tests/HDF5_compare.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "naughty-collection",
   "metadata": {},
   "source": [
    "HDF5 for HSP2 Input & Output Storage\n",
    "===\n",
    "\n",
    "[HDF5](https://www.hdfgroup.org/solutions/hdf5/) (Hierarchical Data Format v5) was chosen as a primary data storage file format for HSP2 model inputs and outputs. It is a high-performance, open binary format that has a long [history](https://en.wikipedia.org/wiki/Hierarchical_Data_Format) of use by academia, federal agencies, and industry. For more information on its selection, read [Why HSP2?: The Solution](https://github.com/respec/HSPsquared/wiki/Why-HSP2%3F#the-solution---hsp2).\n",
    "\n",
    "HDF5 has many benefits, but can nevertheless present challenges to new users. \n",
    "\n",
    "**This notebook demonstrates different approaches for opening and interacting with HDF5 files within the Python environment for HSP2** (i.e. the conda environment created by `environment_hsp2_py38.yml`).\n",
    "\n",
    "The [HDFView](https://www.hdfgroup.org/downloads/hdfview/) desktop utility software provides a visual HDF5 file browser that can support exploration of HDF5 files. We recommend downloading and using it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "polish-emission",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# conda environments:\n",
      "#\n",
      "                         /Users/aaufdenkampe/Documents/Python/holoviz_tutorial/envs/default\n",
      "                         /Users/aaufdenkampe/opt/anaconda3\n",
      "                         /Users/aaufdenkampe/opt/anaconda3/envs/R\n",
      "                         /Users/aaufdenkampe/opt/anaconda3/envs/WikiSRAT\n",
      "                         /Users/aaufdenkampe/opt/anaconda3/envs/djangoenv_py27_dev\n",
      "                         /Users/aaufdenkampe/opt/anaconda3/envs/djangoenv_py36_dev\n",
      "                         /Users/aaufdenkampe/opt/anaconda3/envs/djangoenv_py38_dj22_dev\n",
      "                         /Users/aaufdenkampe/opt/anaconda3/envs/hsp2_py38\n",
      "base                  *  /Users/aaufdenkampe/opt/anaconda3/envs/hsp2_py38_dev\n",
      "                         /Users/aaufdenkampe/opt/anaconda3/envs/pangeo\n",
      "                         /Users/aaufdenkampe/opt/anaconda3/envs/webinar\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Confirm environments, using '!' magic command to run conda commands as if from a console.\n",
    "# The active environment has a '*' in front of it.\n",
    "!conda info --envs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "confident-alexander",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'hsp2_py38_dev'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# An alternate approach to confirming the environment, using Python\n",
    "import os\n",
    "os.environ['CONDA_DEFAULT_ENV']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "traditional-afternoon",
   "metadata": {},
   "source": [
    "## Import Dependencies\n",
    "\n",
    "HSP2 interacts with HDF5 files primarily via the [PyTables](https://www.pytables.org) library, which offers some high-level capabilities and is tightly integrated with Pandas.\n",
    "\n",
    "The [h5py](http://www.h5py.org) library offers a full Pythonic interface to the HDF5 format and technology suite.\n",
    "\n",
    "Note: The [jupyterlab-hdf5](https://github.com/jupyterlab/jupyterlab-hdf5) extension is very promising, but not yet compatible with jupyterlab>=3.  \n",
    "https://github.com/jupyterlab/jupyterlab-hdf5/issues/42"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "valued-perry",
   "metadata": {},
   "outputs": [],
   "source": [
    "import tables  # PyTables\n",
    "import h5py\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "consistent-narrative",
   "metadata": {},
   "source": [
    "## Set Paths to HDF5 Files with `pathlib`\n",
    "\n",
    "Use the [pathlib](https://docs.python.org/3/library/pathlib.html) library (built-in to Python 3) to manage paths indpendentely of OS or environment.\n",
    "\n",
    "This blog post describes `pathlib`'s benefits relative to using the `os` library or manual approaches.\n",
    "- https://medium.com/@ageitgey/python-3-quick-tip-the-easy-way-to-deal-with-file-paths-on-windows-mac-and-linux-11a072b58d5f\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "sitting-style",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "welsh-underground",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PosixPath('/Users/aaufdenkampe')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get home directory\n",
    "Path.home()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "superior-adolescent",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PosixPath('/Users/aaufdenkampe/Documents/Python/limno.HSPsquared/tests')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get current working directory\n",
    "Path.cwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "patent-cleaner",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PosixPath('/Users/aaufdenkampe/Documents/Python/limno.HSPsquared/tests/_LargeFileStash/hsp2.h5')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# use the Path module to construct file paths\n",
    "project_folder = Path('Documents/Python/limno.HSPsquared/')\n",
    "data_folder    = Path('_LargeFileStash/')\n",
    "\n",
    "file_to_open = Path.cwd() / data_folder / \"hsp2.h5\"\n",
    "file_to_open"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "stopped-leisure",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[PosixPath('/Users/aaufdenkampe/Documents/Python/limno.HSPsquared/tests/_LargeFileStash/calleg_hsp2_dev_input.h5'),\n",
       " PosixPath('/Users/aaufdenkampe/Documents/Python/limno.HSPsquared/tests/_LargeFileStash/calleg_hsp2_devWDM_input-parts.h5')]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# list test files \n",
    "paths = [\n",
    "    Path.cwd() / data_folder / 'calleg_hsp2_dev_input.h5',\n",
    "    Path.cwd() / data_folder / 'calleg_hsp2_devWDM_input-parts.h5',\n",
    "]\n",
    "paths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "collect-terrace",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# test if your path points to a valid file\n",
    "paths[0].exists()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "impaired-neighbor",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "paths[1].exists()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "judicial-north",
   "metadata": {},
   "source": [
    "# Open an HSP2-created HDF5 file with Pandas\n",
    "\n",
    "Docs: \n",
    "- https://pandas.pydata.org/docs/user_guide/io.html#io-hdf5\n",
    "- https://pandas.pydata.org/docs/reference/api/pandas.read_hdf.html\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "honest-buyer",
   "metadata": {},
   "outputs": [],
   "source": [
    "store0 = pd.HDFStore(paths[0])\n",
    "store1 = pd.HDFStore(paths[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "proud-think",
   "metadata": {},
   "outputs": [
    {
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       " '/FTABLES/FT190',\n",
       " '/FTABLES/FT191',\n",
       " '/FTABLES/FT192',\n",
       " '/FTABLES/FT193',\n",
       " '/FTABLES/FT194',\n",
       " '/FTABLES/FT195',\n",
       " '/FTABLES/FT201',\n",
       " '/FTABLES/FT202',\n",
       " '/FTABLES/FT203',\n",
       " '/FTABLES/FT204',\n",
       " '/FTABLES/FT205',\n",
       " '/FTABLES/FT206',\n",
       " '/FTABLES/FT207',\n",
       " '/FTABLES/FT211',\n",
       " '/FTABLES/FT212',\n",
       " '/FTABLES/FT221',\n",
       " '/FTABLES/FT222',\n",
       " '/FTABLES/FT223',\n",
       " '/FTABLES/FT225',\n",
       " '/FTABLES/FT227',\n",
       " '/FTABLES/FT231',\n",
       " '/FTABLES/FT232',\n",
       " '/FTABLES/FT233',\n",
       " '/FTABLES/FT241',\n",
       " '/FTABLES/FT242',\n",
       " '/FTABLES/FT243',\n",
       " '/FTABLES/FT301',\n",
       " '/FTABLES/FT302',\n",
       " '/FTABLES/FT303',\n",
       " '/FTABLES/FT304',\n",
       " '/FTABLES/FT305',\n",
       " '/FTABLES/FT306',\n",
       " '/FTABLES/FT307',\n",
       " '/FTABLES/FT311',\n",
       " '/FTABLES/FT401',\n",
       " '/FTABLES/FT402',\n",
       " '/FTABLES/FT403',\n",
       " '/FTABLES/FT404',\n",
       " '/FTABLES/FT405',\n",
       " '/FTABLES/FT406',\n",
       " '/FTABLES/FT407',\n",
       " '/FTABLES/FT408',\n",
       " '/FTABLES/FT411',\n",
       " '/FTABLES/FT420',\n",
       " '/FTABLES/FT421',\n",
       " '/FTABLES/FT422',\n",
       " '/FTABLES/FT423',\n",
       " '/FTABLES/FT431',\n",
       " '/FTABLES/FT441',\n",
       " '/FTABLES/FT442',\n",
       " '/FTABLES/FT443',\n",
       " '/FTABLES/FT500',\n",
       " '/FTABLES/FT501',\n",
       " '/FTABLES/FT502',\n",
       " '/FTABLES/FT503',\n",
       " '/FTABLES/FT504',\n",
       " '/FTABLES/FT505',\n",
       " '/FTABLES/FT506',\n",
       " '/FTABLES/FT510',\n",
       " '/FTABLES/FT511',\n",
       " '/FTABLES/FT512',\n",
       " '/FTABLES/FT513',\n",
       " '/FTABLES/FT514',\n",
       " '/FTABLES/FT521',\n",
       " '/FTABLES/FT522',\n",
       " '/FTABLES/FT523',\n",
       " '/FTABLES/FT524',\n",
       " '/FTABLES/FT525',\n",
       " '/FTABLES/FT526',\n",
       " '/FTABLES/FT531',\n",
       " '/FTABLES/FT541',\n",
       " '/FTABLES/FT542',\n",
       " '/FTABLES/FT904',\n",
       " '/FTABLES/FT952',\n",
       " '/FTABLES/FT964',\n",
       " '/CONTROL/EXT_SOURCES',\n",
       " '/CONTROL/GLOBAL',\n",
       " '/CONTROL/LINKS',\n",
       " '/CONTROL/MASS_LINKS',\n",
       " '/CONTROL/OP_SEQUENCE']"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "store0.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "eastern-nudist",
   "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",
       "        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>Start</th>\n",
       "      <th>Stop</th>\n",
       "      <th>Freq</th>\n",
       "      <th>Length</th>\n",
       "      <th>TSTYPE</th>\n",
       "      <th>TFILL</th>\n",
       "      <th>STNAM</th>\n",
       "      <th>SCENARIO</th>\n",
       "      <th>CONSTITUENT</th>\n",
       "      <th>LOCATION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>TS401</th>\n",
       "      <td>1987-01-01 00:00:00</td>\n",
       "      <td>2004-01-01 00:00:00</td>\n",
       "      <td>1MS</td>\n",
       "      <td>204</td>\n",
       "      <td>PUMP</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>Cumulative Flow of 6 Downtown GW Wells</td>\n",
       "      <td>OBSERVED</td>\n",
       "      <td>PUMPOUT</td>\n",
       "      <td>DOWNTOWN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TS402</th>\n",
       "      <td>1987-01-01 00:00:00</td>\n",
       "      <td>2004-01-01 00:00:00</td>\n",
       "      <td>1MS</td>\n",
       "      <td>204</td>\n",
       "      <td>PUMP</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>Flow of GW pumped into storm drain by Pump #31 i</td>\n",
       "      <td>OBSERVED</td>\n",
       "      <td>PUMPOUT</td>\n",
       "      <td>PUMP_#31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TS403</th>\n",
       "      <td>1987-01-01 00:00:00</td>\n",
       "      <td>2004-01-01 00:00:00</td>\n",
       "      <td>1MS</td>\n",
       "      <td>204</td>\n",
       "      <td>PUMP</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>Flow of GW pumped into storm drain @ 2020 First</td>\n",
       "      <td>OBSERVED</td>\n",
       "      <td>PUMPIN</td>\n",
       "      <td>2020_1ST</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TS404</th>\n",
       "      <td>1987-01-01 00:00:00</td>\n",
       "      <td>2004-01-01 00:00:00</td>\n",
       "      <td>1MS</td>\n",
       "      <td>204</td>\n",
       "      <td>PUMP</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>Flow of GW pumped into storm drain @ Chain Dr in</td>\n",
       "      <td>OBSERVED</td>\n",
       "      <td>PUMPIN</td>\n",
       "      <td>CHAIN_DR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TS405</th>\n",
       "      <td>1987-01-01 00:00:00</td>\n",
       "      <td>2004-01-01 00:00:00</td>\n",
       "      <td>1MS</td>\n",
       "      <td>204</td>\n",
       "      <td>PUMP</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>Flow of GW pumped into storm drain @ Madera in S</td>\n",
       "      <td>OBSERVED</td>\n",
       "      <td>PUMPIN</td>\n",
       "      <td>MADERA</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TS9204</th>\n",
       "      <td>1987-01-01 00:00:00</td>\n",
       "      <td>2003-01-01 00:00:00</td>\n",
       "      <td>1D</td>\n",
       "      <td>5844</td>\n",
       "      <td>AGWO</td>\n",
       "      <td>-999.0</td>\n",
       "      <td></td>\n",
       "      <td>CALLEG</td>\n",
       "      <td>AGWO</td>\n",
       "      <td>MADERA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TS9911</th>\n",
       "      <td>1987-01-01 00:00:00</td>\n",
       "      <td>2003-01-01 00:00:00</td>\n",
       "      <td>1D</td>\n",
       "      <td>5844</td>\n",
       "      <td>FLOW</td>\n",
       "      <td>-999.0</td>\n",
       "      <td></td>\n",
       "      <td>CALLEG</td>\n",
       "      <td>FLOW</td>\n",
       "      <td>ARROY838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TS9403</th>\n",
       "      <td>1987-01-01 00:00:00</td>\n",
       "      <td>2003-01-01 00:00:00</td>\n",
       "      <td>1D</td>\n",
       "      <td>5844</td>\n",
       "      <td>IFWO</td>\n",
       "      <td>-999.0</td>\n",
       "      <td></td>\n",
       "      <td>CALLEG</td>\n",
       "      <td>IFWO</td>\n",
       "      <td>REVOLON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TS9409</th>\n",
       "      <td>1987-01-01 00:00:00</td>\n",
       "      <td>2003-01-01 00:00:00</td>\n",
       "      <td>1H</td>\n",
       "      <td>140256</td>\n",
       "      <td>WPPT</td>\n",
       "      <td>-999.0</td>\n",
       "      <td></td>\n",
       "      <td>CALLEG</td>\n",
       "      <td>WPPT</td>\n",
       "      <td>REVOLON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TS9802</th>\n",
       "      <td>1987-01-01 00:00:00</td>\n",
       "      <td>2003-01-01 00:00:00</td>\n",
       "      <td>1D</td>\n",
       "      <td>5844</td>\n",
       "      <td>SURO</td>\n",
       "      <td>-999.0</td>\n",
       "      <td></td>\n",
       "      <td>CALLEG</td>\n",
       "      <td>SURO</td>\n",
       "      <td>BEARDSLY</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>235 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Start                 Stop Freq  Length TSTYPE  TFILL  \\\n",
       "TS401   1987-01-01 00:00:00  2004-01-01 00:00:00  1MS     204   PUMP -999.0   \n",
       "TS402   1987-01-01 00:00:00  2004-01-01 00:00:00  1MS     204   PUMP -999.0   \n",
       "TS403   1987-01-01 00:00:00  2004-01-01 00:00:00  1MS     204   PUMP -999.0   \n",
       "TS404   1987-01-01 00:00:00  2004-01-01 00:00:00  1MS     204   PUMP -999.0   \n",
       "TS405   1987-01-01 00:00:00  2004-01-01 00:00:00  1MS     204   PUMP -999.0   \n",
       "...                     ...                  ...  ...     ...    ...    ...   \n",
       "TS9204  1987-01-01 00:00:00  2003-01-01 00:00:00   1D    5844   AGWO -999.0   \n",
       "TS9911  1987-01-01 00:00:00  2003-01-01 00:00:00   1D    5844   FLOW -999.0   \n",
       "TS9403  1987-01-01 00:00:00  2003-01-01 00:00:00   1D    5844   IFWO -999.0   \n",
       "TS9409  1987-01-01 00:00:00  2003-01-01 00:00:00   1H  140256   WPPT -999.0   \n",
       "TS9802  1987-01-01 00:00:00  2003-01-01 00:00:00   1D    5844   SURO -999.0   \n",
       "\n",
       "                                                   STNAM  SCENARIO  \\\n",
       "TS401             Cumulative Flow of 6 Downtown GW Wells  OBSERVED   \n",
       "TS402   Flow of GW pumped into storm drain by Pump #31 i  OBSERVED   \n",
       "TS403    Flow of GW pumped into storm drain @ 2020 First  OBSERVED   \n",
       "TS404   Flow of GW pumped into storm drain @ Chain Dr in  OBSERVED   \n",
       "TS405   Flow of GW pumped into storm drain @ Madera in S  OBSERVED   \n",
       "...                                                  ...       ...   \n",
       "TS9204                                                      CALLEG   \n",
       "TS9911                                                      CALLEG   \n",
       "TS9403                                                      CALLEG   \n",
       "TS9409                                                      CALLEG   \n",
       "TS9802                                                      CALLEG   \n",
       "\n",
       "       CONSTITUENT  LOCATION  \n",
       "TS401      PUMPOUT  DOWNTOWN  \n",
       "TS402      PUMPOUT  PUMP_#31  \n",
       "TS403       PUMPIN  2020_1ST  \n",
       "TS404       PUMPIN  CHAIN_DR  \n",
       "TS405       PUMPIN    MADERA  \n",
       "...            ...       ...  \n",
       "TS9204        AGWO    MADERA  \n",
       "TS9911        FLOW  ARROY838  \n",
       "TS9403        IFWO   REVOLON  \n",
       "TS9409        WPPT   REVOLON  \n",
       "TS9802        SURO  BEARDSLY  \n",
       "\n",
       "[235 rows x 10 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds0 = store0.select('/TIMESERIES/SUMMARY')\n",
    "ds0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "structured-anniversary",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Start          1987-01-01 00:00:00\n",
       "Stop           2003-01-01 00:00:00\n",
       "Freq                            1D\n",
       "Length                        5844\n",
       "TSTYPE                        FLOW\n",
       "TFILL                       -999.0\n",
       "STNAM                             \n",
       "SCENARIO                    CALLEG\n",
       "CONSTITUENT                   FLOW\n",
       "LOCATION                  ARROY831\n",
       "Name: TS9906, dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds0.loc['TS9906']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "13d83301-83f8-4fdb-8ab0-c03ade4ba89f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1987-01-01    0.0\n",
       "1987-01-02    0.0\n",
       "1987-01-03    0.0\n",
       "1987-01-04    0.0\n",
       "1987-01-05    0.0\n",
       "             ... \n",
       "2002-12-27    0.0\n",
       "2002-12-28    0.0\n",
       "2002-12-29    0.0\n",
       "2002-12-30    0.0\n",
       "2002-12-31    0.0\n",
       "Freq: D, Length: 5844, dtype: float32"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds0ts = store0.select('/TIMESERIES/TS9906')\n",
    "ds0ts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "15214f51-1614-4fc3-ac28-ef919f27ca8b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/TIMESERIES/LAPSE_Table',\n",
       " '/TIMESERIES/SEASONS_Table',\n",
       " '/TIMESERIES/Saturated_Vapor_Pressure_Table',\n",
       " '/TIMESERIES/TS049',\n",
       " '/TIMESERIES/TS1000',\n",
       " '/TIMESERIES/TS1169',\n",
       " '/TIMESERIES/TS1171',\n",
       " '/TIMESERIES/TS1239',\n",
       " '/TIMESERIES/TS141',\n",
       " '/TIMESERIES/TS154',\n",
       " '/TIMESERIES/TS168',\n",
       " '/TIMESERIES/TS169',\n",
       " '/TIMESERIES/TS175',\n",
       " '/TIMESERIES/TS177',\n",
       " '/TIMESERIES/TS1802',\n",
       " '/TIMESERIES/TS187',\n",
       " '/TIMESERIES/TS188',\n",
       " '/TIMESERIES/TS190',\n",
       " '/TIMESERIES/TS193',\n",
       " '/TIMESERIES/TS194',\n",
       " '/TIMESERIES/TS196',\n",
       " '/TIMESERIES/TS227',\n",
       " '/TIMESERIES/TS234',\n",
       " '/TIMESERIES/TS238',\n",
       " '/TIMESERIES/TS242',\n",
       " '/TIMESERIES/TS249',\n",
       " '/TIMESERIES/TS250',\n",
       " '/TIMESERIES/TS259',\n",
       " '/TIMESERIES/TS301',\n",
       " '/TIMESERIES/TS302',\n",
       " '/TIMESERIES/TS303',\n",
       " '/TIMESERIES/TS304',\n",
       " '/TIMESERIES/TS305',\n",
       " '/TIMESERIES/TS306',\n",
       " '/TIMESERIES/TS307',\n",
       " '/TIMESERIES/TS311',\n",
       " '/TIMESERIES/TS312',\n",
       " '/TIMESERIES/TS313',\n",
       " '/TIMESERIES/TS321',\n",
       " '/TIMESERIES/TS322',\n",
       " '/TIMESERIES/TS323',\n",
       " '/TIMESERIES/TS324',\n",
       " '/TIMESERIES/TS325',\n",
       " '/TIMESERIES/TS335',\n",
       " '/TIMESERIES/TS401',\n",
       " '/TIMESERIES/TS402',\n",
       " '/TIMESERIES/TS403',\n",
       " '/TIMESERIES/TS404',\n",
       " '/TIMESERIES/TS405',\n",
       " '/TIMESERIES/TS406',\n",
       " '/TIMESERIES/TS407',\n",
       " '/TIMESERIES/TS408',\n",
       " '/TIMESERIES/TS6001',\n",
       " '/TIMESERIES/TS6049',\n",
       " '/TIMESERIES/TS6141',\n",
       " '/TIMESERIES/TS6175',\n",
       " '/TIMESERIES/TS6177',\n",
       " '/TIMESERIES/TS6190',\n",
       " '/TIMESERIES/TS6194',\n",
       " '/TIMESERIES/TS6238',\n",
       " '/TIMESERIES/TS6250',\n",
       " '/TIMESERIES/TS6259',\n",
       " '/TIMESERIES/TS7001',\n",
       " '/TIMESERIES/TS7011',\n",
       " '/TIMESERIES/TS7017',\n",
       " '/TIMESERIES/TS7020',\n",
       " '/TIMESERIES/TS7021',\n",
       " '/TIMESERIES/TS7029',\n",
       " '/TIMESERIES/TS7034',\n",
       " '/TIMESERIES/TS7053',\n",
       " '/TIMESERIES/TS7057',\n",
       " '/TIMESERIES/TS7065',\n",
       " '/TIMESERIES/TS776',\n",
       " '/TIMESERIES/TS778',\n",
       " '/TIMESERIES/TS780',\n",
       " '/TIMESERIES/TS781',\n",
       " '/TIMESERIES/TS782',\n",
       " '/TIMESERIES/TS800',\n",
       " '/TIMESERIES/TS802',\n",
       " '/TIMESERIES/TS803',\n",
       " '/TIMESERIES/TS805',\n",
       " '/TIMESERIES/TS806',\n",
       " '/TIMESERIES/TS8100',\n",
       " '/TIMESERIES/TS830',\n",
       " '/TIMESERIES/TS8300',\n",
       " '/TIMESERIES/TS831',\n",
       " '/TIMESERIES/TS832',\n",
       " '/TIMESERIES/TS833',\n",
       " '/TIMESERIES/TS834',\n",
       " '/TIMESERIES/TS836',\n",
       " '/TIMESERIES/TS838',\n",
       " '/TIMESERIES/TS839',\n",
       " '/TIMESERIES/TS841',\n",
       " '/TIMESERIES/TS8700',\n",
       " '/TIMESERIES/TS9101',\n",
       " '/TIMESERIES/TS9109',\n",
       " '/TIMESERIES/TS9202',\n",
       " '/TIMESERIES/TS9207',\n",
       " '/TIMESERIES/TS9306',\n",
       " '/TIMESERIES/TS9402',\n",
       " '/TIMESERIES/TS9501',\n",
       " '/TIMESERIES/TS9502',\n",
       " '/TIMESERIES/TS9504',\n",
       " '/TIMESERIES/TS9701',\n",
       " '/TIMESERIES/TS9702',\n",
       " '/TIMESERIES/TS9804',\n",
       " '/TIMESERIES/TS9809',\n",
       " '/TIMESERIES/TS9909',\n",
       " '/TIMESERIES/TS9913',\n",
       " '/TIMESERIES/TS9916',\n",
       " '/RCHRES/HYDR/PARAMETERS',\n",
       " '/RCHRES/HYDR/SAVE',\n",
       " '/RCHRES/HYDR/STATES',\n",
       " '/RCHRES/GENERAL/ACTIVITY',\n",
       " '/RCHRES/GENERAL/INFO',\n",
       " '/PERLND/PWATER/PARAMETERS',\n",
       " '/PERLND/PWATER/SAVE',\n",
       " '/PERLND/PWATER/STATES',\n",
       " '/PERLND/PWATER/MONTHLY/CEPSC',\n",
       " '/PERLND/PWATER/MONTHLY/LZETP',\n",
       " '/PERLND/PWATER/MONTHLY/UZSN',\n",
       " '/PERLND/GENERAL/ACTIVITY',\n",
       " '/PERLND/GENERAL/INFO',\n",
       " '/IMPLND/IWATER/PARAMETERS',\n",
       " '/IMPLND/IWATER/SAVE',\n",
       " '/IMPLND/IWATER/STATES',\n",
       " '/IMPLND/GENERAL/ACTIVITY',\n",
       " '/IMPLND/GENERAL/INFO',\n",
       " '/FTABLES/FT001',\n",
       " '/FTABLES/FT002',\n",
       " '/FTABLES/FT003',\n",
       " '/FTABLES/FT004',\n",
       " '/FTABLES/FT005',\n",
       " '/FTABLES/FT006',\n",
       " '/FTABLES/FT007',\n",
       " '/FTABLES/FT008',\n",
       " '/FTABLES/FT009',\n",
       " '/FTABLES/FT010',\n",
       " '/FTABLES/FT011',\n",
       " '/FTABLES/FT021',\n",
       " '/FTABLES/FT022',\n",
       " '/FTABLES/FT023',\n",
       " '/FTABLES/FT024',\n",
       " '/FTABLES/FT025',\n",
       " '/FTABLES/FT031',\n",
       " '/FTABLES/FT041',\n",
       " '/FTABLES/FT042',\n",
       " '/FTABLES/FT043',\n",
       " '/FTABLES/FT044',\n",
       " '/FTABLES/FT045',\n",
       " '/FTABLES/FT046',\n",
       " '/FTABLES/FT051',\n",
       " '/FTABLES/FT052',\n",
       " '/FTABLES/FT061',\n",
       " '/FTABLES/FT062',\n",
       " '/FTABLES/FT063',\n",
       " '/FTABLES/FT064',\n",
       " '/FTABLES/FT065',\n",
       " '/FTABLES/FT071',\n",
       " '/FTABLES/FT072',\n",
       " '/FTABLES/FT081',\n",
       " '/FTABLES/FT082',\n",
       " '/FTABLES/FT091',\n",
       " '/FTABLES/FT092',\n",
       " '/FTABLES/FT101',\n",
       " '/FTABLES/FT102',\n",
       " '/FTABLES/FT103',\n",
       " '/FTABLES/FT104',\n",
       " '/FTABLES/FT105',\n",
       " '/FTABLES/FT106',\n",
       " '/FTABLES/FT107',\n",
       " '/FTABLES/FT108',\n",
       " '/FTABLES/FT109',\n",
       " '/FTABLES/FT190',\n",
       " '/FTABLES/FT191',\n",
       " '/FTABLES/FT192',\n",
       " '/FTABLES/FT193',\n",
       " '/FTABLES/FT194',\n",
       " '/FTABLES/FT195',\n",
       " '/FTABLES/FT201',\n",
       " '/FTABLES/FT202',\n",
       " '/FTABLES/FT203',\n",
       " '/FTABLES/FT204',\n",
       " '/FTABLES/FT205',\n",
       " '/FTABLES/FT206',\n",
       " '/FTABLES/FT207',\n",
       " '/FTABLES/FT211',\n",
       " '/FTABLES/FT212',\n",
       " '/FTABLES/FT221',\n",
       " '/FTABLES/FT222',\n",
       " '/FTABLES/FT223',\n",
       " '/FTABLES/FT225',\n",
       " '/FTABLES/FT227',\n",
       " '/FTABLES/FT231',\n",
       " '/FTABLES/FT232',\n",
       " '/FTABLES/FT233',\n",
       " '/FTABLES/FT241',\n",
       " '/FTABLES/FT242',\n",
       " '/FTABLES/FT243',\n",
       " '/FTABLES/FT301',\n",
       " '/FTABLES/FT302',\n",
       " '/FTABLES/FT303',\n",
       " '/FTABLES/FT304',\n",
       " '/FTABLES/FT305',\n",
       " '/FTABLES/FT306',\n",
       " '/FTABLES/FT307',\n",
       " '/FTABLES/FT311',\n",
       " '/FTABLES/FT401',\n",
       " '/FTABLES/FT402',\n",
       " '/FTABLES/FT403',\n",
       " '/FTABLES/FT404',\n",
       " '/FTABLES/FT405',\n",
       " '/FTABLES/FT406',\n",
       " '/FTABLES/FT407',\n",
       " '/FTABLES/FT408',\n",
       " '/FTABLES/FT411',\n",
       " '/FTABLES/FT420',\n",
       " '/FTABLES/FT421',\n",
       " '/FTABLES/FT422',\n",
       " '/FTABLES/FT423',\n",
       " '/FTABLES/FT431',\n",
       " '/FTABLES/FT441',\n",
       " '/FTABLES/FT442',\n",
       " '/FTABLES/FT443',\n",
       " '/FTABLES/FT500',\n",
       " '/FTABLES/FT501',\n",
       " '/FTABLES/FT502',\n",
       " '/FTABLES/FT503',\n",
       " '/FTABLES/FT504',\n",
       " '/FTABLES/FT505',\n",
       " '/FTABLES/FT506',\n",
       " '/FTABLES/FT510',\n",
       " '/FTABLES/FT511',\n",
       " '/FTABLES/FT512',\n",
       " '/FTABLES/FT513',\n",
       " '/FTABLES/FT514',\n",
       " '/FTABLES/FT521',\n",
       " '/FTABLES/FT522',\n",
       " '/FTABLES/FT523',\n",
       " '/FTABLES/FT524',\n",
       " '/FTABLES/FT525',\n",
       " '/FTABLES/FT526',\n",
       " '/FTABLES/FT531',\n",
       " '/FTABLES/FT541',\n",
       " '/FTABLES/FT542',\n",
       " '/FTABLES/FT904',\n",
       " '/FTABLES/FT952',\n",
       " '/FTABLES/FT964',\n",
       " '/CONTROL/EXT_SOURCES',\n",
       " '/CONTROL/GLOBAL',\n",
       " '/CONTROL/LINKS',\n",
       " '/CONTROL/MASS_LINKS',\n",
       " '/CONTROL/OP_SEQUENCE']"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "store1.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "soviet-spokesman",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'No object named /TIMESERIES/SUMMARY in the file'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-17-b86cd7dda88d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mds1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstore1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mselect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/TIMESERIES/SUMMARY'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mds1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/envs/hsp2_py38_dev/lib/python3.8/site-packages/pandas/io/pytables.py\u001b[0m in \u001b[0;36mselect\u001b[0;34m(self, key, where, start, stop, columns, iterator, chunksize, auto_close)\u001b[0m\n\u001b[1;32m    848\u001b[0m         \u001b[0mgroup\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_node\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    849\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mgroup\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 850\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"No object named {key} in the file\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    851\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    852\u001b[0m         \u001b[0;31m# create the storer and axes\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'No object named /TIMESERIES/SUMMARY in the file'"
     ]
    }
   ],
   "source": [
    "ds1 = store1.select('/TIMESERIES/SUMMARY')\n",
    "ds1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "biological-commons",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'ds1' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-18-38484e273258>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mds1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'ds1' is not defined"
     ]
    }
   ],
   "source": [
    "ds1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "defensive-title",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1976-01-01 00:00:00    True\n",
       "1976-01-01 01:00:00    True\n",
       "1976-01-01 02:00:00    True\n",
       "1976-01-01 03:00:00    True\n",
       "1976-01-01 04:00:00    True\n",
       "                       ... \n",
       "1976-12-31 19:00:00    True\n",
       "1976-12-31 20:00:00    True\n",
       "1976-12-31 21:00:00    True\n",
       "1976-12-31 22:00:00    True\n",
       "1976-12-31 23:00:00    True\n",
       "Freq: H, Length: 8784, dtype: bool"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compare = ds0 == ds1\n",
    "# compare = store0.select('/TIMESERIES/SUMMARY') == store1.select('/TIMESERIES/SUMMARY')\n",
    "compare"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "interim-queen",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 19 entries, TS039 to TS140\n",
      "Data columns (total 8 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   Start   19 non-null     object \n",
      " 1   Stop    19 non-null     object \n",
      " 2   Freq    19 non-null     object \n",
      " 3   Length  19 non-null     int64  \n",
      " 4   TSTYPE  19 non-null     object \n",
      " 5   TFILL   19 non-null     float64\n",
      " 6   STAID   19 non-null     object \n",
      " 7   STNAM   19 non-null     object \n",
      "dtypes: float64(1), int64(1), object(6)\n",
      "memory usage: 1.3+ KB\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 19 entries, TS039 to TS140\n",
      "Data columns (total 8 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   Start   19 non-null     object \n",
      " 1   Stop    19 non-null     object \n",
      " 2   Freq    19 non-null     object \n",
      " 3   Length  19 non-null     int64  \n",
      " 4   TSTYPE  19 non-null     object \n",
      " 5   TFILL   19 non-null     float64\n",
      " 6   STAID   19 non-null     object \n",
      " 7   STNAM   19 non-null     object \n",
      "dtypes: float64(1), int64(1), object(6)\n",
      "memory usage: 1.3+ KB\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds0.info() == ds1.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "working-andrew",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/CONTROL/GLOBAL'"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key = store1.keys()[105]\n",
    "key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "sweet-relay",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 3 entries, Comment to Stop\n",
      "Data columns (total 1 columns):\n",
      " #   Column  Non-Null Count  Dtype \n",
      "---  ------  --------------  ----- \n",
      " 0   Info    3 non-null      object\n",
      "dtypes: object(1)\n",
      "memory usage: 48.0+ bytes\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 3 entries, Comment to Stop\n",
      "Data columns (total 1 columns):\n",
      " #   Column  Non-Null Count  Dtype \n",
      "---  ------  --------------  ----- \n",
      " 0   Info    3 non-null      object\n",
      "dtypes: object(1)\n",
      "memory usage: 48.0+ bytes\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "store0.select(key).info() == store1.select(key).info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "honey-travel",
   "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",
       "        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>Info</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Comment</th>\n",
       "      <td>Version 11 test run: PERLND and IMPLND w/ RCHR...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Start</th>\n",
       "      <td>1976-01-01 00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stop</th>\n",
       "      <td>1977-01-01 00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      Info\n",
       "Comment  Version 11 test run: PERLND and IMPLND w/ RCHR...\n",
       "Start                                     1976-01-01 00:00\n",
       "Stop                                      1977-01-01 00:00"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "store1.select(key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "compound-appeal",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Comment', 'Start', 'Stop'], dtype='object')"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "store0.select(key).index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "spread-criminal",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Comment', 'Start', 'Stop'], dtype='object')"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "store1.select(key).index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "knowing-daily",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ True,  True,  True])"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "store0.select(key).index == store1.select(key).index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "iraqi-coaching",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'compare_info' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-37-c998a0029df7>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0;31m#     compare_info = ds0_.info() == ds1_.info()\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m     \u001b[0mcompares\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcompare_info\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcompare\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'compare_info' is not defined"
     ]
    }
   ],
   "source": [
    "compares = []  # initialize empty list\n",
    "\n",
    "for key in store0.keys()[100:]:\n",
    "    ds0_ = store0.select(key)\n",
    "#     print(ds0_)\n",
    "    ds1_ = store1.select(key)\n",
    "#     print(ds1_)\n",
    "    compare = ds0_ == ds1_\n",
    "#     compare_info = ds0_.info() == ds1_.info()\n",
    "\n",
    "    compares.append([key, compare_info, compare])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "hybrid-cologne",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['/TIMESERIES/TS041',\n",
       "  True,\n",
       "  1976-01-01    True\n",
       "  1976-01-02    True\n",
       "  1976-01-03    True\n",
       "  1976-01-04    True\n",
       "  1976-01-05    True\n",
       "                ... \n",
       "  1976-12-27    True\n",
       "  1976-12-28    True\n",
       "  1976-12-29    True\n",
       "  1976-12-30    True\n",
       "  1976-12-31    True\n",
       "  Freq: D, Length: 366, dtype: bool],\n",
       " ['/TIMESERIES/TS042',\n",
       "  True,\n",
       "  1976-01-01    True\n",
       "  1976-01-02    True\n",
       "  1976-01-03    True\n",
       "  1976-01-04    True\n",
       "  1976-01-05    True\n",
       "                ... \n",
       "  1976-12-27    True\n",
       "  1976-12-28    True\n",
       "  1976-12-29    True\n",
       "  1976-12-30    True\n",
       "  1976-12-31    True\n",
       "  Freq: D, Length: 366, dtype: bool],\n",
       " ['/TIMESERIES/TS046',\n",
       "  True,\n",
       "  1976-01-01 00:00:00    True\n",
       "  1976-01-01 02:00:00    True\n",
       "  1976-01-01 04:00:00    True\n",
       "  1976-01-01 06:00:00    True\n",
       "  1976-01-01 08:00:00    True\n",
       "                         ... \n",
       "  1976-12-31 14:00:00    True\n",
       "  1976-12-31 16:00:00    True\n",
       "  1976-12-31 18:00:00    True\n",
       "  1976-12-31 20:00:00    True\n",
       "  1976-12-31 22:00:00    True\n",
       "  Freq: 2H, Length: 4392, dtype: bool],\n",
       " ['/TIMESERIES/TS113',\n",
       "  True,\n",
       "  1976-01-01    True\n",
       "  1976-01-02    True\n",
       "  1976-01-03    True\n",
       "  1976-01-04    True\n",
       "  1976-01-05    True\n",
       "                ... \n",
       "  1976-12-27    True\n",
       "  1976-12-28    True\n",
       "  1976-12-29    True\n",
       "  1976-12-30    True\n",
       "  1976-12-31    True\n",
       "  Freq: D, Length: 366, dtype: bool],\n",
       " ['/TIMESERIES/TS119',\n",
       "  True,\n",
       "  1976-01-01    True\n",
       "  1976-01-02    True\n",
       "  1976-01-03    True\n",
       "  1976-01-04    True\n",
       "  1976-01-05    True\n",
       "                ... \n",
       "  1976-12-27    True\n",
       "  1976-12-28    True\n",
       "  1976-12-29    True\n",
       "  1976-12-30    True\n",
       "  1976-12-31    True\n",
       "  Freq: D, Length: 366, dtype: bool]]"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compares"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "worse-seafood",
   "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",
       "        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>Info</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Comment</th>\n",
       "      <td>Version 11 test run: PERLND and IMPLND w/ RCHR...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Start</th>\n",
       "      <td>1976-01-01 00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stop</th>\n",
       "      <td>1977-01-01 00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      Info\n",
       "Comment  Version 11 test run: PERLND and IMPLND w/ RCHR...\n",
       "Start                                     1976-01-01 00:00\n",
       "Stop                                      1977-01-01 00:00"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "store1.select('/CONTROL/GLOBAL')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "healthy-superintendent",
   "metadata": {},
   "outputs": [],
   "source": [
    "from HSP2 import get_uci"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "nervous-calcium",
   "metadata": {},
   "outputs": [],
   "source": [
    "uci_tuple = get_uci(store1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "understanding-people",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(  OPERATION SEGMENT  INDELT_minutes\n",
       " 0    PERLND    P001              60\n",
       " 1    RCHRES    R001              60\n",
       " 2    RCHRES    R002              60\n",
       " 3    RCHRES    R003              60\n",
       " 4    RCHRES    R004              60\n",
       " 5    IMPLND    I001              60\n",
       " 6    RCHRES    R005              60,\n",
       " defaultdict(list,\n",
       "             {'R001': [Pandas(Index=0, AFACTR=6000.0, MLNO='ML001', SVOL='PERLND', SVOLNO='P001', TMEMSB1='', TMEMSB2='', TVOL='RCHRES', TVOLNO='R001', MFACTOR='', SGRPN='', SMEMN='', SMEMSB='', TGRPN='', TMEMN='', TMEMSB='', TRAN='', COMMENTS='')],\n",
       "              'R002': [Pandas(Index=2, AFACTR=1.0, MLNO='ML003', SVOL='RCHRES', SVOLNO='R001', TMEMSB1='', TMEMSB2='', TVOL='RCHRES', TVOLNO='R002', MFACTOR='', SGRPN='', SMEMN='', SMEMSB='', TGRPN='', TMEMN='', TMEMSB='', TRAN='', COMMENTS='')],\n",
       "              'R003': [Pandas(Index=3, AFACTR=1.0, MLNO='ML004', SVOL='RCHRES', SVOLNO='R001', TMEMSB1='', TMEMSB2='', TVOL='RCHRES', TVOLNO='R003', MFACTOR='', SGRPN='', SMEMN='', SMEMSB='', TGRPN='', TMEMN='', TMEMSB='', TRAN='', COMMENTS='')],\n",
       "              'R004': [Pandas(Index=4, AFACTR=1.0, MLNO='ML005', SVOL='RCHRES', SVOLNO='R002', TMEMSB1='', TMEMSB2='', TVOL='RCHRES', TVOLNO='R004', MFACTOR='', SGRPN='', SMEMN='', SMEMSB='', TGRPN='', TMEMN='', TMEMSB='', TRAN='', COMMENTS=''),\n",
       "               Pandas(Index=5, AFACTR=1.0, MLNO='ML005', SVOL='RCHRES', SVOLNO='R003', TMEMSB1='', TMEMSB2='', TVOL='RCHRES', TVOLNO='R004', MFACTOR='', SGRPN='', SMEMN='', SMEMSB='', TGRPN='', TMEMN='', TMEMSB='', TRAN='', COMMENTS='')],\n",
       "              'R005': [Pandas(Index=1, AFACTR=3000.0, MLNO='ML002', SVOL='IMPLND', SVOLNO='I001', TMEMSB1='', TMEMSB2='', TVOL='RCHRES', TVOLNO='R005', MFACTOR='', SGRPN='', SMEMN='', SMEMSB='', TGRPN='', TMEMN='', TMEMSB='', TRAN='', COMMENTS=''),\n",
       "               Pandas(Index=6, AFACTR=1.0, MLNO='ML005', SVOL='RCHRES', SVOLNO='R004', TMEMSB1='', TMEMSB2='', TVOL='RCHRES', TVOLNO='R005', MFACTOR='', SGRPN='', SMEMN='', SMEMSB='', TGRPN='', TMEMN='', TMEMSB='', TRAN='', COMMENTS='')]}),\n",
       " defaultdict(list,\n",
       "             {'ML001': [Pandas(Index=0, SVOL='PERLND', SGRPN='PWATER', SMEMN='PERO', SMEMSB1='', SMEMSB2='', MFACTOR=0.0833333, TVOL='RCHRES', TMEMN='IVOL', TMEMSB1='', TMEMSB2='', MLNO='ML001', COMMENTS=''),\n",
       "               Pandas(Index=1, SVOL='PERLND', SGRPN='PWTGAS', SMEMN='POHT', SMEMSB1='', SMEMSB2='', MFACTOR=1.0, TVOL='RCHRES', TMEMN='IHEAT', TMEMSB1='', TMEMSB2='', MLNO='ML001', COMMENTS=''),\n",
       "               Pandas(Index=2, SVOL='PERLND', SGRPN='PWTGAS', SMEMN='PODOXM', SMEMSB1='', SMEMSB2='', MFACTOR=1.0, TVOL='RCHRES', TMEMN='OXIF', TMEMSB1='1', TMEMSB2='', MLNO='ML001', COMMENTS=''),\n",
       "               Pandas(Index=3, SVOL='PERLND', SGRPN='PWTGAS', SMEMN='POCO2M', SMEMSB1='', SMEMSB2='', MFACTOR=1.0, TVOL='RCHRES', TMEMN='PHIF', TMEMSB1='2', TMEMSB2='', MLNO='ML001', COMMENTS='')],\n",
       "              'ML002': [Pandas(Index=4, SVOL='IMPLND', SGRPN='IWATER', SMEMN='SURO', SMEMSB1='', SMEMSB2='', MFACTOR=0.0833333, TVOL='RCHRES', TMEMN='IVOL', TMEMSB1='', TMEMSB2='', MLNO='ML002', COMMENTS=''),\n",
       "               Pandas(Index=5, SVOL='IMPLND', SGRPN='SOLIDS', SMEMN='SOSLD', SMEMSB1='', SMEMSB2='', MFACTOR=0.1, TVOL='RCHRES', TMEMN='ISED', TMEMSB1='1', TMEMSB2='', MLNO='ML002', COMMENTS=''),\n",
       "               Pandas(Index=6, SVOL='IMPLND', SGRPN='SOLIDS', SMEMN='SOSLD', SMEMSB1='', SMEMSB2='', MFACTOR=0.46, TVOL='RCHRES', TMEMN='ISED', TMEMSB1='2', TMEMSB2='', MLNO='ML002', COMMENTS=''),\n",
       "               Pandas(Index=7, SVOL='IMPLND', SGRPN='SOLIDS', SMEMN='SOSLD', SMEMSB1='', SMEMSB2='', MFACTOR=0.44, TVOL='RCHRES', TMEMN='ISED', TMEMSB1='3', TMEMSB2='', MLNO='ML002', COMMENTS=''),\n",
       "               Pandas(Index=8, SVOL='IMPLND', SGRPN='IWTGAS', SMEMN='SOHT', SMEMSB1='', SMEMSB2='', MFACTOR=1.0, TVOL='RCHRES', TMEMN='IHEAT', TMEMSB1='', TMEMSB2='', MLNO='ML002', COMMENTS=''),\n",
       "               Pandas(Index=9, SVOL='IMPLND', SGRPN='IWTGAS', SMEMN='SODOXM', SMEMSB1='', SMEMSB2='', MFACTOR=1.0, TVOL='RCHRES', TMEMN='OXIF', TMEMSB1='1', TMEMSB2='', MLNO='ML002', COMMENTS=''),\n",
       "               Pandas(Index=10, SVOL='IMPLND', SGRPN='IWTGAS', SMEMN='SOCO2M', SMEMSB1='', SMEMSB2='', MFACTOR=1.0, TVOL='RCHRES', TMEMN='PHIF', TMEMSB1='2', TMEMSB2='', MLNO='ML002', COMMENTS=''),\n",
       "               Pandas(Index=11, SVOL='IMPLND', SGRPN='IQUAL', SMEMN='SOQUAL', SMEMSB1='', SMEMSB2='', MFACTOR=1.0, TVOL='RCHRES', TMEMN='OXIF', TMEMSB1='2', TMEMSB2='', MLNO='ML002', COMMENTS='')],\n",
       "              'ML003': [Pandas(Index=12, SVOL='RCHRES', SGRPN='OFLOW', SMEMN='', SMEMSB1='1', SMEMSB2='', MFACTOR=1.0, TVOL='RCHRES', TMEMN='', TMEMSB1='', TMEMSB2='', MLNO='ML003', COMMENTS='')],\n",
       "              'ML004': [Pandas(Index=13, SVOL='RCHRES', SGRPN='OFLOW', SMEMN='', SMEMSB1='2', SMEMSB2='', MFACTOR=1.0, TVOL='RCHRES', TMEMN='', TMEMSB1='', TMEMSB2='', MLNO='ML004', COMMENTS='')],\n",
       "              'ML005': [Pandas(Index=14, SVOL='RCHRES', SGRPN='ROFLOW', SMEMN='', SMEMSB1='', SMEMSB2='', MFACTOR=1.0, TVOL='RCHRES', TMEMN='', TMEMSB1='', TMEMSB2='', MLNO='ML005', COMMENTS='')]}),\n",
       " defaultdict(list,\n",
       "             {('IMPLND',\n",
       "               'I001'): [Pandas(Index=1, SVOL='*', SVOLNO='TS131', SMEMN='PREC', SMEMSB='31', SSYST='ENGL', SGAPST='ZERO', MFACTOR=1.0, TRAN='SAME', TVOL='IMPLND', TGRPN='', TMEMN='PREC', TMEMSB='', TVOLNO='I001', COMMENT=''), Pandas(Index=22, SVOL='*', SVOLNO='TS042', SMEMN='WIND', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='DIV', TVOL='IMPLND', TGRPN='', TMEMN='WINMOV', TMEMSB='', TVOLNO='I001', COMMENT=''), Pandas(Index=29, SVOL='*', SVOLNO='TS046', SMEMN='SOLR', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='DIV', TVOL='IMPLND', TGRPN='', TMEMN='SOLRAD', TMEMSB='', TVOLNO='I001', COMMENT=''), Pandas(Index=44, SVOL='*', SVOLNO='TS135', SMEMN='CLDC', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='IMPLND', TGRPN='', TMEMN='CLOUD', TMEMSB='', TVOLNO='I001', COMMENT=''), Pandas(Index=15, SVOL='*', SVOLNO='TS041', SMEMN='EVAP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=0.7, TRAN='DIV', TVOL='IMPLND', TGRPN='', TMEMN='PETINP', TMEMSB='', TVOLNO='I001', COMMENT=''), Pandas(Index=8, SVOL='*', SVOLNO='TS122', SMEMN='ATMP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='IMPLND', TGRPN='ATEMP', TMEMN='AIRTMP', TMEMSB='', TVOLNO='I001', COMMENT=''), Pandas(Index=36, SVOL='*', SVOLNO='TS125', SMEMN='DEWP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='IMPLND', TGRPN='', TMEMN='DTMPG', TMEMSB='', TVOLNO='I001', COMMENT='')],\n",
       "              ('PERLND',\n",
       "               'P001'): [Pandas(Index=0, SVOL='*', SVOLNO='TS039', SMEMN='PREC', SMEMSB='31', SSYST='ENGL', SGAPST='ZERO', MFACTOR=1.0, TRAN='SAME', TVOL='PERLND', TGRPN='', TMEMN='PREC', TMEMSB='', TVOLNO='P001', COMMENT=''), Pandas(Index=21, SVOL='*', SVOLNO='TS042', SMEMN='WIND', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='DIV', TVOL='PERLND', TGRPN='', TMEMN='WINMOV', TMEMSB='', TVOLNO='P001', COMMENT=''), Pandas(Index=35, SVOL='*', SVOLNO='TS126', SMEMN='DEWP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='PERLND', TGRPN='', TMEMN='DTMPG', TMEMSB='', TVOLNO='P001', COMMENT=''), Pandas(Index=14, SVOL='*', SVOLNO='TS041', SMEMN='EVAP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=0.7, TRAN='DIV', TVOL='PERLND', TGRPN='', TMEMN='PETINP', TMEMSB='', TVOLNO='P001', COMMENT=''), Pandas(Index=28, SVOL='*', SVOLNO='TS046', SMEMN='SOLR', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='DIV', TVOL='PERLND', TGRPN='', TMEMN='SOLRAD', TMEMSB='', TVOLNO='P001', COMMENT=''), Pandas(Index=7, SVOL='*', SVOLNO='TS123', SMEMN='ATMP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='PERLND', TGRPN='ATEMP', TMEMN='AIRTMP', TMEMSB='', TVOLNO='P001', COMMENT=''), Pandas(Index=43, SVOL='*', SVOLNO='TS135', SMEMN='CLDC', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='PERLND', TGRPN='', TMEMN='CLOUD', TMEMSB='', TVOLNO='P001', COMMENT='')],\n",
       "              ('RCHRES',\n",
       "               'R001'): [Pandas(Index=23, SVOL='*', SVOLNO='TS042', SMEMN='WIND', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='DIV', TVOL='RCHRES', TGRPN='', TMEMN='WIND', TMEMSB='', TVOLNO='R001', COMMENT=''), Pandas(Index=42, SVOL='*', SVOLNO='TS140', SMEMN='CLND', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='COLIND', TMEMSB='', TVOLNO='R001', COMMENT=''), Pandas(Index=9, SVOL='*', SVOLNO='TS123', SMEMN='ATMP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='GATMP', TMEMSB='', TVOLNO='R001', COMMENT=''), Pandas(Index=16, SVOL='*', SVOLNO='TS041', SMEMN='EVAP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=0.7, TRAN='DIV', TVOL='RCHRES', TGRPN='', TMEMN='POTEV', TMEMSB='', TVOLNO='R001', COMMENT=''), Pandas(Index=30, SVOL='*', SVOLNO='TS046', SMEMN='SOLR', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='DIV', TVOL='RCHRES', TGRPN='', TMEMN='SOLRAD', TMEMSB='', TVOLNO='R001', COMMENT=''), Pandas(Index=45, SVOL='*', SVOLNO='TS135', SMEMN='CLDC', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='CLOUD', TMEMSB='', TVOLNO='R001', COMMENT=''), Pandas(Index=2, SVOL='*', SVOLNO='TS039', SMEMN='PREC', SMEMSB='31', SSYST='ENGL', SGAPST='ZERO', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='PREC', TMEMSB='', TVOLNO='R001', COMMENT=''), Pandas(Index=37, SVOL='*', SVOLNO='TS126', SMEMN='DEWP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='DEWTMP', TMEMSB='', TVOLNO='R001', COMMENT='')],\n",
       "              ('RCHRES',\n",
       "               'R002'): [Pandas(Index=31, SVOL='*', SVOLNO='TS046', SMEMN='SOLR', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='DIV', TVOL='RCHRES', TGRPN='', TMEMN='SOLRAD', TMEMSB='', TVOLNO='R002', COMMENT=''), Pandas(Index=46, SVOL='*', SVOLNO='TS135', SMEMN='CLDC', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='CLOUD', TMEMSB='', TVOLNO='R002', COMMENT=''), Pandas(Index=38, SVOL='*', SVOLNO='TS126', SMEMN='DEWP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='DEWTMP', TMEMSB='', TVOLNO='R002', COMMENT=''), Pandas(Index=24, SVOL='*', SVOLNO='TS042', SMEMN='WIND', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='DIV', TVOL='RCHRES', TGRPN='', TMEMN='WIND', TMEMSB='', TVOLNO='R002', COMMENT=''), Pandas(Index=3, SVOL='*', SVOLNO='TS039', SMEMN='PREC', SMEMSB='31', SSYST='ENGL', SGAPST='ZERO', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='PREC', TMEMSB='', TVOLNO='R002', COMMENT=''), Pandas(Index=10, SVOL='*', SVOLNO='TS123', SMEMN='ATMP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='GATMP', TMEMSB='', TVOLNO='R002', COMMENT=''), Pandas(Index=17, SVOL='*', SVOLNO='TS041', SMEMN='EVAP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=0.7, TRAN='DIV', TVOL='RCHRES', TGRPN='', TMEMN='POTEV', TMEMSB='', TVOLNO='R002', COMMENT='')],\n",
       "              ('RCHRES',\n",
       "               'R003'): [Pandas(Index=47, SVOL='*', SVOLNO='TS135', SMEMN='CLDC', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='CLOUD', TMEMSB='', TVOLNO='R003', COMMENT=''), Pandas(Index=4, SVOL='*', SVOLNO='TS039', SMEMN='PREC', SMEMSB='31', SSYST='ENGL', SGAPST='ZERO', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='PREC', TMEMSB='', TVOLNO='R003', COMMENT=''), Pandas(Index=18, SVOL='*', SVOLNO='TS041', SMEMN='EVAP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=0.7, TRAN='DIV', TVOL='RCHRES', TGRPN='', TMEMN='POTEV', TMEMSB='', TVOLNO='R003', COMMENT=''), Pandas(Index=32, SVOL='*', SVOLNO='TS046', SMEMN='SOLR', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='DIV', TVOL='RCHRES', TGRPN='', TMEMN='SOLRAD', TMEMSB='', TVOLNO='R003', COMMENT=''), Pandas(Index=39, SVOL='*', SVOLNO='TS126', SMEMN='DEWP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='DEWTMP', TMEMSB='', TVOLNO='R003', COMMENT=''), Pandas(Index=25, SVOL='*', SVOLNO='TS042', SMEMN='WIND', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='DIV', TVOL='RCHRES', TGRPN='', TMEMN='WIND', TMEMSB='', TVOLNO='R003', COMMENT=''), Pandas(Index=11, SVOL='*', SVOLNO='TS123', SMEMN='ATMP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='GATMP', TMEMSB='', TVOLNO='R003', COMMENT='')],\n",
       "              ('RCHRES',\n",
       "               'R004'): [Pandas(Index=26, SVOL='*', SVOLNO='TS042', SMEMN='WIND', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='DIV', TVOL='RCHRES', TGRPN='', TMEMN='WIND', TMEMSB='', TVOLNO='R004', COMMENT=''), Pandas(Index=5, SVOL='*', SVOLNO='TS131', SMEMN='PREC', SMEMSB='31', SSYST='ENGL', SGAPST='ZERO', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='PREC', TMEMSB='', TVOLNO='R004', COMMENT=''), Pandas(Index=40, SVOL='*', SVOLNO='TS125', SMEMN='DEWP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='DEWTMP', TMEMSB='', TVOLNO='R004', COMMENT=''), Pandas(Index=12, SVOL='*', SVOLNO='TS122', SMEMN='ATMP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='GATMP', TMEMSB='', TVOLNO='R004', COMMENT=''), Pandas(Index=33, SVOL='*', SVOLNO='TS046', SMEMN='SOLR', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='DIV', TVOL='RCHRES', TGRPN='', TMEMN='SOLRAD', TMEMSB='', TVOLNO='R004', COMMENT=''), Pandas(Index=19, SVOL='*', SVOLNO='TS041', SMEMN='EVAP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=0.7, TRAN='DIV', TVOL='RCHRES', TGRPN='', TMEMN='POTEV', TMEMSB='', TVOLNO='R004', COMMENT=''), Pandas(Index=48, SVOL='*', SVOLNO='TS135', SMEMN='CLDC', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='CLOUD', TMEMSB='', TVOLNO='R004', COMMENT='')],\n",
       "              ('RCHRES',\n",
       "               'R005'): [Pandas(Index=34, SVOL='*', SVOLNO='TS046', SMEMN='SOLR', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='DIV', TVOL='RCHRES', TGRPN='', TMEMN='SOLRAD', TMEMSB='', TVOLNO='R005', COMMENT=''), Pandas(Index=41, SVOL='*', SVOLNO='TS125', SMEMN='DEWP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='DEWTMP', TMEMSB='', TVOLNO='R005', COMMENT=''), Pandas(Index=6, SVOL='*', SVOLNO='TS131', SMEMN='PREC', SMEMSB='31', SSYST='ENGL', SGAPST='ZERO', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='PREC', TMEMSB='', TVOLNO='R005', COMMENT=''), Pandas(Index=20, SVOL='*', SVOLNO='TS041', SMEMN='EVAP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=0.7, TRAN='DIV', TVOL='RCHRES', TGRPN='', TMEMN='POTEV', TMEMSB='', TVOLNO='R005', COMMENT=''), Pandas(Index=27, SVOL='*', SVOLNO='TS042', SMEMN='WIND', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='DIV', TVOL='RCHRES', TGRPN='', TMEMN='WIND', TMEMSB='', TVOLNO='R005', COMMENT=''), Pandas(Index=13, SVOL='*', SVOLNO='TS122', SMEMN='ATMP', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='GATMP', TMEMSB='', TVOLNO='R005', COMMENT=''), Pandas(Index=49, SVOL='*', SVOLNO='TS135', SMEMN='CLDC', SMEMSB='31', SSYST='ENGL', SGAPST='', MFACTOR=1.0, TRAN='SAME', TVOL='RCHRES', TGRPN='', TMEMN='CLOUD', TMEMSB='', TVOLNO='R005', COMMENT='')]}),\n",
       " defaultdict(dict,\n",
       "             {('RCHRES',\n",
       "               'SEDTRN',\n",
       "               'R001'): {'CLAY': {'D': 5.5e-05,\n",
       "                'W': 3.4e-05,\n",
       "                'RHO': 2.0,\n",
       "                'TAUCD': 0.15,\n",
       "                'TAUCS': 0.3,\n",
       "                'M': 0.75}, 'FLAGS': {'SANDFG': 1}, 'PARAMETERS': {'BEDWID': 200.0,\n",
       "                'BEDWRN': 4.0,\n",
       "                'POR': 0.5,\n",
       "                'D': 0.014,\n",
       "                'W': 2.5,\n",
       "                'RHO': 2.65,\n",
       "                'KSAND': 1.5,\n",
       "                'EXPSND': 1.2}, 'SAVE': {'BEDDEP': 0,\n",
       "                'DEPSCR1': 0,\n",
       "                'DEPSCR2': 0,\n",
       "                'DEPSCR3': 0,\n",
       "                'DEPSCR4': 0,\n",
       "                'ISED1': 0,\n",
       "                'ISED2': 0,\n",
       "                'ISED3': 0,\n",
       "                'OSED1': 0,\n",
       "                'OSED2': 0,\n",
       "                'OSED3': 0,\n",
       "                'OSED4': 0,\n",
       "                'ROSED1': 0,\n",
       "                'ROSED2': 0,\n",
       "                'ROSED3': 0,\n",
       "                'ROSED4': 0,\n",
       "                'RSED1': 0,\n",
       "                'RSED2': 0,\n",
       "                'RSED3': 0,\n",
       "                'RSED4': 0,\n",
       "                'RSED5': 0,\n",
       "                'RSED6': 0,\n",
       "                'RSED7': 0,\n",
       "                'RSED8': 0,\n",
       "                'RSED9': 0,\n",
       "                'RSED10': 0,\n",
       "                'SSED1': 0,\n",
       "                'SSED2': 0,\n",
       "                'SSED3': 0,\n",
       "                'SSED4': 0,\n",
       "                'TSED1': 0,\n",
       "                'TSED2': 0,\n",
       "                'TSED3': 0}, 'SILT': {'D': 0.00063,\n",
       "                'W': 0.0066,\n",
       "                'RHO': 2.2,\n",
       "                'TAUCD': 0.2,\n",
       "                'TAUCS': 0.4,\n",
       "                'M': 0.5}, 'STATES': {'SSED1': 5.0,\n",
       "                'SSED2': 20.0,\n",
       "                'SSED3': 30.0,\n",
       "                'BEDDEP': 2.0,\n",
       "                'SANDFR': 0.8,\n",
       "                'SILTFR': 0.1,\n",
       "                'CLAYFR': 0.1}},\n",
       "              ('RCHRES',\n",
       "               'SEDTRN',\n",
       "               'R002'): {'CLAY': {'D': 5.5e-05,\n",
       "                'W': 3.4e-05,\n",
       "                'RHO': 2.0,\n",
       "                'TAUCD': 1e-10,\n",
       "                'TAUCS': 500.0,\n",
       "                'M': 0.75}, 'FLAGS': {'SANDFG': 1}, 'PARAMETERS': {'BEDWID': 1.33,\n",
       "                'BEDWRN': 3.0,\n",
       "                'POR': 0.5,\n",
       "                'D': 0.014,\n",
       "                'W': 2.5,\n",
       "                'RHO': 2.65,\n",
       "                'KSAND': 1.5,\n",
       "                'EXPSND': 1.2}, 'SAVE': {'BEDDEP': 0,\n",
       "                'DEPSCR1': 0,\n",
       "                'DEPSCR2': 0,\n",
       "                'DEPSCR3': 0,\n",
       "                'DEPSCR4': 0,\n",
       "                'ISED1': 0,\n",
       "                'ISED2': 0,\n",
       "                'ISED3': 0,\n",
       "                'OSED1': 0,\n",
       "                'OSED2': 0,\n",
       "                'OSED3': 0,\n",
       "                'OSED4': 0,\n",
       "                'ROSED1': 0,\n",
       "                'ROSED2': 0,\n",
       "                'ROSED3': 0,\n",
       "                'ROSED4': 0,\n",
       "                'RSED1': 0,\n",
       "                'RSED2': 0,\n",
       "                'RSED3': 0,\n",
       "                'RSED4': 0,\n",
       "                'RSED5': 0,\n",
       "                'RSED6': 0,\n",
       "                'RSED7': 0,\n",
       "                'RSED8': 0,\n",
       "                'RSED9': 0,\n",
       "                'RSED10': 0,\n",
       "                'SSED1': 0,\n",
       "                'SSED2': 0,\n",
       "                'SSED3': 0,\n",
       "                'SSED4': 0,\n",
       "                'TSED1': 0,\n",
       "                'TSED2': 0,\n",
       "                'TSED3': 0}, 'SILT': {'D': 0.00063,\n",
       "                'W': 0.0066,\n",
       "                'RHO': 2.2,\n",
       "                'TAUCD': 1e-10,\n",
       "                'TAUCS': 500.0,\n",
       "                'M': 0.5}, 'STATES': {'SSED1': 5.0,\n",
       "                'SSED2': 20.0,\n",
       "                'SSED3': 30.0,\n",
       "                'BEDDEP': 2.0,\n",
       "                'SANDFR': 0.8,\n",
       "                'SILTFR': 0.1,\n",
       "                'CLAYFR': 0.1}},\n",
       "              ('RCHRES',\n",
       "               'SEDTRN',\n",
       "               'R003'): {'CLAY': {'D': 5.5e-05,\n",
       "                'W': 3.4e-05,\n",
       "                'RHO': 2.0,\n",
       "                'TAUCD': 1e-10,\n",
       "                'TAUCS': 500.0,\n",
       "                'M': 0.75}, 'FLAGS': {'SANDFG': 2}, 'PARAMETERS': {'BEDWID': 1.33,\n",
       "                'BEDWRN': 3.0,\n",
       "                'POR': 0.5,\n",
       "                'D': 0.014,\n",
       "                'W': 2.5,\n",
       "                'RHO': 2.65,\n",
       "                'KSAND': 1.5,\n",
       "                'EXPSND': 1.2}, 'SAVE': {'BEDDEP': 0,\n",
       "                'DEPSCR1': 0,\n",
       "                'DEPSCR2': 0,\n",
       "                'DEPSCR3': 0,\n",
       "                'DEPSCR4': 0,\n",
       "                'ISED1': 0,\n",
       "                'ISED2': 0,\n",
       "                'ISED3': 0,\n",
       "                'OSED1': 0,\n",
       "                'OSED2': 0,\n",
       "                'OSED3': 0,\n",
       "                'OSED4': 0,\n",
       "                'ROSED1': 0,\n",
       "                'ROSED2': 0,\n",
       "                'ROSED3': 0,\n",
       "                'ROSED4': 0,\n",
       "                'RSED1': 0,\n",
       "                'RSED2': 0,\n",
       "                'RSED3': 0,\n",
       "                'RSED4': 0,\n",
       "                'RSED5': 0,\n",
       "                'RSED6': 0,\n",
       "                'RSED7': 0,\n",
       "                'RSED8': 0,\n",
       "                'RSED9': 0,\n",
       "                'RSED10': 0,\n",
       "                'SSED1': 0,\n",
       "                'SSED2': 0,\n",
       "                'SSED3': 0,\n",
       "                'SSED4': 0,\n",
       "                'TSED1': 0,\n",
       "                'TSED2': 0,\n",
       "                'TSED3': 0}, 'SILT': {'D': 0.00063,\n",
       "                'W': 0.0066,\n",
       "                'RHO': 2.2,\n",
       "                'TAUCD': 1e-10,\n",
       "                'TAUCS': 500.0,\n",
       "                'M': 0.5}, 'STATES': {'SSED1': 5.0,\n",
       "                'SSED2': 20.0,\n",
       "                'SSED3': 30.0,\n",
       "                'BEDDEP': 2.0,\n",
       "                'SANDFR': 0.8,\n",
       "                'SILTFR': 0.1,\n",
       "                'CLAYFR': 0.1}},\n",
       "              ('RCHRES',\n",
       "               'SEDTRN',\n",
       "               'R004'): {'CLAY': {'D': 5.5e-05,\n",
       "                'W': 3.4e-05,\n",
       "                'RHO': 2.0,\n",
       "                'TAUCD': 0.15,\n",
       "                'TAUCS': 0.3,\n",
       "                'M': 0.75}, 'FLAGS': {'SANDFG': 2}, 'PARAMETERS': {'BEDWID': 2.0,\n",
       "                'BEDWRN': 2.0,\n",
       "                'POR': 0.5,\n",
       "                'D': 0.014,\n",
       "                'W': 2.5,\n",
       "                'RHO': 2.65,\n",
       "                'KSAND': 1.5,\n",
       "                'EXPSND': 1.2}, 'SAVE': {'BEDDEP': 0,\n",
       "                'DEPSCR1': 0,\n",
       "                'DEPSCR2': 0,\n",
       "                'DEPSCR3': 0,\n",
       "                'DEPSCR4': 0,\n",
       "                'ISED1': 0,\n",
       "                'ISED2': 0,\n",
       "                'ISED3': 0,\n",
       "                'OSED1': 0,\n",
       "                'OSED2': 0,\n",
       "                'OSED3': 0,\n",
       "                'OSED4': 0,\n",
       "                'ROSED1': 0,\n",
       "                'ROSED2': 0,\n",
       "                'ROSED3': 0,\n",
       "                'ROSED4': 0,\n",
       "                'RSED1': 0,\n",
       "                'RSED2': 0,\n",
       "                'RSED3': 0,\n",
       "                'RSED4': 0,\n",
       "                'RSED5': 0,\n",
       "                'RSED6': 0,\n",
       "                'RSED7': 0,\n",
       "                'RSED8': 0,\n",
       "                'RSED9': 0,\n",
       "                'RSED10': 0,\n",
       "                'SSED1': 0,\n",
       "                'SSED2': 0,\n",
       "                'SSED3': 0,\n",
       "                'SSED4': 0,\n",
       "                'TSED1': 0,\n",
       "                'TSED2': 0,\n",
       "                'TSED3': 0}, 'SILT': {'D': 0.00063,\n",
       "                'W': 0.0066,\n",
       "                'RHO': 2.2,\n",
       "                'TAUCD': 0.2,\n",
       "                'TAUCS': 0.4,\n",
       "                'M': 0.5}, 'STATES': {'SSED1': 5.0,\n",
       "                'SSED2': 20.0,\n",
       "                'SSED3': 30.0,\n",
       "                'BEDDEP': 1.0,\n",
       "                'SANDFR': 0.8,\n",
       "                'SILTFR': 0.1,\n",
       "                'CLAYFR': 0.1}},\n",
       "              ('RCHRES',\n",
       "               'SEDTRN',\n",
       "               'R005'): {'CLAY': {'D': 5.5e-05,\n",
       "                'W': 3.4e-05,\n",
       "                'RHO': 2.0,\n",
       "                'TAUCD': 0.15,\n",
       "                'TAUCS': 0.3,\n",
       "                'M': 0.75}, 'FLAGS': {'SANDFG': 3}, 'PARAMETERS': {'BEDWID': 2.66,\n",
       "                'BEDWRN': 2.0,\n",
       "                'POR': 0.5,\n",
       "                'D': 0.014,\n",
       "                'W': 2.5,\n",
       "                'RHO': 2.65,\n",
       "                'KSAND': 1.5,\n",
       "                'EXPSND': 1.2}, 'SAVE': {'BEDDEP': 0,\n",
       "                'DEPSCR1': 0,\n",
       "                'DEPSCR2': 0,\n",
       "                'DEPSCR3': 0,\n",
       "                'DEPSCR4': 0,\n",
       "                'ISED1': 0,\n",
       "                'ISED2': 0,\n",
       "                'ISED3': 0,\n",
       "                'OSED1': 0,\n",
       "                'OSED2': 0,\n",
       "                'OSED3': 0,\n",
       "                'OSED4': 0,\n",
       "                'ROSED1': 0,\n",
       "                'ROSED2': 0,\n",
       "                'ROSED3': 0,\n",
       "                'ROSED4': 0,\n",
       "                'RSED1': 0,\n",
       "                'RSED2': 0,\n",
       "                'RSED3': 0,\n",
       "                'RSED4': 0,\n",
       "                'RSED5': 0,\n",
       "                'RSED6': 0,\n",
       "                'RSED7': 0,\n",
       "                'RSED8': 0,\n",
       "                'RSED9': 0,\n",
       "                'RSED10': 0,\n",
       "                'SSED1': 0,\n",
       "                'SSED2': 0,\n",
       "                'SSED3': 0,\n",
       "                'SSED4': 0,\n",
       "                'TSED1': 0,\n",
       "                'TSED2': 0,\n",
       "                'TSED3': 0}, 'SILT': {'D': 0.00063,\n",
       "                'W': 0.0066,\n",
       "                'RHO': 2.2,\n",
       "                'TAUCD': 0.2,\n",
       "                'TAUCS': 0.4,\n",
       "                'M': 0.5}, 'STATES': {'SSED1': 5.0,\n",
       "                'SSED2': 20.0,\n",
       "                'SSED3': 30.0,\n",
       "                'BEDDEP': 1.0,\n",
       "                'SANDFR': 0.8,\n",
       "                'SILTFR': 0.1,\n",
       "                'CLAYFR': 0.1}},\n",
       "              ('RCHRES', 'RQUAL', 'R001'): {'FLAGS': {'BENRFG': 1.0},\n",
       "               'PARAMETERS': {'SCRVEL': 3.0, 'SCRMUL': 2.0}},\n",
       "              ('RCHRES', 'RQUAL', 'R004'): {'FLAGS': {'BENRFG': 1.0},\n",
       "               'PARAMETERS': {'SCRVEL': 3.0, 'SCRMUL': 2.0}},\n",
       "              ('RCHRES', 'RQUAL', 'R005'): {'FLAGS': {'BENRFG': 1.0},\n",
       "               'PARAMETERS': {'SCRVEL': 3.0, 'SCRMUL': 2.0}},\n",
       "              ('RCHRES', 'RQUAL', 'R003'): {'FLAGS': {'BENRFG': 0.0},\n",
       "               'PARAMETERS': {'SCRVEL': 3.0, 'SCRMUL': 2.0}},\n",
       "              ('RCHRES', 'RQUAL', 'R002'): {'FLAGS': {'BENRFG': 0.0},\n",
       "               'PARAMETERS': {'SCRVEL': 3.0, 'SCRMUL': 2.0}},\n",
       "              ('RCHRES',\n",
       "               'PLANK',\n",
       "               'R001'): {'FLAGS': {'PHYFG': 1,\n",
       "                'ZOOFG': 1,\n",
       "                'BALFG': 1,\n",
       "                'SDLTFG': 1,\n",
       "                'AMRFG': 1,\n",
       "                'DECFG': 0,\n",
       "                'NSFG': 1,\n",
       "                'ZFOOD': 2,\n",
       "                'BNPFG': 0}, 'PARAMETERS': {'RATCLP': 0.6,\n",
       "                'NONREF': 0.5,\n",
       "                'LITSED': 0.0,\n",
       "                'ALNPR': 1.0,\n",
       "                'EXTB': 4.5,\n",
       "                'MALGR': 0.3,\n",
       "                'PARADF': 1.0,\n",
       "                'SEED': 0.1,\n",
       "                'MXSTAY': 0.1,\n",
       "                'O': 0.0001,\n",
       "                'CLALDH': 50.0,\n",
       "                'PHYSET': 0.5,\n",
       "                'REFSET': 0.5,\n",
       "                'MZOEAT': 0.055,\n",
       "                'ZFIL20': 0.2,\n",
       "                'ZRES20': 0.0015,\n",
       "                'ZD': 0.0001,\n",
       "                'OXZD': 0.03}, 'SAVE': {'PHYTO': 0,\n",
       "                'ZOO': 0,\n",
       "                'BENAL': 0,\n",
       "                'TBENAL': 0,\n",
       "                'PHYCLA': 0,\n",
       "                'BALCLA': 0,\n",
       "                'PKST3': 0,\n",
       "                'PKST4': 0,\n",
       "                'PKIF': 0,\n",
       "                'TPKIF': 0,\n",
       "                'PKCF1': 0,\n",
       "                'TPKCF1': 0,\n",
       "                'PKCF2': 0,\n",
       "                'TPKCF2': 0,\n",
       "                'PLADDR': 0,\n",
       "                'PLADWT': 0,\n",
       "                'PLADEP': 0,\n",
       "                'PKCF5': 0,\n",
       "                'PKCF6': 0,\n",
       "                'PKCF7': 0,\n",
       "                'TPKCF7': 0,\n",
       "                'PKCF8': 0,\n",
       "                'PKCF9': 0,\n",
       "                'PKCF10': 0}, 'STATES': {'PHYTO': 40.0,\n",
       "                'ZOO': 200.0,\n",
       "                'BENAL': 5.0,\n",
       "                'ORN': 20.0,\n",
       "                'ORP': 20.0,\n",
       "                'ORC': 20.0}},\n",
       "              ('RCHRES',\n",
       "               'PLANK',\n",
       "               'R002'): {'FLAGS': {'PHYFG': 1,\n",
       "                'ZOOFG': 1,\n",
       "                'BALFG': 1,\n",
       "                'SDLTFG': 1,\n",
       "                'AMRFG': 1,\n",
       "                'DECFG': 0,\n",
       "                'NSFG': 1,\n",
       "                'ZFOOD': 2,\n",
       "                'BNPFG': 0}, 'PARAMETERS': {'RATCLP': 0.6,\n",
       "                'NONREF': 0.5,\n",
       "                'LITSED': 0.0,\n",
       "                'ALNPR': 1.0,\n",
       "                'EXTB': 4.5,\n",
       "                'MALGR': 0.3,\n",
       "                'PARADF': 1.0,\n",
       "                'SEED': 0.1,\n",
       "                'MXSTAY': 0.1,\n",
       "                'O': 0.0001,\n",
       "                'CLALDH': 50.0,\n",
       "                'PHYSET': 0.5,\n",
       "                'REFSET': 0.5,\n",
       "                'MZOEAT': 0.055,\n",
       "                'ZFIL20': 0.2,\n",
       "                'ZRES20': 0.0015,\n",
       "                'ZD': 0.0001,\n",
       "                'OXZD': 0.03}, 'SAVE': {'PHYTO': 0,\n",
       "                'ZOO': 0,\n",
       "                'BENAL': 0,\n",
       "                'TBENAL': 0,\n",
       "                'PHYCLA': 0,\n",
       "                'BALCLA': 0,\n",
       "                'PKST3': 0,\n",
       "                'PKST4': 0,\n",
       "                'PKIF': 0,\n",
       "                'TPKIF': 0,\n",
       "                'PKCF1': 0,\n",
       "                'TPKCF1': 0,\n",
       "                'PKCF2': 0,\n",
       "                'TPKCF2': 0,\n",
       "                'PLADDR': 0,\n",
       "                'PLADWT': 0,\n",
       "                'PLADEP': 0,\n",
       "                'PKCF5': 0,\n",
       "                'PKCF6': 0,\n",
       "                'PKCF7': 0,\n",
       "                'TPKCF7': 0,\n",
       "                'PKCF8': 0,\n",
       "                'PKCF9': 0,\n",
       "                'PKCF10': 0}, 'STATES': {'PHYTO': 40.0,\n",
       "                'ZOO': 200.0,\n",
       "                'BENAL': 5.0,\n",
       "                'ORN': 20.0,\n",
       "                'ORP': 20.0,\n",
       "                'ORC': 20.0}},\n",
       "              ('RCHRES',\n",
       "               'PLANK',\n",
       "               'R003'): {'FLAGS': {'PHYFG': 1,\n",
       "                'ZOOFG': 1,\n",
       "                'BALFG': 1,\n",
       "                'SDLTFG': 1,\n",
       "                'AMRFG': 1,\n",
       "                'DECFG': 0,\n",
       "                'NSFG': 1,\n",
       "                'ZFOOD': 2,\n",
       "                'BNPFG': 0}, 'PARAMETERS': {'RATCLP': 0.6,\n",
       "                'NONREF': 0.5,\n",
       "                'LITSED': 0.0,\n",
       "                'ALNPR': 1.0,\n",
       "                'EXTB': 4.5,\n",
       "                'MALGR': 0.3,\n",
       "                'PARADF': 1.0,\n",
       "                'SEED': 0.1,\n",
       "                'MXSTAY': 0.1,\n",
       "                'O': 0.0001,\n",
       "                'CLALDH': 50.0,\n",
       "                'PHYSET': 0.5,\n",
       "                'REFSET': 0.5,\n",
       "                'MZOEAT': 0.055,\n",
       "                'ZFIL20': 0.2,\n",
       "                'ZRES20': 0.0015,\n",
       "                'ZD': 0.0001,\n",
       "                'OXZD': 0.03}, 'SAVE': {'PHYTO': 0,\n",
       "                'ZOO': 0,\n",
       "                'BENAL': 0,\n",
       "                'TBENAL': 0,\n",
       "                'PHYCLA': 0,\n",
       "                'BALCLA': 0,\n",
       "                'PKST3': 0,\n",
       "                'PKST4': 0,\n",
       "                'PKIF': 0,\n",
       "                'TPKIF': 0,\n",
       "                'PKCF1': 0,\n",
       "                'TPKCF1': 0,\n",
       "                'PKCF2': 0,\n",
       "                'TPKCF2': 0,\n",
       "                'PLADDR': 0,\n",
       "                'PLADWT': 0,\n",
       "                'PLADEP': 0,\n",
       "                'PKCF5': 0,\n",
       "                'PKCF6': 0,\n",
       "                'PKCF7': 0,\n",
       "                'TPKCF7': 0,\n",
       "                'PKCF8': 0,\n",
       "                'PKCF9': 0,\n",
       "                'PKCF10': 0}, 'STATES': {'PHYTO': 40.0,\n",
       "                'ZOO': 200.0,\n",
       "                'BENAL': 5.0,\n",
       "                'ORN': 20.0,\n",
       "                'ORP': 20.0,\n",
       "                'ORC': 20.0}},\n",
       "              ('RCHRES',\n",
       "               'PLANK',\n",
       "               'R004'): {'FLAGS': {'PHYFG': 1,\n",
       "                'ZOOFG': 1,\n",
       "                'BALFG': 1,\n",
       "                'SDLTFG': 1,\n",
       "                'AMRFG': 1,\n",
       "                'DECFG': 0,\n",
       "                'NSFG': 1,\n",
       "                'ZFOOD': 2,\n",
       "                'BNPFG': 0}, 'PARAMETERS': {'RATCLP': 0.6,\n",
       "                'NONREF': 0.5,\n",
       "                'LITSED': 0.0,\n",
       "                'ALNPR': 1.0,\n",
       "                'EXTB': 4.5,\n",
       "                'MALGR': 0.3,\n",
       "                'PARADF': 1.0,\n",
       "                'SEED': 0.1,\n",
       "                'MXSTAY': 0.1,\n",
       "                'O': 0.0001,\n",
       "                'CLALDH': 50.0,\n",
       "                'PHYSET': 0.5,\n",
       "                'REFSET': 0.5,\n",
       "                'MZOEAT': 0.055,\n",
       "                'ZFIL20': 0.2,\n",
       "                'ZRES20': 0.0015,\n",
       "                'ZD': 0.0001,\n",
       "                'OXZD': 0.03}, 'SAVE': {'PHYTO': 0,\n",
       "                'ZOO': 0,\n",
       "                'BENAL': 0,\n",
       "                'TBENAL': 0,\n",
       "                'PHYCLA': 0,\n",
       "                'BALCLA': 0,\n",
       "                'PKST3': 0,\n",
       "                'PKST4': 0,\n",
       "                'PKIF': 0,\n",
       "                'TPKIF': 0,\n",
       "                'PKCF1': 0,\n",
       "                'TPKCF1': 0,\n",
       "                'PKCF2': 0,\n",
       "                'TPKCF2': 0,\n",
       "                'PLADDR': 0,\n",
       "                'PLADWT': 0,\n",
       "                'PLADEP': 0,\n",
       "                'PKCF5': 0,\n",
       "                'PKCF6': 0,\n",
       "                'PKCF7': 0,\n",
       "                'TPKCF7': 0,\n",
       "                'PKCF8': 0,\n",
       "                'PKCF9': 0,\n",
       "                'PKCF10': 0}, 'STATES': {'PHYTO': 40.0,\n",
       "                'ZOO': 200.0,\n",
       "                'BENAL': 5.0,\n",
       "                'ORN': 20.0,\n",
       "                'ORP': 20.0,\n",
       "                'ORC': 20.0}},\n",
       "              ('RCHRES',\n",
       "               'PLANK',\n",
       "               'R005'): {'FLAGS': {'PHYFG': 1,\n",
       "                'ZOOFG': 1,\n",
       "                'BALFG': 1,\n",
       "                'SDLTFG': 1,\n",
       "                'AMRFG': 1,\n",
       "                'DECFG': 0,\n",
       "                'NSFG': 1,\n",
       "                'ZFOOD': 2,\n",
       "                'BNPFG': 0}, 'PARAMETERS': {'RATCLP': 0.6,\n",
       "                'NONREF': 0.5,\n",
       "                'LITSED': 0.0,\n",
       "                'ALNPR': 1.0,\n",
       "                'EXTB': 4.5,\n",
       "                'MALGR': 0.3,\n",
       "                'PARADF': 1.0,\n",
       "                'SEED': 0.1,\n",
       "                'MXSTAY': 0.1,\n",
       "                'O': 0.0001,\n",
       "                'CLALDH': 50.0,\n",
       "                'PHYSET': 0.5,\n",
       "                'REFSET': 0.5,\n",
       "                'MZOEAT': 0.055,\n",
       "                'ZFIL20': 0.2,\n",
       "                'ZRES20': 0.0015,\n",
       "                'ZD': 0.0001,\n",
       "                'OXZD': 0.03}, 'SAVE': {'PHYTO': 0,\n",
       "                'ZOO': 0,\n",
       "                'BENAL': 0,\n",
       "                'TBENAL': 0,\n",
       "                'PHYCLA': 0,\n",
       "                'BALCLA': 0,\n",
       "                'PKST3': 0,\n",
       "                'PKST4': 0,\n",
       "                'PKIF': 0,\n",
       "                'TPKIF': 0,\n",
       "                'PKCF1': 0,\n",
       "                'TPKCF1': 0,\n",
       "                'PKCF2': 0,\n",
       "                'TPKCF2': 0,\n",
       "                'PLADDR': 0,\n",
       "                'PLADWT': 0,\n",
       "                'PLADEP': 0,\n",
       "                'PKCF5': 0,\n",
       "                'PKCF6': 0,\n",
       "                'PKCF7': 0,\n",
       "                'TPKCF7': 0,\n",
       "                'PKCF8': 0,\n",
       "                'PKCF9': 0,\n",
       "                'PKCF10': 0}, 'STATES': {'PHYTO': 40.0,\n",
       "                'ZOO': 200.0,\n",
       "                'BENAL': 5.0,\n",
       "                'ORN': 20.0,\n",
       "                'ORP': 20.0,\n",
       "                'ORC': 20.0}},\n",
       "              ('RCHRES',\n",
       "               'PHCARB',\n",
       "               'R001'): {'PARAMETERS': {'PHCNT': 50,\n",
       "                'ALKCON': 1}, 'SAVE': {'PHCF1': 0, 'PHCF2': 0, 'PHCF3': 0, 'PHIF': 0, 'PHST': 0, 'SATCO2': 0}, 'STATES': {'TIC': 20.0,\n",
       "                'CO2': 5.0,\n",
       "                'PH': 8.5}},\n",
       "              ('RCHRES',\n",
       "               'PHCARB',\n",
       "               'R002'): {'PARAMETERS': {'PHCNT': 50,\n",
       "                'ALKCON': 1}, 'SAVE': {'PHCF1': 0, 'PHCF2': 0, 'PHCF3': 0, 'PHIF': 0, 'PHST': 0, 'SATCO2': 0}, 'STATES': {'TIC': 20.0,\n",
       "                'CO2': 5.0,\n",
       "                'PH': 8.5}},\n",
       "              ('RCHRES',\n",
       "               'PHCARB',\n",
       "               'R003'): {'PARAMETERS': {'PHCNT': 50,\n",
       "                'ALKCON': 1}, 'SAVE': {'PHCF1': 0, 'PHCF2': 0, 'PHCF3': 0, 'PHIF': 0, 'PHST': 0, 'SATCO2': 0}, 'STATES': {'TIC': 20.0,\n",
       "                'CO2': 5.0,\n",
       "                'PH': 8.5}},\n",
       "              ('RCHRES',\n",
       "               'PHCARB',\n",
       "               'R004'): {'PARAMETERS': {'PHCNT': 50,\n",
       "                'ALKCON': 1}, 'SAVE': {'PHCF1': 0, 'PHCF2': 0, 'PHCF3': 0, 'PHIF': 0, 'PHST': 0, 'SATCO2': 0}, 'STATES': {'TIC': 20.0,\n",
       "                'CO2': 5.0,\n",
       "                'PH': 8.5}},\n",
       "              ('RCHRES',\n",
       "               'PHCARB',\n",
       "               'R005'): {'PARAMETERS': {'PHCNT': 50,\n",
       "                'ALKCON': 1}, 'SAVE': {'PHCF1': 0, 'PHCF2': 0, 'PHCF3': 0, 'PHIF': 0, 'PHST': 0, 'SATCO2': 0}, 'STATES': {'TIC': 20.0,\n",
       "                'CO2': 5.0,\n",
       "                'PH': 8.5}},\n",
       "              ('RCHRES', 'OXRX', 'R002'): {'FLAGS': {'REAMFG': 1.0},\n",
       "               'PARAMETERS': {'KBOD20': 0.1,\n",
       "                'TCBOD': 1.075,\n",
       "                'KODSET': 8.0,\n",
       "                'SUPSAT': 1.15,\n",
       "                'BENOD': 10.0,\n",
       "                'TCBEN': 1.1,\n",
       "                'EXPOD': 1.2,\n",
       "                'BRBOD1': 20.0,\n",
       "                'BRBOD2': 25.0,\n",
       "                'EXPREL': 1.3,\n",
       "                'CFOREA': 1.0,\n",
       "                'TCGINV': 1.047,\n",
       "                'REAK': -999.0,\n",
       "                'EXPRED': 0.0,\n",
       "                'EXPREV': 0.0},\n",
       "               'SAVE': {'BOD': 0,\n",
       "                'DOX': 0,\n",
       "                'OXCF1': 0,\n",
       "                'OXCF2': 0,\n",
       "                'OXCF3': 0,\n",
       "                'OXCF4': 0,\n",
       "                'OXIF': 0,\n",
       "                'SATDO': 0},\n",
       "               'STATES': {'DOX': 8.0, 'BOD': 100.0, 'SATDO': 10.0}},\n",
       "              ('RCHRES', 'OXRX', 'R003'): {'FLAGS': {'REAMFG': 1.0},\n",
       "               'PARAMETERS': {'KBOD20': 0.1,\n",
       "                'TCBOD': 1.075,\n",
       "                'KODSET': 8.0,\n",
       "                'SUPSAT': 1.15,\n",
       "                'BENOD': 10.0,\n",
       "                'TCBEN': 1.1,\n",
       "                'EXPOD': 1.2,\n",
       "                'BRBOD1': 20.0,\n",
       "                'BRBOD2': 25.0,\n",
       "                'EXPREL': 1.3,\n",
       "                'CFOREA': 1.0,\n",
       "                'TCGINV': 1.047,\n",
       "                'REAK': -999.0,\n",
       "                'EXPRED': 0.0,\n",
       "                'EXPREV': 0.0},\n",
       "               'SAVE': {'BOD': 0,\n",
       "                'DOX': 0,\n",
       "                'OXCF1': 0,\n",
       "                'OXCF2': 0,\n",
       "                'OXCF3': 0,\n",
       "                'OXCF4': 0,\n",
       "                'OXIF': 0,\n",
       "                'SATDO': 0},\n",
       "               'STATES': {'DOX': 8.0, 'BOD': 100.0, 'SATDO': 10.0}},\n",
       "              ('RCHRES', 'OXRX', 'R004'): {'FLAGS': {'REAMFG': 3.0},\n",
       "               'PARAMETERS': {'KBOD20': 0.1,\n",
       "                'TCBOD': 1.075,\n",
       "                'KODSET': 8.0,\n",
       "                'SUPSAT': 1.15,\n",
       "                'BENOD': 10.0,\n",
       "                'TCBEN': 1.1,\n",
       "                'EXPOD': 1.2,\n",
       "                'BRBOD1': 20.0,\n",
       "                'BRBOD2': 25.0,\n",
       "                'EXPREL': 1.3,\n",
       "                'CFOREA': 1.0,\n",
       "                'TCGINV': 1.047,\n",
       "                'REAK': 2.0,\n",
       "                'EXPRED': -1.1,\n",
       "                'EXPREV': 1.1},\n",
       "               'SAVE': {'BOD': 0,\n",
       "                'DOX': 0,\n",
       "                'OXCF1': 0,\n",
       "                'OXCF2': 0,\n",
       "                'OXCF3': 0,\n",
       "                'OXCF4': 0,\n",
       "                'OXIF': 0,\n",
       "                'SATDO': 0},\n",
       "               'STATES': {'DOX': 8.0, 'BOD': 100.0, 'SATDO': 10.0}},\n",
       "              ('RCHRES', 'OXRX', 'R005'): {'FLAGS': {'REAMFG': 2.0},\n",
       "               'PARAMETERS': {'KBOD20': 0.1,\n",
       "                'TCBOD': 1.075,\n",
       "                'KODSET': 8.0,\n",
       "                'SUPSAT': 1.15,\n",
       "                'BENOD': 10.0,\n",
       "                'TCBEN': 1.1,\n",
       "                'EXPOD': 1.2,\n",
       "                'BRBOD1': 20.0,\n",
       "                'BRBOD2': 25.0,\n",
       "                'EXPREL': 1.3,\n",
       "                'CFOREA': 1.0,\n",
       "                'TCGINV': 1.047,\n",
       "                'REAK': -999.0,\n",
       "                'EXPRED': 0.0,\n",
       "                'EXPREV': 0.0},\n",
       "               'SAVE': {'BOD': 0,\n",
       "                'DOX': 0,\n",
       "                'OXCF1': 0,\n",
       "                'OXCF2': 0,\n",
       "                'OXCF3': 0,\n",
       "                'OXCF4': 0,\n",
       "                'OXIF': 0,\n",
       "                'SATDO': 0},\n",
       "               'STATES': {'DOX': 8.0, 'BOD': 100.0, 'SATDO': 10.0}},\n",
       "              ('RCHRES', 'OXRX', 'R001'): {'FLAGS': {'REAMFG': 2.0},\n",
       "               'PARAMETERS': {'KBOD20': 0.1,\n",
       "                'TCBOD': 1.075,\n",
       "                'KODSET': 8.0,\n",
       "                'SUPSAT': 1.15,\n",
       "                'BENOD': 10.0,\n",
       "                'TCBEN': 1.1,\n",
       "                'EXPOD': 1.2,\n",
       "                'BRBOD1': 20.0,\n",
       "                'BRBOD2': 25.0,\n",
       "                'EXPREL': 1.3,\n",
       "                'CFOREA': 5.0,\n",
       "                'TCGINV': 1.047,\n",
       "                'REAK': -999.0,\n",
       "                'EXPRED': 0.0,\n",
       "                'EXPREV': 0.0},\n",
       "               'SAVE': {'BOD': 0,\n",
       "                'DOX': 0,\n",
       "                'OXCF1': 0,\n",
       "                'OXCF2': 0,\n",
       "                'OXCF3': 0,\n",
       "                'OXCF4': 0,\n",
       "                'OXIF': 0,\n",
       "                'SATDO': 0},\n",
       "               'STATES': {'DOX': 8.0, 'BOD': 100.0, 'SATDO': 10.0}},\n",
       "              ('RCHRES',\n",
       "               'NUTRX',\n",
       "               'R001'): {'FLAGS': {'NH3FG': 1,\n",
       "                'NO2FG': 1,\n",
       "                'PO4FG': 1,\n",
       "                'AMVFG': 1,\n",
       "                'DENFG': 1,\n",
       "                'ADNHFG': 0,\n",
       "                'ADPOFG': 0,\n",
       "                'PHFLAG': 2}, 'PARAMETERS': {'BRNIT1': 11.0,\n",
       "                'BRNIT2': 33.0,\n",
       "                'BRPO41': 1.1,\n",
       "                'BRPO42': 2.2,\n",
       "                'ANAER': 0.0005,\n",
       "                'KTAM20': 0.002,\n",
       "                'KNO220': 0.004,\n",
       "                'TCNIT': 1.07,\n",
       "                'KNO320': 0.001,\n",
       "                'TCDEN': 1.04,\n",
       "                'DENOXT': 0.2,\n",
       "                'EXPNVG': 0.5,\n",
       "                'EXPNVL': 0.6667,\n",
       "                'BNH41': 1e-05,\n",
       "                'BNH42': 1e-05,\n",
       "                'BNH43': 1e-05,\n",
       "                'BPO41': 1e-05,\n",
       "                'BPO42': 1e-05,\n",
       "                'BPO43': 1e-05,\n",
       "                'ADNHPM1': 0.0001,\n",
       "                'ADNHPM2': 0.0001,\n",
       "                'ADNHPM3': 0.0001,\n",
       "                'ADPOPM1': 10.0,\n",
       "                'ADPOPM2': 10.0,\n",
       "                'ADPOPM3': 10.0}, 'SAVE': {'DNUST': 0,\n",
       "                'DNUST2': 0,\n",
       "                'NUADDR': 0,\n",
       "                'NUADEP': 0,\n",
       "                'NUADWT': 0,\n",
       "                'NUCF1': 0,\n",
       "                'NUCF2': 0,\n",
       "                'NUCF3': 0,\n",
       "                'NUCF4': 0,\n",
       "                'NUCF5': 0,\n",
       "                'NUCF6': 0,\n",
       "                'NUCF7': 0,\n",
       "                'NUCF8': 0,\n",
       "                'NUCF9': 0,\n",
       "                'NUIF1': 0,\n",
       "                'NUIF2': 0,\n",
       "                'NUST': 0,\n",
       "                'OSNH4': 0,\n",
       "                'OSPO4': 0,\n",
       "                'RSNH4': 0,\n",
       "                'RSPO4': 0,\n",
       "                'SNH4': 0,\n",
       "                'SPO4': 0,\n",
       "                'TNUCF1': 0,\n",
       "                'TNUCF2': 0,\n",
       "                'TNUIF': 0}, 'STATES': {'NO3': 40.0,\n",
       "                'TAM': 10.0,\n",
       "                'NO2': 1.0,\n",
       "                'PO4': 50.0,\n",
       "                'PHVAL': 7.0,\n",
       "                'SNH41': 0.0,\n",
       "                'SNH42': 0.0,\n",
       "                'SNH43': 0.0,\n",
       "                'SPO41': 0.0,\n",
       "                'SPO42': 0.0,\n",
       "                'SPO43': 0.0}},\n",
       "              ('RCHRES',\n",
       "               'NUTRX',\n",
       "               'R002'): {'FLAGS': {'NH3FG': 1,\n",
       "                'NO2FG': 1,\n",
       "                'PO4FG': 1,\n",
       "                'AMVFG': 1,\n",
       "                'DENFG': 1,\n",
       "                'ADNHFG': 0,\n",
       "                'ADPOFG': 0,\n",
       "                'PHFLAG': 2}, 'PARAMETERS': {'BRNIT1': 11.0,\n",
       "                'BRNIT2': 33.0,\n",
       "                'BRPO41': 1.1,\n",
       "                'BRPO42': 2.2,\n",
       "                'ANAER': 0.0005,\n",
       "                'KTAM20': 0.002,\n",
       "                'KNO220': 0.004,\n",
       "                'TCNIT': 1.07,\n",
       "                'KNO320': 0.001,\n",
       "                'TCDEN': 1.04,\n",
       "                'DENOXT': 0.2,\n",
       "                'EXPNVG': 0.5,\n",
       "                'EXPNVL': 0.6667,\n",
       "                'BNH41': 1e-05,\n",
       "                'BNH42': 1e-05,\n",
       "                'BNH43': 1e-05,\n",
       "                'BPO41': 1e-05,\n",
       "                'BPO42': 1e-05,\n",
       "                'BPO43': 1e-05,\n",
       "                'ADNHPM1': 0.0001,\n",
       "                'ADNHPM2': 0.0001,\n",
       "                'ADNHPM3': 0.0001,\n",
       "                'ADPOPM1': 10.0,\n",
       "                'ADPOPM2': 10.0,\n",
       "                'ADPOPM3': 10.0}, 'SAVE': {'DNUST': 0,\n",
       "                'DNUST2': 0,\n",
       "                'NUADDR': 0,\n",
       "                'NUADEP': 0,\n",
       "                'NUADWT': 0,\n",
       "                'NUCF1': 0,\n",
       "                'NUCF2': 0,\n",
       "                'NUCF3': 0,\n",
       "                'NUCF4': 0,\n",
       "                'NUCF5': 0,\n",
       "                'NUCF6': 0,\n",
       "                'NUCF7': 0,\n",
       "                'NUCF8': 0,\n",
       "                'NUCF9': 0,\n",
       "                'NUIF1': 0,\n",
       "                'NUIF2': 0,\n",
       "                'NUST': 0,\n",
       "                'OSNH4': 0,\n",
       "                'OSPO4': 0,\n",
       "                'RSNH4': 0,\n",
       "                'RSPO4': 0,\n",
       "                'SNH4': 0,\n",
       "                'SPO4': 0,\n",
       "                'TNUCF1': 0,\n",
       "                'TNUCF2': 0,\n",
       "                'TNUIF': 0}, 'STATES': {'NO3': 40.0,\n",
       "                'TAM': 10.0,\n",
       "                'NO2': 1.0,\n",
       "                'PO4': 50.0,\n",
       "                'PHVAL': 7.0,\n",
       "                'SNH41': 0.0,\n",
       "                'SNH42': 0.0,\n",
       "                'SNH43': 0.0,\n",
       "                'SPO41': 0.0,\n",
       "                'SPO42': 0.0,\n",
       "                'SPO43': 0.0}},\n",
       "              ('RCHRES',\n",
       "               'NUTRX',\n",
       "               'R003'): {'FLAGS': {'NH3FG': 1,\n",
       "                'NO2FG': 1,\n",
       "                'PO4FG': 1,\n",
       "                'AMVFG': 1,\n",
       "                'DENFG': 1,\n",
       "                'ADNHFG': 0,\n",
       "                'ADPOFG': 0,\n",
       "                'PHFLAG': 2}, 'PARAMETERS': {'BRNIT1': 11.0,\n",
       "                'BRNIT2': 33.0,\n",
       "                'BRPO41': 1.1,\n",
       "                'BRPO42': 2.2,\n",
       "                'ANAER': 0.0005,\n",
       "                'KTAM20': 0.002,\n",
       "                'KNO220': 0.004,\n",
       "                'TCNIT': 1.07,\n",
       "                'KNO320': 0.001,\n",
       "                'TCDEN': 1.04,\n",
       "                'DENOXT': 0.2,\n",
       "                'EXPNVG': 0.5,\n",
       "                'EXPNVL': 0.6667,\n",
       "                'BNH41': 1e-05,\n",
       "                'BNH42': 1e-05,\n",
       "                'BNH43': 1e-05,\n",
       "                'BPO41': 1e-05,\n",
       "                'BPO42': 1e-05,\n",
       "                'BPO43': 1e-05,\n",
       "                'ADNHPM1': 0.0001,\n",
       "                'ADNHPM2': 0.0001,\n",
       "                'ADNHPM3': 0.0001,\n",
       "                'ADPOPM1': 10.0,\n",
       "                'ADPOPM2': 10.0,\n",
       "                'ADPOPM3': 10.0}, 'SAVE': {'DNUST': 0,\n",
       "                'DNUST2': 0,\n",
       "                'NUADDR': 0,\n",
       "                'NUADEP': 0,\n",
       "                'NUADWT': 0,\n",
       "                'NUCF1': 0,\n",
       "                'NUCF2': 0,\n",
       "                'NUCF3': 0,\n",
       "                'NUCF4': 0,\n",
       "                'NUCF5': 0,\n",
       "                'NUCF6': 0,\n",
       "                'NUCF7': 0,\n",
       "                'NUCF8': 0,\n",
       "                'NUCF9': 0,\n",
       "                'NUIF1': 0,\n",
       "                'NUIF2': 0,\n",
       "                'NUST': 0,\n",
       "                'OSNH4': 0,\n",
       "                'OSPO4': 0,\n",
       "                'RSNH4': 0,\n",
       "                'RSPO4': 0,\n",
       "                'SNH4': 0,\n",
       "                'SPO4': 0,\n",
       "                'TNUCF1': 0,\n",
       "                'TNUCF2': 0,\n",
       "                'TNUIF': 0}, 'STATES': {'NO3': 40.0,\n",
       "                'TAM': 10.0,\n",
       "                'NO2': 1.0,\n",
       "                'PO4': 50.0,\n",
       "                'PHVAL': 7.0,\n",
       "                'SNH41': 0.0,\n",
       "                'SNH42': 0.0,\n",
       "                'SNH43': 0.0,\n",
       "                'SPO41': 0.0,\n",
       "                'SPO42': 0.0,\n",
       "                'SPO43': 0.0}},\n",
       "              ('RCHRES',\n",
       "               'NUTRX',\n",
       "               'R004'): {'FLAGS': {'NH3FG': 1,\n",
       "                'NO2FG': 1,\n",
       "                'PO4FG': 1,\n",
       "                'AMVFG': 1,\n",
       "                'DENFG': 1,\n",
       "                'ADNHFG': 0,\n",
       "                'ADPOFG': 0,\n",
       "                'PHFLAG': 2}, 'PARAMETERS': {'BRNIT1': 11.0,\n",
       "                'BRNIT2': 33.0,\n",
       "                'BRPO41': 1.1,\n",
       "                'BRPO42': 2.2,\n",
       "                'ANAER': 0.0005,\n",
       "                'KTAM20': 0.002,\n",
       "                'KNO220': 0.004,\n",
       "                'TCNIT': 1.07,\n",
       "                'KNO320': 0.001,\n",
       "                'TCDEN': 1.04,\n",
       "                'DENOXT': 0.2,\n",
       "                'EXPNVG': 0.5,\n",
       "                'EXPNVL': 0.6667,\n",
       "                'BNH41': 1e-05,\n",
       "                'BNH42': 1e-05,\n",
       "                'BNH43': 1e-05,\n",
       "                'BPO41': 1e-05,\n",
       "                'BPO42': 1e-05,\n",
       "                'BPO43': 1e-05,\n",
       "                'ADNHPM1': 0.0001,\n",
       "                'ADNHPM2': 0.0001,\n",
       "                'ADNHPM3': 0.0001,\n",
       "                'ADPOPM1': 10.0,\n",
       "                'ADPOPM2': 10.0,\n",
       "                'ADPOPM3': 10.0}, 'SAVE': {'DNUST': 0,\n",
       "                'DNUST2': 0,\n",
       "                'NUADDR': 0,\n",
       "                'NUADEP': 0,\n",
       "                'NUADWT': 0,\n",
       "                'NUCF1': 0,\n",
       "                'NUCF2': 0,\n",
       "                'NUCF3': 0,\n",
       "                'NUCF4': 0,\n",
       "                'NUCF5': 0,\n",
       "                'NUCF6': 0,\n",
       "                'NUCF7': 0,\n",
       "                'NUCF8': 0,\n",
       "                'NUCF9': 0,\n",
       "                'NUIF1': 0,\n",
       "                'NUIF2': 0,\n",
       "                'NUST': 0,\n",
       "                'OSNH4': 0,\n",
       "                'OSPO4': 0,\n",
       "                'RSNH4': 0,\n",
       "                'RSPO4': 0,\n",
       "                'SNH4': 0,\n",
       "                'SPO4': 0,\n",
       "                'TNUCF1': 0,\n",
       "                'TNUCF2': 0,\n",
       "                'TNUIF': 0}, 'STATES': {'NO3': 40.0,\n",
       "                'TAM': 10.0,\n",
       "                'NO2': 1.0,\n",
       "                'PO4': 50.0,\n",
       "                'PHVAL': 7.0,\n",
       "                'SNH41': 0.0,\n",
       "                'SNH42': 0.0,\n",
       "                'SNH43': 0.0,\n",
       "                'SPO41': 0.0,\n",
       "                'SPO42': 0.0,\n",
       "                'SPO43': 0.0}},\n",
       "              ('RCHRES',\n",
       "               'NUTRX',\n",
       "               'R005'): {'FLAGS': {'NH3FG': 1,\n",
       "                'NO2FG': 1,\n",
       "                'PO4FG': 1,\n",
       "                'AMVFG': 1,\n",
       "                'DENFG': 1,\n",
       "                'ADNHFG': 0,\n",
       "                'ADPOFG': 0,\n",
       "                'PHFLAG': 2}, 'PARAMETERS': {'BRNIT1': 11.0,\n",
       "                'BRNIT2': 33.0,\n",
       "                'BRPO41': 1.1,\n",
       "                'BRPO42': 2.2,\n",
       "                'ANAER': 0.0005,\n",
       "                'KTAM20': 0.002,\n",
       "                'KNO220': 0.004,\n",
       "                'TCNIT': 1.07,\n",
       "                'KNO320': 0.001,\n",
       "                'TCDEN': 1.04,\n",
       "                'DENOXT': 0.2,\n",
       "                'EXPNVG': 0.5,\n",
       "                'EXPNVL': 0.6667,\n",
       "                'BNH41': 1e-05,\n",
       "                'BNH42': 1e-05,\n",
       "                'BNH43': 1e-05,\n",
       "                'BPO41': 1e-05,\n",
       "                'BPO42': 1e-05,\n",
       "                'BPO43': 1e-05,\n",
       "                'ADNHPM1': 0.0001,\n",
       "                'ADNHPM2': 0.0001,\n",
       "                'ADNHPM3': 0.0001,\n",
       "                'ADPOPM1': 10.0,\n",
       "                'ADPOPM2': 10.0,\n",
       "                'ADPOPM3': 10.0}, 'SAVE': {'DNUST': 0,\n",
       "                'DNUST2': 0,\n",
       "                'NUADDR': 0,\n",
       "                'NUADEP': 0,\n",
       "                'NUADWT': 0,\n",
       "                'NUCF1': 0,\n",
       "                'NUCF2': 0,\n",
       "                'NUCF3': 0,\n",
       "                'NUCF4': 0,\n",
       "                'NUCF5': 0,\n",
       "                'NUCF6': 0,\n",
       "                'NUCF7': 0,\n",
       "                'NUCF8': 0,\n",
       "                'NUCF9': 0,\n",
       "                'NUIF1': 0,\n",
       "                'NUIF2': 0,\n",
       "                'NUST': 0,\n",
       "                'OSNH4': 0,\n",
       "                'OSPO4': 0,\n",
       "                'RSNH4': 0,\n",
       "                'RSPO4': 0,\n",
       "                'SNH4': 0,\n",
       "                'SPO4': 0,\n",
       "                'TNUCF1': 0,\n",
       "                'TNUCF2': 0,\n",
       "                'TNUIF': 0}, 'STATES': {'NO3': 40.0,\n",
       "                'TAM': 10.0,\n",
       "                'NO2': 1.0,\n",
       "                'PO4': 50.0,\n",
       "                'PHVAL': 7.0,\n",
       "                'SNH41': 0.0,\n",
       "                'SNH42': 0.0,\n",
       "                'SNH43': 0.0,\n",
       "                'SPO41': 0.0,\n",
       "                'SPO42': 0.0,\n",
       "                'SPO43': 0.0}},\n",
       "              ('RCHRES',\n",
       "               'HYDR',\n",
       "               'R001'): {'PARAMETERS': {'VCONFG': 0,\n",
       "                'AUX1FG': 1,\n",
       "                'AUX2FG': 1,\n",
       "                'AUX3FG': 1,\n",
       "                'ODFVF1': -1,\n",
       "                'ODFVF2': 6,\n",
       "                'ODFVF3': 0,\n",
       "                'ODFVF4': 0,\n",
       "                'ODFVF5': 0,\n",
       "                'ODGTF1': 0,\n",
       "                'ODGTF2': 0,\n",
       "                'ODGTF3': 0,\n",
       "                'ODGTF4': 0,\n",
       "                'ODGTF5': 0,\n",
       "                'FUNCT1': 1,\n",
       "                'FUNCT2': 1,\n",
       "                'FUNCT3': 1,\n",
       "                'FUNCT4': 1,\n",
       "                'FUNCT5': 1,\n",
       "                'FTBW': 0.0,\n",
       "                'FTBUCI': 'FT001',\n",
       "                'LEN': 0.5,\n",
       "                'DELTH': 1.0,\n",
       "                'STCOR': 0.0,\n",
       "                'KS': 0.5,\n",
       "                'DB50': 0.01,\n",
       "                'NEXITS': 2,\n",
       "                'LKFG': 1,\n",
       "                'IREXIT': 0,\n",
       "                'IRMINV': 0.0}, 'SAVE': {'CDFVOL': 0,\n",
       "                'CIVOL': 0,\n",
       "                'CO': 0,\n",
       "                'COVOL': 0,\n",
       "                'CRO': 0,\n",
       "                'CROVOL': 0,\n",
       "                'CVOL': 0,\n",
       "                'DEP': 0,\n",
       "                'IVOL': 0,\n",
       "                'O': 0,\n",
       "                'OVOL': 1,\n",
       "                'PRSUPY': 0,\n",
       "                'RIRDEM': 0,\n",
       "                'RIRSHT': 0,\n",
       "                'RO': 0,\n",
       "                'ROVOL': 1,\n",
       "                'SAREA': 0,\n",
       "                'TAU': 0,\n",
       "                'USTAR': 0,\n",
       "                'VOL': 1,\n",
       "                'VOLEV': 0}, 'STATES': {'VOL': 30.0,\n",
       "                'ICAT': -1.0,\n",
       "                'COLIN1': 4.0,\n",
       "                'COLIN2': 5.0,\n",
       "                'COLIN3': 4.0,\n",
       "                'COLIN4': 4.0,\n",
       "                'COLIN5': 4.0,\n",
       "                'OUTDG1': 0.0,\n",
       "                'OUTDG2': 0.0,\n",
       "                'OUTDG3': 0.0,\n",
       "                'OUTDG4': 0.0,\n",
       "                'OUTDG5': 0.0}},\n",
       "              ('RCHRES',\n",
       "               'HYDR',\n",
       "               'R002'): {'PARAMETERS': {'VCONFG': 0,\n",
       "                'AUX1FG': 1,\n",
       "                'AUX2FG': 1,\n",
       "                'AUX3FG': 1,\n",
       "                'ODFVF1': 4,\n",
       "                'ODFVF2': 0,\n",
       "                'ODFVF3': 0,\n",
       "                'ODFVF4': 0,\n",
       "                'ODFVF5': 0,\n",
       "                'ODGTF1': 0,\n",
       "                'ODGTF2': 0,\n",
       "                'ODGTF3': 0,\n",
       "                'ODGTF4': 0,\n",
       "                'ODGTF5': 0,\n",
       "                'FUNCT1': 1,\n",
       "                'FUNCT2': 1,\n",
       "                'FUNCT3': 1,\n",
       "                'FUNCT4': 1,\n",
       "                'FUNCT5': 1,\n",
       "                'FTBW': 0.0,\n",
       "                'FTBUCI': 'FT002',\n",
       "                'LEN': 0.25,\n",
       "                'DELTH': 20.0,\n",
       "                'STCOR': 0.0,\n",
       "                'KS': 0.5,\n",
       "                'DB50': 0.01,\n",
       "                'NEXITS': 1,\n",
       "                'LKFG': 0,\n",
       "                'IREXIT': 0,\n",
       "                'IRMINV': 0.0}, 'SAVE': {'CDFVOL': 0,\n",
       "                'CIVOL': 0,\n",
       "                'CO': 0,\n",
       "                'COVOL': 0,\n",
       "                'CRO': 0,\n",
       "                'CROVOL': 0,\n",
       "                'CVOL': 0,\n",
       "                'DEP': 0,\n",
       "                'IVOL': 0,\n",
       "                'O': 0,\n",
       "                'OVOL': 1,\n",
       "                'PRSUPY': 0,\n",
       "                'RIRDEM': 0,\n",
       "                'RIRSHT': 0,\n",
       "                'RO': 0,\n",
       "                'ROVOL': 1,\n",
       "                'SAREA': 0,\n",
       "                'TAU': 0,\n",
       "                'USTAR': 0,\n",
       "                'VOL': 1,\n",
       "                'VOLEV': 0}, 'STATES': {'VOL': 0.0,\n",
       "                'ICAT': -1.0,\n",
       "                'COLIN1': 4.0,\n",
       "                'COLIN2': 4.0,\n",
       "                'COLIN3': 4.0,\n",
       "                'COLIN4': 4.0,\n",
       "                'COLIN5': 4.0,\n",
       "                'OUTDG1': 0.0,\n",
       "                'OUTDG2': 0.0,\n",
       "                'OUTDG3': 0.0,\n",
       "                'OUTDG4': 0.0,\n",
       "                'OUTDG5': 0.0}},\n",
       "              ('RCHRES',\n",
       "               'HYDR',\n",
       "               'R003'): {'PARAMETERS': {'VCONFG': 0,\n",
       "                'AUX1FG': 1,\n",
       "                'AUX2FG': 1,\n",
       "                'AUX3FG': 1,\n",
       "                'ODFVF1': 4,\n",
       "                'ODFVF2': 0,\n",
       "                'ODFVF3': 0,\n",
       "                'ODFVF4': 0,\n",
       "                'ODFVF5': 0,\n",
       "                'ODGTF1': 0,\n",
       "                'ODGTF2': 0,\n",
       "                'ODGTF3': 0,\n",
       "                'ODGTF4': 0,\n",
       "                'ODGTF5': 0,\n",
       "                'FUNCT1': 1,\n",
       "                'FUNCT2': 1,\n",
       "                'FUNCT3': 1,\n",
       "                'FUNCT4': 1,\n",
       "                'FUNCT5': 1,\n",
       "                'FTBW': 0.0,\n",
       "                'FTBUCI': 'FT003',\n",
       "                'LEN': 0.25,\n",
       "                'DELTH': 30.0,\n",
       "                'STCOR': 0.0,\n",
       "                'KS': 0.5,\n",
       "                'DB50': 0.01,\n",
       "                'NEXITS': 1,\n",
       "                'LKFG': 0,\n",
       "                'IREXIT': 0,\n",
       "                'IRMINV': 0.0}, 'SAVE': {'CDFVOL': 0,\n",
       "                'CIVOL': 0,\n",
       "                'CO': 0,\n",
       "                'COVOL': 0,\n",
       "                'CRO': 0,\n",
       "                'CROVOL': 0,\n",
       "                'CVOL': 0,\n",
       "                'DEP': 0,\n",
       "                'IVOL': 0,\n",
       "                'O': 0,\n",
       "                'OVOL': 1,\n",
       "                'PRSUPY': 0,\n",
       "                'RIRDEM': 0,\n",
       "                'RIRSHT': 0,\n",
       "                'RO': 0,\n",
       "                'ROVOL': 1,\n",
       "                'SAREA': 0,\n",
       "                'TAU': 0,\n",
       "                'USTAR': 0,\n",
       "                'VOL': 1,\n",
       "                'VOLEV': 0}, 'STATES': {'VOL': 0.0,\n",
       "                'ICAT': -1.0,\n",
       "                'COLIN1': 4.0,\n",
       "                'COLIN2': 4.0,\n",
       "                'COLIN3': 4.0,\n",
       "                'COLIN4': 4.0,\n",
       "                'COLIN5': 4.0,\n",
       "                'OUTDG1': 0.0,\n",
       "                'OUTDG2': 0.0,\n",
       "                'OUTDG3': 0.0,\n",
       "                'OUTDG4': 0.0,\n",
       "                'OUTDG5': 0.0}},\n",
       "              ('RCHRES',\n",
       "               'HYDR',\n",
       "               'R004'): {'PARAMETERS': {'VCONFG': 0,\n",
       "                'AUX1FG': 1,\n",
       "                'AUX2FG': 1,\n",
       "                'AUX3FG': 1,\n",
       "                'ODFVF1': 4,\n",
       "                'ODFVF2': 0,\n",
       "                'ODFVF3': 0,\n",
       "                'ODFVF4': 0,\n",
       "                'ODFVF5': 0,\n",
       "                'ODGTF1': 0,\n",
       "                'ODGTF2': 0,\n",
       "                'ODGTF3': 0,\n",
       "                'ODGTF4': 0,\n",
       "                'ODGTF5': 0,\n",
       "                'FUNCT1': 1,\n",
       "                'FUNCT2': 1,\n",
       "                'FUNCT3': 1,\n",
       "                'FUNCT4': 1,\n",
       "                'FUNCT5': 1,\n",
       "                'FTBW': 0.0,\n",
       "                'FTBUCI': 'FT004',\n",
       "                'LEN': 2.0,\n",
       "                'DELTH': 40.0,\n",
       "                'STCOR': 0.0,\n",
       "                'KS': 0.5,\n",
       "                'DB50': 0.01,\n",
       "                'NEXITS': 1,\n",
       "                'LKFG': 0,\n",
       "                'IREXIT': 0,\n",
       "                'IRMINV': 0.0}, 'SAVE': {'CDFVOL': 0,\n",
       "                'CIVOL': 0,\n",
       "                'CO': 0,\n",
       "                'COVOL': 0,\n",
       "                'CRO': 0,\n",
       "                'CROVOL': 0,\n",
       "                'CVOL': 0,\n",
       "                'DEP': 0,\n",
       "                'IVOL': 0,\n",
       "                'O': 0,\n",
       "                'OVOL': 1,\n",
       "                'PRSUPY': 0,\n",
       "                'RIRDEM': 0,\n",
       "                'RIRSHT': 0,\n",
       "                'RO': 0,\n",
       "                'ROVOL': 1,\n",
       "                'SAREA': 0,\n",
       "                'TAU': 0,\n",
       "                'USTAR': 0,\n",
       "                'VOL': 1,\n",
       "                'VOLEV': 0}, 'STATES': {'VOL': 0.0,\n",
       "                'ICAT': -1.0,\n",
       "                'COLIN1': 4.0,\n",
       "                'COLIN2': 4.0,\n",
       "                'COLIN3': 4.0,\n",
       "                'COLIN4': 4.0,\n",
       "                'COLIN5': 4.0,\n",
       "                'OUTDG1': 0.0,\n",
       "                'OUTDG2': 0.0,\n",
       "                'OUTDG3': 0.0,\n",
       "                'OUTDG4': 0.0,\n",
       "                'OUTDG5': 0.0}},\n",
       "              ('RCHRES',\n",
       "               'HYDR',\n",
       "               'R005'): {'PARAMETERS': {'VCONFG': 0,\n",
       "                'AUX1FG': 1,\n",
       "                'AUX2FG': 1,\n",
       "                'AUX3FG': 1,\n",
       "                'ODFVF1': 4,\n",
       "                'ODFVF2': 0,\n",
       "                'ODFVF3': 0,\n",
       "                'ODFVF4': 0,\n",
       "                'ODFVF5': 0,\n",
       "                'ODGTF1': 0,\n",
       "                'ODGTF2': 0,\n",
       "                'ODGTF3': 0,\n",
       "                'ODGTF4': 0,\n",
       "                'ODGTF5': 0,\n",
       "                'FUNCT1': 1,\n",
       "                'FUNCT2': 1,\n",
       "                'FUNCT3': 1,\n",
       "                'FUNCT4': 1,\n",
       "                'FUNCT5': 1,\n",
       "                'FTBW': 0.0,\n",
       "                'FTBUCI': 'FT005',\n",
       "                'LEN': 3.0,\n",
       "                'DELTH': 40.0,\n",
       "                'STCOR': 0.0,\n",
       "                'KS': 0.5,\n",
       "                'DB50': 0.01,\n",
       "                'NEXITS': 1,\n",
       "                'LKFG': 0,\n",
       "                'IREXIT': 0,\n",
       "                'IRMINV': 0.0}, 'SAVE': {'CDFVOL': 0,\n",
       "                'CIVOL': 0,\n",
       "                'CO': 0,\n",
       "                'COVOL': 0,\n",
       "                'CRO': 0,\n",
       "                'CROVOL': 0,\n",
       "                'CVOL': 0,\n",
       "                'DEP': 0,\n",
       "                'IVOL': 0,\n",
       "                'O': 0,\n",
       "                'OVOL': 1,\n",
       "                'PRSUPY': 0,\n",
       "                'RIRDEM': 0,\n",
       "                'RIRSHT': 0,\n",
       "                'RO': 0,\n",
       "                'ROVOL': 1,\n",
       "                'SAREA': 0,\n",
       "                'TAU': 0,\n",
       "                'USTAR': 0,\n",
       "                'VOL': 1,\n",
       "                'VOLEV': 0}, 'STATES': {'VOL': 0.0,\n",
       "                'ICAT': -1.0,\n",
       "                'COLIN1': 4.0,\n",
       "                'COLIN2': 4.0,\n",
       "                'COLIN3': 4.0,\n",
       "                'COLIN4': 4.0,\n",
       "                'COLIN5': 4.0,\n",
       "                'OUTDG1': 0.0,\n",
       "                'OUTDG2': 0.0,\n",
       "                'OUTDG3': 0.0,\n",
       "                'OUTDG4': 0.0,\n",
       "                'OUTDG5': 0.0}},\n",
       "              ('RCHRES',\n",
       "               'HTRCH',\n",
       "               'R001'): {'PARAMETERS': {'ELEV': 450.0,\n",
       "                'ELDAT': 100.0,\n",
       "                'CFSAEX': 0.95,\n",
       "                'KATRAD': 9.37,\n",
       "                'KCOND': 6.12,\n",
       "                'KEVAP': 2.24}, 'SAVE': {'AIRTMP': 0,\n",
       "                'HTCF4': 0,\n",
       "                'HTEXCH': 0,\n",
       "                'IHEAT': 0,\n",
       "                'OHEAT': 0,\n",
       "                'ROHEAT': 0,\n",
       "                'SHDFAC': 0,\n",
       "                'TW': 0}, 'STATES': {'TW': 60.0, 'AIRTMP': 40.0}},\n",
       "              ('RCHRES',\n",
       "               'HTRCH',\n",
       "               'R002'): {'PARAMETERS': {'ELEV': 450.0,\n",
       "                'ELDAT': 100.0,\n",
       "                'CFSAEX': 0.95,\n",
       "                'KATRAD': 9.37,\n",
       "                'KCOND': 6.12,\n",
       "                'KEVAP': 2.24}, 'SAVE': {'AIRTMP': 0,\n",
       "                'HTCF4': 0,\n",
       "                'HTEXCH': 0,\n",
       "                'IHEAT': 0,\n",
       "                'OHEAT': 0,\n",
       "                'ROHEAT': 0,\n",
       "                'SHDFAC': 0,\n",
       "                'TW': 0}, 'STATES': {'TW': 60.0, 'AIRTMP': 40.0}},\n",
       "              ('RCHRES',\n",
       "               'HTRCH',\n",
       "               'R003'): {'PARAMETERS': {'ELEV': 450.0,\n",
       "                'ELDAT': 100.0,\n",
       "                'CFSAEX': 0.95,\n",
       "                'KATRAD': 9.37,\n",
       "                'KCOND': 6.12,\n",
       "                'KEVAP': 2.24}, 'SAVE': {'AIRTMP': 0,\n",
       "                'HTCF4': 0,\n",
       "                'HTEXCH': 0,\n",
       "                'IHEAT': 0,\n",
       "                'OHEAT': 0,\n",
       "                'ROHEAT': 0,\n",
       "                'SHDFAC': 0,\n",
       "                'TW': 0}, 'STATES': {'TW': 60.0, 'AIRTMP': 40.0}},\n",
       "              ('RCHRES',\n",
       "               'HTRCH',\n",
       "               'R004'): {'PARAMETERS': {'ELEV': 450.0,\n",
       "                'ELDAT': 100.0,\n",
       "                'CFSAEX': 0.95,\n",
       "                'KATRAD': 9.37,\n",
       "                'KCOND': 6.12,\n",
       "                'KEVAP': 2.24}, 'SAVE': {'AIRTMP': 0,\n",
       "                'HTCF4': 0,\n",
       "                'HTEXCH': 0,\n",
       "                'IHEAT': 0,\n",
       "                'OHEAT': 0,\n",
       "                'ROHEAT': 0,\n",
       "                'SHDFAC': 0,\n",
       "                'TW': 0}, 'STATES': {'TW': 60.0, 'AIRTMP': 40.0}},\n",
       "              ('RCHRES',\n",
       "               'HTRCH',\n",
       "               'R005'): {'PARAMETERS': {'ELEV': 450.0,\n",
       "                'ELDAT': 100.0,\n",
       "                'CFSAEX': 0.95,\n",
       "                'KATRAD': 9.37,\n",
       "                'KCOND': 6.12,\n",
       "                'KEVAP': 2.24}, 'SAVE': {'AIRTMP': 0,\n",
       "                'HTCF4': 0,\n",
       "                'HTEXCH': 0,\n",
       "                'IHEAT': 0,\n",
       "                'OHEAT': 0,\n",
       "                'ROHEAT': 0,\n",
       "                'SHDFAC': 0,\n",
       "                'TW': 0}, 'STATES': {'TW': 60.0, 'AIRTMP': 40.0}},\n",
       "              ('RCHRES',\n",
       "               'GQUAL',\n",
       "               'R001'): {'GQUAL1': {'GQID': 'PESTICIDE B4',\n",
       "                'DQAL': 10.0,\n",
       "                'CONCID': 'UG',\n",
       "                'CONV': 1000000.0,\n",
       "                'QTYID': 'G',\n",
       "                'QALFG1': 1,\n",
       "                'QALFG2': 1,\n",
       "                'QALFG3': 1,\n",
       "                'QALFG4': 1,\n",
       "                'QALFG5': 1,\n",
       "                'QALFG6': 1,\n",
       "                'QALFG7': 1,\n",
       "                'KA': 0.001,\n",
       "                'KB': 0.01,\n",
       "                'KN': 0.001,\n",
       "                'THHYD': 1.03,\n",
       "                'KOX': 0.1,\n",
       "                'THOX': 1.03,\n",
       "                'CFGAS': 0.001,\n",
       "                'BIOCON': 0.01,\n",
       "                'THBIO': 1.07,\n",
       "                'BIO': 10.0,\n",
       "                'FSTDEC': 0.2,\n",
       "                'THFST': 1.07,\n",
       "                'ADDCP1': 0.0,\n",
       "                'ADDCP2': 1.07,\n",
       "                'ADDCP3': 0.002,\n",
       "                'ADDCP4': 1.07,\n",
       "                'ADPM11': 0.0001,\n",
       "                'ADPM21': 0.001,\n",
       "                'ADPM31': 0.001,\n",
       "                'ADPM41': 0.0001,\n",
       "                'ADPM51': 0.001,\n",
       "                'ADPM61': 0.001,\n",
       "                'ADPM12': 150.0,\n",
       "                'ADPM22': 150.0,\n",
       "                'ADPM32': 150.0,\n",
       "                'ADPM42': 0.25,\n",
       "                'ADPM52': 0.25,\n",
       "                'ADPM62': 0.25,\n",
       "                'SQAL1': 0.001,\n",
       "                'SQAL2': 0.01,\n",
       "                'SQAL3': 0.01,\n",
       "                'SQAL4': 0.001,\n",
       "                'SQAL5': 0.01,\n",
       "                'SQAL6': 0.01,\n",
       "                'TWAT': 60.0,\n",
       "                'PHVAL': 7.0,\n",
       "                'ROC': 1e-05,\n",
       "                'CLD': 0.0,\n",
       "                'SDCNC': 0.0,\n",
       "                'PHY': 0.0}, 'PARAMETERS': {'NGQUAL': 1,\n",
       "                'TEMPFG': 1,\n",
       "                'PHFLAG': 1,\n",
       "                'ROXFG': 2,\n",
       "                'CLDFG': 1,\n",
       "                'SDFG': 1,\n",
       "                'PHYTFG': 1,\n",
       "                'LAT': 42}, 'SAVE': {'ADQAL': 0,\n",
       "                'DDQAL': 0,\n",
       "                'DQAL': 0,\n",
       "                'DSQAL': 0,\n",
       "                'GQADDR': 0,\n",
       "                'GQADEP': 0,\n",
       "                'GQADWT': 0,\n",
       "                'IDQAL': 0,\n",
       "                'ISQAL': 0,\n",
       "                'ODQAL': 0,\n",
       "                'OSQAL': 0,\n",
       "                'PDQAL': 0,\n",
       "                'RDQAL': 0,\n",
       "                'RODQAL': 0,\n",
       "                'ROSQAL': 0,\n",
       "                'RRQAL': 0,\n",
       "                'RSQAL': 0,\n",
       "                'SQAL': 0,\n",
       "                'SQDEC': 0,\n",
       "                'TIQAL': 0,\n",
       "                'TOSQAL': 0,\n",
       "                'TROQAL': 0}, 'EXTENDEDS_ALPH': {'ALPH0': 0.008,\n",
       "                'ALPH1': 0.009,\n",
       "                'ALPH2': 0.01,\n",
       "                'ALPH3': 0.011,\n",
       "                'ALPH4': 0.011,\n",
       "                'ALPH5': 0.011,\n",
       "                'ALPH6': 0.012,\n",
       "                'ALPH7': 0.013,\n",
       "                'ALPH8': 0.015,\n",
       "                'ALPH9': 0.016,\n",
       "                'ALPH10': 0.017,\n",
       "                'ALPH11': 0.018,\n",
       "                'ALPH12': 0.019,\n",
       "                'ALPH13': 0.02,\n",
       "                'ALPH14': 0.021,\n",
       "                'ALPH15': 0.022,\n",
       "                'ALPH16': 0.024,\n",
       "                'ALPH17': 0.024}, 'EXTENDEDS_DEL': {'DEL0': 0.0007,\n",
       "                'DEL1': 0.0007,\n",
       "                'DEL2': 0.0007,\n",
       "                'DEL3': 0.0007,\n",
       "                'DEL4': 0.0007,\n",
       "                'DEL5': 0.0007,\n",
       "                'DEL6': 0.0007,\n",
       "                'DEL7': 0.0007,\n",
       "                'DEL8': 0.0007,\n",
       "                'DEL9': 0.0007,\n",
       "                'DEL10': 0.0007,\n",
       "                'DEL11': 0.0007,\n",
       "                'DEL12': 0.0007,\n",
       "                'DEL13': 0.0007,\n",
       "                'DEL14': 0.0007,\n",
       "                'DEL15': 0.0007,\n",
       "                'DEL16': 0.0007,\n",
       "                'DEL17': 0.0007}, 'EXTENDEDS_GAMM': {'GAMM0': 0.001,\n",
       "                'GAMM1': 0.001,\n",
       "                'GAMM2': 0.001,\n",
       "                'GAMM3': 0.001,\n",
       "                'GAMM4': 0.001,\n",
       "                'GAMM5': 0.001,\n",
       "                'GAMM6': 0.001,\n",
       "                'GAMM7': 0.001,\n",
       "                'GAMM8': 0.002,\n",
       "                'GAMM9': 0.002,\n",
       "                'GAMM10': 0.002,\n",
       "                'GAMM11': 0.002,\n",
       "                'GAMM12': 0.002,\n",
       "                'GAMM13': 0.002,\n",
       "                'GAMM14': 0.002,\n",
       "                'GAMM15': 0.002,\n",
       "                'GAMM16': 0.002,\n",
       "                'GAMM17': 0.002}, 'EXTENDEDS_KCLD': {'KCLD0': 0.1,\n",
       "                'KCLD1': 0.1,\n",
       "                'KCLD2': 0.1,\n",
       "                'KCLD3': 0.15,\n",
       "                'KCLD4': 0.15,\n",
       "                'KCLD5': 0.15,\n",
       "                'KCLD6': 0.15,\n",
       "                'KCLD7': 0.17,\n",
       "                'KCLD8': 0.17,\n",
       "                'KCLD9': 0.17,\n",
       "                'KCLD10': 0.17,\n",
       "                'KCLD11': 0.18,\n",
       "                'KCLD12': 0.19,\n",
       "                'KCLD13': 0.2,\n",
       "                'KCLD14': 0.21,\n",
       "                'KCLD15': 0.21,\n",
       "                'KCLD16': 0.21,\n",
       "                'KCLD17': 0.21}, 'EXTENDEDS_PHOTPM': {'PHOTPM0': 848.0,\n",
       "                'PHOTPM1': 544.0,\n",
       "                'PHOTPM2': 330.0,\n",
       "                'PHOTPM3': 195.0,\n",
       "                'PHOTPM4': 120.0,\n",
       "                'PHOTPM5': 68.0,\n",
       "                'PHOTPM6': 41.0,\n",
       "                'PHOTPM7': 23.0,\n",
       "                'PHOTPM8': 13.0,\n",
       "                'PHOTPM9': 7.0,\n",
       "                'PHOTPM10': 4.0,\n",
       "                'PHOTPM11': 1.0,\n",
       "                'PHOTPM12': 0.1,\n",
       "                'PHOTPM13': 0.0,\n",
       "                'PHOTPM14': 0.0,\n",
       "                'PHOTPM15': 0.0,\n",
       "                'PHOTPM16': 0.0,\n",
       "                'PHOTPM17': 0.0,\n",
       "                'PHOTPM18': 0.3,\n",
       "                'PHOTPM19': 1.1}},\n",
       "              ('RCHRES',\n",
       "               'GQUAL',\n",
       "               'R002'): {'GQUAL1': {'GQID': 'PESTICIDE B4',\n",
       "                'DQAL': 10.0,\n",
       "                'CONCID': 'UG',\n",
       "                'CONV': 1000000.0,\n",
       "                'QTYID': 'G',\n",
       "                'QALFG1': 1,\n",
       "                'QALFG2': 1,\n",
       "                'QALFG3': 1,\n",
       "                'QALFG4': 1,\n",
       "                'QALFG5': 1,\n",
       "                'QALFG6': 1,\n",
       "                'QALFG7': 1,\n",
       "                'KA': 0.001,\n",
       "                'KB': 0.01,\n",
       "                'KN': 0.001,\n",
       "                'THHYD': 1.03,\n",
       "                'KOX': 0.1,\n",
       "                'THOX': 1.03,\n",
       "                'CFGAS': 0.001,\n",
       "                'BIOCON': 0.01,\n",
       "                'THBIO': 1.07,\n",
       "                'BIO': 10.0,\n",
       "                'FSTDEC': 0.2,\n",
       "                'THFST': 1.07,\n",
       "                'ADDCP1': 0.0,\n",
       "                'ADDCP2': 1.07,\n",
       "                'ADDCP3': 0.002,\n",
       "                'ADDCP4': 1.07,\n",
       "                'ADPM11': 0.0001,\n",
       "                'ADPM21': 0.001,\n",
       "                'ADPM31': 0.001,\n",
       "                'ADPM41': 1e-10,\n",
       "                'ADPM51': 1e-10,\n",
       "                'ADPM61': 1e-10,\n",
       "                'ADPM12': 150.0,\n",
       "                'ADPM22': 150.0,\n",
       "                'ADPM32': 150.0,\n",
       "                'ADPM42': 1000.0,\n",
       "                'ADPM52': 1000.0,\n",
       "                'ADPM62': 1000.0,\n",
       "                'SQAL1': 0.001,\n",
       "                'SQAL2': 0.01,\n",
       "                'SQAL3': 0.01,\n",
       "                'SQAL4': 0.0,\n",
       "                'SQAL5': 0.0,\n",
       "                'SQAL6': 0.0,\n",
       "                'TWAT': 60.0,\n",
       "                'PHVAL': 7.0,\n",
       "                'ROC': 1e-05,\n",
       "                'CLD': 0.0,\n",
       "                'SDCNC': 0.0,\n",
       "                'PHY': 0.0}, 'PARAMETERS': {'NGQUAL': 1,\n",
       "                'TEMPFG': 1,\n",
       "                'PHFLAG': 1,\n",
       "                'ROXFG': 2,\n",
       "                'CLDFG': 1,\n",
       "                'SDFG': 1,\n",
       "                'PHYTFG': 1,\n",
       "                'LAT': 42}, 'SAVE': {'ADQAL': 0,\n",
       "                'DDQAL': 0,\n",
       "                'DQAL': 0,\n",
       "                'DSQAL': 0,\n",
       "                'GQADDR': 0,\n",
       "                'GQADEP': 0,\n",
       "                'GQADWT': 0,\n",
       "                'IDQAL': 0,\n",
       "                'ISQAL': 0,\n",
       "                'ODQAL': 0,\n",
       "                'OSQAL': 0,\n",
       "                'PDQAL': 0,\n",
       "                'RDQAL': 0,\n",
       "                'RODQAL': 0,\n",
       "                'ROSQAL': 0,\n",
       "                'RRQAL': 0,\n",
       "                'RSQAL': 0,\n",
       "                'SQAL': 0,\n",
       "                'SQDEC': 0,\n",
       "                'TIQAL': 0,\n",
       "                'TOSQAL': 0,\n",
       "                'TROQAL': 0}, 'EXTENDEDS_ALPH': {'ALPH0': 0.008,\n",
       "                'ALPH1': 0.009,\n",
       "                'ALPH2': 0.01,\n",
       "                'ALPH3': 0.011,\n",
       "                'ALPH4': 0.011,\n",
       "                'ALPH5': 0.011,\n",
       "                'ALPH6': 0.012,\n",
       "                'ALPH7': 0.013,\n",
       "                'ALPH8': 0.015,\n",
       "                'ALPH9': 0.016,\n",
       "                'ALPH10': 0.017,\n",
       "                'ALPH11': 0.018,\n",
       "                'ALPH12': 0.019,\n",
       "                'ALPH13': 0.02,\n",
       "                'ALPH14': 0.021,\n",
       "                'ALPH15': 0.022,\n",
       "                'ALPH16': 0.024,\n",
       "                'ALPH17': 0.024}, 'EXTENDEDS_DEL': {'DEL0': 0.0007,\n",
       "                'DEL1': 0.0007,\n",
       "                'DEL2': 0.0007,\n",
       "                'DEL3': 0.0007,\n",
       "                'DEL4': 0.0007,\n",
       "                'DEL5': 0.0007,\n",
       "                'DEL6': 0.0007,\n",
       "                'DEL7': 0.0007,\n",
       "                'DEL8': 0.0007,\n",
       "                'DEL9': 0.0007,\n",
       "                'DEL10': 0.0007,\n",
       "                'DEL11': 0.0007,\n",
       "                'DEL12': 0.0007,\n",
       "                'DEL13': 0.0007,\n",
       "                'DEL14': 0.0007,\n",
       "                'DEL15': 0.0007,\n",
       "                'DEL16': 0.0007,\n",
       "                'DEL17': 0.0007}, 'EXTENDEDS_GAMM': {'GAMM0': 0.001,\n",
       "                'GAMM1': 0.001,\n",
       "                'GAMM2': 0.001,\n",
       "                'GAMM3': 0.001,\n",
       "                'GAMM4': 0.001,\n",
       "                'GAMM5': 0.001,\n",
       "                'GAMM6': 0.001,\n",
       "                'GAMM7': 0.001,\n",
       "                'GAMM8': 0.002,\n",
       "                'GAMM9': 0.002,\n",
       "                'GAMM10': 0.002,\n",
       "                'GAMM11': 0.002,\n",
       "                'GAMM12': 0.002,\n",
       "                'GAMM13': 0.002,\n",
       "                'GAMM14': 0.002,\n",
       "                'GAMM15': 0.002,\n",
       "                'GAMM16': 0.002,\n",
       "                'GAMM17': 0.002}, 'EXTENDEDS_KCLD': {'KCLD0': 0.1,\n",
       "                'KCLD1': 0.1,\n",
       "                'KCLD2': 0.1,\n",
       "                'KCLD3': 0.15,\n",
       "                'KCLD4': 0.15,\n",
       "                'KCLD5': 0.15,\n",
       "                'KCLD6': 0.15,\n",
       "                'KCLD7': 0.17,\n",
       "                'KCLD8': 0.17,\n",
       "                'KCLD9': 0.17,\n",
       "                'KCLD10': 0.17,\n",
       "                'KCLD11': 0.18,\n",
       "                'KCLD12': 0.19,\n",
       "                'KCLD13': 0.2,\n",
       "                'KCLD14': 0.21,\n",
       "                'KCLD15': 0.21,\n",
       "                'KCLD16': 0.21,\n",
       "                'KCLD17': 0.21}, 'EXTENDEDS_PHOTPM': {'PHOTPM0': 848.0,\n",
       "                'PHOTPM1': 544.0,\n",
       "                'PHOTPM2': 330.0,\n",
       "                'PHOTPM3': 195.0,\n",
       "                'PHOTPM4': 120.0,\n",
       "                'PHOTPM5': 68.0,\n",
       "                'PHOTPM6': 41.0,\n",
       "                'PHOTPM7': 23.0,\n",
       "                'PHOTPM8': 13.0,\n",
       "                'PHOTPM9': 7.0,\n",
       "                'PHOTPM10': 4.0,\n",
       "                'PHOTPM11': 1.0,\n",
       "                'PHOTPM12': 0.1,\n",
       "                'PHOTPM13': 0.0,\n",
       "                'PHOTPM14': 0.0,\n",
       "                'PHOTPM15': 0.0,\n",
       "                'PHOTPM16': 0.0,\n",
       "                'PHOTPM17': 0.0,\n",
       "                'PHOTPM18': 0.3,\n",
       "                'PHOTPM19': 1.1}},\n",
       "              ('RCHRES',\n",
       "               'GQUAL',\n",
       "               'R003'): {'GQUAL1': {'GQID': 'PESTICIDE B4',\n",
       "                'DQAL': 10.0,\n",
       "                'CONCID': 'UG',\n",
       "                'CONV': 1000000.0,\n",
       "                'QTYID': 'G',\n",
       "                'QALFG1': 1,\n",
       "                'QALFG2': 1,\n",
       "                'QALFG3': 1,\n",
       "                'QALFG4': 1,\n",
       "                'QALFG5': 1,\n",
       "                'QALFG6': 1,\n",
       "                'QALFG7': 1,\n",
       "                'KA': 0.001,\n",
       "                'KB': 0.01,\n",
       "                'KN': 0.001,\n",
       "                'THHYD': 1.03,\n",
       "                'KOX': 0.1,\n",
       "                'THOX': 1.03,\n",
       "                'CFGAS': 0.001,\n",
       "                'BIOCON': 0.01,\n",
       "                'THBIO': 1.07,\n",
       "                'BIO': 10.0,\n",
       "                'FSTDEC': 0.2,\n",
       "                'THFST': 1.07,\n",
       "                'ADDCP1': 0.0,\n",
       "                'ADDCP2': 1.07,\n",
       "                'ADDCP3': 0.002,\n",
       "                'ADDCP4': 1.07,\n",
       "                'ADPM11': 0.0001,\n",
       "                'ADPM21': 0.001,\n",
       "                'ADPM31': 0.001,\n",
       "                'ADPM41': 1e-10,\n",
       "                'ADPM51': 1e-10,\n",
       "                'ADPM61': 1e-10,\n",
       "                'ADPM12': 150.0,\n",
       "                'ADPM22': 150.0,\n",
       "                'ADPM32': 150.0,\n",
       "                'ADPM42': 1000.0,\n",
       "                'ADPM52': 1000.0,\n",
       "                'ADPM62': 1000.0,\n",
       "                'SQAL1': 0.001,\n",
       "                'SQAL2': 0.01,\n",
       "                'SQAL3': 0.01,\n",
       "                'SQAL4': 0.0,\n",
       "                'SQAL5': 0.0,\n",
       "                'SQAL6': 0.0,\n",
       "                'TWAT': 60.0,\n",
       "                'PHVAL': 7.0,\n",
       "                'ROC': 1e-05,\n",
       "                'CLD': 0.0,\n",
       "                'SDCNC': 0.0,\n",
       "                'PHY': 0.0}, 'PARAMETERS': {'NGQUAL': 1,\n",
       "                'TEMPFG': 1,\n",
       "                'PHFLAG': 1,\n",
       "                'ROXFG': 2,\n",
       "                'CLDFG': 1,\n",
       "                'SDFG': 1,\n",
       "                'PHYTFG': 1,\n",
       "                'LAT': 42}, 'SAVE': {'ADQAL': 0,\n",
       "                'DDQAL': 0,\n",
       "                'DQAL': 0,\n",
       "                'DSQAL': 0,\n",
       "                'GQADDR': 0,\n",
       "                'GQADEP': 0,\n",
       "                'GQADWT': 0,\n",
       "                'IDQAL': 0,\n",
       "                'ISQAL': 0,\n",
       "                'ODQAL': 0,\n",
       "                'OSQAL': 0,\n",
       "                'PDQAL': 0,\n",
       "                'RDQAL': 0,\n",
       "                'RODQAL': 0,\n",
       "                'ROSQAL': 0,\n",
       "                'RRQAL': 0,\n",
       "                'RSQAL': 0,\n",
       "                'SQAL': 0,\n",
       "                'SQDEC': 0,\n",
       "                'TIQAL': 0,\n",
       "                'TOSQAL': 0,\n",
       "                'TROQAL': 0}, 'EXTENDEDS_ALPH': {'ALPH0': 0.008,\n",
       "                'ALPH1': 0.009,\n",
       "                'ALPH2': 0.01,\n",
       "                'ALPH3': 0.011,\n",
       "                'ALPH4': 0.011,\n",
       "                'ALPH5': 0.011,\n",
       "                'ALPH6': 0.012,\n",
       "                'ALPH7': 0.013,\n",
       "                'ALPH8': 0.015,\n",
       "                'ALPH9': 0.016,\n",
       "                'ALPH10': 0.017,\n",
       "                'ALPH11': 0.018,\n",
       "                'ALPH12': 0.019,\n",
       "                'ALPH13': 0.02,\n",
       "                'ALPH14': 0.021,\n",
       "                'ALPH15': 0.022,\n",
       "                'ALPH16': 0.024,\n",
       "                'ALPH17': 0.024}, 'EXTENDEDS_DEL': {'DEL0': 0.0007,\n",
       "                'DEL1': 0.0007,\n",
       "                'DEL2': 0.0007,\n",
       "                'DEL3': 0.0007,\n",
       "                'DEL4': 0.0007,\n",
       "                'DEL5': 0.0007,\n",
       "                'DEL6': 0.0007,\n",
       "                'DEL7': 0.0007,\n",
       "                'DEL8': 0.0007,\n",
       "                'DEL9': 0.0007,\n",
       "                'DEL10': 0.0007,\n",
       "                'DEL11': 0.0007,\n",
       "                'DEL12': 0.0007,\n",
       "                'DEL13': 0.0007,\n",
       "                'DEL14': 0.0007,\n",
       "                'DEL15': 0.0007,\n",
       "                'DEL16': 0.0007,\n",
       "                'DEL17': 0.0007}, 'EXTENDEDS_GAMM': {'GAMM0': 0.001,\n",
       "                'GAMM1': 0.001,\n",
       "                'GAMM2': 0.001,\n",
       "                'GAMM3': 0.001,\n",
       "                'GAMM4': 0.001,\n",
       "                'GAMM5': 0.001,\n",
       "                'GAMM6': 0.001,\n",
       "                'GAMM7': 0.001,\n",
       "                'GAMM8': 0.002,\n",
       "                'GAMM9': 0.002,\n",
       "                'GAMM10': 0.002,\n",
       "                'GAMM11': 0.002,\n",
       "                'GAMM12': 0.002,\n",
       "                'GAMM13': 0.002,\n",
       "                'GAMM14': 0.002,\n",
       "                'GAMM15': 0.002,\n",
       "                'GAMM16': 0.002,\n",
       "                'GAMM17': 0.002}, 'EXTENDEDS_KCLD': {'KCLD0': 0.1,\n",
       "                'KCLD1': 0.1,\n",
       "                'KCLD2': 0.1,\n",
       "                'KCLD3': 0.15,\n",
       "                'KCLD4': 0.15,\n",
       "                'KCLD5': 0.15,\n",
       "                'KCLD6': 0.15,\n",
       "                'KCLD7': 0.17,\n",
       "                'KCLD8': 0.17,\n",
       "                'KCLD9': 0.17,\n",
       "                'KCLD10': 0.17,\n",
       "                'KCLD11': 0.18,\n",
       "                'KCLD12': 0.19,\n",
       "                'KCLD13': 0.2,\n",
       "                'KCLD14': 0.21,\n",
       "                'KCLD15': 0.21,\n",
       "                'KCLD16': 0.21,\n",
       "                'KCLD17': 0.21}, 'EXTENDEDS_PHOTPM': {'PHOTPM0': 848.0,\n",
       "                'PHOTPM1': 544.0,\n",
       "                'PHOTPM2': 330.0,\n",
       "                'PHOTPM3': 195.0,\n",
       "                'PHOTPM4': 120.0,\n",
       "                'PHOTPM5': 68.0,\n",
       "                'PHOTPM6': 41.0,\n",
       "                'PHOTPM7': 23.0,\n",
       "                'PHOTPM8': 13.0,\n",
       "                'PHOTPM9': 7.0,\n",
       "                'PHOTPM10': 4.0,\n",
       "                'PHOTPM11': 1.0,\n",
       "                'PHOTPM12': 0.1,\n",
       "                'PHOTPM13': 0.0,\n",
       "                'PHOTPM14': 0.0,\n",
       "                'PHOTPM15': 0.0,\n",
       "                'PHOTPM16': 0.0,\n",
       "                'PHOTPM17': 0.0,\n",
       "                'PHOTPM18': 0.3,\n",
       "                'PHOTPM19': 1.1}},\n",
       "              ('RCHRES',\n",
       "               'GQUAL',\n",
       "               'R004'): {'GQUAL1': {'GQID': 'PESTICIDE B4',\n",
       "                'DQAL': 10.0,\n",
       "                'CONCID': 'UG',\n",
       "                'CONV': 1000000.0,\n",
       "                'QTYID': 'G',\n",
       "                'QALFG1': 1,\n",
       "                'QALFG2': 1,\n",
       "                'QALFG3': 1,\n",
       "                'QALFG4': 1,\n",
       "                'QALFG5': 1,\n",
       "                'QALFG6': 1,\n",
       "                'QALFG7': 1,\n",
       "                'KA': 0.001,\n",
       "                'KB': 0.01,\n",
       "                'KN': 0.001,\n",
       "                'THHYD': 1.03,\n",
       "                'KOX': 0.1,\n",
       "                'THOX': 1.03,\n",
       "                'CFGAS': 0.001,\n",
       "                'BIOCON': 0.01,\n",
       "                'THBIO': 1.07,\n",
       "                'BIO': 10.0,\n",
       "                'FSTDEC': 0.2,\n",
       "                'THFST': 1.07,\n",
       "                'ADDCP1': 0.0,\n",
       "                'ADDCP2': 1.07,\n",
       "                'ADDCP3': 0.002,\n",
       "                'ADDCP4': 1.07,\n",
       "                'ADPM11': 0.0001,\n",
       "                'ADPM21': 0.001,\n",
       "                'ADPM31': 0.001,\n",
       "                'ADPM41': 0.0001,\n",
       "                'ADPM51': 0.001,\n",
       "                'ADPM61': 0.001,\n",
       "                'ADPM12': 150.0,\n",
       "                'ADPM22': 150.0,\n",
       "                'ADPM32': 150.0,\n",
       "                'ADPM42': 0.25,\n",
       "                'ADPM52': 0.25,\n",
       "                'ADPM62': 0.25,\n",
       "                'SQAL1': 0.001,\n",
       "                'SQAL2': 0.01,\n",
       "                'SQAL3': 0.01,\n",
       "                'SQAL4': 0.001,\n",
       "                'SQAL5': 0.01,\n",
       "                'SQAL6': 0.01,\n",
       "                'TWAT': 60.0,\n",
       "                'PHVAL': 7.0,\n",
       "                'ROC': 1e-05,\n",
       "                'CLD': 0.0,\n",
       "                'SDCNC': 0.0,\n",
       "                'PHY': 0.0}, 'PARAMETERS': {'NGQUAL': 1,\n",
       "                'TEMPFG': 1,\n",
       "                'PHFLAG': 1,\n",
       "                'ROXFG': 2,\n",
       "                'CLDFG': 1,\n",
       "                'SDFG': 1,\n",
       "                'PHYTFG': 1,\n",
       "                'LAT': 42}, 'SAVE': {'ADQAL': 0,\n",
       "                'DDQAL': 0,\n",
       "                'DQAL': 0,\n",
       "                'DSQAL': 0,\n",
       "                'GQADDR': 0,\n",
       "                'GQADEP': 0,\n",
       "                'GQADWT': 0,\n",
       "                'IDQAL': 0,\n",
       "                'ISQAL': 0,\n",
       "                'ODQAL': 0,\n",
       "                'OSQAL': 0,\n",
       "                'PDQAL': 0,\n",
       "                'RDQAL': 0,\n",
       "                'RODQAL': 0,\n",
       "                'ROSQAL': 0,\n",
       "                'RRQAL': 0,\n",
       "                'RSQAL': 0,\n",
       "                'SQAL': 0,\n",
       "                'SQDEC': 0,\n",
       "                'TIQAL': 0,\n",
       "                'TOSQAL': 0,\n",
       "                'TROQAL': 0}, 'EXTENDEDS_ALPH': {'ALPH0': 0.008,\n",
       "                'ALPH1': 0.009,\n",
       "                'ALPH2': 0.01,\n",
       "                'ALPH3': 0.011,\n",
       "                'ALPH4': 0.011,\n",
       "                'ALPH5': 0.011,\n",
       "                'ALPH6': 0.012,\n",
       "                'ALPH7': 0.013,\n",
       "                'ALPH8': 0.015,\n",
       "                'ALPH9': 0.016,\n",
       "                'ALPH10': 0.017,\n",
       "                'ALPH11': 0.018,\n",
       "                'ALPH12': 0.019,\n",
       "                'ALPH13': 0.02,\n",
       "                'ALPH14': 0.021,\n",
       "                'ALPH15': 0.022,\n",
       "                'ALPH16': 0.024,\n",
       "                'ALPH17': 0.024}, 'EXTENDEDS_DEL': {'DEL0': 0.0007,\n",
       "                'DEL1': 0.0007,\n",
       "                'DEL2': 0.0007,\n",
       "                'DEL3': 0.0007,\n",
       "                'DEL4': 0.0007,\n",
       "                'DEL5': 0.0007,\n",
       "                'DEL6': 0.0007,\n",
       "                'DEL7': 0.0007,\n",
       "                'DEL8': 0.0007,\n",
       "                'DEL9': 0.0007,\n",
       "                'DEL10': 0.0007,\n",
       "                'DEL11': 0.0007,\n",
       "                'DEL12': 0.0007,\n",
       "                'DEL13': 0.0007,\n",
       "                'DEL14': 0.0007,\n",
       "                'DEL15': 0.0007,\n",
       "                'DEL16': 0.0007,\n",
       "                'DEL17': 0.0007}, 'EXTENDEDS_GAMM': {'GAMM0': 0.001,\n",
       "                'GAMM1': 0.001,\n",
       "                'GAMM2': 0.001,\n",
       "                'GAMM3': 0.001,\n",
       "                'GAMM4': 0.001,\n",
       "                'GAMM5': 0.001,\n",
       "                'GAMM6': 0.001,\n",
       "                'GAMM7': 0.001,\n",
       "                'GAMM8': 0.002,\n",
       "                'GAMM9': 0.002,\n",
       "                'GAMM10': 0.002,\n",
       "                'GAMM11': 0.002,\n",
       "                'GAMM12': 0.002,\n",
       "                'GAMM13': 0.002,\n",
       "                'GAMM14': 0.002,\n",
       "                'GAMM15': 0.002,\n",
       "                'GAMM16': 0.002,\n",
       "                'GAMM17': 0.002}, 'EXTENDEDS_KCLD': {'KCLD0': 0.1,\n",
       "                'KCLD1': 0.1,\n",
       "                'KCLD2': 0.1,\n",
       "                'KCLD3': 0.15,\n",
       "                'KCLD4': 0.15,\n",
       "                'KCLD5': 0.15,\n",
       "                'KCLD6': 0.15,\n",
       "                'KCLD7': 0.17,\n",
       "                'KCLD8': 0.17,\n",
       "                'KCLD9': 0.17,\n",
       "                'KCLD10': 0.17,\n",
       "                'KCLD11': 0.18,\n",
       "                'KCLD12': 0.19,\n",
       "                'KCLD13': 0.2,\n",
       "                'KCLD14': 0.21,\n",
       "                'KCLD15': 0.21,\n",
       "                'KCLD16': 0.21,\n",
       "                'KCLD17': 0.21}, 'EXTENDEDS_PHOTPM': {'PHOTPM0': 848.0,\n",
       "                'PHOTPM1': 544.0,\n",
       "                'PHOTPM2': 330.0,\n",
       "                'PHOTPM3': 195.0,\n",
       "                'PHOTPM4': 120.0,\n",
       "                'PHOTPM5': 68.0,\n",
       "                'PHOTPM6': 41.0,\n",
       "                'PHOTPM7': 23.0,\n",
       "                'PHOTPM8': 13.0,\n",
       "                'PHOTPM9': 7.0,\n",
       "                'PHOTPM10': 4.0,\n",
       "                'PHOTPM11': 1.0,\n",
       "                'PHOTPM12': 0.1,\n",
       "                'PHOTPM13': 0.0,\n",
       "                'PHOTPM14': 0.0,\n",
       "                'PHOTPM15': 0.0,\n",
       "                'PHOTPM16': 0.0,\n",
       "                'PHOTPM17': 0.0,\n",
       "                'PHOTPM18': 0.3,\n",
       "                'PHOTPM19': 1.1}},\n",
       "              ('RCHRES',\n",
       "               'GQUAL',\n",
       "               'R005'): {'GQUAL1': {'GQID': 'PESTICIDE B4',\n",
       "                'DQAL': 10.0,\n",
       "                'CONCID': 'UG',\n",
       "                'CONV': 1000000.0,\n",
       "                'QTYID': 'G',\n",
       "                'QALFG1': 1,\n",
       "                'QALFG2': 1,\n",
       "                'QALFG3': 1,\n",
       "                'QALFG4': 1,\n",
       "                'QALFG5': 1,\n",
       "                'QALFG6': 1,\n",
       "                'QALFG7': 1,\n",
       "                'KA': 0.001,\n",
       "                'KB': 0.01,\n",
       "                'KN': 0.001,\n",
       "                'THHYD': 1.03,\n",
       "                'KOX': 0.1,\n",
       "                'THOX': 1.03,\n",
       "                'CFGAS': 0.001,\n",
       "                'BIOCON': 0.01,\n",
       "                'THBIO': 1.07,\n",
       "                'BIO': 10.0,\n",
       "                'FSTDEC': 0.2,\n",
       "                'THFST': 1.07,\n",
       "                'ADDCP1': 0.0,\n",
       "                'ADDCP2': 1.07,\n",
       "                'ADDCP3': 0.002,\n",
       "                'ADDCP4': 1.07,\n",
       "                'ADPM11': 0.0001,\n",
       "                'ADPM21': 0.001,\n",
       "                'ADPM31': 0.001,\n",
       "                'ADPM41': 0.0001,\n",
       "                'ADPM51': 0.001,\n",
       "                'ADPM61': 0.001,\n",
       "                'ADPM12': 150.0,\n",
       "                'ADPM22': 150.0,\n",
       "                'ADPM32': 150.0,\n",
       "                'ADPM42': 0.25,\n",
       "                'ADPM52': 0.25,\n",
       "                'ADPM62': 0.25,\n",
       "                'SQAL1': 0.001,\n",
       "                'SQAL2': 0.01,\n",
       "                'SQAL3': 0.01,\n",
       "                'SQAL4': 0.001,\n",
       "                'SQAL5': 0.01,\n",
       "                'SQAL6': 0.01,\n",
       "                'TWAT': 60.0,\n",
       "                'PHVAL': 7.0,\n",
       "                'ROC': 1e-05,\n",
       "                'CLD': 0.0,\n",
       "                'SDCNC': 0.0,\n",
       "                'PHY': 0.0}, 'PARAMETERS': {'NGQUAL': 1,\n",
       "                'TEMPFG': 1,\n",
       "                'PHFLAG': 1,\n",
       "                'ROXFG': 2,\n",
       "                'CLDFG': 1,\n",
       "                'SDFG': 1,\n",
       "                'PHYTFG': 1,\n",
       "                'LAT': 42}, 'SAVE': {'ADQAL': 0,\n",
       "                'DDQAL': 0,\n",
       "                'DQAL': 0,\n",
       "                'DSQAL': 0,\n",
       "                'GQADDR': 0,\n",
       "                'GQADEP': 0,\n",
       "                'GQADWT': 0,\n",
       "                'IDQAL': 0,\n",
       "                'ISQAL': 0,\n",
       "                'ODQAL': 0,\n",
       "                'OSQAL': 0,\n",
       "                'PDQAL': 0,\n",
       "                'RDQAL': 0,\n",
       "                'RODQAL': 0,\n",
       "                'ROSQAL': 0,\n",
       "                'RRQAL': 0,\n",
       "                'RSQAL': 0,\n",
       "                'SQAL': 0,\n",
       "                'SQDEC': 0,\n",
       "                'TIQAL': 0,\n",
       "                'TOSQAL': 0,\n",
       "                'TROQAL': 0}, 'EXTENDEDS_ALPH': {'ALPH0': 0.008,\n",
       "                'ALPH1': 0.009,\n",
       "                'ALPH2': 0.01,\n",
       "                'ALPH3': 0.011,\n",
       "                'ALPH4': 0.011,\n",
       "                'ALPH5': 0.011,\n",
       "                'ALPH6': 0.012,\n",
       "                'ALPH7': 0.013,\n",
       "                'ALPH8': 0.015,\n",
       "                'ALPH9': 0.016,\n",
       "                'ALPH10': 0.017,\n",
       "                'ALPH11': 0.018,\n",
       "                'ALPH12': 0.019,\n",
       "                'ALPH13': 0.02,\n",
       "                'ALPH14': 0.021,\n",
       "                'ALPH15': 0.022,\n",
       "                'ALPH16': 0.024,\n",
       "                'ALPH17': 0.024}, 'EXTENDEDS_DEL': {'DEL0': 0.0007,\n",
       "                'DEL1': 0.0007,\n",
       "                'DEL2': 0.0007,\n",
       "                'DEL3': 0.0007,\n",
       "                'DEL4': 0.0007,\n",
       "                'DEL5': 0.0007,\n",
       "                'DEL6': 0.0007,\n",
       "                'DEL7': 0.0007,\n",
       "                'DEL8': 0.0007,\n",
       "                'DEL9': 0.0007,\n",
       "                'DEL10': 0.0007,\n",
       "                'DEL11': 0.0007,\n",
       "                'DEL12': 0.0007,\n",
       "                'DEL13': 0.0007,\n",
       "                'DEL14': 0.0007,\n",
       "                'DEL15': 0.0007,\n",
       "                'DEL16': 0.0007,\n",
       "                'DEL17': 0.0007}, 'EXTENDEDS_GAMM': {'GAMM0': 0.001,\n",
       "                'GAMM1': 0.001,\n",
       "                'GAMM2': 0.001,\n",
       "                'GAMM3': 0.001,\n",
       "                'GAMM4': 0.001,\n",
       "                'GAMM5': 0.001,\n",
       "                'GAMM6': 0.001,\n",
       "                'GAMM7': 0.001,\n",
       "                'GAMM8': 0.002,\n",
       "                'GAMM9': 0.002,\n",
       "                'GAMM10': 0.002,\n",
       "                'GAMM11': 0.002,\n",
       "                'GAMM12': 0.002,\n",
       "                'GAMM13': 0.002,\n",
       "                'GAMM14': 0.002,\n",
       "                'GAMM15': 0.002,\n",
       "                'GAMM16': 0.002,\n",
       "                'GAMM17': 0.002}, 'EXTENDEDS_KCLD': {'KCLD0': 0.1,\n",
       "                'KCLD1': 0.1,\n",
       "                'KCLD2': 0.1,\n",
       "                'KCLD3': 0.15,\n",
       "                'KCLD4': 0.15,\n",
       "                'KCLD5': 0.15,\n",
       "                'KCLD6': 0.15,\n",
       "                'KCLD7': 0.17,\n",
       "                'KCLD8': 0.17,\n",
       "                'KCLD9': 0.17,\n",
       "                'KCLD10': 0.17,\n",
       "                'KCLD11': 0.18,\n",
       "                'KCLD12': 0.19,\n",
       "                'KCLD13': 0.2,\n",
       "                'KCLD14': 0.21,\n",
       "                'KCLD15': 0.21,\n",
       "                'KCLD16': 0.21,\n",
       "                'KCLD17': 0.21}, 'EXTENDEDS_PHOTPM': {'PHOTPM0': 848.0,\n",
       "                'PHOTPM1': 544.0,\n",
       "                'PHOTPM2': 330.0,\n",
       "                'PHOTPM3': 195.0,\n",
       "                'PHOTPM4': 120.0,\n",
       "                'PHOTPM5': 68.0,\n",
       "                'PHOTPM6': 41.0,\n",
       "                'PHOTPM7': 23.0,\n",
       "                'PHOTPM8': 13.0,\n",
       "                'PHOTPM9': 7.0,\n",
       "                'PHOTPM10': 4.0,\n",
       "                'PHOTPM11': 1.0,\n",
       "                'PHOTPM12': 0.1,\n",
       "                'PHOTPM13': 0.0,\n",
       "                'PHOTPM14': 0.0,\n",
       "                'PHOTPM15': 0.0,\n",
       "                'PHOTPM16': 0.0,\n",
       "                'PHOTPM17': 0.0,\n",
       "                'PHOTPM18': 0.3,\n",
       "                'PHOTPM19': 1.1}},\n",
       "              ('RCHRES',\n",
       "               'GENERAL',\n",
       "               'R001'): {'ACTIVITY': {'HYDR': 1,\n",
       "                'ADCALC': 1,\n",
       "                'CONS': 1,\n",
       "                'HTRCH': 1,\n",
       "                'SEDTRN': 1,\n",
       "                'GQUAL': 1,\n",
       "                'OXRX': 1,\n",
       "                'NUTRX': 1,\n",
       "                'PLANK': 1,\n",
       "                'PHCARB': 1}, 'INFO': {'RCHID': 'MEIER POND',\n",
       "                'IUNITS': 1,\n",
       "                'OUNITS': 1,\n",
       "                'PUNITE': 1,\n",
       "                'PUNITM': 0,\n",
       "                'BUNITE': 0,\n",
       "                'BUNITM': 0}},\n",
       "              ('RCHRES',\n",
       "               'GENERAL',\n",
       "               'R002'): {'ACTIVITY': {'HYDR': 1,\n",
       "                'ADCALC': 1,\n",
       "                'CONS': 1,\n",
       "                'HTRCH': 1,\n",
       "                'SEDTRN': 1,\n",
       "                'GQUAL': 1,\n",
       "                'OXRX': 1,\n",
       "                'NUTRX': 1,\n",
       "                'PLANK': 1,\n",
       "                'PHCARB': 1}, 'INFO': {'RCHID': 'OUTLET',\n",
       "                'IUNITS': 1,\n",
       "                'OUNITS': 1,\n",
       "                'PUNITE': 1,\n",
       "                'PUNITM': 0,\n",
       "                'BUNITE': 0,\n",
       "                'BUNITM': 0}},\n",
       "              ('RCHRES',\n",
       "               'GENERAL',\n",
       "               'R003'): {'ACTIVITY': {'HYDR': 1,\n",
       "                'ADCALC': 1,\n",
       "                'CONS': 1,\n",
       "                'HTRCH': 1,\n",
       "                'SEDTRN': 1,\n",
       "                'GQUAL': 1,\n",
       "                'OXRX': 1,\n",
       "                'NUTRX': 1,\n",
       "                'PLANK': 1,\n",
       "                'PHCARB': 1}, 'INFO': {'RCHID': 'SPILLWAY',\n",
       "                'IUNITS': 1,\n",
       "                'OUNITS': 1,\n",
       "                'PUNITE': 1,\n",
       "                'PUNITM': 0,\n",
       "                'BUNITE': 0,\n",
       "                'BUNITM': 0}},\n",
       "              ('RCHRES',\n",
       "               'GENERAL',\n",
       "               'R004'): {'ACTIVITY': {'HYDR': 1,\n",
       "                'ADCALC': 1,\n",
       "                'CONS': 1,\n",
       "                'HTRCH': 1,\n",
       "                'SEDTRN': 1,\n",
       "                'GQUAL': 1,\n",
       "                'OXRX': 1,\n",
       "                'NUTRX': 1,\n",
       "                'PLANK': 1,\n",
       "                'PHCARB': 1}, 'INFO': {'RCHID': 'UPPER KITTLE CREEK',\n",
       "                'IUNITS': 1,\n",
       "                'OUNITS': 1,\n",
       "                'PUNITE': 1,\n",
       "                'PUNITM': 0,\n",
       "                'BUNITE': 0,\n",
       "                'BUNITM': 0}},\n",
       "              ('RCHRES',\n",
       "               'GENERAL',\n",
       "               'R005'): {'ACTIVITY': {'HYDR': 1,\n",
       "                'ADCALC': 1,\n",
       "                'CONS': 1,\n",
       "                'HTRCH': 1,\n",
       "                'SEDTRN': 1,\n",
       "                'GQUAL': 1,\n",
       "                'OXRX': 1,\n",
       "                'NUTRX': 1,\n",
       "                'PLANK': 1,\n",
       "                'PHCARB': 1}, 'INFO': {'RCHID': 'LOWER KITTLE CREEK',\n",
       "                'IUNITS': 1,\n",
       "                'OUNITS': 1,\n",
       "                'PUNITE': 1,\n",
       "                'PUNITM': 0,\n",
       "                'BUNITE': 0,\n",
       "                'BUNITM': 0}},\n",
       "              ('RCHRES',\n",
       "               'CONS',\n",
       "               'R001'): {'CONS1': {'CONID': 'ALKALINITY',\n",
       "                'CON': 1000.0,\n",
       "                'CONCID': 'MG/L',\n",
       "                'CONV': 35.31,\n",
       "                'QTYID': 'KG'}, 'PARAMETERS': {'NCONS': 1}, 'SAVE': {'COADDR': 0,\n",
       "                'COADEP': 0,\n",
       "                'COADWT': 0,\n",
       "                'CON': 0,\n",
       "                'ICON': 0,\n",
       "                'OCON': 0,\n",
       "                'ROCON': 0}},\n",
       "              ('RCHRES',\n",
       "               'CONS',\n",
       "               'R002'): {'CONS1': {'CONID': 'ALKALINITY',\n",
       "                'CON': 1000.0,\n",
       "                'CONCID': 'MG/L',\n",
       "                'CONV': 35.31,\n",
       "                'QTYID': 'KG'}, 'PARAMETERS': {'NCONS': 1}, 'SAVE': {'COADDR': 0,\n",
       "                'COADEP': 0,\n",
       "                'COADWT': 0,\n",
       "                'CON': 0,\n",
       "                'ICON': 0,\n",
       "                'OCON': 0,\n",
       "                'ROCON': 0}},\n",
       "              ('RCHRES',\n",
       "               'CONS',\n",
       "               'R003'): {'CONS1': {'CONID': 'ALKALINITY',\n",
       "                'CON': 1000.0,\n",
       "                'CONCID': 'MG/L',\n",
       "                'CONV': 35.31,\n",
       "                'QTYID': 'KG'}, 'PARAMETERS': {'NCONS': 1}, 'SAVE': {'COADDR': 0,\n",
       "                'COADEP': 0,\n",
       "                'COADWT': 0,\n",
       "                'CON': 0,\n",
       "                'ICON': 0,\n",
       "                'OCON': 0,\n",
       "                'ROCON': 0}},\n",
       "              ('RCHRES',\n",
       "               'CONS',\n",
       "               'R004'): {'CONS1': {'CONID': 'ALKALINITY',\n",
       "                'CON': 1000.0,\n",
       "                'CONCID': 'MG/L',\n",
       "                'CONV': 35.31,\n",
       "                'QTYID': 'KG'}, 'PARAMETERS': {'NCONS': 1}, 'SAVE': {'COADDR': 0,\n",
       "                'COADEP': 0,\n",
       "                'COADWT': 0,\n",
       "                'CON': 0,\n",
       "                'ICON': 0,\n",
       "                'OCON': 0,\n",
       "                'ROCON': 0}},\n",
       "              ('RCHRES',\n",
       "               'CONS',\n",
       "               'R005'): {'CONS1': {'CONID': 'ALKALINITY',\n",
       "                'CON': 1000.0,\n",
       "                'CONCID': 'MG/L',\n",
       "                'CONV': 35.31,\n",
       "                'QTYID': 'KG'}, 'PARAMETERS': {'NCONS': 1}, 'SAVE': {'COADDR': 0,\n",
       "                'COADEP': 0,\n",
       "                'COADWT': 0,\n",
       "                'CON': 0,\n",
       "                'ICON': 0,\n",
       "                'OCON': 0,\n",
       "                'ROCON': 0}},\n",
       "              ('PERLND', 'SNOW', 'P001'): {'FLAGS': {'ICEFG': 1, 'SNOPFG': 0},\n",
       "               'PARAMETERS': {'LAT': 42.0,\n",
       "                'MELEV': 520.0,\n",
       "                'SHADE': 0.0,\n",
       "                'SNOWCF': 1.45,\n",
       "                'COVIND': 0.5,\n",
       "                'KMELT': 0.0,\n",
       "                'TBASE': 32.0,\n",
       "                'RDCSN': 0.12,\n",
       "                'TSNOW': 32.0,\n",
       "                'SNOEVP': 0.05,\n",
       "                'CCFACT': 0.5,\n",
       "                'MWATER': 0.08,\n",
       "                'MGMELT': 0.0001},\n",
       "               'SAVE': {'ALBEDO': 0,\n",
       "                'COVINX': 1,\n",
       "                'DEWTMP': 0,\n",
       "                'DULL': 1,\n",
       "                'MELT': 0,\n",
       "                'NEGHTS': 0,\n",
       "                'PACKF': 1,\n",
       "                'PACKI': 1,\n",
       "                'PACKW': 1,\n",
       "                'PACK': 1,\n",
       "                'PAKTMP': 1,\n",
       "                'PDEPTH': 0,\n",
       "                'PRAIN': 0,\n",
       "                'RAINF': 1,\n",
       "                'RDENPF': 1,\n",
       "                'SKYCLR': 1,\n",
       "                'SNOCOV': 1,\n",
       "                'SNOTMP': 0,\n",
       "                'SNOWE': 0,\n",
       "                'SNOWF': 0,\n",
       "                'WYIELD': 1,\n",
       "                'XLNMLT': 1},\n",
       "               'STATES': {'PACKF': 1.4,\n",
       "                'PACKI': 0.2,\n",
       "                'PACKW': 0.1,\n",
       "                'RDENPF': 0.2,\n",
       "                'DULL': 375.0,\n",
       "                'PAKTMP': 27.5,\n",
       "                'COVINX': 0.5,\n",
       "                'XLNMLT': 0.0,\n",
       "                'SKYCLR': 1.0}},\n",
       "              ('PERLND',\n",
       "               'PWTGAS',\n",
       "               'P001'): {'PARAMETERS': {'ELEV': 500.0,\n",
       "                'IDOXP': 6.0,\n",
       "                'ICO2P': 0.05,\n",
       "                'ADOXP': 5.0,\n",
       "                'ACO2P': 0.05,\n",
       "                'SDLFAC': 0.0,\n",
       "                'SLIFAC': 0.0,\n",
       "                'ILIFAC': 0.0,\n",
       "                'ALIFAC': 0.0,\n",
       "                'SOTMP': 60.0,\n",
       "                'IOTMP': 60.0,\n",
       "                'AOTMP': 60.0,\n",
       "                'SODOX': 0.0,\n",
       "                'SOCO2': 0.0,\n",
       "                'IODOX': 0.0,\n",
       "                'IOCO2': 0.0,\n",
       "                'AODOX': 0.0,\n",
       "                'AOCO2': 0.0}, 'SAVE': {'AOCO2': 0,\n",
       "                'AOCO2M': 0,\n",
       "                'AODOX': 0,\n",
       "                'AODOXM': 0,\n",
       "                'AOHT': 0,\n",
       "                'AOTMP': 0,\n",
       "                'IOCO2': 0,\n",
       "                'IOCO2M': 0,\n",
       "                'IODOX': 0,\n",
       "                'IODOXM': 0,\n",
       "                'IOHT': 0,\n",
       "                'IOTMP': 0,\n",
       "                'POCO2M': 0,\n",
       "                'PODOXM': 0,\n",
       "                'POHT': 0,\n",
       "                'SOCO2': 0,\n",
       "                'SOCO2M': 0,\n",
       "                'SODOX': 0,\n",
       "                'SODOXM': 0,\n",
       "                'SOHT': 0,\n",
       "                'SOTMP': 0}},\n",
       "              ('PERLND',\n",
       "               'PWATER',\n",
       "               'P001'): {'PARAMETERS': {'CSNOFG': 1,\n",
       "                'RTOPFG': 0,\n",
       "                'UZFG': 0,\n",
       "                'VCSFG': 1,\n",
       "                'VUZFG': 1,\n",
       "                'VNNFG': 1,\n",
       "                'VIFWFG': 0,\n",
       "                'VIRCFG': 0,\n",
       "                'VLEFG': 1,\n",
       "                'IFFCFG': 1,\n",
       "                'HWTFG': 0,\n",
       "                'IRRGFG': 0,\n",
       "                'IFRDFG': 0,\n",
       "                'FOREST': 0.01,\n",
       "                'LZSN': 8.0,\n",
       "                'INFILT': 0.15,\n",
       "                'LSUR': 250.0,\n",
       "                'SLSUR': 0.05,\n",
       "                'KVARY': 0.5,\n",
       "                'AGWRC': 0.98,\n",
       "                'PETMAX': 40.0,\n",
       "                'PETMIN': 35.0,\n",
       "                'INFEXP': 2.0,\n",
       "                'INFILD': 2.0,\n",
       "                'DEEPFR': 0.1,\n",
       "                'BASETP': 0.0,\n",
       "                'AGWETP': 0.08,\n",
       "                'CEPSC': 0.0,\n",
       "                'UZSN': 0.01,\n",
       "                'NSUR': 0.1,\n",
       "                'INTFW': 1.0,\n",
       "                'IRC': 0.6,\n",
       "                'LZETP': 0.0,\n",
       "                'FZG': 1.0,\n",
       "                'FZGL': 0.1}, 'SAVE': {'AGWET': 0,\n",
       "                'AGWLI': 0,\n",
       "                'AGWI': 0,\n",
       "                'AGWO': 1,\n",
       "                'AGWS': 1,\n",
       "                'BASET': 0,\n",
       "                'CEPE': 0,\n",
       "                'CEPS': 1,\n",
       "                'GWVS': 1,\n",
       "                'IFWI': 0,\n",
       "                'IFWLI': 0,\n",
       "                'IFWO': 1,\n",
       "                'IFWS': 1,\n",
       "                'IGWI': 0,\n",
       "                'INFIL': 0,\n",
       "                'IRDRAW': 0,\n",
       "                'IRRAPP': 0,\n",
       "                'IRRDEM': 0,\n",
       "                'IRSHRT': 0,\n",
       "                'LZET': 0,\n",
       "                'LZI': 0,\n",
       "                'LZLI': 0,\n",
       "                'LZS': 1,\n",
       "                'RPARM': 0,\n",
       "                'PERC': 0,\n",
       "                'PERO': 1,\n",
       "                'PERS': 0,\n",
       "                'PET': 0,\n",
       "                'PETADJ': 0,\n",
       "                'RZWS': 0,\n",
       "                'SUPY': 0,\n",
       "                'SURET': 0,\n",
       "                'SURLI': 0,\n",
       "                'SURI': 0,\n",
       "                'SURO': 1,\n",
       "                'SURS': 1,\n",
       "                'TAET': 0,\n",
       "                'TGWS': 0,\n",
       "                'UZET': 0,\n",
       "                'UZI': 0,\n",
       "                'UZLI': 0,\n",
       "                'UZS': 1,\n",
       "                'INFFAC': 0}, 'STATES': {'CEPS': 0.05,\n",
       "                'SURS': 0.0,\n",
       "                'UZS': 0.15,\n",
       "                'IFWS': 0.0,\n",
       "                'LZS': 4.0,\n",
       "                'AGWS': 0.05,\n",
       "                'GWVS': 0.05}, 'MONTHLY_CEPSC': {'JAN': 0.04,\n",
       "                'FEB': 0.04,\n",
       "                'MAR': 0.03,\n",
       "                'APR': 0.03,\n",
       "                'MAY': 0.03,\n",
       "                'JUN': 0.03,\n",
       "                'JUL': 0.1,\n",
       "                'AUG': 0.17,\n",
       "                'SEP': 0.19,\n",
       "                'OCT': 0.14,\n",
       "                'NOV': 0.05,\n",
       "                'DEC': 0.04}, 'MONTHLY_LZETP': {'JAN': 0.2,\n",
       "                'FEB': 0.2,\n",
       "                'MAR': 0.2,\n",
       "                'APR': 0.23,\n",
       "                'MAY': 0.23,\n",
       "                'JUN': 0.25,\n",
       "                'JUL': 0.6,\n",
       "                'AUG': 0.8,\n",
       "                'SEP': 0.75,\n",
       "                'OCT': 0.5,\n",
       "                'NOV': 0.3,\n",
       "                'DEC': 0.2}, 'MONTHLY_NSUR': {'JAN': 0.3,\n",
       "                'FEB': 0.3,\n",
       "                'MAR': 0.3,\n",
       "                'APR': 0.3,\n",
       "                'MAY': 0.27,\n",
       "                'JUN': 0.25,\n",
       "                'JUL': 0.25,\n",
       "                'AUG': 0.25,\n",
       "                'SEP': 0.25,\n",
       "                'OCT': 0.25,\n",
       "                'NOV': 0.35,\n",
       "                'DEC': 0.33}, 'MONTHLY_UZSN': {'JAN': 0.4,\n",
       "                'FEB': 0.4,\n",
       "                'MAR': 0.4,\n",
       "                'APR': 0.4,\n",
       "                'MAY': 1.6,\n",
       "                'JUN': 1.1,\n",
       "                'JUL': 1.1,\n",
       "                'AUG': 1.3,\n",
       "                'SEP': 1.3,\n",
       "                'OCT': 1.3,\n",
       "                'NOV': 1.1,\n",
       "                'DEC': 0.9}},\n",
       "              ('PERLND',\n",
       "               'PSTEMP',\n",
       "               'P001'): {'PARAMETERS': {'ASLT': 14.5,\n",
       "                'BSLT': 0.365,\n",
       "                'ULTP1': 1.2,\n",
       "                'ULTP2': 4.0,\n",
       "                'LGTP1': 1.2,\n",
       "                'LGTP2': 6.0}, 'SAVE': {'AIRTC': 0,\n",
       "                'LGTMP': 0,\n",
       "                'SLTMP': 0,\n",
       "                'ULTMP': 0}},\n",
       "              ('PERLND',\n",
       "               'GENERAL',\n",
       "               'P001'): {'ACTIVITY': {'ATEMP': 0,\n",
       "                'SNOW': 1,\n",
       "                'PWATER': 1,\n",
       "                'SEDMNT': 0,\n",
       "                'PSTEMP': 1,\n",
       "                'PWTGAS': 1,\n",
       "                'PQUAL': 0,\n",
       "                'MSTLAY': 0,\n",
       "                'PEST': 0,\n",
       "                'NITR': 0,\n",
       "                'PHOS': 0,\n",
       "                'TRACER': 0}, 'INFO': {'LSID': 'BICKNELL FARM',\n",
       "                'IUNITS': 1,\n",
       "                'OUNITS': 1,\n",
       "                'PUNIT1': 1,\n",
       "                'PUNIT2': 0,\n",
       "                'BUNIT1': 0,\n",
       "                'BUNIT2': 0}},\n",
       "              ('IMPLND',\n",
       "               'SOLIDS',\n",
       "               'I001'): {'PARAMETERS': {'KEIM': 0.08,\n",
       "                'JEIM': 1.9,\n",
       "                'ACCSDP': 0.01,\n",
       "                'REMSDP': 0.5,\n",
       "                'SLDS': 0.2}, 'SAVE': {'SLDS': 0, 'SOSLD': 0}},\n",
       "              ('IMPLND', 'SNOW', 'I001'): {'FLAGS': {'ICEFG': 1, 'SNOPFG': 0},\n",
       "               'PARAMETERS': {'LAT': 42.0,\n",
       "                'MELEV': 450.0,\n",
       "                'SHADE': 0.0,\n",
       "                'SNOWCF': 1.45,\n",
       "                'COVIND': 0.5,\n",
       "                'KMELT': 0.0,\n",
       "                'TBASE': 32.0,\n",
       "                'RDCSN': 0.12,\n",
       "                'TSNOW': 32.0,\n",
       "                'SNOEVP': 0.05,\n",
       "                'CCFACT': 0.5,\n",
       "                'MWATER': 0.08,\n",
       "                'MGMELT': 0.0001},\n",
       "               'SAVE': {'ALBEDO': 0,\n",
       "                'COVINX': 1,\n",
       "                'DEWTMP': 0,\n",
       "                'DULL': 1,\n",
       "                'MELT': 0,\n",
       "                'NEGHTS': 0,\n",
       "                'PACKF': 1,\n",
       "                'PACKI': 1,\n",
       "                'PACKW': 1,\n",
       "                'PACK': 1,\n",
       "                'PAKTMP': 1,\n",
       "                'PDEPTH': 0,\n",
       "                'PRAIN': 0,\n",
       "                'RAINF': 1,\n",
       "                'RDENPF': 1,\n",
       "                'SKYCLR': 1,\n",
       "                'SNOCOV': 1,\n",
       "                'SNOTMP': 0,\n",
       "                'SNOWE': 0,\n",
       "                'SNOWF': 0,\n",
       "                'WYIELD': 1,\n",
       "                'XLNMLT': 1},\n",
       "               'STATES': {'PACKF': 1.4,\n",
       "                'PACKI': 0.2,\n",
       "                'PACKW': 0.1,\n",
       "                'RDENPF': 0.2,\n",
       "                'DULL': 375.0,\n",
       "                'PAKTMP': 27.5,\n",
       "                'COVINX': 0.5,\n",
       "                'XLNMLT': 0.0,\n",
       "                'SKYCLR': 1.0}},\n",
       "              ('IMPLND',\n",
       "               'IWTGAS',\n",
       "               'I001'): {'PARAMETERS': {'ELEV': 410.0,\n",
       "                'AWTF': 40.0,\n",
       "                'BWTF': 0.8,\n",
       "                'SDLFAC': 0.0,\n",
       "                'SLIFAC': 0.0,\n",
       "                'SOTMP': 60.0,\n",
       "                'SODOX': 0.0,\n",
       "                'SOCO2': 0.0}, 'SAVE': {'SOTMP': 0,\n",
       "                'SODOX': 0,\n",
       "                'SOCO2': 0,\n",
       "                'SOHT': 0,\n",
       "                'SODOXM': 0,\n",
       "                'SOCO2M': 0}},\n",
       "              ('IMPLND',\n",
       "               'IWATER',\n",
       "               'I001'): {'PARAMETERS': {'CSNOFG': 1,\n",
       "                'RTOPFG': 0,\n",
       "                'VRSFG': 0,\n",
       "                'VNNFG': 0,\n",
       "                'RTLIFG': 1,\n",
       "                'LSUR': 200.0,\n",
       "                'SLSUR': 0.01,\n",
       "                'NSUR': 0.01,\n",
       "                'RETSC': 0.01,\n",
       "                'PETMAX': 40.0,\n",
       "                'PETMIN': 35.0}, 'SAVE': {'IMPEV': 0,\n",
       "                'PET': 0,\n",
       "                'PETADJ': 0,\n",
       "                'RETS': 1,\n",
       "                'SUPY': 0,\n",
       "                'SURI': 0,\n",
       "                'SURO': 1,\n",
       "                'SURS': 1}, 'STATES': {'RETS': 0.01, 'SURS': 0.01}},\n",
       "              ('IMPLND',\n",
       "               'IQUAL',\n",
       "               'I001'): {'PARAMETERS': {'NQUAL': 1,\n",
       "                'SDLFAC': 0.0,\n",
       "                'SLIFAC': 0.0}, 'SAVE': {'SQO': 0,\n",
       "                'SOQSP': 0,\n",
       "                'SOQS': 0,\n",
       "                'SOQO': 0,\n",
       "                'SOQOC': 0,\n",
       "                'SOQUAL': 0,\n",
       "                'SOQC': 0,\n",
       "                'IQADDR': 0,\n",
       "                'IQADWT': 0,\n",
       "                'IQADEP': 0}, 'IQUAL1_FLAGS': {'QUALID': 'COD',\n",
       "                'QTYID': 'LB',\n",
       "                'QSDFG': 1,\n",
       "                'VPFWFG': 0,\n",
       "                'QSOFG': 1,\n",
       "                'VQOFG': 0}, 'IQUAL1_PARAMETERS': {'SQO': 1.2,\n",
       "                'POTFW': 0.175,\n",
       "                'ACQOP': 0.02,\n",
       "                'SQOLIM': 2.0,\n",
       "                'WSQOP': 1.7}},\n",
       "              ('IMPLND',\n",
       "               'GENERAL',\n",
       "               'I001'): {'ACTIVITY': {'ATEMP': 0,\n",
       "                'SNOW': 1,\n",
       "                'IWATER': 1,\n",
       "                'SOLIDS': 1,\n",
       "                'IWTGAS': 1,\n",
       "                'IQUAL': 1}, 'INFO': {'LSID': 'DONIGIAN INDUSTRY',\n",
       "                'IUNITS': 1,\n",
       "                'OUNITS': 1,\n",
       "                'PUNIT1': 1,\n",
       "                'PUNIT2': 0,\n",
       "                'BUNIT1': 0,\n",
       "                'BUNIT2': 0}}}),\n",
       " {'start': Timestamp('1976-01-01 00:00:00'),\n",
       "  'stop': Timestamp('1977-01-01 00:00:00')})"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uci_tuple"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "organizational-roommate",
   "metadata": {},
   "source": [
    "# Open an HSP2-created HDF5 file with PyTables\n",
    "\n",
    "Docs: https://www.pytables.org  \n",
    "Demo: https://nbviewer.jupyter.org/github/jackdbd/hdf5-pydata-munich/blob/master/hdf5_in_python.ipynb\n",
    "\n",
    "Key points:\n",
    "- PyTables files have different parameters,attributes and methods than those created with H5py.\n",
    "- After processing data, \n",
    "  - \"flushing a table (i.e. `table.flush()`) is a very important step as it will not only help to maintain the integrity of your file, but also will free valuable memory resources (i.e. internal buffers)\". See https://www.pytables.org/usersguide/tutorials.html#creating-a-new-table\n",
    "- After opening a file,\n",
    "  - It is important to close it (i.e. `h5file.close()`), otherwise it will be corrupted to other programs. See https://www.pytables.org/usersguide/tutorials.html#closing-the-file-and-looking-at-its-content\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "frequent-bradley",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Open HSP2 HDF5 file with PyTables\n",
    "h5file0 = tables.open_file(\n",
    "   paths[0],\n",
    ")\n",
    "# For a PyTables file, a dump of the object tree can be easily displayed\n",
    "# Warning: Output is quite verbose!\n",
    "\n",
    "# h5file0  # Comment out to avoid display"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "lucky-broadway",
   "metadata": {},
   "source": [
    "Copy/Paste output into a YAML file for split diff comparisons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "industrial-wonder",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h5file0.isopen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "focused-tsunami",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Always close an HDF5 file!\n",
    "h5file0.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "respected-hospital",
   "metadata": {},
   "outputs": [],
   "source": [
    "h5file1 = tables.open_file(\n",
    "   paths[1],\n",
    ")\n",
    "# h5file1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "statistical-kruger",
   "metadata": {},
   "outputs": [],
   "source": [
    "h5file1.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "useful-magnitude",
   "metadata": {},
   "source": [
    "## PyTables Browsing the Object Tree\n",
    "https://www.pytables.org/usersguide/tutorials.html#browsing-the-object-tree\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "powered-pharmacy",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use file iterator\n",
    "\n",
    "for node in h5file:\n",
    "    print(node)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "brazilian-delivery",
   "metadata": {},
   "outputs": [],
   "source": [
    "for group in h5file.walk_groups():\n",
    "    print(group)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "nasty-phenomenon",
   "metadata": {},
   "outputs": [],
   "source": [
    "# From https://www.pytables.org/usersguide/tutorials.html#setting-and-getting-user-attributes\n",
    "\n",
    "h5file.root"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "resident-shanghai",
   "metadata": {},
   "outputs": [],
   "source": [
    "h5file.root.CONTROL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "electric-blink",
   "metadata": {},
   "outputs": [],
   "source": [
    "h5file.root.CONTROL.EXT_SOURCES.table"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afraid-university",
   "metadata": {},
   "source": [
    "## Always close an HDF5 file!\n",
    "\n",
    "It is important to close the HDF5 file, using `h5file.close()`). Otherwise it will be corrupted to other programs. See https://www.pytables.org/usersguide/tutorials.html#closing-the-file-and-looking-at-its-content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "necessary-genealogy",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Check if open (1 = True)\n",
    "h5file.isopen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "recent-document",
   "metadata": {},
   "outputs": [],
   "source": [
    "h5file.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "canadian-detroit",
   "metadata": {},
   "outputs": [],
   "source": [
    "h5file"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "geological-shooting",
   "metadata": {},
   "source": [
    "## PyTables `ptdump` command line utility\n",
    "\n",
    "The command line “ptdump” PyTables utility (located in utils/ directory)\n",
    "https://www.pytables.org/usersguide/tutorials.html#closing-the-file-and-looking-at-its-content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "another-oasis",
   "metadata": {},
   "outputs": [],
   "source": [
    "# get path, as pathlib only works within Python and not at the operating system command prompt.\n",
    "file_to_open"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "academic-cement",
   "metadata": {},
   "outputs": [],
   "source": [
    "# This uses the `!` ipython magic command to run from the console\n",
    "!ptdump '/Users/aaufdenkampe/Documents/Python/limno.HSPsquared/HSP2notebooks/Data/hsp2.h5'\n",
    "\n",
    "# You can pass the -v or -d options to ptdump if you want more verbosity"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "numerical-recipient",
   "metadata": {},
   "source": [
    "# Open with h5py library\n",
    "\n",
    "Docs: https://docs.h5py.org\n",
    "Demo: https://nbviewer.jupyter.org/github/jackdbd/hdf5-pydata-munich/blob/master/hdf5_in_python.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "peaceful-engine",
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://docs.h5py.org/en/stable/high/file.html#opening-creating-files\n",
    "\n",
    "h5py_file = h5py.File(paths[0])\n",
    "\n",
    "# NOTE: if the file was left open, you might get this error: `OSError: Unable to open file (File signature not found)`\n",
    "# https://stackoverflow.com/questions/38089950/error-opening-file-in-h5py-file-signature-not-found/43607837"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "brown-haiti",
   "metadata": {},
   "outputs": [],
   "source": [
    "h5py_file?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "express-vulnerability",
   "metadata": {},
   "outputs": [],
   "source": [
    "h5py_file.attrs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "funded-appeal",
   "metadata": {},
   "outputs": [],
   "source": [
    "h5py_file.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "presidential-awareness",
   "metadata": {},
   "outputs": [],
   "source": [
    "for key in h5py_file.keys():\n",
    "  print(key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "lonely-vampire",
   "metadata": {},
   "outputs": [],
   "source": [
    "h5py_file['CONTROL'].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "empty-outreach",
   "metadata": {},
   "outputs": [],
   "source": [
    "h5py_file['CONTROL']['GLOBAL'].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "accompanied-tragedy",
   "metadata": {},
   "outputs": [],
   "source": [
    "key_list = [k for k in h5py_file.keys()]\n",
    "key_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "answering-signature",
   "metadata": {},
   "outputs": [],
   "source": [
    "for name in h5py_file:\n",
    "    for subname in h5py_file[name]:\n",
    "        print(name+r'\\ '+subname)\n",
    "#         print(r'')\n",
    "#         for subsubname in h5py_file[name][subname]:\n",
    "#             print(name+r'\\ '+subname+r'\\ '+subsubname)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "floral-buddy",
   "metadata": {},
   "outputs": [],
   "source": [
    "h5py_file.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "differential-guidance",
   "metadata": {},
   "outputs": [],
   "source": [
    "h5py_file"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "deadly-process",
   "metadata": {},
   "source": [
    "### h5py `h5dump` command line utility\n",
    "\n",
    "The command line “h5dump” utility can also be useful, but it is very verbose!\n",
    "https://nbviewer.jupyter.org/github/jackdbd/hdf5-pydata-munich/blob/master/hdf5_in_python.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "present-brush",
   "metadata": {},
   "outputs": [],
   "source": [
    "# get path, as pathlib only works within Python and not at the operating system command prompt.\n",
    "paths[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "urban-annual",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "!h5dump '/Users/aaufdenkampe/Documents/Python/limno.HSPsquared/HSP2notebooks/Data/hsp2.h5'\n",
    "\n",
    "# WARNING: This is extremely verbose!!!!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "paperback-savannah",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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