test_bug.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "entitled-match",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "\n",
    "pd.set_option(\"display.max_rows\", None)\n",
    "pd.set_option(\"display.max_colwidth\", 250)\n",
    "\n",
    "from pcse.models import Wofost71_PP\n",
    "from pcse.base import ParameterProvider\n",
    "from pcse.fileinput import YAMLCropDataProvider\n",
    "from pcse.util import WOFOST71SiteDataProvider\n",
    "from pcse.fileinput import CABOFileReader\n",
    "from pcse.fileinput import YAMLAgroManagementReader\n",
    "from pcse.fileinput import CABOWeatherDataProvider"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "colored-naples",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dir = './'\n",
    "\n",
    "cropfile = os.path.join(data_dir, 'cropdata') \n",
    "cropd = YAMLCropDataProvider(cropfile)\n",
    "cropd.set_active_crop('wheat', \"Winter_wheat_105\")  # I changed the wheat file provided by de vit Allard for local setting\n",
    "\n",
    "soild = CABOFileReader('Hebi_WYT.soil')\n",
    "\n",
    "sited = WOFOST71SiteDataProvider(\n",
    "        IFUNRN = 0,\n",
    "        SSMAX  = 0.000000, \n",
    "        WAV    = 20.000000, \n",
    "        NOTINF = 0.000000,\n",
    "        SSI    = 0.000000, \n",
    "        SMLIM  = 0.500000,\n",
    "        CO2    = 360.)\n",
    "\n",
    "wdp = CABOWeatherDataProvider('114.3_35.7')\n",
    "   \n",
    "agro=YAMLAgroManagementReader('Hebi_2019_V2-3_L1.amgt')\n",
    "\n",
    "params = ParameterProvider(cropdata=cropd, sitedata=sited, soildata=soild)\n",
    "      \n",
    "wofost = Wofost71_PP(params, wdp, agro)\n",
    "wofost.run_till_terminate()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "patent-capitol",
   "metadata": {},
   "source": [
    "Bug is comming!!! "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "searching-florence",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[]\n"
     ]
    }
   ],
   "source": [
    "summerout = wofost.get_summary_output()\n",
    "print(summerout)  # which should have content, but now it is []"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "perceived-albert",
   "metadata": {},
   "source": [
    "Now the max dvs is about 1.83. I am wondering the bug is because dvs<2 ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "hairy-damages",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 DVS       LAI          TAGP         TWSO         TWLV  \\\n",
      "day                                                                      \n",
      "2018-10-20  0.000000  0.144690    105.000000     0.000000    68.250000   \n",
      "2018-10-21  0.000000  0.152570    110.718494     0.000000    71.967021   \n",
      "2018-10-22  0.000000  0.160640    116.574846     0.000000    75.773650   \n",
      "2018-10-23  0.000000  0.174128    126.362760     0.000000    82.135794   \n",
      "2018-10-24  0.000000  0.189024    137.172805     0.000000    89.162323   \n",
      "2018-10-25  0.000000  0.204621    148.491641     0.000000    96.519567   \n",
      "2018-10-26  0.000000  0.212121    153.934323     0.000000   100.057310   \n",
      "2018-10-27  0.000000  0.229812    166.771809     0.000000   108.401676   \n",
      "2018-10-28  0.000000  0.248723    180.495576     0.000000   117.322124   \n",
      "2018-10-29  0.000000  0.268392    194.769447     0.000000   126.600140   \n",
      "2018-10-30  0.000000  0.289655    210.199301     0.000000   136.629546   \n",
      "2018-10-31  0.000000  0.312253    226.598510     0.000000   147.289032   \n",
      "2018-11-01  0.000000  0.336114    243.914033     0.000000   158.544122   \n",
      "2018-11-02  0.000000  0.361349    262.227274     0.000000   170.447728   \n",
      "2018-11-03  0.000000  0.388301    281.785824     0.000000   183.160785   \n",
      "2018-11-04  0.000000  0.416634    302.347097     0.000000   196.525613   \n",
      "2018-11-05  0.000000  0.445182    323.063532     0.000000   209.991296   \n",
      "2018-11-06  0.000000  0.448646    325.577976     0.000000   211.625684   \n",
      "2018-11-07  0.000000  0.457464    331.976437     0.000000   215.784684   \n",
      "2018-11-08  0.000000  0.479050    347.641390     0.000000   225.966904   \n",
      "2018-11-09  0.000000  0.507802    368.506643     0.000000   239.529318   \n",
      "2018-11-10  0.000000  0.542723    393.848611     0.000000   256.001597   \n",
      "2018-11-11  0.000000  0.558884    405.576044     0.000000   263.624428   \n",
      "2018-11-12  0.000057  0.590618    428.605523     0.000000   278.593590   \n",
      "2018-11-13  0.000231  0.625583    453.979009     0.000000   295.086356   \n",
      "2018-11-14  0.000531  0.662142    480.509514     0.000000   312.331184   \n",
      "2018-11-15  0.000985  0.683673    496.134090     0.000000   322.487158   \n",
      "2018-11-16  0.001542  0.713271    517.612860     0.000000   336.448359   \n",
      "2018-11-17  0.001973  0.733204    532.078635     0.000000   345.851113   \n",
      "2018-11-18  0.002503  0.756117    548.706080     0.000000   356.658952   \n",
      "2018-11-19  0.003240  0.790214    573.450224     0.000000   372.742646   \n",
      "2018-11-20  0.003947  0.828273    601.069210     0.000000   390.694987   \n",
      "2018-11-21  0.004869  0.866396    628.734406     0.000000   408.677364   \n",
      "2018-11-22  0.005802  0.903972    656.002771     0.000000   426.401801   \n",
      "2018-11-23  0.006524  0.940210    682.300668     0.000000   443.495434   \n",
      "2018-11-24  0.007600  0.974654    707.296153     0.000000   459.742500   \n",
      "2018-11-25  0.008556  1.000128    725.782564     0.000000   471.758667   \n",
      "2018-11-26  0.009847  1.024504    743.471782     0.000000   483.256658   \n",
      "2018-11-27  0.011637  1.060622    769.682485     0.000000   500.293615   \n",
      "2018-11-28  0.013226  1.082893    785.844204     0.000000   510.798732   \n",
      "2018-11-29  0.014731  1.112392    807.250755     0.000000   524.712991   \n",
      "2018-11-30  0.016009  1.144622    830.640046     0.000000   539.916030   \n",
      "2018-12-01  0.017421  1.175354    852.941756     0.000000   554.412141   \n",
      "2018-12-02  0.018929  1.190426    863.879782     0.000000   561.521858   \n",
      "2018-12-03  0.020701  1.208279    876.835317     0.000000   569.942956   \n",
      "2018-12-04  0.022251  1.231522    893.702529     0.000000   580.906644   \n",
      "2018-12-05  0.023187  1.259778    914.207879     0.000000   594.235121   \n",
      "2018-12-06  0.023741  1.268933    920.851085     0.000000   598.553205   \n",
      "2018-12-07  0.024033  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-08  0.024033  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-09  0.024033  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-10  0.024033  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-11  0.024033  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-12  0.024033  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-13  0.024033  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-14  0.024033  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-15  0.024239  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-16  0.024870  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-17  0.026197  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-18  0.027300  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-19  0.029023  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-20  0.030577  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-21  0.031820  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-22  0.033740  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-23  0.035561  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-24  0.035846  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-25  0.036247  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-26  0.037418  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-27  0.037418  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-28  0.037418  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-29  0.037418  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-30  0.037418  1.278147    927.538061     0.000000   602.899739   \n",
      "2018-12-31  0.037418  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-01  0.037418  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-02  0.037418  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-03  0.037418  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-04  0.037418  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-05  0.037500  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-06  0.037500  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-07  0.037500  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-08  0.037500  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-09  0.037500  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-10  0.037500  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-11  0.037500  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-12  0.038102  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-13  0.039045  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-14  0.039859  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-15  0.040724  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-16  0.040724  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-17  0.040724  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-18  0.040911  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-19  0.042131  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-20  0.042438  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-21  0.042653  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-22  0.043254  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-23  0.044757  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-24  0.046836  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-25  0.049475  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-26  0.050172  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-27  0.050323  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-28  0.051995  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-29  0.053529  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-30  0.055954  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-01-31  0.057204  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-01  0.057782  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-02  0.058737  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-03  0.061469  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-04  0.064226  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-05  0.067665  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-06  0.070834  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-07  0.071335  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-08  0.071335  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-09  0.071335  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-10  0.071335  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-11  0.071335  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-12  0.071948  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-13  0.072449  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-14  0.072449  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-15  0.072449  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-16  0.072449  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-17  0.072449  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-18  0.072851  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-19  0.073569  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-20  0.075145  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-21  0.076769  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-22  0.079500  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-23  0.083003  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-24  0.086212  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-25  0.091038  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-26  0.095308  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-27  0.099585  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-02-28  0.104004  1.278147    927.538061     0.000000   602.899739   \n",
      "2019-03-01  0.109631  1.279711    928.670342     0.000000   603.637234   \n",
      "2019-03-02  0.114652  1.286739    933.745569     0.000000   606.952424   \n",
      "2019-03-03  0.119579  1.303856    946.074717     0.000000   615.026586   \n",
      "2019-03-04  0.125786  1.341596    973.189678     0.000000   632.828273   \n",
      "2019-03-05  0.132761  1.403626   1017.616967     0.000000   662.087877   \n",
      "2019-03-06  0.141452  1.494159   1082.229771     0.000000   704.791796   \n",
      "2019-03-07  0.148481  1.586613   1147.926502     0.000000   748.402415   \n",
      "2019-03-08  0.152466  1.657997   1198.472532     0.000000   782.074178   \n",
      "2019-03-09  0.157962  1.744933   1259.907821     0.000000   823.081542   \n",
      "2019-03-10  0.165108  1.855960   1338.153580     0.000000   875.453057   \n",
      "2019-03-11  0.172879  1.963800   1413.883280     0.000000   926.320888   \n",
      "2019-03-12  0.181779  2.104775   1512.501437     0.000000   992.818424   \n",
      "2019-03-13  0.188274  2.213853   1588.471945     0.000000  1044.270190   \n",
      "2019-03-14  0.194516  2.310651   1655.675496     0.000000  1089.929935   \n",
      "2019-03-15  0.203650  2.464816   1762.379066     0.000000  1162.649000   \n",
      "2019-03-16  0.213450  2.638287   1881.911839     0.000000  1244.475164   \n",
      "2019-03-17  0.225231  2.819306   2006.053008     0.000000  1329.861533   \n",
      "2019-03-18  0.236474  3.011046   2136.799476     0.000000  1420.304579   \n",
      "2019-03-19  0.250424  3.202214   2266.454348     0.000000  1510.478414   \n",
      "2019-03-20  0.264370  3.413852   2409.136856     0.000000  1610.307729   \n",
      "2019-03-21  0.278799  3.613018   2545.586239     0.000000  1704.253707   \n",
      "2019-03-22  0.287948  3.824254   2692.772712     0.000000  1803.893229   \n",
      "2019-03-23  0.295343  4.041094   2845.515769     0.000000  1906.176384   \n",
      "2019-03-24  0.302673  4.242138   2988.394276     0.000000  2001.008471   \n",
      "2019-03-25  0.313145  4.498970   3172.547477     0.000000  2122.155722   \n",
      "2019-03-26  0.326510  4.752928   3356.988324     0.000000  2241.947074   \n",
      "2019-03-27  0.341526  5.005673   3543.621084     0.000000  2361.166590   \n",
      "2019-03-28  0.358476  5.094527   3719.380272     0.000000  2471.328852   \n",
      "2019-03-29  0.369458  5.349845   3928.043837     0.000000  2599.285368   \n",
      "2019-03-30  0.381053  5.599123   4122.967291     0.000000  2717.103647   \n",
      "2019-03-31  0.390701  5.850721   4332.669649     0.000000  2841.909652   \n",
      "2019-04-01  0.399933  6.106402   4551.647935     0.000000  2970.546073   \n",
      "2019-04-02  0.411886  6.362024   4781.112275     0.000000  3103.647719   \n",
      "2019-04-03  0.424790  6.597954   5006.623509     0.000000  3232.299853   \n",
      "2019-04-04  0.437608  6.827908   5239.781791     0.000000  3362.907629   \n",
      "2019-04-05  0.454290  7.027856   5460.528656     0.000000  3484.299264   \n",
      "2019-04-06  0.471882  7.210762   5680.210595     0.000000  3602.173510   \n",
      "2019-04-07  0.487225  7.392548   5913.070468     0.000000  3723.841434   \n",
      "2019-04-08  0.502960  7.559899   6146.949318     0.000000  3843.171148   \n",
      "2019-04-09  0.515166  7.521373   6200.361869     0.000000  3869.660817   \n",
      "2019-04-10  0.521647  7.521937   6292.033388     0.000000  3913.592011   \n",
      "2019-04-11  0.529900  7.646216   6509.537502     0.000000  4015.894445   \n",
      "2019-04-12  0.541981  7.795507   6765.164900     0.000000  4133.237898   \n",
      "2019-04-13  0.554632  7.886699   6977.467390     0.000000  4227.180119   \n",
      "2019-04-14  0.571633  7.976312   7202.561364     0.000000  4322.881520   \n",
      "2019-04-15  0.587220  8.071065   7452.963199     0.000000  4423.511305   \n",
      "2019-04-16  0.603013  8.149736   7704.559768     0.000000  4519.248845   \n",
      "2019-04-17  0.621861  8.201270   7941.987040     0.000000  4604.458243   \n",
      "2019-04-18  0.643804  8.215980   8150.192564     0.000000  4673.804582   \n",
      "2019-04-19  0.665537  8.218245   8361.106197     0.000000  4737.713132   \n",
      "2019-04-20  0.679966  8.140724   8454.936714     0.000000  4764.053282   \n",
      "2019-04-21  0.696696  8.155596   8708.818507     0.000000  4831.707865   \n",
      "2019-04-22  0.713997  8.093927   8836.762236     0.000000  4863.690134   \n",
      "2019-04-23  0.732394  7.987596   8875.961991     0.000000  4872.819681   \n",
      "2019-04-24  0.753417  7.958813   9074.692657     0.000000  4915.495611   \n",
      "2019-04-25  0.775517  7.915234   9254.522990     0.000000  4950.382064   \n",
      "2019-04-26  0.791134  7.899106   9525.252613     0.000000  4996.998351   \n",
      "2019-04-27  0.804608  7.872140   9787.126656     0.000000  5038.053897   \n",
      "2019-04-28  0.816181  7.773345   9831.922195     0.000000  5044.481100   \n",
      "2019-04-29  0.828900  7.745561  10113.763185     0.000000  5081.700543   \n",
      "2019-04-30  0.846733  7.709368  10385.732742     0.000000  5114.202804   \n",
      "2019-05-01  0.867287  7.660843  10638.051686     0.000000  5139.916056   \n",
      "2019-05-02  0.887134  7.606239  10902.109399     0.000000  5161.469749   \n",
      "2019-05-03  0.906982  7.543906  11167.567410     0.000000  5177.938412   \n",
      "2019-05-04  0.929435  7.472431  11415.677744     0.000000  5188.471104   \n",
      "2019-05-05  0.953626  7.391280  11619.289090     0.000000  5192.603323   \n",
      "2019-05-06  0.975593  7.305719  11808.896467    13.749525  5192.603323   \n",
      "2019-05-07  0.994916  7.224664  12079.961802   152.496308  5192.603323   \n",
      "2019-05-08  1.000000  7.147803  12346.121400   391.590364  5192.603323   \n",
      "2019-05-09  1.022772  7.074849  12572.176335   617.645299  5192.603323   \n",
      "2019-05-10  1.044681  7.005544  12841.088007   886.556971  5192.603323   \n",
      "2019-05-11  1.071018  6.939649  13047.781983  1093.250946  5192.603323   \n",
      "2019-05-12  1.096952  6.876945  13252.410778  1297.879742  5192.603323   \n",
      "2019-05-13  1.125187  6.817234  13400.508887  1445.977851  5192.603323   \n",
      "2019-05-14  1.147844  6.760331  13658.361149  1703.830113  5192.603323   \n",
      "2019-05-15  1.172685  6.706067  13896.611842  1942.080805  5192.603323   \n",
      "2019-05-16  1.199252  6.654285  14105.699174  2151.168138  5192.603323   \n",
      "2019-05-17  1.227315  6.604841  14265.217025  2310.685989  5192.603323   \n",
      "2019-05-18  1.257849  6.557602  14355.392433  2400.861396  5192.603323   \n",
      "2019-05-19  1.285394  6.512443  14531.463636  2576.932599  5192.603323   \n",
      "2019-05-20  1.313226  6.469249  14711.192586  2756.661549  5192.603323   \n",
      "2019-05-21  1.337550  6.255391  14971.980867  3017.449831  5192.603323   \n",
      "2019-05-22  1.363542  6.002646  15160.980755  3206.449719  5192.603323   \n",
      "2019-05-23  1.393387  5.497834  15185.087567  3230.556531  5192.603323   \n",
      "2019-05-24  1.427890  4.983471  15185.087567  3230.556531  5192.603323   \n",
      "2019-05-25  1.460092  4.155843  15201.733519  3247.202483  5192.603323   \n",
      "2019-05-26  1.493560  3.878955  15201.733519  3247.202483  5192.603323   \n",
      "2019-05-27  1.526394  3.371711  15201.733519  3247.202483  5192.603323   \n",
      "2019-05-28  1.554399  2.860796  15312.791468  3358.260431  5192.603323   \n",
      "2019-05-29  1.582519  2.711504  15385.110057  3430.579021  5192.603323   \n",
      "2019-05-30  1.609373  2.245855  15456.656909  3502.125873  5192.603323   \n",
      "2019-05-31  1.639620  1.843810  15456.656909  3502.125873  5192.603323   \n",
      "2019-06-01  1.667625  1.630475  15462.800363  3508.269327  5192.603323   \n",
      "2019-06-02  1.700460  1.246868  15462.800363  3508.269327  5192.603323   \n",
      "2019-06-03  1.734963  1.099853  15462.800363  3508.269327  5192.603323   \n",
      "2019-06-04  1.769465  0.908526  15462.800363  3508.269327  5192.603323   \n",
      "2019-06-05  1.803565  0.697296  15462.800363  3508.269327  5192.603323   \n",
      "2019-06-06  1.832317  0.677941  15462.800363  3508.269327  5192.603323   \n",
      "\n",
      "                   TWST         TWRT       TRA     RD    SM WWLOW  \n",
      "day                                                                \n",
      "2018-10-20    36.750000   105.000000  0.012627   10.0  0.44  None  \n",
      "2018-10-21    38.751473   110.718494  0.016296   11.2  0.44  None  \n",
      "2018-10-22    40.801196   116.574846  0.024172   12.4  0.44  None  \n",
      "2018-10-23    44.226966   126.362760  0.031130   13.6  0.44  None  \n",
      "2018-10-24    48.010482   137.172805  0.034172   14.8  0.44  None  \n",
      "2018-10-25    51.972074   148.491641  0.027419   16.0  0.44  None  \n",
      "2018-10-26    53.877013   153.934323  0.040658   17.2  0.44  None  \n",
      "2018-10-27    58.370133   166.771809  0.035576   18.4  0.44  None  \n",
      "2018-10-28    63.173452   180.495576  0.059685   19.6  0.44  None  \n",
      "2018-10-29    68.169306   194.769447  0.039634   20.8  0.44  None  \n",
      "2018-10-30    73.569755   210.199301  0.031369   22.0  0.44  None  \n",
      "2018-10-31    79.309479   226.598510  0.034871   23.2  0.44  None  \n",
      "2018-11-01    85.369912   243.914033  0.038465   24.4  0.44  None  \n",
      "2018-11-02    91.779546   262.227274  0.049856   25.6  0.44  None  \n",
      "2018-11-03    98.625038   281.785824  0.043060   26.8  0.44  None  \n",
      "2018-11-04   105.821484   302.347097  0.052993   28.0  0.44  None  \n",
      "2018-11-05   113.072236   323.063532  0.034538   29.2  0.44  None  \n",
      "2018-11-06   113.952292   325.577976  0.025777   30.4  0.44  None  \n",
      "2018-11-07   116.191753   331.976437  0.029089   31.6  0.44  None  \n",
      "2018-11-08   121.674487   347.641390  0.038545   32.8  0.44  None  \n",
      "2018-11-09   128.977325   368.506643  0.046001   34.0  0.44  None  \n",
      "2018-11-10   137.847014   393.848611  0.036990   35.2  0.44  None  \n",
      "2018-11-11   141.951615   405.576044  0.038406   36.4  0.44  None  \n",
      "2018-11-12   150.011933   428.605523  0.036937   37.6  0.44  None  \n",
      "2018-11-13   158.892653   453.979009  0.043709   38.8  0.44  None  \n",
      "2018-11-14   168.178330   480.509514  0.032665   40.0  0.44  None  \n",
      "2018-11-15   173.646931   496.134090  0.046314   41.2  0.44  None  \n",
      "2018-11-16   181.164501   517.612860  0.053683   42.4  0.44  None  \n",
      "2018-11-17   186.227522   532.078635  0.035084   43.6  0.44  None  \n",
      "2018-11-18   192.047128   548.706080  0.051778   44.8  0.44  None  \n",
      "2018-11-19   200.707578   573.450224  0.069842   46.0  0.44  None  \n",
      "2018-11-20   210.374224   601.069210  0.060798   47.2  0.44  None  \n",
      "2018-11-21   220.057042   628.734406  0.085278   48.4  0.44  None  \n",
      "2018-11-22   229.600970   656.002771  0.070286   49.6  0.44  None  \n",
      "2018-11-23   238.805234   682.300668  0.075785   50.8  0.44  None  \n",
      "2018-11-24   247.553654   707.296153  0.067575   52.0  0.44  None  \n",
      "2018-11-25   254.023897   725.782564  0.059254   53.2  0.44  None  \n",
      "2018-11-26   260.215124   743.471782  0.103404   54.4  0.44  None  \n",
      "2018-11-27   269.388870   769.682485  0.092151   55.6  0.44  None  \n",
      "2018-11-28   275.045471   785.844204  0.063872   56.8  0.44  None  \n",
      "2018-11-29   282.537764   807.250755  0.081165   58.0  0.44  None  \n",
      "2018-11-30   290.724016   830.640046  0.051116   59.2  0.44  None  \n",
      "2018-12-01   298.529615   852.941756  0.041997   60.4  0.44  None  \n",
      "2018-12-02   302.357924   863.879782  0.031241   61.6  0.44  None  \n",
      "2018-12-03   306.892361   876.835317  0.080065   62.8  0.44  None  \n",
      "2018-12-04   312.795885   893.702529  0.090620   64.0  0.44  None  \n",
      "2018-12-05   319.972758   914.207879  0.032456   65.2  0.44  None  \n",
      "2018-12-06   322.297880   920.851085  0.054579   66.4  0.44  None  \n",
      "2018-12-07   324.638321   927.538061  0.051901   67.6  0.44  None  \n",
      "2018-12-08   324.638321   927.538061  0.054350   68.8  0.44  None  \n",
      "2018-12-09   324.638321   927.538061  0.063068   70.0  0.44  None  \n",
      "2018-12-10   324.638321   927.538061  0.036574   71.2  0.44  None  \n",
      "2018-12-11   324.638321   927.538061  0.049183   72.4  0.44  None  \n",
      "2018-12-12   324.638321   927.538061  0.068650   73.6  0.44  None  \n",
      "2018-12-13   324.638321   927.538061  0.068467   74.8  0.44  None  \n",
      "2018-12-14   324.638321   927.538061  0.060192   76.0  0.44  None  \n",
      "2018-12-15   324.638321   927.538061  0.075154   77.2  0.44  None  \n",
      "2018-12-16   324.638321   927.538061  0.097057   78.4  0.44  None  \n",
      "2018-12-17   324.638321   927.538061  0.086948   79.6  0.44  None  \n",
      "2018-12-18   324.638321   927.538061  0.085777   80.8  0.44  None  \n",
      "2018-12-19   324.638321   927.538061  0.079258   82.0  0.44  None  \n",
      "2018-12-20   324.638321   927.538061  0.055516   83.2  0.44  None  \n",
      "2018-12-21   324.638321   927.538061  0.078077   84.4  0.44  None  \n",
      "2018-12-22   324.638321   927.538061  0.066417   85.6  0.44  None  \n",
      "2018-12-23   324.638321   927.538061  0.081370   86.8  0.44  None  \n",
      "2018-12-24   324.638321   927.538061  0.085658   88.0  0.44  None  \n",
      "2018-12-25   324.638321   927.538061  0.089551   89.2  0.44  None  \n",
      "2018-12-26   324.638321   927.538061  0.080004   90.4  0.44  None  \n",
      "2018-12-27   324.638321   927.538061  0.056229   91.6  0.44  None  \n",
      "2018-12-28   324.638321   927.538061  0.050079   92.8  0.44  None  \n",
      "2018-12-29   324.638321   927.538061  0.045974   94.0  0.44  None  \n",
      "2018-12-30   324.638321   927.538061  0.051965   95.2  0.44  None  \n",
      "2018-12-31   324.638321   927.538061  0.050731   96.4  0.44  None  \n",
      "2019-01-01   324.638321   927.538061  0.040429   97.6  0.44  None  \n",
      "2019-01-02   324.638321   927.538061  0.060145   98.8  0.44  None  \n",
      "2019-01-03   324.638321   927.538061  0.053944  100.0  0.44  None  \n",
      "2019-01-04   324.638321   927.538061  0.057386  101.2  0.44  None  \n",
      "2019-01-05   324.638321   927.538061  0.072356  102.4  0.44  None  \n",
      "2019-01-06   324.638321   927.538061  0.059952  103.6  0.44  None  \n",
      "2019-01-07   324.638321   927.538061  0.042581  104.8  0.44  None  \n",
      "2019-01-08   324.638321   927.538061  0.076928  106.0  0.44  None  \n",
      "2019-01-09   324.638321   927.538061  0.050533  107.2  0.44  None  \n",
      "2019-01-10   324.638321   927.538061  0.048666  108.4  0.44  None  \n",
      "2019-01-11   324.638321   927.538061  0.043327  109.6  0.44  None  \n",
      "2019-01-12   324.638321   927.538061  0.060095  110.8  0.44  None  \n",
      "2019-01-13   324.638321   927.538061  0.049952  112.0  0.44  None  \n",
      "2019-01-14   324.638321   927.538061  0.044859  113.2  0.44  None  \n",
      "2019-01-15   324.638321   927.538061  0.075833  114.4  0.44  None  \n",
      "2019-01-16   324.638321   927.538061  0.079194  115.6  0.44  None  \n",
      "2019-01-17   324.638321   927.538061  0.073470  116.8  0.44  None  \n",
      "2019-01-18   324.638321   927.538061  0.073737  118.0  0.44  None  \n",
      "2019-01-19   324.638321   927.538061  0.076366  119.2  0.44  None  \n",
      "2019-01-20   324.638321   927.538061  0.074448  120.4  0.44  None  \n",
      "2019-01-21   324.638321   927.538061  0.070634  121.6  0.44  None  \n",
      "2019-01-22   324.638321   927.538061  0.095138  122.8  0.44  None  \n",
      "2019-01-23   324.638321   927.538061  0.087263  124.0  0.44  None  \n",
      "2019-01-24   324.638321   927.538061  0.083311  125.0  0.44  None  \n",
      "2019-01-25   324.638321   927.538061  0.096054  125.0  0.44  None  \n",
      "2019-01-26   324.638321   927.538061  0.076489  125.0  0.44  None  \n",
      "2019-01-27   324.638321   927.538061  0.103184  125.0  0.44  None  \n",
      "2019-01-28   324.638321   927.538061  0.080764  125.0  0.44  None  \n",
      "2019-01-29   324.638321   927.538061  0.099385  125.0  0.44  None  \n",
      "2019-01-30   324.638321   927.538061  0.054964  125.0  0.44  None  \n",
      "2019-01-31   324.638321   927.538061  0.073496  125.0  0.44  None  \n",
      "2019-02-01   324.638321   927.538061  0.092059  125.0  0.44  None  \n",
      "2019-02-02   324.638321   927.538061  0.070304  125.0  0.44  None  \n",
      "2019-02-03   324.638321   927.538061  0.069985  125.0  0.44  None  \n",
      "2019-02-04   324.638321   927.538061  0.145526  125.0  0.44  None  \n",
      "2019-02-05   324.638321   927.538061  0.083585  125.0  0.44  None  \n",
      "2019-02-06   324.638321   927.538061  0.060807  125.0  0.44  None  \n",
      "2019-02-07   324.638321   927.538061  0.088319  125.0  0.44  None  \n",
      "2019-02-08   324.638321   927.538061  0.060146  125.0  0.44  None  \n",
      "2019-02-09   324.638321   927.538061  0.074155  125.0  0.44  None  \n",
      "2019-02-10   324.638321   927.538061  0.052505  125.0  0.44  None  \n",
      "2019-02-11   324.638321   927.538061  0.073092  125.0  0.44  None  \n",
      "2019-02-12   324.638321   927.538061  0.046946  125.0  0.44  None  \n",
      "2019-02-13   324.638321   927.538061  0.042817  125.0  0.44  None  \n",
      "2019-02-14   324.638321   927.538061  0.028448  125.0  0.44  None  \n",
      "2019-02-15   324.638321   927.538061  0.048401  125.0  0.44  None  \n",
      "2019-02-16   324.638321   927.538061  0.056712  125.0  0.44  None  \n",
      "2019-02-17   324.638321   927.538061  0.070640  125.0  0.44  None  \n",
      "2019-02-18   324.638321   927.538061  0.055893  125.0  0.44  None  \n",
      "2019-02-19   324.638321   927.538061  0.068509  125.0  0.44  None  \n",
      "2019-02-20   324.638321   927.538061  0.059675  125.0  0.44  None  \n",
      "2019-02-21   324.638321   927.538061  0.070170  125.0  0.44  None  \n",
      "2019-02-22   324.638321   927.538061  0.081435  125.0  0.44  None  \n",
      "2019-02-23   324.638321   927.538061  0.099095  125.0  0.44  None  \n",
      "2019-02-24   324.638321   927.538061  0.130269  125.0  0.44  None  \n",
      "2019-02-25   324.638321   927.538061  0.104342  125.0  0.44  None  \n",
      "2019-02-26   324.638321   927.538061  0.077103  125.0  0.44  None  \n",
      "2019-02-27   324.638321   927.538061  0.102638  125.0  0.44  None  \n",
      "2019-02-28   324.638321   927.538061  0.129631  125.0  0.44  None  \n",
      "2019-03-01   325.033108   928.652350  0.092668  125.0  0.44  None  \n",
      "2019-03-02   326.793145   933.535754  0.074770  125.0  0.44  None  \n",
      "2019-03-03   331.048132   945.162895  0.101433  125.0  0.44  None  \n",
      "2019-03-04   340.361405   970.234325  0.138467  125.0  0.44  None  \n",
      "2019-03-05   355.529090  1010.303948  0.144514  125.0  0.44  None  \n",
      "2019-03-06   377.437975  1066.970266  0.216094  125.0  0.44  None  \n",
      "2019-03-07   399.524087  1122.607994  0.156710  125.0  0.44  None  \n",
      "2019-03-08   416.398354  1164.218331  0.191268  125.0  0.44  None  \n",
      "2019-03-09   436.826279  1213.984928  0.173078  125.0  0.44  None  \n",
      "2019-03-10   462.700524  1275.973990  0.194970  125.0  0.44  None  \n",
      "2019-03-11   487.562391  1334.253631  0.274969  125.0  0.44  None  \n",
      "2019-03-12   519.683013  1407.780279  0.253141  125.0  0.44  None  \n",
      "2019-03-13   544.201755  1462.392833  0.227937  125.0  0.44  None  \n",
      "2019-03-14   565.745562  1509.427848  0.302330  125.0  0.44  None  \n",
      "2019-03-15   599.730066  1582.203890  0.351137  125.0  0.44  None  \n",
      "2019-03-16   637.436674  1660.448585  0.354293  125.0  0.44  None  \n",
      "2019-03-17   676.191475  1737.789462  0.349884  125.0  0.44  None  \n",
      "2019-03-18   716.494897  1814.485753  0.424915  125.0  0.44  None  \n",
      "2019-03-19   755.975934  1886.230665  0.425339  125.0  0.44  None  \n",
      "2019-03-20   798.829126  1959.567098  0.276308  125.0  0.44  None  \n",
      "2019-03-21   841.332532  2024.595252  0.430091  125.0  0.44  None  \n",
      "2019-03-22   888.879483  2089.322556  0.318716  125.0  0.44  None  \n",
      "2019-03-23   939.339385  2153.071381  0.374990  125.0  0.44  None  \n",
      "2019-03-24   987.385805  2210.187433  0.479200  125.0  0.44  None  \n",
      "2019-03-25  1050.391755  2280.667975  0.476893  125.0  0.44  None  \n",
      "2019-03-26  1115.041250  2346.903004  0.589006  125.0  0.44  None  \n",
      "2019-03-27  1182.454494  2408.514174  0.464285  125.0  0.44  None  \n",
      "2019-03-28  1248.051420  2461.063869  0.501246  125.0  0.44  None  \n",
      "2019-03-29  1328.758468  2517.041947  0.394292  125.0  0.44  None  \n",
      "2019-03-30  1405.863644  2565.937987  0.432225  125.0  0.44  None  \n",
      "2019-03-31  1490.759997  2614.791406  0.433940  125.0  0.44  None  \n",
      "2019-04-01  1581.101862  2662.631697  0.511389  125.0  0.44  None  \n",
      "2019-04-02  1677.464556  2709.652790  0.426641  125.0  0.44  None  \n",
      "2019-04-03  1774.323656  2754.294321  0.472300  125.0  0.44  None  \n",
      "2019-04-04  1876.874163  2798.733159  0.641478  125.0  0.44  None  \n",
      "2019-04-05  1976.229392  2839.211785  0.668046  125.0  0.44  None  \n",
      "2019-04-06  2078.037085  2877.458438  0.633842  125.0  0.44  None  \n",
      "2019-04-07  2189.229034  2915.759067  0.499198  125.0  0.44  None  \n",
      "2019-04-08  2303.778170  2952.294810  0.328279  125.0  0.44  None  \n",
      "2019-04-09  2330.701052  2960.213387  0.169201  125.0  0.44  None  \n",
      "2019-04-10  2378.441377  2973.363234  0.266274  125.0  0.44  None  \n",
      "2019-04-11  2493.643057  3004.011553  0.343810  125.0  0.44  None  \n",
      "2019-04-12  2631.927003  3039.210225  0.314031  125.0  0.44  None  \n",
      "2019-04-13  2750.287271  3067.451458  0.413661  125.0  0.44  None  \n",
      "2019-04-14  2879.679844  3096.302243  0.581144  125.0  0.44  None  \n",
      "2019-04-15  3029.451894  3126.780619  0.646009  125.0  0.44  None  \n",
      "2019-04-16  3185.310923  3155.931744  0.528694  125.0  0.44  None  \n",
      "2019-04-17  3337.528798  3182.047867  0.738241  125.0  0.44  None  \n",
      "2019-04-18  3476.387982  3203.508219  0.750832  125.0  0.44  None  \n",
      "2019-04-19  3623.393065  3223.570507  0.512760  125.0  0.44  None  \n",
      "2019-04-20  3690.883432  3231.767281  0.436207  125.0  0.44  None  \n",
      "2019-04-21  3877.110643  3252.652341  0.286233  125.0  0.44  None  \n",
      "2019-04-22  3973.072102  3262.429312  0.158575  125.0  0.44  None  \n",
      "2019-04-23  4003.142309  3265.253338  0.345642  125.0  0.44  None  \n",
      "2019-04-24  4159.197046  3278.733196  0.361626  125.0  0.44  None  \n",
      "2019-04-25  4304.140927  3290.072748  0.509229  125.0  0.44  None  \n",
      "2019-04-26  4528.254262  3305.798182  0.343501  125.0  0.44  None  \n",
      "2019-04-27  4749.072759  3320.096525  0.132171  125.0  0.44  None  \n",
      "2019-04-28  4787.441095  3322.408483  0.314133  125.0  0.44  None  \n",
      "2019-04-29  5032.062641  3336.235025  0.446185  125.0  0.44  None  \n",
      "2019-04-30  5271.529938  3348.817960  0.565445  125.0  0.44  None  \n",
      "2019-05-01  5498.135630  3359.510234  0.589042  125.0  0.44  None  \n",
      "2019-05-02  5740.639650  3369.525591  0.610051  125.0  0.44  None  \n",
      "2019-05-03  5989.628997  3378.463538  0.697949  125.0  0.44  None  \n",
      "2019-05-04  6227.206640  3385.953065  0.532473  125.0  0.44  None  \n",
      "2019-05-05  6426.685768  3391.615280  0.523960  125.0  0.44  None  \n",
      "2019-05-06  6602.543619  3396.404716  0.543555  125.0  0.44  None  \n",
      "2019-05-07  6734.862171  3402.627254  0.601195  125.0  0.44  None  \n",
      "2019-05-08  6761.927714  3408.200063  0.597895  125.0  0.44  None  \n",
      "2019-05-09  6761.927714  3412.813429  0.520277  125.0  0.44  None  \n",
      "2019-05-10  6761.927714  3417.665294  0.600150  125.0  0.44  None  \n",
      "2019-05-11  6761.927714  3420.926296  0.544552  125.0  0.44  None  \n",
      "2019-05-12  6761.927714  3423.600131  0.711743  125.0  0.44  None  \n",
      "2019-05-13  6761.927714  3425.142138  0.643487  125.0  0.44  None  \n",
      "2019-05-14  6761.927714  3427.085752  0.663840  125.0  0.44  None  \n",
      "2019-05-15  6761.927714  3428.334897  0.514560  125.0  0.44  None  \n",
      "2019-05-16  6761.927714  3428.907574  0.538490  125.0  0.44  None  \n",
      "2019-05-17  6761.927714  3428.919500  0.611728  125.0  0.44  None  \n",
      "2019-05-18  6761.927714  3428.919500  0.516187  125.0  0.44  None  \n",
      "2019-05-19  6761.927714  3428.919500  0.832290  125.0  0.44  None  \n",
      "2019-05-20  6761.927714  3428.919500  0.774301  125.0  0.44  None  \n",
      "2019-05-21  6761.927714  3428.919500  0.724527  125.0  0.44  None  \n",
      "2019-05-22  6761.927714  3428.919500  0.823535  125.0  0.44  None  \n",
      "2019-05-23  6761.927714  3428.919500  1.134065  125.0  0.44  None  \n",
      "2019-05-24  6761.927714  3428.919500  0.836688  125.0  0.44  None  \n",
      "2019-05-25  6761.927714  3428.919500  0.708449  125.0  0.44  None  \n",
      "2019-05-26  6761.927714  3428.919500  0.619462  125.0  0.44  None  \n",
      "2019-05-27  6761.927714  3428.919500  0.744482  125.0  0.44  None  \n",
      "2019-05-28  6761.927714  3428.919500  0.618006  125.0  0.44  None  \n",
      "2019-05-29  6761.927714  3428.919500  0.612271  125.0  0.44  None  \n",
      "2019-05-30  6761.927714  3428.919500  0.495571  125.0  0.44  None  \n",
      "2019-05-31  6761.927714  3428.919500  0.365468  125.0  0.44  None  \n",
      "2019-06-01  6761.927714  3428.919500  0.483505  125.0  0.44  None  \n",
      "2019-06-02  6761.927714  3428.919500  0.508971  125.0  0.44  None  \n",
      "2019-06-03  6761.927714  3428.919500  0.338256  125.0  0.44  None  \n",
      "2019-06-04  6761.927714  3428.919500  0.283335  125.0  0.44  None  \n",
      "2019-06-05  6761.927714  3428.919500  0.139933  125.0  0.44  None  \n",
      "2019-06-06  6761.927714  3428.919500  0.143258  125.0  0.44  None  \n"
     ]
    }
   ],
   "source": [
    "df = pd.DataFrame(wofost.get_output()).set_index(\"day\") \n",
    "print(df)  # now the max dvs is about 1.83"
   ]
  }
 ],
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