYxzTmHl8BMX6IMyNlT96Pnt+OqsTRnnd5OTi2JzvTBTdMWv1+AL//1G1nmCvnDS9SXmSjWn+6TEeCO2o3fAMhdo3oT0esLu6M7pbs1XZ2L5iJNzEvieQqICfd/gsK2cVZBGlcdma22R5Yy1WxQS9qPjo6/vy/jd4bZj2HY4VSEZREVZtpuin+urtlkPke1YzFx9AAAcvZ2b12H4VDESwIA4cfXCVnv94EcvW5ZZogL9LS/swHf+uDXsZJxgDszdRtO+bCdHpmChqig+0Dru4s8W7EoPt/v2BmAm5UaHVFaB9Ypfr8HX/zD+ieeVnf6OLKkAjmVoNjk0POK664OM61PFISMz4WnM3gzpCuPm/UzxIbzvF6+i3Whw4MWSskZ8/J4VGPIwKItd5v0flUrPqEpUoI9SX91eTjxVYGTkZC5r0c4GfPPpzZhrM6fR1NWHL/5+I37mQ0dYfl8/P3x+uy/LMQfETN3zmvuH8cuKikx1IJkjtLmlltXNIT3lx3N3nOiWI599/KdHcjripkXZGHe+Uo62YwM42nvypvHGgVbsNlWwe7mZRSmg2ymuispTOJtXOpS7p0ax/HxiWrod/ZjpB1t6Rp0EV/xmNdp6BlBx9zWoM8YZtfvyRfrFoFxdwGbj5/kYZKmAaubmqJly+gDw5NqD+MD/fLvj9ZkHQV9m4+U2VfsNBP623XnfS/m4IXgt1pm+cBc+/ndn4pGvfsynFEWDmyJCVsb6IMi7pV/LzrSc9BBvQOrirW0/jt4cRS/5yB209eQOUmGcu+Ztr7M5SPctc3fgY3e/BiA1iMe/Ppu9mG/PEfs3yozFbjZydFb7L2eGIsvBv9jYRqcy3TSmzix2vCw/GxaYj4M5jaM+RymrH0GJCvRRkum023Mk9cq+1YmZ6eKwE9C99JeezY1zSvxbWAAUOq6jqEMZKuSHR9T2y2ibq9pwzaPr8aeNh23N73QQmCqfXjazctTGNh5o7ka9cYO0vGmYzqH0WMNOBhX380mjuiW4fTXs4Wll7H5Ljxg2MDSCD9+xHIt8ro/yIlGB3upiy1V8ke3x3lr2E8PcFt7qZP/r5prcaxjzs9mmF4ryoaKhK7Ltku9dXIGi6UtO3BSzVfoNebiIDxvBLR8Dqjuoq/XNZx9eh0/OWDV6nTlWeqXpqTPTb4J+yPQ74/7b1/b6urylu4+g7Vg/uvuHRr3xHbZElNG3HxvAJfessPwu1wg222y+kJOXDrxOvEw1WluG1hDmHIWMmu4+CWv3tWDaM+5HFQra02OGYLw3y6AdD3row+bVXc4GzBgxRaBs54qTY7O5qg0fmvw/HKXDDbeny4LSOjy3yd4TT9Cs4n+rjWLHsS8hOmF9g1Y8virVnDZX3/j5FPscfXffIO5d7P7OGWQ3r1nbelvOP155nrs1rc7yeF7V0mPd4VqI2X87F7Mbaxz2K3PHonLL6XbOr9qjveO6XG7p7sdXZ23KOQpamEXTP523M+N7BlbnfnlDJ0ZGdFS3x1ZeLBndusxuwBx7E11c1hjKYB/pVky9A8OReWU39oH+Z/PKsNBmawVVjcxYj4ezvNhlLr+/7rENjpft9uLPtW+u/O1afG3WJjRl6NfFLl8qzjw8tXi5+DNVgu6ud9/Cqamrf1wxStreI9ZjC/tZRBLIqGdjItz2mqO47rENeGpdFSobM++r3fWduG3+6PGJ3zg4uo8nJ471u2vQMPWJDbjbRr/7Y+U6tdfta8nZ1XkQYh/oGxwE7vmldbj8gVWj+me3e+I4bUWQ6wlgh8VIM05eI1e1vti7+oZQ0+688mpbzVFc/sAqzCvN3fbcboVmJvMCaN/uxPf/6r4tv9Ob1Nh6gkxH2Glf+WFnFDcetO5ArtloSmoe6ammvfdExW+ugTfmldh7V2ScDDvEbaXwzrpOPFNcPW66eXCTTJdrtljxWkUTHlu531WavIh9Gb2T8LvVGOjYarCKbNbua8GA3b7X8/hGhNWq/ra93lV77P1NqX1S7qHtvV12bs5WfcebednLXt4vcGps0cZ+G6MgOeHn6ebkHmb11rPbZeVizgBlu9Fadjzn8x1xc7X3HlIP56GCf6zYB3qvcuXQdtZ2YNozW/DmiacY89tdrvO0hNl3hpd2z0G8tBOlriz8lOvdiDBYt67M7zNDen2Zmsbm0u1i9DDAW2dsdq6ZiizFVPnkuuhGRM4TkdUiUiki5SJyszH9nSKyQkT2G/+f6V9yLRMS6OLbjVe504+iR3sHsvaFbU7NRocjRaWDgJubhOVPHOyaksP5HUvTDXPZprfeEv1rOx02VW91Hub6Cq/B3UvdR7rOyqobkz7TG+FONzXfRVxjj8X6/a0Z5swvL2X0QwB+qqofBHAZgO+LyEUApgNYqaoXAFhp/B2Ijt4Bz6OqOz0RUiMSOVvuMZu5uHQ5pt0LLmfMcbBxQfQL47fHjGZrdmR7EcZLZ29ReQMzfeg///gGNHjoo+bj977u21usdvaMm/50lu627mrC1ghfOY6X37dt1QAW6gPXgV5VG1V1m/G5G0AlgMkApgKYY8w2B8ANXhOZidMOsoIqTnly7UHcaozLahV8ndayb6+xd/Py0tLDT15iX5eDXGBNm73xYYHRo3GNZffGGwWZdm2HqdOwl1zUyaQNmCpN0x2quWH3QSeogertcDM4fFL40upGRIoAXAxgM4B3q2ojkLoZADjbj3VYcdvb3qicgIc+RdJmLN1zYlg/62XYTVmK3dfuc7Kx3rlba3JWfPrNfGOoCuj19pGAct5RKbrxkovP5I+mATf8HgQniEF15tpooWM+DaxGp/IywP3gyPgMnN2zbngovzcdz5WxIvI2AAsA3KKqXQ6Gl7sJwE0A8N73vtflul39LDK+NXvzqL+bu+xfvGPbslvuChtn3c8X7LK9Trv+e439Ipax+yAbJ6E7qNxbVIpuzLymKe7XkV1We8lJRuP4wDD+82+7T/x9/ePW77jY2Z1DQwOYYHvN3nnK0YvIm5AK8n9R1YXG5CYROcf4/hwAltlFVZ2lqlNUdcqkSZO8JCNQrq+BURef9VLGVtRk6urAytg+c0pCfCQe66Fl2fsPMe8Zt6+J5wpOXjqryiSMl+3snH9RuPe8EcDA7FbcbuvafS0nmhA7VdXSg7aefgyMKYK1KgKMwrGw4qXVjQCYDaBSVR82fbUIwDTj8zQAL7tPXo40OH6JyZkXS2rxbQf9vjR2Hsejr+8ft6585JjcvMTk17CLTsrZAbi+GoK8iOzsi8sfWGWr6CZuOWSr5I4NarnsberOfjX6tE/Gdo+QS/qcmfbMlpzdUmdy5W/X4opfr4ndcTXzkqP/JIBvAbhSRHYY/64FMAPA1SKyH8DVxt+BcLvjNxwwv1KdOXo8siLzmKhWtlSfbKJoHmEnH6zWV9V6DE+tPZjxN5/+9Wpf1t03mJ9XunM/I5nmdXhT8GtfhGF9lornpHlitf1iQcC/9wF6+ods3ass+4KykO8iQNdl9Kq6AZmvt6vcLjdI6QrT1ypONtfKtr+9HIuGDvPwccFryDD4hm8Vu1lEsW1zn83RuMxq23vxxsFWfHjyGRnniWIZvTmD4Uqcs6p5ZGcc3A6LCt+xSir2o/LMMlzsR6JsKsg3Y81FPi/tGD04wI7aDqzZ24xbPnuhp9xAVAJCvc3Rl7xwup+c7prhEcWEU0YHo1xFKE+tq3K2EgCfesifXL2fhz4aZ5F35macVrr7hjAYQGdffh6LF2yO2ZxL8Sn/Dmz0ZVG2xbpTM7dN3cw/e2XMKDA3zCw+Uc5uR+9A7srEqDTJC0rQRTfpDuCc3Dzd5OitjD102Y5lyaF2FE1fgsNtwY2IlFQ7ajs899+eaaCsNXv9aT7cb6MppqpG8gEp3oHe5e9O8fFILDI9EaQ7TQMyDwoSFDvDxwXlySz1AFacPyk5z5b51Y7eybmyYFuqaDDby1pBc9PaKIJxyVduK2HdONLVF8mWN7EO9G45Hd8zm+kLT7ZD//Omk00ezbnPKN7hwzRztcMbg7ErzYcjV7m0Xxfb2EO3LMPr+KN+E+IBt/OEGZQP3+luUPIgffUp/8pI7LTy89qFd1BiHehdX095uA4jeFOPLat9mavuwa+Rp8b2J++0o7o4sHMdxaH7gF114/u6T/eP75bVuBG5OI1L7c3uu56wqyADvd2yQC/B2pyjjOKjXCw52I8BvC+VUxDH2ekp/sIW5xWGdvpW+t6fSx0vN9+cNr20Y5vpRcSgHtTa6p094boR60AfpM7eQbR4yA1YdbdK3uS7j3Sn0uO++hkQ+nO0VhnrvlczD5buRVS62823uz2MR21XPlroxTrQB9FRUtpMB/215MIyem/i8kSU7k7XzeN+Jo0BdF5G7ti9jJ23QmOgzyrIAOrnXTYugSqqovJOgl1B9cgZplOYWQlM79HcFfzbvC6yAAAHvUlEQVRexTrQU2GIV5j3N0dP0TG2Yt4vH1v/3UCWaxbrQM9MRmE40bwybhE/QZL+0p8dv1tp/0XKqIl1oA+y7IZBJTqW7W4EEI8mfkRRFO9AHyA/4zwzQ97MMTpmC3MYOqI4Y6DPoLxh/MsXbu1r6vFtWYWM98vwcN/HW6wDfZAn36Yqj12/mswM4EUOonwKqiKS8iPegT4m2YygBqouNH52RkdUSGId6OOCgd4njPNErsQ60Mflumec94fX/sqJClW8A31MHuUZ6IkoTLEO9HExEMAQaUREdsU60McjP09EFK54B3pGeiKinGId6ImIKLdYB/og+6MnIkqKWAd6xnkiotziHeiJiCinWAd6ZuiJiHILJNCLyDUisldEDojI9CDWkVpPUEsmIsqPYQ0+kPke6EVkAoCZAD4H4CIAXxeRi/xeDxER2RNEjv5SAAdUtUpVBwC8AGBqAOthqxsiir0JEnwfKUEE+skAak1/1xnTfLepui2IxVIE1bT1hp0EokAM6MTA1xFEoLfKZo+7ZYnITSJSIiIlLS0trlZ0/xc+7Op3+fbWUyeEnYTYO3VirNsNEGVU8aknAl+HqM9dK4rI5QDuVNV/Mv6+HQBU9YFMv5kyZYqWlJT4mg4ioqQTkVJVnZJrviCySVsBXCAi54vIqQC+BmBRAOshIiIbfC8cUtUhEfkBgOUAJgB4RlXL/V4PERHZE0gtgKq+CuDVIJZNRETOsIaLiCjhGOiJiBKOgZ6IKOEY6ImIEo6Bnogo4Xx/YcpVIkRaABwOOx0WzgLQGnYiQsDtLizc7vj6O1WdlGumSAT6qBKREjtvnSUNt7uwcLuTj0U3REQJx0BPRJRwDPTZzQo7ASHhdhcWbnfCsYyeiCjhmKMnIkq4ggr0IvKMiDSLyG7TtI+KyEYR2SUir4jIO4zpV4tIqTG9VESuNP3m68b0MhFZJiJnhbE9djnZbtP37xWRHhG51TTtxyJSLiK7ReR5ETktn9vhlNPtFpGPGN+VG9+fZkyP1fEGHJ/rbxKROcb0yvQYEsZ3sTnmInKeiKw2tqFcRG42pr9TRFaIyH7j/zON6SIij4nIAePYXmJa1kPGMiqNeeI9bqmqFsw/AJ8GcAmA3aZpWwFcYXz+NwD3GJ8vBvAe4/OHANQbnycCaAZwlvH3Q0gNtBL69vmx3abvFwCYB+BW4+/JAKoBvMX4+0UA/xr2tvl4vCcCKAPwUePvdyHVzXbsjreLbf8GgBeMz28FcAhAUdyOOYBzAFxifH47gH0ALjKO2XRj+nQADxqfrwWwFKlR8S4DsNmY/gkAxcbxnwBgI4DPhL19Xv4VVI5eVdcBaB8z+f0A1hmfVwD4ojHvdlVtMKaXAzhNRN6M1EkhAE437vLvANCACHOy3QAgIjcAqEJqu80mAniLiExEKiAkabv/L4AyVd1p/LZNVYcRw+MNON52RWr7JgJ4C4ABAF3Gd7E55qraqKrbjM/dACqRullNBTDHmG0OgBuMz1MB/ElTNgE4Q0TOQWp/nAbgVABvBvAmAE1525AAFFSgz2A3gOuNz18GcJ7FPF8EsF1V+1V1EMD3AOxC6qS/CMDsfCTUZ5bbLSKnA/g5gLvMM6tqPYDfAKgB0AigU1Vfy1tq/ZPpeF8IQEVkuYhsE5HbACBBxxvIvO3zARxD6rjWAPiNqrbH+ZiLSBFST+WbAbxbVRuB1M0AwNnGbJMB1Jp+VgdgsqpuBLAaqW1uBLBcVSvzk/JgMNCnHmG/LyKlSD3uDZi/FJG/B/AggO8af78JqQv/YgDvQepx/3bET6btvgvAI6raY57ZKNecCuB8pLb7dBH5lzym1y+ZtnsigH8E8E3j/y+IyFUJOt5A5m2/FMAwUtt3PoCfisj74nrMReRtSBU93qKqXdlmtZimIvK/AHwQwLlI3QyuFJFP+5/S/AlkhKk4UdU9SD22Q0QuBHBd+jsRORfA3wB8W1UPGpM/ZvzuoDHPi0iV+8VKlu3+3wC+JCIPATgDwIiI9CH16Fqtqi3GbxYiVZb553yn3Yss210HYK2qthrfvYpUGXeX8btYH28g67Z/A8Ay4+mlWUSKAUxBqggjVsfcuDEvAPAXVV1oTG4SkXNUtdEommk2ptdh9BP8uUg9tf0LgE3pzI6ILEWqDH8dYqrgc/Qicrbx/ykAfgngSePvMwAsAXC7qhabflIP4CIRSXckdDVSZYGxkmm7VfVTqlqkqkUAHgVwv6o+gdTj+2Ui8lajrPoqJGi7kRrj+CPG9k0EcAWACiTkeANZt70GqVyrGEV3lwHYg5gdcyONswFUqurDpq8WAZhmfJ4G4GXT9G8b230ZUkVT6eKrK0RkonHjuAIR3m5bwq4Nzuc/AM8jVeY2iNTd/EYANyNVO78PwAycfInsl0iVW+4w/Tvb+O4/kDrwZQBeAfCusLfNr+0e87s7YbS6Mf6+C6kAsBvAcwDeHPa2+bndSOXkyo3te8g0PVbH2+m2A3gbUi2sypG6uf0sjsccqSI3NY5T+pq9FqkWVCsB7Df+f6cxvwCYCeAgUnUwU4zpEwA8ZRzzCgAPh71tXv/xzVgiooQr+KIbIqKkY6AnIko4BnoiooRjoCciSjgGeiKihGOgJyJKOAZ6IqKEY6AnIkq4/w91vJ3fXIn/xgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BULSHOEK_DAM\n"
     ]
    },
    {
     "data": {
      "image/png": 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z/STlAiLoK5kk1St7jeX5tfXhBJJQTOiUGHWtXVhTa992upg0Vcwgbn0DQ4VP7AlKeGFoTnGhpnJfm+Myc7c0osOQuVZTn9DzFUYSUlAijyY8sBQ3TVvtuJyfEuMtM9YBsJ8cONdQUoraPgXRIiT3LZizubHo9QUlqJqv3Jui331uA+4IqSopaqlP6JR8fvJj0Dk12/55sEDTwjteqsQLa+vxmwU7AABHe73OvxnuiaCxvQcLtmU62QwOqW2p0sSbx4PWLt31py2hrP/Akcy9mrS/c45d/4n8CqLu1WvzsmK2+eqG/Xh1w36cfrK3w6LY3XQb8w2PrsTBjmP41pVl+OO7dQCAXfd82dc205bzszc3dzZ1Oiw5nN/vQ5LuG3jBEjqlxrB26Gk94opw0GpCm03mADCYJzMH9d6EWdL3uuqwP+6Und9sGZDQ83T9T1vxo0TVtdq3YMn9BEeOnllMp5C4O5QcaOvBf793UWBTJ4b1VXe72jmbGzHxkRW+j7kwEnWh71WY200CAxJ6OLKdWig8Ex5Y6riMCLDKavmS9NO0m5z2csU+NLQfw8vrC3fQKca2hg5XCWvy0xWjnst9nZuS/m3Pb0BlRJ1m3OrLuXMa9wk8aqlJ6FsPtGPx9uhGXfu/MzdGti1Kt6RV/+xwObnH29viGMXQvV3Nx+vL43yHZ206EOPWvUlNQr/24RX49lOjSxTbGjowv+pg4NubF8I6yYN8zVEDrl9o7ezF06vqAl1nsVo7e9HpuXWNd0GPOhlG1c+zPifn8Neqyv5F33txk6844pCahG7nx7Oq8J1nhnerTfqlObmXr2RWqEDspST3r89vxN2zqgKbri6I7135LxbiCw8uC2BNxVFVVyfQ3M+i+Wjx4x49+PYOV8u1HO3F0Yg6A6Upn7DZIpWsI92Z3qP9g8MPWa9VKEFXB3gZMzzokrHbOud5Wxtx3uknD3tuRU3xoyw+5HLqwE/dsxBjT3s/1v3n3xdczu6jTFYlWXCY0CmV7A7IIPKb16qdfusm3LH+QdevyR0bPQmNsu59qxordx3C/V/9W1fL3/psZgKMOG8fuBlnKcr4Xq7Yh789/wxc9IHTotvoCKmvcsknCQcIeTNyDO3sBAybg25BkecAL7Y+OTs70OPL7EcLfG9b1qZaO4+PLbNoe3Ps9bRPLKvFliJmuPc9g1SBF1bs9TZ9Xtz+/ZXN+OLU5bHGYGRCp/SZvqJu2N/ZhD5zXXij5QXdOqWnz30JfeSWX984vCVFdWNmguLuvgHUtrjrHemlIBNUoSd3P7ys081bH8wkzd4+4+w+5I75k6YCIhM6JU6+MdBHshvHxE+KHnnAJqEZ4pf/6x1sP9iB7zyzHlf9ZpltNVDQrVUSsOue1bZ04vfLa23+6+/9+Y9XNvsPKEasQ6fEuTlnxMXaluO9/nJz2r1zi5/dxrYe3meRzMur3CTOpo5evBPAjcYoxNk7++tPrEZrZy++ecV4nHKSv5SWplJ4IYaW0A35dErUyK7+WdnSqGB4b8CkiCMpxJ2IknA10zWi3f7wq5b444uSY0IXkQ+LyBIRqRaRKhG53Xr+LBFZICI11u8zww+XKHx+k1TQubWYUq/THgQVa3Y44r2Hu32tM+zJM9x+lG5710bV9t0vNyX0AQB3qOonAFwB4DYRuRjAFACLVPVCAIusv4lSI87CZRibjrOwvqY23BYpnqqzinp3C29p0vS1Raw7fI4JXVUbVXWD9fgogGoAHwIwEcAMa7EZAK4PK0giILrqhWJKxj19g7jrT1tsS3LZNbu5CnATxS/mVLsPjoq2od55Srs4eapDF5EyAJcBWAPgPFVtBDJJH8C5QQfnV9z1iuSdm9Kym2Top7okqO+LquLpVXV4dnU9Hlu6G919A7jztS15W+QEVUKfaTMJ8nNrCjf37A54vBiFJqa2OrcOfXizypznI748i+qmsetbwiLy5wBeBfBvqtrh9g0RkckAJgPA+PHj/cQYOlXF8ppWfO6j58QdSsmK4yRs2y28iIM9O8PdkCqeW12PmWvrPc+AFIXp7+4p+H+vn4dquFU+STlZeBX1icNVCV1E3odMMn9OVV+znm4SkXHW/8cBaM73WlWdpqrlqlo+duzYogM+1Bn8TZQ3Nzdi0vS1iRt5L+1K+kpJj0827fttCPH9s5taNQGNVmKW7jfATSsXAfAkgGpVfTDnX7MBTLIeTwIwK/jwRrvukXcDX+dBazCk/UecO7RQfNycIHb6GDlxZOcc3+3Q1X1CTHPibGwffZyEfe72u37v77O3LW2sP4LmjuJHmQyKm2vBKwH8C4AtIpIdcOJHAO4D8JKI3AKgHsCN4YQ43AEXvQhLuWCYJF4OJk/LFvhfVUPh7uK5M1EFPZtN0L02w+R00lKo7Qn0yvsW51thAFF5p6rvXQk5Lxv89m94bCUAYM+9/xj8yn1wTOiqugL2x9DVwYYTL7vPe09rFy4459RIYyk1bg62JCXMgcEh3PFyJf73hI/k/X8goz7GsL9uTnL5qmsU8Uwqfd9b29HrY7rIoK+QjkYwKYkbhvYU9cbpw/3xn7ZGEwjFwk8e2tXSiVmbGnD7zOOjJKp6qYEdvWTvgP3gXq5OeCV40+KplXWBrcuE98+YhL5y1/ExL/oHhjC7ssGID8gE2xqdR81z1Wwx6MkcAi6l5cbn57t30V3zbNeXdEmKNTcWuyuO/oCHjkjK/ievPZVP//SHNe89fmhxDVbXHsZJJ56AL/31B1yvw+5DSdKlfhoF/mWXTDJOykGUKy03O53eOu/NFsP9MAZtmuV42WrusiNnqXpvmQR+p7wwpoSeq6kj07SxvafPYcmMbB3ctsaAJ1Mg1+I8kG6etrpgdYdbXk78YST+INo8564iSQWZJhctSWJNxgl5q4xM6F5LC5v2ZbrzrrYZjyLtZ+0kWF17KO4QRsnmrp7+QWxvLH6i6NzvyfyqprzLeDlx3DPXW7f+OKsYk3qIeDnHmXCcm5nQrd9um6WdkJLL5DRzmmItqGaLbpx96klFrsFe9jtnNwRwTZO72YeA4WPBu+Gp+iHg5BV2MrRdvbpYJvv/gIJUVRzpGn71b3c1k91mVMM9G5nQvXJK/CacuePm9B5uLWI+S6/Ky87Ex0dM5BtMM0P34i5DrKsrPDqin/cjzMMkNxl397lvIuhlEpO6Q+5OoI8vq8VlP1/gqk/M3C2NAIbPIRsmIxO61wSclhtZJmtsj6G3XQgffO4q51cdHPX/bCKJ+zvXbTP/aTasXc2daOt2P/Z32GWe3LbmF989P2e7hbdsd18h36v2uewpvrA6U53WmJPQ7XLO0WPRtk83M6FnP66AumEn6eZQWrUGMAZPuB1XAlj3iFXkG2rVa3VgnB5butv1smHX39udgEbG0NxxzLZFTK58777bfUhyc2gzE7rXEnoKDq60G3BxkDmx+1zX1B7Cp3+5cNRUZFFTqK9eixSMtu5+XP7LRfjFnG15/682jws9V8jwFkE5j61hlNs9XOEExeiE/oLNWNGjMJ+ngt2V1K/m70BTRy+qXXRgGra+nMd2B3Nbt7e6z1/P3+F6myapO9QVe1OXFVbnQrvWak4a24Kp9ttQ34a7Z1VhymubA1mfF0Ym9Cy3s4uc4FDnkuArLMoRxsd06c8WuN++q/FoMkKpQw/gDfAb17OrXRaeQvTEMvdVRPneqx+9nn8yEhcvHVYNk22aeqS7L/LcYWRC91rHZWqpKUmCSGAdNjeYsqsu5mb4sO7iCZkk2uu6a1u9NXMMU1VDO2ZXNkS6zSA6Vu100az0eNPT5BUEjen6XwyndugsoCfDtOW1ADIHriC80m6Sb3oV8riXEmoYcj6Hax5aAQC47pIPhrpJLx9V7rIb6o/kXaa9x7mE3pnnXk1uGHHekzOzhO5x+ainiaIkCuKmrft1vLV1dJPG1Muz+x+7663INr8nzxWK3aFdHUDPYDeiTi1mJnTPrVycVug3EsqKotAbd1Wb3YBPuVJa+PetL7Gtfor/IHKT9fKdLfm3wjr04nltN84SerplL3GDOnb8fh+2RNjbNSxRd4QplrfRFsPLrtnqwJFYQo8B83m6jPq8Avj8ih3L3PV2QltzMG56YnXcIXji1Ilo8fa8c9cj6Oszu69M1KnFyIR+rN/bZZ7Tm86eoungvZVL/k/erjVNWm+WelHMIFJJPE72Hso/SFogVS4O/4/j3TAyobu5U53LqR06Jdt7zRaLOITcvDKAzq5sIhujB3I6fQV9bt7RdPwma5zpxMiE7pXjWC7JK3iUNCZFs0Q10ubv39kT6PrshrOIM18woYN16GFZvzd/W98gBDI7T85jNwehm0GfnLBsMNq1D6+IfJvHApih6pceJyCJAhM6nJMDD0J/smNBB+1Id/+w5CrH61w88fq5Prpkl8dXUFK9u6v4GbTsZrlilUvMWEBPtyCaLbq54bmreXS38Ny6UyotSbyyd0zoIjJdRJpFZGvOc2eJyAIRqbF+nxlumOFyrkNnGd2PqL7wqzzOV7p5fztUvZ/Ig2jFUePzBJCG7+DcLe57v/7g5coQI4mG40cSw0fmpoT+FIAvjXhuCoBFqnohgEXW36nFVi7hSOo48/lmR3LVyiWnRd+q3f4u2WOZmSkiy2x6S+bzTk1riJFEI4nNNB0TuqouBzBygOGJAGZYj2cAuD7guCKVzLRDXnktxK7PGaDp5mnOHWqGcjbw0zfyT6JApcPx+xZDYvFbh36eqjYCgPX73OBCSp7knYfTIeoLH6/12V5PAEG0Q/fr7W1N8W2c8nL8OigiPwhCHz5XRCYDmAwA48ePD3tzvow5kfeGTfDzN8MtNasqNtYfwdmnvj/U7eTz3ec2RL5N8ifOK36/Cb1JRMapaqOIjANgN2ACVHUagGkAUF5ensjC7okOA6Kn4H4URWBIFTc8tjLuMCgpHPKCQiNPHn6LprMBTLIeTwIwK5hwyCSm3WuOs8qFkieVN0VFZCaAVQAuEpH9InILgPsAfEFEagB8wfqbaJiktnLxa8hnaSsNTQ7JO6ePVSDJq0NX1W/Y/OvqgGMhioyfDkF+8zLzuZnsxnLJWlt3GFd85OyIosng3UAXeDz6Y16Vi88SesBxxCGIcWxKRe5QIr39xY8Z4wUTOoXGhM4jufwmdL+vS5LP3b847hBS6QmbmYzCwoQO52ZGbd19kcRByea3kNrRk65p3fJpMLiHq0mY0F2wn/WESonfm5urdpt1pULJxYRO5FJDG0up5J/XmdT8YEIHOJgLuXKgrcfX69Jfg05B6GBCjwiPOCIKCCe4ICIyhN2tligaOzGhA6xyISIjMKETEQXIrsolirFfmNCJQmbyLEXkHqtcImLaIFJElDxRtL1gQiciCtDds6pi2zYTOhFRgKobO2LbNhM6zBsVkIiSJ4px8ZnQiYgiwDp0IiJyjQmdiCgCbLZIRGQI1qETERkiiln8mNDBoVyIKHxRTEXIhE5EFAHWoRMRGYIl9IiwYxERmaCohC4iXxKRHSKyS0SmBBUUEZFpEl1CF5ETATwK4MsALgbwDRG5OKjAosTRFokobEmvQ78cwC5VrVXVPgAvAJgYTFhERGZJdAkdwIcA7Mv5e7/1XOD+8/Utvl/7csU+x2XqDnX5Xj/ld7irL+4QiBLlYAQTnRST0PPVU4w6BYnIZBGpEJGKlpYWXxv64Bl/5ut1AHDmKSc5LvPdCR/1vX7K78QTBGef6vzeE5WKy8afGfo2xG93VBH5DICfqOoXrb/vBABVvdfuNeXl5VpRUeFre0REpUpE1qtqudNyxZTQ1wG4UEQuEJGTANwMYHYR6yMioiKM8ftCVR0Qkf8DYD6AEwFMV9X45l4iIipxvhM6AKjqXABzA4qFiIiKwJ6iRESGYEInIjIEEzoRkSGY0ImIDMGETkRkCN8di3xtTKQFwF6Hxc4B0BpBOHErhf0shX0EuJ8mSeo+/oWqjnVaKNKE7oaIVLjpEZV2pbCfpbCPAPfTJGnfR1a5EBEZggmdiMgQSUzo0+IOICKlsJ+lsI8A99Mkqd7HxNWhExGRP0ksoRMRkQ+RJHQRmS4izSKyNee5S0RklYhsEZE3ROR06/mzRWSJiHSKyCMj1nPO3k55AAAD4klEQVSPiOwTkc4o4vbC4z5eLiKbrJ9KEbmh0HqSxON+lolIT86+Pp7zGlM+y2/m7N8mERkSkUut/yV2HwHP+3mSiPzRer5SRCbkvCax+ykiH7bySbWIVInI7dbzZ4nIAhGpsX6faT3/cWv/e0XkByPWlehjEwCgqqH/APg8gE8C2Jrz3DoA/8N6/G0AP7cenwrgswBuBfDIiPVcAWAcgM4o4g5xH08BMMZ6PA5Ac87fo9aTpB+P+1lmtx+mfJYjXvc3AGrTsI8+PsvbAPzRenwugPUATkj6flpxfdJ6fBqAnchMav8rAFOs56cAuD9n3z4F4B4AP3B6v5L2E0kJXVWXAzg84umLACy3Hi8A8FVr2S5VXQFg1AR8qrpaVRvDjNUvj/vYraoD1vMnI2fqPpv1JIaX/XRYjxGf5QjfADAzZz2J3UfA835eDGCR9bpmAG0Ayq2/E7ufqtqoqhusx0cBVCMz9/FEADOsxWYAuN5apllV1wHoz7OuRB+bQLx16FsBXGc9vhHAh2OMJSy2+yginxaRKgBbANyak+DTqNBneYGIbBSRZSLyuehDC4yb7+tNyEnoKWW3n5UAJorIGBG5AMB/Q8qOWREpA3AZgDUAzsuehKzf58YXWXDiTOjfBnCbiKxH5lLIxGnibfdRVdeo6l8hc3l3p4icHFOMQbDbz0YA41X1MgDfB/B8tk42hQp+X0Xk0wC6VTW59avu2O3ndAD7AVQAmApgJYDUFEJE5M8BvArg31S1I+54wlLUjEXFUNXtAP4BAETkYwCuiSuWsLjZR1WtFpEuAH+NzMGSOnb7qaq9AHqtx+tFZDeAjyGF++nis7wZ6S+dF/osBwB8L7uciKwEUBNHjF6JyPuQSebPqepr1tNNIjJOVRtFJHsfK/ViK6GLyLnW7xMA3AXg8cKvSB+7fZTMxNpjrMd/gUy9ZV1MYRatwH6OFZETrcd/CeBCALVxxVmMQt9X67kbAbwQT3TBKfBZniIip1qPvwBgQFW3xRaoSyIiAJ4EUK2qD+b8azaASdbjSQBmRR1bKCK60zwTmcvvfmQu224BcDsyd5x3ArgPVicna/k6ZG4+dFrLX2w9/yvr7yHr90/ivqvsZx8B/AuAKgCbAGwAcH2h9cS9b0Xs51et/ay09vMrOesx4rO0lp8AYHWe9SR2H318lmUAdiBzU3EhMqP/JX4/kWkxpwA2W8fbJgD/COBsZG7y1li/z7KW/4C1Dx3I3PjdD+B0u/cr7v0b+cOeokREhmBPUSIiQzChExEZggmdiMgQTOhERIZgQiciMgQTOhGRIZjQiYgMwYRORGSI/w8U7JvrJQUy/QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CALVINIA_BO-DOWNES\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DARLING\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DE_HOOP\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DE_MOND\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DWARS-IN-DIE-WEG\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EENDEKUIL\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ELANDSFONTEIN\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HOPEFIELD\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "JAN_DE_BOERS\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KANOLVLEI\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KREITZBERG\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KROMRIVIER\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LAMBERTSBAAI\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LAMBERTSBAAI_NORTIER\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LANGEBAAN\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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VxWdsC1LwIyG7AQB9w9HUwbrNWtmuaW4bvsLC6omMXz67CedeV+v4d7dtDP967ypcMmdlIGkKoirEqaCRwFqWHCV7uVBh/3DHqwCAb559cqTH9XPB1TyxHqua9+OVH37G9XuSEtCS0KZgCj9f6X3LmwM5dnb+8cHRcbT3DuPPq94ZyH4pF0voCVFOgH3kjVZs73Q3J4k9gA2OjmNbZ+F68HKVnEsjlKNWpiBuSovf7Ch/JwBm3b8a59+8JBF9vJN4L2dAJ0f/MbcO59+8JJB9KeAqh5jWTTABcaeg/B5G5WrZX3zxDref06tN5c+N4+Zm8M0/rMiZd8XzMXy/M7w9ucGAnhBRLjiR9do27/M+5zMtQLuV9KqWoai6hYbZD72ML8HvtZvwrz3dAd1r6Wr1zm6s2lG494Up1rb0BLKfhBY8HWVveJ/99WL8v2c2lr+/tH1AEbnw9mX48eOFu6QGJQn9w79813L858NrIz9uqgN6ltvv/yu/ey3chATgmvkNge7P6aMJ/xeBzwmp8+Rn7u37BnD/6zsPPu8bHkNrieqC4vsHhkYnQmtLCEv20+s6MILW/Zk5UDr73XVR7TowMqU7q9sbXEN7Hx6rKz1PuBujMfd0cqOte7DgaN21LT2YV78bJ45ujzQ9FRHQydnUfBpv6SfowtdFdyx3XOTAre89vAbn37wkEQEm38eueRlPrMkE2IdXtbp+zzlFuioWUizeZ3u4ePXzpzf4el8Q3DbafvKGRTjv187X17sRbUGAAd1w2RJo0FUAk1Z/74dXRdeXPo5bxY4AVhxa1phpyJus4HoYpxutm++0ucvfd+B2Dean1+7ytf9Ccs7T5QXbE/N8OnYM6IZq3NuPsYnSJcL23iH0uJwfWlXR0J4Z7n9gJLN6YFD9jL1it8Vwmd4tMMjk9Y+Ml94oxOObhAHdQK37B/H5W5fiuue3HHzNaeTkrAdW429+9bKr/c6r340Lb1+GBRv3eAqYUQaHbKHI6yGDTqJ9f9nP/rn17cEehFxr6TrUDpItlHhVXRPeBH83LNiCv77qxdD27xYDuoOoYtjm3VMvzn3WxFSrW7pd7WNswl1it+zpBwBXDXxJKcGE3eHBvvvf1DaGe7AAhXmDK/x35w2C+IoWbw1mYFNYJibVdT4MEwN6zL74m2VxJyFHAnqEkUGS0IXQDz83xDjGiuSrmIC+s2sAQ6PJm4PbhOwSRmk9/kufvBABxiYmccvCrRgcPVRnfWA48zjqBuO65v2YX0YV2ERei+tnblqE5U37cgbCecl7JuRToIIC+nk3LcasB+riToY3AWcSHw34wR7fTWnOlJxRQEoLo649VteK39Q24je1TQdfu+6FzLiI5U3ljyr24qt3v47LHlrj+/21W3KrcJq7BvGte3Jng0xioSN1AX1wdBy3Ltya00MkGxez3c9M9FrTPizcvBdAND9jSx0iaRdzFOmttHi+3DbviiowMpbJU/bVplz96q2QO6EJ7U6pmz73t6804XeLt6HqqLce/Fll/4loqm9apYPm678U+rFUtcgiuWaw10cW69VgSnpN1NFX3uIlbhYZSWus9hybDfkcUldCz5YYRscnsWFXLwDgtpfj7Z2wp3cYf1i63XX3P/t2QWYY+748dVsMLgmH9unwWRSazOvC250bjg0oFBlJFTjrWm+jPaNk6veW9BtU6kroWfYLxs+CxEG2WH/nT6uxrrUH53/weJxqyMT+Xq/bKx5dF0o6ghJFPkxrjw4n+Tddv6ef1E/Na7pNuEmlroRe6KKLOx/2W8u8ue0JEHbg8FPX92SAw6uTKqmBicJnyjTRJQO6iLxPRBaJSIOIbBKRy63XjxWRhSLSaP1/TPjJpXJ4uuhsUT+qkaL2WRE9jxQNOC0m9CkuR3TpjzeQhTn60zMDLhk3JfRxAD9U1Q8COAfAZSJyOoAaALWqehqAWuu5MXLqoQ25eyZBnL9mXty0x9Pxh8cm0Nbtf2pcN/xM1pQWTvHJ5HliWvcP+qpizef1FOOuBcgqGdBVtV1V11iP+wE0ADgRwEUA5lqbzQVwcViJ9MLt2plR8nv5K7xdKNe/sAVXP7c5tPSUw82c5Nc+722u98sfWYsfPBruYgp2huRZAPEEVb/nH1Wwm5xUfOrGRbjsQf/905POUx26iFQDOBPASgAnqGo7kAn6AI4POnF+LPE593Ia3L1kG+a8usPx7/aM5SWTlRM6Bq1eR2taenJKTt2DY7hn2Xb0Dh2aetQ+eM9NvFr8pvN3/fLmvVi5PdrBLlFaaVtZa3xiEr+tbcSAbdbBYp/f6p3dWLAx3onGfre4CU+tbcOz9bvx+yXbcN/yHdjVM+S4ff9w6a7H2VNeVMaC1t3WzKUK9dyWNToxiW/fX3dwJtM4uO7lIiLvBPAEgO+rap/bkxWRWQBmAcDJJ5/sJ41l81VCCLAA5LtkE1wSYmNvCN6dl2Gvmd+AWxZuDeW4/3F/8KOCTaposA+ce259O25euBVdLhdFzq7MVWrMg9NNwf6y39L3r1+a+r0/tLIFC684r+D2N734pr8DeXTnom0AMjc9L7Ifw8LNe3HJnJVFtw2TqxK6iLwFmWD+oKo+ab28V0SmW3+fDqDgbVFVZ6vqDFWdUVVVFUSaqUyq8cxHXijzD+aNNHzSWl1ns8cpUoOugjC4mniKkfHMZ2gfQBfO9+cverttw+obNmehiHJWp7L/6oyam14uAmAOgAZVvcX2p3kAZlqPZwJ4Jvjk5dp3YAT3LDs0QGd3zxDuf73Z174eWtmClq5BfOueFXh+g5nzXAedKd1kq7gbkDfsch/Ioxnu7zxZ08j4RFnrlZYjO8VylExuDDVKjB+TmyqXTwC4BMAGEcmOLvkpgOsBPCYilwJoAfC1cJJ4yPcfWYdXm/bhnFOPw4dPfBdm3rsKjR0HcOGHp6PqqLfmbGu/9vIz4vjEJH761KH1Cpc3dYU65N7r92taVUs5+Tin3t64MyvPFY/VY/76dmy5+oLIj21vDA4rzjp1fUzXtxgM+3W+PYBlD/0qGdBV9VU4f4fnB5uc4rI/ybJztPRYP228lhxYzjBXqdVoJiYVdy/Zhv/98WpP+130Zgf+9gPe2+2L9edebM3YN+528cuQ2W+YbvJEqSUO9/YV/hWQU4fuKmXu8AdA+VI3UjQrJyPG3Ek0zqMXanSMa9BMEF/Dc+t346YX38SNC7aU3tjm3+57w9P2nnoBJTQSeZ3DvNKmPvA2H7oZn00i53LJXobZ67FnaAxvOfwwHPOOI1y9P+qPPpvezv5R/EVEnTu7B0YhkrdsmpUhe4fGSgasrgOHekyUcwPwu2CAk+z6ngN5jaluUljf2oOL71qOFVeejxOOPrLotm5iXaEANzo+iSOm5ZaT/vPhtS5S53/UY82TmerDFo/1+Wt29rjedlIVh4Uc0E26X2zZ04/Tjjdj3iUvElVCd/q+v3DrUpx59cJAjxVGmesbf1gRwl4LO/PqhfjIfxf+TO5b3lzy/bfXNhqVwQ4q44v542vNUM2d59uue2AUPYO5Xf8Klbz6h8fQ2V+4OmJ/ga6D8+p3Y179bh8p9uZ1W797Nx/Tvcudxyzks6/wk9AfJKEyZaqIRJbQ3SjWKJokYf2Uc7PfIDJu7tD54M4ljE8lWygo1UB+3k2LsX9gFO98ayb7mJGVw+d34ju3X3u511vfUHwDeooN6ItSokrofuVfUJVWF5hlP2svJYr8jNbeO4Q/rdjp+ZhByEm31wm8yowY2esmWwovdG5uPte1Ld244tF12LzbW197Ku7Wl8MZpObG8Jj/futBSmQJPWmNUH6DWpin6a6OuPB2M+9dha17D+DvPvTeKd1FpxzHZ/rcpC2O9xbi9Xv68l2ZkZpPrt0VWndZk7KIU/UUBS9ZJXQPOTHo67mla9DVjeSzv16M6pr5Oct/5b/rmXXF5xb3E3BqG/Z6f5NFVdE7OIaewVFXx+4eLNxddHfPEP7ip89jS3t/wfeF+btobUsPbitRQiv07X3x9mX4/ZJtrrbN1x/jnB1xyK7Ja5+rxE3V3YQh3TorQbICegn2EZ/2obvlBpKG9j58+qZFmL10e8lts4MKHlrV4ngh/6DE6j/2ODngMmjcuKD0XBdOwXrOqztwxn+/5NiI6iT/7F5u2IvxSc0JdPZDjpbo9+zqmEVig9ulBu1BaHN7H657oUgXSI8Xj0klYz+KFVqyi5iva3XXO6ZveAxdB0bMbFx3obPM0bjL3/q9gFLiXsIDeu7Ft2l378HH5U76ZL+us8O732h2P2HPbS834tcvFQ6ybgssIu5HnXmdB8Oeyeo8nJcXfXlzWvxu8dSSsFfZQTxx9Ptt6jhQ+A9GBvHwErXD5TV59q9q8bFrXjamj7ZXPYPlzcnyLkQ/YjSRAT2+/OPtyK9tK2/6Vi+lvfZebyu8u8lkpbYo9fcwZjy0/+rxWuKPo/S8rLH0dM4PrtyJPS6/v2fW7XK+sRhmyJouOakl9HJpDDeyRDWKlvp43Cxu4adB1XevGJ8RJKwMkDM03MXNKRs7nYaI5++h0PzkYc0NbVSjaJHP8pI5q4q+t6NvGD97aiP+NL3F1bEuf8TsxboLiWsgXyVKZAn9kNxL5YWNewpvZcvB69t6C27jpiXea3yub+vFJ65/xfMVtnJ7ZvGC/oimE82dQGuqB/K6KDpl0Fe2TJ1B+Zr53lYhKuUX8zb5fq+Xr2GxtUhCEMuZFZOtQuouMCCpnGlY3Vyrhbbx2p/axNK3Ke0YcSQj0QHdPv9zMfZrzqm0WawlvpxrdlfPkOfJm7K9NZq7opmatVQGGBoNN6iZaJ819UHY0+NmA2KhUv76tkONj+29QyUn0wqC1xuwqxuHz7SQd4mqcsnKXkT5iyO4eq/j66UvO/9rg5oxCVLENUehMqlkaP98vE+VXPpEegfHcO51r+BbZ7tf8ctNOl4uo6urF39YVrp3WDpFf5EmqoTuNxOXm/nLfb+JATEISTsvP+0nj9W1ldymnHaC3b2ZZfkKJS372oOrMlVexdZQNU1Tx6GxCG7WA6VgJCqgBxFAHNdJzHu9UKna7whV0wNf7uLRU+9ebn5hNEc+qb//u6yXX0Bu6rF/+exm32n5l3sy608Wuym4GWMQF/tHaR/78blblsaQGrOwDt1QUf+8D+twTvstub6ow997hkZRXTMf1TXzMT4Z7VwWD69y1yskCvn97b3IVhsWmpu8nIAQVSHC7/xAhRhe7vEsjm6LCQ3oHuuk81ZyyS6qa5efoeqau6c0lPq94Er1oJmSngiuA/tnsmBT4d5BWU7n/bqtn/1IGYvqJp0pU6eGyW+vGYpWogJ6ECVlBfB/Hlg95fWxidyr8fbaRnz8+trMca3gNzYxmTNHS1b/8BhqG/Y6VsmUGgAz6/5D6ekbHnMVz/1MeNReIO1u5J9Wh3Vs+0/sXd1DvvYdpezUEMu2BlsXHcRUJYUWj0jaJHTbOssb8GRQO3cgOLAoItlJhkrJX1NxeVMXzrq2Fjuu+2LO63911UsAgO9/7jRf6VliCzB/fdVLOPrI0l+L03qPxTy00l81hVMJ1D4HShKmJM4G3s3tfbhhwRYc57DCVanJ04oxpZ0lrAFdxbQl4KaedokM6J4vflus8ZVxXMaqQgNr/OiLoFdAJVQTONm0uw+bisxF7nU0ZhAl6aGABzBd/Zz/hlq/yv0Y0nZFslG0BNPLgEn6hewprQk6rzh4HTgWBacZEb8x298yiA17Ct8A7b/MCrVNUbQSWUIvh5+SqdsbSZJKvV4aMX/vYtpg02+2pZRTyrZ3bTT9pm5fd9SLJ9fkVkP1Do3h8MNyv3VWueRiHXoJYeaVOxc1Of7tsgfXuNqH6ZnZrpx5QtLo4VWtvt8b1vdu8uV0xi9fwuGHCd579JGB7TPphYJ87LboUhlV6I5vfny184jAgbwpBpwy8Na9hVfqCVoUc3pUmjea97va7hGD+r/HLeiViEy+gQVBIxirUTKgi8i9ItIhIhttrx0rIgtFpNH6/5hwk2kd1+/7bG/c7XHecC/yuz6GZbzEcZ5e67+Xht/OKoclsmhwiNsql5onN0x9b1ihKGERLmndLMOW/2k01b8a+jHdZMM/Argg77W3jMVaAAAJVElEQVQaALWqehqAWut5Ivzof+rjTkLZSgWQup3uSpt0SDmhqGeA1VdAsqoc4zAxGl5hMqtkQFfVpQDyI8RFAOZaj+cCuDjgdBltwOW0vWEJs1NF635/DVt+32eKfWWsHxnWYtF7fA4EixIXgC4m7+duBGM1/DaKnqCq7QCgqu0icnyAaSop7pLAm3v815UHsWhFqZ+25Xw+fqdULWfhCRMsbypvucCshvY+vO/Ytweyryuf3IDp7wqu0TEM9psOY3v8Qq/5FJFZIlInInWdneUNufY7GtGkRWqzo0rLUSrfMF/Fx+0Cym5tcFhhi8yXpF4ue0VkOgBY/zsOkVTV2ao6Q1VnVFVV+TzcwX35el9fREu5RUXZyaVisNSbIhFUufgN6PMAzLQezwTwTDDJKS47f4nXz6XYMG8/4s5jpRpF466SqmT2j/5nT03tEeN9f4f2uKsn2e0UpfiZcM5kU7KhCQFdRB4G8DqAD4hIm4hcCuB6AJ8XkUYAn7eehy57QVd6wCp9/hX+AcXI/t086HMyNLuOBAW5JI2UjoKRI0VV9RsOfzo/4LSQS4UWQ7DbX2AFeYpG0EHN7wyZcaj0gpYJEj4cpDKVyjdupwem4FVyUKvgUy8ov4QeRecMBvQyxTHvdCUHDTIYL8yiJILh1IkM6HEPMbYf/sO/eDGG4zPjmIrfDWVNvRJYQncUZ8aJe3GepA/iSbNKjudBnHocv3jTJLEBfWkF1xO/sLH4os4Un0ruNx7EzSyOX7xhSdLAolgpgG725HA0OMqVY4jiNqVR1IR+6KaKu9qDiMgTBnQzVXI9KRVXaoxAmt1RZNUvikZiA/q73vaWuJNANEXlhnMyQSIDuipwQoBrGRIFpoJL6JRLlXXoiXAVuw2SA4ZzihMDug+b24OdvZGI0ocDizxgLxcyEWtcKIv90F3iNJ1kKl6b5IR16EQJNT7BZaUqHUvoRAmXrXIZr+Q5AKgw4WyLjlhXSSbKxvHD2MhT8eIIUckM6AzmZKi7l2wDwEZ7Ak45bG/Oc9ahExGRa4kN6KxyIaIkieJXW2IDOhER5UpkQFewvy+Zjb8gaQr2ciFKnp5BLr5C8WBAJwrYAi4RSAUY38tFRC4QkTdFpElEaoJKVCmq/ElL5hrjoCKKie+ALiKHA7gTwIUATgfwDRE5PaiEESUVh/1TXMopoZ8FoElVt6vqKIBHAFwUTLKIkmt8giV0mkoMnz73RACttudt1muRaO4aiOpQRJ786vkGvP/nL8SdDDKN4XXohVI3pWgiIrNEpE5E6jo7O30d6Kgjp+U8r37P2/Gh//UuX/tyUuiz/vifHxfoMYiocjRMvi/n+duOOib0Y4r6bF0UkXMBXKWqf2c9vxIAVPU6p/fMmDFD6+rqfB2PiKhSichqVZ1RartySuhvADhNRE4RkSMAfB3AvDL2R0REZZhWepPCVHVcRL4L4EUAhwO4V1W5ejIRUUx8B3QAUNXnATwfUFqIiKgMHClKRJQSDOhERCnBgE5ElBIM6EREKcGATkSUEr4HFvk6mEgngJ1FNnkPgH0RJScuPMf0qITz5Dma4c9UtarURpEG9FJEpM7NaKgk4zmmRyWcJ88xWVjlQkSUEgzoREQpYVpAnx13AiLAc0yPSjhPnmOCGFWHTkRE/plWQiciIp9CDegicq+IdIjIRttrZ4jI6yKyQUSeFZGjrdePE5FFInJARO7I28/HrO2bROQ3EsXy2R54PM+zRGSd9a9eRL5se08si2674fEcq0VkyHaed9veY+x36fEcv2U7v3UiMikiH7H+Zuw5Ap7P8wgRuc96vV5EPmN7j5HnKSLvs2JJg4hsEpHLrdePFZGFItJo/X+M9fpfWuc+IiI/ytuXsXmyIFUN7R+ATwP4KICNttfeAHCe9fjfAVxtPX4HgE8C+A6AO/L2swrAuciskvQCgAvDTHfI5/l2ANOsx9MBdCAz6+XhALYBOBXAEQDqAZwe97n5PMdq+3ZJ+S69nGPe+/4KwPYknKOP7/IyAPdZj48HsBrAYSafp5WvPmo9PgrAVmQWsr8RQI31eg2AG2zn9TcAfgXgR7b9GJ0nC/0LtYSuqksB7M97+QMAllqPFwL4irXtgKq+CmDYvrGITAdwtKq+rplP+X4AF4eZbq88nuegqo5brx+JQ8v2Gb3otpdzdGL6d1nGOX4DwMOA+ecIeD7P0wHUWu/rANADYIbJ56mq7aq6xnrcD6ABmfWOLwIw19psLqz0qmqHqr4BYCxvV0bnyULiqEPfCOAfrcdfA/C+ItsCmS+izfY80sWoy+B4niJytohsArABwHesAB/rots+FfsuTxGRtSKyREQ+Zb2WxO/SzfX6z7ACOpJ5joDzedYDuEhEponIKQA+Zv0tEecpItUAzgSwEsAJqtoOZII+MiXzYhKXJ+MI6P8O4DIRWY3Mz6HREtu7WozaQI7nqaorVfVDyPzMu1JEjkQyz9PpHNsBnKyqZwK4AsBDVp1sms4RQObmDGBQVbP10Uk8R8D5PO9FJpDVAbgNwGsAxpGA8xSRdwJ4AsD3VbXPzy4KvGbUOeYra8UiP1R1C4AvAICIvB/Al0q8pQ3ASbbnJwHYHU7qguPmPFW1QUQGAHwYmfO0l/6MP0+nc1TVEQAj1uPVIrINwPuRwO/Sxff4dRwqnQMJPEeg6Hc5DuAH2e1E5DUAjQC6YfB5ishbkAnmD6rqk9bLe0Vkuqq2W1VGHSV2k7g8GXkJXUSOt/4/DMDPAdxdbHvrp1G/iJxjtaL/K4BnQk9omZzOUzKLak+zHv8ZMnWXzUjgottFzrFKRA63Hp8K4DRkGg0T910Wu16t176GTN0qgFRer28XkXdYjz8PYFxVN5t8nlZ65gBoUNVbbH+aB2Cm9XgmSqc3cXky7Nbmh5H5+T2GzN3uUgCXI9PqvBXA9bAGN1nbNyPTWHPA2v506/UZyNTxbQNwh/09Jvzzcp4ALgGwCcA6AGsAXGzbzxet7bcB+Fnc51XGOX7FOsd66xz/wbYfY79LH9frZwCsKLAfY8/Rx3dZDeBNZBoWX0Zm1j+jzxOZ3nIKYL2Vz9ZZees4ZBp4G63/j7W2f6/1OfQh0+jbhkyDr9F5stA/jhQlIkoJjhQlIkoJBnQiopRgQCciSgkGdCKilGBAJyJKCQZ0IqKUYEAnIkoJBnQiopT4/7StAh77V5+LAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LUTZVILLE_HOTEL\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MCGREGOR\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MERTENHOF\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MIDDELDEURVLEI\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MIDDELPOS-SAPD\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MOLTENO\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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p7hPdfYK7Txg3blwLYYQtO9bFJb6+KF9Xos6Wp1Z2szJ4XmikKrnM1erGJ8q+mtUqynp/y+y12wG4+Zk1B6/4syByonf3zcB6M3tDMOlMYClwP3B+MO184L6WIkzA0AGna3dz7XuTEOmmXcW3unf38dMnn1dHlgz4p1ue473XPlV3viz8Ui0XTGL8IzrWbmf8JZNZ3T28BJzXKs+1Ffcj+gaS6c8TRautbr4A/MrMFgJvBa4ArgLOMrNO4KzgfWouu3cR590w/eB7B77/yHJO++5Uune3dul5f1DfX77jH2ZkCeD6xzs5/YqpLa237OK75nPVQ8tZ/GK0Oldpn4wWUNuiVvK9NxgSYvrz24DwknwjBZlGrwCum9rJis27G5u5QFpK9O4+P6h++Qt3P8/dd7j7Nnc/091PDv7fHlewDcdVkVx/NWsd89fvPLQjuPP4slJt0o4W2/f+4JEVQKN1laUArn50JZt7hl9NRCmFuENPb6k56eCB5ksOaZd8isDdY+vx3E7t/u3L90S37ulj2ab0CiW9A0NcM2UlH75xxrDp7/r+EyyoeGj3rv0DLNoQPgpnXo+bQvWMrSWNOtB6J4Ao9ZBZrbsci256eg0nX/bQqPGPWvmJ4k4kWdpd3nvtU5z946drzhP1ZmyYat8KOzlPrRhB9hM3zeQD1z8TaZ1ZNWYSfZgkz873ztvAhO88xoL18YzPXUtOCxm599u5pcfKNTOeS9V9LksZuYpWj5dmBgRsNLdPXriJ8ZdMZmPwBKjKq/mo4SZRFVquLkqroFbIRF9rh3Tas7FnPl+qsUryUjUHuUECze5zSRZCWl10039LxDVuDXpv1xra5J7gZLtsU/z17tWqb6L4aDDkiMajT1jaVR611u8489bt4B9unMGcF3bw9z+ZTu9gtHF7Gm9HL0mLI1kX4WQedTtc9dByAJ5b2/htvmaqaDfsqOhPEBLkzv2jr0DC/pT12/cxv6KOP4sKOR59o0k97bbolTvlZfcuZummHj5x00x6Bw401asvrzeIimLkfhTecqT0//6BIS74+ew2RFVdq81xs7S/jQzFcaat6GLaim7+/Zw3tSWGd33/CQDWXnVOW9YXRSFL9DWrbrw9N2bLB3uSB0XaVylj3fKIzfSm1nh0ZCO7S0/vAI8uqT7sRtY0c2KJehKqPBY+fetsfj5jbaTlDI8lZD015l+7dW/L60xKIRN9mHbnxPKO10g3bPdDB3hvhjpZSHzqnZSb2T+/dMd8LvzFHNZvz8dgYWFHwJUPLuNXs16o+h3D2lqQafT0Umu+M66eFkMkyRgzib5s2F354OXarXuZvmprousN22db2ZG9xrsIC5AW7Ngb3tU9qR7LL2wrlRz7BofY0zfIffPDn0Mbh217+rjo13PrjlQ5a822ppb7H0+t5rJ7Fx/cDftDOh02cniUt3H5Kj1L1UpZUshEH/ZbVybVkQn2jKun8YmbZpGEuPe7ygMu7ECodd9hd4bG3iiS50d034+zajDs16yc9rV7FvHFO+bH2kKk0hlXT2Pywk18dtLsmvvW6u7h1RaVJ7layfexpaWRLa95dMWoz5p6xGbYfZEmvl90hUz09VTb8cqDUsWjuUr6Rkp/3bv7GhpPpZpnOg9dtfQPHeDZ55srhUm4OKsYrnxwGfv7hxpcph1sw7+vfzB0jijJbue+fn47p9RscXfQ+3r99kMtVJpvXlldeeCvvSOaUDbT0iYOYYdf6Ek2p5cMYybRbws6a9T6nZ6vMbRos1U7B2/GVvn8wIHGSjyVqg3ENmtNtIPi4z+bOSbH/UhDvVJ+uffnpl29THxqdart6L94x3z+9TcLYn1IT1LykHY7KwqQeRyPPrPCzrrlkknUDlOdLZb2R66z1R3U/dBO8/2HR1/2NmrjrtbGJpfqdclO6SEf4y+ZzAvbG2+RUTl2UeiyE85uW4KxmCrrzTf39A4r1TejHaXgiqGsMmXywk2c1cJVeFwKmejDNHRjJ4H15m1sfGneqFJaxdu7gyqQcl10vOuN9r2oD6f5YDD+S7P72MjZ+xrsDNjMn9eugnKzD6266NdzkwmkSWMm0YcZucPu7Quv52zE7t4B/vbapw4+pu1gCSNDF5frd4xujqem+PEbLA+a1cafPs5VVate2FdjKIKaRgQXZ2EkrmVl6ThNQiETfdQf///evTDyOmet3s6KLbv5YdB6oHysdPXE/7i1smaT9KQZ1dstS3yuf2IVALtbKDjUMmz3jvlM7e4HHwJyznXxjODo+LDORLWOz99VNBVt5DB+cmXzjyFNM6UPHXBO/fYUftOxvq3rLWSib1Q7zuK/CS7d4++NG0/slaW3x5dvoasn/Sdv5c3IAnDYaJbVSslvv+IxVnW1fkP8h4+u4Mt3zm9w7ur7zqQZa2s+SCeKrp6+hjsT3f5cexNgLUncW+gbHGL73n6+ft+S2Jddy5hJ9JVDEiR557u8azSb2GvtU/U6q4Stv1nuzmd+3nFwlD1pXCsn8S09fU1317eQ17PX7jj4tKZWLEigPf7IB/w0WsBq9SitPKbGXzKZt37r0arz3vzMmhbXNtqehK7oohg7ib7ccy6hUnyz545NDbZ2mbVmO2/55qNMXbZl1MkgifPVmgyP15FVl9+/uK3ry0NtcmVhqh3xNlJ4C+t9WxbhIW11/feQq5ik81A1LSd6MzvMzOaZ2e+D9yeZ2Swz6zSzO83siNbDTEYSLVQOdskO2e8qS+bv/N4TPFIxMFW1/XRK0FrjubXbuW5qZyyxVdLN2NYNDFXfkW6ZHq2k2EgiiPrbtb1lVltvSmf7NJjnB498EVhW8f57wLXufjKwA7gghnU0bXX3nmGJtFIS27pGC7uDn7/lm8MvHb8z+dBma+Tge3b1oZ6s1eYvj4Mi6Wn2YN7bN1R1n6z3sOyoneXKbp2+JvGx1NtSom/x+/1DB+gdGNE7t8VtG6bccqndJ9uWEr2ZHQ+cA9wUvDfg3cDdwSyTgPNaWUdU7/7hk3zuF3NGf+CwNIGnPpV7EUb5/SIPzRqye1/9yOjOU1OWbqFrd2/dMYCkMV27e6v2Gp21elvTB3FnxJuxta4kGvXNB5Zy3g3TI3//rGue5BM31b6vM3L/rhyhtXIfnrtuR9VllLZraTmhdd8x7Mfdu4e3kHtocX6Ggq6n1QeP/Aj4KvAnwftXATvdvfxLbACOC/uimV0IXAhw4oknthjGcGH1zEkntJVbancXb2S44loMG3YW2ba3n21765c4BocO8L9u6+B1R7+8pfXLIadfMbVqx5lqN7NrnczTeHB9XDq79tBZZ6iEkdvq1G9POfh6f0Up+u9/MqPqMj46cSbfOe/NfPL01/LPvxxdgNPolbVFLtGb2d8BXe5eudXDB1QMm+g+0d0nuPuEcePGRQ0j1A1BO+bQ9db57lnXPMktFXfgN+7cz+sve6juQyZG3ygdvim21GhP78RXtzhyveWlrtu+r8qDFPKbZNLSbO/IuB1s2TXGfrq1W/fyhdvn8XTn6HGnytuisiprZJVU2r9bpXaH0krVzV8BHzSztcAdlKpsfgQcaWblK4XjgY0tRRiTRg+Kzq49fOv3Sw++P++G6fQPHeCO2Y217522opsv3TEvSogt2d07wMOLN1X9PM6TicQrasKOfDM24veiavVqtsyBBxY0nk6mLmtt2Im8jlQZJnKid/dL3f14dx8PfAx43N0/ATwB/EMw2/nAfS1HmaKu3Y31bO0fOlTv+Lv5zZ3b4tifLr5rAZ//5VzWjrgZW04GQwc8vEQ/xkqFaan1Gxvp/A7LErhXFSbq/j1ym6zurl5FFJbU9w80N2TDyDjXbkvwCV55uhlbxb8BF5vZKkp19jcnsI7IkjpLjyxpjLyDX0+rYZUfK9cbdTwSSU/ELN/qoGZTEhhoLUlPrKg+3EHYPbLbnm1uyI8D7sOGDy+SVm/GAuDu04BpwevVwGlxLDdyPKFT21tkarSqp1Hb9vSxt8rDJSqNrKOvfB92daICffrSGIoYho8iOeeFHfzla49KZD15qQI5+8dPN30VEFXuOkzlzc+ePnSj1b35kncSGvnRfzNnQ6ZuJkl77Nw3wPhLJnPn7HUHpx3Km+Gn6f0RruqSaDNelpfdttEk/8mbZrFzxLAOWTfmEn2lnz29mjf+v4fTDgP3eB5EEomK9KkzG/4z3DP3xYP7wwtBPfGvQwb7Cqu66dyymzd9/WF+N+9FzrnuaT4Z8ixkx7lv/ovs70+g33+IRu9ztU2LB9szq7YefM5AXsRSdZMHYQfFAwsz0SAoVrq5mj8jf7IXd+4f3bqkwTN5uTPg1OVdLNkYfrN19prtTBpRf51kVcJQgS9FG32IykgDQ86zk77G69f8kld9Y139L7Ro7CT6tANIWPlArUz0/3L7PP7kD8fMT5xpzZ6Ay+MihVUnlH/rDTuiPdqv/FjNMHE1hWxmxNVqXvOf/qhm/5MsaGVzvWPNDfEFUoeyQAaE7SvN7j9hrQ7ub6DNsTpMpa+RkRfDhg9et716879aSwzbtw4ccM69YXqmxko69cQjWZDAODz9QwdavkGck/vLBxWijr5j7XY+94uOg+8Hhhqre8zKjzVyjA2AhRHHBW82cc9eu515NcYYkeTNeWEHUYatCUtWjezTYd/buqefBet3snNfayXx255d29L32yWJ8eezrBCJ/nO/mMMjSw61CZ63LtnR+LKs2SqCa6as5EM1xhiR9mimpUw5T98zd/SDRqavKg0PUKvuOOxcELUaaKQ4q1oGYxi0rZoojyCslLde5oVI9P0NlOCzfpMyL22NJRlLNg6/gnt8eVfd74QNL1x+dOXq7uaqYBq9Cm6nX8xM7hnHYePlNOOKB5fHFEl7FCLRN3JXf2Aw24k0ru7WLyTZbVsiq3ce3zTiObO1ntvaaqElLJZsHx3SqkIk+kZaCtzZ5qeuN6vITdAkXo1c/NU6GYTe/NcVZaHlPtHv6x9M5HmPImOJ8nyx5T7Rn/L1Rxqqo5fGffnO+Xy7YqhmyZaGSvRqNisVcp/ok9I/eIBFEZs45lFlm+x757045pqfJS1LBebQZpmZinBsWT77scTXketEn2S94ra9fXzg+mcSW37W7O1Lf3A3ic9QjWMj7CNVfzYvrgERe2bcGstyalHP2CrG2qXv+bc+l3YIhTbY5urFWjf3w0rvKtE374ePrhg2Gm50yW/7XJfoJT5hvXNltKiDWF33ePXnGDdrsIHid81WN2HNK5XnmxZPkqctGz/XiT7J7ZP1DlaSjp9OW512CA01xX1JjR145ZbRD7qfleB49JK+yInezE4wsyfMbJmZLTGzLwbTX2lmU8ysM/g/mcfWJEx5XsLs7m19VMa0Pd9kr1nJv1ZK9IPAv7r7m4DTgYvM7BTgEmCqu58MTA3eJyLRCx5legmRjSu9TAQhMbEs19G7+yZ3nxu83g0sA44DzgUmBbNNAs5rNcg0bB7RJV0kT1Z1jR62WrLjk4dNOfQmL3X0ZjYeeBswC3i1u2+C0skAOCaOdYRJsnnlB6+fntiyRVqRjasKieolHOA7L61sUpmDRG9mfwz8FviSu4c/uyz8exeaWYeZdXR3tzZkqEi7NPKQkKSphVS+ja6qyXiiN7OXUkryv3L3e4LJW8zs2ODzY4HQ8VbdfaK7T3D3CePGjWslDBGR3BiZ6C3LVTdWKtrcDCxz92sqProfOD94fT5wX/TwalPTXxHJuz/tmZn4OlrpGftXwKeARWY2P5j2NeAq4C4zuwBYB3yktRBFsiP9ihspmqMY3a8hbpETvbs/Q/X9/syoy20uhnasRUQkPmkUFnLdM1ak3Vp9eLZIO9rNj5TrRK+BmKTdsv6kMsk+JXoREYldrhO96uhFROrLdaIXEckbVd2IiBScEr2IiMQu14n+gCrpRSRn1I6+SQ08aEdEJFNUddOkaStCx0sTEcksJfomPblCwxuLiNST60SfgaHBRUSaojp6EZGCU9WNiEjhKdE3xTQ6uIhIXblO9Bq9UkTyRnX0IiIFV6g6ejN7n5mtMLNVZnZJUusREcmTwiR6MzsMuAE4GzgF+LiZnRL7elRHLyJSV1Il+tOAVe6+2t37gTuAc+NeieroRSRvilRNliJ1AAAGO0lEQVRHfxxQ+cy1DcG0WC3blPzT00VE4lSYqhvCT1rD/jozu9DMOsyso7s72lAGl53zpkjfE4lq2lfOSDsEybl+Xjrs/cxj/jHxdZonMNSvmb0D+Ia7/23w/lIAd78ybP4JEyZ4R0dH7HGIiBSZmc1x9wn15kuqRD8bONnMTjKzI4CPAfcntC4REanh8CQW6u6DZvZ/gEeAw4Bb3H1JEusSEZHaEkn0AO7+IPBgUssXEZHGqGesiEjBKdGLiBScEr2ISMEp0YuIFJwSvYhIwSXSYarpIMy6gRfSjiNwNLA17SAiyGvckN/Y8xo35Dd2xT3ca919XL2ZMpHos8TMOhrpaZY1eY0b8ht7XuOG/MauuKNR1Y2ISMEp0YuIFJwS/WgT0w4gorzGDfmNPa9xQ35jV9wRqI5eRKTgVKIXESm4wid6M7vFzLrMbHHFtLea2Uwzmx88/OS0YPpRZnavmS00s+fM7M0V3znSzO42s+VmtiwYcz+N2N9iZs+a2SIze8DMXhFMf5WZPWFme8zs+hHLOcLMJprZyiD+D2co7tOC32G+mS0wsw9VfKet27zJuMeb2f6K2H9a8Z22bu8IsX+iIu75ZnbAzN6aRuxNxn2Emd0aTF9gZmdUfKfdcZ8QHG/LzGyJmX0xmP5KM5tiZp3B/0cF098Y/E19ZvaVEctKfj9390L/A/4aOBVYXDHtUeDs4PX7gWnB6x8Alwev3whMrfjOJOCzwesjgCNTin028DfB688A3w5evxx4J/B54PoRy/km8J3g9UuAozMU98uAw4PXxwJdFe/bus2bjHt85Xxpbu9mYx/xvT8HVudkX7kIuDV4fQwwB3hJSnEfC5wavP4TYCVwCvB94JJg+iXA9yri/a/Ad4GvjFhW4vt5ojtfVv6NPCgpjZP/0eD1x4FfB68nA++smO954NXAK4A1BPc0Uo69h0P3Vk4Alo6Y/9OMTvTrgZdnOe5g+knAFkrDZ6eyzRuNe+R8aW/vFrb5FcB387CvADcAn6yYbypwWprbvCKW+4CzgBXAscG0Y4EVI+b7RmWib9d+Xviqmyq+BPzAzNYDVwOXBtMXAH8PpSoF4LXA8cDrgG7gVjObZ2Y3mdnL2x82AIuBDwavP0LpQKjKzI4MXn7bzOaa2W/M7NVJBlhF1bjN7O1mtgRYBHze3QfJzjavtb1PCmJ70szeBZna3tDYvvJR4HbIVOzV4l4AnGtmh5vZScBfAiekHbeZjQfeBswCXu3umwCC/4+p8/W27OdjNdH/M/Bldz8B+DJwczD9KuAoM5sPfAGYBwxSKmGeCtzo7m8D9lK6LEvDZ4CLzGwOpUvG/jrzH07pZDXd3U8FnqV0cmu3qnG7+yx3/zNKl7aXmtkfkp1tXi3uTcCJQWwXA78O6pKzsr2hzr5iZm8H9rl7uX48K7FXi/sWYAPQAfwImMGh4zOVuM3sj4HfAl9y954Ii2jPfp7WpU6bL6vGM/zScBeHLg0N6An5jgFrKV1avQZYW/HZu4DJacQ+4rPXA8+NmPZpKqpugr9jL4fqMk8AlmQt7orPngAmpLXNW4h7WhB3Kts74r5yLfC1HO8rMyjVi6cV90spVQNfXDGt2aqbtuznY7VEvxH4m+D1u4FOOHj3+4hg+meBp9y9x903A+vN7A3BZ2cCS9sZcJmZHRP8/xLg34Gf1prfS3vPA8AZwaRUYq8Wt5UeIH948Pq1wBso7fiZ2OY14h5nZocFr18HnEzppmYmtncQV9V9JZj2EeCO8rSsxF5jm7+sXK1hZmcBg+6+NI24zcwo1QQsc/drKj66Hzg/eH0+pbr7qtq2nyd91kv7H6X6x03AAKXLvgsotU6ZQ6nObxbwl8G876CU9JcD9wBHVSznrZQuGRcCv6v8rM2xf5HSHf6VlKqarGL+tcB2YE8w/ynB9NcCTwWxT6VU5ZCJuIFPAUuA+cBc4Ly0tnmTcX84iHtBEPcHKpbT1u0dcV85A5gZspws7yvjKZWYlwGPURq5Ma243wl4sL75wb/3A68K1t8Z/P/KYP7XBH9fD7AzeP2Kdu3n6hkrIlJwY7XqRkRkzFCiFxEpOCV6EZGCU6IXESk4JXoRkYJTohcRKTglehGRglOiFxEpuP8PwdiJAFsBA3gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NIEUWOUDTVILLE_SAPD\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NUWEBERG\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NUWERUS\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PIKETBERG-SAPD\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PLAATJIESKRAAL\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PUTS\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "REENEN\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RHEBOKSKRAAL\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SANDVLEI\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SKIETFONTEIN\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "STEENBRAS_1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "STEENBRAS_11\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "STEENBRAS_111\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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P7/1Ispz3yaVb2XWw2/f8/f1Kd29/bEVPU0O8HC13oLOHXQe7YkiNKeV2c+zu7XftiC8rt9EoOfp3AO3A3SKyVETuFJE3A6eq6nYA5/9TYkinL3HGhc6efnYf8h8Ihjo/xz6L5fPFS/uax5Zz9veeTzUt5T5080wafvRi2smo6NHG1sw9GbsVc539vef56kO1q9UTtyiBfhhwLvBrVX0/cIgAxTQicpWINIpIY3t7e4RkhJOxJ69YVXrszGIwroUnl25NOwmD7D3sv9FWWuf7D59dxa9mvpbOxmP23Kvh+n+qB1ECfSvQqqrFrv4epxD4d4rIaQDO/65N3VR1vKo2qGrD8OHDIyQjOgtuxyR5KOqlvDhI30aeKU4ocsad+y0/t19o2nG047oklWYm9hzKbvFSXjKEoQO9qu4AtojIO51JFwCrgEnAGGfaGOCZSCmMmQX19IQ99nFfaxeNmxPzGuPz5JJku574yv2LubxKD6ZxHO9D3cm2sA5qy57DR7vI9qKqLGjZ7Su4Zy3+D4u4/NeAB0TkeKAF+EcKN49HReTLwGbgsxG3UVXWDnpcevr62XOom1NPeGNs64x6I6x2kcR5o1VVfvDsKj436u2cdeofxbdiPxLKMXT35e9sroc9+qubZwKw8aaLAGh0GdTkhaYd/MsDwcrhs9KqPlKgV9VlQIPLVxdEWW9YQQ55PZx8UX33qVd5tLGVVT/4JG86Puo9uzbifBTeuu8Id8/dyJSmHcy7rsanXMae6dNMbpB3CbXyGZdBTVr3Bm9fk5VqlkOuZazbzaBeyo6DenF14fXHkTp7TPaSVOanlrmqrJ0rQVLrZxzfMGrV9XASjcK81lk8rlnprnrIBXo3B7pqm+OIa9CKrOQmjhkcdl5trf5iNM3drPmmK+xsd19/or2LTl2Vfq2S8hvp7TPWJ96j6ktr25j3WrChM7N25VmgB/7hrldqur1Jy+Md7LpajjZIhrfWZY5/c7v3i9E0iz/rNd9++4zmxNbd5QypGfu+K3zudwv4/y6tgVWVxZv2eGZafjZ1Hb9+KdnqmV+8exGf+12+xwnORaAPk7MtXaYvoUdWL11DaIzaKPz+rEk82Rzurty3+bgEA24lh0MW06XZ142izHttt2tXyZOWb+Pvfj2fpyq0UzjikaPfvj/ePqvcMhaC8ELI8ZPrSS4CfZGf3GhW3pL74ffSrZcSnri7QC7/LVWVySu2xzIM4sR57mWvmTt96jy9G5z+kDburlz10c2DCzfHnRxX1aplZkGuAn1WxB14w17LBzp7Ir/IXb5ln+9BLcKm0+/xmrV+F1c/uISfTw03RGHbgWMvDeupt8fScut6SpdflX6/esmEePE63vWe7nJDNtBn7HdyFfVke/cNUzn/pmgdt42+Y65r2Wscirnn3856zVeL0X2HC30Tbd/vv5ZHsdhu6ea9jLox/LGIazD18p+0ceMeZq071kXI/iM9XHL7HDbtjqdn0FJJlYX7OU39ZAIeX9zK5io5/w27DvHU0uTHO86aXAT6IPGu3p5k5zXvYuTYyeyO0AthlOKEfRXqOH/6l7MDr2/7/iMDcsalQreM1WCP6eVl9heNm80Pn13lOu+zKwovxsvHa/VzE91T0undnbOT6Wv/M7+Zzz+V3EinNO1gRet+7pgZ7B2BKvzzfZVvyGmM0BTk2r3mseVccsexl/dup9Mnb5nFNx9ZHjldpTJXXOciF4G+KCu/R+nj4O9mtwCwvHVf7bZf4eoqPalXbe8IvO5+JVLOuNSUkpdglV5CFnfH6/3Lym0d3OUx6ElXT+UnhfJjVbqFScuOvUCs1cDUUR7ipqyM3jVyGBVfljvf+Q2mlTImqoUqqFmwp20r2zetrdn2chXoq+nvV3prXMMmTu0Huhg5djKPNm4B4qtt8p9PN3l+9ze3+esXxlc3xQFvxcur1LFPtAM2j5Vn9exJMleqqrzQtN2zfYi/ohv/Cbxnbu1GKgt6ibV+/8+Yf/e1Vec76VfncNrdo0KmKrghFejHzVh/9HOUGDlrXTsHOmvfrLtYQ+ExJ9AXRW2ted+CYzVMOstyuK9u9d/TYzUi4QNlkEAVaBvivky9vmyrx3RNWbmTr9y/JFQZv5/dUdUBmZoHalTbxist4J3uEbqd8zf9pnYJ8imXgX5hy24WuXRaNLXk0fX2kqAfxI79nVw54RW+8fCy0Olzu1jDXMBJXPPjpoc7LrU0t3kXSzfvHTQ9zO2uFsV9jy9uZYfPF8TF86CvX12Lm4rFfkFv7nHdIFSVVdsGFuntdroh3hbgJXi5ajdyP+kvXUfcjRKzLheBvvwkuGz8Aj7r0mlRqXEzmkNVLSw2pGmJaTzUMPX66zFX50dcQfXzdy7kb3817+jfqmV9zCc4XKHX3F4v0/cf6eGax5bzhbuCtbx8aulWzxfIQcTdN89dczbw6XGzeWXDHmaubeOd33ueQ0ffTwSviui7UZzbxEHtKI59/reHlvpbcUCPNWazRk8uAn1R0Jj5z/cvTiYhCSnfv6y8fC5KqrHajo5OLho3h+k+xwMu5ZWiYszY0dHJmddNrrqeRz0CQLGjsKBju3q1zE37Jr/Syc237j3MLdPW0dXbzy9frPwUGKR6pXe99Zgeg0MoPW9nNwfrE6de5CrQV1MeZ+asDz6EYT1lpuspLX6DeNhQf7irl7llF1n5Jl9rD/6UVVxH+bpLY0icxR5RHe2Ppo7u8tUGGamUVL8NwNI61722m7UOBYdUoC/n56e6d/5G1+lRrrPYT5EaXPQvrW1j7BMrkt+Qh3Ezmvn8nQvZti+Z/k0mv7rddbrX/GkLGmcCtTWJeSd95eidTX7nKfcaYANuvOULxcTPfmctwBdFDvQicpyILBWRZ52/zxSRhSKyXkQecUafqgvlv6Of3+y/nlkZeJkwQq23wjJPLG6l/UB8Y3V+8e5FPLxoS/UZq4h6+Eo7uBpUx93Hdd9RVlvKqwzb6/cI3alYSh201fLG5Jn0ki9+PnVtxX306mDQT84/6pHLahD3I44c/deB1SV//wS4RVXPAvYCX45hG6Gt2dExoAl5bGK6gOJYTfnFvLOjk289tjyxrgnc1NNF4hUUmtsO8p4bprov4zP5v0q4y9y8u21GM/NDDE7u9vvU6h5Wup36OcuDiRToRWQEcBFwp/O3AB8FHndmmQhcGmUbUV1462yunFDb/uarihgUtez/csV+YdpqNLKPX3HnLqu9nO7rV25+Yc3Rv5vbDsaapiBFHJVmDdNvTeB011GE6qzwVBZEKrtUR8cxiKg5+luBbwPFVjZvBfaparHKQCtwesRtVFV83KvWV0c8Vc3S+6W9Ul8+vRiAjnUNkFSKgvE6/mFqy/gxc01bhBy4j6KCmJ5iohax7T/cw8ixk3l88eCaP4m2HvY5n78yeu+1qfqsR+8zPUHSUEcPqpGEDvQicjHQpqqldRTdjrVHFVi5SkQaRaSxvT1a0Uqxn5FvPhK+EVNQkU4qtxPKx2J+z7mjVdU8FuhL4OyN8gIvbN3k8t0olp8Xp/vp7qJW4xMEPeRBUrXBeSK4Z17tugZw43cft+479qRZ3hLbc90uZ3/5MUoqJnsNfJIlUXL0HwAuEZGNwMMUimxuBU4UkWHOPCMA1yZqqjpeVRtUtWH48OERklF/9h3u5ukKI+aUXhFh48yK1n2eHWkVuzTY4VF0k9ZACt79x4S7RMtb8a53KZoJL55BbHz1ARTiHChdplqvlGkrvwH893PHXulN8NlvTVo565fWtvHTKcc6H8vieAAQIdCr6nWqOkJVRwKXAzNU9fPATOAzzmxjgGcipzImcWTe/JxwX3toKd94ZBkrt+3nvB9PZ2GFl09BTuDS5F9y+9xj08t2rNrQZ2mdqnHnneOoBZRkfr6/XweMnBTktw4y3OTOjupFP1ED1FYf1Vo9GzuVTXd9sVqtC4SqW4/OrSVy+dgGWS3KSaIe/bXAv4tIM4Uy+7sS2IarWhZFV8rNFfs1WbJ5Hzs6On2NeFQnxeipSOri8TMARZIlN7+cvp5L75gbajtx9bIaV9HUB26aMahzsbCC3nREiK3mXHeNxmt+ZdwXarIdv2IJ9Kr6kqpe7HxuUdVRqvqnqvpZVY2vMneKlmzey8ixkwfV3JizvjBwSOtel+IQj4vCbWqQU7/8Yhv0Mrbq8gE2VuZ9P3CvnliP/PS/HuUFfbWgt6DkSa7yrIPTUC1VlfplT9O46esZObZylxFux2J/lf3xMyiKn/P6O0+9Wn2msNu44Y+Pfhy15/eRthO3XLWMjdJ7XjWTlhVeNbzs5CyKF+IjTpfBizcN7k3xWAs+7/UGyXD5nTfJXKpXgPGzyVrV/vG6GItDDZbyTlMcOdfkuNcrT/YAf/fpJtbuLMnouBy8X0wb/PRanla34/LbWS0Vt+12Uw1zPr2cRJuaCDr2BW9TEEauAn2SwpxUxXMzrstvs8dL1PJLoPrjejoFjbWq4eLlthnBht+rptr+nHrCG32u59hnv1Vi3b6vVCQSR/HYgws3s7p01DGtXvYe17YH9j3kvkI/p1e9lbGvfPInNdnOkAr0sdSiL2927zJPsfZH8YQM2vXCI4s2M3Ls5KMDjRR5jYXZuvfwgJM/7nBano48SfLW85Gzk6tN9roYbpoLW3ZXfXHvZeveCH0OeZz/Xg3HVKG/5Px+rf0Qa3YEH+YyDsWbaVw3jPM3/zaeFVUxpAJ9FMXH4v6y4F2swlj+dh7Cl7tf+0ShHPEr9y12bQRT7sJbZ3N/oMGzAyQMQvXb70Zwz40FO04+5gmwxiQfMnwXtZV8jhRAXTRuGjwAT9Fl4xfwFZeuuv0k++fT1rHFZ1rLfw2v36fSyFHl76bdRrPyd15HbJVeZ08EfuU60Ls1eQ/jUFfv0Yu29Hfu7OnjlQ2FC+mm59cM6jDrWNFNpUvH+7u1Ow9wzWODc/Fu9ecXu4yo5cXtXO0M2CjkE7e8zDceTmZwB4B3Xz8lsXUPlFykD3MTudNjEHM/mrZ2HO3+oqin1/2pMg57Dg1+5+HGb02dSvPVU19KWZTrQP+xX7w8cELIs72zp+9oOCjmsAUZFBwPlQXgpLogWLez8g2s2vbcuvqtNDCGWw5s3c6DPL0s2HBtv53VwpSV3kUFP52yhhWt++jrVw54NAbzw7usOJ4Xen5t21dWBzvGdZd3q1z0q5kDc7pxFzVU4ncTYcry3b4K8/J5qN4vchfoX2uPlotvO+Cv5o5I9ZPGu4w+/rOtdI3lF0D55r79+OB+5SslaeK8jVW3/6V7FlWdB+DF1W2e390x8zUuuX0uf/Kd5zznib1jtAjLPr1sa8Xf8kDnsZtVb1//wBeZFaze3hG6Bs19CzYNGLg+S4GtUlL7Y2pXEJcoDdCal8+JMSX+5C7Q7/X5OOll1I3T6eodXIzhXsuh7O+yCT+aXGjqPbd5N719lRtqVDttlm/ZV/H7jiPHLu5qwdDvI3eR1zB5pfzUc/YSdzCausp/J2leNWf8pGnp5n0Vn1BKHeru4+Lb/F3gf//b+aFvaLsOdvEfjx27kQc9tHsOddPpcv7HqZgmr77n3cQV56Ouxm35Rxdt4TmPJywoVKE82HGs+vVxz1wdMRXBDas+S374vXZ6+sqqjRG9aqBXzRW/q/3R5MoDRc9c679+sFury/GzWvjWJ872vY688Dr8fm8++49Eb7hUfm5FvfG17ivtdiHYys794bRoG/ehmKbydg1eSV2xdT/nnHZC1XmDjssbhttYvt92Rl7b6FGb9oRb30GXvh6+Xxiu8sz+jUklz1PucvRegXPZln0sq5IrLnIty/UxX6VL6sclHTkl/RAa5qZ034JNXJviUIFpCTMIRqkojZSeWebd8V1cTzltTj84tSj4KA4cXk0xn+G3Ns4rG/Zwj4/iQz+iFpsu2ji4YaQfb5AeWpoWRtp2FLkL9F55tEcCdIBVfip876mmSC8HIViO202QgBI29HQcibaPYZW/xK7kO0+Gb8LudgO8K0ItFy/FmljV7rfFVqSDuttVje1dRLHldi14vYPw+/I1aAxeuqVy0P3OU6/GVjW4qNhXTpj7xc75D8aaliByGOjj98LKHTxYVsdXRAbdEJ6vUE5Xzfy1Is2UAAAMKklEQVTXdnO3zy5bg/IbNPy+YAqSK3qhqfoxCZKrXrjBfzXSmnA5tt9+vFAldolLtxjG24pWf0/cRS9VyTw9uHAzDyzcFCVJuZG7QO8V1ILkkPwP5Dzw7+LLVz/6+pXdJWWK98zbyPd/X6EcPkD6V/ms3VHO73776Sys6Cv3LwmVliR0V3khXipMY6ei4mGsdlPyzOn627SnpPu8Ccpv98VLNgcL9H7sdenfKAknUf2aO6F9CSt//MFB03t7kk9j5gN9Wg0pduw/wqMRHouvn9TEX/zoRVb5LNesBb9HslYXT9yCDNkX5bTatNvfwC7FQBe0i4ww6rLBUYQk+b0R3zHztQH7ntRRGCHVi2bf1b2Cd3UPLnrcv8e7ynFcMh/oy8WSl/FxNuw93DNg5JkgnlyylfsXFIqC/AzoUCv1Vlc5C6K0vvYzYEhcksgt++V1j+nojL9RXNR5/Rg5djLTAlThraZlwaTY1uUld4E+C17duj/tJLjq93lF1FfBQLp+O6vFtftjt2p45Yov9gY1cMvocHVevIZ4/OqDtSnWS+JoNpa9f9EoV0UNnraiDA5+hojMFJHVIrJSRL7uTD9JRKaJyHrn/7fEl9zByo/RjDXuj0FZD061SH++wks0m/b477HzsEvNji6fg14PZfGO8euttKhx3+Eenl0RrOsOP9yuHe33OfC5Jn+uRMnR9wLfUtX/A5wHXC0i5wBjgemqehYw3fm7ZiYtj/4jZjVHtdNjMHA3bi2Il6b4eF9vFrTUrnZPyt30pyZIy9gorrzrlQF/P+GjR9g4rF82y+ecdZyjV9XtqrrE+XwAWA2cDowGJjqzTQQujZrIILyumVpdTG6P8XHwcyq41Rn2qqP+/ggtIJM4lnG/LEz7fUOUYxT1ULh1mT2U1aLvereim94uf+/fpJ6LbkqJyEjg/cBC4FRV3Q6FmwFwShzb8FJ+iOIYxSjamKrJNCEv737WjVuygzRGStMHfzIz1vU9saQ2uTaIlh+7+LbZsaWjqBZdAaTNa5ASN+X3fLeitugGxx3/3TPXd9ENACLyh8ATwDdU1fetU0SuEpFGEWlsbw/farS8ylxen4Lrab/unB1/w664ax8FqTOfpqatHawt6xCuqzf5tD+yyP9ANfVoeWv4Cg01a3TnN9D7LMuPIlKgF5HXUwjyD6jqk87knSJymvP9aYDr21FVHa+qDaraMHx4+CHXBlVv84iIiza4t1J0e8TPZgl97epK1+olWq2MHDs59nV2BwjW33IZXCZpxVHM0pJUEWc96Vj5Ap1Hqj959B9O/sYTpdaNAHcBq1X1FyVfTQLGOJ/HAM+ET16IdHlMX7vTfze6aTYuibJttyXDdsKUdWHHQg3DrQvqBRFzjfXYvilOrTEPmZg2t5/r/G33svzOf6267Pkbbo8/QWWi5Og/APwD8FERWeb8+zRwE/BxEVkPfNz5u2aCltH7rTteK14jB/mhOniYwatrVFe53sxev6tm2/rwT18aNK0xwNCObiYk1O9Rvaizyy4xbz64Me0kABH6o1fVOXhnoC8Iu96ogpZlu51vt81ojiMpobi1lmzy3cBKXftH/8e7/Y3+ZOJz7/xonWnlveZMVqswe4nUYKoGctcy9nUBc/RuOYu4+r4OY9qqwUUOfkcmAvein8XWi6KpM3nL0f+peI8tUA9yF+iD1q6st5xFLRvqGJOW0XfMTTsJsbrt+OTL2aPIXaAPOnZpVnIWft49qMLug/mvzWBMVvx517K0kwDkYMzYodp83M3WfUeO9oppjDFFmc7Rr91xgM/fGW0cxo7O6IM714sv3r2I/UcsR2+MGSjTgf6uOS2R13H+f8+IISX1Y6jWmzfGeMt0oA9aw8ZNrXrQM8aYtGQ60A+l8vny/lCMMcavjAf6oRPpy1u8GmOMX9kO9GknwBhjMiDTgd4YY0x1mQ70cbyMNcaYvMt0oLc4b4wx1WU60FuO3hhjqst0oDfGGFNdpgN9h0vf68YYYwZKLNCLyIUislZEmkVkbBLbeHH1ziRWa4wxuZJIoBeR44A7gE8B5wBXiMg5cW/n+GGZfiAxxpiaSCpSjgKaVbVFVbuBh4HRcW/k9cdZoDfGmGqSipSnA1tK/m51psUq7+NqGmPq359Ka9pJqCqpQO9W73FAN5EicpWINIpIY3t7e6iN3PulUaGWM8aYuHTx+kjLN73hfTGlxJu4DSYdeaUi5wM3qOonnb+vA1DV/3abv6GhQRsbG2NPhzHG5JmILFbVhmrzJZWjXwScJSJnisjxwOXApIS2ZYwxpoJExoxV1V4R+SowBTgOmKCqK5PYljHGmMoSGxxcVZ8Dnktq/cYYY/yx+onGGJNzFuiNMSbnLNAbY0zOWaA3xpics0BvjDE5l0iDqcCJEGkHNtVgUycDu2qwnVrJ0/7kaV/A9qfe5WV//reqDq82U10E+loRkUY/rciyIk/7k6d9Adufepe3/anGim6MMSbnLNAbY0zODbVAPz7tBMQsT/uTp30B2596l7f9qWhIldEbY8xQNNRy9MYYM+RkOtCLyAQRaRORppJp7xWR+SLyqoj8XkROKPnuPc53K53v3ygibxKRySKyxpl+Uzp7E2x/ROTzIrKs5F+/iLwvw/vzehGZ6ExfXRzDQETOEJGZzrSVIvL1jOzP8SJytzN9uYh8xJleF7+P13EVkZNEZJqIrHf+f4szXURknIg0i8gKETnXmf6+kmtqhYhclpH9+TMn3V0ick219WSeqmb2H/Ah4FygqWTaIuDDzucvAT90Pg8DVgDvdf5+K4UulN8E/LUz7XhgNvCpet+fsuXeDbQ4nzO5P8DngIdL9mEjMBI4DTjXmf5HwDrgnAzsz9XA3c7nU4DFFDJWdfH7eB1X4GZgrDN9LPAT5/OngecpjB53HrDQmX42cJbz+W3AduDEDOzPKcBfAjcC11RbTxrnW5z/Mp2jV9VZwJ6yye8EZjmfpwF/53z+BLBCVZc7y+5W1T5VPayqM51p3cASYETiiXcRcH9KXQE85Kwjq/ujwJtFZBjwB0A30KGq21V1ibO+A8BqEhh/2I+A+3MOMN1Zrg3YBzTUy+9T4biOBiY6s00ELnU+jwbu1YIFwIkicpqqrlPV9c56tgFtQNUGPHELuj+q2qaqi4Aen+vJtEwHeg9NwCXO588CZzifzwZURKaIyBIR+Xb5giJyIvA3OBdonfDan1KX4QT6Uhnbn8eBQxRyhJuBn6nqgKAqIiOB9wMLa5FQn7z2ZzkwWkSGiciZwF9Q9tvVy+9TdlxPVdXtUAh6FHK+UAh2W0oWa6UsAIrIKApPKa8lm+LKfO5P0PVkWh4D/ZeAq0VkMYVHr25n+jDgg8Dnnf//VkQuKC7k5CQfAsapakttk1yR1/4AICL/Fzisqk1l07O2P6OAPgqP/2cC3xKRdxQXEpE/BJ4AvqGqHbVNckVe+zOBQjBsBG4F5gG9xYXq5fcJcFzFZdrRKnsichpwH/CPqtofbyr9i+s8qePzLZTERphKi6quoVBMg4icDVzkfNUKvKyqu5zvnqNQ3lrMTY0H1qvqrbVNcWUV9qfoclxy82Rvfz4HvKCqPUCbiMwFGoAWEXk9hYvuAVV9MoVke/LaH1XtBb5ZnE9E5gHrSxZN/ffxOK47nSKZ7U7wbnOmtzLwiWQEsM1ZzwnAZOB7TrFOKgLuT9D1ZFrucvQicorz/+uA7wG/cb6aArzHqfUwDPgwsMqZ90fAHwPfqH2KK6uwP8VpnwUeLlsmi/uzGfioU7vjzRRe+K0REQHuAlar6i/SSHMlXvvjnGdvdj5/HOhV1bo53yoc10nAGOfzGOCZkulXOr/PecB+J3geDzxFofz+sRolf5AQ+xN0PdmW9tvgKP8o5GS3U3ih0gp8Gfg6hTfl64CbcBqFOfN/AVhJoVz1ZmfaCAqPoKuBZc6/f8rI/nwEWFC2jkzuD/CHwGPO77MK+A9n+ged/VlRsj+fzsD+jATWOr/DixR6Gayb38fruFKojTadwtPHdOAkZ34B7qBQ/v4qhRfLxWuqp2Qdy4D3ZWB//pfzG3ZQeFHeCpxQT+dbnP+sZawxxuRc7opujDHGDGSB3hhjcs4CvTHG5JwFemOMyTkL9MYYk3MW6I0xJucs0BtjTM5ZoDfGmJz7H49doDAkJh8eAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "STELLENBOSCH\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "STRAWBERRY_HILL_-_BOS\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SUTHERLAND_GUNSFONTEIN\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SWELLENDAM_BONTEBOKPARK\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "S_A_ASTRONOMICAL_OBSERVATORY\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TABLE_MOUNTAIN_HOUSE\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "VANRHYNSDORP\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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22qGXe4IfcUz6lIlN6wcSlCPjocfgK6wsEvqutkMAgA1NB2x/JCnrU1zg453zxg7/WlvsCbjlhmkJ0O3lbpnknJJmbdyHJ5bVRx1GvFjHzsLtrVi6s634soYoi4QeFsNyoC/slMIcJVun+6jA5pmnnfvZ9M2+rWsoNYxt+7p9W5/pJi+uH/F8V1vPkZmfTBLrhO70Emhkwg0u+8bh0iwIhXJ/uVyal5M/zN0e+FWiWUbmi8t+twDjJq+MKJbCYp3Q7cpOsCYml/o288aGcPN1F+QVitN15y7+yGu7UNtyyLd4yl0SmoHWtR7CQwvS/RvmbtnvuEltdcA9U90oi4Ruutdqza2fs/P1V+yKpKtvEDv2u780L7jugl/MkvPs6PP5W4MdZtkk99kZ2sLQKsKwrnC/OHE57pm9FV19g/ivv1Tj/z6xOieOo1TjcT+m5AQXInI2gL8A+AcAwwAmqur9InIqgGkAKgDUA/iCqob7leVwB4d1/MahvWpYvvjwctQ0dx157rrZoj/hlI1ibfTjkJjsqhg/EzdeMcbVe/sS2I/BTgl9CMB/q+p7AXwYwA0icj6A8QCqVHUMgCrruZnyHMBJvIHpJ7/2T3Yyd7Mdr8lnxa72o9vi14JvTPpSuL/K3UB7+Y6GQv0bFPmP1V2GVZeWTOiq2qyqa6zH3QBqALwdwFgAU6zFpgC4Oqgg/eT0OBxwMZhUohh04mYrGZZ18s2rKZ9qFqf49ZaWfSx9fsIyR++97HcLfI3FK0d16CJSAeAiACsAnKGqzUA66QM43e/g/MZSefRct28v8rbsdZpUcgzbM6sa8fKGvfjpi8UHQDNlF+1sPYRfz6qxfUw8ULUDa3cfrdV91OMk8Jle4Ad6j/a6zr5xnt2AwrR+GYXYTugi8mYAzwO4SVWLX0ePfN/1IlItItWtrf4Ob2n3wMy3nJuP596521ExfiZSDodyjScz/kc/k09MzknXbnl+A7771NoRPaJN9s3HV2HiojrbHe5+P3c7Pvvno3N93vHyFk/bH7LO43vnbfe0HpPYSugi8nqkk/mTqvqC9fJ+ETnT+vuZAPJe26rqRFWtVNXK0aNH+xGzJ15KcJkmTkPDxathkpQ4bHW995j8Vzd0oLOnxNgshnzBNHb0omL8TEfD8dr5/6LgpNT5+NL6Ec/9aImSKRhFflVlYzcoDIjThpIJXdLXHY8CqFHVP2T9aQaAcdbjcQCm+x+ev0xJCvnM27IfE4qM+R0HdkqG+T6Bax5ahi8/sjzv8oX6DZQ6ubx+0ot35G9Kunlv+uL0R8+ut91TsNj/FwXT+mIkqQCUz/Y1C9C6tz6UbdkpoX8EwNcAXC4i66yfTwG4G8CVIrIDwJXW81DZPS7zHcC5pZPVDZ34n+mbIqsr+9ZfqnH3K1sj2XY+TnZDprS2r6vP9fa2euhGPmJwrmLLlVjPvXOPXnr/x6Mr0NjRW3AtPQMp/PDZ9bZj9PL/JVXhnsXe1+2os56N4SW8pIVzZ4zFiQ9f4n4FDthp5bJYVUVV36+qF1o/s1S1XVWvUNUx1u+OMAL2qtDBcu2EpZiyrAHFqsftlvANKwB5YkppzukJNayKIYctlHKbv/UMDGEoNYzvT12bd9ySVfWd+NaU6pJD+SaRIYdFQYciGGdlVX0Hbn1hY95C4Qniz+QfpZRXT1GfCt9+92QbHDKnaaSqon8oFVjllNPEXLAUV+J9De29ePdPXym5/v6hwp1LVNMl6xnr9+IH09Yd8/e2Q/2YV7Mff1nWgIGhYdtXd6a0mDAjivSXb5QGU6W3X2qJgaFhXDthGaaujPaGdFkkdL9auQSlVCzLdraHNhDStFWNOO+22UeqG/wuiB3OmTBk456DPm+hsNy8sWnPQZx322xHY3jkyz2DqWGce9srticD+WNVre3tBcGUwnWmbYHX1ipe+THT0rm3lS48hCHWCd1pSXluzf6S77FTeipV9eJ3gePLjywPrQPDTKv1Rlg94Mb+aYmt5Yrt0uy/OakiWt+UHmDK65j3mfbMT69sLLpch9XS5fk1TZ62Z7J858/sTc3osmbYWri9FfsOpu+1DFpVYlWGjrGTfSg5uaqK8oIj1gndqe6+oSMnVa4o64oLbbmzZwBXWwlvIORqGUNqBQruGzefl9NWTvn2gZfd8o3HzBpuNYzPuKG9B9/+6xr84Ol0ldW4ySvxmQcXAwi2Ht6U4zdsZZHQsw+cUm3IM4odEF7q0DNtbw9m9U7Ld2CvbujARXfMHTFMaf9QCr0D4d7sCft7bmltG77yyPIj+2nt7vT/H+wXmuLg4fxztO5oSd8M7Smy3+1+uaxvOog7Xt5idPPZps5eVP5qHi69qwr7PbRayshUsTV1Hq0ybO1O3yDc3xXOjUK3vvn4Klfvi/LTLTnaosm8JJvchJ17SXXP7GCaEH5v6hp8+v3/iO88uebIa/n+jVue23DMa5+87zXUhVQVElXS+e7UtejoGcCB3gGc9uY34E6rXrqutfBY5oWuukrJfDG3dvfjgl/MOebvCsVvZ28DkL7JCngv+T26eBfOPvVNJZcbSg2jpz+Ft57wem8bzKPYvzDptV1oO5ROtFNX7sZJb3S2/dxhZqMqKftx/Nq5WWqasiihu/HSevs9AZ2YtXHfiGTuRFjJHAD2HnBXOtvQdACr6r23YG3p7seMIjersr8EH19ab2s6tELJpfmg95Ko33764iZc8Ms5R+qZ485J4cuUm7bZnHwxRdmKqSwSup0Sg625M+P3hV1UZ88Anq3OfyMv09W7WPXSYGoYU5bWHxkTAwCuenAJrnU4Yl22TBO2rzyyHN+fuvbI6z0lxq4uVoIvpGRv04A+bzvr/du6PQAQ6bhBfvz/kZXQs7abGlb8ZVl90SaqSRHrKhcvgjjO3B68G5qObboXxk3a701di8W1bfjAO07Bu0a/2fH7H19Sjztn1eDNb/DvMMqMfNfZm79Ou5Cg8kbu5xBEVVT/UApvGHWc7+uNgollnufXNOHn0zej/dAAfnDlua7WodBYzBUc6xJ6ELu32AEZVI59Ye2eYFZcQqarvtvqpUxTtCh65fkpaVdeduX7chpxNZvzty8+vAyPLdllLWfvZHDzBbg+TwHHjeFhxeW/X4BnVqWvQgvd+PZblIdTrBO6XdnfrLe/tLnAMmYJI55MaTh7+NDcE9Xtl1hHz0Coid5NUnbzr+XbjmnHjhfZ/1//YAot3UdboqzY1YFfvOSuE5CIhNpCazA1jN7BFOpae3yZzLmzJ5wvA68SVeViZ0CevsH0TabcGxe552m+RJa0klz/4LF1ik5u6BRLZBffMRennnh83r+VmpbOC1dJ2vconDH1Uv7hRXWO35M+fvL/P5/+42KPEdn3s+mb8ey3Lx3xmpcr7C3NXfjomLfZWjbKPBHrhJ5dmqyq2Y/rplRHGI2/wmj/3R9wZ6VCzQnzj2IYvNwvKzs3RXOXiTr559PS1Xekh28pqxs6jkwokS/x2F2PncPz6ZW7cdKbjjZ7zG6l9af5wQ5/UNPcZcyYOWGKdULPVqjUN5gadpQc43QM1LZ0492nv8X1+/MNimSnbnTlro70CIMuv3X82MXHJlr3a/Xcgcbjl6/XL+9v/3U11uw+UHpBpMdmL6a127/OPuNfODoVXu6/+NtXt/m2HbtMvRLyU+Lr0J9eVXx8jQw7H3Wmed65t72Cqx4sfPnoS8KyEdGUpQ2etuE2zi88vAzXP7Ha07b99t2n1qLaYfv3XW3pK4ViHZOCuFLyu9AQ1s0+O2oLNB/tLDHE8NgHF+P2Gfnvb8VNlD2BY5XQW7r6HJcg8tUT+yFfU0M/1DR3Ydhm2+PckQvtSg0r3v2TWbbaONe3F74v4TbXuU1oH//tfPzn5MLjoUxZ1lA0AeduN1ViGIiafV3IXSTvZbzH8zdfyEFXhwHuw+7uG0RjZ/5qs5cLtJgq1XlrfdPBY6a5K8ZOtZ2d+2JB2N1+NLbeQ+GNJgrELKFf8usqfPDOeXn/ZspEDF598v7X8OD8WlsHn9vE2D+UGtEZqJjMTWQT1Lf3YtH29MiI+a5gnNaZljpmbnlug71hi63VRFUuC/vYv3bCMtS1BtNr+e9b99ta7qO/mR/I9v1w5b2Ljjze+cDVoW47Vgk9DCYMnGS39B91rO7zSPT7GPCvuWGUdbNLa9tQ2+K8l6wXQU6n983Hg2vYEMWn9L5+d8N8uJWYm6JOZRfmevqHbJdYw2EzFpch50tAM9bvxVveGI/DYfv+/Aml1O7I/vvf1u7x7QwP8ou11HH5lUkr3K/cpEM+BuJQCxDrErrd3Vvqg3DT3jYfv05suzUHfk7d9f2pa/GNx5wNF+q2ZOo17KseXFxkYl97Md00bZ3j+D/zwGLc+PSxU9Ed3bb/Zm+yP5uSCR6cX4tfRTwDUSGTFu/Cwu3uJzMpVKVXMX6m63X6LdYJ3Y5CN5eyc3z2iHamNFu0UxrIV3i765WakgdY7qpLbeoXL20O5aCdv83ezDUF6/Udfnb7Djqb1q/QdHkNbcG1qy9149YLhWJFXbvv7bUnLd4V+oQs+eT7t6atinbOz6DFOqFnf15rCnTvzYw3csx7s95s2oWU3dMr33IPL3R+tVHq/39sSX3+97nccYX+v2klpnDzKvcE3+DTfKazHcxJapLBlOKLE5dj1kb/4w9ynlAvXxamFNiCEsuEvmxnO4CRg0IVmpdQHF5YDw0rnlje4GsHi6D4VeUSdt1goSF7vYr6JnEQ5my21+rDi0JNEL3YvDe45npejvuwE/qwhntuxeMuWI6Wbmc9+9bsLjw4z5LaNkxavOvI83te2YonlnvrsOOVqtr7EnJ7UzS3ysXdaly/b3eBNsR+TIJQtB16DBO+qRMoRymqe5OJuCkqIpNFpEVENmW9dqqIzBWRHdbvU4IN0z2R/FUGmZP7q5NWjLiEK9SCIkz2q1z8KqFnPfZljcUVitrr6IylSl87cpr3mX96huPuV/yfbjHI5Gf3mrvQtIJhCrsIYafK5XEAn8h5bTyAKlUdA6DKek6W3JtMn/vzEsfrsHM+uL1flludlH3yOWkF4PacLTSt2ms72tyt0FIqoc/cMLIXoynl9Xf/9BXcZc2dmhRBzg4UVUF5hwGFvVJKJnRVXQQgd5CMsQCmWI+nAAi1O1RPf+pIj0G3ltS2+xRNfrM3NaNi/EzUtR6yPXBSht16voXbW12VanN7+dm9yfTIorpA60adiMHVb0H5WpUUazrb1TeIG55ag86cMWcuvavK99j8smlPcEMke+GlDt3EuWdzua1DP0NVmwFAVZtF5HQfYyrpJy9uLL2Qpdh5X6xu3auXrdLgpr3uDmw7CevwYAr//cw6PPy1SlfbcOrOnFLkPpejFAbVs9Lp5bTfUXT3D2Hy4l0lB8sadNiJ7YllDZi5oRnnnHoCfvyJ9xx5PQ4JxjRhXZUdHkjhTceHP61g4K1cROR6EakWkerWVm+lar+FMUrd0lrn1QhODrqdAY2pYcdfl0fXpnd53bEjK77qsEVIEPW8v3x5C+6v2lF0mTi0oCJv5mxJNwW12bzBN24T+n4RORMArN8Fb8Wr6kRVrVTVytGjR7vcXHi8fINnX85lHtodvjeX3VJsHAfxj3N1SRSGUvH7jE0V9ukySsLtYOU2oc8AMM56PA7AdH/CCVdQeWVYvSXaOCZpJ5ignBmy7n4v3tGGfaxmwfR1ez28O9nHnp1mi1MBLANwnog0ich1AO4GcKWI7ABwpfXcSI2dhbt39w4Edyfea+87u6VYN4dn1Ie0rSFpQxD2KIVuZb7fN+45iE8/EN68nKb64bProw7BWCVviqrqlwv86QqfYwnErrbCJ+13nswztGXU2Q7p5nvvP+ut9hY2IF6TJLE6J/tmb9sh1r97kfCL33j2FHXC6Q2onQWm0MpHVQPrQFGoN+UxMQSydTJJbhIaHtaCYxRRcUk/XxKf0Pd3OUvo7UXmlwzTgV6esG4ksSlfbhJ64O+1uHfe9khiIbPFcnAuU5hw+Zb0G6hOTXPZqshkuR/xqzEd3dEEST9fmNA9MOHQMCEGkySwCv2YDlNbms3shUnRY0L3oHfA22BSfnBT4KiuP7ZTTlKsSuL/xm9t3yRJ83GrAAAIXklEQVR9VzKhe3DPbP9HqXPKzehxD/y9NoBIzFDfHtzsQUFrLHAjPOlJKExO76m51djRW/DzDBITuge5Ny554pEXH/3N/LyvJ73eN0w1IVVX/W7O9oKfZ5CY0GOO53ry8TMmu5jQPWg/NLKJY31b+ANl8WRPPn7EZBcTugcrs27ANR88zG7ZFIhHs6ZIJCqGCd2D7Mlqc0vrRERhi0VP0d3tvZi9ubn0giFjdQcRmSQWCf0rk5ajqcioiSaIKrmzBQQRZcSiysXrbPBhGI4osTKdE5lq5Nmpbmd1dyAWCT0OA1VNiujGFQvoRGb6+nGvjngextV0LBJ6HGzf1x11CERkkOGckYWGh4ObUCeDCd0nUU2s4KbrPxEFbzgnvbKEHiNBTXRRCqtciMyUm9BZQo+R10VWQiciE+VWufCmaIwkcS5LInIvxSqX+HqdYVUuhQ6ebs5FSRQK5U3R+IqugO7sW//Gp9cFFAcRZUspS+ixFZebotv3s3klURiObbbIOvTYMK0OvVCiHxXV3VuiMqO5deimJ3QR+YSIbBORWhEZ71dQcRRZHbrD5Y9jQicKRe5NUajBCV1EjgPwJwCfBHA+gC+LyPl+BRY3g6ngP6x8CtXLFUr0o17HizKiMMStyuUSALWqWqeqAwCeBjDWn7DIrmGHRXSW0InCkduxqLVxW+Db9DJ87tsBNGY9bwLwIW/hxE/F+JmRbv/gYWfNELeENEkuUbnLLaF3NdUAF3880G16KaHnK+odU14UketFpFpEqltbW11t6I6x/+TqfUH7+j9X4IyT3gAAuOy80ZHE8LFzR2734nNOLrr8Lw3dl0RJs3r43BHP337B5YFvU9y2jRSRSwHcrqr/bj2/FQBU9a5C76msrNTq6mpX2yMiKlcislpVK0st56WEvgrAGBF5p4gcD+BLAGZ4WB8REXngug5dVYdE5LsAXgVwHIDJqrrZt8iIiMgRT3OKquosALN8ioWIiDxgo2QiooRgQiciSggmdCKihGBCJyJKCCZ0IqKEcN2xyNXGRFoBNIS2waPeBqAtgu16EceYAcYdtjjGHceYgWjjfoeqluyOHmpCj4qIVNvpZWWSOMYMMO6wxTHuOMYMxCNuVrkQESUEEzoRUUKUS0KfGHUALsQxZoBxhy2OcccxZiAGcZdFHToRUTkolxI6EVHixTKhi8hkEWkRkU1Zr10oIstFZJ01ocYl1uuniMiLIrJBRFaKyP+yXj9bROaLSI2IbBaRGyOK+wIRWSYiG0XkJRE5yXr9NCu+QyLyYNbyJ4jITBHZasV9t2FxX2J9ButEZL2IfNZ6PdT97TDmChE5nBX3BOt10/f1V7NiXiciw9Z5YHrcx4vIY9br60Xk49brocZd6JgUkVNFZK6I7LB+n2K9/h7r/+kXkR+WWk8kVDV2PwA+BuBiAJuyXpsD4JPW408BWGA9/i2A/7EevwdAlfX4TAAXW4/fAmA7gPMjiHsVgH+1Hn8TwB3W4xMB/AuAbwN4MGv5EwBcZj0+HsBrmf/bkLhPADAqax+3ID2qZ6j722HMFdnLxWVf57zvfQDq4hA3gBsAPGY9Ph3AaqQLl6HGXeiYBPAbAOOt18cDuCcr1g8CuBPAD0utJ8j9XegnliV0VV0EoCP3ZQAnWY/fCmCv9fh8AFXW+7YCqBCRM1S1WVXXWK93A6hBep7UsOM+D8Ai6/FcANdYy/ao6mIAfTnr6FXV+dbjAQBrAJxlUNy9qjpkvf5GWNMShr2/ncRcZB1G7+scXwYw1VqH6XFnn5MtAA4AqAw77iLH5FgAU6zFpgC4OhOrqq4CMGhzPaGLZUIv4CYAvxWRRgC/A3Cr9fp6AJ8D0tUBAN6BnINERCoAXARgRUixZtsE4Crr8bUAzrb7RhE5GcBnYJ0cISsYt4h8SEQ2A9gI4NtZCT7z9wpEs7+L7et3ishaEVkoIh/NfaOp+zrLF2El9GyGxr0ewFgRGSUi7wTwAeT8T2HHnXNMnqGqzUA6WSNdMnezntAlKaH/PwA/UNWzAfwAwKPW63cDOEVE1gH4HoC1AI4kGBF5M4DnAdykql3hhgwgfSl6g4isRvpybcDOm0RkFNIn8B9VtS7A+AopGLeqrlDVf0L68vRWEXlj5m8R7+9CMTcDOEdVLwJwM4CnMvW9VszG7msrvg8B6FXVTTmvmxr3ZABNAKoB3AdgKUaek6HG7dcxaUAuiWcduuqx9Z4ADuJoM0wB0JXnPQKgHsBJ1vPXIz2F3s1RxZ3zt3MBrMx57evIqkPPen0y0ge8kXFn/W0+0pfToe9vDzEvyMQch30N4F4AP4nxMbIUWXXOYcad75gEsA3AmdbjMwFsy3nP7ciqQy+0nih+klRC3wvgX63HlwPYAaQv3SQ9iTUAfAvAIlXtEhFBuhRfo6p/CD1ai4icbv1+HYDbAEyw8Z5fIX2f4KZgoysaQ964JT1p+Cjr8TuQrketN2F/F4l5tIgcZz1+F4AxAOqs58bu66zXrgXwdM57jI3bas1yovX4SgBDqrrFeh5a3EWOyRkAxlmPxwGY7nI94Yvy28TDt+pUpC+TB5G+dLsO6RYhq5Gun1sB4APWspcindy3AngBwCnW6/+C9A27DQDWWT+fiiDuG5G+K74d6eohyVq+HukbTYes5c9Huv5fkb7xkon7W6bEDeBrADZbca0BcHUU+9thzNdYMa+3Yv6M9brR+9pa/uMAluesw+i4kS7Jb7Pim4f0SIKhx13omARwGtJ19zus36day/+D9b91IX0jtwnphhih55JCP+wpSkSUEEmqciEiKmtM6ERECcGETkSUEEzoREQJwYRORJQQTOhERAnBhE5ElBBM6ERECfH/Ae90G5NHYW7EAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "VAN_REENENS_CREST\n"
     ]
    },
    {
     "data": {
      "image/png": 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iixUq9CGRjR8/FHJNdOJWiPPNWgn3qd1v9HJdjvUO0F3GEArlEtIYV9GCJO0Bo0KfUILw/0Z5c8X54QMBlW8Iv/EDN8+l6o75wSecAsIQ34TpuS0q9CERdgVx00GYtNaHUpzjZWzR2z2sgq5SQaYXRMz8mLdDXKNCHzLRtpoL517spop7SzuNxPk5nN9IyK0fjy/fZTvSyzFa38qCCn1C8eJa0HsqImyVPNlX5NYZdaNGerkmzk85Mkt/7mg/VvK4p1Y0csV9S0K3xysq9AkliFWJYn6PRcqIcfQeCyrZMp6hXG94brJxOkopqNFM09Y1j0477+754fRadrTHNza+Cn1IlGvInJOWfb4l2TOaDnbZnxOy+XHvN4i7feWiXOXgJpspyxtdpe3p7TdlPsyKFfqyDRsLucIUa9mXynnW5hb6rGGgJ84pc/12mt29c7fy0bsXhWpLZFTyQ8VDfduw54inrHa2H+OJ5bs8nZt0Klbos6True2esMf5B8VDixtoPly+QGtBPvDsHsZJaDTGwcbVuw7Z7nPjwvybX7zBLTPqGBgcKn1wbh7JuEWKUvFCn3T8jveOuhKn4B6yJQ4i6ZfQ64eD9P/tmbWBZNXZ0w+kzy3jBBV6pSBBdPYWowLvtcSzrbWTju5+2/25axjsdDBSRSkfvlaYUkoTBz0rNhY6X3DdviFUYusoaOL8VpN7ef/qJ0tPfC402GBKjv/78vteo/GuKx1k4Ms8T2RsL55x7u8rdH2ifhN2i7boU4ztrEZT+HNYDA4ZbptR52ih7LiQW3RhlVESHpFufntD28hWfFffAN9/efMJl0k5bChGJTdKVOiV0KluPMSU5bu48YUNUZsSCXFp/Rlj+NQDS0etGhVc+iO/P7ViN8+sauIXS3aEkp/inNQK/dMrd3Plg69Hln/5xh+HFO8+L9ll2w8wfuIstu7vHLHdyQiGbFKVtgxtVAuP7DlUeH7EkIEt+zv51vPrHaflpxGcvd5xG9kVL2vKQ2qF/ge/raF239GozUhcp6Odva/WtACwunHkULdbZtSGbVI0lPHCBTm5bn3TYT42aXFg6bkxLawic1s6ditMeTUvZs8pT6RW6IPgWO8AS7a2RW1GUZzNjC0yqcrnzVmz18XDtMx9A3EnDJ9xUNPwvZhme03LNjmxPPkkERX6Itz46w187fE1NB+2DxUQZ+weAr7iuHhQaL/339rdh32mEC22+lfmp52b/IIwLS7Ca/db2jt7uf6JNXR099PR1c91T6zh4LHewPP/1dKdPLMq2rVnfQu9iJwkIutFZKb1/TwRWSUi20Xk1yJyin8zoyEbta6n333877DHoYfNqPg4Ad+0btL72pTVwWZeJpz+xnKPBgkrPz/JlvOZl83r4SU7WLiljRer9/D0qt0s2tLGY8uCD5Fw5+x6vv9yTeDpuiGIFv03gfqc73cDPzHGnA8cBq4PIA/P9A6Ub5GGQkTVIeeVfGv7BoaobwmmryNJD78RwytDziuOa8aWEm03Y8uLrn/gwJagysfrgyhJ9dYOX0IvIuOAK4HHrO8CXA68ZB0yFbjaTx5+uXfuVt9pxPA+dIUf+29+pZZP//R19nf0ZNLykEaYLdZ5tftp6+wJLf18Xt/eHlhacR7XHYjrxkk+/rNRHOC3Rf8A8N9AdozdO4EjxpgB63szcE6hE0XkBhGpFpHq9vbgbp582jq9+9z83IhxeDi4Nf9nC7fTmBe6eJ3lHz/aPVDolLKzdvdhnlzRCED/4BA3PLWWax9dWbb8/+Up93FX4lAXIN6iWs5nXhpa6G7xLPQi8lmgzRiTW/MLXa6CpWqMedQYU2WMqRo7dqxXM2KPmwrcPzjErTNqQ+kQsiO30t83f9vw9hDUKYgkP//wG/zP9MyQzuz47D2Hwp1x61WDwhSvRVu8L+HnxKxc29s7e7n83iWe83NCOR6G+W5Ux9cnBc8FPy36vwA+JyKNwPNkXDYPAKeLSDaGzjggnGl4KWRebSuPL2/k1hl1oaTv5Q0liNZPjD0UjvinJ70tl+dUvLyU8LeeD3eWca7tszbtY+eBkcM2g1oRykvVSHh1igTPQm+MuckYM84YMx74IrDIGPNlYDHwd9ZhE4Dpvq30gZeWwqbmIyzdNuxOMsBr29rZ3Nzh2575RRZTzrZQBx0Y7acF5CnWjfjPNyxKPYyCfjs52tPPURfxW+wedOUWrHJfu3I84J38ppIdyzGs00ETxjj67wI3ikgDGZ/95BDyCJXPPbScr05ZPeJGnDBlNX/90DLHaRSqPNM37OW36/f6N9Al5epYK0XQ95OfEU1DQ4bHXt/J8V53fQ8iwoW3zOPCW+Y5PicMIfGTpBMBDkOkX9vWzrqmkXMiyqmxfVa4juz1qKQ3g0CE3hizxBjzWevzTmPMJcaYPzLGXGOMKZ/DOYbkVqZvPr+BV2v2B5NumWqpG5G6f/423mg4MGp7HG+oeXWt3DGrnh+/Wl9wfxDlG1eXlZNrmnuM39FB2bQmTFnN3/7iDffn+8p9NIu3lJ7tbmw+JxWdGeuAOC6QXO485YTrxv6MBxdu50uPrfJvlEu8XJ/sJLjOnuhHE5Vv/eLi+y+btJjJDicMOTHZyRuX32ehl6LrHXC3lGAaUKGPAR3d/bR0uBs5UnZ/awzb5UG0mAuV4/Orm2hoDX+FJF/221z/Ykna1ZnWoz0c6eqj6VAXt8+sG2VbXN9MvJLfp1MJwy11hSkHeArwlFd5FtTZd8J+4p7FHO7q52fXXuw+Iw+MjHVToiMzwHzjNAO02DWdOG2z7b5jLn36ED8hyf/tH/nRwlHbgrxUfpMKutqc8NE7vK8L1ds41WUnVHyLPuzL9aXHVrG/o6foEL3DXe5X4HHz8PEiNHaxbrzNjPVwkguivuXunrOFqjvmF9hTnqbwr5bu9J1GMd2K4zwCxR0V26J3JZQ+laR+f/Bx8Z0NKyv8I738njjetI7nu5giyyr6tKHtaA8P+1xByc+DuLtvkDtn14/a7pc4Xu8sR4osUO6EhDXGAyH1Lfqwh6EFaUScO2Oz3Dqjjher9zg6tqd/cMTwxajurxueWssV9y0JJe1nVzeVPOaIzRtbEP0ebh4SXh4o98/fxrFe/4EB+x2sROYUp24TN0HW7gkgJpZb+gaGfK+n65TUC31UhN1qcPMQ6ukfZOOeI4Hl/cvXnLVgL5u0mPffPBenbe/afR2uJiJlyd74A4ND3D6zblSQswX1rYEtyOGFe+ZuZVOzt/Lfsv8oh4/3BWqPmwfMgWO93D1ni6/8jIH/7yFG0PD5pSfErdp5cPh73v64vpz84xOr+aCL+Rh+qFjXjRN2WdO+y9WZ5m5aufNjv/XrDew51M1bTjnJcTrZ7dmbzEvr021AuSsfXMZF497O9G981HVeAK83HGDysl3sPtjFYxOqHJ0TZqda7sN4y/5OLhx3uus0PvXA64w741SWfffyEdv9XJewKHafLCoxdt3rPTZ9w17GnXEq//3SJv7ve53FzArimgdRa5Y3HCx9UECkokV/rHeADpvXYz8XtX8w/s48EQrO7tx3pJvtrZmFvLNBv7Jjx528DXxv2uYRC66MGKlT4tw7ZtadWLQll0KXIv/6bHQRZiJ/8lk2rcGh0m6C3P6L8RNnMX7iLMf5jkgnCPdLiQJtPtzNj1+tZ1trZ/EDfeYTV4pN2Np9sIuavZk6s+ewsyHK+cWQXy7Lth/ggQXb8MJN0zZxpCvYN7AgSEWL/k/vWEB3/yCNd13p+twHF27nxk++JwSr3OOlcm1q7uDfnll34vu9c7eyZf9RFtT7W+t2deMhXnDoi8/nsWW7WJjTggurY+/fn1sPFLhxXaRRNu0rkJGbcnnktZ38Zu1w+Ixscp7KNqT5BweOFRY4J631Yg/M0Yt9jzx2cMjlVTwxvLJwnl+ZPHLSX6HfetDGnfbc6j28acxJ3PK597uzKWRS0aLvLrLUX1SLO4ycQu2sImb9yE4s3n1oOG78azkB2B5a3GAr8lkrjCmw0QavQph7cxYduufg+jiPu+b8WgdVK3LN7+oboPVo4UVQbp9Z59lPP8zIkvjZwu388Q/n+EwzOEq5Z8KmnHf6rE0ttvueeKPR8xtiWKRC6MPG7yuv29f7/Ozm1Y50UTz2+k7+w2rNRkHb0XiHL4rKRXHNL1fwkR8tPPE996p39g5wzS9X+Eo/93d19Q2OWD/AXUK+zBjFnkNdRfc7qf9OG0P1LUdpzAuZnH9m/uI5hfLa1tp5wrWZUI+WK1Iv9HGYwea3M/eGvBELd8wqHIjLC15s6+pzG/HRdRauOHGJveQTYPWo3Tc8X6JvYIhnVo0cemmXVQyqqC8+NmkxUGyugv0PdPvG/emfvk5T3oMlv/xKjTAzBv7qJ0tZvDW8le3iRuqFPp/+wSHum7eVrr5hd88hl8PXpq1rZkOAwxXzmbWphWdXlR6fXRZK+DPtcHr8Awu28ZyDsehucBRwK6CHj10yz67aXfLc/TZuHjucBRIL6iD/OHLLOXjK9Q8a/mnqGttF6u2y8dLnVXDAQIlz7OyKExUn9C9WN/OzRQ08mjNt/MO3F5q+bs+NL2zk6p8vt90/NGRGtHrtXl3biww//N7L9vFWvOLn/nZ7bsH4IDmfs/0ItfuOclOR2DJu8o7PQEObCIl5RfLQoobyGGPhNva+W/zVL/uzu/sHWVDfZhuDyO5ZcbzP/0QvJ3z3N5vKko8fKk7o+wbCu/g9/YP09A/yP6/UULO39FP+T+9c4HiWaVg4dRt0+Jh2nn8L509oytgxbMgUh6Fy7RgYHHK8Gphft1pYoRUKpunDx3O0p58/uWNBgNaMxs/AB0fXwfb3Fz93VMC2IsnGOfSDH1IxvLIYfobeueH7L2/mmVVNvP3Uk+l20ZJYvLV8IxWyv73xoPtZormuKhEp+YQodtNfcudC230At82s47qPnufOwBze2HGw5GpgUUw0ijKKpd08k3LgdtTV/LpWLnj3aYGkH8TxpUjCsyHxQu9GVMMk2/HW0d3PySc5v/RRdMTlzsgrlr2dba7HLTugUF67Dx7nheo9juSxp3+wZIty9a5DXHLeO0ZsC+O3OKVU63FLXjA8L1FOC+YbQBqFSi0/Xbt8avZ28IFz3m6b9j8/Wc2ZbzvFUZ5ecPvALXmPJuA1IPGum2nrm0PPw+5C/8Vdi/jSr1aGnn9qcPlUu+6JNfx88Q5HMeCfXdXEpBIxWf7+keHhjdl7c03jYZujneHGXeH2oR5kIyboB9qMjftGbcsvitusRUzy+ezPht+27NxRdpOvnNqSS34WSR/l5IXEt+i//3JN0f35t2GxyVVOmDBl9YnPe490s/fI6GnXbipSOSud27xEvLeicsvdq++2WAiKfFfEkDEjhjeWIj+Wz4l0fYbADZIVO93HQmkt0P8B9jM5k0TUna52xL89n4IWfSny68akOf7CkebOQk0D5Z5n0GezXmdBV0CRO+ii20ZG/XPzMzq6+qnefahwureWJ5pgLrnXYOm2dnqtAQOzN9vPvrTDSf0Oy9Pgpd8j2wg4dLyPdU3+3q68UmhwQC6lXD0J8NykX+iDwLVPL8S0/VCoQhbL/ZHXdgYaL9sA984rf9zvfL76+GoeX944arvb+RTFcLQwTN73jXuO8NUpq/nx7C3W/uAUJO5itGRrO3/7izeKHlPqXsnd62Y0W5DXPa6o0IdAvj80LmuGFhKfy6xZjYXYe6Tbla/UjlyN2VkgqqWT80rhtIy/8ew625mTbudTuGWghJ/8kBX1cNeB6GLn+6HfJmpoFLPTv/OS/dj2fGvqXLj8CuH3GXrwWPghRTwLvYicKyKLRaReRGpF5JvW9neIyHwR2W79PyM4c9OH23vg6ZWlZ1y6oSsmo5b8ioHT02cWCUYVN4Jshbst3p7+4FaECopSv6GhzWEjIi+h3NWvvCwLadcHNaemhT/83uyS5/tditIJflr0A8B/GmPeB1wKfF1ELgAmAguNMecDC63v0RGDxnR9i7844rn84LfFO59jQyE3kXEnOOWIPBpVdNPcvPOLJIx+ILc/0y4KZ9E8XJ9RHvxeYq9tkHvmbo10+G4unoXeGNNijFlnfe4E6oFzgKuAqdZhU4ENdpVlAAALuUlEQVSr/RqZdIqtRxmPahACNrMN7X7v7QWG4g0lYBxcUM+Jzp5+Zue9bQQpnLlphaU9vxPyQzOo6uA22mUpnP7qFTvKt6JUPoEMrxSR8cDFwCrgXcaYFsg8DETkrCDySCtRzliME1NXjHZJ7XZxA8btkWDXZ1AoTrkA33lxE3PywlGHRd/AUNF1YNfuPuRaVFuP9tj2QbhJKqyRNzdPH34TDnxmrI3S578tXmsz56YcL5W+O2NF5G3Ab4BvGWMc92qIyA0iUi0i1e3tIQ5ZtArx9e3tBZe3i5rjLkP+JoaCI3xMLMJGx5HmIwUeaiEqQDG/8Ocfdh83/8YXNvgx5wTFRt74qTmFGhJhEydXli+hF5GTyYj8M8aYadbmVhE529p/NlAwmIsx5lFjTJUxpmrsWGeL+nrCqh3/MHk1V9z3mrckQtSmNOje51zElXH6c3tdBp/zWo5+h9YFsmZsQOkU43ivy/J0KatuO28/8qMFjJ84y1NfgF+CbmzEaYF2O/yMuhFgMlBvjLk/Z9crwATr8wRgunfzlCSwycWC3k75wiPuQktEMYS1mEgFoSVBykf+OqhBU2yxj0Jl0WqtUra+Kbx1HYKkWEhxuwsVp7kLfnz0fwH8A7BZRLLvbd8D7gJeEJHrgSbgGn8m+mdpymazJgG7Ou5UAMNc2CUo+geHglvAJC+d8RNncdbvvimYxMtAqTkCdiyobw3YktJ4sfTye5cEbcYJyjHyy7PQG2OWYX8/X+E13TB4pUTQI/AX9CnK3vS4sKZxZEiBQqVZSS4wt/duocPbirUiK5Co+neMMXQWCay3elfhcBrbWuPTJ5jKmbG5FcJgHL0Cr/fR22/Xm+6EmOmTZ4otfJ0remmLFVSIvoGh2Aa2c0pMhn8HwpK8tWHjWN5hk0qhP++m0rPR4kJaR6HEyD0ZKoV+p9N4PiPOjZNDN2CiDgGyPW/GrFtrohixEzSJD1Ocy3VPrOH9eSvTzN7sbGxyiu+zSNjRPjpei5tx8W6JYvTGQ4saCo59333wOG99k/Nby2CKdmZGwdb9wc3mjhtBulr3d/ivd+WQnlQJ/aItbSza4nVpPvviTmmju+w4WUDEK1FEIHx+TeEIicbAtHV7HaeTHYESJ+IUlz9LUPdhkB3Al/64+LKYcSGVrhsv1LX4i2DnlUp4iMyvC39kRZyK0aktCz03SpLF0yubojYhFO73EXL78eW7Tnx2s2COV1ToLX5YJFhYkDHZ8wmzlRsXfrpwe+h5dMWoHCvh4R0FUfv683lwUYPnc2+dMRzbaVnDgSDMKYoKvQO+9Fh4k00KLUWouGfx1viM5olibLiiFEOFXlGURBCncelJQ4VeURQl5ajQK4qipBwVekVRlJSjQq8oipJyVOgVRVFSjgq9oihKylGhVxRFSTkq9IqiKClHhV5RFCXlqNAriqKkHBV6RVGUlJNooU/r6kyKoihBkmihT9O6loqiKGGRcKFXpVcURSmFCr2iKErKSbbQD0VtgaIoSvwJTehF5FMislVEGkRkYhh5aIteURSlNKEIvYicBPwc+DRwAXCtiFwQdD4q9IqiKKUJq0V/CdBgjNlpjOkDngeuCjoTHXWjKIpSmrCE/hxgT873ZmtboCzdFp8FoRVFUeJKWEIvBbaNaH+LyA0iUi0i1e3t3gT73aef6uk8RVGUuPDvl/9R6HmMCSndZuDcnO/jgH25BxhjHgUeBaiqqvLkhPmT3z+Dxruu9GqjoihKRRBWi34NcL6InCcipwBfBF4JKS9FURSlCKG06I0xAyLyDWAucBIwxRhTG0ZeiqIoSnHCct1gjJkNzA4rfUVRFMUZiZ4ZqyiKopRGhV5RFCXlqNAriqKkHBV6RVGUlKNCryiKknIkDsvxiUg7sDtCE84EDkSYfynibh+ojUERdxvjbh9Ulo2/b4wZW+qgWAh91IhItTGmKmo77Ii7faA2BkXcbYy7faA2FkJdN4qiKClHhV5RFCXlqNBneDRqA0oQd/tAbQyKuNsYd/tAbRyF+ugVRVFSjrboFUVRUk4qhV5EpohIm4jU5Gy7SERWiMhmEZkhIqflnfN7InJMRP4rZ9u3RaRWRGpE5DkReXMUNorIeBHpFpEN1t8vc8651jp+k4jMEZEzo7DR2nehta/W2v/mMG10WYZfzim/DSIyJCIfCtM+DzaeLCJTre31InJTzjlxqYuniMjj1vaNIvKJnHPCus7nishiq0xqReSb1vZ3iMh8Edlu/T/D2i4i8qCINFi2fDgnrUlWGvXWMYUWSSqHjX9slW+v5GiOtS/4a22MSd0fcBnwYaAmZ9sa4OPW5+uA2/PO+Q3wIvBf1vdzgF3Aqdb3F4CvRWEjMD73uJzjxwBtwJnW90nALRHZOAbYBFxkfX8nmRDVodno5Tpb2z8I7IxhGX4JeN76/Bag0br2caqLXwcetz6fBawl02AM8zqfDXzY+vy7wDbgAiuPidb2icDd1ufPAK+SWenuUmCVtf3PgeVWvTwJWAF8IiIbzwL+FLgTS3Os7aFc61S26I0xS4FDeZvfCyy1Ps8HPp/dISJXAzuB/Jj5Y4BTRWQMmRtvHwHh1kYbxPp7q9UyOS1CG/8K2GSM2Wide9AYMximjT7K8FrgOetznMrQWHaMAU4F+oCj1r641MULgIXWeW3AEaCKcK9zizFmnfW5E6gnI4hXAVOtw6YCV1ufrwKeNBlWAqeLyNlkyvfNwCnAm4CTgdYobDTGtBlj1gD9BZIL/FqnUuhtqAE+Z32+BmupQxF5K/Bd4Nbcg40xe4F7gSagBegwxsyLwkaL80RkvYi8JiIfs2zsB/4V2EymMlwATI7IxvcARkTmisg6EfnviGwsVoZZvoAl9DErw5eA42TqWxNwrzHmUMzq4kbgKhEZIyLnAX8CnFuuchSR8cDFwCrgXcaYFsgILZlWMmQEdk/Oac3AOcaYFcBiMmXYAsw1xtRHZGNBwrrWlST01wFfF5G1ZF6t+qzttwI/McYcyz3Y8qVdBZwHvJtMS+UrEdnYAvyeMeZi4EbgWRE5TUROJnNzXWzZuAm4aXSyZbFxDPBR4MvW/78RkSsisNHOPgBE5CNAlzGmxvoepzK8BBi07DgP+E8R+YOY1cUpZISzGngAeAMYKEc5isjbyLhYv2WMOVrs0ALbjIj8EfA+MmtYnwNcLiKXRWSj3fmhXOvQVpiKG8aYLWTcC4jIe4DsquIfAf5ORCYBpwNDItJD5pVulzGm3TpnGhkf39PlttEY0wv0Wp/XisgOMi1osbbtsM55gYwfMDSKlGMz8Jox5oC1bzYZv+/RctpYxL4sX2TYbQPwoXLaV8LGLwFzrNZxm4gsJ+MWMcSnLg4A384eJyJvANsJuRytB8lvgGeMMdOsza0icrYxpsVyzbRZ25sZ+SY3jsxbxleAldlGnYi8SsaHv5QAcGmjHX9JCNe6Ylr0InKW9f93gB8AvwQwxnzMGDPeGDOeTAvlR8aYh8i8Ol0qIm+xfI5XkPG7ld1GERkrIidZn/8AOJ9Mn8Je4AIRyQY1+mRUNpJZH/hCq7zGAB8H6sptYxH7stuuAZ7POSVOZdhEppUplkvxUmAL8aqLb7FsQ0Q+CQwYY0K9ztZvngzUG2Puz9n1CjDB+jwBmJ6z/atWOV5Kxv2RdYd93HI7nUymjkZlox3hXOsgepzj9kemxdZCpqOjGbge+CaZnvBtwF1Yk8XyzruFkT3gt5K50WqAp4A3RWEjmY6wWjL+0XXAX+ek8y9WRdgEzADeGVU5kmkx1VrlNSlsGz3Y9wkyLbr8dGJRhsDbyIz8qiXzkPxODOvieGCrVV4LyERPDPs6f5TMW80mYIP19xkyI7sWknmjWAi8wzpegJ8DO8j0GVRZ208CHrFsrAPuD7AM3dr4f6yyPkqmQ7sZOC2sa60zYxVFUVJOxbhuFEVRKhUVekVRlJSjQq8oipJyVOgVRVFSjgq9oihKylGhVxRFSTkq9IqiKClHhV5RFCXl/C9kI2k9WjsnuAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "VOGELSTRUISFONTEIN\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "VRUGBAAR\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Uyfil9VBf2qKKXD5ppTvWhFcq8PBbW7Gq1t/zv2t2ha/7C9rU5Tvw2MLqEcuvenQp7p69MYQUjcRAT+RA6vAQz62sC6xO5rIHFhwenC5Ic9bvQsmDCzPMzGZE+pSb+6HeRPHHwFB2rb5yXQy4qnY/LrzvTbRnMaeDF5mKgaKCgT4PdFpUvEWFQtHVN4DWPJnspaqpw/H0jFHtiJbK3DO0vbsfxRPm4tkV9rOt3fdqJfYd7EWXTcByNJzNsEe+4Vvmql/CpHdq0DswhIpdzotM/OybEoWHXwb6HOodyP7Ov7LmSHPCTz4QfK4unXTNK80X71V/WIrLskxj3b5D2Lk/vFEWr/njMnwugLF8MpW/9vTb53hX1e73nDPcYuoYtddoLZWrNvRRLsqzuoQjnNxAMNDnUP9g9jlD85gzTrYLg5PRLq94ZAn+6eElw5bNLGuIzCQp//r4CsxY43yCkHGT03fQuefVRDltS6f1OdY0d+KmKatw/982OT5uVKXLIORS8uYTfkoSwvxIGOhjLl1Oa3rpThRPmIuDvQO4+alV+Nz/LHK1f68Xb8OBLvxsVgW+Pz0avQ/X1reNqAz0eo5b9mTuVJacF3jb3oPeDmQhm6TbrROBmJ01vzrW9Q1m/3Rl93QQhacdNq/MISe5nKB/XFOXJcpu93b0YOX29N3/06XDr845yWZu+9Lkdr3o7OnH+48e5Xk/YQQ6u45BdteSm2/HPmBFIGLZsOpYZ/VZ2Z1LiH2bAsFAT64kKzSXBTg0gVcf//XbuOaSszzvx+tv3u5Gkfr2zLIG/GzWkaeKrR4HJfMqrJh34X1veto+Gcyt0h/EjdJOmJX6LLrJISdfs91FEfZ4HMmKv5ddlGdbCeon8GblHs/7yFV5czK4LE25eT781tacHN9OpuAXxAiqXoeHPpwiF19fR8/wDlObdrd7SEf4T0KxCvR/XbUz4/vzK/fgJzPcjamda3axZXtLNOYHdZtLGTKejcP/CYTPzX3Ez1uP3Y3MTfqsikZeW7fL+Y48OFIZq/hbxW5H234jZaKc6/60HNv2hvtk5UWsim4aW61bf9z6bGIQsMVbE6M+/v5bl2a1v96BQRwz6ij78rwhxaAqjh4VjfumuRlnmMWqqpq2xVBnzwBOOu7oHKfIHa8Z+mw3D7sI3O46d5K+37898imkutl9ZbObp6pk8eLKmv2o3DW8QtxNfUNLZy8+euYHRr6R5b7Y6iZgi7e2HA7y6ew72DtsoKjG1i5ceN98vLjavmjirtkVGHOvfXli0F+0KtDU3o0L75sf2DFqWw6i39SD0nxOlbuGP95OW1mHj2ZZzhpGc7ya5s6sjuulbHVoSDHk8Nz8/CycNQBQqCrumrUBqxyMz291iGdX1GW9vV9SzzXZiqnKptVT0MK+gQM+BHoRGSUi60TkDePv80WkVESqReRlETnGezKDV/LgwmEdk3bsSxSNzNtoP7vMrPLGwNLl1M79XY7WT/cUlGT+7TS1d+PLv38X/z2v6sj7pnWv//PyYdvO2WD/uOw0Z9XS2etLz8qyugP4yh+WYtrKurTrJFPmJe5++J55h5tPpuMmsNttYvexvrZuFz72i/noGxga8R3MKGvETVmMz2/eLMxgZncNhTk8cFT4kaP/MYAq098PAXhUVccAaAVwmw/HcKyjpx8rt0esRUgW11sy3W4vTacxY/wz1mPbm5XvbEVLZy/2G7P9lPo8iFUmqZOsfPq3C/FZl23+zeqMG2LFrvSVbE6/A6858VxW2j04dzO6+wfR3t1/ON3d/YN4fMnIURiTTzSHegexL6SObeaPttnhHAn51A8gKJ4CvYicC+A6AE8bfwuALwOYZawyDcA4L8dw647pa3HzU6WuW6ckL47u/kF09w1iytLth3MG7V39eGb5Dsc/7Lc3H2kBMtWYeDo1d5pMd2uEZrn5xhMrccOk5dZv+vQjstrNjn2HLCdZyeXE2HFnnsDk0QXVli18kpf5rrZulDy4MFdJS+uqR5d63oef/Qyy3VeYNxyvlbGPAbgLQLKG4jQAbaqabJvUCOAcqw1F5HYAtwPABz/4QY/JGCnZ/K/PYxOt8p2teOTtrZi6fAfOPPFYfPaC03D5bxM5yo+fexI+XXxq1vtqMeWGppcmWgildouvanKfbquyZL9yiU3tR3JR5qN4bRucKXUHe/wZezzqUj/BXHRMSl5f33ryyMibTsZgN3uzcg++OOZ0X9KVDadFd2Fn6CNQRO8+Ry8i1wNoVtVy82KLVS0/Z1WdoqolqlpSVFTkNhk5kRw9sqd/EPe/vvnw8tRg3NTuYFTEgK4+vztlmCf/too/TsbhWVN3pMinYlcbvvvcmmEVu6lSz6XhwJH6h3e3ZT9vrpWfzsy+mW22Z6gKXP/nZfjCQy4HTUs2B8wi65ftvSDdnpLtxPcf6sMhj09IL66uxw9cDGHx0up6vL3Jez8HW2FH+gjwkqP/PIAbRORaAMcCOBGJHP7JIjLayNWfC8BZA1afOf2OiyfMxS+uvxgfOeOENPs7ssfU36N5mNihIcWH75mHO6/6aNr1AasfbLJ9uf/5gKeX1eKmyz+IUQ5yjLc+t8a345uHOUgWyZxyXPZ19TNNld6/mlOZcd2/eJzfddzkFZbfgN0IpKnN+Pxg/rrueXUjTjz2aFxxoV3myPn1k+4GE1SRw4RXEoO91U28znZdL0kIukdqto0x8rJnrKr+XFXPVdViADcBeEdVvwNgMYBvGquNBzDHcypz7IE3NqPaY+eIfmMyhknv1Fi+n/zKfQ/nGa6lp5bV4pJfveUox9lpUXzittLR6v6SfFrKapcOjvs/b24ZsSz9xBojrW9os/wo5230Pwfq5ON8obQeT767PYttggsqTj5Ht4Z8bCkTdNm47eitESi7CaId/d0A7hSRGiTK7KcGcIysuf2M6yzGTPfzgkkGy9Ty2FxU2Ow/1Ofqg8l1V26/P4u7ZgU7RZ3X5EYgHmQl6M8RAAYcBPrkk3RrwDNJ5TNfAr2qLlHV643Xtap6uap+RFVvVNVQBxq3ulyymeBhfqX9BNCpj2JhN+PKrmgovVfWBt0fINxQ9opNF/x0zXGD6sx16f1vWxZB+XG09Q3taXe2p926eWK646Ze53afYyo/6pYzfQffn16e9j0Alh3WBkP4sbJnbI5d9Av7nqNW7YXdXLDpyuWsim5mlTd6Hykx9W8HO/zLu7UZ3w+yMUgUputbu7N12N+HO0wFdLz27n5Me2+nq3O32yZZ2Vy7b+STqdOmsmFnYOy4qRd5Loc9dzmoWQ5k8xFf/Zi7drm9KVPEDespaHFkc64k+dK8jbklSBQCn9+yuVEs2Lw30b+gq3/kJ2Czg7BnNTIfv39w6PAYS9lKnl7qWS7YbP906URzAGP/+83P699qTwfczHEcfrx2LfaBPpvLZYvL8b7//fky1DS72zaoQJ5trKu1GP0y2zS5jafZ/E6eWJKovK528bl6bSGUel7JPwdcTOW4dU+n7fhKIw6UZ4IcWuCv7w0fidZTq5uIfL5hJiO2gT7d/JxeWF0wyQ5OiWM6zyWk5vy95Eq9dg6zE0TRTerZrq1PTLK9rr4Ndzus9FuSbWB1qP6As/GDMnl6We3hibtTOXnErw5k2kFn116mmcnMalyMWvng3Cr7lbIUdpxP97tpbWlC274c9CNAzIYpDoP5IrJrZmWO4VZFN16trjuA448Z/pU62X/QOR8nPT5/O8+/H3q2RvRQ9bi9lQfnVuGNiibcdfWFnvbjthdrGFbv8D420oaGNvcb5zhLv76hDWedeKzteqdMvijx4tfuJzXJFgO9A1ZxypwDN9fur61vHbkygIWb92LUKEk7auSRStroFghmk/PL1OM1X3gpy87UPLCzp3/YiJZuwlC6e+bTy2px46fOc7FH+5FMw+R0VFYzq8/X7ZNzU3s3Fm9pwc3/mH7YlnGTV+CY0RaFJXk81k3BM/84FpoqzZLDvKZeT//+fFnG/XnJfNjOTWr3vs3+ndx8Xlpdb7H9SMmOMU7Pe4/DEQxz7YE3Nmd83+qzEAEefmvLiHH9rbe3/i4enFuVNpNhp6LR+rhRKOP2Owlu93fL1NWoaT5oOxexuRg1Clm22Ad6PyavTo5NrzryMdRcUddjU0Zu9QPc3mJdftnd7+7RPBetdbZlUT5sNcKk1U1u0ZZmV2kIoiLQ80xSpu3Ld2YOttZPh8Dkxd6GbgCAju78KdYBEv0XfjYzuE5YVt/rq2vdTWuYrPubV2k/T0WUxD7QOxm8Kp01dUd+tPsODq9wHRwyz7aUOVJYtcL4f88ObymS3Ec2M1uNFIGslyGQlASQtXzF5Q/euyOR3u/T8vtmb7U/uzF/nLhrVoVt/VZqhujHL61D8WnH44+Lqm33b5X+Thd1HAI5XDdy76uZx1qystoY1G/L6gW4aN43bdb2V+wDfSYVjW3Wc0A68Kc0Y9kkOenKDYycfd4J1ZFBw8ljo92NKgpToiVFoTjBC6vP0q/P1+5pwg9+DiGdTd3AEykTosxZvxtHhXA9uhrHPuWLbV33mj+JcaBgA31zZw9umLQCn/rQKVlvE6VA5yYtuewo4zQQO10/mKae3u4eTrY/yuMJZDpWT3/0K8K3uuy74oZfmYIhVeN7c7bD2RGYajSW7eiz6eDS1Zt49HSS+4lSLjLbtHRnMa7P4X3a7LfUwYTRQKItfFCi2CrJybVkTn0ce0Hb2X/Ie6Yj24dlv6pzXl7T4CpL/3JZajFs7sNuLAP9Myt2BLLfJzyOcZ4Lqdf03g5nP6iX1oxsLZP0izmbXKSocNz8VGnW63otusnljc7q5r/DYgydqPJraIz27v4IZi+yE8tAHxS7try5zPFbttrwYb/bLYZGcCPwXGq+/uIMVt/fihpnT0y5YjVk9yNvj5xb1oltOSy68YvCpyLDEK7dvA/0bu/WQYShKDyCe8m9WI1/kyu72rrRHPG28X6SAFvd+G2xRRNYrzn6eZW56frvtygWGWYj7wO9W1OWRr8YxqkoBQw3afnRS+syvu/X00Y6ufr8VIGtHmcwC7thgNMiwTD5+b3687nn/ssr2EA/O4D207kMtOmOFZVY72YqxkO9mSuO527Mr04q6dTuOzRskpewg3bc+fmk7bW1VFgKNtBHJiL6KApFR0m708xilImT9Ac9UmfQvBbd5Ge4CYdfGTBV9edzT7lZ7G0MvnShcAN9ALwMvORU1DMWfoxYmGu5vE2av7+3NkW7vPq19bt932fYk8S4FsDvbveLP/J/pykKNtAHkfu1nQ2eMgr7t7+nPXffn7ky842KeBRJOdHpY89aO35eVr2+PEmyjN6R7r5B/HXVTvsVC8TLaxrQ0d1vvyJZmlGWux6M5oCRt7lbD9zO6uaGn59vIEWGOfj+83oIhIlvVmHae4Ub6N/Zshf7TYOsLavehxU13kfrpNzyMr4R2fMrjPoWj0eUuzLQZ3Sgy33utd/FPKBR893nRg77G+A0noErwIwt5ZHmzvzt55HXRTcUL4zz2YtLU9N8ks08DFHlOtCLyHkislhEqkRkk4j82Fh+qogsEJFq4//sh4ekghaH6QdzJd1sUDRSlJ4U/7pqJ1bXDR/87pyuLYEf10uOfgDAT1T1YwA+A+AOEbkYwAQAi1R1DIBFxt/ksxdL0w8+lq9qmvM3x0TRFaUB2B6ePzKon4HgmyK7DvSq2qSqa43XnQCqAJwDYCyAacZq0wCM85pIGmlmBMa4JiJnEg8Xedq8UkSKAVwGoBTAmaraBCRuBgDO8OMYRER5L6RiJM+BXkROADAbwH+qaoeD7W4XkTIRKWtpGTmXKhFRHIUR6z0FehE5GokgP11VXzEW7xWRs433zwYwcoxTAKo6RVVLVLWkqKjISzKIiPKCm0nJ/eCl1Y0AmAqgSlX/YHrrdQDjjdfjAcxxn7zMCrFHIRHlN9Xcl9F76TD1eQC3ANgoIuuNZfcAmAhghojcBqAewI3ekpieuVcoERFZcx3oVXU50lcfX+l2v06853CyaiKisPk02LEj7BlLRBRzDPRERDmUd61uiIgo+hjoiYhijoGeiCjmGOiJiHKIrW4cuvbjZ4WdBCKiyMvrQC8jpuQiIoo25ujTNRi1AAAGq0lEQVQdOoqBnojIVl4HeoZ5Iso3bEfvEDP0RJRvTpbcz3iV14GeiCjf3D56bs6PmdeBnhl6IiJ7eR3oW7v6w04CEVHk5XWgP4pZeiIiW3ke6BnpiYjs5HWgZ4cpIiJ7eR3oWXRDRGQvzwM9Iz0RkZ28DvSM80RE9hjoiYhiLr8DPbtMERHZyutAzzhPRGQvrwM94zwRkb28DvRERGQvsEAvIleLyFYRqRGRCQEdI4jdEhHFSiCBXkRGAZgM4BoAFwP4tohc7PdxtjR1+L1LIqLYCSpHfzmAGlWtVdU+AC8BGOv3QaqbD/q9SyKi2Akq0J8DoMH0d6OxjIiIciyoQG9VeD5sqkQRuV1EykSkrKWlxdVByu77iqvtiIjCckPvA8P+XnPS1YEfc3RA+20EcJ7p73MB7DavoKpTAEwBgJKSElfz5Z5+wvtQN/E6t2kkIgrJjw6/+nQOjhZUjn4NgDEicr6IHAPgJgCvB3QsIiLKIJAcvaoOiMh/AHgLwCgAz6jqpiCORUREmQVVdANVnQdgXlD7JyKi7LBnLBFRzDHQExHFHAM9EVHMMdATEcUcAz0RUcyJqqu+Sv4mQqQFwM6w05HidAD7wk5EAOJ4XnE8JyCe58Vz8teHVLXIbqVIBPooEpEyVS0JOx1+i+N5xfGcgHieF88pHCy6ISKKOQZ6IqKYY6BPb0rYCQhIHM8rjucExPO8eE4hYBk9EVHMMUdPRBRzBRXoReQZEWkWkUrTsktF5D0R2SgifxORE43lp4nIYhE5KCKTUvYzX0Q2iMgmEXnSmCM3FA7P6XIRWW/82yAiXzeWHysiq03ndH9Y55Pk8LyKRaTbdG5PmrbJ1+/qO6bzWS8iQyLyiTw/p2NE5Flj+QYRucK0TWTOyUjPecbvv8pI04+N5aeKyAIRqTb+P8VYfpFxzr0i8lPTfqLx21LVgvkH4EsAPgmg0rRsDYB/Ml5/F8ADxuvjAXwBwPcATErZz4nG/wJgNoCb8uScjgMw2nh9NoBmJEYwFQAnGMuPBlAK4DN59F0Vm9eLw3eVst3HAdTm+zkBuAPAs8brMwCUAzgqaudkpONsAJ80Xn8AwDYAFwP4HYAJxvIJAB4ync+nAfwWwE9N+4nEb6ugcvSquhTAgZTFFwJYarxeAOAbxrqHVHU5gB6L/XQYL0cDOAYp0yTmksNz6lLVAWP5sTDSrQnJmdaPNv6FWnnj5Lxs9pOX31WKbwN40bSffD2niwEsMrZrBtAGoMT4OzLnBACq2qSqa43XnQCqkJj3eiyAacZq0wCMM9ZpVtU1APpT9hOJ31ZBBfo0KgHcYLy+EcOnQExLRN5CIkfcCWBWMElzLe05icg/isgmABsBfC8Z+EVklIisR+KcFqhqaY7TnI1M39X5IrJORN4VkS+aN8rX78rk32AK9EDentMGAGNFZLSInA/gUxh+bUbynESkGMBlSOTGz1TVJiBxM0AiJ2+3fei/LQb6xKPlHSJSjsQjWl82G6nqV5F4vHsfgC8HlzxX0p6Tqpaq6t8j8Zj5cxE51lg+qKqfQGJ+38tF5JIQ0m0n3Xk1Afigql4G4E4ALyTLhYH8/a6AxI0ZQJeqVpqX5+k5PYPEfNJlAB4DsBJA8gkzkuckIicgUZT0n6anDkei8Nsq+ECvqltU9V9U9VNI5Jq2O9i2B4m5cMcGlT43sjknVa0CcAjAJSnL2wAsARD81PQOpTsvVe1V1f3G63Jj+UdTts3X7+ompOTmTdvm1Tmp6oCq/peqfkJVxwI4GUB1yraROScRORqJID9dVV8xFu8VkbON95P1XFkJ87dV8IFeRM4w/j8KwH0AnrRZ/wTTFz0awLUAtgSdTifSnZMkJmsfbbz+EBJlqXUiUiQiJxvL3w/gK4jYOQEZz6so2UpDRD4MYAyA2nz+rkzLbgTwkmlZ3p6TiBwnIscbr68CMKCqm6N4TiIiAKYCqFLVP5jeeh3AeOP1eABzbPYTjd9Wrmt/w/yHRO6iCYkKk0YAtwH4MRI16tsATITRicxYvw6JiqaDxvoXAzgTiVYFFQA2AfgzjJYsUT8nALcYaV4PYC2AccbyfwCwzjinSgC/zKfvConKvk1IlAGvBfA1Y3neflfG+lcAWJWyj7w9JyRaR21FomJzIRIjL0bunIw0fQGJStMK4/eyHokb0GlIVChXG/+faqx/lnH+HUhUMjcCODEqvy32jCUiirmCL7ohIoo7BnoiophjoCciijkGeiKimGOgJyKKOQZ6IqKYY6AnIoo5Bnoiopj7/66yayw4F0B3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WOODHEAD_DAM\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ZOETENDALSVALLEI\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "newnames=newdata[:,0]\n",
    "newdates=newdata[:,3]\n",
    "newvals=newdata[:,4]\n",
    "newvals[newvals==\"\"]=\"-99\"\n",
    "newvals=newvals.astype(\"float\")\n",
    "newvals[newvals==-99]=np.nan\n",
    "for aname in np.unique(newnames):\n",
    "    print aname\n",
    "    sel=newnames==aname\n",
    "    seldates=newdates[sel]\n",
    "    selvals=newvals[sel]\n",
    "    seldates=newdates[sel]\n",
    "    seldatespd=pd.to_datetime(seldates)\n",
    "    newpr=pd.DataFrame(selvals, seldatespd, columns=[aname])\n",
    "    sel2=names==aname\n",
    "    dataext.update(newpr)\n",
    "    plt.plot(dataext[aname])\n",
    "    plt.show()\n",
    "    plt.plot(dataext[aname])\n",
    "    plt.plot(newpr)\n",
    "    plt.show()\n",
    "#sys.exit()\n",
    "#pd.to_datetime(pd.Series(s), format='%b_%d')\n",
    "#newpr.resample(\"M\").sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2017-01-31    1.000000\n",
       "2017-02-28    0.142857\n",
       "2017-03-31    1.082759\n",
       "2017-04-30    2.846154\n",
       "2017-05-31    0.533333\n",
       "2017-06-30    6.300000\n",
       "2017-07-31    3.134483\n",
       "2017-08-31    3.096774\n",
       "2017-09-30    0.513333\n",
       "2017-10-31    0.793548\n",
       "2017-11-30    2.479310\n",
       "2017-12-31    0.306667\n",
       "2018-01-31    2.632258\n",
       "2018-02-28    0.850000\n",
       "2018-03-31    0.753333\n",
       "2018-04-30    3.356667\n",
       "2018-05-31    5.548387\n",
       "2018-06-30    4.996667\n",
       "2018-07-31    6.235484\n",
       "2018-08-31    6.910000\n",
       "2018-09-30    4.313333\n",
       "2018-10-31         NaN\n",
       "Freq: M, Name: NUWEBERG, dtype: float64"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataext['NUWEBERG']['2017':'2018'].resample(\"M\").mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/work/data/saws/WC_all_accum-filled_2018.nc\n",
      "(61665, 311) (61665, 311)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda2/lib/python2.7/site-packages/ipykernel_launcher.py:36: UserWarning: WARNING: missing_value cannot be safely cast to variable dtype\n"
     ]
    }
   ],
   "source": [
    "nfeatures=len(names)\n",
    "nts=dataext.shape[0]\n",
    "outfile=root+\"/work/data/saws/WC_all_accum-filled_2018.nc\"\n",
    "if os.path.exists(outfile):\n",
    "    os.remove(outfile)\n",
    "print outfile\n",
    "ncdataset=Dataset(outfile, \"w\", format='NETCDF4')\n",
    "\n",
    "ncdataset.createDimension('feature', nfeatures)\n",
    "ncdataset.createDimension('time', nts)\n",
    "\n",
    "nclongitudes = ncdataset.createVariable('lon',np.float32, ('feature',))\n",
    "nclatitudes  = ncdataset.createVariable('lat',np.float32, ('feature',))\n",
    "ncelevations = ncdataset.createVariable('elevation',np.float32, ('feature',))\n",
    "ncids = ncdataset.createVariable('id',str, ('feature',))\n",
    "ncnames = ncdataset.createVariable('name',str, ('feature',))\n",
    "nctimes = ncdataset.createVariable('time',np.float32, ('time',))\n",
    "v = ncdataset.createVariable('pr',np.float32, ('time','feature',), fill_value=1e+10, zlib=True)\n",
    "\n",
    "nctimes.units = units\n",
    "nctimes.calendar = calendar\n",
    "nclatitudes.long_name = \"latitude\" ;\n",
    "nclatitudes.units = \"degrees_north\" ;\n",
    "nclongitudes.long_name = \"longitude\" ;\n",
    "nclongitudes.units = \"degrees_east\" ;\n",
    "nclongitudes[:]=lons\n",
    "nclatitudes[:]=lats\n",
    "nctimes[:] = date2num(timesext.to_pydatetime(),units=units,calendar=calendar)\n",
    "ncnames[:]=names\n",
    "ncids[:]=ids\n",
    "\n",
    "print v.shape, data.shape\n",
    "v[:,:]=dataext.values\n",
    "v.long_name=\"precipitation\"\n",
    "v.units=\"mm/day\"\n",
    "v.missing_value=-1.00E+20\n",
    "\n",
    "ncdataset.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(61665, 311)\n",
      "(61665,)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wolski/anaconda2/lib/python2.7/site-packages/ipykernel_launcher.py:5: UserWarning: WARNING: missing_value not used since it\n",
      "cannot be safely cast to variable data type\n",
      "  \"\"\"\n"
     ]
    }
   ],
   "source": [
    "datafile=root+\"/work/data/saws/WC_all_accum-filled_2018.nc\"\n",
    "ncdataset=Dataset(datafile, \"r\", format='NETCDF4')\n",
    "#print ncdataset.variables\n",
    "names=ncdataset['name'][:]\n",
    "data=ncdataset[\"pr\"][:]\n",
    "time=ncdataset['time']\n",
    "calendar=time.calendar\n",
    "units=time.units\n",
    "times=pd.date_range(\"1850-01-01\", \"2018-10-31\", freq=\"d\")\n",
    "print data.shape\n",
    "print times.shape, \n",
    "datapd=pd.DataFrame(data,index=times,columns=names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6Gb+0Hu5LW1SRyyetdMea8GoFHnl7G1bX+nv+98yq8HV/QZuyfCceW1g9YvnVjy7FvbM2hZCikRjoiRxIHR7ihZV1gdXJXParBUcGpwvS7A27UfLQwgwzsxmRPuXmfrg3UfwxMJRdq69cFwOurj2Aix54C+1ZzOngRaZioKhgoM8DnRYVb1GhUHT1DaA1TyZ7qWrqcDw9Y1Q7oqUy9wxt7+5H8YQ5eH6F/WxrD7xWif2HetFlE7AcDWcz7JFv+Ja56pcw6Z0a9A4MoWK38yITP/umROHhl4E+h3oHsr/zr6w52pzw8l8Fn6tLJ13zSvPFe/Xvl+KyLNNYt/8wdh0Ib5TFa/+wDJ8NYCyfTOWvPf32Od7VtQc85wy3mjpG7TNaS+WqDX2Ui/KsLuEIJzcQDPQ51D+Yfc7QPOaMk+3C4GS0yyt/uwT/8MiSYctmlDVEZpKUf35yBaavdT5ByLgn0nfQue+1RDltS6f1OdY0d+Lmyavx4BubHR83qtJlEHIpefMJPyUJYX4kDPQxly6nNa10F4onzMGh3gHc8sxqfPZ/Frnav9eLt+FgF348swLfnRaN3ofr6ttGVAZ6PcetezN3KkvOC7x93yFvB7KQTdLt1olAzM6aXx3r+gazf7qyezqIwtMOm1fmkJNcTtA/rinLEmW3+zp6sHJH+u7/6dLhV+ecZDO3/Wlyu1509vTjvceO8ryfMAKdXccgu2vJzbdjH7AiELFsWHWss/qs7M4lxL5NgWCgJ1eSFZrLAhyawKuP/2I+rr3kbM/78fqbt7tRpL49o6wBP5559Klim8dBybwKK+Zd9MBbnrZPBnOr9Adxo7QTZqU+i25yyMnXbHdRhD0eR7Li7xUX5dlWgvoJvFW51/M+clXenAwuS1Nuno+8vS0nx7eTKfgFMYKq1+Ghj6TIxdfX0TO8w9TmPe0e0hH+k1CsAv1fVu/K+P68yr344XR3Y2rnml1s2dESjflB3eZShoxn4/B/AuFzcx/x89ZjdyNzkz6ropG/rt/tfEceHK2MVbxRscfRtl9PmSjn+j8ux/Z94T5ZeRGropvGVuvWH7c9nxgEbPG2xKiPv/vmpVntr3dgEMeNOsa+PG9IMaiKY0dF475pbsYZZrGqqqZtMdTZM4D3n3BsjlPkjtcMfbabh10EbnedO0nf7+aPfAqpbnZf2ezmqSpZvLiy5gAqdw+vEHdT39DS2YuPnPW+kW9kuS+2ugnY4m0tR4J8OvsP9Q4bKKqxtQsXPTAPL62xL5q4Z1YFxtxvX54Y9BetCjS1d+OiB+YFdozalkPoN/WgNJ9T5e7hj7dTV9bhI1mWs4bRHK+muTOr43opWx0aUgw5PDc/PwtnDQAUqop7Zm7Eagfj81sd4vkVdVlv75fUc022YqqyafUUtLBv4IAPgV5ERonIehF50/j7AhEpFZFqEXlFRI7znszglTy0cFjHpJ37E0UjczfZzy4zs7wxsHQ5tetAl6P10z0FJZl/O03t3fjS797Ff8+tOvq+ad0bHl8+bNvZG+0fl53mrFo6e33pWVlWdxBf/v1STF1Zl3adZMq8xN0P3Tf3SPPJdNwEdrtN7D7Wv67fjY/9dB76BoZGfAfTyxpxcxbj85s3CzOY2V1DYQ4PHBV+5Oh/AKDK9PfDAB5V1TEAWgHc4cMxHOvo6cfKHRFrEZLF9ZZMt9tL02nMGP+c9dj2ZuW7WtHS2YsDxmw/pT4PYpVJ6iQrn/r1QnzGZZt/szrjhlixO30lm9PvwGtOPJeVdg/N2YLu/kG0d/cfSXd3/yCeXDJyFMbkE83h3kHsD6ljm/mjbXY4R0I+9QMIiqdALyLnAbgewLPG3wLgSwBmGqtMBTDOyzHcumvaOtzyTKnr1inJi6O7fxDdfYOYvHTHkZxBe1c/nlu+0/EPe/6Woy1AphgTT6fmTpPpbo3QLDdff2olbpy03PpNn35EVrvZuf+w5SQruZwYO+7ME5g8uqDasoVP8jLf3daNkocW5ippaV396FLP+/Czn0G2+wrzhuO1MvYxAPcASNZQnA6gTVWTbZMaAZxrtaGI3AngTgD4wAc+4DEZIyWb//V5bKJVvqsVv52/DVOW78RZJx+Pz1x4Oq74dSJH+fHz3o9PFZ+W9b5aTLmhaaWJFkKp3eKrmtyn26os2a9cYlP70VyU+She2wZnSt2hHn/GHo+61E8wFx2TktfXN58+OvKmkzHYzd6q3IsvjDnDl3Rlw2nRXdgZ+ggU0bvP0YvIDQCaVbXcvNhiVcvPWVUnq2qJqpYUFRW5TUZOJEeP7OkfxIOvbzmyPDUYN7U7GBUxoKvP704Z5sm/reKPk3F41tYdLfKp2N2G219YO6xiN1XquTQcPFr/8O727OfNtfKjGdk3s832DFWBGx5fhs8/7HLQtGRzwCyyftneC9LtKdlO/MDhPhz2+IT00pp6fM/FEBYvr6nH/M3e+znYCjvSR4CXHP3nANwoItcBOB7AyUjk8E8RkdFGrv48AM4asPrM6XdcPGEOfnrDxfjwmSel2d/RPab+Hs3DxA4NKT5031zcffVH0q4PWP1gk+3L/c8HPLusFjdf8QGMcpBjvO2Ftb4d3zzMQbJI5tQTsq+rn2Gq9P757MqM6/7J4/yu455YYfkN2I1AmtqMzw/mr+u+1zbh5OOPxZUX2WWOnF8/6W4wQRU5THg1Mdhb3cTrbdf1koSge6Rm2xgjL3vGqupPVPU8VS0GcDOAd1T12wAWA/iGsdp4ALM9pzLHfvXmFlR77BzRb0zGMOmdGsv3k1+57+E8w7X0zLJaXPLztx3lODstik/cVjpa3V+ST0tZ7dLBcf/nra0jlqWfWGOkDQ1tlh/l3E3+50CdfJwvltbj6Xd3ZLFNcEHFyefo1pCPLWWCLhu3Hb01AmU3QbSjvxfA3SJSg0SZ/ZQAjpE1t59xncWY6X5eMMlgmVoem4sKmwOH+1x9MLnuyu33Z3HPzGCnqPOa3AjEg6wE/TkCwICDQJ98km4NeCapfOZLoFfVJap6g/G6VlWvUNUPq+pNqhrqQONWl0s2EzzMq7SfADr1USzsZlzZFQ2l9+q6oPsDhBvKXrXpgp+uOW5QnbkufXC+ZRGUH0fb0NCedmd7262bJ6Y7bup1bvc5pvKjbjnTd/DdaeVp3wNg2WFtMIQfK3vG5thHf2rfc9SqvbCbCzZduZxV0c3M8kbvIyWm/u1gh396tzbj+0E2BonCdH3rdrUO+/tIh6mAjtfe3Y+pq3a5One7bZKVzbX7Rz6ZOm0qG3YGxo6bepEXcthzl4Oa5UA2H/E1j7lrl9ubMkXcsJ6CFkc250qSL83bmFuCRCHw+S2bG8WCLfsS/Qu6+kd+AjY7CHtWI/Px+weHjoyxlK3k6aWe5YIt9k+XTjQHMPa/3/y8/q32dNDNHMfhx2vXYh/os7lctroc7/vf/lyGmmZ32wYVyLONdbUWo19mmya38TSb38lTSxKV19UuPlevLYRSzyv554CLqRy37e20HV9pxIHyTJBDC/xl1fCRaD21uonI5xtmMmIb6NPNz+mF1QWT7OCUOKbzXEJqzt9LrtRr5zA7QRTdpJ7tuvrEJNvr69twr8NKvyXZBlaH6g86Gz8ok2eX1R6ZuDuVk0f86kCmHXR27WWamcysxsWolQ/NqbJfKUthx/l0v5uDh/vQ6ubJwoVYDVMcBvNFZNfMyhzDrYpuvFpTdxAnHjf8K3Wy/6BzPk56fP56rn8/9GyN6KHqcXsrD82pwpsVTbjnmos87cdtL9YwrNnpfWykjQ1t7jfOcZZ+Q0Mbzj75eNv1koMoZtOPwCsGeges4pQ5B26u3V9X3zpyZQALt+zDqFGSdtTIo5W00S0QzCbnl6nHa77wUpadqXlgZ0//sBEt3YShdPfMZ5fV4qZPnu9ij/YjmYbJ6aisZlafr9sn56b2bize2oJb/j79sC3jnliB40ZbFJbk8Vg3Bc/841hoqjRLDvOaej3925/LMu7PS+bDdm5Su/dt9u/k5vPymnqL7UdKdoxxet57HY5gmGu/enNLxvetPgsR4JG3t44Y1996e+vv4qE5VWkzGXYqGq2PG4Uybr+T4HZ/t05Zg5rmQ7ZzEZuLUaOQZYt9oPdj8urk2PSqIx9DzRV1PTZl5FY/wB0t1uWX3f3uHs1z0Vpnexblw1YjTFrd5BZtbXaVhiAqAj3PJGXavnxX5mBr/XQIPLHY29ANANDRnT/FOkCi/8KPZwTXCcvqe31tnbtpDZN1f3Mr7eepiJLYB3ong1els7bu6I92/6HhlSeDQ+bZljJHCqtWGP/6/PCWIsl9ZDOz1UgRyHoZAklJAFnLV13+4L07Gun9Pi2/b/ZW+7Mb88eJe2ZW2NZvpWaIfvDyehSffiL+sKjadv9W6e90UcchkCN1I/e/lnmsJStrjEH9yncdxNefWmWztr9iH+gzqWhss54D0oE/phnLJslJV25g5OzzTqiODBpOHhvtblRRmBItKQrFCV5YfZZ+fb52TxN+8HMI6WzqBp5KmRBl9oY9OCaE69HVOPYpX+x8n/tFZKNgA31zZw9unLQCn/zgqVlvE6VA5yYtuewo4zQQO10/mKae3u4eTrY/xuMJZDpWT3/0K8K3uey74oZfmYIhVeN7c7bDWRGYajSW7eiz6eDS1Zt49HSS+4lSLjLbtHRnMa7PkX3a7LfUwYTRQKItfFCi2CrJybVkTn0ce0HbOXDYe6Yj24dlv6pzXlnb4CpL/0rZ8GLYMK7dWAb651bsDGS/T3kc4zwXUq/pfR3OflAvrx3ZWibpp7M3u0hR4bjlmdKs1/VadJPLYGF1899pMYZOVPk1NEZ7d38EsxfZiWWgD4pdW95c5vgtW234sN8dFkMjuBF4LjVff3EGq+9vRY2zJ6ZcsRqy+7fzR84t68T2HBbd+EXhT5FhGEXAeR/o3d6tgwhDUXgE95J7sRr/Jld2t3WjOeJt4/0kAba68dtiiyawXnP0cytzMIVgAKJYZJiNvA/0bk1eGv1iGKeiFDDcpOU/Xl6f8X2/njbSydXnpwps8ziDWdgNA5wWCYbJz+/Vlxy99104VrCBflYA7adzGWjTHSsqsd7NVIyHezNXHM/ZlF+dVNKp3X942CQvYQftuPPzSdtra6mwFGygj0xE9FEUio6S9qSZxSgTJ+kPeqTOoHktusnPcBMOvzJgqurL5556r2hqD36MocIN9AHwMvCSU1HPWPgxYmGu5fI2af7+3t4c7fLqv27Y4/s+w54kxrUAfne/eD341mwFG+iDyP3azgZPGYX929+bg5xVkrky882KeBRJOdHpY89aO35eVr0+PEmyHb1D3X2D+MvqXfYrFohX1jago7vffkWyNL0sdz0YzQEjb3O3Hrid1c0NPz/fIIoMc/H15/UQCBPfqsLUVYUb6N/Zug8HTIOsLavejxU13kfrpNzyMr4R2fMrjvoVkFOLXXNxm8/rQH+wy33utd/FPKBRc/sLI4f9DXAaz8AVYMaW8khzZ/7288jrohuKF8b57MWlqWk+yWYeBjdykcFxHehF5HwRWSwiVSKyWUR+YCw/TUQWiEi18X/2w0NSQYvD9IO5km42KBopSk+Kf1m9C4+nDG2+aXdwg/8lecnRDwD4oap+DMCnAdwlIhcDmABgkaqOAbDI+Jt89lJp+sHH8lVNczA5JipsURqA7ZF5W0csy0UvY9eBXlWbVHWd8boTQBWAcwGMBTDVWG0qgHFeE0kjzYjAGNdE5ExYDxe+lNGLSDGAywCUAjhLVZuAxM0AwJl+HIOIKO+FFOk9B3oROQnALAD/qaodDra7U0TKRKSspWXkXKpEROQPT4FeRI5FIshPU9VXjcX7ROQc4/1zAIwc4xSAqk5W1RJVLSkqKvKSDCKivOBmUnI/eGl1IwCmAKhS1d+b3nodwHjj9XgAs90nL7NC7FFIROSUlw5TnwNwK4BNIrLBWHYfgIkApovIHQDqAdzkLYnpmXuFEhGRNdeBXlWXI/1Yble53a8TqxxOVk1EVIjYM5aIKOYY6ImIYo6Bnogo5hjoiYhijoGeiCjmGOiJiGIurwP9dR8/O+wkEBFFXl4Hekmdk4uIiEbI60B/DAM9EZGtvA70DPNERPa3I7RlAAAGgklEQVTyO9Az0hMR2crrQE9ERPbyOtAzQ09EZC+vA31rV3/YSSAiiry8DvTHMEtPRGQrzwM9Iz0RkZ28DvTsMEVEZC+vAz2LboiI7OV5oGekJyKyk9eBnnGeiMgeAz0RUczld6BnlykiIlt5HegZ54mI7OV1oGecJyKyl9eBnoiI7AUW6EXkGhHZJiI1IjIhoGMEsVsiolgJJNCLyCgATwC4FsDFAL4lIhf7fZytTR1+75KIKHaCytFfAaBGVWtVtQ/AywDG+n2Q6uZDfu+SiCh2ggr05wJoMP3daCwjIqIcCyrQWxWe67AVRO4UkTIRKWtpaXF1kLIHvuxqOyKiqPj65ecFfozRAe23EcD5pr/PA7DHvIKqTgYwGQBKSkqG3QSydcZJ70HdxOvdppGIqCAElaNfC2CMiFwgIscBuBnA6wEdi4iIMggkR6+qAyLy7wDeBjAKwHOqujmIYxERUWZBFd1AVecCmBvU/omIKDvsGUtEFHMM9EREMcdAT0QUcwz0REQxx0BPRBRzouqqr5K/iRBpAbAr7HSkOAPA/rATEYA4nlcczwmI53nxnPz1QVUtslspEoE+ikSkTFVLwk6H3+J4XnE8JyCe58VzCgeLboiIYo6Bnogo5hjo05scdgICEsfziuM5AfE8L55TCFhGT0QUc8zRExHFXEEFehF5TkSaRaTStOxSEVklIptE5A0ROdlYfrqILBaRQyIyKWU/80Rko4hsFpGnjTlyQ+HwnK4QkQ3Gv40i8jVj+fEissZ0Tg+GdT5JDs+rWES6Tef2tGmbfP2uvm06nw0iMiQin8jzczpORJ43lm8UkStN20TmnIz0nG/8/quMNP3AWH6aiCwQkWrj/1ON5R81zrlXRH5k2k80fluqWjD/AHwRwOUAKk3L1gL4B+P17QB+Zbw+EcDnAXwHwKSU/Zxs/C8AZgG4OU/O6QQAo43X5wBoRmIEUwFwkrH8WAClAD6dR99VsXm9OHxXKdt9HEBtvp8TgLsAPG+8PhNAOYBjonZORjrOAXC58fp9ALYDuBjAbwBMMJZPAPCw6Xw+BeDXAH5k2k8kflsFlaNX1aUADqYsvgjAUuP1AgBfN9Y9rKrLAfRY7KfDeDkawHFImSYxlxyeU5eqDhjLj4eRbk1IzrR+rPEv1MobJ+dls5+8/K5SfAvAS6b95Os5XQxgkbFdM4A2ACXG35E5JwBQ1SZVXWe87gRQhcS812MBTDVWmwpgnLFOs6quBdCfsp9I/LYKKtCnUQngRuP1TRg+BWJaIvI2EjniTgAzg0maa2nPSUT+XkQ2A9gE4DvJwC8io0RkAxLntEBVS3Oc5mxk+q4uEJH1IvKuiHzBvFG+flcm/wJToAfy9pw2AhgrIqNF5AIAn8TwazOS5yQixQAuQyI3fpaqNgGJmwESOXm77UP/bTHQJx4t7xKRciQe0fqy2UhVv4LE4917AHwpuOS5kvacVLVUVf8WicfMn4jI8cbyQVX9BBLz+14hIpeEkG476c6rCcAHVPUyAHcDeDFZLgzk73cFJG7MALpUtdK8PE/P6Tkk5pMuA/AYgJUAkk+YkTwnETkJiaKk/zQ9dTgShd9WwQd6Vd2qqv+kqp9EIte0w8G2PUjMhTs2qPS5kc05qWoVgMMALklZ3gZgCYBrcpBUR9Kdl6r2quoB43W5sfwjKdvm63d1M1Jy86Zt8+qcVHVAVf9LVT+hqmMBnAKgOmXbyJyTiByLRJCfpqqvGov3icg5xvvJeq6shPnbKvhALyJnGv8fA+ABAE/brH+S6YseDeA6AFuDTqcT6c5JEpO1jzZefxCJstQ6ESkSkVOM5e8F8GVE7JyAjOdVlGylISIfAjAGQG0+f1emZTcBeNm0LG/PSUROEJETjddXAxhQ1S1RPCcREQBTAFSp6u9Nb70OYLzxejyA2Tb7icZvK9e1v2H+QyJ30YREhUkjgDsA/ACJGvXtACbC6ERmrF+HREXTIWP9iwGchUSrggoAmwE8DqMlS9TPCcCtRpo3AFgHYJyx/O8ArDfOqRLAz/Lpu0Kism8zEmXA6wB81Viet9+Vsf6VAFan7CNvzwmJ1lHbkKjYXIjEyIuROycjTZ9HotK0wvi9bEDiBnQ6EhXK1cb/pxnrn22cfwcSlcyNAE6Oym+LPWOJiGKu4ItuiIjijoGeiCjmGOiJiGKOgZ6IKOYY6ImIYo6Bnogo5hjoiYhijoGeiCjm/g8XCWRTVKlOkAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(datapd['VRUGBAAR'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2018-09-01     2.0\n",
       "2018-09-02     3.0\n",
       "2018-09-03     0.0\n",
       "2018-09-04    26.0\n",
       "2018-09-05     8.5\n",
       "2018-09-06     4.0\n",
       "2018-09-07     0.0\n",
       "2018-09-08     0.0\n",
       "2018-09-09     0.0\n",
       "2018-09-10     0.0\n",
       "2018-09-11     0.0\n",
       "2018-09-12     2.0\n",
       "2018-09-13     0.2\n",
       "2018-09-14     2.0\n",
       "2018-09-15     0.0\n",
       "2018-09-16     0.0\n",
       "2018-09-17     4.5\n",
       "2018-09-18    11.0\n",
       "2018-09-19     4.0\n",
       "2018-09-20     0.0\n",
       "2018-09-21     0.0\n",
       "2018-09-22     0.0\n",
       "2018-09-23     0.0\n",
       "2018-09-24     0.0\n",
       "2018-09-25     8.2\n",
       "2018-09-26     0.0\n",
       "2018-09-27     6.5\n",
       "2018-09-28     0.0\n",
       "2018-09-29     0.0\n",
       "2018-09-30     0.0\n",
       "Freq: D, Name: VRUGBAAR, dtype: float32"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datapd['VRUGBAAR']['2018-09']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
