Tutorial D - pySAM Modeling the Bifacial Tracker Field at NREL.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "742de2e1",
   "metadata": {},
   "source": [
    "# 6 - pySAM Simulation\n",
    "\n",
    "<ol>\n",
    "    <li> <a href='#step1'> Create default PV </a></li>\n",
    "    <li> <a href='#step2'> Set values that should not be default to represent our system </a></li>\n",
    "    <li> <a href='#step3'> Assign Solar Resource </a></li>\n",
    "    <li> <a href='#step4'> Obtaining the MODULE Data </a></li>\n",
    "    <ul> <li> <a href='#step4a'> Get File through PVLib </a></li>\n",
    "        <li> <a href='#step4b'> Get File from the SAM repository URL </a></li></ul>\n",
    "    <li> <a href='#step5'> Run, Save and Explore Outputs </a></li>\n",
    "    </ol> <li> <a href='#stepExtra1'> Extra: Comparison of pySAM Default vs SAM GUI exported values </a></li>\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a1ada6cc-8ed9-4568-8959-111d81ef4e9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# if running on google colab, uncomment the next line and execute this cell to install the dependencies and prevent \"ModuleNotFoundError\" in later cells:\n",
    "# !pip install -r https://raw.githubusercontent.com/PV-Tutorials/pyData-2021-Solar-PV-Modeling/main/requirements.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "919d0416",
   "metadata": {},
   "outputs": [],
   "source": [
    "datafolder = r'data'\n",
    "exampleflag = False\n",
    "debugflag = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "090efe7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import PySAM.Pvsamv1 as pv\n",
    "import PySAM\n",
    "import xlsxwriter\n",
    "import json\n",
    "import pandas as pd\n",
    "import os\n",
    "import pprint as pp\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "64ea6839",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.2.4'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PySAM.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7f75388",
   "metadata": {},
   "source": [
    "<a id='step1'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ca9b3bb",
   "metadata": {},
   "source": [
    "# 1. Create default PV \n",
    "\n",
    "Doing Commercial type because the size is bigger and it's tracking than a rooftop. We are not really interested in the financial model here though just in the irradiance and power generation so you can choose a different one if you want "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3f4b76f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "sam1 = pv.default(\"FlatPlatePVCommercial\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8244a7a8",
   "metadata": {},
   "source": [
    "You can explore attributes of the pySAM object with the below cell. This will give variables, methods, etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "20ce4c43",
   "metadata": {},
   "outputs": [],
   "source": [
    "#dir(sam1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24b0a7a6",
   "metadata": {},
   "source": [
    "You can also query a single attribute. And export it to see the contents more easily "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c83343eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   ...),\n",
       "  'en_ac_lifetime_losses': 0.0,\n",
       "  'en_dc_lifetime_losses': 0.0,\n",
       "  'inflation_rate': 2.5,\n",
       "  'save_full_lifetime_variables': 1.0,\n",
       "  'system_use_lifetime_output': 1.0},\n",
       " 'SystemDesign': {'enable_mismatch_vmax_calc': 0.0,\n",
       "  'inverter_count': 7.0,\n",
       "  'subarray1_azimuth': 180.0,\n",
       "  'subarray1_backtrack': 0.0,\n",
       "  'subarray1_gcr': 0.3,\n",
       "  'subarray1_modules_per_string': 12.0,\n",
       "  'subarray1_monthly_tilt': (40.0,\n",
       "   40.0,\n",
       "   40.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   40.0,\n",
       "   40.0,\n",
       "   40.0),\n",
       "  'subarray1_mppt_input': 1.0,\n",
       "  'subarray1_nstrings': 134.0,\n",
       "  'subarray1_rotlim': 45.0,\n",
       "  'subarray1_tilt': 20.0,\n",
       "  'subarray1_tilt_eq_lat': 0.0,\n",
       "  'subarray1_track_mode': 0.0,\n",
       "  'subarray2_azimuth': 180.0,\n",
       "  'subarray2_backtrack': 0.0,\n",
       "  'subarray2_enable': 0.0,\n",
       "  'subarray2_gcr': 0.3,\n",
       "  'subarray2_modules_per_string': 0.0,\n",
       "  'subarray2_monthly_tilt': (40.0,\n",
       "   40.0,\n",
       "   40.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   40.0,\n",
       "   40.0,\n",
       "   40.0),\n",
       "  'subarray2_mppt_input': 1.0,\n",
       "  'subarray2_nstrings': 0.0,\n",
       "  'subarray2_rotlim': 45.0,\n",
       "  'subarray2_tilt': 20.0,\n",
       "  'subarray2_tilt_eq_lat': 0.0,\n",
       "  'subarray2_track_mode': 0.0,\n",
       "  'subarray3_azimuth': 180.0,\n",
       "  'subarray3_backtrack': 0.0,\n",
       "  'subarray3_enable': 0.0,\n",
       "  'subarray3_gcr': 0.3,\n",
       "  'subarray3_modules_per_string': 0.0,\n",
       "  'subarray3_monthly_tilt': (40.0,\n",
       "   40.0,\n",
       "   40.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   40.0,\n",
       "   40.0,\n",
       "   40.0),\n",
       "  'subarray3_mppt_input': 1.0,\n",
       "  'subarray3_nstrings': 0.0,\n",
       "  'subarray3_rotlim': 45.0,\n",
       "  'subarray3_tilt': 20.0,\n",
       "  'subarray3_tilt_eq_lat': 0.0,\n",
       "  'subarray3_track_mode': 0.0,\n",
       "  'subarray4_azimuth': 180.0,\n",
       "  'subarray4_backtrack': 0.0,\n",
       "  'subarray4_enable': 0.0,\n",
       "  'subarray4_gcr': 0.3,\n",
       "  'subarray4_modules_per_string': 0.0,\n",
       "  'subarray4_monthly_tilt': (40.0,\n",
       "   40.0,\n",
       "   40.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   20.0,\n",
       "   40.0,\n",
       "   40.0,\n",
       "   40.0),\n",
       "  'subarray4_mppt_input': 1.0,\n",
       "  'subarray4_nstrings': 0.0,\n",
       "  'subarray4_rotlim': 45.0,\n",
       "  'subarray4_tilt': 20.0,\n",
       "  'subarray4_tilt_eq_lat': 0.0,\n",
       "  'subarray4_track_mode': 0.0,\n",
       "  'system_capacity': 498.72},\n",
       " 'Shading': {'subarray1_shade_mode': 0.0,\n",
       "  'subarray2_shade_mode': 0.0,\n",
       "  'subarray3_shade_mode': 0.0,\n",
       "  'subarray4_shade_mode': 0.0},\n",
       " 'Layout': {'module_aspect_ratio': 1.7,\n",
       "  'subarray1_mod_orient': 0.0,\n",
       "  'subarray1_nmodx': 48.0,\n",
       "  'subarray1_nmody': 2.0,\n",
       "  'subarray2_mod_orient': 0.0,\n",
       "  'subarray2_nmodx': 9.0,\n",
       "  'subarray2_nmody': 2.0,\n",
       "  'subarray3_mod_orient': 0.0,\n",
       "  'subarray3_nmodx': 9.0,\n",
       "  'subarray3_nmody': 2.0,\n",
       "  'subarray4_mod_orient': 0.0,\n",
       "  'subarray4_nmodx': 9.0,\n",
       "  'subarray4_nmody': 2.0},\n",
       " 'Module': {'module_model': 1.0},\n",
       " 'SimpleEfficiencyModuleModel': {'spe_a': -3.56,\n",
       "  'spe_area': 0.74074,\n",
       "  'spe_b': -0.075,\n",
       "  'spe_bifacial_ground_clearance_height': 1.0,\n",
       "  'spe_bifacial_transmission_factor': 0.013,\n",
       "  'spe_bifaciality': 0.65,\n",
       "  'spe_dT': 3.0,\n",
       "  'spe_eff0': 13.5,\n",
       "  'spe_eff1': 13.5,\n",
       "  'spe_eff2': 13.5,\n",
       "  'spe_eff3': 13.5,\n",
       "  'spe_eff4': 13.5,\n",
       "  'spe_fd': 1.0,\n",
       "  'spe_is_bifacial': 0.0,\n",
       "  'spe_module_structure': 0.0,\n",
       "  'spe_rad0': 200.0,\n",
       "  'spe_rad1': 400.0,\n",
       "  'spe_rad2': 600.0,\n",
       "  'spe_rad3': 800.0,\n",
       "  'spe_rad4': 1000.0,\n",
       "  'spe_reference': 4.0,\n",
       "  'spe_temp_coeff': -0.5,\n",
       "  'spe_vmp': 30.0,\n",
       "  'spe_voc': 36.0},\n",
       " 'CECPerformanceModelWithModuleDatabase': {'cec_a_ref': 2.57764,\n",
       "  'cec_adjust': 22.9092,\n",
       "  'cec_alpha_sc': 0.003735,\n",
       "  'cec_area': 1.631,\n",
       "  'cec_array_cols': 10.0,\n",
       "  'cec_array_rows': 1.0,\n",
       "  'cec_backside_temp': 20.0,\n",
       "  'cec_beta_oc': -0.175619,\n",
       "  'cec_bifacial_ground_clearance_height': 1.0,\n",
       "  'cec_bifacial_transmission_factor': 0.013,\n",
       "  'cec_bifaciality': 0.65,\n",
       "  'cec_gamma_r': -0.386,\n",
       "  'cec_gap_spacing': 0.05,\n",
       "  'cec_heat_transfer': 0.0,\n",
       "  'cec_height': 0.0,\n",
       "  'cec_i_l_ref': 6.05373,\n",
       "  'cec_i_mp_ref': 5.67,\n",
       "  'cec_i_o_ref': 8.36043e-11,\n",
       "  'cec_i_sc_ref': 6.05,\n",
       "  'cec_is_bifacial': 0.0,\n",
       "  'cec_module_length': 1.631,\n",
       "  'cec_module_width': 1.0,\n",
       "  'cec_mounting_config': 0.0,\n",
       "  'cec_mounting_orientation': 0.0,\n",
       "  'cec_n_s': 96.0,\n",
       "  'cec_r_s': 0.30812,\n",
       "  'cec_r_sh_ref': 500.069,\n",
       "  'cec_standoff': 6.0,\n",
       "  'cec_t_noct': 46.0,\n",
       "  'cec_temp_corr_mode': 0.0,\n",
       "  'cec_transient_thermal_model_unit_mass': 11.0919,\n",
       "  'cec_v_mp_ref': 54.7,\n",
       "  'cec_v_oc_ref': 64.4},\n",
       " 'CECPerformanceModelWithUserEnteredSpecifications': {'sixpar_aisc': 0.004,\n",
       "  'sixpar_area': 1.3,\n",
       "  'sixpar_bifacial_ground_clearance_height': 1.0,\n",
       "  'sixpar_bifacial_transmission_factor': 0.013,\n",
       "  'sixpar_bifaciality': 0.65,\n",
       "  'sixpar_bvoc': -0.11,\n",
       "  'sixpar_celltech': 1.0,\n",
       "  'sixpar_gpmp': -0.41,\n",
       "  'sixpar_imp': 6.0,\n",
       "  'sixpar_is_bifacial': 0.0,\n",
       "  'sixpar_isc': 7.0,\n",
       "  'sixpar_mounting': 0.0,\n",
       "  'sixpar_nser': 60.0,\n",
       "  'sixpar_standoff': 6.0,\n",
       "  'sixpar_tnoct': 46.0,\n",
       "  'sixpar_transient_thermal_model_unit_mass': 11.0919,\n",
       "  'sixpar_vmp': 30.0,\n",
       "  'sixpar_voc': 37.0},\n",
       " 'SandiaPVArrayPerformanceModelWithModuleDatabase': {'snl_a': -3.62,\n",
       "  'snl_a0': 0.94045,\n",
       "  'snl_a1': 0.052641,\n",
       "  'snl_a2': -0.0093897,\n",
       "  'snl_a3': 0.00072623,\n",
       "  'snl_a4': -1.9938e-05,\n",
       "  'snl_aimp': -0.00038,\n",
       "  'snl_aisc': 0.00061,\n",
       "  'snl_area': 1.244,\n",
       "  'snl_b': -0.075,\n",
       "  'snl_b0': 1.0,\n",
       "  'snl_b1': -0.002438,\n",
       "  'snl_b2': 0.0003103,\n",
       "  'snl_b3': -1.246e-05,\n",
       "  'snl_b4': 2.11e-07,\n",
       "  'snl_b5': -1.36e-09,\n",
       "  'snl_bvmpo': -0.139,\n",
       "  'snl_bvoco': -0.136,\n",
       "  'snl_c0': 1.0039,\n",
       "  'snl_c1': -0.0039,\n",
       "  'snl_c2': 0.291066,\n",
       "  'snl_c3': -4.73546,\n",
       "  'snl_c4': 0.9942,\n",
       "  'snl_c5': 0.0058,\n",
       "  'snl_c6': 1.0723,\n",
       "  'snl_c7': -0.0723,\n",
       "  'snl_dtc': 3.0,\n",
       "  'snl_fd': 1.0,\n",
       "  'snl_impo': 5.25,\n",
       "  'snl_isco': 5.75,\n",
       "  'snl_ixo': 5.65,\n",
       "  'snl_ixxo': 3.85,\n",
       "  'snl_mbvmp': 0.0,\n",
       "  'snl_mbvoc': 0.0,\n",
       "  'snl_module_structure': 0.0,\n",
       "  'snl_n': 1.221,\n",
       "  'snl_ref_a': -3.62,\n",
       "  'snl_ref_b': -0.075,\n",
       "  'snl_ref_dT': 3.0,\n",
       "  'snl_series_cells': 72.0,\n",
       "  'snl_transient_thermal_model_unit_mass': 11.0919,\n",
       "  'snl_vmpo': 40.0,\n",
       "  'snl_voco': 47.7},\n",
       " 'IEC61853SingleDiodeModel': {'sd11par_AMa0': 0.9417,\n",
       "  'sd11par_AMa1': 0.06516,\n",
       "  'sd11par_AMa2': -0.02022,\n",
       "  'sd11par_AMa3': 0.00219,\n",
       "  'sd11par_AMa4': -9.1e-05,\n",
       "  'sd11par_Egref': 0.737668,\n",
       "  'sd11par_Il': 1.18951,\n",
       "  'sd11par_Imp0': 1.05,\n",
       "  'sd11par_Io': 2.08522e-09,\n",
       "  'sd11par_Isc0': 1.18,\n",
       "  'sd11par_Vmp0': 64.6,\n",
       "  'sd11par_Voc0': 87.0,\n",
       "  'sd11par_alphaIsc': 0.000472001,\n",
       "  'sd11par_area': 0.72,\n",
       "  'sd11par_c1': 1930.15,\n",
       "  'sd11par_c2': 474.64,\n",
       "  'sd11par_c3': 1.48746,\n",
       "  'sd11par_d1': 13.5504,\n",
       "  'sd11par_d2': -0.0769735,\n",
       "  'sd11par_d3': 0.237327,\n",
       "  'sd11par_glass': 0.0,\n",
       "  'sd11par_mounting': 0.0,\n",
       "  'sd11par_n': 1.45071,\n",
       "  'sd11par_nser': 116.0,\n",
       "  'sd11par_standoff': 6.0,\n",
       "  'sd11par_tnoct': 44.9},\n",
       " 'MermoudLejeuneSingleDiodeModel': {},\n",
       " 'Inverter': {'inv_cec_cg_eff_cec': 96.6095,\n",
       "  'inv_cec_cg_paco': 3800.0,\n",
       "  'inv_ds_eff': 96.0,\n",
       "  'inv_ds_paco': 4000.0,\n",
       "  'inv_num_mppt': 1.0,\n",
       "  'inv_pd_eff': 95.0,\n",
       "  'inv_pd_paco': 4000.0,\n",
       "  'inv_snl_eff_cec': 98.2284,\n",
       "  'inv_snl_paco': 59860.0,\n",
       "  'inverter_count': 7.0,\n",
       "  'inverter_model': 0.0,\n",
       "  'mppt_hi_inverter': 800.0,\n",
       "  'mppt_low_inverter': 570.0},\n",
       " 'InverterCECDatabase': {'inv_snl_c0': -2.06147e-07,\n",
       "  'inv_snl_c1': 2.7e-05,\n",
       "  'inv_snl_c2': 0.002606,\n",
       "  'inv_snl_c3': 0.000501,\n",
       "  'inv_snl_paco': 59860.0,\n",
       "  'inv_snl_pdco': 61130.8,\n",
       "  'inv_snl_pnt': 17.958,\n",
       "  'inv_snl_pso': 97.214,\n",
       "  'inv_snl_vdcmax': 800.0,\n",
       "  'inv_snl_vdco': 630.0,\n",
       "  'inv_tdc_cec_db': ((800.0, 28.0, -0.02, 56.0, 0.0),\n",
       "   (600.0, 52.0, -0.0375, 60.0, 0.0),\n",
       "   (390.0, 38.0, -0.0125, 50.0, -0.025))},\n",
       " 'InverterCECCoefficientGenerator': {'inv_cec_cg_c0': -3e-06,\n",
       "  'inv_cec_cg_c1': -5.1e-05,\n",
       "  'inv_cec_cg_c2': 0.000984,\n",
       "  'inv_cec_cg_c3': -0.001508,\n",
       "  'inv_cec_cg_paco': 3800.0,\n",
       "  'inv_cec_cg_pdco': 3928.11,\n",
       "  'inv_cec_cg_pnt': 0.99,\n",
       "  'inv_cec_cg_psco': 19.4484,\n",
       "  'inv_cec_cg_vdcmax': 600.0,\n",
       "  'inv_cec_cg_vdco': 398.497,\n",
       "  'inv_tdc_cec_cg': ((800.0, 28.0, -0.02, 56.0, 0.0),\n",
       "   (600.0, 52.0, -0.0375, 60.0, 0.0),\n",
       "   (390.0, 38.0, -0.0125, 50.0, -0.025))},\n",
       " 'InverterDatasheet': {'inv_ds_eff': 96.0,\n",
       "  'inv_ds_paco': 4000.0,\n",
       "  'inv_ds_pnt': 1.0,\n",
       "  'inv_ds_pso': 0.0,\n",
       "  'inv_ds_vdcmax': 600.0,\n",
       "  'inv_ds_vdco': 310.0,\n",
       "  'inv_tdc_ds': ((800.0, 28.0, -0.02, 56.0, 0.0),\n",
       "   (600.0, 52.0, -0.0375, 60.0, 0.0),\n",
       "   (390.0, 38.0, -0.0125, 50.0, -0.025))},\n",
       " 'InverterPartLoadCurve': {'inv_pd_efficiency': (0.0,\n",
       "   0.0,\n",
       "   34.42,\n",
       "   55.2,\n",
       "   65.59,\n",
       "   71.82,\n",
       "   75.97,\n",
       "   78.94,\n",
       "   81.17,\n",
       "   82.9,\n",
       "   84.28,\n",
       "   85.42,\n",
       "   86.36,\n",
       "   87.16,\n",
       "   87.84,\n",
       "   88.44,\n",
       "   88.95,\n",
       "   89.41,\n",
       "   89.82,\n",
       "   90.18,\n",
       "   90.51,\n",
       "   90.81,\n",
       "   91.08,\n",
       "   91.32,\n",
       "   91.55,\n",
       "   91.75,\n",
       "   91.95,\n",
       "   92.12,\n",
       "   92.29,\n",
       "   92.44,\n",
       "   92.58,\n",
       "   92.72,\n",
       "   92.84,\n",
       "   92.96,\n",
       "   93.07,\n",
       "   93.17,\n",
       "   93.27,\n",
       "   93.37,\n",
       "   93.45,\n",
       "   93.54,\n",
       "   93.62,\n",
       "   93.69,\n",
       "   93.76,\n",
       "   93.83,\n",
       "   93.9,\n",
       "   93.96,\n",
       "   94.02,\n",
       "   94.08,\n",
       "   94.13,\n",
       "   94.18,\n",
       "   94.23,\n",
       "   94.28,\n",
       "   94.33,\n",
       "   94.37,\n",
       "   94.42,\n",
       "   94.46,\n",
       "   94.5,\n",
       "   94.54,\n",
       "   94.57,\n",
       "   94.61,\n",
       "   94.64,\n",
       "   94.68,\n",
       "   94.71,\n",
       "   94.74,\n",
       "   94.77,\n",
       "   94.8,\n",
       "   94.83,\n",
       "   94.86,\n",
       "   94.89,\n",
       "   94.91,\n",
       "   94.94,\n",
       "   94.96,\n",
       "   94.98,\n",
       "   95.01,\n",
       "   95.03,\n",
       "   95.05,\n",
       "   95.07,\n",
       "   95.09,\n",
       "   95.11,\n",
       "   95.13,\n",
       "   95.15,\n",
       "   95.17,\n",
       "   95.19,\n",
       "   95.21,\n",
       "   95.23,\n",
       "   95.24,\n",
       "   95.26,\n",
       "   95.28,\n",
       "   95.29,\n",
       "   95.31,\n",
       "   95.32,\n",
       "   95.34,\n",
       "   95.35,\n",
       "   95.36,\n",
       "   95.38,\n",
       "   95.39,\n",
       "   95.4,\n",
       "   95.42,\n",
       "   95.43,\n",
       "   95.44,\n",
       "   95.45,\n",
       "   95.47,\n",
       "   95.48,\n",
       "   95.49,\n",
       "   95.5,\n",
       "   95.51,\n",
       "   95.52,\n",
       "   95.53,\n",
       "   95.54,\n",
       "   95.55,\n",
       "   95.56,\n",
       "   95.57,\n",
       "   95.58,\n",
       "   95.59,\n",
       "   95.6,\n",
       "   95.61,\n",
       "   95.62,\n",
       "   95.63,\n",
       "   95.64,\n",
       "   95.64,\n",
       "   95.65,\n",
       "   95.66,\n",
       "   95.67,\n",
       "   95.68,\n",
       "   95.68,\n",
       "   95.69,\n",
       "   95.7,\n",
       "   95.71,\n",
       "   95.71,\n",
       "   95.72,\n",
       "   95.73,\n",
       "   95.73,\n",
       "   95.74,\n",
       "   95.75,\n",
       "   95.75,\n",
       "   95.76,\n",
       "   95.77,\n",
       "   95.77,\n",
       "   95.78,\n",
       "   95.78,\n",
       "   95.79,\n",
       "   95.8,\n",
       "   95.8,\n",
       "   95.81,\n",
       "   95.81,\n",
       "   95.82,\n",
       "   95.82,\n",
       "   95.83,\n",
       "   95.83,\n",
       "   95.84,\n",
       "   95.84,\n",
       "   95.85,\n",
       "   95.85,\n",
       "   95.86,\n",
       "   95.86,\n",
       "   95.87,\n",
       "   95.87,\n",
       "   95.88,\n",
       "   95.88,\n",
       "   95.89,\n",
       "   95.89,\n",
       "   95.89,\n",
       "   95.9,\n",
       "   95.9,\n",
       "   95.91,\n",
       "   95.91,\n",
       "   95.91,\n",
       "   95.92,\n",
       "   95.92,\n",
       "   95.93,\n",
       "   95.93,\n",
       "   95.93,\n",
       "   95.94,\n",
       "   95.94,\n",
       "   95.94,\n",
       "   95.95,\n",
       "   95.95,\n",
       "   95.96,\n",
       "   95.96,\n",
       "   95.96,\n",
       "   95.97,\n",
       "   95.97,\n",
       "   95.97,\n",
       "   95.98,\n",
       "   95.98,\n",
       "   95.98,\n",
       "   95.98,\n",
       "   95.99,\n",
       "   95.99,\n",
       "   95.99,\n",
       "   96.0,\n",
       "   96.0,\n",
       "   96.0,\n",
       "   96.01,\n",
       "   96.01,\n",
       "   96.01,\n",
       "   96.01,\n",
       "   96.02,\n",
       "   96.02,\n",
       "   96.02,\n",
       "   96.02,\n",
       "   96.03,\n",
       "   96.03,\n",
       "   96.03,\n",
       "   96.03,\n",
       "   96.04,\n",
       "   96.04,\n",
       "   96.04,\n",
       "   96.04,\n",
       "   96.05,\n",
       "   96.05,\n",
       "   96.05,\n",
       "   96.05,\n",
       "   96.06,\n",
       "   96.06,\n",
       "   96.06,\n",
       "   96.06,\n",
       "   96.06,\n",
       "   96.07,\n",
       "   96.07,\n",
       "   96.07,\n",
       "   96.07,\n",
       "   96.07,\n",
       "   96.08,\n",
       "   96.08,\n",
       "   96.08,\n",
       "   96.08,\n",
       "   96.08,\n",
       "   96.09,\n",
       "   96.09,\n",
       "   96.09,\n",
       "   96.09,\n",
       "   96.09,\n",
       "   96.09,\n",
       "   96.1,\n",
       "   96.1,\n",
       "   96.1,\n",
       "   96.1,\n",
       "   96.1,\n",
       "   96.1,\n",
       "   96.11,\n",
       "   96.11,\n",
       "   96.11,\n",
       "   96.11,\n",
       "   96.11,\n",
       "   96.11,\n",
       "   96.12,\n",
       "   96.12,\n",
       "   96.12,\n",
       "   96.12,\n",
       "   96.12),\n",
       "  'inv_pd_paco': 4000.0,\n",
       "  'inv_pd_partload': (0.0,\n",
       "   0.404,\n",
       "   0.808,\n",
       "   1.212,\n",
       "   1.616,\n",
       "   2.02,\n",
       "   2.424,\n",
       "   2.828,\n",
       "   3.232,\n",
       "   3.636,\n",
       "   4.04,\n",
       "   4.444,\n",
       "   4.848,\n",
       "   5.252,\n",
       "   5.656,\n",
       "   6.06,\n",
       "   6.464,\n",
       "   6.868,\n",
       "   7.272,\n",
       "   7.676,\n",
       "   8.08,\n",
       "   8.484,\n",
       "   8.888,\n",
       "   9.292,\n",
       "   9.696,\n",
       "   10.1,\n",
       "   10.504,\n",
       "   10.908,\n",
       "   11.312,\n",
       "   11.716,\n",
       "   12.12,\n",
       "   12.524,\n",
       "   12.928,\n",
       "   13.332,\n",
       "   13.736,\n",
       "   14.14,\n",
       "   14.544,\n",
       "   14.948,\n",
       "   15.352,\n",
       "   15.756,\n",
       "   16.16,\n",
       "   16.564,\n",
       "   16.968,\n",
       "   17.372,\n",
       "   17.776,\n",
       "   18.18,\n",
       "   18.584,\n",
       "   18.988,\n",
       "   19.392,\n",
       "   19.796,\n",
       "   20.2,\n",
       "   20.604,\n",
       "   21.008,\n",
       "   21.412,\n",
       "   21.816,\n",
       "   22.22,\n",
       "   22.624,\n",
       "   23.028,\n",
       "   23.432,\n",
       "   23.836,\n",
       "   24.24,\n",
       "   24.644,\n",
       "   25.048,\n",
       "   25.452,\n",
       "   25.856,\n",
       "   26.26,\n",
       "   26.664,\n",
       "   27.068,\n",
       "   27.472,\n",
       "   27.876,\n",
       "   28.28,\n",
       "   28.684,\n",
       "   29.088,\n",
       "   29.492,\n",
       "   29.896,\n",
       "   30.3,\n",
       "   30.704,\n",
       "   31.108,\n",
       "   31.512,\n",
       "   31.916,\n",
       "   32.32,\n",
       "   32.724,\n",
       "   33.128,\n",
       "   33.532,\n",
       "   33.936,\n",
       "   34.34,\n",
       "   34.744,\n",
       "   35.148,\n",
       "   35.552,\n",
       "   35.956,\n",
       "   36.36,\n",
       "   36.764,\n",
       "   37.168,\n",
       "   37.572,\n",
       "   37.976,\n",
       "   38.38,\n",
       "   38.784,\n",
       "   39.188,\n",
       "   39.592,\n",
       "   39.996,\n",
       "   40.4,\n",
       "   40.804,\n",
       "   41.208,\n",
       "   41.612,\n",
       "   42.016,\n",
       "   42.42,\n",
       "   42.824,\n",
       "   43.228,\n",
       "   43.632,\n",
       "   44.036,\n",
       "   44.44,\n",
       "   44.844,\n",
       "   45.248,\n",
       "   45.652,\n",
       "   46.056,\n",
       "   46.46,\n",
       "   46.864,\n",
       "   47.268,\n",
       "   47.672,\n",
       "   48.076,\n",
       "   48.48,\n",
       "   48.884,\n",
       "   49.288,\n",
       "   49.692,\n",
       "   50.096,\n",
       "   50.5,\n",
       "   50.904,\n",
       "   51.308,\n",
       "   51.712,\n",
       "   52.116,\n",
       "   52.52,\n",
       "   52.924,\n",
       "   53.328,\n",
       "   53.732,\n",
       "   54.136,\n",
       "   54.54,\n",
       "   54.944,\n",
       "   55.348,\n",
       "   55.752,\n",
       "   56.156,\n",
       "   56.56,\n",
       "   56.964,\n",
       "   57.368,\n",
       "   57.772,\n",
       "   58.176,\n",
       "   58.58,\n",
       "   58.984,\n",
       "   59.388,\n",
       "   59.792,\n",
       "   60.196,\n",
       "   60.6,\n",
       "   61.004,\n",
       "   61.408,\n",
       "   61.812,\n",
       "   62.216,\n",
       "   62.62,\n",
       "   63.024,\n",
       "   63.428,\n",
       "   63.832,\n",
       "   64.236,\n",
       "   64.64,\n",
       "   65.044,\n",
       "   65.448,\n",
       "   65.852,\n",
       "   66.256,\n",
       "   66.66,\n",
       "   67.064,\n",
       "   67.468,\n",
       "   67.872,\n",
       "   68.276,\n",
       "   68.68,\n",
       "   69.084,\n",
       "   69.488,\n",
       "   69.892,\n",
       "   70.296,\n",
       "   70.7,\n",
       "   71.104,\n",
       "   71.508,\n",
       "   71.912,\n",
       "   72.316,\n",
       "   72.72,\n",
       "   73.124,\n",
       "   73.528,\n",
       "   73.932,\n",
       "   74.336,\n",
       "   74.74,\n",
       "   75.144,\n",
       "   75.548,\n",
       "   75.952,\n",
       "   76.356,\n",
       "   76.76,\n",
       "   77.164,\n",
       "   77.568,\n",
       "   77.972,\n",
       "   78.376,\n",
       "   78.78,\n",
       "   79.184,\n",
       "   79.588,\n",
       "   79.992,\n",
       "   80.396,\n",
       "   80.8,\n",
       "   81.204,\n",
       "   81.608,\n",
       "   82.012,\n",
       "   82.416,\n",
       "   82.82,\n",
       "   83.224,\n",
       "   83.628,\n",
       "   84.032,\n",
       "   84.436,\n",
       "   84.84,\n",
       "   85.244,\n",
       "   85.648,\n",
       "   86.052,\n",
       "   86.456,\n",
       "   86.86,\n",
       "   87.264,\n",
       "   87.668,\n",
       "   88.072,\n",
       "   88.476,\n",
       "   88.88,\n",
       "   89.284,\n",
       "   89.688,\n",
       "   90.092,\n",
       "   90.496,\n",
       "   90.9,\n",
       "   91.304,\n",
       "   91.708,\n",
       "   92.112,\n",
       "   92.516,\n",
       "   92.92,\n",
       "   93.324,\n",
       "   93.728,\n",
       "   94.132,\n",
       "   94.536,\n",
       "   94.94,\n",
       "   95.344,\n",
       "   95.748,\n",
       "   96.152,\n",
       "   96.556,\n",
       "   96.96,\n",
       "   97.364,\n",
       "   97.768,\n",
       "   98.172,\n",
       "   98.576,\n",
       "   98.98,\n",
       "   99.384,\n",
       "   99.788,\n",
       "   100.192,\n",
       "   100.596,\n",
       "   101.0),\n",
       "  'inv_pd_pdco': 4210.53,\n",
       "  'inv_pd_pnt': 0.0,\n",
       "  'inv_pd_vdcmax': 600.0,\n",
       "  'inv_pd_vdco': 310.0,\n",
       "  'inv_tdc_plc': ((800.0, 28.0, -0.02, 56.0, 0.0),\n",
       "   (600.0, 52.0, -0.0375, 60.0, 0.0),\n",
       "   (390.0, 38.0, -0.0125, 50.0, -0.025))},\n",
       " 'InverterMermoudLejeuneModel': {},\n",
       " 'BatterySystem': {'en_batt': 0.0},\n",
       " 'Load': {'load': (65.6374,\n",
       "   62.5244,\n",
       "   75.1593,\n",
       "   66.7696,\n",
       "   78.4194,\n",
       "   69.7381,\n",
       "   79.1304,\n",
       "   50.4748,\n",
       "   50.3969,\n",
       "   37.7489,\n",
       "   37.1335,\n",
       "   28.3751,\n",
       "   27.4458,\n",
       "   23.7839,\n",
       "   21.3821,\n",
       "   20.961,\n",
       "   26.3378,\n",
       "   42.4988,\n",
       "   44.2319,\n",
       "   50.8582,\n",
       "   50.5752,\n",
       "   57.2174,\n",
       "   54.77,\n",
       "   62.5655,\n",
       "   62.5466,\n",
       "   69.0273,\n",
       "   64.4617,\n",
       "   71.8981,\n",
       "   68.3173,\n",
       "   74.5008,\n",
       "   234.676,\n",
       "   217.896,\n",
       "   230.172,\n",
       "   191.794,\n",
       "   172.779,\n",
       "   165.046,\n",
       "   163.967,\n",
       "   149.935,\n",
       "   141.272,\n",
       "   139.715,\n",
       "   147.919,\n",
       "   155.912,\n",
       "   130.833,\n",
       "   132.272,\n",
       "   128.764,\n",
       "   130.137,\n",
       "   41.6166,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   41.6166,\n",
       "   163.928,\n",
       "   142.125,\n",
       "   168.956,\n",
       "   147.914,\n",
       "   139.89,\n",
       "   136.938,\n",
       "   140.046,\n",
       "   132.461,\n",
       "   127.632,\n",
       "   127.446,\n",
       "   136.442,\n",
       "   141.771,\n",
       "   114.75,\n",
       "   114.797,\n",
       "   108.864,\n",
       "   112.226,\n",
       "   41.6166,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   41.6166,\n",
       "   142.076,\n",
       "   124.442,\n",
       "   158.465,\n",
       "   139.534,\n",
       "   130.405,\n",
       "   127.095,\n",
       "   126.792,\n",
       "   121.982,\n",
       "   117.195,\n",
       "   117.09,\n",
       "   126.775,\n",
       "   131.461,\n",
       "   102.11,\n",
       "   102.849,\n",
       "   94.7595,\n",
       "   97.4781,\n",
       "   41.6166,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   41.6166,\n",
       "   120.517,\n",
       "   110.213,\n",
       "   150.037,\n",
       "   131.9,\n",
       "   122.468,\n",
       "   122.902,\n",
       "   124.274,\n",
       "   124.874,\n",
       "   120.462,\n",
       "   119.828,\n",
       "   127.824,\n",
       "   134.513,\n",
       "   105.677,\n",
       "   104.267,\n",
       "   94.6319,\n",
       "   95.9547,\n",
       "   41.6166,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   41.6166,\n",
       "   126.096,\n",
       "   107.02,\n",
       "   140.049,\n",
       "   124.387,\n",
       "   120.537,\n",
       "   122.295,\n",
       "   122.559,\n",
       "   119.695,\n",
       "   115.207,\n",
       "   114.45,\n",
       "   121.73,\n",
       "   125.166,\n",
       "   95.4737,\n",
       "   98.0856,\n",
       "   89.4985,\n",
       "   91.2355,\n",
       "   41.6166,\n",
       "   38.9362,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   126.974,\n",
       "   100.036,\n",
       "   99.832,\n",
       "   90.0105,\n",
       "   85.6978,\n",
       "   85.3829,\n",
       "   82.6116,\n",
       "   75.2912,\n",
       "   50.1919,\n",
       "   50.7114,\n",
       "   57.5579,\n",
       "   74.0381,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   18.7714,\n",
       "   18.7714,\n",
       "   18.7714,\n",
       "   18.7714,\n",
       "   18.7714,\n",
       "   18.7714,\n",
       "   18.7714,\n",
       "   18.7714,\n",
       "   18.7714,\n",
       "   23.706,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   41.6166,\n",
       "   157.675,\n",
       "   130.223,\n",
       "   152.852,\n",
       "   132.786,\n",
       "   126.285,\n",
       "   125.564,\n",
       "   129.219,\n",
       "   125.691,\n",
       "   121.073,\n",
       "   120.048,\n",
       "   124.656,\n",
       "   126.2,\n",
       "   96.4566,\n",
       "   98.3456,\n",
       "   91.5109,\n",
       "   95.96,\n",
       "   41.6166,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   41.6166,\n",
       "   134.52,\n",
       "   115.363,\n",
       "   149.152,\n",
       "   129.205,\n",
       "   121.57,\n",
       "   121.96,\n",
       "   125.404,\n",
       "   124.593,\n",
       "   120.611,\n",
       "   119.448,\n",
       "   124.295,\n",
       "   123.945,\n",
       "   92.6343,\n",
       "   94.9597,\n",
       "   87.2084,\n",
       "   89.9637,\n",
       "   41.6166,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   41.6166,\n",
       "   106.737,\n",
       "   94.7459,\n",
       "   132.714,\n",
       "   123.344,\n",
       "   123.674,\n",
       "   126.724,\n",
       "   127.939,\n",
       "   127.712,\n",
       "   121.745,\n",
       "   118.511,\n",
       "   122.133,\n",
       "   122.241,\n",
       "   90.8912,\n",
       "   92.1783,\n",
       "   84.1639,\n",
       "   86.7476,\n",
       "   41.6166,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   41.6166,\n",
       "   118.927,\n",
       "   105.466,\n",
       "   139.501,\n",
       "   122.954,\n",
       "   118.424,\n",
       "   119.174,\n",
       "   119.868,\n",
       "   118.334,\n",
       "   114.487,\n",
       "   113.276,\n",
       "   118.782,\n",
       "   124.638,\n",
       "   94.6371,\n",
       "   97.2347,\n",
       "   88.9331,\n",
       "   91.8463,\n",
       "   41.6166,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   38.9362,\n",
       "   41.6166,\n",
       "   128.102,\n",
       "   112.693,\n",
       "   148.291,\n",
       "   127.728,\n",
       "   121.797,\n",
       "   122.218,\n",
       "   122.967,\n",
       "   121.95,\n",
       "   118.389,\n",
       "   118.561,\n",
       "   121.841,\n",
       "   123.79,\n",
       "   93.4902,\n",
       "   96.5931,\n",
       "   89.4855,\n",
       "   92.9568,\n",
       "   41.6166,\n",
       "   38.9362,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   134.508,\n",
       "   98.5746,\n",
       "   96.21,\n",
       "   89.2509,\n",
       "   85.5446,\n",
       "   85.8898,\n",
       "   84.1672,\n",
       "   78.4454,\n",
       "   52.9495,\n",
       "   51.6784,\n",
       "   55.8877,\n",
       "   71.3139,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   33.5754,\n",
       "   31.108,\n",
       "   18.7714,\n",
       "   18.7714,\n",
       "   18.7714,\n",
       "   18.7714,\n",
       "   18.7714,\n",
       "   18.7714,\n",
       "   18.7714,\n",
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       "   ...),\n",
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       " 'FuelCell': {},\n",
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       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0)),\n",
       "  'ur_dc_sched_weekend': ((2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0)),\n",
       "  'ur_dc_tou_mat': ((1.0, 1.0, 100.0, 20.0),\n",
       "   (1.0, 2.0, 1e+38, 15.0),\n",
       "   (2.0, 1.0, 100.0, 10.0),\n",
       "   (2.0, 2.0, 1e+38, 5.0)),\n",
       "  'ur_ec_billing_demand_lookback_percentages': ((60.0, 0.0),\n",
       "   (60.0, 0.0),\n",
       "   (60.0, 0.0),\n",
       "   (60.0, 0.0),\n",
       "   (60.0, 0.0),\n",
       "   (95.0, 1.0),\n",
       "   (95.0, 1.0),\n",
       "   (95.0, 1.0),\n",
       "   (95.0, 1.0),\n",
       "   (60.0, 0.0),\n",
       "   (60.0, 0.0),\n",
       "   (60.0, 0.0)),\n",
       "  'ur_ec_billing_demand_lookback_period': 11.0,\n",
       "  'ur_ec_billing_demand_minimum': 100.0,\n",
       "  'ur_ec_enable_billing_demand': 0.0,\n",
       "  'ur_ec_sched_weekday': ((4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0),\n",
       "   (4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0),\n",
       "   (4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0),\n",
       "   (4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    1.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0),\n",
       "   (4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    3.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0)),\n",
       "  'ur_ec_sched_weekend': ((4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0),\n",
       "   (4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0),\n",
       "   (4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0),\n",
       "   (4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0,\n",
       "    2.0),\n",
       "   (4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0),\n",
       "   (4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0,\n",
       "    4.0)),\n",
       "  'ur_ec_tou_mat': ((1.0, 1.0, 1e+38, 0.0, 0.05, 0.0),\n",
       "   (2.0, 1.0, 1e+38, 0.0, 0.075, 0.0),\n",
       "   (3.0, 1.0, 1e+38, 0.0, 0.06, 0.0),\n",
       "   (4.0, 1.0, 1e+38, 0.0, 0.05, 0.0)),\n",
       "  'ur_en_ts_buy_rate': 0.0,\n",
       "  'ur_en_ts_sell_rate': 0.0,\n",
       "  'ur_metering_option': 0.0,\n",
       "  'ur_monthly_fixed_charge': 30.0,\n",
       "  'ur_monthly_min_charge': 0.0,\n",
       "  'ur_nm_credit_month': 11.0,\n",
       "  'ur_nm_credit_rollover': 0.0,\n",
       "  'ur_nm_yearend_sell_rate': 0.0,\n",
       "  'ur_ts_buy_rate': (0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
       "   0.0,\n",
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       "   1e+38,\n",
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       "   1e+38,\n",
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       "   1e+38,\n",
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       "   1e+38,\n",
       "   1e+38,\n",
       "   1e+38,\n",
       "   1e+38,\n",
       "   1e+38,\n",
       "   1e+38,\n",
       "   1e+38,\n",
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       "   1e+38,\n",
       "   1e+38,\n",
       "   1e+38,\n",
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       "   1e+38,\n",
       "   1e+38,\n",
       "   1e+38,\n",
       "   ...),\n",
       "  'grid_interconnection_limit_kwac': 100000.0},\n",
       " 'AdjustmentFactors': {'constant': 0.0, 'dc_constant': 0.0},\n",
       " 'Outputs': {}}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sam1.__getattribute__('SolarResource').use_wf_albedo\n",
    "dic = sam1.export()\n",
    "dic"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b494a44a",
   "metadata": {},
   "source": [
    "Or save it as a csv if you want to explore the categories and variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5b9b3eaa",
   "metadata": {},
   "outputs": [],
   "source": [
    "filesave = os.path.join(datafolder,'JSON_Default.xlsx')\n",
    "\n",
    "workbook = xlsxwriter.Workbook(filesave)\n",
    "worksheet = workbook.add_worksheet()\n",
    "row = 0\n",
    "col = 0\n",
    "order=sorted(dic.keys())\n",
    "for key in order:\n",
    "    row += 1\n",
    "    worksheet.write(row, col,     key)\n",
    "    for item in dic[key]:\n",
    "        worksheet.write(row, col + 1, item)\n",
    "        worksheet.write(row, col + 2, str(dic[key][item]))\n",
    "\n",
    "        row += 1\n",
    "\n",
    "workbook.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fbbbcd1d",
   "metadata": {},
   "source": [
    "<a id='step2'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae73e68c",
   "metadata": {},
   "source": [
    "<a id='step2'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8cdbd70",
   "metadata": {},
   "source": [
    "# 2.  Set values that should not be default to represent our system:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "eaeb2d2f",
   "metadata": {},
   "outputs": [],
   "source": [
    "solar_resource_file = r'data/SAM Downloaded Weather Files/SRRL_WeatherFile_SAM_60_2020.csv'\n",
    "albedo = [0.20000000298023224, 0.20000000298023224, 0.20000000298023224, 0.20000000298023224, 0.20000000298023224, 0.20000000298023224, 0.20000000298023224, 0.20000000298023224, 0.20000000298023224, 0.20000000298023224, 0.20000000298023224, 0.20000000298023224]\n",
    "\n",
    "module_aspect_ratio = 2\n",
    "\n",
    "subarray1_track_mode = 1\n",
    "subarray1_backtrack = 1\n",
    "subarray1_rotlim = 50\n",
    "\n",
    "subarray1_gcr = 0.34903\n",
    "subarray1_modules_per_string = 20\n",
    "subarray1_nstrings = 10\n",
    "subarray1_nmodx = 20\n",
    "subarray1_nmody = 1\n",
    "subarray1_shade_mode = 1\n",
    "\n",
    "inverter_count = 10\n",
    "\n",
    "subarray1_rear_irradiance_loss = 10\n",
    "subarray1_soiling = [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n",
    "use_wf_albedo = 1\n",
    "# cec_a_ref = 1.885731\n",
    "# inv_snl_vdco = 310\n",
    "#  part of Inverter mppt_low_inverter = 100\n",
    "subarray1_tilt = 0 \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "366b3bda",
   "metadata": {},
   "outputs": [],
   "source": [
    "newval = { 'SolarResource': {\n",
    "                            'albedo': albedo,\n",
    "                            'use_wf_albedo': use_wf_albedo},\n",
    "           'SystemDesign' : {\n",
    "                            'inverter_count':inverter_count,\n",
    "                            'subarray1_backtrack':subarray1_backtrack,\n",
    "                            'subarray1_gcr':subarray1_gcr,\n",
    "                            'subarray1_modules_per_string':subarray1_modules_per_string,\n",
    "                            'subarray1_nstrings':subarray1_nstrings,\n",
    "                            'subarray1_rotlim':subarray1_rotlim,\n",
    "                            'subarray1_track_mode':subarray1_track_mode,\n",
    "                            'subarray1_tilt': subarray1_tilt},\n",
    "            'Layout':      {\n",
    "                            'module_aspect_ratio': module_aspect_ratio,\n",
    "                            'subarray1_nmodx':subarray1_nmodx,\n",
    "                            'subarray1_nmody':subarray1_nmody},\n",
    "            'Shading' :    {'subarray1_shade_mode':subarray1_shade_mode},\n",
    "            'Losses' :     {\n",
    "                            'subarray1_soiling':subarray1_soiling,\n",
    "                            'subarray1_rear_irradiance_loss':subarray1_rear_irradiance_loss},\n",
    "             }\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f204deb",
   "metadata": {},
   "source": [
    "We are going to use the method <b>'assign'</b>, becasue that only replaces the values we are providing. <b>'replace'</b> replaces all the internally generated dictionary entries with only the ones we are providing. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "bedae8e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "sam1.assign(newval)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b08eb76c",
   "metadata": {},
   "source": [
    "<a id='step3'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d62a271",
   "metadata": {},
   "source": [
    "# 3. Assign Solar Resource\n",
    "\n",
    "No solar resource is assigned by default. If this is not assigned the simulation will not run."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b69c8ec4",
   "metadata": {},
   "outputs": [],
   "source": [
    "sam1.SolarResource.solar_resource_file = solar_resource_file"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c3e333b",
   "metadata": {},
   "source": [
    "<a id='step4'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6def5ed3",
   "metadata": {},
   "source": [
    "# 4. Obtaining the MODULE Data\n",
    "\n",
    "Two methods are explored: \n",
    "    1. Using PVLib\n",
    "    2. getting SAM's CEC library URL and reading the csv."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29b1f641",
   "metadata": {},
   "source": [
    "<a id='step4a'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89563d10",
   "metadata": {},
   "source": [
    "### 4A. Using PVLib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c210ed87",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Technology</th>\n",
       "      <th>Bifacial</th>\n",
       "      <th>STC</th>\n",
       "      <th>PTC</th>\n",
       "      <th>A_c</th>\n",
       "      <th>Length</th>\n",
       "      <th>Width</th>\n",
       "      <th>N_s</th>\n",
       "      <th>I_sc_ref</th>\n",
       "      <th>V_oc_ref</th>\n",
       "      <th>...</th>\n",
       "      <th>a_ref</th>\n",
       "      <th>I_L_ref</th>\n",
       "      <th>I_o_ref</th>\n",
       "      <th>R_s</th>\n",
       "      <th>R_sh_ref</th>\n",
       "      <th>Adjust</th>\n",
       "      <th>gamma_r</th>\n",
       "      <th>BIPV</th>\n",
       "      <th>Version</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A10Green_Technology_A10J_S72_175</th>\n",
       "      <td>Mono-c-Si</td>\n",
       "      <td>0</td>\n",
       "      <td>175.0914</td>\n",
       "      <td>151.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.576</td>\n",
       "      <td>0.825</td>\n",
       "      <td>72</td>\n",
       "      <td>5.17</td>\n",
       "      <td>43.99</td>\n",
       "      <td>...</td>\n",
       "      <td>1.981696</td>\n",
       "      <td>5.175703</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.316688</td>\n",
       "      <td>287.102203</td>\n",
       "      <td>16.057121</td>\n",
       "      <td>-0.5072</td>\n",
       "      <td>N</td>\n",
       "      <td>SAM 2018.11.11 r2</td>\n",
       "      <td>1/3/2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A10Green_Technology_A10J_S72_180</th>\n",
       "      <td>Mono-c-Si</td>\n",
       "      <td>0</td>\n",
       "      <td>179.928</td>\n",
       "      <td>155.7</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.576</td>\n",
       "      <td>0.825</td>\n",
       "      <td>72</td>\n",
       "      <td>5.31</td>\n",
       "      <td>44.06</td>\n",
       "      <td>...</td>\n",
       "      <td>1.988414</td>\n",
       "      <td>5.316148</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.299919</td>\n",
       "      <td>259.047943</td>\n",
       "      <td>16.418983</td>\n",
       "      <td>-0.5072</td>\n",
       "      <td>N</td>\n",
       "      <td>SAM 2018.11.11 r2</td>\n",
       "      <td>1/3/2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A10Green_Technology_A10J_S72_185</th>\n",
       "      <td>Mono-c-Si</td>\n",
       "      <td>0</td>\n",
       "      <td>184.7016</td>\n",
       "      <td>160.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.576</td>\n",
       "      <td>0.825</td>\n",
       "      <td>72</td>\n",
       "      <td>5.43</td>\n",
       "      <td>44.14</td>\n",
       "      <td>...</td>\n",
       "      <td>1.984817</td>\n",
       "      <td>5.435676</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.311962</td>\n",
       "      <td>298.424438</td>\n",
       "      <td>15.688233</td>\n",
       "      <td>-0.5072</td>\n",
       "      <td>N</td>\n",
       "      <td>SAM 2018.11.11 r2</td>\n",
       "      <td>1/3/2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A10Green_Technology_A10J_M60_220</th>\n",
       "      <td>Multi-c-Si</td>\n",
       "      <td>0</td>\n",
       "      <td>219.876</td>\n",
       "      <td>189.1</td>\n",
       "      <td>1.624</td>\n",
       "      <td>1.632</td>\n",
       "      <td>0.995</td>\n",
       "      <td>60</td>\n",
       "      <td>7.95</td>\n",
       "      <td>36.06</td>\n",
       "      <td>...</td>\n",
       "      <td>1.673094</td>\n",
       "      <td>7.959062</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.140393</td>\n",
       "      <td>123.168404</td>\n",
       "      <td>21.875164</td>\n",
       "      <td>-0.5196</td>\n",
       "      <td>N</td>\n",
       "      <td>SAM 2018.11.11 r2</td>\n",
       "      <td>1/3/2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A10Green_Technology_A10J_M60_225</th>\n",
       "      <td>Multi-c-Si</td>\n",
       "      <td>0</td>\n",
       "      <td>224.9856</td>\n",
       "      <td>193.5</td>\n",
       "      <td>1.624</td>\n",
       "      <td>1.632</td>\n",
       "      <td>0.995</td>\n",
       "      <td>60</td>\n",
       "      <td>8.04</td>\n",
       "      <td>36.24</td>\n",
       "      <td>...</td>\n",
       "      <td>1.671782</td>\n",
       "      <td>8.047206</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.14737</td>\n",
       "      <td>164.419479</td>\n",
       "      <td>20.698376</td>\n",
       "      <td>-0.5196</td>\n",
       "      <td>N</td>\n",
       "      <td>SAM 2018.11.11 r2</td>\n",
       "      <td>1/3/2019</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  Technology Bifacial       STC    PTC    A_c  \\\n",
       "A10Green_Technology_A10J_S72_175   Mono-c-Si        0  175.0914  151.2    1.3   \n",
       "A10Green_Technology_A10J_S72_180   Mono-c-Si        0   179.928  155.7    1.3   \n",
       "A10Green_Technology_A10J_S72_185   Mono-c-Si        0  184.7016  160.2    1.3   \n",
       "A10Green_Technology_A10J_M60_220  Multi-c-Si        0   219.876  189.1  1.624   \n",
       "A10Green_Technology_A10J_M60_225  Multi-c-Si        0  224.9856  193.5  1.624   \n",
       "\n",
       "                                 Length  Width N_s I_sc_ref V_oc_ref  ...  \\\n",
       "A10Green_Technology_A10J_S72_175  1.576  0.825  72     5.17    43.99  ...   \n",
       "A10Green_Technology_A10J_S72_180  1.576  0.825  72     5.31    44.06  ...   \n",
       "A10Green_Technology_A10J_S72_185  1.576  0.825  72     5.43    44.14  ...   \n",
       "A10Green_Technology_A10J_M60_220  1.632  0.995  60     7.95    36.06  ...   \n",
       "A10Green_Technology_A10J_M60_225  1.632  0.995  60     8.04    36.24  ...   \n",
       "\n",
       "                                     a_ref   I_L_ref I_o_ref       R_s  \\\n",
       "A10Green_Technology_A10J_S72_175  1.981696  5.175703     0.0  0.316688   \n",
       "A10Green_Technology_A10J_S72_180  1.988414  5.316148     0.0  0.299919   \n",
       "A10Green_Technology_A10J_S72_185  1.984817  5.435676     0.0  0.311962   \n",
       "A10Green_Technology_A10J_M60_220  1.673094  7.959062     0.0  0.140393   \n",
       "A10Green_Technology_A10J_M60_225  1.671782  8.047206     0.0   0.14737   \n",
       "\n",
       "                                    R_sh_ref     Adjust gamma_r BIPV  \\\n",
       "A10Green_Technology_A10J_S72_175  287.102203  16.057121 -0.5072    N   \n",
       "A10Green_Technology_A10J_S72_180  259.047943  16.418983 -0.5072    N   \n",
       "A10Green_Technology_A10J_S72_185  298.424438  15.688233 -0.5072    N   \n",
       "A10Green_Technology_A10J_M60_220  123.168404  21.875164 -0.5196    N   \n",
       "A10Green_Technology_A10J_M60_225  164.419479  20.698376 -0.5196    N   \n",
       "\n",
       "                                            Version      Date  \n",
       "A10Green_Technology_A10J_S72_175  SAM 2018.11.11 r2  1/3/2019  \n",
       "A10Green_Technology_A10J_S72_180  SAM 2018.11.11 r2  1/3/2019  \n",
       "A10Green_Technology_A10J_S72_185  SAM 2018.11.11 r2  1/3/2019  \n",
       "A10Green_Technology_A10J_M60_220  SAM 2018.11.11 r2  1/3/2019  \n",
       "A10Green_Technology_A10J_M60_225  SAM 2018.11.11 r2  1/3/2019  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pvlib\n",
    "CECMODS = pvlib.pvsystem.retrieve_sam(name='CECMod')\n",
    "\n",
    "# the CEC modules are a pandas DataFrame oriented as columns, transpose to arrange\n",
    "# as indices\n",
    "CECMODS.T.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "755749a4",
   "metadata": {},
   "source": [
    "The Module we want for this simulation has this name in SAM: <b> \"Prism Solar Technologies_ Inc. Bi72-457BSTC\" </b>. The name should be written similar with underscores, but is not always teh same in the database. To make it easier, we filter by keywords."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2d39f53a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Prism_Solar_Technologies_Bi72_457BSTC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Technology</th>\n",
       "      <td>Multi-c-Si</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bifacial</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STC</th>\n",
       "      <td>360.214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PTC</th>\n",
       "      <td>327.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A_c</th>\n",
       "      <td>1.979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Length</th>\n",
       "      <td>2.011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Width</th>\n",
       "      <td>0.984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>N_s</th>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>I_sc_ref</th>\n",
       "      <td>9.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V_oc_ref</th>\n",
       "      <td>48.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>I_mp_ref</th>\n",
       "      <td>9.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V_mp_ref</th>\n",
       "      <td>38.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alpha_sc</th>\n",
       "      <td>0.004675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beta_oc</th>\n",
       "      <td>-0.139925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>T_NOCT</th>\n",
       "      <td>47.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>a_ref</th>\n",
       "      <td>1.885731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>I_L_ref</th>\n",
       "      <td>9.80468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>I_o_ref</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_s</th>\n",
       "      <td>0.396799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_sh_ref</th>\n",
       "      <td>830.975952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adjust</th>\n",
       "      <td>10.40003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gamma_r</th>\n",
       "      <td>-0.4028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BIPV</th>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Version</th>\n",
       "      <td>SAM 2018.11.11 r2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <td>1/3/2019</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Prism_Solar_Technologies_Bi72_457BSTC\n",
       "Technology                            Multi-c-Si\n",
       "Bifacial                                       1\n",
       "STC                                      360.214\n",
       "PTC                                        327.6\n",
       "A_c                                        1.979\n",
       "Length                                     2.011\n",
       "Width                                      0.984\n",
       "N_s                                           72\n",
       "I_sc_ref                                     9.8\n",
       "V_oc_ref                                    48.2\n",
       "I_mp_ref                                    9.26\n",
       "V_mp_ref                                    38.9\n",
       "alpha_sc                                0.004675\n",
       "beta_oc                                -0.139925\n",
       "T_NOCT                                      47.4\n",
       "a_ref                                   1.885731\n",
       "I_L_ref                                  9.80468\n",
       "I_o_ref                                      0.0\n",
       "R_s                                     0.396799\n",
       "R_sh_ref                              830.975952\n",
       "Adjust                                  10.40003\n",
       "gamma_r                                  -0.4028\n",
       "BIPV                                           N\n",
       "Version                        SAM 2018.11.11 r2\n",
       "Date                                    1/3/2019"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs_220m_mods = CECMODS.T.index.str.startswith('Prism') & CECMODS.T.index.str.contains('457BSTC')\n",
    "mymod = CECMODS.T[cs_220m_mods]\n",
    "mymod.T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8999deaa",
   "metadata": {},
   "source": [
    "Asigning variables about the bifaciality aspect of our site. This are saved inside the <b> 'CECPerformanceModelWithModuleDatabase' </b> but are not in the CEC table, they are default/user provided"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17117407",
   "metadata": {},
   "source": [
    "## B. Get File from the SAM repository URL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "12e25184",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Name</th>\n",
       "      <th>Prism Solar Technologies_ Inc. Bi72-457BSTC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Manufacturer</th>\n",
       "      <td>Prism Solar Technologies_ Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Technology</th>\n",
       "      <td>Multi-c-Si</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bifacial</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STC</th>\n",
       "      <td>360.214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PTC</th>\n",
       "      <td>327.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A_c</th>\n",
       "      <td>1.979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Length</th>\n",
       "      <td>2.011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Width</th>\n",
       "      <td>0.984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>N_s</th>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>I_sc_ref</th>\n",
       "      <td>9.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V_oc_ref</th>\n",
       "      <td>48.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>I_mp_ref</th>\n",
       "      <td>9.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V_mp_ref</th>\n",
       "      <td>38.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alpha_sc</th>\n",
       "      <td>0.004675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beta_oc</th>\n",
       "      <td>-0.139925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>T_NOCT</th>\n",
       "      <td>47.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>a_ref</th>\n",
       "      <td>1.885731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>I_L_ref</th>\n",
       "      <td>9.80468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>I_o_ref</th>\n",
       "      <td>7.72903E-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_s</th>\n",
       "      <td>0.396799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>R_sh_ref</th>\n",
       "      <td>830.975492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adjust</th>\n",
       "      <td>10.400029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gamma_r</th>\n",
       "      <td>-0.4028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BIPV</th>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Version</th>\n",
       "      <td>SAM 2020.2.29 r3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <td>11/25/2020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Name         Prism Solar Technologies_ Inc. Bi72-457BSTC\n",
       "Manufacturer              Prism Solar Technologies_ Inc.\n",
       "Technology                                    Multi-c-Si\n",
       "Bifacial                                               1\n",
       "STC                                              360.214\n",
       "PTC                                                327.6\n",
       "A_c                                                1.979\n",
       "Length                                             2.011\n",
       "Width                                              0.984\n",
       "N_s                                                   72\n",
       "I_sc_ref                                             9.8\n",
       "V_oc_ref                                            48.2\n",
       "I_mp_ref                                            9.26\n",
       "V_mp_ref                                            38.9\n",
       "alpha_sc                                        0.004675\n",
       "beta_oc                                        -0.139925\n",
       "T_NOCT                                              47.4\n",
       "a_ref                                           1.885731\n",
       "I_L_ref                                          9.80468\n",
       "I_o_ref                                      7.72903E-11\n",
       "R_s                                             0.396799\n",
       "R_sh_ref                                      830.975492\n",
       "Adjust                                         10.400029\n",
       "gamma_r                                          -0.4028\n",
       "BIPV                                                   N\n",
       "Version                                 SAM 2020.2.29 r3\n",
       "Date                                          11/25/2020"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Testing with a local file first downloaded. Please not that 'download' from Github web interface messes up the csv properties and this would fail.\n",
    "fileee= r'C:\\Users\\sayala\\Documents\\GitHub\\RTCanalysis\\BEST_Sam_PVsyst_BR_BVF_Results\\pySAM\\CEC Modules.csv'\n",
    "\n",
    "df = pd.read_csv(fileee, index_col=0)\n",
    "mymod = df.index.str.startswith('Prism') & df.index.str.contains('457BSTC')\n",
    "df[mymod].T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f9e5dc1b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac2b8332",
   "metadata": {},
   "source": [
    "The URL you see when you navigate to the github looks like:\n",
    "\n",
    "    >> https://github.com/NREL/SAM/blob/master/deploy/libraries/CEC%20Modules.csv\n",
    "    \n",
    "However, to access it you must rename the github.com to raw.githubusercontent.com, and also remove the 'blob' part, so\n",
    "\n",
    "    >> https://raw.githubusercontent.com/NREL/SAM/master/deploy/libraries/CEC%20Modules.csv'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e4fc1295",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = 'https://raw.githubusercontent.com/NREL/SAM/master/deploy/libraries/CEC%20Modules.csv'\n",
    "df = pd.read_csv(url, index_col=0)\n",
    "modfilter = df.index.str.startswith('Prism') & df.index.str.contains('457BSTC')\n",
    "mymod = df[modfilter]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3eeb507",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-warning\">\n",
    "<b>Note:</b> As of Oct 7th, the SAM GUI version corresponds to the 'patch' branch. This has a more updated version of the CEC csv. So we are atually going to use that one by repeating the above procedure but pointing to that branch. This might not be necessary or might change later on\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b8149c61",
   "metadata": {},
   "outputs": [],
   "source": [
    "masterdate = mymod['Date'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ad1820b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "#url = 'https://raw.githubusercontent.com/NREL/SAM/develop/deploy/libraries/CEC%20Modules.csv'\n",
    "url = 'https://raw.githubusercontent.com/NREL/SAM/patch/deploy/libraries/CEC%20Modules.csv'\n",
    "df = pd.read_csv(url, index_col=0)\n",
    "modfilter = df.index.str.startswith('Prism') & df.index.str.contains('457BSTC')\n",
    "mymod = df[modfilter]\n",
    "otherbranchdate = mymod['Date'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a3ee8d37",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Master database is dated: 12/19/2019\n",
      "Patch database is dated: 11/25/2020\n"
     ]
    }
   ],
   "source": [
    "print(\"Master database is dated:\", masterdate)\n",
    "print(\"Patch database is dated:\", otherbranchdate)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99804486",
   "metadata": {},
   "source": [
    "#### Assign the Variables to the SAM object from the CEC data\n",
    "\n",
    "This are read as strings, so we need to make "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "85575b2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "float(mymod.Bifacial[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f284a7fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "cec_a_ref = float(mymod.a_ref[0]) # 1.885731\n",
    "cec_adjust = float(mymod.Adjust[0]) # 10.400029\n",
    "cec_alpha_sc = float(mymod.alpha_sc[0]) # 0.004675\n",
    "cec_area = float(mymod.A_c[0]) # 1.979\n",
    "\n",
    "cec_beta_oc = float(mymod.beta_oc[0]) # -0.139925\n",
    "cec_gamma_r = float(mymod.gamma_r[0]) # -0.4028\n",
    "cec_i_l_ref = float(mymod.I_L_ref[0]) # 9.80468\n",
    "cec_i_mp_ref = float(mymod.I_mp_ref[0]) # 9.26\n",
    "cec_i_o_ref = float(mymod.I_o_ref[0]) # 7.72903e-11       # NOT THE SAME, DB says \"0.0\"\n",
    "cec_i_sc_ref = float(mymod.I_sc_ref[0]) # 9.8\n",
    "cec_is_bifacial = int(mymod.Bifacial[0]) # 1\n",
    "cec_module_length = float(mymod.Length[0]) # 2.011\n",
    "cec_module_width = float(mymod.Width[0]) # 0.984\n",
    "module_aspect_ratio = cec_module_length/cec_module_width    # 2.043699187\n",
    "\n",
    "\n",
    "cec_n_s = float(mymod.N_s[0]) # 72\n",
    "cec_r_s = float(mymod.R_s[0]) #0.396799\n",
    "cec_r_sh_ref = float(mymod.R_sh_ref[0]) # 830.975492\n",
    "cec_t_noct = float(mymod.T_NOCT[0]) # 47.4\n",
    "cec_v_mp_ref = float(mymod.V_mp_ref[0]) # 38.9\n",
    "cec_v_oc_ref = float(mymod.V_oc_ref[0]) # 48.2\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "556cdefb",
   "metadata": {},
   "outputs": [],
   "source": [
    "cec_bifacial_ground_clearance_height = 1.5\n",
    "cec_bifacial_transmission_factor = 0\n",
    "cec_bifaciality = 0.694 # WHY IS THIS NOT IN THE CEC Data?\n",
    "\n",
    "# Temperature corrections -- We are not doing this. Should we?\n",
    "# cec_temp_corr_mode = 1?\n",
    "# cec_array_cols = 10 #    Already default\n",
    "# cec_array_rows = 1  #    Already default\n",
    "# ?? cec_temp_corr_mode\t0       ???\n",
    "# ?? cec_transient_thermal_model_unit_mass\t11.0919\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "da2c7ab7",
   "metadata": {},
   "outputs": [],
   "source": [
    "newval = { 'Layout':{'module_aspect_ratio':module_aspect_ratio},\n",
    "            'CECPerformanceModelWithModuleDatabase': {\n",
    "                'cec_a_ref': cec_a_ref,\n",
    "                'cec_adjust': cec_adjust,\n",
    "                'cec_alpha_sc': cec_alpha_sc,\n",
    "                'cec_area': cec_area,\n",
    "                'cec_beta_oc': cec_beta_oc,\n",
    "                'cec_gamma_r': cec_gamma_r,\n",
    "                'cec_i_l_ref': cec_i_l_ref,\n",
    "                'cec_i_mp_ref': cec_i_mp_ref,\n",
    "                'cec_i_o_ref': cec_i_o_ref,\n",
    "                'cec_i_sc_ref': cec_i_sc_ref,\n",
    "                'cec_is_bifacial': cec_is_bifacial,\n",
    "                'cec_module_length': cec_module_length,\n",
    "                'cec_module_width': cec_module_width,\n",
    "                'cec_n_s': cec_n_s,\n",
    "                'cec_r_s': cec_r_s,\n",
    "                'cec_r_sh_ref': cec_r_sh_ref,\n",
    "                'cec_t_noct': cec_t_noct,\n",
    "                'cec_v_mp_ref': cec_v_mp_ref,\n",
    "                'cec_v_oc_ref': cec_v_oc_ref,\n",
    "                'cec_bifacial_ground_clearance_height': cec_bifacial_ground_clearance_height,\n",
    "                'cec_bifacial_transmission_factor': cec_bifacial_transmission_factor,\n",
    "                'cec_bifaciality': cec_bifaciality\n",
    "             }}\n",
    "\n",
    "sam1.assign(newval)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ce41f54",
   "metadata": {},
   "source": [
    "## Get Inverter Values\n",
    "\n",
    "First let's download the database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "069c6b41",
   "metadata": {},
   "outputs": [],
   "source": [
    "#url = 'https://raw.githubusercontent.com/NREL/SAM/develop/deploy/libraries/CEC%20Modules.csv'\n",
    "url = 'https://raw.githubusercontent.com/NREL/SAM/patch/deploy/libraries/CEC%20Inverters.csv'\n",
    "df = pd.read_csv(url, index_col=0)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75898abd",
   "metadata": {},
   "source": [
    "Our inverter is 'Fronius USA: Fronius Symo 10.0-3 480 [480V]'. Using the same look-up technique as with the module"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "29e596eb",
   "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>Vac</th>\n",
       "      <th>Pso</th>\n",
       "      <th>Paco</th>\n",
       "      <th>Pdco</th>\n",
       "      <th>Vdco</th>\n",
       "      <th>C0</th>\n",
       "      <th>C1</th>\n",
       "      <th>C2</th>\n",
       "      <th>C3</th>\n",
       "      <th>Pnt</th>\n",
       "      <th>Vdcmax</th>\n",
       "      <th>Idcmax</th>\n",
       "      <th>Mppt_low</th>\n",
       "      <th>Mppt_high</th>\n",
       "      <th>CEC_Date</th>\n",
       "      <th>CEC_Type</th>\n",
       "      <th>CEC_hybrid</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Fronius USA: Fronius Symo 10.0-3 480 [480V]</th>\n",
       "      <td>480</td>\n",
       "      <td>64.071510</td>\n",
       "      <td>9995</td>\n",
       "      <td>10259.992188</td>\n",
       "      <td>670</td>\n",
       "      <td>-2.753997e-07</td>\n",
       "      <td>-0.000022</td>\n",
       "      <td>-0.000375</td>\n",
       "      <td>0.001689</td>\n",
       "      <td>2.998500</td>\n",
       "      <td>800</td>\n",
       "      <td>15.313421</td>\n",
       "      <td>100</td>\n",
       "      <td>800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Utility Interactive</td>\n",
       "      <td>empty</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             Vac        Pso  Paco  \\\n",
       "Name                                                                \n",
       "Fronius USA: Fronius Symo 10.0-3 480 [480V]  480  64.071510  9995   \n",
       "\n",
       "                                                     Pdco Vdco             C0  \\\n",
       "Name                                                                            \n",
       "Fronius USA: Fronius Symo 10.0-3 480 [480V]  10259.992188  670  -2.753997e-07   \n",
       "\n",
       "                                                    C1         C2        C3  \\\n",
       "Name                                                                          \n",
       "Fronius USA: Fronius Symo 10.0-3 480 [480V]  -0.000022  -0.000375  0.001689   \n",
       "\n",
       "                                                  Pnt Vdcmax     Idcmax  \\\n",
       "Name                                                                      \n",
       "Fronius USA: Fronius Symo 10.0-3 480 [480V]  2.998500    800  15.313421   \n",
       "\n",
       "                                            Mppt_low Mppt_high CEC_Date  \\\n",
       "Name                                                                      \n",
       "Fronius USA: Fronius Symo 10.0-3 480 [480V]      100       800      NaN   \n",
       "\n",
       "                                                        CEC_Type CEC_hybrid  \n",
       "Name                                                                         \n",
       "Fronius USA: Fronius Symo 10.0-3 480 [480V]  Utility Interactive      empty  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "modfilter = df.index.str.startswith('Fronius USA') & df.index.str.contains('480V')  & df.index.str.contains('10.0')\n",
    "myinv = df[modfilter]\n",
    "myinv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c44f962f",
   "metadata": {},
   "outputs": [],
   "source": [
    "inv_snl_c0 = float(myinv['C0'])\n",
    "inv_snl_c1 = float(myinv['C1'])\n",
    "inv_snl_c2 = float(myinv['C2'])\n",
    "inv_snl_c3 = float(myinv['C3'])\n",
    "inv_snl_paco = float(myinv['Paco'])\n",
    "inv_snl_pdco = float(myinv['Pdco']) \n",
    "inv_snl_pnt = float(myinv['Pnt'])\n",
    "inv_snl_pso = float(myinv['Pso'])\n",
    "inv_snl_vdcmax = float(myinv['Vdcmax'])\n",
    "inv_snl_vdco =  float(myinv['Vdco'])\n",
    "mppt_low_inverter = float(myinv['Mppt_low'])\n",
    "mppt_hi_inverter = float(myinv['Mppt_high'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0150f1f2",
   "metadata": {},
   "source": [
    "You can set an individual value with __setattr__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "7d534325",
   "metadata": {},
   "outputs": [],
   "source": [
    "sam1.Inverter.__setattr__('inv_snl_paco', inv_snl_paco)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1714b31e",
   "metadata": {},
   "source": [
    "Or do them all together like we've been doing in dictionary format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "a351724e",
   "metadata": {},
   "outputs": [],
   "source": [
    "newval = {  'Inverter':            { 'inv_snl_paco': inv_snl_paco,\n",
    "                                   'mppt_low_inverter': mppt_low_inverter,\n",
    "                                   'mppt_hi_inverter': mppt_hi_inverter},\n",
    "            'InverterCECDatabase': {\n",
    "                                    'inv_snl_c0': inv_snl_c0,\n",
    "                                    'inv_snl_c1': inv_snl_c1,\n",
    "                                    'inv_snl_c2': inv_snl_c2,\n",
    "                                    'inv_snl_c3': inv_snl_c3,\n",
    "                                    'inv_snl_paco': inv_snl_paco,\n",
    "                                    'inv_snl_pdco': inv_snl_pdco,\n",
    "                                    'inv_snl_pnt': inv_snl_pnt,\n",
    "                                    'inv_snl_pso': inv_snl_pso,\n",
    "                                    'inv_snl_vdcmax': inv_snl_vdcmax,\n",
    "                                    'inv_snl_vdco': inv_snl_vdco\n",
    "             }}\n",
    "\n",
    "sam1.assign(newval)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "223893e8",
   "metadata": {},
   "source": [
    "# Assign VALUES From the GUI\n",
    "\n",
    "Some values are calculated internally by the SAM GUI based on other values you provide. To identify this items, you can look in the documentation for the warning \"Changes to this variable may require updating the values of the following:\" or \"This variable may need to be updated if the values of the following have changed\".\n",
    "\n",
    "\n",
    "<div class=\"alert alert-block alert-warning\">\n",
    "<b>Note:</b> There is no way for pySAM to calculate these updates internally at the moment. \n",
    "</div>\n",
    "\n",
    "The easiest is to simulate your parameters so far in the GUI, and get the values from there. Alternatively, you could export the whole simulation as a JSON, load it and execute it. However for this tutorial we are starting from the default and modifying it here, so let's assign those values now.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "2782b3aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "inv_snl_eff_cec = 96.776\n",
    "system_capacity =  72.04280090332031\n",
    "inverter_count = 10\n",
    "inv_tdc_cec_db = [[1, 52.79999923706055, -0.020999999716877937]] # Temperature derate curves for CEC Database [(Vdc, C, %/C)]\n",
    "\n",
    "sam1.SystemDesign.__setattr__('system_capacity', system_capacity)\n",
    "sam1.Inverter.__setattr__('inv_snl_eff_cec', inv_snl_eff_cec)\n",
    "sam1.Inverter.__setattr__('inverter_count', inverter_count)\n",
    "sam1.InverterCECDatabase.__setattr__('inv_tdc_cec_db', inv_tdc_cec_db)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0cee7b1b",
   "metadata": {},
   "source": [
    "# SAVING"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "286c2c8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "sam1.execute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "92e5b653",
   "metadata": {},
   "outputs": [],
   "source": [
    "foo = sam1.Outputs.export()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "5e629ed0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ac_lifetime_loss',\n",
       " 'ac_loss',\n",
       " 'ac_perf_adj_loss',\n",
       " 'ac_transmission_loss',\n",
       " 'ac_wiring_loss',\n",
       " 'airmass',\n",
       " 'alb',\n",
       " 'annual_ac_gross',\n",
       " 'annual_ac_inv_clip_loss_percent',\n",
       " 'annual_ac_inv_eff_loss_percent',\n",
       " 'annual_ac_inv_pnt_loss_percent',\n",
       " 'annual_ac_inv_pso_loss_percent',\n",
       " 'annual_ac_lifetime_loss_percent',\n",
       " 'annual_ac_loss_ond',\n",
       " 'annual_ac_perf_adj_loss_percent',\n",
       " 'annual_ac_wiring_loss',\n",
       " 'annual_ac_wiring_loss_percent',\n",
       " 'annual_dc_diodes_loss',\n",
       " 'annual_dc_diodes_loss_percent',\n",
       " 'annual_dc_gross',\n",
       " 'annual_dc_inv_tdc_loss_percent',\n",
       " 'annual_dc_invmppt_loss',\n",
       " 'annual_dc_lifetime_loss_percent',\n",
       " 'annual_dc_loss_ond',\n",
       " 'annual_dc_mismatch_loss',\n",
       " 'annual_dc_mismatch_loss_percent',\n",
       " 'annual_dc_module_loss_percent',\n",
       " 'annual_dc_mppt_clip_loss_percent',\n",
       " 'annual_dc_nameplate_loss',\n",
       " 'annual_dc_nameplate_loss_percent',\n",
       " 'annual_dc_net',\n",
       " 'annual_dc_nominal',\n",
       " 'annual_dc_optimizer_loss',\n",
       " 'annual_dc_optimizer_loss_percent',\n",
       " 'annual_dc_perf_adj_loss_percent',\n",
       " 'annual_dc_snow_loss_percent',\n",
       " 'annual_dc_tracking_loss',\n",
       " 'annual_dc_tracking_loss_percent',\n",
       " 'annual_dc_wiring_loss',\n",
       " 'annual_dc_wiring_loss_percent',\n",
       " 'annual_energy',\n",
       " 'annual_energy_distribution_time',\n",
       " 'annual_gh',\n",
       " 'annual_inv_cliploss',\n",
       " 'annual_inv_pntloss',\n",
       " 'annual_inv_psoloss',\n",
       " 'annual_inv_tdcloss',\n",
       " 'annual_poa_beam_eff',\n",
       " 'annual_poa_beam_nom',\n",
       " 'annual_poa_cover_loss_percent',\n",
       " 'annual_poa_eff',\n",
       " 'annual_poa_front',\n",
       " 'annual_poa_nom',\n",
       " 'annual_poa_rear',\n",
       " 'annual_poa_rear_gain_percent',\n",
       " 'annual_poa_shaded',\n",
       " 'annual_poa_shaded_soiled',\n",
       " 'annual_poa_shading_loss_percent',\n",
       " 'annual_poa_soiling_loss_percent',\n",
       " 'annual_subarray1_dc_diodes_loss',\n",
       " 'annual_subarray1_dc_gross',\n",
       " 'annual_subarray1_dc_mismatch_loss',\n",
       " 'annual_subarray1_dc_nameplate_loss',\n",
       " 'annual_subarray1_dc_tracking_loss',\n",
       " 'annual_subarray1_dc_wiring_loss',\n",
       " 'annual_total_loss_percent',\n",
       " 'annual_transmission_loss',\n",
       " 'annual_transmission_loss_percent',\n",
       " 'annual_xfmr_loss_percent',\n",
       " 'capacity_factor',\n",
       " 'capacity_factor_ac',\n",
       " 'dc_degrade_factor',\n",
       " 'dc_invmppt_loss',\n",
       " 'dc_net',\n",
       " 'dc_snow_loss',\n",
       " 'df',\n",
       " 'dn',\n",
       " 'gen',\n",
       " 'gh',\n",
       " 'gh_calc',\n",
       " 'inv_cliploss',\n",
       " 'inv_eff',\n",
       " 'inv_pntloss',\n",
       " 'inv_psoloss',\n",
       " 'inv_tdcloss',\n",
       " 'inv_total_loss',\n",
       " 'inverterMPPT1_DCVoltage',\n",
       " 'kwh_per_kw',\n",
       " 'monthly_dc',\n",
       " 'monthly_energy',\n",
       " 'monthly_poa_beam_eff',\n",
       " 'monthly_poa_beam_nom',\n",
       " 'monthly_poa_eff',\n",
       " 'monthly_poa_front',\n",
       " 'monthly_poa_nom',\n",
       " 'monthly_poa_rear',\n",
       " 'nameplate_dc_rating',\n",
       " 'performance_ratio',\n",
       " 'poa_beam_eff',\n",
       " 'poa_beam_nom',\n",
       " 'poa_eff',\n",
       " 'poa_front',\n",
       " 'poa_nom',\n",
       " 'poa_rear',\n",
       " 'poa_shaded',\n",
       " 'poa_shaded_soiled',\n",
       " 'shadedb_subarray1_shade_frac',\n",
       " 'sixpar_Adj',\n",
       " 'sixpar_Il',\n",
       " 'sixpar_Io',\n",
       " 'sixpar_Rs',\n",
       " 'sixpar_Rsh',\n",
       " 'sixpar_a',\n",
       " 'snowdepth',\n",
       " 'sol_alt',\n",
       " 'sol_azi',\n",
       " 'sol_zen',\n",
       " 'subarray1_aoi',\n",
       " 'subarray1_aoi_modifier',\n",
       " 'subarray1_axisrot',\n",
       " 'subarray1_beam_shading_factor',\n",
       " 'subarray1_celltemp',\n",
       " 'subarray1_celltempSS',\n",
       " 'subarray1_dc_gross',\n",
       " 'subarray1_dc_voltage',\n",
       " 'subarray1_dcloss',\n",
       " 'subarray1_idealrot',\n",
       " 'subarray1_isc',\n",
       " 'subarray1_linear_derate',\n",
       " 'subarray1_modeff',\n",
       " 'subarray1_poa_eff',\n",
       " 'subarray1_poa_eff_beam',\n",
       " 'subarray1_poa_eff_diff',\n",
       " 'subarray1_poa_front',\n",
       " 'subarray1_poa_nom',\n",
       " 'subarray1_poa_rear',\n",
       " 'subarray1_poa_shaded',\n",
       " 'subarray1_poa_shaded_soiled',\n",
       " 'subarray1_soiling_derate',\n",
       " 'subarray1_ss_derate',\n",
       " 'subarray1_ss_diffuse_derate',\n",
       " 'subarray1_ss_reflected_derate',\n",
       " 'subarray1_surf_azi',\n",
       " 'subarray1_surf_tilt',\n",
       " 'subarray1_voc',\n",
       " 'sunpos_hour',\n",
       " 'sunup',\n",
       " 'tdry',\n",
       " 'ts_shift_hours',\n",
       " 'wspd',\n",
       " 'xfmr_ll_ts',\n",
       " 'xfmr_ll_year1',\n",
       " 'xfmr_loss_ts',\n",
       " 'xfmr_loss_year1',\n",
       " 'xfmr_nll_ts',\n",
       " 'xfmr_nll_year1']"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#foo['subarray1_poa_rear']\n",
    "#foo['subarray1_dc_gross']\n",
    "list(foo.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8fd51a13",
   "metadata": {},
   "outputs": [],
   "source": [
    "filesave = os.path.join(datafolder,'pySAM_Outputs.xlsx')\n",
    "\n",
    "workbook = xlsxwriter.Workbook(filesave)\n",
    "worksheet = workbook.add_worksheet()\n",
    "\n",
    "row=0\n",
    "col=0\n",
    "\n",
    "for key in foo.keys():\n",
    "    row += 1\n",
    "    worksheet.write(row, col, key)\n",
    "    worksheet.write(row, col + 1, str(foo[key]))\n",
    "\n",
    "workbook.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "910d7ac8",
   "metadata": {},
   "source": [
    "<a id='stepExtra1'></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8009ea7",
   "metadata": {},
   "source": [
    "# ::Extra:: Comparison of pySAM Default vs SAM GUI exported values"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46555ed3",
   "metadata": {},
   "source": [
    "If you have a JSON that you exported from SAM, it will look a bit different than the default pySAM object you created. pySAM groups all variables grouped by different categories. The below code will save that so you can compare the values between those of a SAM simulation and this default. Your SAM JSON will also have more variables for the grid, and economic calculation tabs which we have not created in the pySAM object yet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7dd21153",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prism File\n",
    "Prismfile = os.path.join(datafolder,'Row2Prism.json')\n",
    "\n",
    "with open(Prismfile) as f:\n",
    "    dic = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "08f87ebf",
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "filesave = os.path.join(datafolder,'JSON_Prism.xlsx')\n",
    "\n",
    "workbook = xlsxwriter.Workbook(filesave)\n",
    "worksheet = workbook.add_worksheet()\n",
    "\n",
    "row=0\n",
    "col=0\n",
    "\n",
    "for key in dic.keys():\n",
    "    row += 1\n",
    "    worksheet.write(row, col, key)\n",
    "    worksheet.write(row, col + 1, str(dic[key]))\n",
    "\n",
    "workbook.close()\n",
    "''';"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7f737e92",
   "metadata": {},
   "outputs": [],
   "source": [
    "maincomparisonvars = [sam1.AdjustmentFactors,\n",
    " sam1.CECPerformanceModelWithModuleDatabase,\n",
    " sam1.Inverter,\n",
    " sam1.InverterCECDatabase,\n",
    " sam1.Layout,\n",
    " sam1.Lifetime,\n",
    " sam1.Load,\n",
    " sam1.Losses,\n",
    " sam1.MermoudLejeuneSingleDiodeModel,\n",
    " sam1.Module,\n",
    " sam1.Shading,\n",
    " sam1.SolarResource,\n",
    " sam1.SystemDesign]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c5ecd8c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "d4 = dict(maincomparisonvars[0].export())\n",
    "for category in maincomparisonvars[1:]:\n",
    "    d4.update(category.export())\n",
    "    \n",
    "pySAMdic = pd.DataFrame.from_dict(d4, orient='index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6c853d14",
   "metadata": {},
   "outputs": [],
   "source": [
    "guiSAMdic = pd.DataFrame.from_dict(dic,orient='index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bf17d318",
   "metadata": {},
   "outputs": [],
   "source": [
    "guiSAMdic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4fdb58a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "result = pd.concat([guiSAMdic, pySAMdic], axis=1, join=\"inner\")\n",
    "result.columns = ['guiSAM', 'pySAM']\n",
    "result.to_csv(os.path.join(Resultsfolder, 'Side Comparison.csv'))"
   ]
  }
 ],
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