Processing PTJPL.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from PTJPL_sensitivity import generate_PTJPL_inputs, process_PTJPL_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "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",
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       "    }\n",
       "\n",
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       "        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>Unnamed: 0.1</th>\n",
       "      <th>tower</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>orbit</th>\n",
       "      <th>scene</th>\n",
       "      <th>tile</th>\n",
       "      <th>time_UTC</th>\n",
       "      <th>date_UTC</th>\n",
       "      <th>doy</th>\n",
       "      <th>...</th>\n",
       "      <th>UV</th>\n",
       "      <th>VIS</th>\n",
       "      <th>NIR</th>\n",
       "      <th>VISdiff</th>\n",
       "      <th>NIRdiff</th>\n",
       "      <th>VISdir</th>\n",
       "      <th>NIRdir</th>\n",
       "      <th>SWout</th>\n",
       "      <th>LWin</th>\n",
       "      <th>LWout</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>US-Ha2</td>\n",
       "      <td>42.5393</td>\n",
       "      <td>-72.1779</td>\n",
       "      <td>9254</td>\n",
       "      <td>9</td>\n",
       "      <td>18TYN</td>\n",
       "      <td>2020-02-22 00:00:00</td>\n",
       "      <td>2020-02-22</td>\n",
       "      <td>53</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>223.482510</td>\n",
       "      <td>310.837408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>US-Ha2</td>\n",
       "      <td>42.5393</td>\n",
       "      <td>-72.1779</td>\n",
       "      <td>10150</td>\n",
       "      <td>9</td>\n",
       "      <td>18TYN</td>\n",
       "      <td>2020-04-20 00:00:00</td>\n",
       "      <td>2020-04-20</td>\n",
       "      <td>111</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>249.470817</td>\n",
       "      <td>483.042043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>US-Ha2</td>\n",
       "      <td>42.5393</td>\n",
       "      <td>-72.1779</td>\n",
       "      <td>10352</td>\n",
       "      <td>9</td>\n",
       "      <td>18TYN</td>\n",
       "      <td>2020-05-03 00:00:00</td>\n",
       "      <td>2020-05-03</td>\n",
       "      <td>124</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>293.358154</td>\n",
       "      <td>368.124775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>US-Ha2</td>\n",
       "      <td>42.5393</td>\n",
       "      <td>-72.1779</td>\n",
       "      <td>10684</td>\n",
       "      <td>7</td>\n",
       "      <td>18TYN</td>\n",
       "      <td>2020-05-24 00:00:00</td>\n",
       "      <td>2020-05-24</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0.592462</td>\n",
       "      <td>3.964455</td>\n",
       "      <td>3.539386</td>\n",
       "      <td>3.627162</td>\n",
       "      <td>3.519072</td>\n",
       "      <td>0.337294</td>\n",
       "      <td>0.020315</td>\n",
       "      <td>0.662989</td>\n",
       "      <td>NaN</td>\n",
       "      <td>385.565499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>US-Ha2</td>\n",
       "      <td>42.5393</td>\n",
       "      <td>-72.1779</td>\n",
       "      <td>11069</td>\n",
       "      <td>8</td>\n",
       "      <td>18TYN</td>\n",
       "      <td>2020-06-18 00:00:00</td>\n",
       "      <td>2020-06-18</td>\n",
       "      <td>170</td>\n",
       "      <td>...</td>\n",
       "      <td>1.386834</td>\n",
       "      <td>9.353725</td>\n",
       "      <td>8.820494</td>\n",
       "      <td>7.418505</td>\n",
       "      <td>8.696527</td>\n",
       "      <td>1.935220</td>\n",
       "      <td>0.123967</td>\n",
       "      <td>2.254700</td>\n",
       "      <td>380.029433</td>\n",
       "      <td>454.438012</td>\n",
       "    </tr>\n",
       "    <tr>\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>247</th>\n",
       "      <td>247</td>\n",
       "      <td>US-xUK</td>\n",
       "      <td>39.0404</td>\n",
       "      <td>-95.1921</td>\n",
       "      <td>11909</td>\n",
       "      <td>6</td>\n",
       "      <td>15SUD</td>\n",
       "      <td>2020-08-11 00:00:00</td>\n",
       "      <td>2020-08-11</td>\n",
       "      <td>224</td>\n",
       "      <td>...</td>\n",
       "      <td>2.746542</td>\n",
       "      <td>17.376796</td>\n",
       "      <td>12.682295</td>\n",
       "      <td>14.372975</td>\n",
       "      <td>12.682295</td>\n",
       "      <td>3.003822</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.351180</td>\n",
       "      <td>414.848071</td>\n",
       "      <td>439.377199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>248</td>\n",
       "      <td>US-xUK</td>\n",
       "      <td>39.0404</td>\n",
       "      <td>-95.1921</td>\n",
       "      <td>16668</td>\n",
       "      <td>8</td>\n",
       "      <td>15SUD</td>\n",
       "      <td>2021-06-14 00:00:00</td>\n",
       "      <td>2021-06-14</td>\n",
       "      <td>165</td>\n",
       "      <td>...</td>\n",
       "      <td>13.811569</td>\n",
       "      <td>125.868830</td>\n",
       "      <td>142.625977</td>\n",
       "      <td>32.456092</td>\n",
       "      <td>15.308895</td>\n",
       "      <td>93.412739</td>\n",
       "      <td>127.317082</td>\n",
       "      <td>27.991697</td>\n",
       "      <td>NaN</td>\n",
       "      <td>405.251251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>249</td>\n",
       "      <td>US-xUK</td>\n",
       "      <td>39.0404</td>\n",
       "      <td>-95.1921</td>\n",
       "      <td>16810</td>\n",
       "      <td>8</td>\n",
       "      <td>15SUD</td>\n",
       "      <td>2021-06-23 00:00:00</td>\n",
       "      <td>2021-06-23</td>\n",
       "      <td>174</td>\n",
       "      <td>...</td>\n",
       "      <td>14.346120</td>\n",
       "      <td>119.526664</td>\n",
       "      <td>125.834733</td>\n",
       "      <td>38.645010</td>\n",
       "      <td>27.577193</td>\n",
       "      <td>80.881654</td>\n",
       "      <td>98.257540</td>\n",
       "      <td>28.021802</td>\n",
       "      <td>NaN</td>\n",
       "      <td>388.004691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>250</td>\n",
       "      <td>US-xUK</td>\n",
       "      <td>39.0404</td>\n",
       "      <td>-95.1921</td>\n",
       "      <td>16810</td>\n",
       "      <td>8</td>\n",
       "      <td>15SUD</td>\n",
       "      <td>2021-06-23 00:00:00</td>\n",
       "      <td>2021-06-23</td>\n",
       "      <td>174</td>\n",
       "      <td>...</td>\n",
       "      <td>14.346120</td>\n",
       "      <td>119.526664</td>\n",
       "      <td>125.834733</td>\n",
       "      <td>38.645010</td>\n",
       "      <td>27.577193</td>\n",
       "      <td>80.881654</td>\n",
       "      <td>98.257540</td>\n",
       "      <td>28.021802</td>\n",
       "      <td>400.532814</td>\n",
       "      <td>463.095778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>251</td>\n",
       "      <td>US-xUN</td>\n",
       "      <td>46.2339</td>\n",
       "      <td>-89.5373</td>\n",
       "      <td>12274</td>\n",
       "      <td>4</td>\n",
       "      <td>15TYM</td>\n",
       "      <td>2020-09-04 00:00:00</td>\n",
       "      <td>2020-09-04</td>\n",
       "      <td>248</td>\n",
       "      <td>...</td>\n",
       "      <td>0.594074</td>\n",
       "      <td>3.113654</td>\n",
       "      <td>2.262866</td>\n",
       "      <td>2.846623</td>\n",
       "      <td>2.261136</td>\n",
       "      <td>0.267030</td>\n",
       "      <td>0.001731</td>\n",
       "      <td>0.797800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>339.018157</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>252 rows × 77 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0.1   tower      lat      lon  orbit  scene   tile  \\\n",
       "0               0  US-Ha2  42.5393 -72.1779   9254      9  18TYN   \n",
       "1               1  US-Ha2  42.5393 -72.1779  10150      9  18TYN   \n",
       "2               2  US-Ha2  42.5393 -72.1779  10352      9  18TYN   \n",
       "3               3  US-Ha2  42.5393 -72.1779  10684      7  18TYN   \n",
       "4               4  US-Ha2  42.5393 -72.1779  11069      8  18TYN   \n",
       "..            ...     ...      ...      ...    ...    ...    ...   \n",
       "247           247  US-xUK  39.0404 -95.1921  11909      6  15SUD   \n",
       "248           248  US-xUK  39.0404 -95.1921  16668      8  15SUD   \n",
       "249           249  US-xUK  39.0404 -95.1921  16810      8  15SUD   \n",
       "250           250  US-xUK  39.0404 -95.1921  16810      8  15SUD   \n",
       "251           251  US-xUN  46.2339 -89.5373  12274      4  15TYM   \n",
       "\n",
       "                time_UTC    date_UTC  doy  ...         UV         VIS  \\\n",
       "0    2020-02-22 00:00:00  2020-02-22   53  ...   0.000000    0.000000   \n",
       "1    2020-04-20 00:00:00  2020-04-20  111  ...   0.000000    0.000000   \n",
       "2    2020-05-03 00:00:00  2020-05-03  124  ...   0.000000    0.000000   \n",
       "3    2020-05-24 00:00:00  2020-05-24  145  ...   0.592462    3.964455   \n",
       "4    2020-06-18 00:00:00  2020-06-18  170  ...   1.386834    9.353725   \n",
       "..                   ...         ...  ...  ...        ...         ...   \n",
       "247  2020-08-11 00:00:00  2020-08-11  224  ...   2.746542   17.376796   \n",
       "248  2021-06-14 00:00:00  2021-06-14  165  ...  13.811569  125.868830   \n",
       "249  2021-06-23 00:00:00  2021-06-23  174  ...  14.346120  119.526664   \n",
       "250  2021-06-23 00:00:00  2021-06-23  174  ...  14.346120  119.526664   \n",
       "251  2020-09-04 00:00:00  2020-09-04  248  ...   0.594074    3.113654   \n",
       "\n",
       "            NIR    VISdiff    NIRdiff     VISdir      NIRdir      SWout  \\\n",
       "0      0.000000   0.000000   0.000000   0.000000    0.000000   0.000000   \n",
       "1      0.000000   0.000000   0.000000   0.000000    0.000000   0.000000   \n",
       "2      0.000000   0.000000   0.000000   0.000000    0.000000   0.000000   \n",
       "3      3.539386   3.627162   3.519072   0.337294    0.020315   0.662989   \n",
       "4      8.820494   7.418505   8.696527   1.935220    0.123967   2.254700   \n",
       "..          ...        ...        ...        ...         ...        ...   \n",
       "247   12.682295  14.372975  12.682295   3.003822    0.000000   5.351180   \n",
       "248  142.625977  32.456092  15.308895  93.412739  127.317082  27.991697   \n",
       "249  125.834733  38.645010  27.577193  80.881654   98.257540  28.021802   \n",
       "250  125.834733  38.645010  27.577193  80.881654   98.257540  28.021802   \n",
       "251    2.262866   2.846623   2.261136   0.267030    0.001731   0.797800   \n",
       "\n",
       "           LWin       LWout  \n",
       "0    223.482510  310.837408  \n",
       "1    249.470817  483.042043  \n",
       "2    293.358154  368.124775  \n",
       "3           NaN  385.565499  \n",
       "4    380.029433  454.438012  \n",
       "..          ...         ...  \n",
       "247  414.848071  439.377199  \n",
       "248         NaN  405.251251  \n",
       "249         NaN  388.004691  \n",
       "250  400.532814  463.095778  \n",
       "251         NaN  339.018157  \n",
       "\n",
       "[252 rows x 77 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "net_radiation_df = pd.read_csv(\"calval_final_50_verma_net_radiation_outputs.csv\")\n",
    "net_radiation_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2023-12-06 16:30:06 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-02-22 00:00:00 UTC\n",
      "[2023-12-06 16:30:12 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:12 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:12 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-04-20 00:00:00 UTC\n",
      "[2023-12-06 16:30:12 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:12 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:12 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-05-03 00:00:00 UTC\n",
      "[2023-12-06 16:30:12 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:12 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:12 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-05-24 00:00:00 UTC\n",
      "[2023-12-06 16:30:12 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:12 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:12 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-06-18 00:00:00 UTC\n",
      "[2023-12-06 16:30:12 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:12 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:12 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:12 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:12 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:12 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-06-21 00:00:00 UTC\n",
      "[2023-12-06 16:30:12 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:12 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:12 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-06-22 00:00:00 UTC\n",
      "[2023-12-06 16:30:12 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:12 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:12 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-06-23 00:00:00 UTC\n",
      "[2023-12-06 16:30:12 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:12 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:12 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-06-25 00:00:00 UTC\n",
      "[2023-12-06 16:30:12 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:12 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:12 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-07-04 00:00:00 UTC\n",
      "[2023-12-06 16:30:12 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:12 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:12 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-07-25 00:00:00 UTC\n",
      "[2023-12-06 16:30:12 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:12 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:12 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-07-25 00:00:00 UTC\n",
      "[2023-12-06 16:30:12 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:12 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:12 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-07-29 00:00:00 UTC\n",
      "[2023-12-06 16:30:12 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:12 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:13 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-08-08 00:00:00 UTC\n",
      "[2023-12-06 16:30:13 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:13 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:13 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-08-10 00:00:00 UTC\n",
      "[2023-12-06 16:30:13 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:13 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:13 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-08-20 00:00:00 UTC\n",
      "[2023-12-06 16:30:13 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:13 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:13 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-08-28 00:00:00 UTC\n",
      "[2023-12-06 16:30:13 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:13 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:13 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-10-04 00:00:00 UTC\n",
      "[2023-12-06 16:30:13 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:13 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:13 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-10-05 00:00:00 UTC\n",
      "[2023-12-06 16:30:13 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:13 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:13 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-10-08 00:00:00 UTC\n",
      "[2023-12-06 16:30:13 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:13 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:13 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-10-09 00:00:00 UTC\n",
      "[2023-12-06 16:30:13 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:13 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:13 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-10-10 00:00:00 UTC\n",
      "[2023-12-06 16:30:13 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:13 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:13 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-10-22 00:00:00 UTC\n",
      "[2023-12-06 16:30:13 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:13 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:13 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2020-11-28 00:00:00 UTC\n",
      "[2023-12-06 16:30:13 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:13 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:13 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-03-26 00:00:00 UTC\n",
      "[2023-12-06 16:30:13 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:13 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:13 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-03-30 00:00:00 UTC\n",
      "[2023-12-06 16:30:13 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:13 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:13 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-04-03 00:00:00 UTC\n",
      "[2023-12-06 16:30:13 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:13 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:13 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-04-24 00:00:00 UTC\n",
      "[2023-12-06 16:30:13 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:13 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:13 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-04-26 00:00:00 UTC\n",
      "[2023-12-06 16:30:14 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:14 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:14 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-06-01 00:00:00 UTC\n",
      "[2023-12-06 16:30:14 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:14 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:14 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-06-01 00:00:00 UTC\n",
      "[2023-12-06 16:30:14 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:14 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:14 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-06-06 00:00:00 UTC\n",
      "[2023-12-06 16:30:14 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:14 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:14 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-06-07 00:00:00 UTC\n",
      "[2023-12-06 16:30:14 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:14 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:14 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-06-18 00:00:00 UTC\n",
      "[2023-12-06 16:30:14 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:14 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:14 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-06-24 00:00:00 UTC\n",
      "[2023-12-06 16:30:14 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:14 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:14 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-06-25 00:00:00 UTC\n",
      "[2023-12-06 16:30:14 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:14 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:14 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-06-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:14 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:14 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:14 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-06-28 00:00:00 UTC\n",
      "[2023-12-06 16:30:14 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:14 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:14 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-07-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:14 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:14 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:14 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-07-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:14 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:14 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:14 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-08-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:14 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:14 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:14 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-09-03 00:00:00 UTC\n",
      "[2023-12-06 16:30:14 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:14 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:14 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-09-04 00:00:00 UTC\n",
      "[2023-12-06 16:30:14 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:14 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:14 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-09-07 00:00:00 UTC\n",
      "[2023-12-06 16:30:15 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:15 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:15 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-10-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:15 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:15 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:15 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-10-16 00:00:00 UTC\n",
      "[2023-12-06 16:30:15 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:15 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:15 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-10-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:15 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:15 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:15 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-10-20 00:00:00 UTC\n",
      "[2023-12-06 16:30:15 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:15 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:15 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-10-25 00:00:00 UTC\n",
      "[2023-12-06 16:30:15 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:15 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:15 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-11-02 00:00:00 UTC\n",
      "[2023-12-06 16:30:15 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:15 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:15 INFO] collecting PTJPL inputs for tower US-Ha2 lat 42.5393 lon -72.1779 time 2021-11-02 00:00:00 UTC\n",
      "[2023-12-06 16:30:15 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:15 INFO] generating fAPARmax\n",
      "fAPARmax: 0.5545\n",
      "[2023-12-06 16:30:15 INFO] collecting PTJPL inputs for tower US-NR1 lat 40.0329 lon -105.5464 time 2019-06-30 00:00:00 UTC\n",
      "[2023-12-06 16:30:15 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:15 INFO] generating fAPARmax\n",
      "fAPARmax: 0.44620000000000004\n",
      "[2023-12-06 16:30:15 INFO] collecting PTJPL inputs for tower US-NR1 lat 40.0329 lon -105.5464 time 2019-06-30 00:00:00 UTC\n",
      "[2023-12-06 16:30:15 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:15 INFO] generating fAPARmax\n",
      "fAPARmax: 0.44620000000000004\n",
      "[2023-12-06 16:30:15 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-03-02 00:00:00 UTC\n",
      "[2023-12-06 16:30:15 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:15 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:15 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-05-31 00:00:00 UTC\n",
      "[2023-12-06 16:30:15 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:15 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:15 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-05-31 00:00:00 UTC\n",
      "[2023-12-06 16:30:15 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:15 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:15 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-07 00:00:00 UTC\n",
      "[2023-12-06 16:30:15 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:15 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:15 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-07 00:00:00 UTC\n",
      "[2023-12-06 16:30:15 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:15 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:15 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-08 00:00:00 UTC\n",
      "[2023-12-06 16:30:15 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:16 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:16 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-08 00:00:00 UTC\n",
      "[2023-12-06 16:30:16 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:16 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:16 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:16 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:16 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:16 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:16 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:16 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:16 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:16 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:16 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:16 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:16 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:16 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:16 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:16 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:16 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:16 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:16 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:16 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:16 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:16 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:16 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:16 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:16 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:16 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:16 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-16 00:00:00 UTC\n",
      "[2023-12-06 16:30:16 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:16 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:16 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-16 00:00:00 UTC\n",
      "[2023-12-06 16:30:16 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:16 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:16 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:16 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:16 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:16 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:16 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:16 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:16 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:16 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:16 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:16 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:16 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:17 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:17 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:17 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:17 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:17 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:17 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:17 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:17 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:17 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:17 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:17 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:17 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:17 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:17 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:17 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:17 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:17 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:17 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:17 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:17 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:17 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:17 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:17 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:17 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:17 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:17 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:17 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:17 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:17 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:17 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:17 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:17 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:17 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:17 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:17 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:17 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:17 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:17 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:17 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:17 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:17 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-06-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:17 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:17 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:17 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-10-08 00:00:00 UTC\n",
      "[2023-12-06 16:30:17 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:18 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:18 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-10-08 00:00:00 UTC\n",
      "[2023-12-06 16:30:18 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:18 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:18 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-10-09 00:00:00 UTC\n",
      "[2023-12-06 16:30:18 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:18 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:18 INFO] collecting PTJPL inputs for tower US-PFd lat 45.9689 lon -90.301 time 2019-10-09 00:00:00 UTC\n",
      "[2023-12-06 16:30:18 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:18 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47390000000000004\n",
      "[2023-12-06 16:30:18 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-05-31 00:00:00 UTC\n",
      "[2023-12-06 16:30:18 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:18 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:18 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-05-31 00:00:00 UTC\n",
      "[2023-12-06 16:30:18 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:18 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:18 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-04 00:00:00 UTC\n",
      "[2023-12-06 16:30:18 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:18 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:18 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-04 00:00:00 UTC\n",
      "[2023-12-06 16:30:18 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:18 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:18 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-07 00:00:00 UTC\n",
      "[2023-12-06 16:30:18 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:18 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:18 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-07 00:00:00 UTC\n",
      "[2023-12-06 16:30:18 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:18 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:18 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-08 00:00:00 UTC\n",
      "[2023-12-06 16:30:18 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:18 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:18 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-08 00:00:00 UTC\n",
      "[2023-12-06 16:30:18 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:18 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:18 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:18 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:18 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:18 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:18 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:18 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:18 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:18 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:18 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:18 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:18 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:18 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:19 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:19 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:19 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:19 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:19 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:19 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:19 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:19 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:19 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:19 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:19 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:19 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:19 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-16 00:00:00 UTC\n",
      "[2023-12-06 16:30:19 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:19 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:19 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-16 00:00:00 UTC\n",
      "[2023-12-06 16:30:19 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:19 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:19 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:19 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:19 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:19 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:19 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:19 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:19 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:19 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:19 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:19 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:19 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:19 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:19 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:19 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:19 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:19 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:19 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:19 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:19 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:19 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:19 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:19 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:19 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:19 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:19 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:19 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:19 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:19 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:20 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:20 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:20 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:20 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:20 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:20 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:20 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:20 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:20 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:20 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:20 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:20 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:20 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:20 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:20 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:20 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:20 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:20 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:20 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:20 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:20 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:20 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:20 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:20 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-06-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:20 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:20 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:20 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-07-04 00:00:00 UTC\n",
      "[2023-12-06 16:30:20 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:20 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:20 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-07-04 00:00:00 UTC\n",
      "[2023-12-06 16:30:20 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:20 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:20 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-07-05 00:00:00 UTC\n",
      "[2023-12-06 16:30:20 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:20 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:20 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-07-05 00:00:00 UTC\n",
      "[2023-12-06 16:30:20 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:20 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:20 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-07-08 00:00:00 UTC\n",
      "[2023-12-06 16:30:20 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:20 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:20 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-07-08 00:00:00 UTC\n",
      "[2023-12-06 16:30:20 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:20 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:20 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-07-11 00:00:00 UTC\n",
      "[2023-12-06 16:30:21 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:21 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:21 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-07-11 00:00:00 UTC\n",
      "[2023-12-06 16:30:21 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:21 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:21 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-07-26 00:00:00 UTC\n",
      "[2023-12-06 16:30:21 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:21 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:21 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-07-26 00:00:00 UTC\n",
      "[2023-12-06 16:30:21 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:21 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:21 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-07-26 00:00:00 UTC\n",
      "[2023-12-06 16:30:21 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:21 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:21 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-07-26 00:00:00 UTC\n",
      "[2023-12-06 16:30:21 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:21 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:21 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-07-29 00:00:00 UTC\n",
      "[2023-12-06 16:30:21 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:21 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:21 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-07-29 00:00:00 UTC\n",
      "[2023-12-06 16:30:21 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:21 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:21 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-10-08 00:00:00 UTC\n",
      "[2023-12-06 16:30:21 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:21 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:21 INFO] collecting PTJPL inputs for tower US-PFi lat 45.9749 lon -90.2327 time 2019-10-08 00:00:00 UTC\n",
      "[2023-12-06 16:30:21 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:21 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4958\n",
      "[2023-12-06 16:30:21 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-05-31 00:00:00 UTC\n",
      "[2023-12-06 16:30:21 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:21 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:21 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-06-04 00:00:00 UTC\n",
      "[2023-12-06 16:30:21 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:21 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:21 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:21 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:21 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:21 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:21 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:21 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:21 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:21 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:21 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:21 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:21 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:22 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:22 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-06-16 00:00:00 UTC\n",
      "[2023-12-06 16:30:22 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:22 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:22 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:22 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:22 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:22 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:22 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:22 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:22 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:22 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:22 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:22 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:22 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:22 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:22 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:22 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:22 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:22 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:22 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:22 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:22 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-06-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:22 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:22 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:22 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-06-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:22 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:22 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:22 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-06-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:22 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:22 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:22 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-07-04 00:00:00 UTC\n",
      "[2023-12-06 16:30:22 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:22 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:22 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-07-05 00:00:00 UTC\n",
      "[2023-12-06 16:30:22 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:22 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:22 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-07-08 00:00:00 UTC\n",
      "[2023-12-06 16:30:22 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:22 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:22 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-09-06 00:00:00 UTC\n",
      "[2023-12-06 16:30:22 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:22 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:22 INFO] collecting PTJPL inputs for tower US-PFq lat 45.9271 lon -90.2475 time 2019-09-06 00:00:00 UTC\n",
      "[2023-12-06 16:30:22 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:23 INFO] generating fAPARmax\n",
      "fAPARmax: 0.49510000000000004\n",
      "[2023-12-06 16:30:23 INFO] collecting PTJPL inputs for tower US-Syv lat 46.242 lon -89.3477 time 2020-09-04 00:00:00 UTC\n",
      "[2023-12-06 16:30:23 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:23 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4913\n",
      "[2023-12-06 16:30:23 INFO] collecting PTJPL inputs for tower US-WCr lat 45.8059 lon -90.0799 time 2019-05-31 00:00:00 UTC\n",
      "[2023-12-06 16:30:23 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:23 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4989\n",
      "[2023-12-06 16:30:23 INFO] collecting PTJPL inputs for tower US-WCr lat 45.8059 lon -90.0799 time 2019-06-04 00:00:00 UTC\n",
      "[2023-12-06 16:30:23 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:23 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4989\n",
      "[2023-12-06 16:30:23 INFO] collecting PTJPL inputs for tower US-WCr lat 45.8059 lon -90.0799 time 2019-06-08 00:00:00 UTC\n",
      "[2023-12-06 16:30:23 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:23 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4989\n",
      "[2023-12-06 16:30:23 INFO] collecting PTJPL inputs for tower US-WCr lat 45.8059 lon -90.0799 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:23 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:23 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4989\n",
      "[2023-12-06 16:30:23 INFO] collecting PTJPL inputs for tower US-WCr lat 45.8059 lon -90.0799 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:23 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:23 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4989\n",
      "[2023-12-06 16:30:23 INFO] collecting PTJPL inputs for tower US-WCr lat 45.8059 lon -90.0799 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:23 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:23 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4989\n",
      "[2023-12-06 16:30:23 INFO] collecting PTJPL inputs for tower US-WCr lat 45.8059 lon -90.0799 time 2019-06-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:23 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:23 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4989\n",
      "[2023-12-06 16:30:23 INFO] collecting PTJPL inputs for tower US-WCr lat 45.8059 lon -90.0799 time 2019-06-16 00:00:00 UTC\n",
      "[2023-12-06 16:30:23 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:23 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4989\n",
      "[2023-12-06 16:30:23 INFO] collecting PTJPL inputs for tower US-WCr lat 45.8059 lon -90.0799 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:23 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:23 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4989\n",
      "[2023-12-06 16:30:23 INFO] collecting PTJPL inputs for tower US-WCr lat 45.8059 lon -90.0799 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:23 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:23 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4989\n",
      "[2023-12-06 16:30:23 INFO] collecting PTJPL inputs for tower US-WCr lat 45.8059 lon -90.0799 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:23 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:23 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4989\n",
      "[2023-12-06 16:30:23 INFO] collecting PTJPL inputs for tower US-WCr lat 45.8059 lon -90.0799 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:23 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:23 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4989\n",
      "[2023-12-06 16:30:23 INFO] collecting PTJPL inputs for tower US-WCr lat 45.8059 lon -90.0799 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:23 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:23 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4989\n",
      "[2023-12-06 16:30:23 INFO] collecting PTJPL inputs for tower US-WCr lat 45.8059 lon -90.0799 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:23 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:24 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4989\n",
      "[2023-12-06 16:30:24 INFO] collecting PTJPL inputs for tower US-WCr lat 45.8059 lon -90.0799 time 2019-06-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:24 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:24 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4989\n",
      "[2023-12-06 16:30:24 INFO] collecting PTJPL inputs for tower US-WCr lat 45.8059 lon -90.0799 time 2019-06-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:24 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:24 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4989\n",
      "[2023-12-06 16:30:24 INFO] collecting PTJPL inputs for tower US-WCr lat 45.8059 lon -90.0799 time 2019-06-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:24 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:24 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4989\n",
      "[2023-12-06 16:30:24 INFO] collecting PTJPL inputs for tower US-WCr lat 45.8059 lon -90.0799 time 2019-10-08 00:00:00 UTC\n",
      "[2023-12-06 16:30:24 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:24 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4989\n",
      "[2023-12-06 16:30:24 INFO] collecting PTJPL inputs for tower US-xAB lat 45.7624 lon -122.3303 time 2020-06-22 00:00:00 UTC\n",
      "[2023-12-06 16:30:24 INFO] generating Topt\n",
      "Topt: 6.69\n",
      "[2023-12-06 16:30:24 INFO] generating fAPARmax\n",
      "fAPARmax: 0.604\n",
      "[2023-12-06 16:30:24 INFO] collecting PTJPL inputs for tower US-xAB lat 45.7624 lon -122.3303 time 2020-06-26 00:00:00 UTC\n",
      "[2023-12-06 16:30:24 INFO] generating Topt\n",
      "Topt: 6.69\n",
      "[2023-12-06 16:30:24 INFO] generating fAPARmax\n",
      "fAPARmax: 0.604\n",
      "[2023-12-06 16:30:24 INFO] collecting PTJPL inputs for tower US-xAB lat 45.7624 lon -122.3303 time 2020-08-06 00:00:00 UTC\n",
      "[2023-12-06 16:30:24 INFO] generating Topt\n",
      "Topt: 6.69\n",
      "[2023-12-06 16:30:24 INFO] generating fAPARmax\n",
      "fAPARmax: 0.604\n",
      "[2023-12-06 16:30:24 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2019-11-01 00:00:00 UTC\n",
      "[2023-12-06 16:30:24 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:24 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:24 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2019-11-01 00:00:00 UTC\n",
      "[2023-12-06 16:30:24 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:24 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:24 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2019-12-24 00:00:00 UTC\n",
      "[2023-12-06 16:30:24 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:24 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:24 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2019-12-24 00:00:00 UTC\n",
      "[2023-12-06 16:30:24 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:24 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:24 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-01-05 00:00:00 UTC\n",
      "[2023-12-06 16:30:24 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:24 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:24 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-01-05 00:00:00 UTC\n",
      "[2023-12-06 16:30:24 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:24 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:24 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-01-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:24 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:24 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:24 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-02-29 00:00:00 UTC\n",
      "[2023-12-06 16:30:24 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:25 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:25 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-04-24 00:00:00 UTC\n",
      "[2023-12-06 16:30:25 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:25 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:25 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-04-24 00:00:00 UTC\n",
      "[2023-12-06 16:30:25 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:25 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:25 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-05-06 00:00:00 UTC\n",
      "[2023-12-06 16:30:25 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:25 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:25 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-05-06 00:00:00 UTC\n",
      "[2023-12-06 16:30:25 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:25 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:25 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-06-05 00:00:00 UTC\n",
      "[2023-12-06 16:30:25 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:25 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:25 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-06-05 00:00:00 UTC\n",
      "[2023-12-06 16:30:25 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:25 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:25 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-06-10 00:00:00 UTC\n",
      "[2023-12-06 16:30:25 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:25 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:25 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-06-10 00:00:00 UTC\n",
      "[2023-12-06 16:30:25 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:25 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:25 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-06-10 00:00:00 UTC\n",
      "[2023-12-06 16:30:25 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:25 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:25 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-08-02 00:00:00 UTC\n",
      "[2023-12-06 16:30:25 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:25 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:25 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-08-02 00:00:00 UTC\n",
      "[2023-12-06 16:30:25 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:25 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:25 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-08-06 00:00:00 UTC\n",
      "[2023-12-06 16:30:25 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:25 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:25 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-08-06 00:00:00 UTC\n",
      "[2023-12-06 16:30:25 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:25 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:25 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-08-10 00:00:00 UTC\n",
      "[2023-12-06 16:30:25 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:25 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:25 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-08-10 00:00:00 UTC\n",
      "[2023-12-06 16:30:26 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:26 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:26 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-08-23 00:00:00 UTC\n",
      "[2023-12-06 16:30:26 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:26 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:26 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-09-30 00:00:00 UTC\n",
      "[2023-12-06 16:30:26 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:26 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:26 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-10-13 00:00:00 UTC\n",
      "[2023-12-06 16:30:26 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:26 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:26 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-10-13 00:00:00 UTC\n",
      "[2023-12-06 16:30:26 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:26 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:26 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-10-13 00:00:00 UTC\n",
      "[2023-12-06 16:30:26 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:26 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:26 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-10-13 00:00:00 UTC\n",
      "[2023-12-06 16:30:26 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:26 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:26 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-10-29 00:00:00 UTC\n",
      "[2023-12-06 16:30:26 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:26 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:26 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-10-29 00:00:00 UTC\n",
      "[2023-12-06 16:30:26 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:26 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:26 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-11-06 00:00:00 UTC\n",
      "[2023-12-06 16:30:26 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:26 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:26 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-11-06 00:00:00 UTC\n",
      "[2023-12-06 16:30:26 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:26 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:26 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-11-24 00:00:00 UTC\n",
      "[2023-12-06 16:30:26 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:26 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:26 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-11-24 00:00:00 UTC\n",
      "[2023-12-06 16:30:26 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:26 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:26 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-12-02 00:00:00 UTC\n",
      "[2023-12-06 16:30:26 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:26 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:26 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-12-10 00:00:00 UTC\n",
      "[2023-12-06 16:30:26 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:26 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:26 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-12-15 00:00:00 UTC\n",
      "[2023-12-06 16:30:27 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:27 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:27 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-12-23 00:00:00 UTC\n",
      "[2023-12-06 16:30:27 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:27 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:27 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-12-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:27 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:27 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:27 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2020-12-27 00:00:00 UTC\n",
      "[2023-12-06 16:30:27 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:27 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:27 INFO] collecting PTJPL inputs for tower US-xDL lat 32.5417 lon -87.8039 time 2021-01-03 00:00:00 UTC\n",
      "[2023-12-06 16:30:27 INFO] generating Topt\n",
      "Topt: 11.44\n",
      "[2023-12-06 16:30:27 INFO] generating fAPARmax\n",
      "fAPARmax: 0.47250000000000003\n",
      "[2023-12-06 16:30:27 INFO] collecting PTJPL inputs for tower US-xJE lat 31.1948 lon -84.4686 time 2019-10-05 00:00:00 UTC\n",
      "[2023-12-06 16:30:27 INFO] generating Topt\n",
      "Topt: 13.57\n",
      "[2023-12-06 16:30:27 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4944\n",
      "[2023-12-06 16:30:27 INFO] collecting PTJPL inputs for tower US-xJE lat 31.1948 lon -84.4686 time 2019-10-05 00:00:00 UTC\n",
      "[2023-12-06 16:30:27 INFO] generating Topt\n",
      "Topt: 13.57\n",
      "[2023-12-06 16:30:27 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4944\n",
      "[2023-12-06 16:30:27 INFO] collecting PTJPL inputs for tower US-xJE lat 31.1948 lon -84.4686 time 2019-10-09 00:00:00 UTC\n",
      "[2023-12-06 16:30:27 INFO] generating Topt\n",
      "Topt: 13.57\n",
      "[2023-12-06 16:30:27 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4944\n",
      "[2023-12-06 16:30:27 INFO] collecting PTJPL inputs for tower US-xNW lat 40.0543 lon -105.5824 time 2019-06-30 00:00:00 UTC\n",
      "[2023-12-06 16:30:27 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:27 INFO] generating fAPARmax\n",
      "fAPARmax: 0.3301\n",
      "[2023-12-06 16:30:27 INFO] collecting PTJPL inputs for tower US-xNW lat 40.0543 lon -105.5824 time 2019-06-30 00:00:00 UTC\n",
      "[2023-12-06 16:30:27 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:27 INFO] generating fAPARmax\n",
      "fAPARmax: 0.3301\n",
      "[2023-12-06 16:30:27 INFO] collecting PTJPL inputs for tower US-xRM lat 40.2759 lon -105.5459 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:27 INFO] generating Topt\n",
      "Topt: 0.6900000000000001\n",
      "[2023-12-06 16:30:27 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4423\n",
      "[2023-12-06 16:30:27 INFO] collecting PTJPL inputs for tower US-xRM lat 40.2759 lon -105.5459 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:27 INFO] generating Topt\n",
      "Topt: 0.6900000000000001\n",
      "[2023-12-06 16:30:27 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4423\n",
      "[2023-12-06 16:30:27 INFO] collecting PTJPL inputs for tower US-xRM lat 40.2759 lon -105.5459 time 2019-06-19 00:00:00 UTC\n",
      "[2023-12-06 16:30:27 INFO] generating Topt\n",
      "Topt: 0.6900000000000001\n",
      "[2023-12-06 16:30:27 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4423\n",
      "[2023-12-06 16:30:27 INFO] collecting PTJPL inputs for tower US-xRM lat 40.2759 lon -105.5459 time 2019-06-30 00:00:00 UTC\n",
      "[2023-12-06 16:30:27 INFO] generating Topt\n",
      "Topt: 0.6900000000000001\n",
      "[2023-12-06 16:30:27 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4423\n",
      "[2023-12-06 16:30:27 INFO] collecting PTJPL inputs for tower US-xRM lat 40.2759 lon -105.5459 time 2019-06-30 00:00:00 UTC\n",
      "[2023-12-06 16:30:27 INFO] generating Topt\n",
      "Topt: 0.6900000000000001\n",
      "[2023-12-06 16:30:28 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4423\n",
      "[2023-12-06 16:30:28 INFO] collecting PTJPL inputs for tower US-xRM lat 40.2759 lon -105.5459 time 2020-05-24 00:00:00 UTC\n",
      "[2023-12-06 16:30:28 INFO] generating Topt\n",
      "Topt: 0.6900000000000001\n",
      "[2023-12-06 16:30:28 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4423\n",
      "[2023-12-06 16:30:28 INFO] collecting PTJPL inputs for tower US-xUK lat 39.0404 lon -95.1921 time 2019-07-12 00:00:00 UTC\n",
      "[2023-12-06 16:30:28 INFO] generating Topt\n",
      "Topt: 5.8\n",
      "[2023-12-06 16:30:28 INFO] generating fAPARmax\n",
      "fAPARmax: 0.46640000000000004\n",
      "[2023-12-06 16:30:28 INFO] collecting PTJPL inputs for tower US-xUK lat 39.0404 lon -95.1921 time 2019-08-03 00:00:00 UTC\n",
      "[2023-12-06 16:30:28 INFO] generating Topt\n",
      "Topt: 5.8\n",
      "[2023-12-06 16:30:28 INFO] generating fAPARmax\n",
      "fAPARmax: 0.46640000000000004\n",
      "[2023-12-06 16:30:28 INFO] collecting PTJPL inputs for tower US-xUK lat 39.0404 lon -95.1921 time 2019-11-02 00:00:00 UTC\n",
      "[2023-12-06 16:30:28 INFO] generating Topt\n",
      "Topt: 5.8\n",
      "[2023-12-06 16:30:28 INFO] generating fAPARmax\n",
      "fAPARmax: 0.46640000000000004\n",
      "[2023-12-06 16:30:28 INFO] collecting PTJPL inputs for tower US-xUK lat 39.0404 lon -95.1921 time 2019-12-02 00:00:00 UTC\n",
      "[2023-12-06 16:30:28 INFO] generating Topt\n",
      "Topt: 5.8\n",
      "[2023-12-06 16:30:28 INFO] generating fAPARmax\n",
      "fAPARmax: 0.46640000000000004\n",
      "[2023-12-06 16:30:28 INFO] collecting PTJPL inputs for tower US-xUK lat 39.0404 lon -95.1921 time 2019-12-24 00:00:00 UTC\n",
      "[2023-12-06 16:30:28 INFO] generating Topt\n",
      "Topt: 5.8\n",
      "[2023-12-06 16:30:28 INFO] generating fAPARmax\n",
      "fAPARmax: 0.46640000000000004\n",
      "[2023-12-06 16:30:28 INFO] collecting PTJPL inputs for tower US-xUK lat 39.0404 lon -95.1921 time 2020-06-13 00:00:00 UTC\n",
      "[2023-12-06 16:30:28 INFO] generating Topt\n",
      "Topt: 5.8\n",
      "[2023-12-06 16:30:28 INFO] generating fAPARmax\n",
      "fAPARmax: 0.46640000000000004\n",
      "[2023-12-06 16:30:28 INFO] collecting PTJPL inputs for tower US-xUK lat 39.0404 lon -95.1921 time 2020-08-11 00:00:00 UTC\n",
      "[2023-12-06 16:30:28 INFO] generating Topt\n",
      "Topt: 5.8\n",
      "[2023-12-06 16:30:28 INFO] generating fAPARmax\n",
      "fAPARmax: 0.46640000000000004\n",
      "[2023-12-06 16:30:28 INFO] collecting PTJPL inputs for tower US-xUK lat 39.0404 lon -95.1921 time 2021-06-14 00:00:00 UTC\n",
      "[2023-12-06 16:30:28 INFO] generating Topt\n",
      "Topt: 5.8\n",
      "[2023-12-06 16:30:28 INFO] generating fAPARmax\n",
      "fAPARmax: 0.46640000000000004\n",
      "[2023-12-06 16:30:28 INFO] collecting PTJPL inputs for tower US-xUK lat 39.0404 lon -95.1921 time 2021-06-23 00:00:00 UTC\n",
      "[2023-12-06 16:30:28 INFO] generating Topt\n",
      "Topt: 5.8\n",
      "[2023-12-06 16:30:28 INFO] generating fAPARmax\n",
      "fAPARmax: 0.46640000000000004\n",
      "[2023-12-06 16:30:28 INFO] collecting PTJPL inputs for tower US-xUK lat 39.0404 lon -95.1921 time 2021-06-23 00:00:00 UTC\n",
      "[2023-12-06 16:30:28 INFO] generating Topt\n",
      "Topt: 5.8\n",
      "[2023-12-06 16:30:28 INFO] generating fAPARmax\n",
      "fAPARmax: 0.46640000000000004\n",
      "[2023-12-06 16:30:28 INFO] collecting PTJPL inputs for tower US-xUN lat 46.2339 lon -89.5373 time 2020-09-04 00:00:00 UTC\n",
      "[2023-12-06 16:30:28 INFO] generating Topt\n",
      "Topt: 0.0\n",
      "[2023-12-06 16:30:28 INFO] generating fAPARmax\n",
      "fAPARmax: 0.4592\n"
     ]
    },
    {
     "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>Unnamed: 0.1</th>\n",
       "      <th>tower</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>orbit</th>\n",
       "      <th>scene</th>\n",
       "      <th>tile</th>\n",
       "      <th>time_UTC</th>\n",
       "      <th>date_UTC</th>\n",
       "      <th>doy</th>\n",
       "      <th>...</th>\n",
       "      <th>VISdiff</th>\n",
       "      <th>NIRdiff</th>\n",
       "      <th>VISdir</th>\n",
       "      <th>NIRdir</th>\n",
       "      <th>SWout</th>\n",
       "      <th>LWin</th>\n",
       "      <th>LWout</th>\n",
       "      <th>hour_of_day</th>\n",
       "      <th>Topt</th>\n",
       "      <th>fAPARmax</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>US-Ha2</td>\n",
       "      <td>42.5393</td>\n",
       "      <td>-72.1779</td>\n",
       "      <td>9254</td>\n",
       "      <td>9</td>\n",
       "      <td>18TYN</td>\n",
       "      <td>2020-02-22 00:00:00</td>\n",
       "      <td>2020-02-22</td>\n",
       "      <td>53</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>223.482510</td>\n",
       "      <td>310.837408</td>\n",
       "      <td>19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>US-Ha2</td>\n",
       "      <td>42.5393</td>\n",
       "      <td>-72.1779</td>\n",
       "      <td>10150</td>\n",
       "      <td>9</td>\n",
       "      <td>18TYN</td>\n",
       "      <td>2020-04-20 00:00:00</td>\n",
       "      <td>2020-04-20</td>\n",
       "      <td>111</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>249.470817</td>\n",
       "      <td>483.042043</td>\n",
       "      <td>19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>US-Ha2</td>\n",
       "      <td>42.5393</td>\n",
       "      <td>-72.1779</td>\n",
       "      <td>10352</td>\n",
       "      <td>9</td>\n",
       "      <td>18TYN</td>\n",
       "      <td>2020-05-03 00:00:00</td>\n",
       "      <td>2020-05-03</td>\n",
       "      <td>124</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>293.358154</td>\n",
       "      <td>368.124775</td>\n",
       "      <td>19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>US-Ha2</td>\n",
       "      <td>42.5393</td>\n",
       "      <td>-72.1779</td>\n",
       "      <td>10684</td>\n",
       "      <td>7</td>\n",
       "      <td>18TYN</td>\n",
       "      <td>2020-05-24 00:00:00</td>\n",
       "      <td>2020-05-24</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>3.627162</td>\n",
       "      <td>3.519072</td>\n",
       "      <td>0.337294</td>\n",
       "      <td>0.020315</td>\n",
       "      <td>0.662989</td>\n",
       "      <td>NaN</td>\n",
       "      <td>385.565499</td>\n",
       "      <td>19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>US-Ha2</td>\n",
       "      <td>42.5393</td>\n",
       "      <td>-72.1779</td>\n",
       "      <td>11069</td>\n",
       "      <td>8</td>\n",
       "      <td>18TYN</td>\n",
       "      <td>2020-06-18 00:00:00</td>\n",
       "      <td>2020-06-18</td>\n",
       "      <td>170</td>\n",
       "      <td>...</td>\n",
       "      <td>7.418505</td>\n",
       "      <td>8.696527</td>\n",
       "      <td>1.935220</td>\n",
       "      <td>0.123967</td>\n",
       "      <td>2.254700</td>\n",
       "      <td>380.029433</td>\n",
       "      <td>454.438012</td>\n",
       "      <td>19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5545</td>\n",
       "    </tr>\n",
       "    <tr>\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>247</th>\n",
       "      <td>247</td>\n",
       "      <td>US-xUK</td>\n",
       "      <td>39.0404</td>\n",
       "      <td>-95.1921</td>\n",
       "      <td>11909</td>\n",
       "      <td>6</td>\n",
       "      <td>15SUD</td>\n",
       "      <td>2020-08-11 00:00:00</td>\n",
       "      <td>2020-08-11</td>\n",
       "      <td>224</td>\n",
       "      <td>...</td>\n",
       "      <td>14.372975</td>\n",
       "      <td>12.682295</td>\n",
       "      <td>3.003822</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.351180</td>\n",
       "      <td>414.848071</td>\n",
       "      <td>439.377199</td>\n",
       "      <td>17</td>\n",
       "      <td>5.8</td>\n",
       "      <td>0.4664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>248</td>\n",
       "      <td>US-xUK</td>\n",
       "      <td>39.0404</td>\n",
       "      <td>-95.1921</td>\n",
       "      <td>16668</td>\n",
       "      <td>8</td>\n",
       "      <td>15SUD</td>\n",
       "      <td>2021-06-14 00:00:00</td>\n",
       "      <td>2021-06-14</td>\n",
       "      <td>165</td>\n",
       "      <td>...</td>\n",
       "      <td>32.456092</td>\n",
       "      <td>15.308895</td>\n",
       "      <td>93.412739</td>\n",
       "      <td>127.317082</td>\n",
       "      <td>27.991697</td>\n",
       "      <td>NaN</td>\n",
       "      <td>405.251251</td>\n",
       "      <td>17</td>\n",
       "      <td>5.8</td>\n",
       "      <td>0.4664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>249</td>\n",
       "      <td>US-xUK</td>\n",
       "      <td>39.0404</td>\n",
       "      <td>-95.1921</td>\n",
       "      <td>16810</td>\n",
       "      <td>8</td>\n",
       "      <td>15SUD</td>\n",
       "      <td>2021-06-23 00:00:00</td>\n",
       "      <td>2021-06-23</td>\n",
       "      <td>174</td>\n",
       "      <td>...</td>\n",
       "      <td>38.645010</td>\n",
       "      <td>27.577193</td>\n",
       "      <td>80.881654</td>\n",
       "      <td>98.257540</td>\n",
       "      <td>28.021802</td>\n",
       "      <td>NaN</td>\n",
       "      <td>388.004691</td>\n",
       "      <td>17</td>\n",
       "      <td>5.8</td>\n",
       "      <td>0.4664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>250</td>\n",
       "      <td>US-xUK</td>\n",
       "      <td>39.0404</td>\n",
       "      <td>-95.1921</td>\n",
       "      <td>16810</td>\n",
       "      <td>8</td>\n",
       "      <td>15SUD</td>\n",
       "      <td>2021-06-23 00:00:00</td>\n",
       "      <td>2021-06-23</td>\n",
       "      <td>174</td>\n",
       "      <td>...</td>\n",
       "      <td>38.645010</td>\n",
       "      <td>27.577193</td>\n",
       "      <td>80.881654</td>\n",
       "      <td>98.257540</td>\n",
       "      <td>28.021802</td>\n",
       "      <td>400.532814</td>\n",
       "      <td>463.095778</td>\n",
       "      <td>17</td>\n",
       "      <td>5.8</td>\n",
       "      <td>0.4664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>251</td>\n",
       "      <td>US-xUN</td>\n",
       "      <td>46.2339</td>\n",
       "      <td>-89.5373</td>\n",
       "      <td>12274</td>\n",
       "      <td>4</td>\n",
       "      <td>15TYM</td>\n",
       "      <td>2020-09-04 00:00:00</td>\n",
       "      <td>2020-09-04</td>\n",
       "      <td>248</td>\n",
       "      <td>...</td>\n",
       "      <td>2.846623</td>\n",
       "      <td>2.261136</td>\n",
       "      <td>0.267030</td>\n",
       "      <td>0.001731</td>\n",
       "      <td>0.797800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>339.018157</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4592</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>252 rows × 80 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0.1   tower      lat      lon  orbit  scene   tile  \\\n",
       "0               0  US-Ha2  42.5393 -72.1779   9254      9  18TYN   \n",
       "1               1  US-Ha2  42.5393 -72.1779  10150      9  18TYN   \n",
       "2               2  US-Ha2  42.5393 -72.1779  10352      9  18TYN   \n",
       "3               3  US-Ha2  42.5393 -72.1779  10684      7  18TYN   \n",
       "4               4  US-Ha2  42.5393 -72.1779  11069      8  18TYN   \n",
       "..            ...     ...      ...      ...    ...    ...    ...   \n",
       "247           247  US-xUK  39.0404 -95.1921  11909      6  15SUD   \n",
       "248           248  US-xUK  39.0404 -95.1921  16668      8  15SUD   \n",
       "249           249  US-xUK  39.0404 -95.1921  16810      8  15SUD   \n",
       "250           250  US-xUK  39.0404 -95.1921  16810      8  15SUD   \n",
       "251           251  US-xUN  46.2339 -89.5373  12274      4  15TYM   \n",
       "\n",
       "                time_UTC    date_UTC  doy  ...    VISdiff    NIRdiff  \\\n",
       "0    2020-02-22 00:00:00  2020-02-22   53  ...   0.000000   0.000000   \n",
       "1    2020-04-20 00:00:00  2020-04-20  111  ...   0.000000   0.000000   \n",
       "2    2020-05-03 00:00:00  2020-05-03  124  ...   0.000000   0.000000   \n",
       "3    2020-05-24 00:00:00  2020-05-24  145  ...   3.627162   3.519072   \n",
       "4    2020-06-18 00:00:00  2020-06-18  170  ...   7.418505   8.696527   \n",
       "..                   ...         ...  ...  ...        ...        ...   \n",
       "247  2020-08-11 00:00:00  2020-08-11  224  ...  14.372975  12.682295   \n",
       "248  2021-06-14 00:00:00  2021-06-14  165  ...  32.456092  15.308895   \n",
       "249  2021-06-23 00:00:00  2021-06-23  174  ...  38.645010  27.577193   \n",
       "250  2021-06-23 00:00:00  2021-06-23  174  ...  38.645010  27.577193   \n",
       "251  2020-09-04 00:00:00  2020-09-04  248  ...   2.846623   2.261136   \n",
       "\n",
       "        VISdir      NIRdir      SWout        LWin       LWout  hour_of_day  \\\n",
       "0     0.000000    0.000000   0.000000  223.482510  310.837408           19   \n",
       "1     0.000000    0.000000   0.000000  249.470817  483.042043           19   \n",
       "2     0.000000    0.000000   0.000000  293.358154  368.124775           19   \n",
       "3     0.337294    0.020315   0.662989         NaN  385.565499           19   \n",
       "4     1.935220    0.123967   2.254700  380.029433  454.438012           19   \n",
       "..         ...         ...        ...         ...         ...          ...   \n",
       "247   3.003822    0.000000   5.351180  414.848071  439.377199           17   \n",
       "248  93.412739  127.317082  27.991697         NaN  405.251251           17   \n",
       "249  80.881654   98.257540  28.021802         NaN  388.004691           17   \n",
       "250  80.881654   98.257540  28.021802  400.532814  463.095778           17   \n",
       "251   0.267030    0.001731   0.797800         NaN  339.018157           18   \n",
       "\n",
       "     Topt  fAPARmax  \n",
       "0     0.0    0.5545  \n",
       "1     0.0    0.5545  \n",
       "2     0.0    0.5545  \n",
       "3     0.0    0.5545  \n",
       "4     0.0    0.5545  \n",
       "..    ...       ...  \n",
       "247   5.8    0.4664  \n",
       "248   5.8    0.4664  \n",
       "249   5.8    0.4664  \n",
       "250   5.8    0.4664  \n",
       "251   0.0    0.4592  \n",
       "\n",
       "[252 rows x 80 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inputs_df = generate_PTJPL_inputs(net_radiation_df)\n",
    "inputs_df.to_csv(\"calval_final_50_PTJPL_inputs.csv\", index=False)\n",
    "inputs_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       0.89\n",
       "1      35.39\n",
       "2      13.17\n",
       "3      15.61\n",
       "4      28.03\n",
       "       ...  \n",
       "247    26.43\n",
       "248    22.77\n",
       "249    17.11\n",
       "250    30.71\n",
       "251     6.47\n",
       "Name: ST_C, Length: 252, dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inputs_df.ST_C"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>tower</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>orbit</th>\n",
       "      <th>scene</th>\n",
       "      <th>tile</th>\n",
       "      <th>time_UTC</th>\n",
       "      <th>date_UTC</th>\n",
       "      <th>doy</th>\n",
       "      <th>...</th>\n",
       "      <th>LWout</th>\n",
       "      <th>hour_of_day</th>\n",
       "      <th>Topt</th>\n",
       "      <th>fAPARmax</th>\n",
       "      <th>Rn_soil</th>\n",
       "      <th>G</th>\n",
       "      <th>LE_soil</th>\n",
       "      <th>LE_canopy</th>\n",
       "      <th>LE_interception</th>\n",
       "      <th>LE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>US-Ha2</td>\n",
       "      <td>42.5393</td>\n",
       "      <td>-72.1779</td>\n",
       "      <td>9254</td>\n",
       "      <td>9</td>\n",
       "      <td>18TYN</td>\n",
       "      <td>2020-02-22 00:00:00</td>\n",
       "      <td>2020-02-22</td>\n",
       "      <td>53</td>\n",
       "      <td>...</td>\n",
       "      <td>310.837408</td>\n",
       "      <td>19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5545</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>US-Ha2</td>\n",
       "      <td>42.5393</td>\n",
       "      <td>-72.1779</td>\n",
       "      <td>10150</td>\n",
       "      <td>9</td>\n",
       "      <td>18TYN</td>\n",
       "      <td>2020-04-20 00:00:00</td>\n",
       "      <td>2020-04-20</td>\n",
       "      <td>111</td>\n",
       "      <td>...</td>\n",
       "      <td>483.042043</td>\n",
       "      <td>19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5545</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>US-Ha2</td>\n",
       "      <td>42.5393</td>\n",
       "      <td>-72.1779</td>\n",
       "      <td>10352</td>\n",
       "      <td>9</td>\n",
       "      <td>18TYN</td>\n",
       "      <td>2020-05-03 00:00:00</td>\n",
       "      <td>2020-05-03</td>\n",
       "      <td>124</td>\n",
       "      <td>...</td>\n",
       "      <td>368.124775</td>\n",
       "      <td>19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5545</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>US-Ha2</td>\n",
       "      <td>42.5393</td>\n",
       "      <td>-72.1779</td>\n",
       "      <td>10684</td>\n",
       "      <td>7</td>\n",
       "      <td>18TYN</td>\n",
       "      <td>2020-05-24 00:00:00</td>\n",
       "      <td>2020-05-24</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>385.565499</td>\n",
       "      <td>19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5545</td>\n",
       "      <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>4</th>\n",
       "      <td>4</td>\n",
       "      <td>US-Ha2</td>\n",
       "      <td>42.5393</td>\n",
       "      <td>-72.1779</td>\n",
       "      <td>11069</td>\n",
       "      <td>8</td>\n",
       "      <td>18TYN</td>\n",
       "      <td>2020-06-18 00:00:00</td>\n",
       "      <td>2020-06-18</td>\n",
       "      <td>170</td>\n",
       "      <td>...</td>\n",
       "      <td>454.438012</td>\n",
       "      <td>19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5545</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\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>247</th>\n",
       "      <td>247</td>\n",
       "      <td>US-xUK</td>\n",
       "      <td>39.0404</td>\n",
       "      <td>-95.1921</td>\n",
       "      <td>11909</td>\n",
       "      <td>6</td>\n",
       "      <td>15SUD</td>\n",
       "      <td>2020-08-11 00:00:00</td>\n",
       "      <td>2020-08-11</td>\n",
       "      <td>224</td>\n",
       "      <td>...</td>\n",
       "      <td>439.377199</td>\n",
       "      <td>17</td>\n",
       "      <td>5.8</td>\n",
       "      <td>0.4664</td>\n",
       "      <td>0.668879</td>\n",
       "      <td>0.37622</td>\n",
       "      <td>0.208882</td>\n",
       "      <td>1.421716e-07</td>\n",
       "      <td>0.533916</td>\n",
       "      <td>0.742798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>248</td>\n",
       "      <td>US-xUK</td>\n",
       "      <td>39.0404</td>\n",
       "      <td>-95.1921</td>\n",
       "      <td>16668</td>\n",
       "      <td>8</td>\n",
       "      <td>15SUD</td>\n",
       "      <td>2021-06-14 00:00:00</td>\n",
       "      <td>2021-06-14</td>\n",
       "      <td>165</td>\n",
       "      <td>...</td>\n",
       "      <td>405.251251</td>\n",
       "      <td>17</td>\n",
       "      <td>5.8</td>\n",
       "      <td>0.4664</td>\n",
       "      <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>249</th>\n",
       "      <td>249</td>\n",
       "      <td>US-xUK</td>\n",
       "      <td>39.0404</td>\n",
       "      <td>-95.1921</td>\n",
       "      <td>16810</td>\n",
       "      <td>8</td>\n",
       "      <td>15SUD</td>\n",
       "      <td>2021-06-23 00:00:00</td>\n",
       "      <td>2021-06-23</td>\n",
       "      <td>174</td>\n",
       "      <td>...</td>\n",
       "      <td>388.004691</td>\n",
       "      <td>17</td>\n",
       "      <td>5.8</td>\n",
       "      <td>0.4664</td>\n",
       "      <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>250</th>\n",
       "      <td>250</td>\n",
       "      <td>US-xUK</td>\n",
       "      <td>39.0404</td>\n",
       "      <td>-95.1921</td>\n",
       "      <td>16810</td>\n",
       "      <td>8</td>\n",
       "      <td>15SUD</td>\n",
       "      <td>2021-06-23 00:00:00</td>\n",
       "      <td>2021-06-23</td>\n",
       "      <td>174</td>\n",
       "      <td>...</td>\n",
       "      <td>463.095778</td>\n",
       "      <td>17</td>\n",
       "      <td>5.8</td>\n",
       "      <td>0.4664</td>\n",
       "      <td>21.707614</td>\n",
       "      <td>16.57893</td>\n",
       "      <td>2.452754</td>\n",
       "      <td>2.341402e-05</td>\n",
       "      <td>16.937392</td>\n",
       "      <td>19.390170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>251</td>\n",
       "      <td>US-xUN</td>\n",
       "      <td>46.2339</td>\n",
       "      <td>-89.5373</td>\n",
       "      <td>12274</td>\n",
       "      <td>4</td>\n",
       "      <td>15TYM</td>\n",
       "      <td>2020-09-04 00:00:00</td>\n",
       "      <td>2020-09-04</td>\n",
       "      <td>248</td>\n",
       "      <td>...</td>\n",
       "      <td>339.018157</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4592</td>\n",
       "      <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>252 rows × 86 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0.1   tower      lat      lon  orbit  scene   tile  \\\n",
       "0               0  US-Ha2  42.5393 -72.1779   9254      9  18TYN   \n",
       "1               1  US-Ha2  42.5393 -72.1779  10150      9  18TYN   \n",
       "2               2  US-Ha2  42.5393 -72.1779  10352      9  18TYN   \n",
       "3               3  US-Ha2  42.5393 -72.1779  10684      7  18TYN   \n",
       "4               4  US-Ha2  42.5393 -72.1779  11069      8  18TYN   \n",
       "..            ...     ...      ...      ...    ...    ...    ...   \n",
       "247           247  US-xUK  39.0404 -95.1921  11909      6  15SUD   \n",
       "248           248  US-xUK  39.0404 -95.1921  16668      8  15SUD   \n",
       "249           249  US-xUK  39.0404 -95.1921  16810      8  15SUD   \n",
       "250           250  US-xUK  39.0404 -95.1921  16810      8  15SUD   \n",
       "251           251  US-xUN  46.2339 -89.5373  12274      4  15TYM   \n",
       "\n",
       "                time_UTC    date_UTC  doy  ...       LWout  hour_of_day  Topt  \\\n",
       "0    2020-02-22 00:00:00  2020-02-22   53  ...  310.837408           19   0.0   \n",
       "1    2020-04-20 00:00:00  2020-04-20  111  ...  483.042043           19   0.0   \n",
       "2    2020-05-03 00:00:00  2020-05-03  124  ...  368.124775           19   0.0   \n",
       "3    2020-05-24 00:00:00  2020-05-24  145  ...  385.565499           19   0.0   \n",
       "4    2020-06-18 00:00:00  2020-06-18  170  ...  454.438012           19   0.0   \n",
       "..                   ...         ...  ...  ...         ...          ...   ...   \n",
       "247  2020-08-11 00:00:00  2020-08-11  224  ...  439.377199           17   5.8   \n",
       "248  2021-06-14 00:00:00  2021-06-14  165  ...  405.251251           17   5.8   \n",
       "249  2021-06-23 00:00:00  2021-06-23  174  ...  388.004691           17   5.8   \n",
       "250  2021-06-23 00:00:00  2021-06-23  174  ...  463.095778           17   5.8   \n",
       "251  2020-09-04 00:00:00  2020-09-04  248  ...  339.018157           18   0.0   \n",
       "\n",
       "     fAPARmax    Rn_soil         G   LE_soil     LE_canopy  LE_interception  \\\n",
       "0      0.5545   0.000000   0.00000  0.000000  0.000000e+00         0.000000   \n",
       "1      0.5545   0.000000   0.00000  0.000000  0.000000e+00         0.000000   \n",
       "2      0.5545   0.000000   0.00000  0.000000  0.000000e+00         0.000000   \n",
       "3      0.5545        NaN       NaN       NaN           NaN              NaN   \n",
       "4      0.5545   0.000000   0.00000  0.000000  0.000000e+00         0.000000   \n",
       "..        ...        ...       ...       ...           ...              ...   \n",
       "247    0.4664   0.668879   0.37622  0.208882  1.421716e-07         0.533916   \n",
       "248    0.4664        NaN       NaN       NaN           NaN              NaN   \n",
       "249    0.4664        NaN       NaN       NaN           NaN              NaN   \n",
       "250    0.4664  21.707614  16.57893  2.452754  2.341402e-05        16.937392   \n",
       "251    0.4592        NaN       NaN       NaN           NaN              NaN   \n",
       "\n",
       "            LE  \n",
       "0     0.000000  \n",
       "1     0.000000  \n",
       "2     0.000000  \n",
       "3          NaN  \n",
       "4     0.000000  \n",
       "..         ...  \n",
       "247   0.742798  \n",
       "248        NaN  \n",
       "249        NaN  \n",
       "250  19.390170  \n",
       "251        NaN  \n",
       "\n",
       "[252 rows x 86 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outputs_df = process_PTJPL_table(inputs_df)\n",
    "outputs_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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