CreateAPSIMPotatoObservedFile-Copy1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bring biomass data into dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "Obs = pd.read_excel(r'C:\\GitHubRepos\\ApsimX\\Prototypes\\Potato\\Observed.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'the label [Potato.AboveGround.Wt] is not in the [index]'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1789\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1790\u001b[1;33m                     \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1791\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [Potato.AboveGround.Wt] is not in the [index]'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-3-a4985e0f46ce>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mo\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m     \u001b[1;32mif\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0misnan\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Potato.AboveGround.Wt'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m         \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Potato.AboveGround.Wt'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Potato.AboveGround.Wt.1'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Potato.AboveGround.Wt.1'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0minplace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1470\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mKeyError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1471\u001b[0m                 \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1472\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1473\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1474\u001b[0m             \u001b[1;31m# we by definition only have the 0th axis\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_tuple\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m    868\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    869\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 870\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_lowerdim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    871\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mIndexingError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    872\u001b[0m             \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_lowerdim\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m   1025\u001b[0m                     \u001b[1;32mreturn\u001b[0m \u001b[0msection\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1026\u001b[0m                 \u001b[1;31m# This is an elided recursive call to iloc/loc/etc'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1027\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msection\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mnew_key\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1028\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1029\u001b[0m         \u001b[1;32mraise\u001b[0m \u001b[0mIndexingError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'not applicable'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1476\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1477\u001b[0m             \u001b[0mmaybe_callable\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_apply_if_callable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1478\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmaybe_callable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1479\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1480\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_axis\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1909\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1910\u001b[0m         \u001b[1;31m# fall thru to straight lookup\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1911\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_validate_key\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1912\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_label\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1913\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1796\u001b[0m                 \u001b[1;32mraise\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1797\u001b[0m             \u001b[1;32mexcept\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1798\u001b[1;33m                 \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1799\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1800\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1783\u001b[0m                 raise KeyError(u\"the label [{key}] is not in the [{axis}]\"\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1787\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [Potato.AboveGround.Wt] is not in the [index]'"
     ]
    }
   ],
   "source": [
    "for o in Obs.index:\n",
    "    if np.isnan(Obs.loc[o,'Potato.AboveGround.Wt']):\n",
    "        Obs.loc[o,'Potato.AboveGround.Wt'] = Obs.loc[o,'Potato.AboveGround.Wt.1']\n",
    "Obs.drop('Potato.AboveGround.Wt.1',axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'the label [Potato.Structure.LeafTipsAppeared] is not in the [index]'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1789\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1790\u001b[1;33m                     \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1791\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [Potato.Structure.LeafTipsAppeared] is not in the [index]'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-4-6eb8f2d1726f>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mo\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0misnan\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Potato.Leaf.AppearedCohortNo'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m         \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Potato.Leaf.AppearedCohortNo'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Potato.Structure.LeafTipsAppeared'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Potato.Structure.LeafTipsAppeared'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0minplace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1470\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mKeyError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1471\u001b[0m                 \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1472\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1473\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1474\u001b[0m             \u001b[1;31m# we by definition only have the 0th axis\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_tuple\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m    868\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    869\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 870\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_lowerdim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    871\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mIndexingError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    872\u001b[0m             \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_lowerdim\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m   1025\u001b[0m                     \u001b[1;32mreturn\u001b[0m \u001b[0msection\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1026\u001b[0m                 \u001b[1;31m# This is an elided recursive call to iloc/loc/etc'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1027\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msection\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mnew_key\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1028\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1029\u001b[0m         \u001b[1;32mraise\u001b[0m \u001b[0mIndexingError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'not applicable'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1476\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1477\u001b[0m             \u001b[0mmaybe_callable\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_apply_if_callable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1478\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmaybe_callable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1479\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1480\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_axis\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1909\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1910\u001b[0m         \u001b[1;31m# fall thru to straight lookup\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1911\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_validate_key\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1912\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_label\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1913\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1796\u001b[0m                 \u001b[1;32mraise\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1797\u001b[0m             \u001b[1;32mexcept\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1798\u001b[1;33m                 \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1799\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1800\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1783\u001b[0m                 raise KeyError(u\"the label [{key}] is not in the [{axis}]\"\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1787\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [Potato.Structure.LeafTipsAppeared] is not in the [index]'"
     ]
    }
   ],
   "source": [
    "for o in Obs.index:\n",
    "    if np.isnan(Obs.loc[o,'Potato.Leaf.AppearedCohortNo']):\n",
    "        Obs.loc[o,'Potato.Leaf.AppearedCohortNo'] = Obs.loc[o,'Potato.Structure.LeafTipsAppeared']\n",
    "Obs.drop('Potato.Structure.LeafTipsAppeared',axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'the label [PlantAndHarvest.Script.FinalTag] is not in the [index]'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1789\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1790\u001b[1;33m                     \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1791\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [PlantAndHarvest.Script.FinalTag] is not in the [index]'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-5-a9504e2607c7>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mo\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'PlantandHarvest.Script.FinalTag'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[1;34m'yield'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m         \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'PlantandHarvest.Script.FinalTag'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'PlantAndHarvest.Script.FinalTag'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'PlantAndHarvest.Script.FinalTag'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0minplace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1470\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mKeyError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1471\u001b[0m                 \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1472\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1473\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1474\u001b[0m             \u001b[1;31m# we by definition only have the 0th axis\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_tuple\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m    868\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    869\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 870\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_lowerdim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    871\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mIndexingError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    872\u001b[0m             \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_lowerdim\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m   1025\u001b[0m                     \u001b[1;32mreturn\u001b[0m \u001b[0msection\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1026\u001b[0m                 \u001b[1;31m# This is an elided recursive call to iloc/loc/etc'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1027\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msection\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mnew_key\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1028\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1029\u001b[0m         \u001b[1;32mraise\u001b[0m \u001b[0mIndexingError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'not applicable'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1476\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1477\u001b[0m             \u001b[0mmaybe_callable\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_apply_if_callable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1478\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmaybe_callable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1479\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1480\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_axis\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1909\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1910\u001b[0m         \u001b[1;31m# fall thru to straight lookup\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1911\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_validate_key\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1912\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_label\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1913\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1796\u001b[0m                 \u001b[1;32mraise\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1797\u001b[0m             \u001b[1;32mexcept\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1798\u001b[1;33m                 \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1799\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1800\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1783\u001b[0m                 raise KeyError(u\"the label [{key}] is not in the [{axis}]\"\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1787\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [PlantAndHarvest.Script.FinalTag] is not in the [index]'"
     ]
    }
   ],
   "source": [
    "for o in Obs.index:\n",
    "    if Obs.loc[o,'PlantandHarvest.Script.FinalTag'] != 'yield':\n",
    "        Obs.loc[o,'PlantandHarvest.Script.FinalTag'] = Obs.loc[o,'PlantAndHarvest.Script.FinalTag']\n",
    "Obs.drop('PlantAndHarvest.Script.FinalTag',axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'the label [Potato.AboveGroundLive.N] is not in the [index]'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1789\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1790\u001b[1;33m                     \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1791\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [Potato.AboveGroundLive.N] is not in the [index]'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-6-511780766723>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mo\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0misnan\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Potato.AboveGround.Live.N'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m         \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Potato.AboveGround.Live.N'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Potato.AboveGroundLive.N'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;36m100\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Potato.AboveGroundLive.N'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0minplace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1470\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mKeyError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1471\u001b[0m                 \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1472\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1473\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1474\u001b[0m             \u001b[1;31m# we by definition only have the 0th axis\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_tuple\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m    868\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    869\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 870\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_lowerdim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    871\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mIndexingError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    872\u001b[0m             \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_lowerdim\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m   1025\u001b[0m                     \u001b[1;32mreturn\u001b[0m \u001b[0msection\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1026\u001b[0m                 \u001b[1;31m# This is an elided recursive call to iloc/loc/etc'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1027\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msection\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mnew_key\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1028\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1029\u001b[0m         \u001b[1;32mraise\u001b[0m \u001b[0mIndexingError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'not applicable'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1476\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1477\u001b[0m             \u001b[0mmaybe_callable\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_apply_if_callable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1478\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmaybe_callable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1479\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1480\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_axis\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1909\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1910\u001b[0m         \u001b[1;31m# fall thru to straight lookup\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1911\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_validate_key\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1912\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_label\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1913\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1796\u001b[0m                 \u001b[1;32mraise\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1797\u001b[0m             \u001b[1;32mexcept\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1798\u001b[1;33m                 \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1799\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1800\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1783\u001b[0m                 raise KeyError(u\"the label [{key}] is not in the [{axis}]\"\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1787\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [Potato.AboveGroundLive.N] is not in the [index]'"
     ]
    }
   ],
   "source": [
    "for o in Obs.index:\n",
    "    if np.isnan(Obs.loc[o,'Potato.AboveGround.Live.N']):\n",
    "        Obs.loc[o,'Potato.AboveGround.Live.N'] = Obs.loc[o,'Potato.AboveGroundLive.N']/100\n",
    "Obs.drop('Potato.AboveGroundLive.N',axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'the label [TotalNO3.1] is not in the [index]'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1789\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1790\u001b[1;33m                     \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1791\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [TotalNO3.1] is not in the [index]'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-7-eae0b2928447>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mo\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0misnan\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'TotalNO3'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m         \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'TotalNO3'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'TotalNO3.1'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'TotalNO3.1'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0minplace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1470\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mKeyError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1471\u001b[0m                 \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1472\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1473\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1474\u001b[0m             \u001b[1;31m# we by definition only have the 0th axis\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_tuple\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m    868\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    869\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 870\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_lowerdim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    871\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mIndexingError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    872\u001b[0m             \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_lowerdim\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m   1025\u001b[0m                     \u001b[1;32mreturn\u001b[0m \u001b[0msection\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1026\u001b[0m                 \u001b[1;31m# This is an elided recursive call to iloc/loc/etc'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1027\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msection\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mnew_key\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1028\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1029\u001b[0m         \u001b[1;32mraise\u001b[0m \u001b[0mIndexingError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'not applicable'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1476\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1477\u001b[0m             \u001b[0mmaybe_callable\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_apply_if_callable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1478\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmaybe_callable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1479\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1480\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_axis\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1909\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1910\u001b[0m         \u001b[1;31m# fall thru to straight lookup\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1911\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_validate_key\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1912\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_label\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1913\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1796\u001b[0m                 \u001b[1;32mraise\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1797\u001b[0m             \u001b[1;32mexcept\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1798\u001b[1;33m                 \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1799\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1800\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1783\u001b[0m                 raise KeyError(u\"the label [{key}] is not in the [{axis}]\"\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1787\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [TotalNO3.1] is not in the [index]'"
     ]
    }
   ],
   "source": [
    "for o in Obs.index:\n",
    "    if np.isnan(Obs.loc[o,'TotalNO3']):\n",
    "        Obs.loc[o,'TotalNO3'] = Obs.loc[o,'TotalNO3.1']\n",
    "Obs.drop('TotalNO3.1',axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'the label [TotalNH4.1] is not in the [index]'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1789\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1790\u001b[1;33m                     \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1791\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [TotalNH4.1] is not in the [index]'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-8-09723baa97fa>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mo\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0misnan\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'TotalNH4'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m         \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'TotalNH4'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'TotalNH4.1'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'TotalNH4.1'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0minplace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1470\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mKeyError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1471\u001b[0m                 \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1472\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1473\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1474\u001b[0m             \u001b[1;31m# we by definition only have the 0th axis\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_tuple\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m    868\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    869\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 870\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_lowerdim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    871\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mIndexingError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    872\u001b[0m             \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_lowerdim\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m   1025\u001b[0m                     \u001b[1;32mreturn\u001b[0m \u001b[0msection\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1026\u001b[0m                 \u001b[1;31m# This is an elided recursive call to iloc/loc/etc'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1027\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msection\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mnew_key\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1028\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1029\u001b[0m         \u001b[1;32mraise\u001b[0m \u001b[0mIndexingError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'not applicable'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1476\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1477\u001b[0m             \u001b[0mmaybe_callable\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_apply_if_callable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1478\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmaybe_callable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1479\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1480\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_axis\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1909\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1910\u001b[0m         \u001b[1;31m# fall thru to straight lookup\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1911\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_validate_key\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1912\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_label\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1913\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1796\u001b[0m                 \u001b[1;32mraise\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1797\u001b[0m             \u001b[1;32mexcept\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1798\u001b[1;33m                 \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1799\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1800\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1783\u001b[0m                 raise KeyError(u\"the label [{key}] is not in the [{axis}]\"\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1787\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [TotalNH4.1] is not in the [index]'"
     ]
    }
   ],
   "source": [
    "for o in Obs.index:\n",
    "    if np.isnan(Obs.loc[o,'TotalNH4']):\n",
    "        Obs.loc[o,'TotalNH4'] = Obs.loc[o,'TotalNH4.1']\n",
    "Obs.drop('TotalNH4.1',axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'the label [Potato.Total.N] is not in the [index]'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1789\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1790\u001b[1;33m                     \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1791\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [Potato.Total.N] is not in the [index]'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-9-2d40aaef8c47>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mo\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0misnan\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Potato.TotalLive.N'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m         \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Potato.TotalLive.N'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Potato.Total.N'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Potato.Total.N'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0minplace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1470\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mKeyError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1471\u001b[0m                 \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1472\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1473\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1474\u001b[0m             \u001b[1;31m# we by definition only have the 0th axis\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_tuple\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m    868\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    869\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 870\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_lowerdim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    871\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mIndexingError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    872\u001b[0m             \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_lowerdim\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m   1025\u001b[0m                     \u001b[1;32mreturn\u001b[0m \u001b[0msection\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1026\u001b[0m                 \u001b[1;31m# This is an elided recursive call to iloc/loc/etc'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1027\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msection\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mnew_key\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1028\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1029\u001b[0m         \u001b[1;32mraise\u001b[0m \u001b[0mIndexingError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'not applicable'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1476\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1477\u001b[0m             \u001b[0mmaybe_callable\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_apply_if_callable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1478\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmaybe_callable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1479\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1480\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_axis\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1909\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1910\u001b[0m         \u001b[1;31m# fall thru to straight lookup\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1911\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_validate_key\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1912\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_label\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1913\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1796\u001b[0m                 \u001b[1;32mraise\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1797\u001b[0m             \u001b[1;32mexcept\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1798\u001b[1;33m                 \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1799\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1800\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1783\u001b[0m                 raise KeyError(u\"the label [{key}] is not in the [{axis}]\"\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1787\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [Potato.Total.N] is not in the [index]'"
     ]
    }
   ],
   "source": [
    "for o in Obs.index:\n",
    "    if np.isnan(Obs.loc[o,'Potato.TotalLive.N']):\n",
    "        Obs.loc[o,'Potato.TotalLive.N'] = Obs.loc[o,'Potato.Total.N']\n",
    "Obs.drop('Potato.Total.N',axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'the label [Potato.AboveGroundLive.NConc] is not in the [columns]'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1789\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1790\u001b[1;33m                     \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1791\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [Potato.AboveGroundLive.NConc] is not in the [columns]'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-10-3f92390915a1>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Potato.AboveGround.Live.Nconc'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Potato.AboveGroundLive.NConc'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;36m100\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Potato.AboveGroundLive.NConc'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0minplace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1470\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mKeyError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1471\u001b[0m                 \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1472\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1473\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1474\u001b[0m             \u001b[1;31m# we by definition only have the 0th axis\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_tuple\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m    868\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    869\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 870\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_lowerdim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    871\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mIndexingError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    872\u001b[0m             \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_lowerdim\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m    996\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    997\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mis_label_like\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtuple\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 998\u001b[1;33m                 \u001b[0msection\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    999\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1000\u001b[0m                 \u001b[1;31m# we have yielded a scalar ?\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_axis\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1909\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1910\u001b[0m         \u001b[1;31m# fall thru to straight lookup\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1911\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_validate_key\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1912\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_label\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1913\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1796\u001b[0m                 \u001b[1;32mraise\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1797\u001b[0m             \u001b[1;32mexcept\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1798\u001b[1;33m                 \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1799\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1800\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1783\u001b[0m                 raise KeyError(u\"the label [{key}] is not in the [{axis}]\"\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1787\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [Potato.AboveGroundLive.NConc] is not in the [columns]'"
     ]
    }
   ],
   "source": [
    "Obs.loc[:,'Potato.AboveGround.Live.Nconc'] = Obs.loc[:,'Potato.AboveGroundLive.NConc']/100\n",
    "Obs.drop('Potato.AboveGroundLive.NConc',axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'the label [Potato.AboveGround.Wt] is not in the [columns]'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1789\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1790\u001b[1;33m                     \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1791\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [Potato.AboveGround.Wt] is not in the [columns]'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-11-2afe415aecec>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Potato.AboveGround.Live.Wt'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Potato.AboveGround.Wt'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mObs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Potato.AboveGround.Wt'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0minplace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1470\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mKeyError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mIndexError\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1471\u001b[0m                 \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1472\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1473\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1474\u001b[0m             \u001b[1;31m# we by definition only have the 0th axis\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_tuple\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m    868\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    869\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 870\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_lowerdim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    871\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mIndexingError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    872\u001b[0m             \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_lowerdim\u001b[1;34m(self, tup)\u001b[0m\n\u001b[0;32m    996\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    997\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mis_label_like\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtuple\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 998\u001b[1;33m                 \u001b[0msection\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    999\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1000\u001b[0m                 \u001b[1;31m# we have yielded a scalar ?\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_axis\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1909\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1910\u001b[0m         \u001b[1;31m# fall thru to straight lookup\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1911\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_validate_key\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1912\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_label\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1913\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1796\u001b[0m                 \u001b[1;32mraise\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1797\u001b[0m             \u001b[1;32mexcept\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1798\u001b[1;33m                 \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1799\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1800\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1783\u001b[0m                 raise KeyError(u\"the label [{key}] is not in the [{axis}]\"\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1787\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [Potato.AboveGround.Wt] is not in the [columns]'"
     ]
    }
   ],
   "source": [
    "Obs.loc[:,'Potato.AboveGround.Live.Wt'] = Obs.loc[:,'Potato.AboveGround.Wt']\n",
    "Obs.drop('Potato.AboveGround.Wt',axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "\"labels ['Experiment' 'ExtraVariables.Script.AccumTtemerg' 'LeafNodeNoerror'\\n 'Potato.AboveGroundLive.FWt' 'Potato.Leaf.Live.FWt'\\n 'Potato.Phenology.CurrentPhaseName' 'Potato.Stem.Live.FWt' 'TDWA' 'TWAD'\\n 'cultivar' 'Soil.SoilNitrogen.NH4ppm(1)' 'Soil.SoilNitrogen.NH4ppm(2)'\\n 'Soil.SoilNitrogen.NH4ppm(3)' 'Soil.SoilNitrogen.NH4ppm(4)'\\n 'Soil.SoilNitrogen.NO3ppm(1)' 'Soil.SoilNitrogen.NO3ppm(2)'\\n 'Soil.SoilNitrogen.NO3ppm(3)' 'Soil.SoilNitrogen.NO3ppm(4)'] not contained in axis\"",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-12-7d4f392652d8>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     17\u001b[0m  \u001b[1;34m'Soil.SoilNitrogen.NO3ppm(2)'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     18\u001b[0m  \u001b[1;34m'Soil.SoilNitrogen.NO3ppm(3)'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 19\u001b[1;33m  'Soil.SoilNitrogen.NO3ppm(4)',],axis=1,inplace=True)\n\u001b[0m",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36mdrop\u001b[1;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[0;32m   3692\u001b[0m                                            \u001b[0mindex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3693\u001b[0m                                            \u001b[0mlevel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlevel\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minplace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0minplace\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3694\u001b[1;33m                                            errors=errors)\n\u001b[0m\u001b[0;32m   3695\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3696\u001b[0m     @rewrite_axis_style_signature('mapper', [('copy', True),\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36mdrop\u001b[1;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[0;32m   3106\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m \u001b[1;32min\u001b[0m \u001b[0maxes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3107\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mlabels\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3108\u001b[1;33m                 \u001b[0mobj\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_drop_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlevel\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3109\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3110\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0minplace\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m_drop_axis\u001b[1;34m(self, labels, axis, level, errors)\u001b[0m\n\u001b[0;32m   3138\u001b[0m                 \u001b[0mnew_axis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlevel\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3139\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3140\u001b[1;33m                 \u001b[0mnew_axis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3141\u001b[0m             \u001b[0mdropped\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreindex\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[1;33m{\u001b[0m\u001b[0maxis_name\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mnew_axis\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3142\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~Anaconda\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mdrop\u001b[1;34m(self, labels, errors)\u001b[0m\n\u001b[0;32m   4385\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0merrors\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[1;34m'ignore'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4386\u001b[0m                 raise KeyError(\n\u001b[1;32m-> 4387\u001b[1;33m                     'labels %s not contained in axis' % labels[mask])\n\u001b[0m\u001b[0;32m   4388\u001b[0m             \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mindexer\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m~\u001b[0m\u001b[0mmask\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4389\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdelete\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: \"labels ['Experiment' 'ExtraVariables.Script.AccumTtemerg' 'LeafNodeNoerror'\\n 'Potato.AboveGroundLive.FWt' 'Potato.Leaf.Live.FWt'\\n 'Potato.Phenology.CurrentPhaseName' 'Potato.Stem.Live.FWt' 'TDWA' 'TWAD'\\n 'cultivar' 'Soil.SoilNitrogen.NH4ppm(1)' 'Soil.SoilNitrogen.NH4ppm(2)'\\n 'Soil.SoilNitrogen.NH4ppm(3)' 'Soil.SoilNitrogen.NH4ppm(4)'\\n 'Soil.SoilNitrogen.NO3ppm(1)' 'Soil.SoilNitrogen.NO3ppm(2)'\\n 'Soil.SoilNitrogen.NO3ppm(3)' 'Soil.SoilNitrogen.NO3ppm(4)'] not contained in axis\""
     ]
    }
   ],
   "source": [
    "#Drop out variables that are no use to reduce clutter\n",
    "Obs.drop(['Experiment',\n",
    " 'ExtraVariables.Script.AccumTtemerg',\n",
    " 'LeafNodeNoerror',\n",
    " 'Potato.AboveGroundLive.FWt',\n",
    " 'Potato.Leaf.Live.FWt',\n",
    " 'Potato.Phenology.CurrentPhaseName',\n",
    " 'Potato.Stem.Live.FWt',\n",
    " 'TDWA',\n",
    " 'TWAD',\n",
    " 'cultivar',\n",
    " 'Soil.SoilNitrogen.NH4ppm(1)',\n",
    " 'Soil.SoilNitrogen.NH4ppm(2)',\n",
    " 'Soil.SoilNitrogen.NH4ppm(3)',\n",
    " 'Soil.SoilNitrogen.NH4ppm(4)',\n",
    " 'Soil.SoilNitrogen.NO3ppm(1)',\n",
    " 'Soil.SoilNitrogen.NO3ppm(2)',\n",
    " 'Soil.SoilNitrogen.NO3ppm(3)',\n",
    " 'Soil.SoilNitrogen.NO3ppm(4)',],axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "Obs.dropna(axis=1,how='all',inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Clock.Today',\n",
       " 'LeafBranchNo',\n",
       " 'PlantandHarvest.Script.FinalTag',\n",
       " 'Potato.AboveGround.Dead.N',\n",
       " 'Potato.AboveGround.Dead.Wt',\n",
       " 'Potato.AboveGround.Live.N',\n",
       " 'Potato.AboveGround.Live.Nconc',\n",
       " 'Potato.AboveGround.Live.Wt',\n",
       " 'Potato.Leaf.AppearedCohortNo',\n",
       " 'Potato.Leaf.CoverGreen',\n",
       " 'Potato.Leaf.CoverTotal',\n",
       " 'Potato.Leaf.LAI',\n",
       " 'Potato.Leaf.Live.N',\n",
       " 'Potato.Leaf.Live.NConc',\n",
       " 'Potato.Leaf.Live.Wt',\n",
       " 'Potato.Leaf.SpecificArea',\n",
       " 'Potato.Root.N',\n",
       " 'Potato.Root.NConc',\n",
       " 'Potato.Root.Wt',\n",
       " 'Potato.Stem.Live.N',\n",
       " 'Potato.Stem.Live.NConc',\n",
       " 'Potato.Stem.Live.Wt',\n",
       " 'Potato.TotalLive.N',\n",
       " 'Potato.TotalLive.Wt',\n",
       " 'Potato.Tuber.Live.N',\n",
       " 'Potato.Tuber.Live.NConc',\n",
       " 'Potato.Tuber.Live.Wt',\n",
       " 'Potato.Tuber.LiveFWt',\n",
       " 'Potato.Tuber.LiveFWt.DryMatterContent.Value()',\n",
       " 'SimulationName',\n",
       " 'Soil.SoilNitrogen.NH4(1)',\n",
       " 'Soil.SoilNitrogen.NH4(2)',\n",
       " 'Soil.SoilNitrogen.NH4(3)',\n",
       " 'Soil.SoilNitrogen.NH4(4)',\n",
       " 'Soil.SoilNitrogen.NH4(5)',\n",
       " 'Soil.SoilNitrogen.NH4(6)',\n",
       " 'Soil.SoilNitrogen.NO3(1)',\n",
       " 'Soil.SoilNitrogen.NO3(2)',\n",
       " 'Soil.SoilNitrogen.NO3(3)',\n",
       " 'Soil.SoilNitrogen.NO3(4)',\n",
       " 'Soil.SoilNitrogen.NO3(5)',\n",
       " 'Soil.SoilNitrogen.NO3(6)',\n",
       " 'Soil.SoilWater.SW(1)',\n",
       " 'Soil.SoilWater.SW(2)',\n",
       " 'Soil.SoilWater.SW(3)',\n",
       " 'Soil.SoilWater.SW(4)',\n",
       " 'Soil.SoilWater.SW(5)',\n",
       " 'Soil.SoilWater.SW(6)',\n",
       " 'Soil.SoilWater.SW(7)',\n",
       " 'TotalNH4',\n",
       " 'TotalNO3',\n",
       " 'TotalSWC',\n",
       " 'TotalSoilN',\n",
       " 'TotalSoilN(1)',\n",
       " 'TotalSoilN(2)',\n",
       " 'TotalSoilN(3)',\n",
       " 'TotalSoilN(4)',\n",
       " 'TotalSoilN(5)',\n",
       " 'TotalSoilN(6)',\n",
       " 'TreatmentNumber']"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "VarNames = list(Obs.columns.get_level_values(0))\n",
    "VarNames.sort()\n",
    "VarNames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Some tuber N conc were in the wrong units, convert\n",
    "for o in Obs.index:\n",
    "    if Obs.loc[o,'Potato.Tuber.Live.NConc'] > 0.3:\n",
    "        Obs.loc[o,'Potato.Tuber.Live.NConc']= Obs.loc[o,'Potato.Tuber.Live.NConc'] /100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Some leaf Nconc obs were claerly wrong.  Remove\n",
    "for o in Obs.index:\n",
    "    if Obs.loc[o,'Potato.Leaf.Live.NConc'] > 1:\n",
    "        Obs.loc[o,'Potato.Leaf.Live.NConc']= np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "for o in Obs.index:\n",
    "    if np.isnan(Obs.loc[o,'Potato.Leaf.Live.N']):\n",
    "        Obs.loc[o,'Potato.Leaf.Live.N'] = Obs.loc[o,'Potato.Leaf.Live.Wt'] * Obs.loc[o,'Potato.Leaf.Live.NConc']\n",
    "for o in Obs.index:\n",
    "    if np.isnan(Obs.loc[o,'Potato.Tuber.Live.N']):\n",
    "        Obs.loc[o,'Potato.Tuber.Live.N'] = Obs.loc[o,'Potato.Tuber.Live.Wt'] * Obs.loc[o,'Potato.Tuber.Live.NConc']\n",
    "for o in Obs.index:\n",
    "    if np.isnan(Obs.loc[o,'Potato.Stem.Live.N']):\n",
    "        Obs.loc[o,'Potato.Stem.Live.N'] = Obs.loc[o,'Potato.Stem.Live.Wt'] * Obs.loc[o,'Potato.Stem.Live.NConc']\n",
    "for o in Obs.index:\n",
    "    if np.isnan(Obs.loc[o,'Potato.TotalLive.N']):\n",
    "        Obs.loc[o,'Potato.TotalLive.N'] = Obs.loc[o,'Potato.Tuber.Live.N'] +Obs.loc[o,'Potato.Leaf.Live.N'] + Obs.loc[o,'Potato.Stem.Live.N']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set indexes in the smaller tables and deal to duplicate rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "def MakeMean(ser):\n",
    "    Series = pd.Series(index=ser.columns)\n",
    "    for Group in ser.columns:\n",
    "        if isinstance(Group, float):\n",
    "            Series[Group] = ser[Group].mean()\n",
    "        else:\n",
    "            Series[Group] = Counter(ser[Group]).most_common(1)[0][0]\n",
    "    return Series        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "Obs.loc[:,'Clock.Today'] = pd.to_datetime(Obs.loc[:,'Clock.Today'])\n",
    "Obs.set_index(['SimulationName','Clock.Today'],inplace=True)\n",
    "Obs = Obs.groupby(level=['SimulationName','Clock.Today']).mean()\n",
    "#Compressed = Compressed.groupby(level=['SimulationName','Clock.Today']).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "Obs.sort_index(axis=0,inplace=True)\n",
    "Obs.sort_index(axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>LeafBranchNo</th>\n",
       "      <th>PlantandHarvest.Script.FinalTag</th>\n",
       "      <th>Potato.AboveGround.Dead.N</th>\n",
       "      <th>Potato.AboveGround.Dead.Wt</th>\n",
       "      <th>Potato.AboveGround.Live.N</th>\n",
       "      <th>Potato.AboveGround.Live.Nconc</th>\n",
       "      <th>Potato.AboveGround.Live.Wt</th>\n",
       "      <th>Potato.Leaf.AppearedCohortNo</th>\n",
       "      <th>Potato.Leaf.CoverGreen</th>\n",
       "      <th>Potato.Leaf.CoverTotal</th>\n",
       "      <th>...</th>\n",
       "      <th>TotalNO3</th>\n",
       "      <th>TotalSWC</th>\n",
       "      <th>TotalSoilN</th>\n",
       "      <th>TotalSoilN(1)</th>\n",
       "      <th>TotalSoilN(2)</th>\n",
       "      <th>TotalSoilN(3)</th>\n",
       "      <th>TotalSoilN(4)</th>\n",
       "      <th>TotalSoilN(5)</th>\n",
       "      <th>TotalSoilN(6)</th>\n",
       "      <th>TreatmentNumber</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SimulationName</th>\n",
       "      <th>Clock.Today</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"26\" valign=\"top\">ABlockCultivarBurbank</th>\n",
       "      <th>2003-11-12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003-11-24</th>\n",
       "      <td>7.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.56</td>\n",
       "      <td>7.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003-12-01</th>\n",
       "      <td>11.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.8</td>\n",
       "      <td>0.48</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003-12-08</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>104.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.72</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003-12-09</th>\n",
       "      <td>13.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003-12-17</th>\n",
       "      <td>19.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.8</td>\n",
       "      <td>0.94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003-12-21</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.08</td>\n",
       "      <td>0.98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>220.77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003-12-24</th>\n",
       "      <td>22.93</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003-12-29</th>\n",
       "      <td>26.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-05</th>\n",
       "      <td>34.56</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-06</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38.69</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>399.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-07</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-12</th>\n",
       "      <td>41.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.32</td>\n",
       "      <td>1.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>373.79</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-20</th>\n",
       "      <td>47.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-01-29</th>\n",
       "      <td>52.44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-02-02</th>\n",
       "      <td>58.87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34.97</td>\n",
       "      <td>0.74</td>\n",
       "      <td>NaN</td>\n",
       "      <td>307.20</td>\n",
       "      <td>31.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-02-08</th>\n",
       "      <td>60.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-02-16</th>\n",
       "      <td>62.70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-02-18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.67</td>\n",
       "      <td>0.52</td>\n",
       "      <td>NaN</td>\n",
       "      <td>284.89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-02-24</th>\n",
       "      <td>63.21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-03-01</th>\n",
       "      <td>63.87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>312.16</td>\n",
       "      <td>33.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-03-15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66.49</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>215.73</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-03-30</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>125.98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>176.26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-04-13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>162.48</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>162.48</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-06-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>yield</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">ABlockCultivarHorizon</th>\n",
       "      <th>2003-11-13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003-11-24</th>\n",
       "      <td>8.50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.46</td>\n",
       "      <td>8.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003-12-01</th>\n",
       "      <td>9.18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.8</td>\n",
       "      <td>0.44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003-12-08</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>98.97</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.72</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">rainshelterIrrigation2_optimal_30@50</th>\n",
       "      <th>1988-02-17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-04-20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>yield</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">rainshelterIrrigation3_optimal_50@70</th>\n",
       "      <th>1987-12-15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-01-20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.69</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-02-17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.82</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-04-20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>yield</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">rainshelterIrrigation4_optimal_50@50</th>\n",
       "      <th>1987-12-15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.59</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-01-20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.49</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-02-17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-04-20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>yield</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">rainshelterIrrigation5_early@100</th>\n",
       "      <th>1987-12-15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-01-20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.84</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-02-17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-04-20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>yield</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">rainshelterIrrigation6_early@150</th>\n",
       "      <th>1987-12-15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.64</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-01-20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-02-17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-04-20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>yield</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">rainshelterIrrigation7_mid@100</th>\n",
       "      <th>1987-12-15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.64</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-01-20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.38</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-02-17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-04-20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>yield</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">rainshelterIrrigation8_mid@150</th>\n",
       "      <th>1987-12-15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-01-20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.69</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-02-17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-04-20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>yield</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">rainshelterIrrigation9_late@100</th>\n",
       "      <th>1987-12-15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-01-20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-02-17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-04-20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>yield</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3830 rows × 58 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  LeafBranchNo  \\\n",
       "SimulationName                       Clock.Today                 \n",
       "ABlockCultivarBurbank                2003-11-12            NaN   \n",
       "                                     2003-11-24           7.33   \n",
       "                                     2003-12-01          11.25   \n",
       "                                     2003-12-08            NaN   \n",
       "                                     2003-12-09          13.01   \n",
       "                                     2003-12-17          19.17   \n",
       "                                     2003-12-21            NaN   \n",
       "                                     2003-12-24          22.93   \n",
       "                                     2003-12-29          26.85   \n",
       "                                     2004-01-05          34.56   \n",
       "                                     2004-01-06            NaN   \n",
       "                                     2004-01-07            NaN   \n",
       "                                     2004-01-12          41.62   \n",
       "                                     2004-01-19            NaN   \n",
       "                                     2004-01-20          47.25   \n",
       "                                     2004-01-29          52.44   \n",
       "                                     2004-02-02          58.87   \n",
       "                                     2004-02-08          60.99   \n",
       "                                     2004-02-16          62.70   \n",
       "                                     2004-02-18            NaN   \n",
       "                                     2004-02-24          63.21   \n",
       "                                     2004-03-01          63.87   \n",
       "                                     2004-03-15            NaN   \n",
       "                                     2004-03-30            NaN   \n",
       "                                     2004-04-13            NaN   \n",
       "                                     2004-06-01            NaN   \n",
       "ABlockCultivarHorizon                2003-11-13            NaN   \n",
       "                                     2003-11-24           8.50   \n",
       "                                     2003-12-01           9.18   \n",
       "                                     2003-12-08            NaN   \n",
       "...                                                        ...   \n",
       "rainshelterIrrigation2_optimal_30@50 1988-02-17            NaN   \n",
       "                                     1988-04-20            NaN   \n",
       "rainshelterIrrigation3_optimal_50@70 1987-12-15            NaN   \n",
       "                                     1988-01-20            NaN   \n",
       "                                     1988-02-17            NaN   \n",
       "                                     1988-04-20            NaN   \n",
       "rainshelterIrrigation4_optimal_50@50 1987-12-15            NaN   \n",
       "                                     1988-01-20            NaN   \n",
       "                                     1988-02-17            NaN   \n",
       "                                     1988-04-20            NaN   \n",
       "rainshelterIrrigation5_early@100     1987-12-15            NaN   \n",
       "                                     1988-01-20            NaN   \n",
       "                                     1988-02-17            NaN   \n",
       "                                     1988-04-20            NaN   \n",
       "rainshelterIrrigation6_early@150     1987-12-15            NaN   \n",
       "                                     1988-01-20            NaN   \n",
       "                                     1988-02-17            NaN   \n",
       "                                     1988-04-20            NaN   \n",
       "rainshelterIrrigation7_mid@100       1987-12-15            NaN   \n",
       "                                     1988-01-20            NaN   \n",
       "                                     1988-02-17            NaN   \n",
       "                                     1988-04-20            NaN   \n",
       "rainshelterIrrigation8_mid@150       1987-12-15            NaN   \n",
       "                                     1988-01-20            NaN   \n",
       "                                     1988-02-17            NaN   \n",
       "                                     1988-04-20            NaN   \n",
       "rainshelterIrrigation9_late@100      1987-12-15            NaN   \n",
       "                                     1988-01-20            NaN   \n",
       "                                     1988-02-17            NaN   \n",
       "                                     1988-04-20            NaN   \n",
       "\n",
       "                                                 PlantandHarvest.Script.FinalTag  \\\n",
       "SimulationName                       Clock.Today                                   \n",
       "ABlockCultivarBurbank                2003-11-12                              NaN   \n",
       "                                     2003-11-24                              NaN   \n",
       "                                     2003-12-01                              NaN   \n",
       "                                     2003-12-08                              NaN   \n",
       "                                     2003-12-09                              NaN   \n",
       "                                     2003-12-17                              NaN   \n",
       "                                     2003-12-21                              NaN   \n",
       "                                     2003-12-24                              NaN   \n",
       "                                     2003-12-29                              NaN   \n",
       "                                     2004-01-05                              NaN   \n",
       "                                     2004-01-06                              NaN   \n",
       "                                     2004-01-07                              NaN   \n",
       "                                     2004-01-12                              NaN   \n",
       "                                     2004-01-19                              NaN   \n",
       "                                     2004-01-20                              NaN   \n",
       "                                     2004-01-29                              NaN   \n",
       "                                     2004-02-02                              NaN   \n",
       "                                     2004-02-08                              NaN   \n",
       "                                     2004-02-16                              NaN   \n",
       "                                     2004-02-18                              NaN   \n",
       "                                     2004-02-24                              NaN   \n",
       "                                     2004-03-01                              NaN   \n",
       "                                     2004-03-15                              NaN   \n",
       "                                     2004-03-30                              NaN   \n",
       "                                     2004-04-13                              NaN   \n",
       "                                     2004-06-01                            yield   \n",
       "ABlockCultivarHorizon                2003-11-13                              NaN   \n",
       "                                     2003-11-24                              NaN   \n",
       "                                     2003-12-01                              NaN   \n",
       "                                     2003-12-08                              NaN   \n",
       "...                                                                          ...   \n",
       "rainshelterIrrigation2_optimal_30@50 1988-02-17                              NaN   \n",
       "                                     1988-04-20                            yield   \n",
       "rainshelterIrrigation3_optimal_50@70 1987-12-15                              NaN   \n",
       "                                     1988-01-20                              NaN   \n",
       "                                     1988-02-17                              NaN   \n",
       "                                     1988-04-20                            yield   \n",
       "rainshelterIrrigation4_optimal_50@50 1987-12-15                              NaN   \n",
       "                                     1988-01-20                              NaN   \n",
       "                                     1988-02-17                              NaN   \n",
       "                                     1988-04-20                            yield   \n",
       "rainshelterIrrigation5_early@100     1987-12-15                              NaN   \n",
       "                                     1988-01-20                              NaN   \n",
       "                                     1988-02-17                              NaN   \n",
       "                                     1988-04-20                            yield   \n",
       "rainshelterIrrigation6_early@150     1987-12-15                              NaN   \n",
       "                                     1988-01-20                              NaN   \n",
       "                                     1988-02-17                              NaN   \n",
       "                                     1988-04-20                            yield   \n",
       "rainshelterIrrigation7_mid@100       1987-12-15                              NaN   \n",
       "                                     1988-01-20                              NaN   \n",
       "                                     1988-02-17                              NaN   \n",
       "                                     1988-04-20                            yield   \n",
       "rainshelterIrrigation8_mid@150       1987-12-15                              NaN   \n",
       "                                     1988-01-20                              NaN   \n",
       "                                     1988-02-17                              NaN   \n",
       "                                     1988-04-20                            yield   \n",
       "rainshelterIrrigation9_late@100      1987-12-15                              NaN   \n",
       "                                     1988-01-20                              NaN   \n",
       "                                     1988-02-17                              NaN   \n",
       "                                     1988-04-20                            yield   \n",
       "\n",
       "                                                  Potato.AboveGround.Dead.N  \\\n",
       "SimulationName                       Clock.Today                              \n",
       "ABlockCultivarBurbank                2003-11-12                         NaN   \n",
       "                                     2003-11-24                         NaN   \n",
       "                                     2003-12-01                         NaN   \n",
       "                                     2003-12-08                         NaN   \n",
       "                                     2003-12-09                         NaN   \n",
       "                                     2003-12-17                         NaN   \n",
       "                                     2003-12-21                         NaN   \n",
       "                                     2003-12-24                         NaN   \n",
       "                                     2003-12-29                         NaN   \n",
       "                                     2004-01-05                         NaN   \n",
       "                                     2004-01-06                         NaN   \n",
       "                                     2004-01-07                         NaN   \n",
       "                                     2004-01-12                         NaN   \n",
       "                                     2004-01-19                         NaN   \n",
       "                                     2004-01-20                         NaN   \n",
       "                                     2004-01-29                         NaN   \n",
       "                                     2004-02-02                         NaN   \n",
       "                                     2004-02-08                         NaN   \n",
       "                                     2004-02-16                         NaN   \n",
       "                                     2004-02-18                         NaN   \n",
       "                                     2004-02-24                         NaN   \n",
       "                                     2004-03-01                         NaN   \n",
       "                                     2004-03-15                         NaN   \n",
       "                                     2004-03-30                         NaN   \n",
       "                                     2004-04-13                         NaN   \n",
       "                                     2004-06-01                         NaN   \n",
       "ABlockCultivarHorizon                2003-11-13                         NaN   \n",
       "                                     2003-11-24                         NaN   \n",
       "                                     2003-12-01                         NaN   \n",
       "                                     2003-12-08                         NaN   \n",
       "...                                                                     ...   \n",
       "rainshelterIrrigation2_optimal_30@50 1988-02-17                         NaN   \n",
       "                                     1988-04-20                         NaN   \n",
       "rainshelterIrrigation3_optimal_50@70 1987-12-15                         NaN   \n",
       "                                     1988-01-20                         NaN   \n",
       "                                     1988-02-17                         NaN   \n",
       "                                     1988-04-20                         NaN   \n",
       "rainshelterIrrigation4_optimal_50@50 1987-12-15                         NaN   \n",
       "                                     1988-01-20                         NaN   \n",
       "                                     1988-02-17                         NaN   \n",
       "                                     1988-04-20                         NaN   \n",
       "rainshelterIrrigation5_early@100     1987-12-15                         NaN   \n",
       "                                     1988-01-20                         NaN   \n",
       "                                     1988-02-17                         NaN   \n",
       "                                     1988-04-20                         NaN   \n",
       "rainshelterIrrigation6_early@150     1987-12-15                         NaN   \n",
       "                                     1988-01-20                         NaN   \n",
       "                                     1988-02-17                         NaN   \n",
       "                                     1988-04-20                         NaN   \n",
       "rainshelterIrrigation7_mid@100       1987-12-15                         NaN   \n",
       "                                     1988-01-20                         NaN   \n",
       "                                     1988-02-17                         NaN   \n",
       "                                     1988-04-20                         NaN   \n",
       "rainshelterIrrigation8_mid@150       1987-12-15                         NaN   \n",
       "                                     1988-01-20                         NaN   \n",
       "                                     1988-02-17                         NaN   \n",
       "                                     1988-04-20                         NaN   \n",
       "rainshelterIrrigation9_late@100      1987-12-15                         NaN   \n",
       "                                     1988-01-20                         NaN   \n",
       "                                     1988-02-17                         NaN   \n",
       "                                     1988-04-20                         NaN   \n",
       "\n",
       "                                                  Potato.AboveGround.Dead.Wt  \\\n",
       "SimulationName                       Clock.Today                               \n",
       "ABlockCultivarBurbank                2003-11-12                          NaN   \n",
       "                                     2003-11-24                         0.00   \n",
       "                                     2003-12-01                          NaN   \n",
       "                                     2003-12-08                         0.00   \n",
       "                                     2003-12-09                          NaN   \n",
       "                                     2003-12-17                          NaN   \n",
       "                                     2003-12-21                         4.08   \n",
       "                                     2003-12-24                          NaN   \n",
       "                                     2003-12-29                          NaN   \n",
       "                                     2004-01-05                          NaN   \n",
       "                                     2004-01-06                        38.69   \n",
       "                                     2004-01-07                          NaN   \n",
       "                                     2004-01-12                          NaN   \n",
       "                                     2004-01-19                        43.32   \n",
       "                                     2004-01-20                          NaN   \n",
       "                                     2004-01-29                          NaN   \n",
       "                                     2004-02-02                        34.97   \n",
       "                                     2004-02-08                          NaN   \n",
       "                                     2004-02-16                          NaN   \n",
       "                                     2004-02-18                        25.67   \n",
       "                                     2004-02-24                          NaN   \n",
       "                                     2004-03-01                        20.94   \n",
       "                                     2004-03-15                        66.49   \n",
       "                                     2004-03-30                       125.98   \n",
       "                                     2004-04-13                       162.48   \n",
       "                                     2004-06-01                          NaN   \n",
       "ABlockCultivarHorizon                2003-11-13                          NaN   \n",
       "                                     2003-11-24                         0.00   \n",
       "                                     2003-12-01                          NaN   \n",
       "                                     2003-12-08                         0.00   \n",
       "...                                                                      ...   \n",
       "rainshelterIrrigation2_optimal_30@50 1988-02-17                          NaN   \n",
       "                                     1988-04-20                          NaN   \n",
       "rainshelterIrrigation3_optimal_50@70 1987-12-15                          NaN   \n",
       "                                     1988-01-20                          NaN   \n",
       "                                     1988-02-17                          NaN   \n",
       "                                     1988-04-20                          NaN   \n",
       "rainshelterIrrigation4_optimal_50@50 1987-12-15                          NaN   \n",
       "                                     1988-01-20                          NaN   \n",
       "                                     1988-02-17                          NaN   \n",
       "                                     1988-04-20                          NaN   \n",
       "rainshelterIrrigation5_early@100     1987-12-15                          NaN   \n",
       "                                     1988-01-20                          NaN   \n",
       "                                     1988-02-17                          NaN   \n",
       "                                     1988-04-20                          NaN   \n",
       "rainshelterIrrigation6_early@150     1987-12-15                          NaN   \n",
       "                                     1988-01-20                          NaN   \n",
       "                                     1988-02-17                          NaN   \n",
       "                                     1988-04-20                          NaN   \n",
       "rainshelterIrrigation7_mid@100       1987-12-15                          NaN   \n",
       "                                     1988-01-20                          NaN   \n",
       "                                     1988-02-17                          NaN   \n",
       "                                     1988-04-20                          NaN   \n",
       "rainshelterIrrigation8_mid@150       1987-12-15                          NaN   \n",
       "                                     1988-01-20                          NaN   \n",
       "                                     1988-02-17                          NaN   \n",
       "                                     1988-04-20                          NaN   \n",
       "rainshelterIrrigation9_late@100      1987-12-15                          NaN   \n",
       "                                     1988-01-20                          NaN   \n",
       "                                     1988-02-17                          NaN   \n",
       "                                     1988-04-20                          NaN   \n",
       "\n",
       "                                                  Potato.AboveGround.Live.N  \\\n",
       "SimulationName                       Clock.Today                              \n",
       "ABlockCultivarBurbank                2003-11-12                         NaN   \n",
       "                                     2003-11-24                         NaN   \n",
       "                                     2003-12-01                         NaN   \n",
       "                                     2003-12-08                         NaN   \n",
       "                                     2003-12-09                         NaN   \n",
       "                                     2003-12-17                         NaN   \n",
       "                                     2003-12-21                        0.98   \n",
       "                                     2003-12-24                         NaN   \n",
       "                                     2003-12-29                         NaN   \n",
       "                                     2004-01-05                         NaN   \n",
       "                                     2004-01-06                         NaN   \n",
       "                                     2004-01-07                         NaN   \n",
       "                                     2004-01-12                         NaN   \n",
       "                                     2004-01-19                        1.10   \n",
       "                                     2004-01-20                         NaN   \n",
       "                                     2004-01-29                         NaN   \n",
       "                                     2004-02-02                        0.74   \n",
       "                                     2004-02-08                         NaN   \n",
       "                                     2004-02-16                         NaN   \n",
       "                                     2004-02-18                        0.52   \n",
       "                                     2004-02-24                         NaN   \n",
       "                                     2004-03-01                         NaN   \n",
       "                                     2004-03-15                         NaN   \n",
       "                                     2004-03-30                         NaN   \n",
       "                                     2004-04-13                         NaN   \n",
       "                                     2004-06-01                         NaN   \n",
       "ABlockCultivarHorizon                2003-11-13                         NaN   \n",
       "                                     2003-11-24                         NaN   \n",
       "                                     2003-12-01                         NaN   \n",
       "                                     2003-12-08                         NaN   \n",
       "...                                                                     ...   \n",
       "rainshelterIrrigation2_optimal_30@50 1988-02-17                         NaN   \n",
       "                                     1988-04-20                         NaN   \n",
       "rainshelterIrrigation3_optimal_50@70 1987-12-15                         NaN   \n",
       "                                     1988-01-20                         NaN   \n",
       "                                     1988-02-17                         NaN   \n",
       "                                     1988-04-20                         NaN   \n",
       "rainshelterIrrigation4_optimal_50@50 1987-12-15                         NaN   \n",
       "                                     1988-01-20                         NaN   \n",
       "                                     1988-02-17                         NaN   \n",
       "                                     1988-04-20                         NaN   \n",
       "rainshelterIrrigation5_early@100     1987-12-15                         NaN   \n",
       "                                     1988-01-20                         NaN   \n",
       "                                     1988-02-17                         NaN   \n",
       "                                     1988-04-20                         NaN   \n",
       "rainshelterIrrigation6_early@150     1987-12-15                         NaN   \n",
       "                                     1988-01-20                         NaN   \n",
       "                                     1988-02-17                         NaN   \n",
       "                                     1988-04-20                         NaN   \n",
       "rainshelterIrrigation7_mid@100       1987-12-15                         NaN   \n",
       "                                     1988-01-20                         NaN   \n",
       "                                     1988-02-17                         NaN   \n",
       "                                     1988-04-20                         NaN   \n",
       "rainshelterIrrigation8_mid@150       1987-12-15                         NaN   \n",
       "                                     1988-01-20                         NaN   \n",
       "                                     1988-02-17                         NaN   \n",
       "                                     1988-04-20                         NaN   \n",
       "rainshelterIrrigation9_late@100      1987-12-15                         NaN   \n",
       "                                     1988-01-20                         NaN   \n",
       "                                     1988-02-17                         NaN   \n",
       "                                     1988-04-20                         NaN   \n",
       "\n",
       "                                                  Potato.AboveGround.Live.Nconc  \\\n",
       "SimulationName                       Clock.Today                                  \n",
       "ABlockCultivarBurbank                2003-11-12                             NaN   \n",
       "                                     2003-11-24                             NaN   \n",
       "                                     2003-12-01                             NaN   \n",
       "                                     2003-12-08                             NaN   \n",
       "                                     2003-12-09                             NaN   \n",
       "                                     2003-12-17                             NaN   \n",
       "                                     2003-12-21                             NaN   \n",
       "                                     2003-12-24                             NaN   \n",
       "                                     2003-12-29                             NaN   \n",
       "                                     2004-01-05                             NaN   \n",
       "                                     2004-01-06                             NaN   \n",
       "                                     2004-01-07                             NaN   \n",
       "                                     2004-01-12                             NaN   \n",
       "                                     2004-01-19                             NaN   \n",
       "                                     2004-01-20                             NaN   \n",
       "                                     2004-01-29                             NaN   \n",
       "                                     2004-02-02                             NaN   \n",
       "                                     2004-02-08                             NaN   \n",
       "                                     2004-02-16                             NaN   \n",
       "                                     2004-02-18                             NaN   \n",
       "                                     2004-02-24                             NaN   \n",
       "                                     2004-03-01                             NaN   \n",
       "                                     2004-03-15                             NaN   \n",
       "                                     2004-03-30                             NaN   \n",
       "                                     2004-04-13                             NaN   \n",
       "                                     2004-06-01                             NaN   \n",
       "ABlockCultivarHorizon                2003-11-13                             NaN   \n",
       "                                     2003-11-24                             NaN   \n",
       "                                     2003-12-01                             NaN   \n",
       "                                     2003-12-08                             NaN   \n",
       "...                                                                         ...   \n",
       "rainshelterIrrigation2_optimal_30@50 1988-02-17                             NaN   \n",
       "                                     1988-04-20                             NaN   \n",
       "rainshelterIrrigation3_optimal_50@70 1987-12-15                             NaN   \n",
       "                                     1988-01-20                             NaN   \n",
       "                                     1988-02-17                             NaN   \n",
       "                                     1988-04-20                             NaN   \n",
       "rainshelterIrrigation4_optimal_50@50 1987-12-15                             NaN   \n",
       "                                     1988-01-20                             NaN   \n",
       "                                     1988-02-17                             NaN   \n",
       "                                     1988-04-20                             NaN   \n",
       "rainshelterIrrigation5_early@100     1987-12-15                             NaN   \n",
       "                                     1988-01-20                             NaN   \n",
       "                                     1988-02-17                             NaN   \n",
       "                                     1988-04-20                             NaN   \n",
       "rainshelterIrrigation6_early@150     1987-12-15                             NaN   \n",
       "                                     1988-01-20                             NaN   \n",
       "                                     1988-02-17                             NaN   \n",
       "                                     1988-04-20                             NaN   \n",
       "rainshelterIrrigation7_mid@100       1987-12-15                             NaN   \n",
       "                                     1988-01-20                             NaN   \n",
       "                                     1988-02-17                             NaN   \n",
       "                                     1988-04-20                             NaN   \n",
       "rainshelterIrrigation8_mid@150       1987-12-15                             NaN   \n",
       "                                     1988-01-20                             NaN   \n",
       "                                     1988-02-17                             NaN   \n",
       "                                     1988-04-20                             NaN   \n",
       "rainshelterIrrigation9_late@100      1987-12-15                             NaN   \n",
       "                                     1988-01-20                             NaN   \n",
       "                                     1988-02-17                             NaN   \n",
       "                                     1988-04-20                             NaN   \n",
       "\n",
       "                                                  Potato.AboveGround.Live.Wt  \\\n",
       "SimulationName                       Clock.Today                               \n",
       "ABlockCultivarBurbank                2003-11-12                          NaN   \n",
       "                                     2003-11-24                        20.56   \n",
       "                                     2003-12-01                          NaN   \n",
       "                                     2003-12-08                       104.30   \n",
       "                                     2003-12-09                          NaN   \n",
       "                                     2003-12-17                          NaN   \n",
       "                                     2003-12-21                       220.77   \n",
       "                                     2003-12-24                          NaN   \n",
       "                                     2003-12-29                          NaN   \n",
       "                                     2004-01-05                          NaN   \n",
       "                                     2004-01-06                       399.51   \n",
       "                                     2004-01-07                          NaN   \n",
       "                                     2004-01-12                          NaN   \n",
       "                                     2004-01-19                       373.79   \n",
       "                                     2004-01-20                          NaN   \n",
       "                                     2004-01-29                          NaN   \n",
       "                                     2004-02-02                       307.20   \n",
       "                                     2004-02-08                          NaN   \n",
       "                                     2004-02-16                          NaN   \n",
       "                                     2004-02-18                       284.89   \n",
       "                                     2004-02-24                          NaN   \n",
       "                                     2004-03-01                       312.16   \n",
       "                                     2004-03-15                       215.73   \n",
       "                                     2004-03-30                       176.26   \n",
       "                                     2004-04-13                       162.48   \n",
       "                                     2004-06-01                          NaN   \n",
       "ABlockCultivarHorizon                2003-11-13                          NaN   \n",
       "                                     2003-11-24                        15.46   \n",
       "                                     2003-12-01                          NaN   \n",
       "                                     2003-12-08                        98.97   \n",
       "...                                                                      ...   \n",
       "rainshelterIrrigation2_optimal_30@50 1988-02-17                        26.85   \n",
       "                                     1988-04-20                          NaN   \n",
       "rainshelterIrrigation3_optimal_50@70 1987-12-15                        12.07   \n",
       "                                     1988-01-20                        26.69   \n",
       "                                     1988-02-17                        18.82   \n",
       "                                     1988-04-20                          NaN   \n",
       "rainshelterIrrigation4_optimal_50@50 1987-12-15                        11.59   \n",
       "                                     1988-01-20                        25.49   \n",
       "                                     1988-02-17                        19.85   \n",
       "                                     1988-04-20                          NaN   \n",
       "rainshelterIrrigation5_early@100     1987-12-15                         8.01   \n",
       "                                     1988-01-20                        27.84   \n",
       "                                     1988-02-17                        23.28   \n",
       "                                     1988-04-20                          NaN   \n",
       "rainshelterIrrigation6_early@150     1987-12-15                        10.64   \n",
       "                                     1988-01-20                        15.32   \n",
       "                                     1988-02-17                        23.24   \n",
       "                                     1988-04-20                          NaN   \n",
       "rainshelterIrrigation7_mid@100       1987-12-15                        16.64   \n",
       "                                     1988-01-20                        17.38   \n",
       "                                     1988-02-17                        15.44   \n",
       "                                     1988-04-20                          NaN   \n",
       "rainshelterIrrigation8_mid@150       1987-12-15                        13.37   \n",
       "                                     1988-01-20                        16.69   \n",
       "                                     1988-02-17                        24.34   \n",
       "                                     1988-04-20                          NaN   \n",
       "rainshelterIrrigation9_late@100      1987-12-15                        17.66   \n",
       "                                     1988-01-20                        22.26   \n",
       "                                     1988-02-17                        18.27   \n",
       "                                     1988-04-20                          NaN   \n",
       "\n",
       "                                                  Potato.Leaf.AppearedCohortNo  \\\n",
       "SimulationName                       Clock.Today                                 \n",
       "ABlockCultivarBurbank                2003-11-12                            NaN   \n",
       "                                     2003-11-24                            7.3   \n",
       "                                     2003-12-01                           10.8   \n",
       "                                     2003-12-08                            NaN   \n",
       "                                     2003-12-09                           11.8   \n",
       "                                     2003-12-17                           16.8   \n",
       "                                     2003-12-21                            NaN   \n",
       "                                     2003-12-24                           18.8   \n",
       "                                     2003-12-29                           20.3   \n",
       "                                     2004-01-05                           23.2   \n",
       "                                     2004-01-06                            NaN   \n",
       "                                     2004-01-07                            NaN   \n",
       "                                     2004-01-12                           26.2   \n",
       "                                     2004-01-19                            NaN   \n",
       "                                     2004-01-20                           27.8   \n",
       "                                     2004-01-29                           29.0   \n",
       "                                     2004-02-02                           31.5   \n",
       "                                     2004-02-08                           32.3   \n",
       "                                     2004-02-16                           32.8   \n",
       "                                     2004-02-18                            NaN   \n",
       "                                     2004-02-24                           32.8   \n",
       "                                     2004-03-01                           33.0   \n",
       "                                     2004-03-15                            NaN   \n",
       "                                     2004-03-30                            NaN   \n",
       "                                     2004-04-13                            NaN   \n",
       "                                     2004-06-01                            NaN   \n",
       "ABlockCultivarHorizon                2003-11-13                            NaN   \n",
       "                                     2003-11-24                            8.5   \n",
       "                                     2003-12-01                            8.8   \n",
       "                                     2003-12-08                            NaN   \n",
       "...                                                                        ...   \n",
       "rainshelterIrrigation2_optimal_30@50 1988-02-17                            NaN   \n",
       "                                     1988-04-20                            NaN   \n",
       "rainshelterIrrigation3_optimal_50@70 1987-12-15                            NaN   \n",
       "                                     1988-01-20                            NaN   \n",
       "                                     1988-02-17                            NaN   \n",
       "                                     1988-04-20                            NaN   \n",
       "rainshelterIrrigation4_optimal_50@50 1987-12-15                            NaN   \n",
       "                                     1988-01-20                            NaN   \n",
       "                                     1988-02-17                            NaN   \n",
       "                                     1988-04-20                            NaN   \n",
       "rainshelterIrrigation5_early@100     1987-12-15                            NaN   \n",
       "                                     1988-01-20                            NaN   \n",
       "                                     1988-02-17                            NaN   \n",
       "                                     1988-04-20                            NaN   \n",
       "rainshelterIrrigation6_early@150     1987-12-15                            NaN   \n",
       "                                     1988-01-20                            NaN   \n",
       "                                     1988-02-17                            NaN   \n",
       "                                     1988-04-20                            NaN   \n",
       "rainshelterIrrigation7_mid@100       1987-12-15                            NaN   \n",
       "                                     1988-01-20                            NaN   \n",
       "                                     1988-02-17                            NaN   \n",
       "                                     1988-04-20                            NaN   \n",
       "rainshelterIrrigation8_mid@150       1987-12-15                            NaN   \n",
       "                                     1988-01-20                            NaN   \n",
       "                                     1988-02-17                            NaN   \n",
       "                                     1988-04-20                            NaN   \n",
       "rainshelterIrrigation9_late@100      1987-12-15                            NaN   \n",
       "                                     1988-01-20                            NaN   \n",
       "                                     1988-02-17                            NaN   \n",
       "                                     1988-04-20                            NaN   \n",
       "\n",
       "                                                  Potato.Leaf.CoverGreen  \\\n",
       "SimulationName                       Clock.Today                           \n",
       "ABlockCultivarBurbank                2003-11-12                     0.00   \n",
       "                                     2003-11-24                      NaN   \n",
       "                                     2003-12-01                     0.48   \n",
       "                                     2003-12-08                     0.72   \n",
       "                                     2003-12-09                      NaN   \n",
       "                                     2003-12-17                     0.94   \n",
       "                                     2003-12-21                      NaN   \n",
       "                                     2003-12-24                      NaN   \n",
       "                                     2003-12-29                      NaN   \n",
       "                                     2004-01-05                      NaN   \n",
       "                                     2004-01-06                      NaN   \n",
       "                                     2004-01-07                     1.00   \n",
       "                                     2004-01-12                      NaN   \n",
       "                                     2004-01-19                      NaN   \n",
       "                                     2004-01-20                      NaN   \n",
       "                                     2004-01-29                      NaN   \n",
       "                                     2004-02-02                      NaN   \n",
       "                                     2004-02-08                      NaN   \n",
       "                                     2004-02-16                      NaN   \n",
       "                                     2004-02-18                      NaN   \n",
       "                                     2004-02-24                      NaN   \n",
       "                                     2004-03-01                      NaN   \n",
       "                                     2004-03-15                      NaN   \n",
       "                                     2004-03-30                      NaN   \n",
       "                                     2004-04-13                      NaN   \n",
       "                                     2004-06-01                      NaN   \n",
       "ABlockCultivarHorizon                2003-11-13                     0.00   \n",
       "                                     2003-11-24                      NaN   \n",
       "                                     2003-12-01                     0.44   \n",
       "                                     2003-12-08                     0.72   \n",
       "...                                                                  ...   \n",
       "rainshelterIrrigation2_optimal_30@50 1988-02-17                      NaN   \n",
       "                                     1988-04-20                      NaN   \n",
       "rainshelterIrrigation3_optimal_50@70 1987-12-15                      NaN   \n",
       "                                     1988-01-20                      NaN   \n",
       "                                     1988-02-17                      NaN   \n",
       "                                     1988-04-20                      NaN   \n",
       "rainshelterIrrigation4_optimal_50@50 1987-12-15                      NaN   \n",
       "                                     1988-01-20                      NaN   \n",
       "                                     1988-02-17                      NaN   \n",
       "                                     1988-04-20                      NaN   \n",
       "rainshelterIrrigation5_early@100     1987-12-15                      NaN   \n",
       "                                     1988-01-20                      NaN   \n",
       "                                     1988-02-17                      NaN   \n",
       "                                     1988-04-20                      NaN   \n",
       "rainshelterIrrigation6_early@150     1987-12-15                      NaN   \n",
       "                                     1988-01-20                      NaN   \n",
       "                                     1988-02-17                      NaN   \n",
       "                                     1988-04-20                      NaN   \n",
       "rainshelterIrrigation7_mid@100       1987-12-15                      NaN   \n",
       "                                     1988-01-20                      NaN   \n",
       "                                     1988-02-17                      NaN   \n",
       "                                     1988-04-20                      NaN   \n",
       "rainshelterIrrigation8_mid@150       1987-12-15                      NaN   \n",
       "                                     1988-01-20                      NaN   \n",
       "                                     1988-02-17                      NaN   \n",
       "                                     1988-04-20                      NaN   \n",
       "rainshelterIrrigation9_late@100      1987-12-15                      NaN   \n",
       "                                     1988-01-20                      NaN   \n",
       "                                     1988-02-17                      NaN   \n",
       "                                     1988-04-20                      NaN   \n",
       "\n",
       "                                                  Potato.Leaf.CoverTotal  \\\n",
       "SimulationName                       Clock.Today                           \n",
       "ABlockCultivarBurbank                2003-11-12                      NaN   \n",
       "                                     2003-11-24                      NaN   \n",
       "                                     2003-12-01                      NaN   \n",
       "                                     2003-12-08                      NaN   \n",
       "                                     2003-12-09                      NaN   \n",
       "                                     2003-12-17                      NaN   \n",
       "                                     2003-12-21                      NaN   \n",
       "                                     2003-12-24                      NaN   \n",
       "                                     2003-12-29                      NaN   \n",
       "                                     2004-01-05                      NaN   \n",
       "                                     2004-01-06                      NaN   \n",
       "                                     2004-01-07                      NaN   \n",
       "                                     2004-01-12                      NaN   \n",
       "                                     2004-01-19                      NaN   \n",
       "                                     2004-01-20                      NaN   \n",
       "                                     2004-01-29                      NaN   \n",
       "                                     2004-02-02                      NaN   \n",
       "                                     2004-02-08                      NaN   \n",
       "                                     2004-02-16                      NaN   \n",
       "                                     2004-02-18                      NaN   \n",
       "                                     2004-02-24                      NaN   \n",
       "                                     2004-03-01                      NaN   \n",
       "                                     2004-03-15                      NaN   \n",
       "                                     2004-03-30                      NaN   \n",
       "                                     2004-04-13                      NaN   \n",
       "                                     2004-06-01                      NaN   \n",
       "ABlockCultivarHorizon                2003-11-13                      NaN   \n",
       "                                     2003-11-24                      NaN   \n",
       "                                     2003-12-01                      NaN   \n",
       "                                     2003-12-08                      NaN   \n",
       "...                                                                  ...   \n",
       "rainshelterIrrigation2_optimal_30@50 1988-02-17                      NaN   \n",
       "                                     1988-04-20                      NaN   \n",
       "rainshelterIrrigation3_optimal_50@70 1987-12-15                      NaN   \n",
       "                                     1988-01-20                      NaN   \n",
       "                                     1988-02-17                      NaN   \n",
       "                                     1988-04-20                      NaN   \n",
       "rainshelterIrrigation4_optimal_50@50 1987-12-15                      NaN   \n",
       "                                     1988-01-20                      NaN   \n",
       "                                     1988-02-17                      NaN   \n",
       "                                     1988-04-20                      NaN   \n",
       "rainshelterIrrigation5_early@100     1987-12-15                      NaN   \n",
       "                                     1988-01-20                      NaN   \n",
       "                                     1988-02-17                      NaN   \n",
       "                                     1988-04-20                      NaN   \n",
       "rainshelterIrrigation6_early@150     1987-12-15                      NaN   \n",
       "                                     1988-01-20                      NaN   \n",
       "                                     1988-02-17                      NaN   \n",
       "                                     1988-04-20                      NaN   \n",
       "rainshelterIrrigation7_mid@100       1987-12-15                      NaN   \n",
       "                                     1988-01-20                      NaN   \n",
       "                                     1988-02-17                      NaN   \n",
       "                                     1988-04-20                      NaN   \n",
       "rainshelterIrrigation8_mid@150       1987-12-15                      NaN   \n",
       "                                     1988-01-20                      NaN   \n",
       "                                     1988-02-17                      NaN   \n",
       "                                     1988-04-20                      NaN   \n",
       "rainshelterIrrigation9_late@100      1987-12-15                      NaN   \n",
       "                                     1988-01-20                      NaN   \n",
       "                                     1988-02-17                      NaN   \n",
       "                                     1988-04-20                      NaN   \n",
       "\n",
       "                                                       ...         TotalNO3  \\\n",
       "SimulationName                       Clock.Today       ...                    \n",
       "ABlockCultivarBurbank                2003-11-12        ...              NaN   \n",
       "                                     2003-11-24        ...              NaN   \n",
       "                                     2003-12-01        ...              NaN   \n",
       "                                     2003-12-08        ...              NaN   \n",
       "                                     2003-12-09        ...              NaN   \n",
       "                                     2003-12-17        ...              NaN   \n",
       "                                     2003-12-21        ...              NaN   \n",
       "                                     2003-12-24        ...              NaN   \n",
       "                                     2003-12-29        ...              NaN   \n",
       "                                     2004-01-05        ...              NaN   \n",
       "                                     2004-01-06        ...              NaN   \n",
       "                                     2004-01-07        ...              NaN   \n",
       "                                     2004-01-12        ...              NaN   \n",
       "                                     2004-01-19        ...              NaN   \n",
       "                                     2004-01-20        ...              NaN   \n",
       "                                     2004-01-29        ...              NaN   \n",
       "                                     2004-02-02        ...              NaN   \n",
       "                                     2004-02-08        ...              NaN   \n",
       "                                     2004-02-16        ...              NaN   \n",
       "                                     2004-02-18        ...              NaN   \n",
       "                                     2004-02-24        ...              NaN   \n",
       "                                     2004-03-01        ...              NaN   \n",
       "                                     2004-03-15        ...              NaN   \n",
       "                                     2004-03-30        ...              NaN   \n",
       "                                     2004-04-13        ...              NaN   \n",
       "                                     2004-06-01        ...              NaN   \n",
       "ABlockCultivarHorizon                2003-11-13        ...              NaN   \n",
       "                                     2003-11-24        ...              NaN   \n",
       "                                     2003-12-01        ...              NaN   \n",
       "                                     2003-12-08        ...              NaN   \n",
       "...                                                    ...              ...   \n",
       "rainshelterIrrigation2_optimal_30@50 1988-02-17        ...              NaN   \n",
       "                                     1988-04-20        ...              NaN   \n",
       "rainshelterIrrigation3_optimal_50@70 1987-12-15        ...              NaN   \n",
       "                                     1988-01-20        ...              NaN   \n",
       "                                     1988-02-17        ...              NaN   \n",
       "                                     1988-04-20        ...              NaN   \n",
       "rainshelterIrrigation4_optimal_50@50 1987-12-15        ...              NaN   \n",
       "                                     1988-01-20        ...              NaN   \n",
       "                                     1988-02-17        ...              NaN   \n",
       "                                     1988-04-20        ...              NaN   \n",
       "rainshelterIrrigation5_early@100     1987-12-15        ...              NaN   \n",
       "                                     1988-01-20        ...              NaN   \n",
       "                                     1988-02-17        ...              NaN   \n",
       "                                     1988-04-20        ...              NaN   \n",
       "rainshelterIrrigation6_early@150     1987-12-15        ...              NaN   \n",
       "                                     1988-01-20        ...              NaN   \n",
       "                                     1988-02-17        ...              NaN   \n",
       "                                     1988-04-20        ...              NaN   \n",
       "rainshelterIrrigation7_mid@100       1987-12-15        ...              NaN   \n",
       "                                     1988-01-20        ...              NaN   \n",
       "                                     1988-02-17        ...              NaN   \n",
       "                                     1988-04-20        ...              NaN   \n",
       "rainshelterIrrigation8_mid@150       1987-12-15        ...              NaN   \n",
       "                                     1988-01-20        ...              NaN   \n",
       "                                     1988-02-17        ...              NaN   \n",
       "                                     1988-04-20        ...              NaN   \n",
       "rainshelterIrrigation9_late@100      1987-12-15        ...              NaN   \n",
       "                                     1988-01-20        ...              NaN   \n",
       "                                     1988-02-17        ...              NaN   \n",
       "                                     1988-04-20        ...              NaN   \n",
       "\n",
       "                                                  TotalSWC  TotalSoilN  \\\n",
       "SimulationName                       Clock.Today                         \n",
       "ABlockCultivarBurbank                2003-11-12        NaN         NaN   \n",
       "                                     2003-11-24        NaN         NaN   \n",
       "                                     2003-12-01        NaN         NaN   \n",
       "                                     2003-12-08        NaN         NaN   \n",
       "                                     2003-12-09        NaN         NaN   \n",
       "                                     2003-12-17        NaN         NaN   \n",
       "                                     2003-12-21        NaN         NaN   \n",
       "                                     2003-12-24        NaN         NaN   \n",
       "                                     2003-12-29        NaN         NaN   \n",
       "                                     2004-01-05        NaN         NaN   \n",
       "                                     2004-01-06        NaN         NaN   \n",
       "                                     2004-01-07        NaN         NaN   \n",
       "                                     2004-01-12        NaN         NaN   \n",
       "                                     2004-01-19        NaN         NaN   \n",
       "                                     2004-01-20        NaN         NaN   \n",
       "                                     2004-01-29        NaN         NaN   \n",
       "                                     2004-02-02        NaN         NaN   \n",
       "                                     2004-02-08        NaN         NaN   \n",
       "                                     2004-02-16        NaN         NaN   \n",
       "                                     2004-02-18        NaN         NaN   \n",
       "                                     2004-02-24        NaN         NaN   \n",
       "                                     2004-03-01        NaN         NaN   \n",
       "                                     2004-03-15        NaN         NaN   \n",
       "                                     2004-03-30        NaN         NaN   \n",
       "                                     2004-04-13        NaN         NaN   \n",
       "                                     2004-06-01        NaN         NaN   \n",
       "ABlockCultivarHorizon                2003-11-13        NaN         NaN   \n",
       "                                     2003-11-24        NaN         NaN   \n",
       "                                     2003-12-01        NaN         NaN   \n",
       "                                     2003-12-08        NaN         NaN   \n",
       "...                                                    ...         ...   \n",
       "rainshelterIrrigation2_optimal_30@50 1988-02-17        NaN         NaN   \n",
       "                                     1988-04-20        NaN         NaN   \n",
       "rainshelterIrrigation3_optimal_50@70 1987-12-15        NaN         NaN   \n",
       "                                     1988-01-20        NaN         NaN   \n",
       "                                     1988-02-17        NaN         NaN   \n",
       "                                     1988-04-20        NaN         NaN   \n",
       "rainshelterIrrigation4_optimal_50@50 1987-12-15        NaN         NaN   \n",
       "                                     1988-01-20        NaN         NaN   \n",
       "                                     1988-02-17        NaN         NaN   \n",
       "                                     1988-04-20        NaN         NaN   \n",
       "rainshelterIrrigation5_early@100     1987-12-15        NaN         NaN   \n",
       "                                     1988-01-20        NaN         NaN   \n",
       "                                     1988-02-17        NaN         NaN   \n",
       "                                     1988-04-20        NaN         NaN   \n",
       "rainshelterIrrigation6_early@150     1987-12-15        NaN         NaN   \n",
       "                                     1988-01-20        NaN         NaN   \n",
       "                                     1988-02-17        NaN         NaN   \n",
       "                                     1988-04-20        NaN         NaN   \n",
       "rainshelterIrrigation7_mid@100       1987-12-15        NaN         NaN   \n",
       "                                     1988-01-20        NaN         NaN   \n",
       "                                     1988-02-17        NaN         NaN   \n",
       "                                     1988-04-20        NaN         NaN   \n",
       "rainshelterIrrigation8_mid@150       1987-12-15        NaN         NaN   \n",
       "                                     1988-01-20        NaN         NaN   \n",
       "                                     1988-02-17        NaN         NaN   \n",
       "                                     1988-04-20        NaN         NaN   \n",
       "rainshelterIrrigation9_late@100      1987-12-15        NaN         NaN   \n",
       "                                     1988-01-20        NaN         NaN   \n",
       "                                     1988-02-17        NaN         NaN   \n",
       "                                     1988-04-20        NaN         NaN   \n",
       "\n",
       "                                                  TotalSoilN(1)  \\\n",
       "SimulationName                       Clock.Today                  \n",
       "ABlockCultivarBurbank                2003-11-12             NaN   \n",
       "                                     2003-11-24             NaN   \n",
       "                                     2003-12-01             NaN   \n",
       "                                     2003-12-08             NaN   \n",
       "                                     2003-12-09             NaN   \n",
       "                                     2003-12-17             NaN   \n",
       "                                     2003-12-21             NaN   \n",
       "                                     2003-12-24             NaN   \n",
       "                                     2003-12-29             NaN   \n",
       "                                     2004-01-05             NaN   \n",
       "                                     2004-01-06             NaN   \n",
       "                                     2004-01-07             NaN   \n",
       "                                     2004-01-12             NaN   \n",
       "                                     2004-01-19             NaN   \n",
       "                                     2004-01-20             NaN   \n",
       "                                     2004-01-29             NaN   \n",
       "                                     2004-02-02             NaN   \n",
       "                                     2004-02-08             NaN   \n",
       "                                     2004-02-16             NaN   \n",
       "                                     2004-02-18             NaN   \n",
       "                                     2004-02-24             NaN   \n",
       "                                     2004-03-01             NaN   \n",
       "                                     2004-03-15             NaN   \n",
       "                                     2004-03-30             NaN   \n",
       "                                     2004-04-13             NaN   \n",
       "                                     2004-06-01             NaN   \n",
       "ABlockCultivarHorizon                2003-11-13             NaN   \n",
       "                                     2003-11-24             NaN   \n",
       "                                     2003-12-01             NaN   \n",
       "                                     2003-12-08             NaN   \n",
       "...                                                         ...   \n",
       "rainshelterIrrigation2_optimal_30@50 1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation3_optimal_50@70 1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation4_optimal_50@50 1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation5_early@100     1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation6_early@150     1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation7_mid@100       1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation8_mid@150       1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation9_late@100      1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "\n",
       "                                                  TotalSoilN(2)  \\\n",
       "SimulationName                       Clock.Today                  \n",
       "ABlockCultivarBurbank                2003-11-12             NaN   \n",
       "                                     2003-11-24             NaN   \n",
       "                                     2003-12-01             NaN   \n",
       "                                     2003-12-08             NaN   \n",
       "                                     2003-12-09             NaN   \n",
       "                                     2003-12-17             NaN   \n",
       "                                     2003-12-21             NaN   \n",
       "                                     2003-12-24             NaN   \n",
       "                                     2003-12-29             NaN   \n",
       "                                     2004-01-05             NaN   \n",
       "                                     2004-01-06             NaN   \n",
       "                                     2004-01-07             NaN   \n",
       "                                     2004-01-12             NaN   \n",
       "                                     2004-01-19             NaN   \n",
       "                                     2004-01-20             NaN   \n",
       "                                     2004-01-29             NaN   \n",
       "                                     2004-02-02             NaN   \n",
       "                                     2004-02-08             NaN   \n",
       "                                     2004-02-16             NaN   \n",
       "                                     2004-02-18             NaN   \n",
       "                                     2004-02-24             NaN   \n",
       "                                     2004-03-01             NaN   \n",
       "                                     2004-03-15             NaN   \n",
       "                                     2004-03-30             NaN   \n",
       "                                     2004-04-13             NaN   \n",
       "                                     2004-06-01             NaN   \n",
       "ABlockCultivarHorizon                2003-11-13             NaN   \n",
       "                                     2003-11-24             NaN   \n",
       "                                     2003-12-01             NaN   \n",
       "                                     2003-12-08             NaN   \n",
       "...                                                         ...   \n",
       "rainshelterIrrigation2_optimal_30@50 1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation3_optimal_50@70 1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation4_optimal_50@50 1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation5_early@100     1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation6_early@150     1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation7_mid@100       1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation8_mid@150       1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation9_late@100      1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "\n",
       "                                                  TotalSoilN(3)  \\\n",
       "SimulationName                       Clock.Today                  \n",
       "ABlockCultivarBurbank                2003-11-12             NaN   \n",
       "                                     2003-11-24             NaN   \n",
       "                                     2003-12-01             NaN   \n",
       "                                     2003-12-08             NaN   \n",
       "                                     2003-12-09             NaN   \n",
       "                                     2003-12-17             NaN   \n",
       "                                     2003-12-21             NaN   \n",
       "                                     2003-12-24             NaN   \n",
       "                                     2003-12-29             NaN   \n",
       "                                     2004-01-05             NaN   \n",
       "                                     2004-01-06             NaN   \n",
       "                                     2004-01-07             NaN   \n",
       "                                     2004-01-12             NaN   \n",
       "                                     2004-01-19             NaN   \n",
       "                                     2004-01-20             NaN   \n",
       "                                     2004-01-29             NaN   \n",
       "                                     2004-02-02             NaN   \n",
       "                                     2004-02-08             NaN   \n",
       "                                     2004-02-16             NaN   \n",
       "                                     2004-02-18             NaN   \n",
       "                                     2004-02-24             NaN   \n",
       "                                     2004-03-01             NaN   \n",
       "                                     2004-03-15             NaN   \n",
       "                                     2004-03-30             NaN   \n",
       "                                     2004-04-13             NaN   \n",
       "                                     2004-06-01             NaN   \n",
       "ABlockCultivarHorizon                2003-11-13             NaN   \n",
       "                                     2003-11-24             NaN   \n",
       "                                     2003-12-01             NaN   \n",
       "                                     2003-12-08             NaN   \n",
       "...                                                         ...   \n",
       "rainshelterIrrigation2_optimal_30@50 1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation3_optimal_50@70 1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation4_optimal_50@50 1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation5_early@100     1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation6_early@150     1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation7_mid@100       1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation8_mid@150       1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation9_late@100      1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "\n",
       "                                                  TotalSoilN(4)  \\\n",
       "SimulationName                       Clock.Today                  \n",
       "ABlockCultivarBurbank                2003-11-12             NaN   \n",
       "                                     2003-11-24             NaN   \n",
       "                                     2003-12-01             NaN   \n",
       "                                     2003-12-08             NaN   \n",
       "                                     2003-12-09             NaN   \n",
       "                                     2003-12-17             NaN   \n",
       "                                     2003-12-21             NaN   \n",
       "                                     2003-12-24             NaN   \n",
       "                                     2003-12-29             NaN   \n",
       "                                     2004-01-05             NaN   \n",
       "                                     2004-01-06             NaN   \n",
       "                                     2004-01-07             NaN   \n",
       "                                     2004-01-12             NaN   \n",
       "                                     2004-01-19             NaN   \n",
       "                                     2004-01-20             NaN   \n",
       "                                     2004-01-29             NaN   \n",
       "                                     2004-02-02             NaN   \n",
       "                                     2004-02-08             NaN   \n",
       "                                     2004-02-16             NaN   \n",
       "                                     2004-02-18             NaN   \n",
       "                                     2004-02-24             NaN   \n",
       "                                     2004-03-01             NaN   \n",
       "                                     2004-03-15             NaN   \n",
       "                                     2004-03-30             NaN   \n",
       "                                     2004-04-13             NaN   \n",
       "                                     2004-06-01             NaN   \n",
       "ABlockCultivarHorizon                2003-11-13             NaN   \n",
       "                                     2003-11-24             NaN   \n",
       "                                     2003-12-01             NaN   \n",
       "                                     2003-12-08             NaN   \n",
       "...                                                         ...   \n",
       "rainshelterIrrigation2_optimal_30@50 1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation3_optimal_50@70 1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation4_optimal_50@50 1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation5_early@100     1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation6_early@150     1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation7_mid@100       1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation8_mid@150       1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation9_late@100      1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "\n",
       "                                                  TotalSoilN(5)  \\\n",
       "SimulationName                       Clock.Today                  \n",
       "ABlockCultivarBurbank                2003-11-12             NaN   \n",
       "                                     2003-11-24             NaN   \n",
       "                                     2003-12-01             NaN   \n",
       "                                     2003-12-08             NaN   \n",
       "                                     2003-12-09             NaN   \n",
       "                                     2003-12-17             NaN   \n",
       "                                     2003-12-21             NaN   \n",
       "                                     2003-12-24             NaN   \n",
       "                                     2003-12-29             NaN   \n",
       "                                     2004-01-05             NaN   \n",
       "                                     2004-01-06             NaN   \n",
       "                                     2004-01-07             NaN   \n",
       "                                     2004-01-12             NaN   \n",
       "                                     2004-01-19             NaN   \n",
       "                                     2004-01-20             NaN   \n",
       "                                     2004-01-29             NaN   \n",
       "                                     2004-02-02             NaN   \n",
       "                                     2004-02-08             NaN   \n",
       "                                     2004-02-16             NaN   \n",
       "                                     2004-02-18             NaN   \n",
       "                                     2004-02-24             NaN   \n",
       "                                     2004-03-01             NaN   \n",
       "                                     2004-03-15             NaN   \n",
       "                                     2004-03-30             NaN   \n",
       "                                     2004-04-13             NaN   \n",
       "                                     2004-06-01             NaN   \n",
       "ABlockCultivarHorizon                2003-11-13             NaN   \n",
       "                                     2003-11-24             NaN   \n",
       "                                     2003-12-01             NaN   \n",
       "                                     2003-12-08             NaN   \n",
       "...                                                         ...   \n",
       "rainshelterIrrigation2_optimal_30@50 1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation3_optimal_50@70 1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation4_optimal_50@50 1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation5_early@100     1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation6_early@150     1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation7_mid@100       1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation8_mid@150       1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation9_late@100      1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "\n",
       "                                                  TotalSoilN(6)  \\\n",
       "SimulationName                       Clock.Today                  \n",
       "ABlockCultivarBurbank                2003-11-12             NaN   \n",
       "                                     2003-11-24             NaN   \n",
       "                                     2003-12-01             NaN   \n",
       "                                     2003-12-08             NaN   \n",
       "                                     2003-12-09             NaN   \n",
       "                                     2003-12-17             NaN   \n",
       "                                     2003-12-21             NaN   \n",
       "                                     2003-12-24             NaN   \n",
       "                                     2003-12-29             NaN   \n",
       "                                     2004-01-05             NaN   \n",
       "                                     2004-01-06             NaN   \n",
       "                                     2004-01-07             NaN   \n",
       "                                     2004-01-12             NaN   \n",
       "                                     2004-01-19             NaN   \n",
       "                                     2004-01-20             NaN   \n",
       "                                     2004-01-29             NaN   \n",
       "                                     2004-02-02             NaN   \n",
       "                                     2004-02-08             NaN   \n",
       "                                     2004-02-16             NaN   \n",
       "                                     2004-02-18             NaN   \n",
       "                                     2004-02-24             NaN   \n",
       "                                     2004-03-01             NaN   \n",
       "                                     2004-03-15             NaN   \n",
       "                                     2004-03-30             NaN   \n",
       "                                     2004-04-13             NaN   \n",
       "                                     2004-06-01             NaN   \n",
       "ABlockCultivarHorizon                2003-11-13             NaN   \n",
       "                                     2003-11-24             NaN   \n",
       "                                     2003-12-01             NaN   \n",
       "                                     2003-12-08             NaN   \n",
       "...                                                         ...   \n",
       "rainshelterIrrigation2_optimal_30@50 1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation3_optimal_50@70 1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation4_optimal_50@50 1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation5_early@100     1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation6_early@150     1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation7_mid@100       1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation8_mid@150       1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "rainshelterIrrigation9_late@100      1987-12-15             NaN   \n",
       "                                     1988-01-20             NaN   \n",
       "                                     1988-02-17             NaN   \n",
       "                                     1988-04-20             NaN   \n",
       "\n",
       "                                                  TreatmentNumber  \n",
       "SimulationName                       Clock.Today                   \n",
       "ABlockCultivarBurbank                2003-11-12               NaN  \n",
       "                                     2003-11-24               NaN  \n",
       "                                     2003-12-01               NaN  \n",
       "                                     2003-12-08               NaN  \n",
       "                                     2003-12-09               NaN  \n",
       "                                     2003-12-17               NaN  \n",
       "                                     2003-12-21               NaN  \n",
       "                                     2003-12-24               NaN  \n",
       "                                     2003-12-29               NaN  \n",
       "                                     2004-01-05               NaN  \n",
       "                                     2004-01-06               NaN  \n",
       "                                     2004-01-07               NaN  \n",
       "                                     2004-01-12               NaN  \n",
       "                                     2004-01-19               NaN  \n",
       "                                     2004-01-20               NaN  \n",
       "                                     2004-01-29               NaN  \n",
       "                                     2004-02-02               NaN  \n",
       "                                     2004-02-08               NaN  \n",
       "                                     2004-02-16               NaN  \n",
       "                                     2004-02-18               NaN  \n",
       "                                     2004-02-24               NaN  \n",
       "                                     2004-03-01               NaN  \n",
       "                                     2004-03-15               NaN  \n",
       "                                     2004-03-30               NaN  \n",
       "                                     2004-04-13               NaN  \n",
       "                                     2004-06-01               NaN  \n",
       "ABlockCultivarHorizon                2003-11-13               NaN  \n",
       "                                     2003-11-24               NaN  \n",
       "                                     2003-12-01               NaN  \n",
       "                                     2003-12-08               NaN  \n",
       "...                                                           ...  \n",
       "rainshelterIrrigation2_optimal_30@50 1988-02-17               NaN  \n",
       "                                     1988-04-20               NaN  \n",
       "rainshelterIrrigation3_optimal_50@70 1987-12-15               NaN  \n",
       "                                     1988-01-20               NaN  \n",
       "                                     1988-02-17               NaN  \n",
       "                                     1988-04-20               NaN  \n",
       "rainshelterIrrigation4_optimal_50@50 1987-12-15               NaN  \n",
       "                                     1988-01-20               NaN  \n",
       "                                     1988-02-17               NaN  \n",
       "                                     1988-04-20               NaN  \n",
       "rainshelterIrrigation5_early@100     1987-12-15               NaN  \n",
       "                                     1988-01-20               NaN  \n",
       "                                     1988-02-17               NaN  \n",
       "                                     1988-04-20               NaN  \n",
       "rainshelterIrrigation6_early@150     1987-12-15               NaN  \n",
       "                                     1988-01-20               NaN  \n",
       "                                     1988-02-17               NaN  \n",
       "                                     1988-04-20               NaN  \n",
       "rainshelterIrrigation7_mid@100       1987-12-15               NaN  \n",
       "                                     1988-01-20               NaN  \n",
       "                                     1988-02-17               NaN  \n",
       "                                     1988-04-20               NaN  \n",
       "rainshelterIrrigation8_mid@150       1987-12-15               NaN  \n",
       "                                     1988-01-20               NaN  \n",
       "                                     1988-02-17               NaN  \n",
       "                                     1988-04-20               NaN  \n",
       "rainshelterIrrigation9_late@100      1987-12-15               NaN  \n",
       "                                     1988-01-20               NaN  \n",
       "                                     1988-02-17               NaN  \n",
       "                                     1988-04-20               NaN  \n",
       "\n",
       "[3830 rows x 58 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Obs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "Obs.to_excel(r'C:\\GitHubRepos\\ApsimX\\Prototypes\\Potato\\Observed.xlsx',merge_cells=False,sheet_name='Observed')"
   ]
  }
 ],
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    "name": "ipython",
    "version": 3
   },
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   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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