scripts/MSWH System Tool - Playground.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example usage for climates outside of CA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import unittest\n",
    "import os\n",
    "\n",
    "# please restart the kernel if rerunning this for the paths to align\n",
    "os.chdir('../')\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from mswh.comm.label_map import SwhLabels\n",
    "from mswh.system.components import Converter, Storage\n",
    "from mswh.system.source_and_sink import SourceAndSink\n",
    "from mswh.system.models import System\n",
    "from mswh.system.source_and_sink import SourceAndSink\n",
    "\n",
    "from mswh.tools.unit_converters import UnitConv, Utility\n",
    "from mswh.comm.sql import Sql\n",
    "\n",
    "from mswh.tools.plots import Plot\n",
    "from plotly.offline import iplot, init_notebook_mode\n",
    "init_notebook_mode(connected=True)\n",
    "import seaborn as sns\n",
    "sns.set(rc={'figure.figsize':(16,12)})\n",
    "sns.set_style(\"whitegrid\")\n",
    "\n",
    "import datetime\n",
    "\n",
    "import logging\n",
    "logging.basicConfig(level=logging.INFO)\n",
    "log = logging.getLogger(__name__)\n",
    "log.setLevel(logging.DEBUG)\n",
    "\n",
    "# label maps\n",
    "c = SwhLabels().set_hous_labels()\n",
    "s = SwhLabels().set_prod_labels()\n",
    "r = SwhLabels().set_res_labels()\n",
    "\n",
    "# pd.options.display.float_format = '{:,.3f}'.format"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Multiscale Solar Water Heating System Simulation Tool \n",
    "\n",
    "## Contents\n",
    "\n",
    "\n",
    "* **Project input (minimum user requirment)**\n",
    "* **Weather (CA climate zones available in the database)** \n",
    "* **Loads (example CA hourly loads available in the database)**\n",
    "* **Performance paramters (defaults provided, user edits optional, such as providing insulation thickness for tanks)**\n",
    "* **Component sizing (sizing rules provided, user edits optional, such as providing the actual length of the piping)**\n",
    "* **System simulation examples with plots and summaries for all system configurations**\n",
    "\n",
    "### System configurations\n",
    "* Basecase gas tank water heater (WH)\n",
    "* Active solar thermal system with a new tankless gas WH backup\n",
    "* Active solar thermal system with a retrofit tankless gas WH backup\n",
    "\n",
    "\n",
    "# Setup \n",
    "## Import modules "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Project inputs\n",
    "* The user in the default case only needs to specify household occupancy and a climate in CA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add a value to the list for each additional household in a community scale project\n",
    "\n",
    "# Community scale household occupancies for 4 households\n",
    "occ_com = [3, 3, 3, 3]\n",
    "\n",
    "# Individual scale household occupancy\n",
    "occ_ind = [3]\n",
    "\n",
    "# indicate whether any occupants are at home during the day\n",
    "at_home_com = ['n', 'n', 'n', 'n']\n",
    "at_home_ind = ['n']\n",
    "\n",
    "# Example climate zone : Banja Luka, Bosnia and Hercegowina\n",
    "bl_climate = '00'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load in input database (DB)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "weather_db_path = os.path.join(os.getcwd(), 'mswh/comm/mswh_system_input.db')\n",
    "\n",
    "db = Sql(weather_db_path)\n",
    "\n",
    "try:\n",
    "    # read table names for all tables in a\n",
    "    # {table name : sheet name} form\n",
    "    inputs = db.tables2dict(close = True)\n",
    "except:\n",
    "    msg = 'Failed to read input tables from {}.'\n",
    "    log.error(msg.format(inpath))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate weather data\n",
    "* Includes calculation of the incident irradiation with the default tilt and azimuth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:mswh.system.source_and_sink:The user did not provide a numpy random state object. Initiating one with a provided or default seed value = 123.\n"
     ]
    }
   ],
   "source": [
    "source_and_sink = SourceAndSink(\\\n",
    "    input_dfs = inputs)\n",
    "\n",
    "# Using TMY data for Banja Luka\n",
    "weather_bl = source_and_sink.irradiation_and_water_main('00',\n",
    "    weather_data_source = 'tmy3',\n",
    "    method='isotropic diffuse')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date (mm/dd/yyyy)</th>\n",
       "      <th>time (hh:mm)</th>\n",
       "      <th>extraterrestrial_horizontal_radiation_Wm2</th>\n",
       "      <th>extraterrestrial_normal_radiation_Wm2</th>\n",
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       "      <th>beam_horizontal_radiation_Wm2</th>\n",
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       "      <th>water_main_t_C</th>\n",
       "      <th>dry_bulb_C</th>\n",
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       "      <th>Tilt</th>\n",
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       "      <td>17.217</td>\n",
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       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>01/01/05</td>\n",
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       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>-1.9</td>\n",
       "      <td>-2.278473</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>01/01/05</td>\n",
       "      <td>04:00</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>winter</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>-2.478625</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>01/01/05</td>\n",
       "      <td>05:00</td>\n",
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       "      <td>winter</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>-2.2</td>\n",
       "      <td>-2.502155</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>-2.702735</td>\n",
       "      <td>17.217</td>\n",
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       "      <td>51.6</td>\n",
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       "      <td>-2.5</td>\n",
       "      <td>-2.803025</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>7</td>\n",
       "      <td>01/01/05</td>\n",
       "      <td>08:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>-2.7</td>\n",
       "      <td>-3.003606</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>01/01/05</td>\n",
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       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>23.462287</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>-1.9</td>\n",
       "      <td>-2.201285</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>9</td>\n",
       "      <td>01/01/05</td>\n",
       "      <td>10:00</td>\n",
       "      <td>355</td>\n",
       "      <td>1415</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>59.633313</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>-1.577944</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>01/01/05</td>\n",
       "      <td>11:00</td>\n",
       "      <td>470</td>\n",
       "      <td>1415</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>87.983576</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-0.857191</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>11</td>\n",
       "      <td>01/01/05</td>\n",
       "      <td>12:00</td>\n",
       "      <td>527</td>\n",
       "      <td>1415</td>\n",
       "      <td>140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>136.863341</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>0.5</td>\n",
       "      <td>-0.200663</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>01/01/05</td>\n",
       "      <td>13:00</td>\n",
       "      <td>521</td>\n",
       "      <td>1415</td>\n",
       "      <td>159</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>winter</td>\n",
       "      <td>9</td>\n",
       "      <td>154.322793</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.627940</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>13</td>\n",
       "      <td>01/01/05</td>\n",
       "      <td>14:00</td>\n",
       "      <td>453</td>\n",
       "      <td>1415</td>\n",
       "      <td>85</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>83.095600</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>2.4</td>\n",
       "      <td>1.269152</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>01/01/05</td>\n",
       "      <td>15:00</td>\n",
       "      <td>328</td>\n",
       "      <td>1415</td>\n",
       "      <td>103</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>winter</td>\n",
       "      <td>9</td>\n",
       "      <td>100.122511</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>2.6</td>\n",
       "      <td>1.383270</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>01/01/05</td>\n",
       "      <td>16:00</td>\n",
       "      <td>153</td>\n",
       "      <td>1415</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>33.238240</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1.496921</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>01/01/05</td>\n",
       "      <td>17:00</td>\n",
       "      <td>0</td>\n",
       "      <td>1027</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.789550</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>01/01/05</td>\n",
       "      <td>18:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.901977</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>01/01/05</td>\n",
       "      <td>19:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.013897</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>01/01/05</td>\n",
       "      <td>20:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>3.7</td>\n",
       "      <td>2.207987</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>01/01/05</td>\n",
       "      <td>21:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.096568</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>01/01/05</td>\n",
       "      <td>22:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.984636</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>01/01/05</td>\n",
       "      <td>23:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.872207</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>01/01/05</td>\n",
       "      <td>24:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.056316</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>01/02/05</td>\n",
       "      <td>01:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.134262</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>01/02/05</td>\n",
       "      <td>02:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>4.5</td>\n",
       "      <td>2.565304</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>01/02/05</td>\n",
       "      <td>03:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1.334583</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>01/02/05</td>\n",
       "      <td>04:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.054547</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>01/02/05</td>\n",
       "      <td>05:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>-1.156767</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>01/02/05</td>\n",
       "      <td>06:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>winter</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51.6</td>\n",
       "      <td>10.888889</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>-1.156767</td>\n",
       "      <td>17.217</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30 rows × 81 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   date (mm/dd/yyyy) time (hh:mm)  extraterrestrial_horizontal_radiation_Wm2  \\\n",
       "0           01/01/05        01:00                                          0   \n",
       "1           01/01/05        02:00                                          0   \n",
       "2           01/01/05        03:00                                          0   \n",
       "3           01/01/05        04:00                                          0   \n",
       "4           01/01/05        05:00                                          0   \n",
       "5           01/01/05        06:00                                          0   \n",
       "6           01/01/05        07:00                                          0   \n",
       "7           01/01/05        08:00                                          0   \n",
       "8           01/01/05        09:00                                        189   \n",
       "9           01/01/05        10:00                                        355   \n",
       "10          01/01/05        11:00                                        470   \n",
       "11          01/01/05        12:00                                        527   \n",
       "12          01/01/05        13:00                                        521   \n",
       "13          01/01/05        14:00                                        453   \n",
       "14          01/01/05        15:00                                        328   \n",
       "15          01/01/05        16:00                                        153   \n",
       "16          01/01/05        17:00                                          0   \n",
       "17          01/01/05        18:00                                          0   \n",
       "18          01/01/05        19:00                                          0   \n",
       "19          01/01/05        20:00                                          0   \n",
       "20          01/01/05        21:00                                          0   \n",
       "21          01/01/05        22:00                                          0   \n",
       "22          01/01/05        23:00                                          0   \n",
       "23          01/01/05        24:00                                          0   \n",
       "24          01/02/05        01:00                                          0   \n",
       "25          01/02/05        02:00                                          0   \n",
       "26          01/02/05        03:00                                          0   \n",
       "27          01/02/05        04:00                                          0   \n",
       "28          01/02/05        05:00                                          0   \n",
       "29          01/02/05        06:00                                          0   \n",
       "\n",
       "    extraterrestrial_normal_radiation_Wm2  global_horizontal_radiation_Wm2  \\\n",
       "0                                       0                                0   \n",
       "1                                       0                                0   \n",
       "2                                       0                                0   \n",
       "3                                       0                                0   \n",
       "4                                       0                                0   \n",
       "5                                       0                                0   \n",
       "6                                       0                                0   \n",
       "7                                       0                                0   \n",
       "8                                    1298                               24   \n",
       "9                                    1415                               61   \n",
       "10                                   1415                               90   \n",
       "11                                   1415                              140   \n",
       "12                                   1415                              159   \n",
       "13                                   1415                               85   \n",
       "14                                   1415                              103   \n",
       "15                                   1415                               34   \n",
       "16                                   1027                                0   \n",
       "17                                      0                                0   \n",
       "18                                      0                                0   \n",
       "19                                      0                                0   \n",
       "20                                      0                                0   \n",
       "21                                      0                                0   \n",
       "22                                      0                                0   \n",
       "23                                      0                                0   \n",
       "24                                      0                                0   \n",
       "25                                      0                                0   \n",
       "26                                      0                                0   \n",
       "27                                      0                                0   \n",
       "28                                      0                                0   \n",
       "29                                      0                                0   \n",
       "\n",
       "    ghi source  ghi uncert (%)  direct_normal_radiation_Wm2  dni source  \\\n",
       "0            0               0                            0           0   \n",
       "1            0               0                            0           0   \n",
       "2            0               0                            0           0   \n",
       "3            0               0                            0           0   \n",
       "4            0               0                            0           0   \n",
       "5            0               0                            0           0   \n",
       "6            0               0                            0           0   \n",
       "7            0               0                            0           0   \n",
       "8            0               0                            0           0   \n",
       "9            0               0                            0           0   \n",
       "10           0               0                            0           0   \n",
       "11           0               0                            2           0   \n",
       "12           0               0                           27           0   \n",
       "13           0               0                            0           0   \n",
       "14           0               0                           36           0   \n",
       "15           0               0                            0           0   \n",
       "16           0               0                            0           0   \n",
       "17           0               0                            0           0   \n",
       "18           0               0                            0           0   \n",
       "19           0               0                            0           0   \n",
       "20           0               0                            0           0   \n",
       "21           0               0                            0           0   \n",
       "22           0               0                            0           0   \n",
       "23           0               0                            0           0   \n",
       "24           0               0                            0           0   \n",
       "25           0               0                            0           0   \n",
       "26           0               0                            0           0   \n",
       "27           0               0                            0           0   \n",
       "28           0               0                            0           0   \n",
       "29           0               0                            0           0   \n",
       "\n",
       "    dni uncert (%)  ...  day_number_of_year  season  \\\n",
       "0                0  ...                   1  winter   \n",
       "1                0  ...                   1  winter   \n",
       "2                0  ...                   1  winter   \n",
       "3                0  ...                   1  winter   \n",
       "4                0  ...                   1  winter   \n",
       "5                0  ...                   1  winter   \n",
       "6                0  ...                   1  winter   \n",
       "7                0  ...                   1  winter   \n",
       "8                0  ...                   1  winter   \n",
       "9                0  ...                   1  winter   \n",
       "10               0  ...                   1  winter   \n",
       "11               0  ...                   1  winter   \n",
       "12               0  ...                   1  winter   \n",
       "13               0  ...                   1  winter   \n",
       "14               0  ...                   1  winter   \n",
       "15               0  ...                   1  winter   \n",
       "16               0  ...                   1  winter   \n",
       "17               0  ...                   1  winter   \n",
       "18               0  ...                   1  winter   \n",
       "19               0  ...                   1  winter   \n",
       "20               0  ...                   1  winter   \n",
       "21               0  ...                   1  winter   \n",
       "22               0  ...                   1  winter   \n",
       "23               0  ...                   1  winter   \n",
       "24               0  ...                   2  winter   \n",
       "25               0  ...                   2  winter   \n",
       "26               0  ...                   2  winter   \n",
       "27               0  ...                   2  winter   \n",
       "28               0  ...                   2  winter   \n",
       "29               0  ...                   2  winter   \n",
       "\n",
       "    beam_horizontal_radiation_Wm2  global_tilt_radiation_Wm2  water_main_t_F  \\\n",
       "0                               0                   0.000000            51.6   \n",
       "1                               0                   0.000000            51.6   \n",
       "2                               0                   0.000000            51.6   \n",
       "3                               0                   0.000000            51.6   \n",
       "4                               0                   0.000000            51.6   \n",
       "5                               0                   0.000000            51.6   \n",
       "6                               0                   0.000000            51.6   \n",
       "7                               0                   0.000000            51.6   \n",
       "8                               0                  23.462287            51.6   \n",
       "9                               0                  59.633313            51.6   \n",
       "10                              0                  87.983576            51.6   \n",
       "11                              0                 136.863341            51.6   \n",
       "12                              9                 154.322793            51.6   \n",
       "13                              0                  83.095600            51.6   \n",
       "14                              9                 100.122511            51.6   \n",
       "15                              0                  33.238240            51.6   \n",
       "16                              0                   0.000000            51.6   \n",
       "17                              0                   0.000000            51.6   \n",
       "18                              0                   0.000000            51.6   \n",
       "19                              0                   0.000000            51.6   \n",
       "20                              0                   0.000000            51.6   \n",
       "21                              0                   0.000000            51.6   \n",
       "22                              0                   0.000000            51.6   \n",
       "23                              0                   0.000000            51.6   \n",
       "24                              0                   0.000000            51.6   \n",
       "25                              0                   0.000000            51.6   \n",
       "26                              0                   0.000000            51.6   \n",
       "27                              0                   0.000000            51.6   \n",
       "28                              0                   0.000000            51.6   \n",
       "29                              0                   0.000000            51.6   \n",
       "\n",
       "    water_main_t_C  dry_bulb_C  wet_bulb_C    Tilt  Azimuth  \n",
       "0        10.888889         0.8    0.259183  17.217      0.0  \n",
       "1        10.888889        -1.8   -2.178397  17.217      0.0  \n",
       "2        10.888889        -1.9   -2.278473  17.217      0.0  \n",
       "3        10.888889        -2.1   -2.478625  17.217      0.0  \n",
       "4        10.888889        -2.2   -2.502155  17.217      0.0  \n",
       "5        10.888889        -2.4   -2.702735  17.217      0.0  \n",
       "6        10.888889        -2.5   -2.803025  17.217      0.0  \n",
       "7        10.888889        -2.7   -3.003606  17.217      0.0  \n",
       "8        10.888889        -1.9   -2.201285  17.217      0.0  \n",
       "9        10.888889        -1.2   -1.577944  17.217      0.0  \n",
       "10       10.888889        -0.4   -0.857191  17.217      0.0  \n",
       "11       10.888889         0.5   -0.200663  17.217      0.0  \n",
       "12       10.888889         1.5    0.627940  17.217      0.0  \n",
       "13       10.888889         2.4    1.269152  17.217      0.0  \n",
       "14       10.888889         2.6    1.383270  17.217      0.0  \n",
       "15       10.888889         2.8    1.496921  17.217      0.0  \n",
       "16       10.888889         3.1    1.789550  17.217      0.0  \n",
       "17       10.888889         3.3    1.901977  17.217      0.0  \n",
       "18       10.888889         3.5    2.013897  17.217      0.0  \n",
       "19       10.888889         3.7    2.207987  17.217      0.0  \n",
       "20       10.888889         3.5    2.096568  17.217      0.0  \n",
       "21       10.888889         3.3    1.984636  17.217      0.0  \n",
       "22       10.888889         3.1    1.872207  17.217      0.0  \n",
       "23       10.888889         2.1    1.056316  17.217      0.0  \n",
       "24       10.888889         1.0    0.134262  17.217      0.0  \n",
       "25       10.888889         4.5    2.565304  17.217      0.0  \n",
       "26       10.888889         2.8    1.334583  17.217      0.0  \n",
       "27       10.888889         1.0    0.054547  17.217      0.0  \n",
       "28       10.888889        -0.7   -1.156767  17.217      0.0  \n",
       "29       10.888889        -0.7   -1.156767  17.217      0.0  \n",
       "\n",
       "[30 rows x 81 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather_bl.head(30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Select hourly hot water draw profiles from DB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Returns hourly load profiles in m3/h and the peak load in gal/h for each household in the project\n",
    "\n",
    "# as water demand in California is low, a quick way to adjust it is to increase the number of occupants\n",
    "\n",
    "rs = np.random.RandomState(123)\n",
    "\n",
    "# peakload_com output shows the consumer ID, load ID and the peak hourly end-use load\n",
    "# loads_com holds the loads itself, with the associated consumer ID and occupancy\n",
    "\n",
    "loads_com, peakload_com = \\\n",
    "    SourceAndSink._make_example_loading_inputs(\n",
    "    inputs, c, rs,\n",
    "    occupancy = list(occ_com + np.ones(len(occ_com)).astype(int)), at_home = at_home_com)\n",
    "\n",
    "loads_indiv, peakload_indiv = \\\n",
    "    SourceAndSink._make_example_loading_inputs(\n",
    "    inputs, c, rs,\n",
    "    occupancy = [occ_ind[0] + 1], at_home = at_home_ind)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[4]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[occ_ind[0] + 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        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>Consumer ID</th>\n",
       "      <th>Load ID</th>\n",
       "      <th>Peak End-Use Load [gal]</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>122</td>\n",
       "      <td>44.25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Consumer ID Load ID  Peak End-Use Load [gal]\n",
       "0            1     122                    44.25"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "peakload_indiv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set performance parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Active solar thermal system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>Component</th>\n",
       "      <th>Performance Parameter</th>\n",
       "      <th>Performance Parameter Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>upper volume fraction</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>insulation thickness</td>\n",
       "      <td>0.085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>specific heat conductivity</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>tap temperature setpoint</td>\n",
       "      <td>322.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>height vs. radius</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>temperature difference (approach)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>maximum temperature</td>\n",
       "      <td>344.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>coil efficiency</td>\n",
       "      <td>0.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>circulation</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>solar collector</td>\n",
       "      <td>interc hwb</td>\n",
       "      <td>0.753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>solar collector</td>\n",
       "      <td>slope hwb</td>\n",
       "      <td>-4.025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>solar pump</td>\n",
       "      <td>nominal distribution pump efficiency</td>\n",
       "      <td>0.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>piping</td>\n",
       "      <td>piping insulation specific heat conductivity</td>\n",
       "      <td>0.0175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>piping</td>\n",
       "      <td>piping insulation thickness</td>\n",
       "      <td>0.008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>piping</td>\n",
       "      <td>flow factor</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>piping</td>\n",
       "      <td>diameter vs. length exponent</td>\n",
       "      <td>0.430827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>piping</td>\n",
       "      <td>diameter vs. length scaler</td>\n",
       "      <td>0.00791128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>piping</td>\n",
       "      <td>discrete diameters</td>\n",
       "      <td>[0.0127, 0.01905, 0.0254, 0.03175, 0.0381, 0.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>piping</td>\n",
       "      <td>circulation</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>piping</td>\n",
       "      <td>longest branch length fraction</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>distribution pump</td>\n",
       "      <td>nominal solar pump efficiency</td>\n",
       "      <td>0.85</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Component                         Performance Parameter  \\\n",
       "0   thermal storage tank                         upper volume fraction   \n",
       "1   thermal storage tank                          insulation thickness   \n",
       "2   thermal storage tank                    specific heat conductivity   \n",
       "3   thermal storage tank                      tap temperature setpoint   \n",
       "4   thermal storage tank                             height vs. radius   \n",
       "5   thermal storage tank             temperature difference (approach)   \n",
       "6   thermal storage tank                           maximum temperature   \n",
       "7   thermal storage tank                               coil efficiency   \n",
       "8   thermal storage tank                                   circulation   \n",
       "9        solar collector                                    interc hwb   \n",
       "10       solar collector                                     slope hwb   \n",
       "11            solar pump          nominal distribution pump efficiency   \n",
       "12                piping  piping insulation specific heat conductivity   \n",
       "13                piping                   piping insulation thickness   \n",
       "14                piping                                   flow factor   \n",
       "15                piping                  diameter vs. length exponent   \n",
       "16                piping                    diameter vs. length scaler   \n",
       "17                piping                            discrete diameters   \n",
       "18                piping                                   circulation   \n",
       "19                piping                longest branch length fraction   \n",
       "20     distribution pump                 nominal solar pump efficiency   \n",
       "\n",
       "                          Performance Parameter Value  \n",
       "0                                                 0.5  \n",
       "1                                               0.085  \n",
       "2                                                0.04  \n",
       "3                                              322.04  \n",
       "4                                                   6  \n",
       "5                                                   2  \n",
       "6                                              344.15  \n",
       "7                                                0.84  \n",
       "8                                                   0  \n",
       "9                                               0.753  \n",
       "10                                             -4.025  \n",
       "11                                               0.85  \n",
       "12                                             0.0175  \n",
       "13                                              0.008  \n",
       "14                                                0.8  \n",
       "15                                           0.430827  \n",
       "16                                         0.00791128  \n",
       "17  [0.0127, 0.01905, 0.0254, 0.03175, 0.0381, 0.0...  \n",
       "18                                              False  \n",
       "19                                                  1  \n",
       "20                                               0.85  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Community scale system (includes distribution pump parameters)\n",
    "\n",
    "sol_the_sys_params_com = pd.DataFrame(data = \\\n",
    "            [[s['the_sto'], s['f_upper_vol'], .5], \\\n",
    "             [s['the_sto'], s['ins_thi'], .085], \\\n",
    "             [s['the_sto'], s['spec_hea_con'], .04], \\\n",
    "             [s['the_sto'], s['t_tap_set'], 322.04], \\\n",
    "             [s['the_sto'], s['h_vs_r'], 6.], \\\n",
    "             [s['the_sto'], s['dt_appr'], 2.], \\\n",
    "             [s['the_sto'], s['t_max_tank'], 344.15], \\\n",
    "             [s['the_sto'], s['eta_coil'], .84], \\\n",
    "             [s['the_sto'], s['circ'], 0.], \\\n",
    "             [s['sol_col'], s['interc_hwb'], .753], \\\n",
    "             [s['sol_col'], s['slope_hwb'], -4.025],\\\n",
    "             [s['sol_pump'], s['eta_sol_pump'], .85], \\\n",
    "             [s['piping'], s['pipe_spec_hea_con'], .0175], \\\n",
    "             [s['piping'], s['pipe_ins_thick'], .008], \\\n",
    "             [s['piping'], s['flow_factor'], .8], \\\n",
    "             [s['piping'], s['dia_len_exp'], 0.43082708345352605], \\\n",
    "             [s['piping'], s['dia_len_sca'], 0.007911283766743384],\\\n",
    "             [s['piping'], s['discr_diam_m'], \\\n",
    "               '[0.0127, 0.01905, 0.0254, '\\\n",
    "               '0.03175, 0.0381, 0.0508, 0.0635, 0.0762, 0.1016]'],\\\n",
    "             [s['piping'], s['circ'], False], \\\n",
    "             [s['piping'], s['long_br_len_fr'], 1.], \\\n",
    "             [s['dist_pump'], s['eta_dist_pump'], .85]], \\\n",
    "            columns = \\\n",
    "             [s['comp'], s['param'], s['param_value']])\n",
    "\n",
    "sol_the_sys_params_com"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>Component</th>\n",
       "      <th>Performance Parameter</th>\n",
       "      <th>Performance Parameter Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>upper volume fraction</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>insulation thickness</td>\n",
       "      <td>0.085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>specific heat conductivity</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>tap temperature setpoint</td>\n",
       "      <td>322.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>height vs. radius</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>temperature difference (approach)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>maximum temperature</td>\n",
       "      <td>344.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>coil efficiency</td>\n",
       "      <td>0.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>circulation</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>solar collector</td>\n",
       "      <td>interc hwb</td>\n",
       "      <td>0.753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>solar collector</td>\n",
       "      <td>slope hwb</td>\n",
       "      <td>-4.025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>solar pump</td>\n",
       "      <td>nominal distribution pump efficiency</td>\n",
       "      <td>0.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>piping</td>\n",
       "      <td>piping insulation specific heat conductivity</td>\n",
       "      <td>0.0175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>piping</td>\n",
       "      <td>piping insulation thickness</td>\n",
       "      <td>0.008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>piping</td>\n",
       "      <td>flow factor</td>\n",
       "      <td>0.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>piping</td>\n",
       "      <td>diameter vs. length exponent</td>\n",
       "      <td>0.430827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>piping</td>\n",
       "      <td>diameter vs. length scaler</td>\n",
       "      <td>0.00791128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>piping</td>\n",
       "      <td>discrete diameters</td>\n",
       "      <td>[0.0127, 0.01905, 0.0254, 0.03175, 0.0381, 0.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>piping</td>\n",
       "      <td>circulation</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>piping</td>\n",
       "      <td>longest branch length fraction</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Component                         Performance Parameter  \\\n",
       "0   thermal storage tank                         upper volume fraction   \n",
       "1   thermal storage tank                          insulation thickness   \n",
       "2   thermal storage tank                    specific heat conductivity   \n",
       "3   thermal storage tank                      tap temperature setpoint   \n",
       "4   thermal storage tank                             height vs. radius   \n",
       "5   thermal storage tank             temperature difference (approach)   \n",
       "6   thermal storage tank                           maximum temperature   \n",
       "7   thermal storage tank                               coil efficiency   \n",
       "8   thermal storage tank                                   circulation   \n",
       "9        solar collector                                    interc hwb   \n",
       "10       solar collector                                     slope hwb   \n",
       "11            solar pump          nominal distribution pump efficiency   \n",
       "12                piping  piping insulation specific heat conductivity   \n",
       "13                piping                   piping insulation thickness   \n",
       "14                piping                                   flow factor   \n",
       "15                piping                  diameter vs. length exponent   \n",
       "16                piping                    diameter vs. length scaler   \n",
       "17                piping                            discrete diameters   \n",
       "18                piping                                   circulation   \n",
       "19                piping                longest branch length fraction   \n",
       "\n",
       "                          Performance Parameter Value  \n",
       "0                                                 0.5  \n",
       "1                                               0.085  \n",
       "2                                                0.04  \n",
       "3                                              322.04  \n",
       "4                                                   6  \n",
       "5                                                   2  \n",
       "6                                              344.15  \n",
       "7                                                0.84  \n",
       "8                                                   0  \n",
       "9                                               0.753  \n",
       "10                                             -4.025  \n",
       "11                                               0.85  \n",
       "12                                             0.0175  \n",
       "13                                              0.008  \n",
       "14                                                0.8  \n",
       "15                                           0.430827  \n",
       "16                                         0.00791128  \n",
       "17  [0.0127, 0.01905, 0.0254, 0.03175, 0.0381, 0.0...  \n",
       "18                                              False  \n",
       "19                                                  1  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Individual scale system, assuming a distribution pump is not needed similarly to a basecase gas tank WH\n",
    "\n",
    "last_row_for_indiv = sol_the_sys_params_com.shape[0] - 1 - \\\n",
    "    sol_the_sys_params_com.loc[\\\n",
    "    sol_the_sys_params_com[s['comp']] == s['dist_pump'], :].\\\n",
    "    shape[0]\n",
    "\n",
    "sol_the_sys_params_indiv = sol_the_sys_params_com.loc[:last_row_for_indiv,:]\n",
    "sol_the_sys_params_indiv\n",
    "\n",
    "sol_the_sys_params_indiv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Basecase and backup gas tank water heater (WH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>Component</th>\n",
       "      <th>Performance Parameter</th>\n",
       "      <th>Performance Parameter Value</th>\n",
       "      <th>Performance Parameter Unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>gas tank WH</td>\n",
       "      <td>tank recovery efficiency</td>\n",
       "      <td>0.780</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>gas tank WH</td>\n",
       "      <td>insulation thickness</td>\n",
       "      <td>0.030</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>gas tank WH</td>\n",
       "      <td>specific heat conductivity</td>\n",
       "      <td>0.081</td>\n",
       "      <td>W/mK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>gas tank WH</td>\n",
       "      <td>tap temperature setpoint</td>\n",
       "      <td>322.040</td>\n",
       "      <td>K</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Component       Performance Parameter  Performance Parameter Value  \\\n",
       "0  gas tank WH    tank recovery efficiency                        0.780   \n",
       "1  gas tank WH        insulation thickness                        0.030   \n",
       "2  gas tank WH  specific heat conductivity                        0.081   \n",
       "3  gas tank WH    tap temperature setpoint                      322.040   \n",
       "\n",
       "  Performance Parameter Unit  \n",
       "0                          -  \n",
       "1                          m  \n",
       "2                       W/mK  \n",
       "3                          K  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gas_tank_wh_params = pd.DataFrame(data = \\\n",
    "    [[s['gas_tank'], s['tank_re'], .78, '-'], \\\n",
    "     [s['gas_tank'], s['ins_thi'], .03, 'm'], \\\n",
    "     [s['gas_tank'], s['spec_hea_con'], .081, 'W/mK'], \\\n",
    "     [s['gas_tank'], s['t_tap_set'], 322.04, 'K']], \\\n",
    "    columns = \\\n",
    "     [s['comp'], s['param'], s['param_value'], s['param_unit']])\n",
    "\n",
    "gas_tank_wh_params"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Gas tankless WH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>Component</th>\n",
       "      <th>Performance Parameter</th>\n",
       "      <th>Performance Parameter Value</th>\n",
       "      <th>Performance Parameter Unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>gas burner</td>\n",
       "      <td>combustion efficiency</td>\n",
       "      <td>0.85</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Component  Performance Parameter  Performance Parameter Value  \\\n",
       "0  gas burner  combustion efficiency                         0.85   \n",
       "\n",
       "  Performance Parameter Unit  \n",
       "0                          -  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gas_tankless_wh_params = pd.DataFrame(data = [[s['gas_burn'], s['comb_eff'], .85, '-']], \\\n",
    "    columns = [s['comp'], s['param'], s['param_value'], s['param_unit']])\n",
    "gas_tankless_wh_params"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* All performance parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>Component ID</th>\n",
       "      <th>Performance Parameter</th>\n",
       "      <th>Performance Parameter Value</th>\n",
       "      <th>Performance Parameter Unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>interc hwb</td>\n",
       "      <td>0.753</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>slope hwb</td>\n",
       "      <td>-4.025</td>\n",
       "      <td>W/m2K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>interc cd</td>\n",
       "      <td>0.75</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>a1 cd</td>\n",
       "      <td>-3.688</td>\n",
       "      <td>W/m2K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>a2 cd</td>\n",
       "      <td>-0.0055</td>\n",
       "      <td>W/m2K2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>PV efficiency</td>\n",
       "      <td>0.16</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>fraction of active PV area</td>\n",
       "      <td>1</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>reference irradiation</td>\n",
       "      <td>1000</td>\n",
       "      <td>W/m2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>tank recovery efficiency</td>\n",
       "      <td>0.78</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>tap temperature setpoint</td>\n",
       "      <td>322.04</td>\n",
       "      <td>K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>insulation thickness</td>\n",
       "      <td>0.03</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>specific heat conductivity</td>\n",
       "      <td>0.081</td>\n",
       "      <td>W/mK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>7</td>\n",
       "      <td>insulation thickness</td>\n",
       "      <td>0.085</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>specific heat conductivity</td>\n",
       "      <td>0.04</td>\n",
       "      <td>W/mK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>upper volume fraction</td>\n",
       "      <td>0.5</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>height vs. radius</td>\n",
       "      <td>6</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>7</td>\n",
       "      <td>temperature difference (approach)</td>\n",
       "      <td>2</td>\n",
       "      <td>K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>7</td>\n",
       "      <td>maximum temperature</td>\n",
       "      <td>344.15</td>\n",
       "      <td>K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>7</td>\n",
       "      <td>tap temperature setpoint</td>\n",
       "      <td>322.04</td>\n",
       "      <td>K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>7</td>\n",
       "      <td>coil efficiency</td>\n",
       "      <td>0.84</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>8</td>\n",
       "      <td>combustion efficiency</td>\n",
       "      <td>0.85</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>9</td>\n",
       "      <td>efficiency</td>\n",
       "      <td>1</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>10</td>\n",
       "      <td>rated heating capacity</td>\n",
       "      <td>2350</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>10</td>\n",
       "      <td>rated COP</td>\n",
       "      <td>2.43</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>10</td>\n",
       "      <td>c1_cop</td>\n",
       "      <td>1.229</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>10</td>\n",
       "      <td>c2_cop</td>\n",
       "      <td>0.05549</td>\n",
       "      <td>1/degC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>10</td>\n",
       "      <td>c3_cop</td>\n",
       "      <td>0.0001139</td>\n",
       "      <td>1/degC2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>10</td>\n",
       "      <td>c4_cop</td>\n",
       "      <td>-0.01128</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>10</td>\n",
       "      <td>c5_cop</td>\n",
       "      <td>-3.57e-06</td>\n",
       "      <td>1/degC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>10</td>\n",
       "      <td>c6_cop</td>\n",
       "      <td>-0.0007234</td>\n",
       "      <td>1/degC2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>10</td>\n",
       "      <td>c1_heat_cap</td>\n",
       "      <td>0.7055</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>10</td>\n",
       "      <td>c2_heat_cap</td>\n",
       "      <td>0.03945</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>10</td>\n",
       "      <td>c3_heat_cap</td>\n",
       "      <td>0.0001433</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>10</td>\n",
       "      <td>c4_heat_cap</td>\n",
       "      <td>0.002768</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>10</td>\n",
       "      <td>c5_heat_cap</td>\n",
       "      <td>-0.0001069</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>10</td>\n",
       "      <td>c6_heat_cap</td>\n",
       "      <td>-0.0002494</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>12</td>\n",
       "      <td>nominal distribution pump efficiency</td>\n",
       "      <td>0.85</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37</td>\n",
       "      <td>13</td>\n",
       "      <td>nominal solar pump efficiency</td>\n",
       "      <td>0.85</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38</td>\n",
       "      <td>14</td>\n",
       "      <td>piping insulation specific heat conductivity</td>\n",
       "      <td>0.0175</td>\n",
       "      <td>W/mK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>39</td>\n",
       "      <td>14</td>\n",
       "      <td>piping insulation thickness</td>\n",
       "      <td>0.008</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40</td>\n",
       "      <td>14</td>\n",
       "      <td>diameter vs. length scaler</td>\n",
       "      <td>0.00791128</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41</td>\n",
       "      <td>14</td>\n",
       "      <td>diameter vs. length exponent</td>\n",
       "      <td>0.430827</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>14</td>\n",
       "      <td>single-family attached scaler</td>\n",
       "      <td>3</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43</td>\n",
       "      <td>14</td>\n",
       "      <td>single-family detached scaler</td>\n",
       "      <td>6</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>44</td>\n",
       "      <td>14</td>\n",
       "      <td>discrete diameters</td>\n",
       "      <td>[0.0127, 0.01905, 0.0254, 0.03175, 0.0381, 0.0...</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45</td>\n",
       "      <td>14</td>\n",
       "      <td>flow factor</td>\n",
       "      <td>0.8</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46</td>\n",
       "      <td>14</td>\n",
       "      <td>circulation</td>\n",
       "      <td>0</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>47</td>\n",
       "      <td>14</td>\n",
       "      <td>longest branch length fraction</td>\n",
       "      <td>1</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>48</td>\n",
       "      <td>15</td>\n",
       "      <td>DC to AC efficiency</td>\n",
       "      <td>0.85</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Component ID                         Performance Parameter  \\\n",
       "0              1                                    interc hwb   \n",
       "1              1                                     slope hwb   \n",
       "2              1                                     interc cd   \n",
       "3              1                                         a1 cd   \n",
       "4              1                                         a2 cd   \n",
       "5              4                                 PV efficiency   \n",
       "6              4                    fraction of active PV area   \n",
       "7              4                         reference irradiation   \n",
       "8              5                      tank recovery efficiency   \n",
       "9              5                      tap temperature setpoint   \n",
       "10             5                          insulation thickness   \n",
       "11             5                    specific heat conductivity   \n",
       "12             7                          insulation thickness   \n",
       "13             7                    specific heat conductivity   \n",
       "14             7                         upper volume fraction   \n",
       "15             7                             height vs. radius   \n",
       "16             7             temperature difference (approach)   \n",
       "17             7                           maximum temperature   \n",
       "18             7                      tap temperature setpoint   \n",
       "19             7                               coil efficiency   \n",
       "20             8                         combustion efficiency   \n",
       "21             9                                    efficiency   \n",
       "22            10                        rated heating capacity   \n",
       "23            10                                     rated COP   \n",
       "24            10                                        c1_cop   \n",
       "25            10                                        c2_cop   \n",
       "26            10                                        c3_cop   \n",
       "27            10                                        c4_cop   \n",
       "28            10                                        c5_cop   \n",
       "29            10                                        c6_cop   \n",
       "30            10                                   c1_heat_cap   \n",
       "31            10                                   c2_heat_cap   \n",
       "32            10                                   c3_heat_cap   \n",
       "33            10                                   c4_heat_cap   \n",
       "34            10                                   c5_heat_cap   \n",
       "35            10                                   c6_heat_cap   \n",
       "36            12          nominal distribution pump efficiency   \n",
       "37            13                 nominal solar pump efficiency   \n",
       "38            14  piping insulation specific heat conductivity   \n",
       "39            14                   piping insulation thickness   \n",
       "40            14                    diameter vs. length scaler   \n",
       "41            14                  diameter vs. length exponent   \n",
       "42            14                 single-family attached scaler   \n",
       "43            14                 single-family detached scaler   \n",
       "44            14                            discrete diameters   \n",
       "45            14                                   flow factor   \n",
       "46            14                                   circulation   \n",
       "47            14                longest branch length fraction   \n",
       "48            15                           DC to AC efficiency   \n",
       "\n",
       "                          Performance Parameter Value  \\\n",
       "0                                               0.753   \n",
       "1                                              -4.025   \n",
       "2                                                0.75   \n",
       "3                                              -3.688   \n",
       "4                                             -0.0055   \n",
       "5                                                0.16   \n",
       "6                                                   1   \n",
       "7                                                1000   \n",
       "8                                                0.78   \n",
       "9                                              322.04   \n",
       "10                                               0.03   \n",
       "11                                              0.081   \n",
       "12                                              0.085   \n",
       "13                                               0.04   \n",
       "14                                                0.5   \n",
       "15                                                  6   \n",
       "16                                                  2   \n",
       "17                                             344.15   \n",
       "18                                             322.04   \n",
       "19                                               0.84   \n",
       "20                                               0.85   \n",
       "21                                                  1   \n",
       "22                                               2350   \n",
       "23                                               2.43   \n",
       "24                                              1.229   \n",
       "25                                            0.05549   \n",
       "26                                          0.0001139   \n",
       "27                                           -0.01128   \n",
       "28                                          -3.57e-06   \n",
       "29                                         -0.0007234   \n",
       "30                                             0.7055   \n",
       "31                                            0.03945   \n",
       "32                                          0.0001433   \n",
       "33                                           0.002768   \n",
       "34                                         -0.0001069   \n",
       "35                                         -0.0002494   \n",
       "36                                               0.85   \n",
       "37                                               0.85   \n",
       "38                                             0.0175   \n",
       "39                                              0.008   \n",
       "40                                         0.00791128   \n",
       "41                                           0.430827   \n",
       "42                                                  3   \n",
       "43                                                  6   \n",
       "44  [0.0127, 0.01905, 0.0254, 0.03175, 0.0381, 0.0...   \n",
       "45                                                0.8   \n",
       "46                                                  0   \n",
       "47                                                  1   \n",
       "48                                               0.85   \n",
       "\n",
       "   Performance Parameter Unit  \n",
       "0                           -  \n",
       "1                       W/m2K  \n",
       "2                           -  \n",
       "3                       W/m2K  \n",
       "4                      W/m2K2  \n",
       "5                           -  \n",
       "6                           -  \n",
       "7                        W/m2  \n",
       "8                           -  \n",
       "9                           K  \n",
       "10                          m  \n",
       "11                       W/mK  \n",
       "12                          m  \n",
       "13                       W/mK  \n",
       "14                          -  \n",
       "15                          -  \n",
       "16                          K  \n",
       "17                          K  \n",
       "18                          K  \n",
       "19                          -  \n",
       "20                          -  \n",
       "21                          -  \n",
       "22                          W  \n",
       "23                          -  \n",
       "24                          -  \n",
       "25                     1/degC  \n",
       "26                    1/degC2  \n",
       "27                          -  \n",
       "28                     1/degC  \n",
       "29                    1/degC2  \n",
       "30                          -  \n",
       "31                          -  \n",
       "32                          -  \n",
       "33                          -  \n",
       "34                          -  \n",
       "35                          -  \n",
       "36                          -  \n",
       "37                          -  \n",
       "38                       W/mK  \n",
       "39                          m  \n",
       "40                          m  \n",
       "41                          m  \n",
       "42                          -  \n",
       "43                          -  \n",
       "44                          m  \n",
       "45                          -  \n",
       "46                          -  \n",
       "47                          -  \n",
       "48                          -  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# this input table provides all available component performance parameters\n",
    "inputs['component_performance']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>Component ID</th>\n",
       "      <th>Component</th>\n",
       "      <th>Component Technology</th>\n",
       "      <th>Component Size Unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>solar collector</td>\n",
       "      <td>flat plate</td>\n",
       "      <td>m2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>solar collector</td>\n",
       "      <td>tubular</td>\n",
       "      <td>m2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>pv</td>\n",
       "      <td>monochrystalline</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>pv</td>\n",
       "      <td>polychrystalline</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>gas tank WH</td>\n",
       "      <td>conventional gas tank water heater</td>\n",
       "      <td>m3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>electric resistance tank WH</td>\n",
       "      <td>conventional electric resistance tank water he...</td>\n",
       "      <td>m3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>thermal storage tank with an in-tank coil</td>\n",
       "      <td>m3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>gas burner</td>\n",
       "      <td>gas burner</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>electric resistance heater</td>\n",
       "      <td>in-tank or instantaneous</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>heat pump</td>\n",
       "      <td>in-tank</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>battery storage</td>\n",
       "      <td>stores PV generated power</td>\n",
       "      <td>kWh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>distribution pump</td>\n",
       "      <td>fixed-speed circulator pump</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>solar pump</td>\n",
       "      <td>fixed-speed circulator pump</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>piping</td>\n",
       "      <td>dhw pipes</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>inverter</td>\n",
       "      <td>dc-ac</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Component ID                    Component  \\\n",
       "0              1              solar collector   \n",
       "1              2              solar collector   \n",
       "2              3                           pv   \n",
       "3              4                           pv   \n",
       "4              5                  gas tank WH   \n",
       "5              6  electric resistance tank WH   \n",
       "6              7         thermal storage tank   \n",
       "7              8                   gas burner   \n",
       "8              9   electric resistance heater   \n",
       "9             10                    heat pump   \n",
       "10            11              battery storage   \n",
       "11            12            distribution pump   \n",
       "12            13                   solar pump   \n",
       "13            14                       piping   \n",
       "14            15                     inverter   \n",
       "\n",
       "                                 Component Technology Component Size Unit  \n",
       "0                                          flat plate                  m2  \n",
       "1                                             tubular                  m2  \n",
       "2                                    monochrystalline                   W  \n",
       "3                                    polychrystalline                   W  \n",
       "4                  conventional gas tank water heater                  m3  \n",
       "5   conventional electric resistance tank water he...                  m3  \n",
       "6           thermal storage tank with an in-tank coil                  m3  \n",
       "7                                          gas burner                   W  \n",
       "8                            in-tank or instantaneous                   W  \n",
       "9                                             in-tank                   W  \n",
       "10                          stores PV generated power                 kWh  \n",
       "11                        fixed-speed circulator pump                   W  \n",
       "12                        fixed-speed circulator pump                   W  \n",
       "13                                          dhw pipes                   m  \n",
       "14                                              dc-ac                   W  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inputs['sys_3_components']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "to_doc = inputs['component_performance'].merge(inputs['sys_3_components'], on = \"Component ID\", how = \"left\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Component sizing\n",
    "\n",
    "Note that backup is sized to full load."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Gas tank WH: DOE sizing rule based on peak hourly demand +-2 gal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.167504481"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Basecase gas tank WH\n",
    "\n",
    "# in m3\n",
    "gas_tank_size_indiv = UnitConv(peakload_indiv.loc[0, c['max_load']]).m3_gal(unit_in = 'gal')\n",
    "gas_tank_size_indiv\n",
    "\n",
    "# Individual household, backup\n",
    "# same as the basecase sizing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>Consumer ID</th>\n",
       "      <th>Load ID</th>\n",
       "      <th>Peak End-Use Load [gal]</th>\n",
       "      <th>gas_tank_size_com</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Consumer ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>43.70</td>\n",
       "      <td>0.165423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>58</td>\n",
       "      <td>44.90</td>\n",
       "      <td>0.169965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>41.65</td>\n",
       "      <td>0.157662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>29</td>\n",
       "      <td>40.70</td>\n",
       "      <td>0.154066</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Consumer ID Load ID  Peak End-Use Load [gal]  gas_tank_size_com\n",
       "Consumer ID                                                                 \n",
       "1                      1       9                    43.70           0.165423\n",
       "2                      2      58                    44.90           0.169965\n",
       "3                      3       7                    41.65           0.157662\n",
       "4                      4      29                    40.70           0.154066"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Community scale, backup\n",
    "\n",
    "# get peak loads for each household\n",
    "peakload_com['gas_tank_size_com'] = peakload_com[\\\n",
    "    c['max_load']].apply(lambda x: UnitConv(x).m3_gal(unit_in = 'gal'))\n",
    "peakload_com.index = peakload_com[c['id']]\n",
    "\n",
    "peakload_com"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Active solar thermal system: CSI Handbook sizing rules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CSI demand estimate\n",
    "def demand_estimate(occ):\n",
    "    if occ == 1:\n",
    "        return 20.\n",
    "    if occ == 2:\n",
    "        return 35.\n",
    "    else:\n",
    "        return 35.+10.*(occ-2.)\n",
    "    \n",
    "col_area_scaler = 1.2 #(CSI sizing rule: upper limit 1.25)\n",
    "tank_vol_scaler = 1.3 #(CSI sizing rule: lower limit 1.25)\n",
    "\n",
    "# Individual household (without a distribution pump)\n",
    "\n",
    "# get demand estimate\n",
    "demand_estimate_ind = demand_estimate(occ_ind[0])\n",
    "\n",
    "# CSI sizing rules\n",
    "col_area_ind_sqft = demand_estimate_ind * col_area_scaler\n",
    "tank_vol_ind_gal = col_area_ind_sqft * tank_vol_scaler\n",
    "\n",
    "col_area_ind = UnitConv(col_area_ind_sqft).sqft_m2()\n",
    "tank_vol_ind = UnitConv(tank_vol_ind_gal).m3_gal(unit_in = 'gal')\n",
    "\n",
    "# Community scale (with a distribution pump)\n",
    "\n",
    "# get demand estimate\n",
    "demand_estimate_com = 0.\n",
    "for inx, row in loads_com.iterrows():\n",
    "    demand_estimate_com += demand_estimate(row[c['occ']])\n",
    "\n",
    "col_area_com_sqft = demand_estimate_com * col_area_scaler\n",
    "tank_vol_com_gal = col_area_com_sqft * tank_vol_scaler\n",
    "\n",
    "col_area_com = UnitConv(col_area_com_sqft).sqft_m2()\n",
    "tank_vol_com = UnitConv(tank_vol_com_gal).m3_gal(unit_in = 'gal')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Gas tankless WH: Based on the WH efficiency standards analysis and input powers collected online"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gas_tankles_size_W(occupancy):\n",
    "    size = 24875.*occupancy**0.5175\n",
    "    return size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Solar pump"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# solar pump\n",
    "solar_pump_w_indiv = 7.5101 * sum(occ_ind) ** 0.5322\n",
    "solar_pump_w_com = 7.5101 * sum(occ_com) ** 0.5322"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distribution system"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Piping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.02323577539362201"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# If the length of community piping installation is unknown, use this estimate\n",
    "\n",
    "# individual \n",
    "pipe_m_indiv = 0 # this can be set to a real value if it is known. It is set to 0 here since the part of piping inside of a \n",
    "# household is assumed to have negligible thermal losses\n",
    "\n",
    "# community scale\n",
    "\n",
    "pipe_m_per_hhld = 3.048\n",
    "# household type distribution pipe length scalers for communities with attached and detached single family houses\n",
    "multifamily = 1.\n",
    "attached_k = 3.\n",
    "detached_k = 6.\n",
    "\n",
    "diameter_scaler=0.00791128\n",
    "diameter_exponent=0.430827\n",
    "\n",
    "# The average diameter of the distribution piping is a function of distribution pipe length and it gets autosized \n",
    "# within the distribution model, where the first larger value than that theoretically obtained gets selected\n",
    "# from this list: [0.0127, 0.01905, 0.0254, 0.03175, 0.0381, 0.0508, 0.0635, 0.0762, 0.1016], in m\n",
    "\n",
    "# The formula is:\n",
    "\n",
    "# d_m = diameter_scaler * (pipe_m_per_hhld * number_of_households)**diameter_exponent\n",
    "# To change these parameters, edit values in sol_the_sys_params_{com/indiv} dataframes\n",
    "\n",
    "d_m = diameter_scaler * (pipe_m_per_hhld * len(occ_com))**diameter_exponent\n",
    "\n",
    "d_m"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Distribution pump"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "dist_pump_w = 10.4376 * len(occ_com) ** 0.9277"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compile component sizes for system simulation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Basecase gas tank WH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Component</th>\n",
       "      <th>Component Size</th>\n",
       "      <th>Component Size Unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>gas tank WH</td>\n",
       "      <td>0.167504</td>\n",
       "      <td>m3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Component  Component Size Component Size Unit\n",
       "0  gas tank WH        0.167504                  m3"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Individual household\n",
    "\n",
    "gas_tank_wh_size = pd.DataFrame(\n",
    "    data = [[s['gas_tank'], gas_tank_size_indiv, 'm3']], columns = [s['comp'], s['cap'], s['cap_unit']])\n",
    "\n",
    "gas_tank_wh_size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Solar thermal system, individual household"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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>Component</th>\n",
       "      <th>Component Size</th>\n",
       "      <th>Component Size Unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>solar collector</td>\n",
       "      <td>5.016764</td>\n",
       "      <td>m2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>0.265736</td>\n",
       "      <td>m3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>solar pump</td>\n",
       "      <td>13.476268</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>piping</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Component  Component Size Component Size Unit\n",
       "0       solar collector        5.016764                  m2\n",
       "1  thermal storage tank        0.265736                  m3\n",
       "2            solar pump       13.476268                   W\n",
       "3                piping        0.000000                   m"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Main system\n",
    "\n",
    "sys_sizes_indiv = pd.DataFrame(data = \\\n",
    "    [[s['sol_col'], col_area_ind, 'm2'], \\\n",
    "     [s['the_sto'], tank_vol_ind, 'm3'], \\\n",
    "     [s['sol_pump'], solar_pump_w_indiv, 'W'], \\\n",
    "     [s['piping'], pipe_m_indiv, 'm']], \\\n",
    "            columns = \\\n",
    "             [s['comp'], s['cap'], s['cap_unit']])\n",
    "\n",
    "sys_sizes_indiv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "220.0"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Retrofit: Backup gas tank WH\n",
    "\n",
    "retrofit_bckp_size_indiv = pd.DataFrame(data = \\\n",
    "            [[1, s['gas_tank'], gas_tank_size_indiv, 'm3']], columns = [c['id'], s['comp'], s['cap'], s['cap_unit']])\n",
    "demand_estimate_com"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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>Consumer ID</th>\n",
       "      <th>Component</th>\n",
       "      <th>Component Size</th>\n",
       "      <th>Component Size Unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>gas burner</td>\n",
       "      <td>43921.113177</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Consumer ID   Component  Component Size Component Size Unit\n",
       "0            1  gas burner    43921.113177                   W"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# New: Backup gas tankless WH\n",
    "\n",
    "new_bckp_size_ind = pd.DataFrame(data = [[1, s['gas_burn'], gas_tankles_size_W(occ_ind[0]), 'W']], \\\n",
    "            columns = [c['id'], s['comp'], s['cap'], s['cap_unit']])\n",
    "\n",
    "new_bckp_size_ind"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Solar thermal system, community"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Main system components\n",
    "\n",
    "sys_sizes_com = pd.DataFrame(data = \\\n",
    "            [[s['sol_col'], col_area_com, 'm2'], \\\n",
    "             [s['the_sto'], tank_vol_com, 'm3'], \\\n",
    "             [s['sol_pump'], solar_pump_w_com, 'W'], \\\n",
    "             [s['dist_pump'], dist_pump_w, 'W'], \\\n",
    "             [s['piping'], multifamily * pipe_m_per_hhld * len(occ_com),'m']], \\\n",
    "            columns = \\\n",
    "             [s['comp'], s['cap'], s['cap_unit']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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>Consumer ID</th>\n",
       "      <th>Component</th>\n",
       "      <th>Component Size</th>\n",
       "      <th>Component Size Unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>gas tank WH</td>\n",
       "      <td>0.165</td>\n",
       "      <td>m3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>gas tank WH</td>\n",
       "      <td>0.17</td>\n",
       "      <td>m3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>gas tank WH</td>\n",
       "      <td>0.158</td>\n",
       "      <td>m3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>gas tank WH</td>\n",
       "      <td>0.154</td>\n",
       "      <td>m3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Consumer ID    Component Component Size Component Size Unit\n",
       "0           1  gas tank WH          0.165                  m3\n",
       "1           2  gas tank WH           0.17                  m3\n",
       "2           3  gas tank WH          0.158                  m3\n",
       "3           4  gas tank WH          0.154                  m3"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Retrofit: Backup gas tank WHs\n",
    "\n",
    "retrofit_bckp_size_com = pd.DataFrame(columns = [c['id'], s['comp'], s['cap']],\n",
    "                                      index = peakload_com.index)\n",
    "\n",
    "for i in peakload_com.index:\n",
    "    retrofit_bckp_size_com.loc[i, c['id']] = i\n",
    "    retrofit_bckp_size_com.loc[i, s['comp']] = s['gas_tank']\n",
    "    retrofit_bckp_size_com.loc[i, s['cap']] = peakload_com.loc[i, 'gas_tank_size_com'].round(3)\n",
    "\n",
    "retrofit_bckp_size_com.index = range(retrofit_bckp_size_com.shape[0])\n",
    "retrofit_bckp_size_com[s['cap_unit']] = 'm3'\n",
    "retrofit_bckp_size_com"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# New: Backup gas tankless WHs\n",
    "\n",
    "new_bckp_size_com = pd.DataFrame(columns = [c['id'], s['comp'], s['cap']], index = peakload_com.index)\n",
    "\n",
    "for i in peakload_com.index:\n",
    "    new_bckp_size_com.loc[i, c['id']] = i\n",
    "    new_bckp_size_com.loc[i, s['comp']] = s['gas_burn']\n",
    "    new_bckp_size_com.loc[i, s['cap']] = gas_tankles_size_W(occ_com[i - 1])\n",
    "\n",
    "new_bckp_size_com.index = range(new_bckp_size_com.shape[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Validation sizing\n",
    "\n",
    "Sizes based on several observed rated systems from OG-300 with an 80 gal tank and gas tankless backup\n",
    "(https://secure.solar-rating.org/Certification/Ratings/RatingsReport.aspx?device=6926&units=METRICS)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "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>Component</th>\n",
       "      <th>Component Size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>solar collector</td>\n",
       "      <td>3.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>thermal storage tank</td>\n",
       "      <td>0.302833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>solar pump</td>\n",
       "      <td>13.476268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>piping</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Component  Component Size\n",
       "0       solar collector        3.900000\n",
       "1  thermal storage tank        0.302833\n",
       "2            solar pump       13.476268\n",
       "3                piping        0.000000"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Solar thermal with tankless backup\n",
    "sys_sizes_val = pd.DataFrame(data = \\\n",
    "            [[s['sol_col'], 3.9], \\\n",
    "             [s['the_sto'], UnitConv(80.).m3_gal(unit_in ='gal')], \\\n",
    "             [s['sol_pump'], solar_pump_w_indiv], \\\n",
    "             [s['piping'], 0.]], \\\n",
    "            columns = \\\n",
    "             [s['comp'], s['cap']])\n",
    "\n",
    "sys_sizes_val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4873"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# visualisation setup\n",
    "pd.options.display.float_format = '{:,.3f}'.format\n",
    "w = 650\n",
    "h = 450\n",
    "f = 16\n",
    "m_l = 60.\n",
    "m_b = 60.\n",
    "\n",
    "# hours of the year plotted time, a week in July starting on Monday\n",
    "first_hour = 29*7*24 + 1\n",
    "last_hour = first_hour + 7*24\n",
    "first_hour"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# System Simulation\n",
    "## Basecase gas tank WH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:mswh.system.models:Assigned weather data timeseries.\n",
      "INFO:mswh.system.components:Gas tank WH (WHAM) is set up.\n"
     ]
    }
   ],
   "source": [
    "# cold climate\n",
    "\n",
    "conv_gas_tank_wh_cold = System(sys_params = gas_tank_wh_params, \\\n",
    "            sys_sizes = gas_tank_wh_size, \\\n",
    "            weather = weather_bl, \\\n",
    "            loads = loads_indiv)\n",
    "\n",
    "cons_total_cold, proj_total_cold, ts_proj_cold = conv_gas_tank_wh_cold.conventional_gas_tank()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Consumer ID                                    0.001\n",
       "Occupancy                                      0.004\n",
       "Energy Use - Gas                           4,607.702\n",
       "Energy Use - Gas, Summer                   1,884.095\n",
       "Energy Use - Gas, Winter                   2,723.607\n",
       "Energy Use - Electricity                       0.000\n",
       "Energy Use - Electricity, Summer               0.000\n",
       "Energy Use - Electricity, Winter               0.000\n",
       "Solar Fraction                                 0.000\n",
       "Backup Heat Delivered                            NaN\n",
       "Unmet Heat                                     0.000\n",
       "Energy Use - Gas, w/o Dist Loss            4,607.702\n",
       "Energy Use - Gas, Summer, w/o Dist Loss    1,884.095\n",
       "Energy Use - Gas, Winter, w/o Dist Loss    2,723.607\n",
       "Total Heat Delivered                       2,562.274\n",
       "Net Heat Demand                            2,562.274\n",
       "Dumped Heat                                    0.000\n",
       "Distribution Heat Loss                         0.000\n",
       "Distribution Heat Loss at Backup               0.000\n",
       "Distribution Heat Loss at Backup, Summer       0.000\n",
       "Distribution Heat Loss at Backup, Winter       0.000\n",
       "Peak End-Use Load [gal]                        0.044\n",
       "Name: 0, dtype: object"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "proj_total_cold/1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "config": {
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   "source": [
    "data_bc = pd.DataFrame(data = \\\n",
    "        [ts_proj_cold[r['gas_use']]]).transpose()\n",
    "\n",
    "fig = Plot(data_headers = ['Gas Use, BL Climate Zone'], \\\n",
    "                 outpath = '', save_image = False, title = '', label_h = 'Hour [h]', label_v = 'Heat rate [W]',\\\n",
    "                 legend = True, duration_curve = False, margin_l = m_l, margin_b = m_b,\\\n",
    "                 notebook_mode = True, width = w, height = h, fontsize = f, legend_x = 0.01, legend_y = 1.).\\\n",
    "            series(data_bc[first_hour: last_hour], outfile = '', index_in_a_column = None, modes = 'lines')"
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  {
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   "source": [
    "## Individual new solar thermal system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:mswh.system.models:Assigned weather data timeseries.\n",
      "INFO:mswh.system.components:Assigned weather data timeseries.\n",
      "INFO:mswh.system.components:Solar storage tank is set.\n",
      "INFO:mswh.system.components:Assigned weather data timeseries.\n"
     ]
    }
   ],
   "source": [
    "# in a cold climate\n",
    "sol_wh_indiv_new_cold = System(sys_params = sol_the_sys_params_indiv,\n",
    "                          backup_params = gas_tankless_wh_params,\n",
    "                          sys_sizes = sys_sizes_indiv,\n",
    "                          backup_sizes = new_bckp_size_ind,\n",
    "                          weather = weather_bl,\n",
    "                          loads = loads_indiv)\n",
    "\n",
    "cons_total_indiv_new_cold, proj_total_indiv_new_cold,\\\n",
    "[proj_total_dict_indiv_new_cold, sol_fra_indiv_new_cold, pump_el_use_indiv_new_cold,\\\n",
    " pump_op_hour_indiv_new_cold, ts_res_indiv_new_cold, backup_ts_cons_indiv_new_cold, rel_err_indiv_new_cold] = \\\n",
    "    sol_wh_indiv_new_cold.solar_thermal(backup = 'gas')"
   ]
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  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
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     "name": "stdout",
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     "text": [
      "month, day, hour:\n",
      "Data starts at [7 23 0] and ends at [7 30 0]\n"
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       "var gd = document.getElementById('9613dd32-9d39-420d-9ede-373c45c62d08');\n",
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       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
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       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
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       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "print('month, day, hour:\\nData starts at', ts_res_indiv_new_cold.loc[first_hour, ['month','day', 'hour']].transpose().values, 'and ends at',\n",
    "ts_res_indiv_new_cold.loc[last_hour, ['month','day', 'hour']].transpose().values)\n",
    "\n",
    "# title = 'Individual SWH New' + ', Climate Zone ' + str(int(cold_cz))\n",
    "\n",
    "fig = Plot(data_headers = [r['q_dem'], r['q_del_tank'],r['q_unmet_tank'],r['q_del_sol'],r['q_dist_loss']], \\\n",
    "                 outpath = '', save_image = False, title = '', \n",
    "                 label_h = 'Hour [h]', label_v = 'Heat rate [W]',\\\n",
    "                 legend = True, duration_curve = False, margin_l = m_l, margin_b = m_b,\\\n",
    "                 notebook_mode = True, width = w, height = h, fontsize = f, legend_x = 0.05, legend_y = 1.4).\\\n",
    "            series(ts_res_indiv_new_cold.loc[first_hour : last_hour,\\\n",
    "                [r['q_dem'], r['q_del_tank'],r['q_unmet_tank'],r['q_del_sol'],r['q_dist_loss']]], \\\n",
    "                 outfile = '', modes = 'lines')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Net Heat Demand', 'Heat Demand With Dist. Loss',\n",
       "       'Demand Balancing Error (Heat Rate)', 'Solar Heat Delivered To Tank',\n",
       "       'Heat Loss - Lower Tank Volume', 'Heat Loss - Upper Tank Volume',\n",
       "       'Tank Heat Delivered', 'Tank Unmet Heat', 'Dumped Heat',\n",
       "       'Tank Overcool (Heat Rate)', 'Temperature - Upper Tank Volume',\n",
       "       'Temperature - Lower Tank Volume', 'Temperature - Tank Coil Out',\n",
       "       'Temperature - Hot Water Set', 'Temperature Drop in Distribution Pipes',\n",
       "       'Distribution Heat Loss', 'Distribution Heat Loss at Backup',\n",
       "       'Distribution Heat Loss at Backup, Summer',\n",
       "       'Distribution Heat Loss at Backup, Winter', 'Backup Heat Delivered',\n",
       "       'Energy Use - Gas', 'Energy Use - Gas, Summer',\n",
       "       'Energy Use - Gas, Winter', 'Energy Use - Gas, w/o Dist Loss',\n",
       "       'Energy Use - Gas, Summer, w/o Dist Loss',\n",
       "       'Energy Use - Gas, Winter, w/o Dist Loss', 'Unmet Heat',\n",
       "       'Total Heat Delivered', 'Temperature - Ambient',\n",
       "       'Temperature - Water Main', 'Project End-Use Load', 'month', 'season',\n",
       "       'day', 'hour'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts_res_indiv_new_cold.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
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       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })\n",
       "                };\n",
       "                });\n",
       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = Plot(data_headers = [r['t_tank_up'], r['t_tank_low']], \\\n",
    "                 outpath = '', save_image = False, title = 'Individual SWH New, Climate Zone ' + str(int(bl_climate)), \n",
    "                 label_h = 'Hour [h]', label_v = 'Temperature [K]',\\\n",
    "                 legend = True, duration_curve = False, margin_l = m_l, margin_b = m_b,\\\n",
    "                 notebook_mode = True, width = w, height = h, fontsize = f, legend_x = 0.01, legend_y = 1.15).\\\n",
    "            series(ts_res_indiv_new_cold.loc[first_hour + 1 : last_hour + 1,\\\n",
    "                [r['t_tank_up'], r['t_tank_low']]], \\\n",
    "                 outfile = '', modes = 'lines')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Community new solar thermal system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:mswh.system.models:Assigned weather data timeseries.\n",
      "INFO:mswh.system.components:Assigned weather data timeseries.\n",
      "INFO:mswh.system.components:Solar storage tank is set.\n",
      "INFO:mswh.system.components:Assigned weather data timeseries.\n",
      "INFO:mswh.system.components:Assigned weather data timeseries.\n",
      "INFO:mswh.system.components:Assigned weather data timeseries.\n",
      "INFO:mswh.system.components:Assigned weather data timeseries.\n"
     ]
    }
   ],
   "source": [
    "# in a cold climate\n",
    "sol_wh_com_new_cold = System(sys_params = sol_the_sys_params_com,\n",
    "                          backup_params = gas_tankless_wh_params,\n",
    "                          sys_sizes = sys_sizes_com,\n",
    "                          backup_sizes = new_bckp_size_com,\n",
    "                          weather = weather_bl,\n",
    "                          loads = loads_com)\n",
    "\n",
    "cons_total_com_new_cold, proj_total_com_new_cold,\\\n",
    "[proj_total_dict_com_new_cold, sol_fra_com_new_cold, pump_el_use_com_new_cold,\\\n",
    " pump_op_hour_com_new_cold, ts_res_com_new_cold, backup_ts_cons_com_new_cold, rel_err_com_new_cold] = \\\n",
    "    sol_wh_com_new_cold.solar_thermal(backup = 'gas')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "month, day, hour:\n",
      "Data starts at [7 23 0] and ends at [7 30 0]\n"
     ]
    },
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   ],
   "source": [
    "# first_hour = 4897\n",
    "# last_hour = 4897 + 5*24\n",
    "\n",
    "print('month, day, hour:\\nData starts at', ts_res_com_new_cold.loc[first_hour, ['month','day', 'hour']].transpose().values, 'and ends at',\n",
    "ts_res_com_new_cold.loc[last_hour, ['month','day', 'hour']].transpose().values)\n",
    "\n",
    "# title = 'Community SWH New, Climate Zone ' + str(int(cold_cz))\n",
    "\n",
    "fig = Plot(data_headers = [r['q_dem'], r['q_del_tank'],r['q_unmet_tank'],r['q_del_sol'],r['q_dist_loss']], \\\n",
    "                 outpath = '', save_image = False, title = '', \n",
    "                 label_h = 'Hour [h]', label_v = 'Heat rate [W]',\\\n",
    "                 legend = True, duration_curve = False, margin_l = m_l, margin_b = m_b,\\\n",
    "                 notebook_mode = True, width = w, height = h, fontsize = f, legend_x = 0.65, legend_y = 1.3).\\\n",
    "            series(ts_res_com_new_cold.loc[first_hour + 1 : last_hour + 1,\\\n",
    "                [r['q_dem'], r['q_del_tank'],r['q_unmet_tank'],r['q_del_sol'],r['q_dist_loss']]], \\\n",
    "                 outfile = '', modes = 'lines')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compare new installation systems across climates and scales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        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>Per Household, Community, New, BL Climate Zone</th>\n",
       "      <th>Individual, New, BL Climate Zone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Consumer ID</td>\n",
       "      <td>2.500</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Occupancy</td>\n",
       "      <td>4.000</td>\n",
       "      <td>4.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas</td>\n",
       "      <td>760,340.312</td>\n",
       "      <td>822,081.741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, Summer</td>\n",
       "      <td>6,080.206</td>\n",
       "      <td>16,409.765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, Winter</td>\n",
       "      <td>754,260.106</td>\n",
       "      <td>805,671.976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Electricity</td>\n",
       "      <td>30,814.320</td>\n",
       "      <td>45,993.710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Electricity, Summer</td>\n",
       "      <td>14,723.080</td>\n",
       "      <td>22,545.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Electricity, Winter</td>\n",
       "      <td>16,091.240</td>\n",
       "      <td>23,448.710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Solar Fraction</td>\n",
       "      <td>0.758</td>\n",
       "      <td>0.730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Backup Heat Delivered</td>\n",
       "      <td>646,289.265</td>\n",
       "      <td>698,769.480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Unmet Heat</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, w/o Dist Loss</td>\n",
       "      <td>752,894.200</td>\n",
       "      <td>822,081.740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, Summer, w/o Dist Loss</td>\n",
       "      <td>5,875.005</td>\n",
       "      <td>16,409.760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, Winter, w/o Dist Loss</td>\n",
       "      <td>747,019.195</td>\n",
       "      <td>805,671.980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Net Heat Demand</td>\n",
       "      <td>2,662,588.688</td>\n",
       "      <td>2,562,273.860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Total Heat Delivered</td>\n",
       "      <td>2,683,532.697</td>\n",
       "      <td>2,562,273.860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tank Unmet Heat</td>\n",
       "      <td>646,289.265</td>\n",
       "      <td>698,769.480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tank Heat Delivered</td>\n",
       "      <td>2,037,243.432</td>\n",
       "      <td>1,863,504.380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Distribution Heat Loss</td>\n",
       "      <td>20,944.092</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Distribution Heat Loss at Backup</td>\n",
       "      <td>6,329.198</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Distribution Heat Loss at Backup, Winter</td>\n",
       "      <td>6,154.775</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Distribution Heat Loss at Backup, Summer</td>\n",
       "      <td>174.420</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          Per Household, Community, New, BL Climate Zone   \\\n",
       "Consumer ID                                                                         2.500   \n",
       "Occupancy                                                                           4.000   \n",
       "Energy Use - Gas                                                              760,340.312   \n",
       "Energy Use - Gas, Summer                                                        6,080.206   \n",
       "Energy Use - Gas, Winter                                                      754,260.106   \n",
       "Energy Use - Electricity                                                       30,814.320   \n",
       "Energy Use - Electricity, Summer                                               14,723.080   \n",
       "Energy Use - Electricity, Winter                                               16,091.240   \n",
       "Solar Fraction                                                                      0.758   \n",
       "Backup Heat Delivered                                                         646,289.265   \n",
       "Unmet Heat                                                                          0.000   \n",
       "Energy Use - Gas, w/o Dist Loss                                               752,894.200   \n",
       "Energy Use - Gas, Summer, w/o Dist Loss                                         5,875.005   \n",
       "Energy Use - Gas, Winter, w/o Dist Loss                                       747,019.195   \n",
       "Net Heat Demand                                                             2,662,588.688   \n",
       "Total Heat Delivered                                                        2,683,532.697   \n",
       "Tank Unmet Heat                                                               646,289.265   \n",
       "Tank Heat Delivered                                                         2,037,243.432   \n",
       "Distribution Heat Loss                                                         20,944.092   \n",
       "Distribution Heat Loss at Backup                                                6,329.198   \n",
       "Distribution Heat Loss at Backup, Winter                                        6,154.775   \n",
       "Distribution Heat Loss at Backup, Summer                                          174.420   \n",
       "\n",
       "                                          Individual, New, BL Climate Zone   \n",
       "Consumer ID                                                           1.000  \n",
       "Occupancy                                                             4.000  \n",
       "Energy Use - Gas                                                822,081.741  \n",
       "Energy Use - Gas, Summer                                         16,409.765  \n",
       "Energy Use - Gas, Winter                                        805,671.976  \n",
       "Energy Use - Electricity                                         45,993.710  \n",
       "Energy Use - Electricity, Summer                                 22,545.000  \n",
       "Energy Use - Electricity, Winter                                 23,448.710  \n",
       "Solar Fraction                                                        0.730  \n",
       "Backup Heat Delivered                                           698,769.480  \n",
       "Unmet Heat                                                            0.000  \n",
       "Energy Use - Gas, w/o Dist Loss                                 822,081.740  \n",
       "Energy Use - Gas, Summer, w/o Dist Loss                          16,409.760  \n",
       "Energy Use - Gas, Winter, w/o Dist Loss                         805,671.980  \n",
       "Net Heat Demand                                               2,562,273.860  \n",
       "Total Heat Delivered                                          2,562,273.860  \n",
       "Tank Unmet Heat                                                 698,769.480  \n",
       "Tank Heat Delivered                                           1,863,504.380  \n",
       "Distribution Heat Loss                                                0.000  \n",
       "Distribution Heat Loss at Backup                                      0.000  \n",
       "Distribution Heat Loss at Backup, Winter                              0.000  \n",
       "Distribution Heat Loss at Backup, Summer                              0.000  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# for cold climate\n",
    "\n",
    "# Energy use per household\n",
    "com = cons_total_com_new_cold.sum()/4\n",
    "ind = cons_total_indiv_new_cold.sum()\n",
    "\n",
    "# temperatures are averaged, heat contents summed over a year period\n",
    "df = pd.DataFrame(com)\n",
    "df = df.transpose()\n",
    "df.index = ['Per Household, Community, New, BL Climate Zone ']\n",
    "df1 = pd.DataFrame(ind)\n",
    "df1 = df1.transpose()\n",
    "df1.index = ['Individual, New, BL Climate Zone ']\n",
    "compare_cold = df.append(df1).transpose()\n",
    "\n",
    "compare_cold # this is bl climate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "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>Per Household, Community, New, BL Climate Zone</th>\n",
       "      <th>Individual, New, BL Climate Zone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas</td>\n",
       "      <td>760</td>\n",
       "      <td>822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, Summer</td>\n",
       "      <td>6</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, Winter</td>\n",
       "      <td>754</td>\n",
       "      <td>806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, w/o Dist Loss</td>\n",
       "      <td>753</td>\n",
       "      <td>822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Electricity</td>\n",
       "      <td>31</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Solar Fraction</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Backup Heat Delivered</td>\n",
       "      <td>646</td>\n",
       "      <td>699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Unmet Heat</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Net Heat Demand</td>\n",
       "      <td>2,663</td>\n",
       "      <td>2,562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Total Heat Delivered</td>\n",
       "      <td>2,684</td>\n",
       "      <td>2,562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tank Unmet Heat</td>\n",
       "      <td>646</td>\n",
       "      <td>699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tank Heat Delivered</td>\n",
       "      <td>2,037</td>\n",
       "      <td>1,864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Distribution Heat Loss</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Per Household, Community, New, BL Climate Zone   \\\n",
       "Energy Use - Gas                                                             760   \n",
       "Energy Use - Gas, Summer                                                       6   \n",
       "Energy Use - Gas, Winter                                                     754   \n",
       "Energy Use - Gas, w/o Dist Loss                                              753   \n",
       "Energy Use - Electricity                                                      31   \n",
       "Solar Fraction                                                                 0   \n",
       "Backup Heat Delivered                                                        646   \n",
       "Unmet Heat                                                                     0   \n",
       "Net Heat Demand                                                            2,663   \n",
       "Total Heat Delivered                                                       2,684   \n",
       "Tank Unmet Heat                                                              646   \n",
       "Tank Heat Delivered                                                        2,037   \n",
       "Distribution Heat Loss                                                        21   \n",
       "\n",
       "                                 Individual, New, BL Climate Zone   \n",
       "Energy Use - Gas                                               822  \n",
       "Energy Use - Gas, Summer                                        16  \n",
       "Energy Use - Gas, Winter                                       806  \n",
       "Energy Use - Gas, w/o Dist Loss                                822  \n",
       "Energy Use - Electricity                                        46  \n",
       "Solar Fraction                                                   0  \n",
       "Backup Heat Delivered                                          699  \n",
       "Unmet Heat                                                       0  \n",
       "Net Heat Demand                                              2,562  \n",
       "Total Heat Delivered                                         2,562  \n",
       "Tank Unmet Heat                                                699  \n",
       "Tank Heat Delivered                                          1,864  \n",
       "Distribution Heat Loss                                           0  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.options.display.float_format = '{:,.0f}'.format\n",
    "# subset of results for the report\n",
    "(compare_cold.loc[['Energy Use - Gas',\n",
    "'Energy Use - Gas, Summer',\n",
    "'Energy Use - Gas, Winter',\n",
    "'Energy Use - Gas, w/o Dist Loss',\n",
    "'Energy Use - Electricity',\n",
    "'Solar Fraction',\n",
    "'Backup Heat Delivered',\n",
    "'Unmet Heat',\n",
    "'Net Heat Demand',\n",
    "'Total Heat Delivered',\n",
    "'Tank Unmet Heat',\n",
    "'Tank Heat Delivered',\n",
    "'Distribution Heat Loss'\n",
    "],:]/1000).round(0)#.to_clipboard()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Individual retrofit solar thermal system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:mswh.system.models:Assigned weather data timeseries.\n",
      "INFO:mswh.system.components:Assigned weather data timeseries.\n",
      "INFO:mswh.system.components:Solar storage tank is set.\n",
      "INFO:mswh.system.components:Gas tank WH (WHAM) is set up.\n"
     ]
    }
   ],
   "source": [
    "# in a cold climate\n",
    "sol_wh_indiv_retrofit_cold = System(sys_params = sol_the_sys_params_indiv,\n",
    "                          backup_params = gas_tank_wh_params,\n",
    "                          sys_sizes = sys_sizes_indiv,\n",
    "                          backup_sizes = retrofit_bckp_size_indiv,\n",
    "                          weather = weather_bl,\n",
    "                          loads = loads_indiv)\n",
    "\n",
    "cons_total_indiv_retrofit_cold, proj_total_indiv_retrofit_cold,\\\n",
    "[proj_total_dict_indiv_retrofit_cold, sol_fra_indiv_retrofit_cold, pump_el_use_indiv_retrofit_cold,\\\n",
    " pump_op_hour_indiv_retrofit_cold, ts_res_indiv_retrofit_cold, backup_ts_cons_indiv_retrofit_cold, rel_err_indiv_retrofit_cold] = \\\n",
    "    sol_wh_indiv_retrofit_cold.solar_thermal(backup = 'retrofit')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "month, day, hour:\n",
      "Data starts at [7 23 0] and ends at [7 30 0]\n"
     ]
    },
    {
     "data": {
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     "metadata": {},
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   ],
   "source": [
    "print('month, day, hour:\\nData starts at', ts_res_indiv_retrofit_cold.loc[first_hour, ['month','day', 'hour']].transpose().values, 'and ends at',\n",
    "ts_res_indiv_retrofit_cold.loc[last_hour, ['month','day', 'hour']].transpose().values)\n",
    "\n",
    "fig = Plot(data_headers = [r['q_dem'], r['q_del_tank'],r['q_unmet_tank'],r['q_del_sol'],r['q_dist_loss']], \\\n",
    "                 outpath = '', save_image = False, title = 'Individual SWH Retrofit' + ', in Banja Luka',\n",
    "                 label_v = 'Heat rate [W]',\\\n",
    "                 legend = True, duration_curve = False, margin_l = m_l, margin_b = m_b,\\\n",
    "                 notebook_mode = True, width = w, height = h, fontsize = f, legend_x = 0.75, legend_y = 1.15).\\\n",
    "            series(ts_res_indiv_retrofit_cold.loc[first_hour + 1 : last_hour + 1,\\\n",
    "                [r['q_dem'], r['q_del_tank'],r['q_unmet_tank'],r['q_del_sol'],r['q_dist_loss']]], \\\n",
    "                 outfile = '', modes = 'lines')"
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  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
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       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
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       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
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       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
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       "\n",
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       "var outputEl = gd.closest('.output');\n",
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       "\n",
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       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = Plot(data_headers = [r['t_tank_up'], r['t_tank_low']], \\\n",
    "                 outpath = '', save_image = False, title = 'Individual SWH Retrofit' + ', in Banja Luka', label_v = 'Temperature [K]',\\\n",
    "                 legend = True, duration_curve = False, margin_l = m_l, margin_b = m_b,\\\n",
    "                 notebook_mode = True, width = w, height = h, fontsize = f, legend_x = 0.75, legend_y = 1.15).\\\n",
    "            series(ts_res_indiv_retrofit_cold.loc[first_hour + 1 : last_hour + 1,\\\n",
    "                [r['t_tank_up'], r['t_tank_low']]], \\\n",
    "                 outfile = '', modes = 'lines')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Community retrofit solar thermal system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:mswh.system.models:Assigned weather data timeseries.\n",
      "INFO:mswh.system.components:Assigned weather data timeseries.\n",
      "INFO:mswh.system.components:Solar storage tank is set.\n",
      "INFO:mswh.system.components:Gas tank WH (WHAM) is set up.\n",
      "INFO:mswh.system.components:Gas tank WH (WHAM) is set up.\n",
      "INFO:mswh.system.components:Gas tank WH (WHAM) is set up.\n",
      "INFO:mswh.system.components:Gas tank WH (WHAM) is set up.\n"
     ]
    }
   ],
   "source": [
    "# in a cold climate\n",
    "sol_wh_com_retrofit_cold = System(sys_params = sol_the_sys_params_com,\n",
    "                          backup_params = gas_tank_wh_params,\n",
    "                          sys_sizes = sys_sizes_com,\n",
    "                          backup_sizes = retrofit_bckp_size_com,\n",
    "                          weather = weather_bl,\n",
    "                          loads = loads_com)\n",
    "\n",
    "cons_total_com_retrofit_cold, proj_total_com_retrofit_cold,\\\n",
    "[proj_total_dict_com_retrofit_cold, sol_fra_com_retrofit_cold, pump_el_use_com_retrofit_cold,\\\n",
    " pump_op_hour_com_retrofit_cold, ts_res_com_retrofit_cold, backup_ts_cons_com_retrofit_cold, rel_err_com_retrofit_cold] = \\\n",
    "    sol_wh_com_retrofit_cold.solar_thermal(backup = 'retrofit')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "month, day, hour:\n",
      "Data starts at [7 23 0] and ends at [7 30 0]\n"
     ]
    },
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       "            Plotly.purge(gd);\n",
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       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
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       "    x.observe(notebookContainer, {childList: true});\n",
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       "            </script>\n",
       "        </div>"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('month, day, hour:\\nData starts at', ts_res_com_retrofit_cold.loc[first_hour, ['month','day', 'hour']].transpose().values, 'and ends at',\n",
    "ts_res_com_retrofit_cold.loc[last_hour, ['month','day', 'hour']].transpose().values)\n",
    "\n",
    "fig = Plot(data_headers = [r['q_dem'], r['q_del_tank'],r['q_unmet_tank'],r['q_del_sol'],r['q_dist_loss']], \\\n",
    "                 outpath = '', save_image = False, title = 'Community SWH Retrofit in Banja Luka', label_v = 'Heat rate [W]',\\\n",
    "                 legend = True, duration_curve = False, margin_l = m_l, margin_b = m_b,\\\n",
    "                 notebook_mode = True, width = w, height = h, fontsize = f, legend_x = 0.75, legend_y = 1.).\\\n",
    "            series(ts_res_com_retrofit_cold.loc[first_hour + 1 : last_hour + 1,\\\n",
    "                [r['q_dem'], r['q_del_tank'],r['q_unmet_tank'],r['q_del_sol'],r['q_dist_loss']]], \\\n",
    "                 outfile = '', modes = 'lines')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compare systems across climates, configurations and scales"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Retrofits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Community SWH, Per Household, Retrofit, BL Climate</th>\n",
       "      <th>Individual SWH, Retrofit, BL Climate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Consumer ID</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Occupancy</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas</td>\n",
       "      <td>2,150,210</td>\n",
       "      <td>2,248,688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, Summer</td>\n",
       "      <td>565,002</td>\n",
       "      <td>589,376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, Winter</td>\n",
       "      <td>1,585,208</td>\n",
       "      <td>1,659,313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Electricity</td>\n",
       "      <td>30,814</td>\n",
       "      <td>45,994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Electricity, Summer</td>\n",
       "      <td>14,723</td>\n",
       "      <td>22,545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Electricity, Winter</td>\n",
       "      <td>16,091</td>\n",
       "      <td>23,449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Solar Fraction</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Backup Heat Delivered</td>\n",
       "      <td>646,029</td>\n",
       "      <td>698,770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Unmet Heat</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, w/o Dist Loss</td>\n",
       "      <td>2,142,528</td>\n",
       "      <td>2,248,688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, Summer, w/o Dist Loss</td>\n",
       "      <td>564,778</td>\n",
       "      <td>589,376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, Winter, w/o Dist Loss</td>\n",
       "      <td>1,577,750</td>\n",
       "      <td>1,659,313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Net Heat Demand</td>\n",
       "      <td>2,662,589</td>\n",
       "      <td>2,562,274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Total Heat Delivered</td>\n",
       "      <td>2,683,272</td>\n",
       "      <td>2,562,274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tank Unmet Heat</td>\n",
       "      <td>646,289</td>\n",
       "      <td>698,769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tank Heat Delivered</td>\n",
       "      <td>2,037,243</td>\n",
       "      <td>1,863,504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Distribution Heat Loss</td>\n",
       "      <td>20,944</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Distribution Heat Loss at Backup</td>\n",
       "      <td>6,329</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Distribution Heat Loss at Backup, Winter</td>\n",
       "      <td>6,155</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Distribution Heat Loss at Backup, Summer</td>\n",
       "      <td>174</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          Community SWH, Per Household, Retrofit, BL Climate   \\\n",
       "Consumer ID                                                                               2     \n",
       "Occupancy                                                                                 4     \n",
       "Energy Use - Gas                                                                  2,150,210     \n",
       "Energy Use - Gas, Summer                                                            565,002     \n",
       "Energy Use - Gas, Winter                                                          1,585,208     \n",
       "Energy Use - Electricity                                                             30,814     \n",
       "Energy Use - Electricity, Summer                                                     14,723     \n",
       "Energy Use - Electricity, Winter                                                     16,091     \n",
       "Solar Fraction                                                                            1     \n",
       "Backup Heat Delivered                                                               646,029     \n",
       "Unmet Heat                                                                                0     \n",
       "Energy Use - Gas, w/o Dist Loss                                                   2,142,528     \n",
       "Energy Use - Gas, Summer, w/o Dist Loss                                             564,778     \n",
       "Energy Use - Gas, Winter, w/o Dist Loss                                           1,577,750     \n",
       "Net Heat Demand                                                                   2,662,589     \n",
       "Total Heat Delivered                                                              2,683,272     \n",
       "Tank Unmet Heat                                                                     646,289     \n",
       "Tank Heat Delivered                                                               2,037,243     \n",
       "Distribution Heat Loss                                                               20,944     \n",
       "Distribution Heat Loss at Backup                                                      6,329     \n",
       "Distribution Heat Loss at Backup, Winter                                              6,155     \n",
       "Distribution Heat Loss at Backup, Summer                                                174     \n",
       "\n",
       "                                          Individual SWH, Retrofit, BL Climate   \n",
       "Consumer ID                                                                   1  \n",
       "Occupancy                                                                     4  \n",
       "Energy Use - Gas                                                      2,248,688  \n",
       "Energy Use - Gas, Summer                                                589,376  \n",
       "Energy Use - Gas, Winter                                              1,659,313  \n",
       "Energy Use - Electricity                                                 45,994  \n",
       "Energy Use - Electricity, Summer                                         22,545  \n",
       "Energy Use - Electricity, Winter                                         23,449  \n",
       "Solar Fraction                                                                1  \n",
       "Backup Heat Delivered                                                   698,770  \n",
       "Unmet Heat                                                                    0  \n",
       "Energy Use - Gas, w/o Dist Loss                                       2,248,688  \n",
       "Energy Use - Gas, Summer, w/o Dist Loss                                 589,376  \n",
       "Energy Use - Gas, Winter, w/o Dist Loss                               1,659,313  \n",
       "Net Heat Demand                                                       2,562,274  \n",
       "Total Heat Delivered                                                  2,562,274  \n",
       "Tank Unmet Heat                                                         698,769  \n",
       "Tank Heat Delivered                                                   1,863,504  \n",
       "Distribution Heat Loss                                                        0  \n",
       "Distribution Heat Loss at Backup                                              0  \n",
       "Distribution Heat Loss at Backup, Winter                                      0  \n",
       "Distribution Heat Loss at Backup, Summer                                      0  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# for cold climate\n",
    "\n",
    "# Energy use per household\n",
    "com = cons_total_com_retrofit_cold.sum()/4\n",
    "ind = cons_total_indiv_retrofit_cold.sum()\n",
    "\n",
    "# temperatures are averaged, heat contents summed over a year period\n",
    "df = pd.DataFrame(com)\n",
    "df = df.transpose()\n",
    "df.index = ['Community SWH, Per Household, Retrofit, BL Climate ']\n",
    "df1 = pd.DataFrame(ind)\n",
    "df1 = df1.transpose()\n",
    "df1.index = ['Individual SWH, Retrofit, BL Climate ']\n",
    "compare_cold = df.append(df1).transpose()\n",
    "\n",
    "compare_cold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "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>Community SWH, Per Household, Retrofit, BL Climate</th>\n",
       "      <th>Individual SWH, Retrofit, BL Climate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas</td>\n",
       "      <td>2,150</td>\n",
       "      <td>2,249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, Summer</td>\n",
       "      <td>565</td>\n",
       "      <td>589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, Winter</td>\n",
       "      <td>1,585</td>\n",
       "      <td>1,659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, w/o Dist Loss</td>\n",
       "      <td>2,143</td>\n",
       "      <td>2,249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Electricity</td>\n",
       "      <td>31</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Solar Fraction</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Backup Heat Delivered</td>\n",
       "      <td>646</td>\n",
       "      <td>699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Unmet Heat</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Net Heat Demand</td>\n",
       "      <td>2,663</td>\n",
       "      <td>2,562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Total Heat Delivered</td>\n",
       "      <td>2,683</td>\n",
       "      <td>2,562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tank Unmet Heat</td>\n",
       "      <td>646</td>\n",
       "      <td>699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tank Heat Delivered</td>\n",
       "      <td>2,037</td>\n",
       "      <td>1,864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Distribution Heat Loss</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Community SWH, Per Household, Retrofit, BL Climate   \\\n",
       "Energy Use - Gas                                                             2,150     \n",
       "Energy Use - Gas, Summer                                                       565     \n",
       "Energy Use - Gas, Winter                                                     1,585     \n",
       "Energy Use - Gas, w/o Dist Loss                                              2,143     \n",
       "Energy Use - Electricity                                                        31     \n",
       "Solar Fraction                                                                   0     \n",
       "Backup Heat Delivered                                                          646     \n",
       "Unmet Heat                                                                       0     \n",
       "Net Heat Demand                                                              2,663     \n",
       "Total Heat Delivered                                                         2,683     \n",
       "Tank Unmet Heat                                                                646     \n",
       "Tank Heat Delivered                                                          2,037     \n",
       "Distribution Heat Loss                                                          21     \n",
       "\n",
       "                                 Individual SWH, Retrofit, BL Climate   \n",
       "Energy Use - Gas                                                 2,249  \n",
       "Energy Use - Gas, Summer                                           589  \n",
       "Energy Use - Gas, Winter                                         1,659  \n",
       "Energy Use - Gas, w/o Dist Loss                                  2,249  \n",
       "Energy Use - Electricity                                            46  \n",
       "Solar Fraction                                                       0  \n",
       "Backup Heat Delivered                                              699  \n",
       "Unmet Heat                                                           0  \n",
       "Net Heat Demand                                                  2,562  \n",
       "Total Heat Delivered                                             2,562  \n",
       "Tank Unmet Heat                                                    699  \n",
       "Tank Heat Delivered                                              1,864  \n",
       "Distribution Heat Loss                                               0  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.options.display.float_format = '{:,.0f}'.format\n",
    "# subset of results for the report\n",
    "(compare_cold.loc[['Energy Use - Gas',\n",
    "'Energy Use - Gas, Summer',\n",
    "'Energy Use - Gas, Winter',\n",
    "'Energy Use - Gas, w/o Dist Loss',\n",
    "'Energy Use - Electricity',\n",
    "'Solar Fraction',\n",
    "'Backup Heat Delivered',\n",
    "'Unmet Heat',\n",
    "'Net Heat Demand',\n",
    "'Total Heat Delivered',\n",
    "'Tank Unmet Heat',\n",
    "'Tank Heat Delivered',\n",
    "'Distribution Heat Loss'\n",
    "],:]/1000).round(0)#.to_clipboard()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### New and Retrofit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "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>Community SWH, Per Household, New, BL Climate</th>\n",
       "      <th>Individual SWH, Retrofit, BL Climate</th>\n",
       "      <th>Community SWH, Per Household, Retrofit, BL Climate</th>\n",
       "      <th>indiv, retrofit, BL Climate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Consumer ID</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Occupancy</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas</td>\n",
       "      <td>760,340</td>\n",
       "      <td>822,082</td>\n",
       "      <td>2,150,210</td>\n",
       "      <td>2,248,688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, Summer</td>\n",
       "      <td>6,080</td>\n",
       "      <td>16,410</td>\n",
       "      <td>565,002</td>\n",
       "      <td>589,376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, Winter</td>\n",
       "      <td>754,260</td>\n",
       "      <td>805,672</td>\n",
       "      <td>1,585,208</td>\n",
       "      <td>1,659,313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Electricity</td>\n",
       "      <td>30,814</td>\n",
       "      <td>45,994</td>\n",
       "      <td>30,814</td>\n",
       "      <td>45,994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Electricity, Summer</td>\n",
       "      <td>14,723</td>\n",
       "      <td>22,545</td>\n",
       "      <td>14,723</td>\n",
       "      <td>22,545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Electricity, Winter</td>\n",
       "      <td>16,091</td>\n",
       "      <td>23,449</td>\n",
       "      <td>16,091</td>\n",
       "      <td>23,449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Solar Fraction</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Backup Heat Delivered</td>\n",
       "      <td>646,289</td>\n",
       "      <td>698,769</td>\n",
       "      <td>646,029</td>\n",
       "      <td>698,770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Unmet Heat</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, w/o Dist Loss</td>\n",
       "      <td>752,894</td>\n",
       "      <td>822,082</td>\n",
       "      <td>2,142,528</td>\n",
       "      <td>2,248,688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, Summer, w/o Dist Loss</td>\n",
       "      <td>5,875</td>\n",
       "      <td>16,410</td>\n",
       "      <td>564,778</td>\n",
       "      <td>589,376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, Winter, w/o Dist Loss</td>\n",
       "      <td>747,019</td>\n",
       "      <td>805,672</td>\n",
       "      <td>1,577,750</td>\n",
       "      <td>1,659,313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Net Heat Demand</td>\n",
       "      <td>2,662,589</td>\n",
       "      <td>2,562,274</td>\n",
       "      <td>2,662,589</td>\n",
       "      <td>2,562,274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Total Heat Delivered</td>\n",
       "      <td>2,683,533</td>\n",
       "      <td>2,562,274</td>\n",
       "      <td>2,683,272</td>\n",
       "      <td>2,562,274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tank Unmet Heat</td>\n",
       "      <td>646,289</td>\n",
       "      <td>698,769</td>\n",
       "      <td>646,289</td>\n",
       "      <td>698,769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tank Heat Delivered</td>\n",
       "      <td>2,037,243</td>\n",
       "      <td>1,863,504</td>\n",
       "      <td>2,037,243</td>\n",
       "      <td>1,863,504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Distribution Heat Loss</td>\n",
       "      <td>20,944</td>\n",
       "      <td>0</td>\n",
       "      <td>20,944</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Distribution Heat Loss at Backup</td>\n",
       "      <td>6,329</td>\n",
       "      <td>0</td>\n",
       "      <td>6,329</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Distribution Heat Loss at Backup, Winter</td>\n",
       "      <td>6,155</td>\n",
       "      <td>0</td>\n",
       "      <td>6,155</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Distribution Heat Loss at Backup, Summer</td>\n",
       "      <td>174</td>\n",
       "      <td>0</td>\n",
       "      <td>174</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          Community SWH, Per Household, New, BL Climate   \\\n",
       "Consumer ID                                                                            2   \n",
       "Occupancy                                                                              4   \n",
       "Energy Use - Gas                                                                 760,340   \n",
       "Energy Use - Gas, Summer                                                           6,080   \n",
       "Energy Use - Gas, Winter                                                         754,260   \n",
       "Energy Use - Electricity                                                          30,814   \n",
       "Energy Use - Electricity, Summer                                                  14,723   \n",
       "Energy Use - Electricity, Winter                                                  16,091   \n",
       "Solar Fraction                                                                         1   \n",
       "Backup Heat Delivered                                                            646,289   \n",
       "Unmet Heat                                                                             0   \n",
       "Energy Use - Gas, w/o Dist Loss                                                  752,894   \n",
       "Energy Use - Gas, Summer, w/o Dist Loss                                            5,875   \n",
       "Energy Use - Gas, Winter, w/o Dist Loss                                          747,019   \n",
       "Net Heat Demand                                                                2,662,589   \n",
       "Total Heat Delivered                                                           2,683,533   \n",
       "Tank Unmet Heat                                                                  646,289   \n",
       "Tank Heat Delivered                                                            2,037,243   \n",
       "Distribution Heat Loss                                                            20,944   \n",
       "Distribution Heat Loss at Backup                                                   6,329   \n",
       "Distribution Heat Loss at Backup, Winter                                           6,155   \n",
       "Distribution Heat Loss at Backup, Summer                                             174   \n",
       "\n",
       "                                          Individual SWH, Retrofit, BL Climate   \\\n",
       "Consumer ID                                                                   1   \n",
       "Occupancy                                                                     4   \n",
       "Energy Use - Gas                                                        822,082   \n",
       "Energy Use - Gas, Summer                                                 16,410   \n",
       "Energy Use - Gas, Winter                                                805,672   \n",
       "Energy Use - Electricity                                                 45,994   \n",
       "Energy Use - Electricity, Summer                                         22,545   \n",
       "Energy Use - Electricity, Winter                                         23,449   \n",
       "Solar Fraction                                                                1   \n",
       "Backup Heat Delivered                                                   698,769   \n",
       "Unmet Heat                                                                    0   \n",
       "Energy Use - Gas, w/o Dist Loss                                         822,082   \n",
       "Energy Use - Gas, Summer, w/o Dist Loss                                  16,410   \n",
       "Energy Use - Gas, Winter, w/o Dist Loss                                 805,672   \n",
       "Net Heat Demand                                                       2,562,274   \n",
       "Total Heat Delivered                                                  2,562,274   \n",
       "Tank Unmet Heat                                                         698,769   \n",
       "Tank Heat Delivered                                                   1,863,504   \n",
       "Distribution Heat Loss                                                        0   \n",
       "Distribution Heat Loss at Backup                                              0   \n",
       "Distribution Heat Loss at Backup, Winter                                      0   \n",
       "Distribution Heat Loss at Backup, Summer                                      0   \n",
       "\n",
       "                                          Community SWH, Per Household, Retrofit, BL Climate   \\\n",
       "Consumer ID                                                                               2     \n",
       "Occupancy                                                                                 4     \n",
       "Energy Use - Gas                                                                  2,150,210     \n",
       "Energy Use - Gas, Summer                                                            565,002     \n",
       "Energy Use - Gas, Winter                                                          1,585,208     \n",
       "Energy Use - Electricity                                                             30,814     \n",
       "Energy Use - Electricity, Summer                                                     14,723     \n",
       "Energy Use - Electricity, Winter                                                     16,091     \n",
       "Solar Fraction                                                                            1     \n",
       "Backup Heat Delivered                                                               646,029     \n",
       "Unmet Heat                                                                                0     \n",
       "Energy Use - Gas, w/o Dist Loss                                                   2,142,528     \n",
       "Energy Use - Gas, Summer, w/o Dist Loss                                             564,778     \n",
       "Energy Use - Gas, Winter, w/o Dist Loss                                           1,577,750     \n",
       "Net Heat Demand                                                                   2,662,589     \n",
       "Total Heat Delivered                                                              2,683,272     \n",
       "Tank Unmet Heat                                                                     646,289     \n",
       "Tank Heat Delivered                                                               2,037,243     \n",
       "Distribution Heat Loss                                                               20,944     \n",
       "Distribution Heat Loss at Backup                                                      6,329     \n",
       "Distribution Heat Loss at Backup, Winter                                              6,155     \n",
       "Distribution Heat Loss at Backup, Summer                                                174     \n",
       "\n",
       "                                          indiv, retrofit, BL Climate  \n",
       "Consumer ID                                                         1  \n",
       "Occupancy                                                           4  \n",
       "Energy Use - Gas                                            2,248,688  \n",
       "Energy Use - Gas, Summer                                      589,376  \n",
       "Energy Use - Gas, Winter                                    1,659,313  \n",
       "Energy Use - Electricity                                       45,994  \n",
       "Energy Use - Electricity, Summer                               22,545  \n",
       "Energy Use - Electricity, Winter                               23,449  \n",
       "Solar Fraction                                                      1  \n",
       "Backup Heat Delivered                                         698,770  \n",
       "Unmet Heat                                                          0  \n",
       "Energy Use - Gas, w/o Dist Loss                             2,248,688  \n",
       "Energy Use - Gas, Summer, w/o Dist Loss                       589,376  \n",
       "Energy Use - Gas, Winter, w/o Dist Loss                     1,659,313  \n",
       "Net Heat Demand                                             2,562,274  \n",
       "Total Heat Delivered                                        2,562,274  \n",
       "Tank Unmet Heat                                               698,769  \n",
       "Tank Heat Delivered                                         1,863,504  \n",
       "Distribution Heat Loss                                              0  \n",
       "Distribution Heat Loss at Backup                                    0  \n",
       "Distribution Heat Loss at Backup, Winter                            0  \n",
       "Distribution Heat Loss at Backup, Summer                            0  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# New installations\n",
    "\n",
    "# for cold climate\n",
    "\n",
    "# Energy use per household\n",
    "com = cons_total_com_new_cold.sum()/4\n",
    "ind = cons_total_indiv_new_cold.sum()\n",
    "\n",
    "# temperatures are averaged, heat contents summed over a year period\n",
    "df = pd.DataFrame(com)\n",
    "df = df.transpose()\n",
    "df.index = ['Community SWH, Per Household, New, BL Climate ']\n",
    "df1 = pd.DataFrame(ind)\n",
    "df1 = df1.transpose()\n",
    "df1.index = ['Individual SWH, Retrofit, BL Climate ']\n",
    "compare_cold = df.append(df1).transpose()\n",
    "compare = compare_cold.copy()\n",
    "\n",
    "\n",
    "# Retrofits\n",
    "\n",
    "# for cold climate\n",
    "\n",
    "# Energy use per household\n",
    "com = cons_total_com_retrofit_cold.sum()/4\n",
    "ind = cons_total_indiv_retrofit_cold.sum()\n",
    "\n",
    "# temperatures are averaged, heat contents summed over a year period\n",
    "df = pd.DataFrame(com)\n",
    "df = df.transpose()\n",
    "df.index = ['Community SWH, Per Household, Retrofit, BL Climate ']\n",
    "df1 = pd.DataFrame(ind)\n",
    "df1 = df1.transpose()\n",
    "df1.index = ['indiv, retrofit, BL Climate']\n",
    "compare_cold_retr = df.append(df1).transpose()\n",
    "compare[compare_cold_retr.columns] = compare_cold_retr\n",
    "\n",
    "compare"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "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>Community SWH, Per Household, New, BL Climate</th>\n",
       "      <th>Individual SWH, Retrofit, BL Climate</th>\n",
       "      <th>Community SWH, Per Household, Retrofit, BL Climate</th>\n",
       "      <th>indiv, retrofit, BL Climate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas</td>\n",
       "      <td>760,340</td>\n",
       "      <td>822,082</td>\n",
       "      <td>2,150,210</td>\n",
       "      <td>2,248,688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, Summer</td>\n",
       "      <td>6,080</td>\n",
       "      <td>16,410</td>\n",
       "      <td>565,002</td>\n",
       "      <td>589,376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, Winter</td>\n",
       "      <td>754,260</td>\n",
       "      <td>805,672</td>\n",
       "      <td>1,585,208</td>\n",
       "      <td>1,659,313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Gas, w/o Dist Loss</td>\n",
       "      <td>752,894</td>\n",
       "      <td>822,082</td>\n",
       "      <td>2,142,528</td>\n",
       "      <td>2,248,688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Energy Use - Electricity</td>\n",
       "      <td>30,814</td>\n",
       "      <td>45,994</td>\n",
       "      <td>30,814</td>\n",
       "      <td>45,994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Solar Fraction</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Backup Heat Delivered</td>\n",
       "      <td>646,289</td>\n",
       "      <td>698,769</td>\n",
       "      <td>646,029</td>\n",
       "      <td>698,770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Unmet Heat</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Net Heat Demand</td>\n",
       "      <td>2,662,589</td>\n",
       "      <td>2,562,274</td>\n",
       "      <td>2,662,589</td>\n",
       "      <td>2,562,274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Total Heat Delivered</td>\n",
       "      <td>2,683,533</td>\n",
       "      <td>2,562,274</td>\n",
       "      <td>2,683,272</td>\n",
       "      <td>2,562,274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tank Unmet Heat</td>\n",
       "      <td>646,289</td>\n",
       "      <td>698,769</td>\n",
       "      <td>646,289</td>\n",
       "      <td>698,769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tank Heat Delivered</td>\n",
       "      <td>2,037,243</td>\n",
       "      <td>1,863,504</td>\n",
       "      <td>2,037,243</td>\n",
       "      <td>1,863,504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Distribution Heat Loss</td>\n",
       "      <td>20,944</td>\n",
       "      <td>0</td>\n",
       "      <td>20,944</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Community SWH, Per Household, New, BL Climate   \\\n",
       "Energy Use - Gas                                                        760,340   \n",
       "Energy Use - Gas, Summer                                                  6,080   \n",
       "Energy Use - Gas, Winter                                                754,260   \n",
       "Energy Use - Gas, w/o Dist Loss                                         752,894   \n",
       "Energy Use - Electricity                                                 30,814   \n",
       "Solar Fraction                                                                1   \n",
       "Backup Heat Delivered                                                   646,289   \n",
       "Unmet Heat                                                                    0   \n",
       "Net Heat Demand                                                       2,662,589   \n",
       "Total Heat Delivered                                                  2,683,533   \n",
       "Tank Unmet Heat                                                         646,289   \n",
       "Tank Heat Delivered                                                   2,037,243   \n",
       "Distribution Heat Loss                                                   20,944   \n",
       "\n",
       "                                 Individual SWH, Retrofit, BL Climate   \\\n",
       "Energy Use - Gas                                               822,082   \n",
       "Energy Use - Gas, Summer                                        16,410   \n",
       "Energy Use - Gas, Winter                                       805,672   \n",
       "Energy Use - Gas, w/o Dist Loss                                822,082   \n",
       "Energy Use - Electricity                                        45,994   \n",
       "Solar Fraction                                                       1   \n",
       "Backup Heat Delivered                                          698,769   \n",
       "Unmet Heat                                                           0   \n",
       "Net Heat Demand                                              2,562,274   \n",
       "Total Heat Delivered                                         2,562,274   \n",
       "Tank Unmet Heat                                                698,769   \n",
       "Tank Heat Delivered                                          1,863,504   \n",
       "Distribution Heat Loss                                               0   \n",
       "\n",
       "                                 Community SWH, Per Household, Retrofit, BL Climate   \\\n",
       "Energy Use - Gas                                                         2,150,210     \n",
       "Energy Use - Gas, Summer                                                   565,002     \n",
       "Energy Use - Gas, Winter                                                 1,585,208     \n",
       "Energy Use - Gas, w/o Dist Loss                                          2,142,528     \n",
       "Energy Use - Electricity                                                    30,814     \n",
       "Solar Fraction                                                                   1     \n",
       "Backup Heat Delivered                                                      646,029     \n",
       "Unmet Heat                                                                       0     \n",
       "Net Heat Demand                                                          2,662,589     \n",
       "Total Heat Delivered                                                     2,683,272     \n",
       "Tank Unmet Heat                                                            646,289     \n",
       "Tank Heat Delivered                                                      2,037,243     \n",
       "Distribution Heat Loss                                                      20,944     \n",
       "\n",
       "                                 indiv, retrofit, BL Climate  \n",
       "Energy Use - Gas                                   2,248,688  \n",
       "Energy Use - Gas, Summer                             589,376  \n",
       "Energy Use - Gas, Winter                           1,659,313  \n",
       "Energy Use - Gas, w/o Dist Loss                    2,248,688  \n",
       "Energy Use - Electricity                              45,994  \n",
       "Solar Fraction                                             1  \n",
       "Backup Heat Delivered                                698,770  \n",
       "Unmet Heat                                                 0  \n",
       "Net Heat Demand                                    2,562,274  \n",
       "Total Heat Delivered                               2,562,274  \n",
       "Tank Unmet Heat                                      698,769  \n",
       "Tank Heat Delivered                                1,863,504  \n",
       "Distribution Heat Loss                                     0  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.options.display.float_format = '{:,.0f}'.format\n",
    "# subset of results for the report\n",
    "(compare.loc[['Energy Use - Gas',\n",
    "'Energy Use - Gas, Summer',\n",
    "'Energy Use - Gas, Winter',\n",
    "'Energy Use - Gas, w/o Dist Loss',\n",
    "'Energy Use - Electricity',\n",
    "'Solar Fraction',\n",
    "'Backup Heat Delivered',\n",
    "'Unmet Heat',\n",
    "'Net Heat Demand',\n",
    "'Total Heat Delivered',\n",
    "'Tank Unmet Heat',\n",
    "'Tank Heat Delivered',\n",
    "'Distribution Heat Loss'\n",
    "],:]).round(0)#.to_clipboard()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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