docs/tutorials/12 - Advanced topics - AgriPV Clearance Height Evaluation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 12 - Advanced topics - AgriPV Clearance Height Evaluation\n",
    "\n",
    "This journal is based on Journal 11, now looping through various clearance-heights of the modules to evaluate ground irradiance and bifacial gain.\n",
    "\n",
    "\n",
    "![AgriPV Bifacial Clearance Height Study](../images_wiki/AdvancedJournals/AgriPV_CHStudy.PNG)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='step1'></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your simulation will be stored in C:\\Users\\sayala\\Documents\\GitHub\\bifacial_radiance\\bifacial_radiance\\TEMP\\Tutorial_12\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from pathlib import Path\n",
    "\n",
    "testfolder = str(Path().resolve().parent.parent / 'bifacial_radiance' / 'TEMP' / 'Tutorial_12')\n",
    "if not os.path.exists(testfolder):\n",
    "    os.makedirs(testfolder)\n",
    "    \n",
    "print (\"Your simulation will be stored in %s\" % testfolder)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bifacial_radiance import *   \n",
    "import numpy as np\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "startdt_tomato =datetime.datetime(2001,3,15,0)\n",
    "enddt_tomato = datetime.datetime(2001,6,30,23)\n",
    "startdt_kale = datetime.datetime(2001,9,15,0)\n",
    "enddt_kale = datetime.datetime(2001,10,31,23)\n",
    "startdt_PV = datetime.datetime(2001,1,1,0)\n",
    "enddt_PV = datetime.datetime(2001,12,31,23)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "path = C:\\Users\\sayala\\Documents\\GitHub\\bifacial_radiance\\bifacial_radiance\\TEMP\\Tutorial_12\n",
      "Making path: images\n",
      "Making path: objects\n",
      "Making path: results\n",
      "Making path: skies\n",
      "Making path: EPWs\n",
      "Making path: materials\n",
      "Loading albedo, 1 value(s), 0.200 avg\n",
      "1 nonzero albedo values.\n",
      "Getting weather file: USA_AZ_Tucson.Intl.AP.722740_TMY3.epw\n",
      " ... OK!\n"
     ]
    }
   ],
   "source": [
    "hub_heights = [4.3, 3.5, 2.5, 1.5]\n",
    "albedo = 0.2  #'grass'     # ground albedo\n",
    "crops = ['tomato', 'kale']\n",
    "\n",
    "# Redundant. Overwritihng the Radiance Obj for each loop below to have a unique name.\n",
    "demo = RadianceObj('tutorial_12', path=testfolder)  # Create a RadianceObj 'object'\n",
    "demo.setGround(albedo) # input albedo number or material name like 'concrete'.  To see options, run this without any input.\n",
    "lat = 32.22  # Tucson, AZ\n",
    "lon = -110.97  # Tucson, Az 32.2226° N, 110.9747° W\n",
    "epwfile = demo.getEPW(lat, lon) # NJ lat/lon 40.0583° N, 74.4057"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Loop over the different heights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "path = C:\\Users\\sayala\\Documents\\GitHub\\bifacial_radiance\\bifacial_radiance\\TEMP\\Tutorial_12\n",
      "Loading albedo, 1 value(s), 0.200 avg\n",
      "1 nonzero albedo values.\n",
      "\n",
      "Module Name: test-module\n",
      "Module was shifted by 0.078 in X to avoid sensors on air\n",
      "This is a Cell-Level detailed module with Packaging Factor of 0.81 %\n",
      "Module test-module updated in module.json\n",
      "Pre-existing .rad file objects\\test-module.rad will be overwritten\n",
      "\n",
      "Created height_430cm.oct\n",
      "\n",
      "Custom Object Name objects\\Post1.rad\n",
      "\n",
      "Custom Object Name objects\\Post2.rad\n",
      "\n",
      "Custom Object Name objects\\Post3.rad\n",
      "\n",
      "Custom Object Name objects\\Pile.rad\n",
      "PLANTING TOMATO\n",
      "8760 line in WeatherFile. Assuming this is a standard hourly WeatherFile for the year for purposes of saving Gencumulativesky temporary weather files in EPW folder.\n",
      "Coercing year to 2001\n",
      "Filtering dates\n",
      "Saving file EPWs\\metdata_temp.csv, # points: 8760\n",
      "Calculating Sun position for Metdata that is right-labeled  with a delta of -30 mins. i.e. 12 is 11:30 sunpos\n",
      "Loaded  EPWs\\metdata_temp.csv\n",
      "message: Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 74 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 25 > 10 W/m^2 on day 74 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 32 > 10 W/m^2 on day 76 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 41 > 10 W/m^2 on day 76 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 12 > 10 W/m^2 on day 78 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 28 > 10 W/m^2 on day 78 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 39 > 10 W/m^2 on day 79 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 22 > 10 W/m^2 on day 81 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 30 > 10 W/m^2 on day 81 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 36 > 10 W/m^2 on day 83 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 33 > 10 W/m^2 on day 83 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 35 > 10 W/m^2 on day 86 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 41 > 10 W/m^2 on day 86 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 43 > 10 W/m^2 on day 88 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 47 > 10 W/m^2 on day 88 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 43 > 10 W/m^2 on day 90 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 33 > 10 W/m^2 on day 91 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 41 > 10 W/m^2 on day 91 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 43 > 10 W/m^2 on day 93 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 45 > 10 W/m^2 on day 93 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 44 > 10 W/m^2 on day 95 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 50 > 10 W/m^2 on day 95 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 41 > 10 W/m^2 on day 96 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 47 > 10 W/m^2 on day 98 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 42 > 10 W/m^2 on day 98 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 53 > 10 W/m^2 on day 100 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 44 > 10 W/m^2 on day 100 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 36 > 10 W/m^2 on day 102 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 35 > 10 W/m^2 on day 103 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 31 > 10 W/m^2 on day 103 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 140 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 143 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 13 > 10 W/m^2 on day 145 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 147 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 14 > 10 W/m^2 on day 147 !Ibn is 0.  Attempting to continue!\n",
      "There were 1473 sun up hours in this climate file\n",
      "Total Ibh/Lbh: 0.000000\n",
      "Created height_430cm.oct\n",
      "Linescan in process: height_430cm_tomato_0_Front\n",
      "Linescan in process: height_430cm_tomato_0_Back\n",
      "Saved: results\\irr_height_430cm_tomato_0.csv\n",
      "Linescan in process: height_430cm_tomato_1_Front\n",
      "Linescan in process: height_430cm_tomato_1_Back\n",
      "Saved: results\\irr_height_430cm_tomato_1.csv\n",
      "Linescan in process: height_430cm_tomato_2_Front\n",
      "Linescan in process: height_430cm_tomato_2_Back\n",
      "Saved: results\\irr_height_430cm_tomato_2.csv\n",
      "Linescan in process: height_430cm_tomato_3_Front\n",
      "Linescan in process: height_430cm_tomato_3_Back\n",
      "Saved: results\\irr_height_430cm_tomato_3.csv\n",
      "Linescan in process: height_430cm_tomato_4_Front\n",
      "Linescan in process: height_430cm_tomato_4_Back\n",
      "Saved: results\\irr_height_430cm_tomato_4.csv\n",
      "Linescan in process: height_430cm_tomato_5_Front\n",
      "Linescan in process: height_430cm_tomato_5_Back\n",
      "Saved: results\\irr_height_430cm_tomato_5.csv\n",
      "Linescan in process: height_430cm_tomato_6_Front\n",
      "Linescan in process: height_430cm_tomato_6_Back\n",
      "Saved: results\\irr_height_430cm_tomato_6.csv\n",
      "Linescan in process: height_430cm_tomato_7_Front\n",
      "Linescan in process: height_430cm_tomato_7_Back\n",
      "Saved: results\\irr_height_430cm_tomato_7.csv\n",
      "Linescan in process: height_430cm_tomato_8_Front\n",
      "Linescan in process: height_430cm_tomato_8_Back\n",
      "Saved: results\\irr_height_430cm_tomato_8.csv\n",
      "Linescan in process: height_430cm_tomato_9_Front\n",
      "Linescan in process: height_430cm_tomato_9_Back\n",
      "Saved: results\\irr_height_430cm_tomato_9.csv\n",
      "Linescan in process: height_430cm_tomato_10_Front\n",
      "Linescan in process: height_430cm_tomato_10_Back\n",
      "Saved: results\\irr_height_430cm_tomato_10.csv\n",
      "Linescan in process: height_430cm_tomato_11_Front\n",
      "Linescan in process: height_430cm_tomato_11_Back\n",
      "Saved: results\\irr_height_430cm_tomato_11.csv\n",
      "Linescan in process: height_430cm_tomato_12_Front\n",
      "Linescan in process: height_430cm_tomato_12_Back\n",
      "Saved: results\\irr_height_430cm_tomato_12.csv\n",
      "Linescan in process: height_430cm_tomato_13_Front\n",
      "Linescan in process: height_430cm_tomato_13_Back\n",
      "Saved: results\\irr_height_430cm_tomato_13.csv\n",
      "Linescan in process: height_430cm_tomato_14_Front\n",
      "Linescan in process: height_430cm_tomato_14_Back\n",
      "Saved: results\\irr_height_430cm_tomato_14.csv\n",
      "Linescan in process: height_430cm_tomato_15_Front\n",
      "Linescan in process: height_430cm_tomato_15_Back\n",
      "Saved: results\\irr_height_430cm_tomato_15.csv\n",
      "Linescan in process: height_430cm_tomato_16_Front\n",
      "Linescan in process: height_430cm_tomato_16_Back\n",
      "Saved: results\\irr_height_430cm_tomato_16.csv\n",
      "Linescan in process: height_430cm_tomato_17_Front\n",
      "Linescan in process: height_430cm_tomato_17_Back\n",
      "Saved: results\\irr_height_430cm_tomato_17.csv\n",
      "Linescan in process: height_430cm_tomato_18_Front\n",
      "Linescan in process: height_430cm_tomato_18_Back\n",
      "Saved: results\\irr_height_430cm_tomato_18.csv\n",
      "Linescan in process: height_430cm_tomato_19_Front\n",
      "Linescan in process: height_430cm_tomato_19_Back\n",
      "Saved: results\\irr_height_430cm_tomato_19.csv\n",
      "Linescan in process: height_430cm_tomato_20_Front\n",
      "Linescan in process: height_430cm_tomato_20_Back\n",
      "Saved: results\\irr_height_430cm_tomato_20.csv\n",
      "Linescan in process: height_430cm_tomato_21_Front\n",
      "Linescan in process: height_430cm_tomato_21_Back\n",
      "Saved: results\\irr_height_430cm_tomato_21.csv\n",
      "Linescan in process: height_430cm_tomato_22_Front\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linescan in process: height_430cm_tomato_22_Back\n",
      "Saved: results\\irr_height_430cm_tomato_22.csv\n",
      "Linescan in process: height_430cm_tomato_23_Front\n",
      "Linescan in process: height_430cm_tomato_23_Back\n",
      "Saved: results\\irr_height_430cm_tomato_23.csv\n",
      "Linescan in process: height_430cm_tomato_24_Front\n",
      "Linescan in process: height_430cm_tomato_24_Back\n",
      "Saved: results\\irr_height_430cm_tomato_24.csv\n",
      "Linescan in process: height_430cm_tomato_25_Front\n",
      "Linescan in process: height_430cm_tomato_25_Back\n",
      "Saved: results\\irr_height_430cm_tomato_25.csv\n",
      "Linescan in process: height_430cm_tomato_26_Front\n",
      "Linescan in process: height_430cm_tomato_26_Back\n",
      "Saved: results\\irr_height_430cm_tomato_26.csv\n",
      "Linescan in process: height_430cm_tomato_27_Front\n",
      "Linescan in process: height_430cm_tomato_27_Back\n",
      "Saved: results\\irr_height_430cm_tomato_27.csv\n",
      "Linescan in process: height_430cm_tomato_28_Front\n",
      "Linescan in process: height_430cm_tomato_28_Back\n",
      "Saved: results\\irr_height_430cm_tomato_28.csv\n",
      "Linescan in process: height_430cm_tomato_29_Front\n",
      "Linescan in process: height_430cm_tomato_29_Back\n",
      "Saved: results\\irr_height_430cm_tomato_29.csv\n",
      "PLANTING KALE\n",
      "8760 line in WeatherFile. Assuming this is a standard hourly WeatherFile for the year for purposes of saving Gencumulativesky temporary weather files in EPW folder.\n",
      "Coercing year to 2001\n",
      "Filtering dates\n",
      "Saving file EPWs\\metdata_temp.csv, # points: 8760\n",
      "Calculating Sun position for Metdata that is right-labeled  with a delta of -30 mins. i.e. 12 is 11:30 sunpos\n",
      "Loaded  EPWs\\metdata_temp.csv\n",
      "message: Error!  Solar altitude is -11 < -6 degrees and Idh = 21 > 10 W/m^2 on day 258 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 17 > 10 W/m^2 on day 259 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 24 > 10 W/m^2 on day 259 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 11 > 10 W/m^2 on day 261 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 261 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 12 > 10 W/m^2 on day 264 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 13 > 10 W/m^2 on day 266 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 14 > 10 W/m^2 on day 268 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 13 > 10 W/m^2 on day 269 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 19 > 10 W/m^2 on day 289 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 22 > 10 W/m^2 on day 289 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 14 > 10 W/m^2 on day 291 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 18 > 10 W/m^2 on day 291 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 12 > 10 W/m^2 on day 294 !Ibn is 0.  Attempting to continue!\n",
      "There were 535 sun up hours in this climate file\n",
      "Total Ibh/Lbh: 0.000000\n",
      "Created height_430cm.oct\n",
      "Linescan in process: height_430cm_kale_0_Front\n",
      "Linescan in process: height_430cm_kale_0_Back\n",
      "Saved: results\\irr_height_430cm_kale_0.csv\n",
      "Linescan in process: height_430cm_kale_1_Front\n",
      "Linescan in process: height_430cm_kale_1_Back\n",
      "Saved: results\\irr_height_430cm_kale_1.csv\n",
      "Linescan in process: height_430cm_kale_2_Front\n",
      "Linescan in process: height_430cm_kale_2_Back\n",
      "Saved: results\\irr_height_430cm_kale_2.csv\n",
      "Linescan in process: height_430cm_kale_3_Front\n",
      "Linescan in process: height_430cm_kale_3_Back\n",
      "Saved: results\\irr_height_430cm_kale_3.csv\n",
      "Linescan in process: height_430cm_kale_4_Front\n",
      "Linescan in process: height_430cm_kale_4_Back\n",
      "Saved: results\\irr_height_430cm_kale_4.csv\n",
      "Linescan in process: height_430cm_kale_5_Front\n",
      "Linescan in process: height_430cm_kale_5_Back\n",
      "Saved: results\\irr_height_430cm_kale_5.csv\n",
      "Linescan in process: height_430cm_kale_6_Front\n",
      "Linescan in process: height_430cm_kale_6_Back\n",
      "Saved: results\\irr_height_430cm_kale_6.csv\n",
      "Linescan in process: height_430cm_kale_7_Front\n",
      "Linescan in process: height_430cm_kale_7_Back\n",
      "Saved: results\\irr_height_430cm_kale_7.csv\n",
      "Linescan in process: height_430cm_kale_8_Front\n",
      "Linescan in process: height_430cm_kale_8_Back\n",
      "Saved: results\\irr_height_430cm_kale_8.csv\n",
      "Linescan in process: height_430cm_kale_9_Front\n",
      "Linescan in process: height_430cm_kale_9_Back\n",
      "Saved: results\\irr_height_430cm_kale_9.csv\n",
      "Linescan in process: height_430cm_kale_10_Front\n",
      "Linescan in process: height_430cm_kale_10_Back\n",
      "Saved: results\\irr_height_430cm_kale_10.csv\n",
      "Linescan in process: height_430cm_kale_11_Front\n",
      "Linescan in process: height_430cm_kale_11_Back\n",
      "Saved: results\\irr_height_430cm_kale_11.csv\n",
      "Linescan in process: height_430cm_kale_12_Front\n",
      "Linescan in process: height_430cm_kale_12_Back\n",
      "Saved: results\\irr_height_430cm_kale_12.csv\n",
      "Linescan in process: height_430cm_kale_13_Front\n",
      "Linescan in process: height_430cm_kale_13_Back\n",
      "Saved: results\\irr_height_430cm_kale_13.csv\n",
      "Linescan in process: height_430cm_kale_14_Front\n",
      "Linescan in process: height_430cm_kale_14_Back\n",
      "Saved: results\\irr_height_430cm_kale_14.csv\n",
      "Linescan in process: height_430cm_kale_15_Front\n",
      "Linescan in process: height_430cm_kale_15_Back\n",
      "Saved: results\\irr_height_430cm_kale_15.csv\n",
      "Linescan in process: height_430cm_kale_16_Front\n",
      "Linescan in process: height_430cm_kale_16_Back\n",
      "Saved: results\\irr_height_430cm_kale_16.csv\n",
      "Linescan in process: height_430cm_kale_17_Front\n",
      "Linescan in process: height_430cm_kale_17_Back\n",
      "Saved: results\\irr_height_430cm_kale_17.csv\n",
      "Linescan in process: height_430cm_kale_18_Front\n",
      "Linescan in process: height_430cm_kale_18_Back\n",
      "Saved: results\\irr_height_430cm_kale_18.csv\n",
      "Linescan in process: height_430cm_kale_19_Front\n",
      "Linescan in process: height_430cm_kale_19_Back\n",
      "Saved: results\\irr_height_430cm_kale_19.csv\n",
      "Linescan in process: height_430cm_kale_20_Front\n",
      "Linescan in process: height_430cm_kale_20_Back\n",
      "Saved: results\\irr_height_430cm_kale_20.csv\n",
      "Linescan in process: height_430cm_kale_21_Front\n",
      "Linescan in process: height_430cm_kale_21_Back\n",
      "Saved: results\\irr_height_430cm_kale_21.csv\n",
      "Linescan in process: height_430cm_kale_22_Front\n",
      "Linescan in process: height_430cm_kale_22_Back\n",
      "Saved: results\\irr_height_430cm_kale_22.csv\n",
      "Linescan in process: height_430cm_kale_23_Front\n",
      "Linescan in process: height_430cm_kale_23_Back\n",
      "Saved: results\\irr_height_430cm_kale_23.csv\n",
      "Linescan in process: height_430cm_kale_24_Front\n",
      "Linescan in process: height_430cm_kale_24_Back\n",
      "Saved: results\\irr_height_430cm_kale_24.csv\n",
      "Linescan in process: height_430cm_kale_25_Front\n",
      "Linescan in process: height_430cm_kale_25_Back\n",
      "Saved: results\\irr_height_430cm_kale_25.csv\n",
      "Linescan in process: height_430cm_kale_26_Front\n",
      "Linescan in process: height_430cm_kale_26_Back\n",
      "Saved: results\\irr_height_430cm_kale_26.csv\n",
      "Linescan in process: height_430cm_kale_27_Front\n",
      "Linescan in process: height_430cm_kale_27_Back\n",
      "Saved: results\\irr_height_430cm_kale_27.csv\n",
      "Linescan in process: height_430cm_kale_28_Front\n",
      "Linescan in process: height_430cm_kale_28_Back\n",
      "Saved: results\\irr_height_430cm_kale_28.csv\n",
      "Linescan in process: height_430cm_kale_29_Front\n",
      "Linescan in process: height_430cm_kale_29_Back\n",
      "Saved: results\\irr_height_430cm_kale_29.csv\n",
      "8760 line in WeatherFile. Assuming this is a standard hourly WeatherFile for the year for purposes of saving Gencumulativesky temporary weather files in EPW folder.\n",
      "Coercing year to 2021\n",
      "Saving file EPWs\\metdata_temp.csv, # points: 8760\n",
      "Calculating Sun position for Metdata that is right-labeled  with a delta of -30 mins. i.e. 12 is 11:30 sunpos\n",
      "Loaded  EPWs\\metdata_temp.csv\n",
      "message: Error!  Solar altitude is -8 < -6 degrees and Idh = 11 > 10 W/m^2 on day 16 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 12 > 10 W/m^2 on day 16 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 14 > 10 W/m^2 on day 18 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 17 > 10 W/m^2 on day 19 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 19 > 10 W/m^2 on day 21 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 21 > 10 W/m^2 on day 22 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 22 > 10 W/m^2 on day 22 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 26 > 10 W/m^2 on day 24 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 27 > 10 W/m^2 on day 24 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 30 > 10 W/m^2 on day 25 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 12 > 10 W/m^2 on day 52 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 12 > 10 W/m^2 on day 53 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 13 > 10 W/m^2 on day 54 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 11 > 10 W/m^2 on day 54 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 12 > 10 W/m^2 on day 55 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 16 > 10 W/m^2 on day 56 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 12 > 10 W/m^2 on day 58 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 11 > 10 W/m^2 on day 59 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 17 > 10 W/m^2 on day 61 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 64 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 66 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 66 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 17 > 10 W/m^2 on day 69 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 20 > 10 W/m^2 on day 71 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 20 > 10 W/m^2 on day 71 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 20 > 10 W/m^2 on day 73 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 74 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 25 > 10 W/m^2 on day 74 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 32 > 10 W/m^2 on day 76 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 41 > 10 W/m^2 on day 76 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 12 > 10 W/m^2 on day 78 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 28 > 10 W/m^2 on day 78 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 39 > 10 W/m^2 on day 79 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 22 > 10 W/m^2 on day 81 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 30 > 10 W/m^2 on day 81 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 36 > 10 W/m^2 on day 83 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 33 > 10 W/m^2 on day 83 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 35 > 10 W/m^2 on day 86 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 41 > 10 W/m^2 on day 86 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 43 > 10 W/m^2 on day 88 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 47 > 10 W/m^2 on day 88 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 43 > 10 W/m^2 on day 90 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 33 > 10 W/m^2 on day 91 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 41 > 10 W/m^2 on day 91 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 43 > 10 W/m^2 on day 93 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 45 > 10 W/m^2 on day 93 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 44 > 10 W/m^2 on day 95 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 50 > 10 W/m^2 on day 95 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 41 > 10 W/m^2 on day 96 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 47 > 10 W/m^2 on day 98 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 42 > 10 W/m^2 on day 98 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 53 > 10 W/m^2 on day 100 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 44 > 10 W/m^2 on day 100 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 36 > 10 W/m^2 on day 102 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 35 > 10 W/m^2 on day 103 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 31 > 10 W/m^2 on day 103 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 140 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 143 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 13 > 10 W/m^2 on day 145 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 147 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 14 > 10 W/m^2 on day 147 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 15 > 10 W/m^2 on day 181 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 21 > 10 W/m^2 on day 182 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 25 > 10 W/m^2 on day 184 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 12 > 10 W/m^2 on day 185 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 14 > 10 W/m^2 on day 185 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 24 > 10 W/m^2 on day 186 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 11 > 10 W/m^2 on day 187 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 18 > 10 W/m^2 on day 189 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 16 > 10 W/m^2 on day 190 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 20 > 10 W/m^2 on day 191 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 18 > 10 W/m^2 on day 192 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 22 > 10 W/m^2 on day 194 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 22 > 10 W/m^2 on day 195 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 21 > 10 W/m^2 on day 195 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 12 > 10 W/m^2 on day 196 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 16 > 10 W/m^2 on day 200 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 13 > 10 W/m^2 on day 200 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 11 > 10 W/m^2 on day 201 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 19 > 10 W/m^2 on day 203 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 13 > 10 W/m^2 on day 204 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 14 > 10 W/m^2 on day 206 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 13 > 10 W/m^2 on day 209 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 210 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 34 > 10 W/m^2 on day 243 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 46 > 10 W/m^2 on day 243 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 42 > 10 W/m^2 on day 244 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 31 > 10 W/m^2 on day 246 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 36 > 10 W/m^2 on day 246 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 14 > 10 W/m^2 on day 248 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 33 > 10 W/m^2 on day 248 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 21 > 10 W/m^2 on day 249 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 15 > 10 W/m^2 on day 251 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 28 > 10 W/m^2 on day 251 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 28 > 10 W/m^2 on day 253 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 28 > 10 W/m^2 on day 253 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 21 > 10 W/m^2 on day 254 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 24 > 10 W/m^2 on day 256 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 27 > 10 W/m^2 on day 256 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 21 > 10 W/m^2 on day 258 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 17 > 10 W/m^2 on day 259 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 24 > 10 W/m^2 on day 259 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 11 > 10 W/m^2 on day 261 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 261 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 12 > 10 W/m^2 on day 264 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 13 > 10 W/m^2 on day 266 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 14 > 10 W/m^2 on day 268 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 13 > 10 W/m^2 on day 269 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 19 > 10 W/m^2 on day 289 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 22 > 10 W/m^2 on day 289 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 14 > 10 W/m^2 on day 291 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 18 > 10 W/m^2 on day 291 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 12 > 10 W/m^2 on day 294 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 34 > 10 W/m^2 on day 304 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 30 > 10 W/m^2 on day 306 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 22 > 10 W/m^2 on day 306 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 15 > 10 W/m^2 on day 307 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 27 > 10 W/m^2 on day 309 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 22 > 10 W/m^2 on day 309 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 28 > 10 W/m^2 on day 311 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 27 > 10 W/m^2 on day 311 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 26 > 10 W/m^2 on day 312 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 22 > 10 W/m^2 on day 314 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 25 > 10 W/m^2 on day 314 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 20 > 10 W/m^2 on day 316 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 16 > 10 W/m^2 on day 316 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 16 > 10 W/m^2 on day 317 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 16 > 10 W/m^2 on day 319 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 18 > 10 W/m^2 on day 319 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 321 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 21 > 10 W/m^2 on day 321 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 22 > 10 W/m^2 on day 322 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 324 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 15 > 10 W/m^2 on day 324 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 326 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 19 > 10 W/m^2 on day 326 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 19 > 10 W/m^2 on day 327 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 18 > 10 W/m^2 on day 329 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 329 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 17 > 10 W/m^2 on day 331 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 18 > 10 W/m^2 on day 332 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 17 > 10 W/m^2 on day 332 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 14 > 10 W/m^2 on day 334 !Ibn is 0.  Attempting to continue!\n",
      "There were 4490 sun up hours in this climate file\n",
      "Total Ibh/Lbh: 0.000000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Created height_430cm.oct\n",
      "Linescan in process: height_430cm_PV_0_Front\n",
      "Linescan in process: height_430cm_PV_0_Back\n",
      "Saved: results\\irr_height_430cm_PV_0.csv\n",
      "Linescan in process: height_430cm_PV_1_Front\n",
      "Linescan in process: height_430cm_PV_1_Back\n",
      "Saved: results\\irr_height_430cm_PV_1.csv\n",
      "Linescan in process: height_430cm_PV_2_Front\n",
      "Linescan in process: height_430cm_PV_2_Back\n",
      "Saved: results\\irr_height_430cm_PV_2.csv\n",
      "Linescan in process: height_430cm_PV_3_Front\n",
      "Linescan in process: height_430cm_PV_3_Back\n",
      "Saved: results\\irr_height_430cm_PV_3.csv\n",
      "Linescan in process: height_430cm_PV_4_Front\n",
      "Linescan in process: height_430cm_PV_4_Back\n",
      "Saved: results\\irr_height_430cm_PV_4.csv\n",
      "Linescan in process: height_430cm_PV_5_Front\n",
      "Linescan in process: height_430cm_PV_5_Back\n",
      "Saved: results\\irr_height_430cm_PV_5.csv\n",
      "Linescan in process: height_430cm_PV_6_Front\n",
      "Linescan in process: height_430cm_PV_6_Back\n",
      "Saved: results\\irr_height_430cm_PV_6.csv\n",
      "Linescan in process: height_430cm_PV_7_Front\n",
      "Linescan in process: height_430cm_PV_7_Back\n",
      "Saved: results\\irr_height_430cm_PV_7.csv\n",
      "Linescan in process: height_430cm_PV_8_Front\n",
      "Linescan in process: height_430cm_PV_8_Back\n",
      "Saved: results\\irr_height_430cm_PV_8.csv\n",
      "Linescan in process: height_430cm_PV_9_Front\n",
      "Linescan in process: height_430cm_PV_9_Back\n",
      "Saved: results\\irr_height_430cm_PV_9.csv\n",
      "Linescan in process: height_430cm_PV_10_Front\n",
      "Linescan in process: height_430cm_PV_10_Back\n",
      "Saved: results\\irr_height_430cm_PV_10.csv\n",
      "Linescan in process: height_430cm_PV_11_Front\n",
      "Linescan in process: height_430cm_PV_11_Back\n",
      "Saved: results\\irr_height_430cm_PV_11.csv\n",
      "path = C:\\Users\\sayala\\Documents\\GitHub\\bifacial_radiance\\bifacial_radiance\\TEMP\\Tutorial_12\n",
      "Loading albedo, 1 value(s), 0.200 avg\n",
      "1 nonzero albedo values.\n",
      "\n",
      "Module Name: test-module\n",
      "Module was shifted by 0.078 in X to avoid sensors on air\n",
      "This is a Cell-Level detailed module with Packaging Factor of 0.81 %\n",
      "Module test-module updated in module.json\n",
      "Pre-existing .rad file objects\\test-module.rad will be overwritten\n",
      "\n",
      "Created height_350cm.oct\n",
      "\n",
      "Custom Object Name objects\\Post1.rad\n",
      "\n",
      "Custom Object Name objects\\Post2.rad\n",
      "\n",
      "Custom Object Name objects\\Post3.rad\n",
      "\n",
      "Custom Object Name objects\\Pile.rad\n",
      "PLANTING TOMATO\n",
      "8760 line in WeatherFile. Assuming this is a standard hourly WeatherFile for the year for purposes of saving Gencumulativesky temporary weather files in EPW folder.\n",
      "Coercing year to 2001\n",
      "Filtering dates\n",
      "Saving file EPWs\\metdata_temp.csv, # points: 8760\n",
      "Calculating Sun position for Metdata that is right-labeled  with a delta of -30 mins. i.e. 12 is 11:30 sunpos\n",
      "Loaded  EPWs\\metdata_temp.csv\n",
      "message: Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 74 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 25 > 10 W/m^2 on day 74 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 32 > 10 W/m^2 on day 76 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 41 > 10 W/m^2 on day 76 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 12 > 10 W/m^2 on day 78 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 28 > 10 W/m^2 on day 78 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 39 > 10 W/m^2 on day 79 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 22 > 10 W/m^2 on day 81 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 30 > 10 W/m^2 on day 81 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 36 > 10 W/m^2 on day 83 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 33 > 10 W/m^2 on day 83 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 35 > 10 W/m^2 on day 86 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 41 > 10 W/m^2 on day 86 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 43 > 10 W/m^2 on day 88 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 47 > 10 W/m^2 on day 88 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 43 > 10 W/m^2 on day 90 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 33 > 10 W/m^2 on day 91 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 41 > 10 W/m^2 on day 91 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 43 > 10 W/m^2 on day 93 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 45 > 10 W/m^2 on day 93 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 44 > 10 W/m^2 on day 95 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 50 > 10 W/m^2 on day 95 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 41 > 10 W/m^2 on day 96 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 47 > 10 W/m^2 on day 98 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 42 > 10 W/m^2 on day 98 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 53 > 10 W/m^2 on day 100 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 44 > 10 W/m^2 on day 100 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 36 > 10 W/m^2 on day 102 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 35 > 10 W/m^2 on day 103 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 31 > 10 W/m^2 on day 103 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 140 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 143 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 13 > 10 W/m^2 on day 145 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 147 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 14 > 10 W/m^2 on day 147 !Ibn is 0.  Attempting to continue!\n",
      "There were 1473 sun up hours in this climate file\n",
      "Total Ibh/Lbh: 0.000000\n",
      "Created height_350cm.oct\n",
      "Linescan in process: height_350cm_tomato_0_Front\n",
      "Linescan in process: height_350cm_tomato_0_Back\n",
      "Saved: results\\irr_height_350cm_tomato_0.csv\n",
      "Linescan in process: height_350cm_tomato_1_Front\n",
      "Linescan in process: height_350cm_tomato_1_Back\n",
      "Saved: results\\irr_height_350cm_tomato_1.csv\n",
      "Linescan in process: height_350cm_tomato_2_Front\n",
      "Linescan in process: height_350cm_tomato_2_Back\n",
      "Saved: results\\irr_height_350cm_tomato_2.csv\n",
      "Linescan in process: height_350cm_tomato_3_Front\n",
      "Linescan in process: height_350cm_tomato_3_Back\n",
      "Saved: results\\irr_height_350cm_tomato_3.csv\n",
      "Linescan in process: height_350cm_tomato_4_Front\n",
      "Linescan in process: height_350cm_tomato_4_Back\n",
      "Saved: results\\irr_height_350cm_tomato_4.csv\n",
      "Linescan in process: height_350cm_tomato_5_Front\n",
      "Linescan in process: height_350cm_tomato_5_Back\n",
      "Saved: results\\irr_height_350cm_tomato_5.csv\n",
      "Linescan in process: height_350cm_tomato_6_Front\n",
      "Linescan in process: height_350cm_tomato_6_Back\n",
      "Saved: results\\irr_height_350cm_tomato_6.csv\n",
      "Linescan in process: height_350cm_tomato_7_Front\n",
      "Linescan in process: height_350cm_tomato_7_Back\n",
      "Saved: results\\irr_height_350cm_tomato_7.csv\n",
      "Linescan in process: height_350cm_tomato_8_Front\n",
      "Linescan in process: height_350cm_tomato_8_Back\n",
      "Saved: results\\irr_height_350cm_tomato_8.csv\n",
      "Linescan in process: height_350cm_tomato_9_Front\n",
      "Linescan in process: height_350cm_tomato_9_Back\n",
      "Saved: results\\irr_height_350cm_tomato_9.csv\n",
      "Linescan in process: height_350cm_tomato_10_Front\n",
      "Linescan in process: height_350cm_tomato_10_Back\n",
      "Saved: results\\irr_height_350cm_tomato_10.csv\n",
      "Linescan in process: height_350cm_tomato_11_Front\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linescan in process: height_350cm_tomato_11_Back\n",
      "Saved: results\\irr_height_350cm_tomato_11.csv\n",
      "Linescan in process: height_350cm_tomato_12_Front\n",
      "Linescan in process: height_350cm_tomato_12_Back\n",
      "Saved: results\\irr_height_350cm_tomato_12.csv\n",
      "Linescan in process: height_350cm_tomato_13_Front\n",
      "Linescan in process: height_350cm_tomato_13_Back\n",
      "Saved: results\\irr_height_350cm_tomato_13.csv\n",
      "Linescan in process: height_350cm_tomato_14_Front\n",
      "Linescan in process: height_350cm_tomato_14_Back\n",
      "Saved: results\\irr_height_350cm_tomato_14.csv\n",
      "Linescan in process: height_350cm_tomato_15_Front\n",
      "Linescan in process: height_350cm_tomato_15_Back\n",
      "Saved: results\\irr_height_350cm_tomato_15.csv\n",
      "Linescan in process: height_350cm_tomato_16_Front\n",
      "Linescan in process: height_350cm_tomato_16_Back\n",
      "Saved: results\\irr_height_350cm_tomato_16.csv\n",
      "Linescan in process: height_350cm_tomato_17_Front\n",
      "Linescan in process: height_350cm_tomato_17_Back\n",
      "Saved: results\\irr_height_350cm_tomato_17.csv\n",
      "Linescan in process: height_350cm_tomato_18_Front\n",
      "Linescan in process: height_350cm_tomato_18_Back\n",
      "Saved: results\\irr_height_350cm_tomato_18.csv\n",
      "Linescan in process: height_350cm_tomato_19_Front\n",
      "Linescan in process: height_350cm_tomato_19_Back\n",
      "Saved: results\\irr_height_350cm_tomato_19.csv\n",
      "Linescan in process: height_350cm_tomato_20_Front\n",
      "Linescan in process: height_350cm_tomato_20_Back\n",
      "Saved: results\\irr_height_350cm_tomato_20.csv\n",
      "Linescan in process: height_350cm_tomato_21_Front\n",
      "Linescan in process: height_350cm_tomato_21_Back\n",
      "Saved: results\\irr_height_350cm_tomato_21.csv\n",
      "Linescan in process: height_350cm_tomato_22_Front\n",
      "Linescan in process: height_350cm_tomato_22_Back\n",
      "Saved: results\\irr_height_350cm_tomato_22.csv\n",
      "Linescan in process: height_350cm_tomato_23_Front\n",
      "Linescan in process: height_350cm_tomato_23_Back\n",
      "Saved: results\\irr_height_350cm_tomato_23.csv\n",
      "Linescan in process: height_350cm_tomato_24_Front\n",
      "Linescan in process: height_350cm_tomato_24_Back\n",
      "Saved: results\\irr_height_350cm_tomato_24.csv\n",
      "Linescan in process: height_350cm_tomato_25_Front\n",
      "Linescan in process: height_350cm_tomato_25_Back\n",
      "Saved: results\\irr_height_350cm_tomato_25.csv\n",
      "Linescan in process: height_350cm_tomato_26_Front\n",
      "Linescan in process: height_350cm_tomato_26_Back\n",
      "Saved: results\\irr_height_350cm_tomato_26.csv\n",
      "Linescan in process: height_350cm_tomato_27_Front\n",
      "Linescan in process: height_350cm_tomato_27_Back\n",
      "Saved: results\\irr_height_350cm_tomato_27.csv\n",
      "Linescan in process: height_350cm_tomato_28_Front\n",
      "Linescan in process: height_350cm_tomato_28_Back\n",
      "Saved: results\\irr_height_350cm_tomato_28.csv\n",
      "Linescan in process: height_350cm_tomato_29_Front\n",
      "Linescan in process: height_350cm_tomato_29_Back\n",
      "Saved: results\\irr_height_350cm_tomato_29.csv\n",
      "PLANTING KALE\n",
      "8760 line in WeatherFile. Assuming this is a standard hourly WeatherFile for the year for purposes of saving Gencumulativesky temporary weather files in EPW folder.\n",
      "Coercing year to 2001\n",
      "Filtering dates\n",
      "Saving file EPWs\\metdata_temp.csv, # points: 8760\n",
      "Calculating Sun position for Metdata that is right-labeled  with a delta of -30 mins. i.e. 12 is 11:30 sunpos\n",
      "Loaded  EPWs\\metdata_temp.csv\n",
      "message: Error!  Solar altitude is -11 < -6 degrees and Idh = 21 > 10 W/m^2 on day 258 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 17 > 10 W/m^2 on day 259 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 24 > 10 W/m^2 on day 259 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 11 > 10 W/m^2 on day 261 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 261 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 12 > 10 W/m^2 on day 264 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 13 > 10 W/m^2 on day 266 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 14 > 10 W/m^2 on day 268 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 13 > 10 W/m^2 on day 269 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 19 > 10 W/m^2 on day 289 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 22 > 10 W/m^2 on day 289 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 14 > 10 W/m^2 on day 291 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 18 > 10 W/m^2 on day 291 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 12 > 10 W/m^2 on day 294 !Ibn is 0.  Attempting to continue!\n",
      "There were 535 sun up hours in this climate file\n",
      "Total Ibh/Lbh: 0.000000\n",
      "Created height_350cm.oct\n",
      "Linescan in process: height_350cm_kale_0_Front\n",
      "Linescan in process: height_350cm_kale_0_Back\n",
      "Saved: results\\irr_height_350cm_kale_0.csv\n",
      "Linescan in process: height_350cm_kale_1_Front\n",
      "Linescan in process: height_350cm_kale_1_Back\n",
      "Saved: results\\irr_height_350cm_kale_1.csv\n",
      "Linescan in process: height_350cm_kale_2_Front\n",
      "Linescan in process: height_350cm_kale_2_Back\n",
      "Saved: results\\irr_height_350cm_kale_2.csv\n",
      "Linescan in process: height_350cm_kale_3_Front\n",
      "Linescan in process: height_350cm_kale_3_Back\n",
      "Saved: results\\irr_height_350cm_kale_3.csv\n",
      "Linescan in process: height_350cm_kale_4_Front\n",
      "Linescan in process: height_350cm_kale_4_Back\n",
      "Saved: results\\irr_height_350cm_kale_4.csv\n",
      "Linescan in process: height_350cm_kale_5_Front\n",
      "Linescan in process: height_350cm_kale_5_Back\n",
      "Saved: results\\irr_height_350cm_kale_5.csv\n",
      "Linescan in process: height_350cm_kale_6_Front\n",
      "Linescan in process: height_350cm_kale_6_Back\n",
      "Saved: results\\irr_height_350cm_kale_6.csv\n",
      "Linescan in process: height_350cm_kale_7_Front\n",
      "Linescan in process: height_350cm_kale_7_Back\n",
      "Saved: results\\irr_height_350cm_kale_7.csv\n",
      "Linescan in process: height_350cm_kale_8_Front\n",
      "Linescan in process: height_350cm_kale_8_Back\n",
      "Saved: results\\irr_height_350cm_kale_8.csv\n",
      "Linescan in process: height_350cm_kale_9_Front\n",
      "Linescan in process: height_350cm_kale_9_Back\n",
      "Saved: results\\irr_height_350cm_kale_9.csv\n",
      "Linescan in process: height_350cm_kale_10_Front\n",
      "Linescan in process: height_350cm_kale_10_Back\n",
      "Saved: results\\irr_height_350cm_kale_10.csv\n",
      "Linescan in process: height_350cm_kale_11_Front\n",
      "Linescan in process: height_350cm_kale_11_Back\n",
      "Saved: results\\irr_height_350cm_kale_11.csv\n",
      "Linescan in process: height_350cm_kale_12_Front\n",
      "Linescan in process: height_350cm_kale_12_Back\n",
      "Saved: results\\irr_height_350cm_kale_12.csv\n",
      "Linescan in process: height_350cm_kale_13_Front\n",
      "Linescan in process: height_350cm_kale_13_Back\n",
      "Saved: results\\irr_height_350cm_kale_13.csv\n",
      "Linescan in process: height_350cm_kale_14_Front\n",
      "Linescan in process: height_350cm_kale_14_Back\n",
      "Saved: results\\irr_height_350cm_kale_14.csv\n",
      "Linescan in process: height_350cm_kale_15_Front\n",
      "Linescan in process: height_350cm_kale_15_Back\n",
      "Saved: results\\irr_height_350cm_kale_15.csv\n",
      "Linescan in process: height_350cm_kale_16_Front\n",
      "Linescan in process: height_350cm_kale_16_Back\n",
      "Saved: results\\irr_height_350cm_kale_16.csv\n",
      "Linescan in process: height_350cm_kale_17_Front\n",
      "Linescan in process: height_350cm_kale_17_Back\n",
      "Saved: results\\irr_height_350cm_kale_17.csv\n",
      "Linescan in process: height_350cm_kale_18_Front\n",
      "Linescan in process: height_350cm_kale_18_Back\n",
      "Saved: results\\irr_height_350cm_kale_18.csv\n",
      "Linescan in process: height_350cm_kale_19_Front\n",
      "Linescan in process: height_350cm_kale_19_Back\n",
      "Saved: results\\irr_height_350cm_kale_19.csv\n",
      "Linescan in process: height_350cm_kale_20_Front\n",
      "Linescan in process: height_350cm_kale_20_Back\n",
      "Saved: results\\irr_height_350cm_kale_20.csv\n",
      "Linescan in process: height_350cm_kale_21_Front\n",
      "Linescan in process: height_350cm_kale_21_Back\n",
      "Saved: results\\irr_height_350cm_kale_21.csv\n",
      "Linescan in process: height_350cm_kale_22_Front\n",
      "Linescan in process: height_350cm_kale_22_Back\n",
      "Saved: results\\irr_height_350cm_kale_22.csv\n",
      "Linescan in process: height_350cm_kale_23_Front\n",
      "Linescan in process: height_350cm_kale_23_Back\n",
      "Saved: results\\irr_height_350cm_kale_23.csv\n",
      "Linescan in process: height_350cm_kale_24_Front\n",
      "Linescan in process: height_350cm_kale_24_Back\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved: results\\irr_height_350cm_kale_24.csv\n",
      "Linescan in process: height_350cm_kale_25_Front\n",
      "Linescan in process: height_350cm_kale_25_Back\n",
      "Saved: results\\irr_height_350cm_kale_25.csv\n",
      "Linescan in process: height_350cm_kale_26_Front\n",
      "Linescan in process: height_350cm_kale_26_Back\n",
      "Saved: results\\irr_height_350cm_kale_26.csv\n",
      "Linescan in process: height_350cm_kale_27_Front\n",
      "Linescan in process: height_350cm_kale_27_Back\n",
      "Saved: results\\irr_height_350cm_kale_27.csv\n",
      "Linescan in process: height_350cm_kale_28_Front\n",
      "Linescan in process: height_350cm_kale_28_Back\n",
      "Saved: results\\irr_height_350cm_kale_28.csv\n",
      "Linescan in process: height_350cm_kale_29_Front\n",
      "Linescan in process: height_350cm_kale_29_Back\n",
      "Saved: results\\irr_height_350cm_kale_29.csv\n",
      "8760 line in WeatherFile. Assuming this is a standard hourly WeatherFile for the year for purposes of saving Gencumulativesky temporary weather files in EPW folder.\n",
      "Coercing year to 2021\n",
      "Saving file EPWs\\metdata_temp.csv, # points: 8760\n",
      "Calculating Sun position for Metdata that is right-labeled  with a delta of -30 mins. i.e. 12 is 11:30 sunpos\n",
      "Loaded  EPWs\\metdata_temp.csv\n",
      "message: Error!  Solar altitude is -8 < -6 degrees and Idh = 11 > 10 W/m^2 on day 16 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 12 > 10 W/m^2 on day 16 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 14 > 10 W/m^2 on day 18 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 17 > 10 W/m^2 on day 19 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 19 > 10 W/m^2 on day 21 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 21 > 10 W/m^2 on day 22 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 22 > 10 W/m^2 on day 22 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 26 > 10 W/m^2 on day 24 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 27 > 10 W/m^2 on day 24 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 30 > 10 W/m^2 on day 25 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 12 > 10 W/m^2 on day 52 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 12 > 10 W/m^2 on day 53 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 13 > 10 W/m^2 on day 54 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 11 > 10 W/m^2 on day 54 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 12 > 10 W/m^2 on day 55 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 16 > 10 W/m^2 on day 56 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 12 > 10 W/m^2 on day 58 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 11 > 10 W/m^2 on day 59 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 17 > 10 W/m^2 on day 61 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 64 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 66 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 66 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 17 > 10 W/m^2 on day 69 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 20 > 10 W/m^2 on day 71 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 20 > 10 W/m^2 on day 71 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 20 > 10 W/m^2 on day 73 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 74 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 25 > 10 W/m^2 on day 74 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 32 > 10 W/m^2 on day 76 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 41 > 10 W/m^2 on day 76 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 12 > 10 W/m^2 on day 78 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 28 > 10 W/m^2 on day 78 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 39 > 10 W/m^2 on day 79 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 22 > 10 W/m^2 on day 81 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 30 > 10 W/m^2 on day 81 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 36 > 10 W/m^2 on day 83 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 33 > 10 W/m^2 on day 83 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 35 > 10 W/m^2 on day 86 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 41 > 10 W/m^2 on day 86 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 43 > 10 W/m^2 on day 88 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 47 > 10 W/m^2 on day 88 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 43 > 10 W/m^2 on day 90 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 33 > 10 W/m^2 on day 91 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 41 > 10 W/m^2 on day 91 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 43 > 10 W/m^2 on day 93 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 45 > 10 W/m^2 on day 93 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 44 > 10 W/m^2 on day 95 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 50 > 10 W/m^2 on day 95 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 41 > 10 W/m^2 on day 96 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 47 > 10 W/m^2 on day 98 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 42 > 10 W/m^2 on day 98 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 53 > 10 W/m^2 on day 100 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 44 > 10 W/m^2 on day 100 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 36 > 10 W/m^2 on day 102 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 35 > 10 W/m^2 on day 103 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 31 > 10 W/m^2 on day 103 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 140 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 143 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 13 > 10 W/m^2 on day 145 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 147 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 14 > 10 W/m^2 on day 147 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 15 > 10 W/m^2 on day 181 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 21 > 10 W/m^2 on day 182 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 25 > 10 W/m^2 on day 184 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 12 > 10 W/m^2 on day 185 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 14 > 10 W/m^2 on day 185 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 24 > 10 W/m^2 on day 186 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 11 > 10 W/m^2 on day 187 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 18 > 10 W/m^2 on day 189 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 16 > 10 W/m^2 on day 190 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 20 > 10 W/m^2 on day 191 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 18 > 10 W/m^2 on day 192 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 22 > 10 W/m^2 on day 194 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 22 > 10 W/m^2 on day 195 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 21 > 10 W/m^2 on day 195 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 12 > 10 W/m^2 on day 196 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 16 > 10 W/m^2 on day 200 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 13 > 10 W/m^2 on day 200 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 11 > 10 W/m^2 on day 201 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 19 > 10 W/m^2 on day 203 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 13 > 10 W/m^2 on day 204 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 14 > 10 W/m^2 on day 206 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 13 > 10 W/m^2 on day 209 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 210 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 34 > 10 W/m^2 on day 243 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 46 > 10 W/m^2 on day 243 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 42 > 10 W/m^2 on day 244 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 31 > 10 W/m^2 on day 246 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 36 > 10 W/m^2 on day 246 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 14 > 10 W/m^2 on day 248 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 33 > 10 W/m^2 on day 248 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 21 > 10 W/m^2 on day 249 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 15 > 10 W/m^2 on day 251 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 28 > 10 W/m^2 on day 251 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 28 > 10 W/m^2 on day 253 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 28 > 10 W/m^2 on day 253 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 21 > 10 W/m^2 on day 254 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 24 > 10 W/m^2 on day 256 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 27 > 10 W/m^2 on day 256 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 21 > 10 W/m^2 on day 258 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 17 > 10 W/m^2 on day 259 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 24 > 10 W/m^2 on day 259 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 11 > 10 W/m^2 on day 261 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 261 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 12 > 10 W/m^2 on day 264 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 13 > 10 W/m^2 on day 266 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 14 > 10 W/m^2 on day 268 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 13 > 10 W/m^2 on day 269 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 19 > 10 W/m^2 on day 289 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 22 > 10 W/m^2 on day 289 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 14 > 10 W/m^2 on day 291 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 18 > 10 W/m^2 on day 291 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 12 > 10 W/m^2 on day 294 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 34 > 10 W/m^2 on day 304 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 30 > 10 W/m^2 on day 306 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 22 > 10 W/m^2 on day 306 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 15 > 10 W/m^2 on day 307 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 27 > 10 W/m^2 on day 309 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 22 > 10 W/m^2 on day 309 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 28 > 10 W/m^2 on day 311 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 27 > 10 W/m^2 on day 311 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 26 > 10 W/m^2 on day 312 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 22 > 10 W/m^2 on day 314 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 25 > 10 W/m^2 on day 314 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 20 > 10 W/m^2 on day 316 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 16 > 10 W/m^2 on day 316 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 16 > 10 W/m^2 on day 317 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 16 > 10 W/m^2 on day 319 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 18 > 10 W/m^2 on day 319 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 321 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 21 > 10 W/m^2 on day 321 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 22 > 10 W/m^2 on day 322 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 324 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 15 > 10 W/m^2 on day 324 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 326 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 19 > 10 W/m^2 on day 326 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 19 > 10 W/m^2 on day 327 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 18 > 10 W/m^2 on day 329 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 329 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 17 > 10 W/m^2 on day 331 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 18 > 10 W/m^2 on day 332 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 17 > 10 W/m^2 on day 332 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 14 > 10 W/m^2 on day 334 !Ibn is 0.  Attempting to continue!\n",
      "There were 4490 sun up hours in this climate file\n",
      "Total Ibh/Lbh: 0.000000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Created height_350cm.oct\n",
      "Linescan in process: height_350cm_PV_0_Front\n",
      "Linescan in process: height_350cm_PV_0_Back\n",
      "Saved: results\\irr_height_350cm_PV_0.csv\n",
      "Linescan in process: height_350cm_PV_1_Front\n",
      "Linescan in process: height_350cm_PV_1_Back\n",
      "Saved: results\\irr_height_350cm_PV_1.csv\n",
      "Linescan in process: height_350cm_PV_2_Front\n",
      "Linescan in process: height_350cm_PV_2_Back\n",
      "Saved: results\\irr_height_350cm_PV_2.csv\n",
      "Linescan in process: height_350cm_PV_3_Front\n",
      "Linescan in process: height_350cm_PV_3_Back\n",
      "Saved: results\\irr_height_350cm_PV_3.csv\n",
      "Linescan in process: height_350cm_PV_4_Front\n",
      "Linescan in process: height_350cm_PV_4_Back\n",
      "Saved: results\\irr_height_350cm_PV_4.csv\n",
      "Linescan in process: height_350cm_PV_5_Front\n",
      "Linescan in process: height_350cm_PV_5_Back\n",
      "Saved: results\\irr_height_350cm_PV_5.csv\n",
      "Linescan in process: height_350cm_PV_6_Front\n",
      "Linescan in process: height_350cm_PV_6_Back\n",
      "Saved: results\\irr_height_350cm_PV_6.csv\n",
      "Linescan in process: height_350cm_PV_7_Front\n",
      "Linescan in process: height_350cm_PV_7_Back\n",
      "Saved: results\\irr_height_350cm_PV_7.csv\n",
      "Linescan in process: height_350cm_PV_8_Front\n",
      "Linescan in process: height_350cm_PV_8_Back\n",
      "Saved: results\\irr_height_350cm_PV_8.csv\n",
      "Linescan in process: height_350cm_PV_9_Front\n",
      "Linescan in process: height_350cm_PV_9_Back\n",
      "Saved: results\\irr_height_350cm_PV_9.csv\n",
      "Linescan in process: height_350cm_PV_10_Front\n",
      "Linescan in process: height_350cm_PV_10_Back\n",
      "Saved: results\\irr_height_350cm_PV_10.csv\n",
      "Linescan in process: height_350cm_PV_11_Front\n",
      "Linescan in process: height_350cm_PV_11_Back\n",
      "Saved: results\\irr_height_350cm_PV_11.csv\n",
      "path = C:\\Users\\sayala\\Documents\\GitHub\\bifacial_radiance\\bifacial_radiance\\TEMP\\Tutorial_12\n",
      "Loading albedo, 1 value(s), 0.200 avg\n",
      "1 nonzero albedo values.\n",
      "\n",
      "Module Name: test-module\n",
      "Module was shifted by 0.078 in X to avoid sensors on air\n",
      "This is a Cell-Level detailed module with Packaging Factor of 0.81 %\n",
      "Module test-module updated in module.json\n",
      "Pre-existing .rad file objects\\test-module.rad will be overwritten\n",
      "\n",
      "Created height_250cm.oct\n",
      "\n",
      "Custom Object Name objects\\Post1.rad\n",
      "\n",
      "Custom Object Name objects\\Post2.rad\n",
      "\n",
      "Custom Object Name objects\\Post3.rad\n",
      "\n",
      "Custom Object Name objects\\Pile.rad\n",
      "PLANTING TOMATO\n",
      "8760 line in WeatherFile. Assuming this is a standard hourly WeatherFile for the year for purposes of saving Gencumulativesky temporary weather files in EPW folder.\n",
      "Coercing year to 2001\n",
      "Filtering dates\n",
      "Saving file EPWs\\metdata_temp.csv, # points: 8760\n",
      "Calculating Sun position for Metdata that is right-labeled  with a delta of -30 mins. i.e. 12 is 11:30 sunpos\n",
      "Loaded  EPWs\\metdata_temp.csv\n",
      "message: Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 74 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 25 > 10 W/m^2 on day 74 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 32 > 10 W/m^2 on day 76 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 41 > 10 W/m^2 on day 76 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 12 > 10 W/m^2 on day 78 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 28 > 10 W/m^2 on day 78 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 39 > 10 W/m^2 on day 79 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 22 > 10 W/m^2 on day 81 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 30 > 10 W/m^2 on day 81 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 36 > 10 W/m^2 on day 83 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 33 > 10 W/m^2 on day 83 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 35 > 10 W/m^2 on day 86 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 41 > 10 W/m^2 on day 86 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 43 > 10 W/m^2 on day 88 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 47 > 10 W/m^2 on day 88 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 43 > 10 W/m^2 on day 90 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 33 > 10 W/m^2 on day 91 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 41 > 10 W/m^2 on day 91 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 43 > 10 W/m^2 on day 93 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 45 > 10 W/m^2 on day 93 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 44 > 10 W/m^2 on day 95 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 50 > 10 W/m^2 on day 95 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 41 > 10 W/m^2 on day 96 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 47 > 10 W/m^2 on day 98 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 42 > 10 W/m^2 on day 98 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 53 > 10 W/m^2 on day 100 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 44 > 10 W/m^2 on day 100 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 36 > 10 W/m^2 on day 102 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 35 > 10 W/m^2 on day 103 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 31 > 10 W/m^2 on day 103 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 140 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 143 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 13 > 10 W/m^2 on day 145 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 147 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 14 > 10 W/m^2 on day 147 !Ibn is 0.  Attempting to continue!\n",
      "There were 1473 sun up hours in this climate file\n",
      "Total Ibh/Lbh: 0.000000\n",
      "Created height_250cm.oct\n",
      "Linescan in process: height_250cm_tomato_0_Front\n",
      "Linescan in process: height_250cm_tomato_0_Back\n",
      "Saved: results\\irr_height_250cm_tomato_0.csv\n",
      "Linescan in process: height_250cm_tomato_1_Front\n",
      "Linescan in process: height_250cm_tomato_1_Back\n",
      "Saved: results\\irr_height_250cm_tomato_1.csv\n",
      "Linescan in process: height_250cm_tomato_2_Front\n",
      "Linescan in process: height_250cm_tomato_2_Back\n",
      "Saved: results\\irr_height_250cm_tomato_2.csv\n",
      "Linescan in process: height_250cm_tomato_3_Front\n",
      "Linescan in process: height_250cm_tomato_3_Back\n",
      "Saved: results\\irr_height_250cm_tomato_3.csv\n",
      "Linescan in process: height_250cm_tomato_4_Front\n",
      "Linescan in process: height_250cm_tomato_4_Back\n",
      "Saved: results\\irr_height_250cm_tomato_4.csv\n",
      "Linescan in process: height_250cm_tomato_5_Front\n",
      "Linescan in process: height_250cm_tomato_5_Back\n",
      "Saved: results\\irr_height_250cm_tomato_5.csv\n",
      "Linescan in process: height_250cm_tomato_6_Front\n",
      "Linescan in process: height_250cm_tomato_6_Back\n",
      "Saved: results\\irr_height_250cm_tomato_6.csv\n",
      "Linescan in process: height_250cm_tomato_7_Front\n",
      "Linescan in process: height_250cm_tomato_7_Back\n",
      "Saved: results\\irr_height_250cm_tomato_7.csv\n",
      "Linescan in process: height_250cm_tomato_8_Front\n",
      "Linescan in process: height_250cm_tomato_8_Back\n",
      "Saved: results\\irr_height_250cm_tomato_8.csv\n",
      "Linescan in process: height_250cm_tomato_9_Front\n",
      "Linescan in process: height_250cm_tomato_9_Back\n",
      "Saved: results\\irr_height_250cm_tomato_9.csv\n",
      "Linescan in process: height_250cm_tomato_10_Front\n",
      "Linescan in process: height_250cm_tomato_10_Back\n",
      "Saved: results\\irr_height_250cm_tomato_10.csv\n",
      "Linescan in process: height_250cm_tomato_11_Front\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linescan in process: height_250cm_tomato_11_Back\n",
      "Saved: results\\irr_height_250cm_tomato_11.csv\n",
      "Linescan in process: height_250cm_tomato_12_Front\n",
      "Linescan in process: height_250cm_tomato_12_Back\n",
      "Saved: results\\irr_height_250cm_tomato_12.csv\n",
      "Linescan in process: height_250cm_tomato_13_Front\n",
      "Linescan in process: height_250cm_tomato_13_Back\n",
      "Saved: results\\irr_height_250cm_tomato_13.csv\n",
      "Linescan in process: height_250cm_tomato_14_Front\n",
      "Linescan in process: height_250cm_tomato_14_Back\n",
      "Saved: results\\irr_height_250cm_tomato_14.csv\n",
      "Linescan in process: height_250cm_tomato_15_Front\n",
      "Linescan in process: height_250cm_tomato_15_Back\n",
      "Saved: results\\irr_height_250cm_tomato_15.csv\n",
      "Linescan in process: height_250cm_tomato_16_Front\n",
      "Linescan in process: height_250cm_tomato_16_Back\n",
      "Saved: results\\irr_height_250cm_tomato_16.csv\n",
      "Linescan in process: height_250cm_tomato_17_Front\n",
      "Linescan in process: height_250cm_tomato_17_Back\n",
      "Saved: results\\irr_height_250cm_tomato_17.csv\n",
      "Linescan in process: height_250cm_tomato_18_Front\n",
      "Linescan in process: height_250cm_tomato_18_Back\n",
      "Saved: results\\irr_height_250cm_tomato_18.csv\n",
      "Linescan in process: height_250cm_tomato_19_Front\n",
      "Linescan in process: height_250cm_tomato_19_Back\n",
      "Saved: results\\irr_height_250cm_tomato_19.csv\n",
      "Linescan in process: height_250cm_tomato_20_Front\n",
      "Linescan in process: height_250cm_tomato_20_Back\n",
      "Saved: results\\irr_height_250cm_tomato_20.csv\n",
      "Linescan in process: height_250cm_tomato_21_Front\n",
      "Linescan in process: height_250cm_tomato_21_Back\n",
      "Saved: results\\irr_height_250cm_tomato_21.csv\n",
      "Linescan in process: height_250cm_tomato_22_Front\n",
      "Linescan in process: height_250cm_tomato_22_Back\n",
      "Saved: results\\irr_height_250cm_tomato_22.csv\n",
      "Linescan in process: height_250cm_tomato_23_Front\n",
      "Linescan in process: height_250cm_tomato_23_Back\n",
      "Saved: results\\irr_height_250cm_tomato_23.csv\n",
      "Linescan in process: height_250cm_tomato_24_Front\n",
      "Linescan in process: height_250cm_tomato_24_Back\n",
      "Saved: results\\irr_height_250cm_tomato_24.csv\n",
      "Linescan in process: height_250cm_tomato_25_Front\n",
      "Linescan in process: height_250cm_tomato_25_Back\n",
      "Saved: results\\irr_height_250cm_tomato_25.csv\n",
      "Linescan in process: height_250cm_tomato_26_Front\n",
      "Linescan in process: height_250cm_tomato_26_Back\n",
      "Saved: results\\irr_height_250cm_tomato_26.csv\n",
      "Linescan in process: height_250cm_tomato_27_Front\n",
      "Linescan in process: height_250cm_tomato_27_Back\n",
      "Saved: results\\irr_height_250cm_tomato_27.csv\n",
      "Linescan in process: height_250cm_tomato_28_Front\n",
      "Linescan in process: height_250cm_tomato_28_Back\n",
      "Saved: results\\irr_height_250cm_tomato_28.csv\n",
      "Linescan in process: height_250cm_tomato_29_Front\n",
      "Linescan in process: height_250cm_tomato_29_Back\n",
      "Saved: results\\irr_height_250cm_tomato_29.csv\n",
      "PLANTING KALE\n",
      "8760 line in WeatherFile. Assuming this is a standard hourly WeatherFile for the year for purposes of saving Gencumulativesky temporary weather files in EPW folder.\n",
      "Coercing year to 2001\n",
      "Filtering dates\n",
      "Saving file EPWs\\metdata_temp.csv, # points: 8760\n",
      "Calculating Sun position for Metdata that is right-labeled  with a delta of -30 mins. i.e. 12 is 11:30 sunpos\n",
      "Loaded  EPWs\\metdata_temp.csv\n",
      "message: Error!  Solar altitude is -11 < -6 degrees and Idh = 21 > 10 W/m^2 on day 258 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 17 > 10 W/m^2 on day 259 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 24 > 10 W/m^2 on day 259 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 11 > 10 W/m^2 on day 261 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 261 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 12 > 10 W/m^2 on day 264 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 13 > 10 W/m^2 on day 266 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 14 > 10 W/m^2 on day 268 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 13 > 10 W/m^2 on day 269 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 19 > 10 W/m^2 on day 289 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 22 > 10 W/m^2 on day 289 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 14 > 10 W/m^2 on day 291 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 18 > 10 W/m^2 on day 291 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 12 > 10 W/m^2 on day 294 !Ibn is 0.  Attempting to continue!\n",
      "There were 535 sun up hours in this climate file\n",
      "Total Ibh/Lbh: 0.000000\n",
      "Created height_250cm.oct\n",
      "Linescan in process: height_250cm_kale_0_Front\n",
      "Linescan in process: height_250cm_kale_0_Back\n",
      "Saved: results\\irr_height_250cm_kale_0.csv\n",
      "Linescan in process: height_250cm_kale_1_Front\n",
      "Linescan in process: height_250cm_kale_1_Back\n",
      "Saved: results\\irr_height_250cm_kale_1.csv\n",
      "Linescan in process: height_250cm_kale_2_Front\n",
      "Linescan in process: height_250cm_kale_2_Back\n",
      "Saved: results\\irr_height_250cm_kale_2.csv\n",
      "Linescan in process: height_250cm_kale_3_Front\n",
      "Linescan in process: height_250cm_kale_3_Back\n",
      "Saved: results\\irr_height_250cm_kale_3.csv\n",
      "Linescan in process: height_250cm_kale_4_Front\n",
      "Linescan in process: height_250cm_kale_4_Back\n",
      "Saved: results\\irr_height_250cm_kale_4.csv\n",
      "Linescan in process: height_250cm_kale_5_Front\n",
      "Linescan in process: height_250cm_kale_5_Back\n",
      "Saved: results\\irr_height_250cm_kale_5.csv\n",
      "Linescan in process: height_250cm_kale_6_Front\n",
      "Linescan in process: height_250cm_kale_6_Back\n",
      "Saved: results\\irr_height_250cm_kale_6.csv\n",
      "Linescan in process: height_250cm_kale_7_Front\n",
      "Linescan in process: height_250cm_kale_7_Back\n",
      "Saved: results\\irr_height_250cm_kale_7.csv\n",
      "Linescan in process: height_250cm_kale_8_Front\n",
      "Linescan in process: height_250cm_kale_8_Back\n",
      "Saved: results\\irr_height_250cm_kale_8.csv\n",
      "Linescan in process: height_250cm_kale_9_Front\n",
      "Linescan in process: height_250cm_kale_9_Back\n",
      "Saved: results\\irr_height_250cm_kale_9.csv\n",
      "Linescan in process: height_250cm_kale_10_Front\n",
      "Linescan in process: height_250cm_kale_10_Back\n",
      "Saved: results\\irr_height_250cm_kale_10.csv\n",
      "Linescan in process: height_250cm_kale_11_Front\n",
      "Linescan in process: height_250cm_kale_11_Back\n",
      "Saved: results\\irr_height_250cm_kale_11.csv\n",
      "Linescan in process: height_250cm_kale_12_Front\n",
      "Linescan in process: height_250cm_kale_12_Back\n",
      "Saved: results\\irr_height_250cm_kale_12.csv\n",
      "Linescan in process: height_250cm_kale_13_Front\n",
      "Linescan in process: height_250cm_kale_13_Back\n",
      "Saved: results\\irr_height_250cm_kale_13.csv\n",
      "Linescan in process: height_250cm_kale_14_Front\n",
      "Linescan in process: height_250cm_kale_14_Back\n",
      "Saved: results\\irr_height_250cm_kale_14.csv\n",
      "Linescan in process: height_250cm_kale_15_Front\n",
      "Linescan in process: height_250cm_kale_15_Back\n",
      "Saved: results\\irr_height_250cm_kale_15.csv\n",
      "Linescan in process: height_250cm_kale_16_Front\n",
      "Linescan in process: height_250cm_kale_16_Back\n",
      "Saved: results\\irr_height_250cm_kale_16.csv\n",
      "Linescan in process: height_250cm_kale_17_Front\n",
      "Linescan in process: height_250cm_kale_17_Back\n",
      "Saved: results\\irr_height_250cm_kale_17.csv\n",
      "Linescan in process: height_250cm_kale_18_Front\n",
      "Linescan in process: height_250cm_kale_18_Back\n",
      "Saved: results\\irr_height_250cm_kale_18.csv\n",
      "Linescan in process: height_250cm_kale_19_Front\n",
      "Linescan in process: height_250cm_kale_19_Back\n",
      "Saved: results\\irr_height_250cm_kale_19.csv\n",
      "Linescan in process: height_250cm_kale_20_Front\n",
      "Linescan in process: height_250cm_kale_20_Back\n",
      "Saved: results\\irr_height_250cm_kale_20.csv\n",
      "Linescan in process: height_250cm_kale_21_Front\n",
      "Linescan in process: height_250cm_kale_21_Back\n",
      "Saved: results\\irr_height_250cm_kale_21.csv\n",
      "Linescan in process: height_250cm_kale_22_Front\n",
      "Linescan in process: height_250cm_kale_22_Back\n",
      "Saved: results\\irr_height_250cm_kale_22.csv\n",
      "Linescan in process: height_250cm_kale_23_Front\n",
      "Linescan in process: height_250cm_kale_23_Back\n",
      "Saved: results\\irr_height_250cm_kale_23.csv\n",
      "Linescan in process: height_250cm_kale_24_Front\n",
      "Linescan in process: height_250cm_kale_24_Back\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved: results\\irr_height_250cm_kale_24.csv\n",
      "Linescan in process: height_250cm_kale_25_Front\n",
      "Linescan in process: height_250cm_kale_25_Back\n",
      "Saved: results\\irr_height_250cm_kale_25.csv\n",
      "Linescan in process: height_250cm_kale_26_Front\n",
      "Linescan in process: height_250cm_kale_26_Back\n",
      "Saved: results\\irr_height_250cm_kale_26.csv\n",
      "Linescan in process: height_250cm_kale_27_Front\n",
      "Linescan in process: height_250cm_kale_27_Back\n",
      "Saved: results\\irr_height_250cm_kale_27.csv\n",
      "Linescan in process: height_250cm_kale_28_Front\n",
      "Linescan in process: height_250cm_kale_28_Back\n",
      "Saved: results\\irr_height_250cm_kale_28.csv\n",
      "Linescan in process: height_250cm_kale_29_Front\n",
      "Linescan in process: height_250cm_kale_29_Back\n",
      "Saved: results\\irr_height_250cm_kale_29.csv\n",
      "8760 line in WeatherFile. Assuming this is a standard hourly WeatherFile for the year for purposes of saving Gencumulativesky temporary weather files in EPW folder.\n",
      "Coercing year to 2021\n",
      "Saving file EPWs\\metdata_temp.csv, # points: 8760\n",
      "Calculating Sun position for Metdata that is right-labeled  with a delta of -30 mins. i.e. 12 is 11:30 sunpos\n",
      "Loaded  EPWs\\metdata_temp.csv\n",
      "message: Error!  Solar altitude is -8 < -6 degrees and Idh = 11 > 10 W/m^2 on day 16 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 12 > 10 W/m^2 on day 16 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 14 > 10 W/m^2 on day 18 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 17 > 10 W/m^2 on day 19 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 19 > 10 W/m^2 on day 21 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 21 > 10 W/m^2 on day 22 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 22 > 10 W/m^2 on day 22 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 26 > 10 W/m^2 on day 24 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 27 > 10 W/m^2 on day 24 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 30 > 10 W/m^2 on day 25 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 12 > 10 W/m^2 on day 52 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 12 > 10 W/m^2 on day 53 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 13 > 10 W/m^2 on day 54 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 11 > 10 W/m^2 on day 54 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 12 > 10 W/m^2 on day 55 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 16 > 10 W/m^2 on day 56 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 12 > 10 W/m^2 on day 58 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 11 > 10 W/m^2 on day 59 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 17 > 10 W/m^2 on day 61 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 64 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 66 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 66 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 17 > 10 W/m^2 on day 69 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 20 > 10 W/m^2 on day 71 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 20 > 10 W/m^2 on day 71 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 20 > 10 W/m^2 on day 73 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 74 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 25 > 10 W/m^2 on day 74 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 32 > 10 W/m^2 on day 76 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 41 > 10 W/m^2 on day 76 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 12 > 10 W/m^2 on day 78 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 28 > 10 W/m^2 on day 78 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 39 > 10 W/m^2 on day 79 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 22 > 10 W/m^2 on day 81 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 30 > 10 W/m^2 on day 81 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 36 > 10 W/m^2 on day 83 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 33 > 10 W/m^2 on day 83 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 35 > 10 W/m^2 on day 86 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 41 > 10 W/m^2 on day 86 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 43 > 10 W/m^2 on day 88 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 47 > 10 W/m^2 on day 88 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 43 > 10 W/m^2 on day 90 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 33 > 10 W/m^2 on day 91 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 41 > 10 W/m^2 on day 91 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 43 > 10 W/m^2 on day 93 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 45 > 10 W/m^2 on day 93 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 44 > 10 W/m^2 on day 95 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 50 > 10 W/m^2 on day 95 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 41 > 10 W/m^2 on day 96 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 47 > 10 W/m^2 on day 98 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 42 > 10 W/m^2 on day 98 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 53 > 10 W/m^2 on day 100 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 44 > 10 W/m^2 on day 100 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 36 > 10 W/m^2 on day 102 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 35 > 10 W/m^2 on day 103 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 31 > 10 W/m^2 on day 103 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 140 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 143 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 13 > 10 W/m^2 on day 145 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 147 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 14 > 10 W/m^2 on day 147 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 15 > 10 W/m^2 on day 181 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 21 > 10 W/m^2 on day 182 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 25 > 10 W/m^2 on day 184 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 12 > 10 W/m^2 on day 185 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 14 > 10 W/m^2 on day 185 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 24 > 10 W/m^2 on day 186 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 11 > 10 W/m^2 on day 187 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 18 > 10 W/m^2 on day 189 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 16 > 10 W/m^2 on day 190 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 20 > 10 W/m^2 on day 191 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 18 > 10 W/m^2 on day 192 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 22 > 10 W/m^2 on day 194 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 22 > 10 W/m^2 on day 195 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 21 > 10 W/m^2 on day 195 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 12 > 10 W/m^2 on day 196 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 16 > 10 W/m^2 on day 200 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 13 > 10 W/m^2 on day 200 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 11 > 10 W/m^2 on day 201 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 19 > 10 W/m^2 on day 203 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 13 > 10 W/m^2 on day 204 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 14 > 10 W/m^2 on day 206 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 13 > 10 W/m^2 on day 209 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 210 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 34 > 10 W/m^2 on day 243 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 46 > 10 W/m^2 on day 243 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 42 > 10 W/m^2 on day 244 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 31 > 10 W/m^2 on day 246 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 36 > 10 W/m^2 on day 246 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 14 > 10 W/m^2 on day 248 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 33 > 10 W/m^2 on day 248 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 21 > 10 W/m^2 on day 249 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 15 > 10 W/m^2 on day 251 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 28 > 10 W/m^2 on day 251 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 28 > 10 W/m^2 on day 253 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 28 > 10 W/m^2 on day 253 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 21 > 10 W/m^2 on day 254 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 24 > 10 W/m^2 on day 256 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 27 > 10 W/m^2 on day 256 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 21 > 10 W/m^2 on day 258 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 17 > 10 W/m^2 on day 259 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 24 > 10 W/m^2 on day 259 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 11 > 10 W/m^2 on day 261 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 261 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 12 > 10 W/m^2 on day 264 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 13 > 10 W/m^2 on day 266 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 14 > 10 W/m^2 on day 268 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 13 > 10 W/m^2 on day 269 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 19 > 10 W/m^2 on day 289 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 22 > 10 W/m^2 on day 289 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 14 > 10 W/m^2 on day 291 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 18 > 10 W/m^2 on day 291 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 12 > 10 W/m^2 on day 294 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 34 > 10 W/m^2 on day 304 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 30 > 10 W/m^2 on day 306 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 22 > 10 W/m^2 on day 306 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 15 > 10 W/m^2 on day 307 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 27 > 10 W/m^2 on day 309 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 22 > 10 W/m^2 on day 309 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 28 > 10 W/m^2 on day 311 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 27 > 10 W/m^2 on day 311 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 26 > 10 W/m^2 on day 312 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 22 > 10 W/m^2 on day 314 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 25 > 10 W/m^2 on day 314 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 20 > 10 W/m^2 on day 316 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 16 > 10 W/m^2 on day 316 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 16 > 10 W/m^2 on day 317 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 16 > 10 W/m^2 on day 319 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 18 > 10 W/m^2 on day 319 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 321 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 21 > 10 W/m^2 on day 321 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 22 > 10 W/m^2 on day 322 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 324 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 15 > 10 W/m^2 on day 324 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 326 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 19 > 10 W/m^2 on day 326 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 19 > 10 W/m^2 on day 327 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 18 > 10 W/m^2 on day 329 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 329 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 17 > 10 W/m^2 on day 331 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 18 > 10 W/m^2 on day 332 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 17 > 10 W/m^2 on day 332 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 14 > 10 W/m^2 on day 334 !Ibn is 0.  Attempting to continue!\n",
      "There were 4490 sun up hours in this climate file\n",
      "Total Ibh/Lbh: 0.000000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Created height_250cm.oct\n",
      "Linescan in process: height_250cm_PV_0_Front\n",
      "Linescan in process: height_250cm_PV_0_Back\n",
      "Saved: results\\irr_height_250cm_PV_0.csv\n",
      "Linescan in process: height_250cm_PV_1_Front\n",
      "Linescan in process: height_250cm_PV_1_Back\n",
      "Saved: results\\irr_height_250cm_PV_1.csv\n",
      "Linescan in process: height_250cm_PV_2_Front\n",
      "Linescan in process: height_250cm_PV_2_Back\n",
      "Saved: results\\irr_height_250cm_PV_2.csv\n",
      "Linescan in process: height_250cm_PV_3_Front\n",
      "Linescan in process: height_250cm_PV_3_Back\n",
      "Saved: results\\irr_height_250cm_PV_3.csv\n",
      "Linescan in process: height_250cm_PV_4_Front\n",
      "Linescan in process: height_250cm_PV_4_Back\n",
      "Saved: results\\irr_height_250cm_PV_4.csv\n",
      "Linescan in process: height_250cm_PV_5_Front\n",
      "Linescan in process: height_250cm_PV_5_Back\n",
      "Saved: results\\irr_height_250cm_PV_5.csv\n",
      "Linescan in process: height_250cm_PV_6_Front\n",
      "Linescan in process: height_250cm_PV_6_Back\n",
      "Saved: results\\irr_height_250cm_PV_6.csv\n",
      "Linescan in process: height_250cm_PV_7_Front\n",
      "Linescan in process: height_250cm_PV_7_Back\n",
      "Saved: results\\irr_height_250cm_PV_7.csv\n",
      "Linescan in process: height_250cm_PV_8_Front\n",
      "Linescan in process: height_250cm_PV_8_Back\n",
      "Saved: results\\irr_height_250cm_PV_8.csv\n",
      "Linescan in process: height_250cm_PV_9_Front\n",
      "Linescan in process: height_250cm_PV_9_Back\n",
      "Saved: results\\irr_height_250cm_PV_9.csv\n",
      "Linescan in process: height_250cm_PV_10_Front\n",
      "Linescan in process: height_250cm_PV_10_Back\n",
      "Saved: results\\irr_height_250cm_PV_10.csv\n",
      "Linescan in process: height_250cm_PV_11_Front\n",
      "Linescan in process: height_250cm_PV_11_Back\n",
      "Saved: results\\irr_height_250cm_PV_11.csv\n",
      "path = C:\\Users\\sayala\\Documents\\GitHub\\bifacial_radiance\\bifacial_radiance\\TEMP\\Tutorial_12\n",
      "Loading albedo, 1 value(s), 0.200 avg\n",
      "1 nonzero albedo values.\n",
      "\n",
      "Module Name: test-module\n",
      "Module was shifted by 0.078 in X to avoid sensors on air\n",
      "This is a Cell-Level detailed module with Packaging Factor of 0.81 %\n",
      "Module test-module updated in module.json\n",
      "Pre-existing .rad file objects\\test-module.rad will be overwritten\n",
      "\n",
      "Created height_150cm.oct\n",
      "\n",
      "Custom Object Name objects\\Post1.rad\n",
      "\n",
      "Custom Object Name objects\\Post2.rad\n",
      "\n",
      "Custom Object Name objects\\Post3.rad\n",
      "\n",
      "Custom Object Name objects\\Pile.rad\n",
      "PLANTING TOMATO\n",
      "8760 line in WeatherFile. Assuming this is a standard hourly WeatherFile for the year for purposes of saving Gencumulativesky temporary weather files in EPW folder.\n",
      "Coercing year to 2001\n",
      "Filtering dates\n",
      "Saving file EPWs\\metdata_temp.csv, # points: 8760\n",
      "Calculating Sun position for Metdata that is right-labeled  with a delta of -30 mins. i.e. 12 is 11:30 sunpos\n",
      "Loaded  EPWs\\metdata_temp.csv\n",
      "message: Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 74 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 25 > 10 W/m^2 on day 74 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 32 > 10 W/m^2 on day 76 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 41 > 10 W/m^2 on day 76 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 12 > 10 W/m^2 on day 78 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 28 > 10 W/m^2 on day 78 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 39 > 10 W/m^2 on day 79 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 22 > 10 W/m^2 on day 81 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 30 > 10 W/m^2 on day 81 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 36 > 10 W/m^2 on day 83 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 33 > 10 W/m^2 on day 83 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 35 > 10 W/m^2 on day 86 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 41 > 10 W/m^2 on day 86 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 43 > 10 W/m^2 on day 88 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 47 > 10 W/m^2 on day 88 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 43 > 10 W/m^2 on day 90 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 33 > 10 W/m^2 on day 91 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 41 > 10 W/m^2 on day 91 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 43 > 10 W/m^2 on day 93 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 45 > 10 W/m^2 on day 93 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 44 > 10 W/m^2 on day 95 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 50 > 10 W/m^2 on day 95 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 41 > 10 W/m^2 on day 96 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 47 > 10 W/m^2 on day 98 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 42 > 10 W/m^2 on day 98 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 53 > 10 W/m^2 on day 100 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 44 > 10 W/m^2 on day 100 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 36 > 10 W/m^2 on day 102 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 35 > 10 W/m^2 on day 103 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 31 > 10 W/m^2 on day 103 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 140 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 143 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 13 > 10 W/m^2 on day 145 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 147 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 14 > 10 W/m^2 on day 147 !Ibn is 0.  Attempting to continue!\n",
      "There were 1473 sun up hours in this climate file\n",
      "Total Ibh/Lbh: 0.000000\n",
      "Created height_150cm.oct\n",
      "Linescan in process: height_150cm_tomato_0_Front\n",
      "Linescan in process: height_150cm_tomato_0_Back\n",
      "Saved: results\\irr_height_150cm_tomato_0.csv\n",
      "Linescan in process: height_150cm_tomato_1_Front\n",
      "Linescan in process: height_150cm_tomato_1_Back\n",
      "Saved: results\\irr_height_150cm_tomato_1.csv\n",
      "Linescan in process: height_150cm_tomato_2_Front\n",
      "Linescan in process: height_150cm_tomato_2_Back\n",
      "Saved: results\\irr_height_150cm_tomato_2.csv\n",
      "Linescan in process: height_150cm_tomato_3_Front\n",
      "Linescan in process: height_150cm_tomato_3_Back\n",
      "Saved: results\\irr_height_150cm_tomato_3.csv\n",
      "Linescan in process: height_150cm_tomato_4_Front\n",
      "Linescan in process: height_150cm_tomato_4_Back\n",
      "Saved: results\\irr_height_150cm_tomato_4.csv\n",
      "Linescan in process: height_150cm_tomato_5_Front\n",
      "Linescan in process: height_150cm_tomato_5_Back\n",
      "Saved: results\\irr_height_150cm_tomato_5.csv\n",
      "Linescan in process: height_150cm_tomato_6_Front\n",
      "Linescan in process: height_150cm_tomato_6_Back\n",
      "Saved: results\\irr_height_150cm_tomato_6.csv\n",
      "Linescan in process: height_150cm_tomato_7_Front\n",
      "Linescan in process: height_150cm_tomato_7_Back\n",
      "Saved: results\\irr_height_150cm_tomato_7.csv\n",
      "Linescan in process: height_150cm_tomato_8_Front\n",
      "Linescan in process: height_150cm_tomato_8_Back\n",
      "Saved: results\\irr_height_150cm_tomato_8.csv\n",
      "Linescan in process: height_150cm_tomato_9_Front\n",
      "Linescan in process: height_150cm_tomato_9_Back\n",
      "Saved: results\\irr_height_150cm_tomato_9.csv\n",
      "Linescan in process: height_150cm_tomato_10_Front\n",
      "Linescan in process: height_150cm_tomato_10_Back\n",
      "Saved: results\\irr_height_150cm_tomato_10.csv\n",
      "Linescan in process: height_150cm_tomato_11_Front\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linescan in process: height_150cm_tomato_11_Back\n",
      "Saved: results\\irr_height_150cm_tomato_11.csv\n",
      "Linescan in process: height_150cm_tomato_12_Front\n",
      "Linescan in process: height_150cm_tomato_12_Back\n",
      "Saved: results\\irr_height_150cm_tomato_12.csv\n",
      "Linescan in process: height_150cm_tomato_13_Front\n",
      "Linescan in process: height_150cm_tomato_13_Back\n",
      "Saved: results\\irr_height_150cm_tomato_13.csv\n",
      "Linescan in process: height_150cm_tomato_14_Front\n",
      "Linescan in process: height_150cm_tomato_14_Back\n",
      "Saved: results\\irr_height_150cm_tomato_14.csv\n",
      "Linescan in process: height_150cm_tomato_15_Front\n",
      "Linescan in process: height_150cm_tomato_15_Back\n",
      "Saved: results\\irr_height_150cm_tomato_15.csv\n",
      "Linescan in process: height_150cm_tomato_16_Front\n",
      "Linescan in process: height_150cm_tomato_16_Back\n",
      "Saved: results\\irr_height_150cm_tomato_16.csv\n",
      "Linescan in process: height_150cm_tomato_17_Front\n",
      "Linescan in process: height_150cm_tomato_17_Back\n",
      "Saved: results\\irr_height_150cm_tomato_17.csv\n",
      "Linescan in process: height_150cm_tomato_18_Front\n",
      "Linescan in process: height_150cm_tomato_18_Back\n",
      "Saved: results\\irr_height_150cm_tomato_18.csv\n",
      "Linescan in process: height_150cm_tomato_19_Front\n",
      "Linescan in process: height_150cm_tomato_19_Back\n",
      "Saved: results\\irr_height_150cm_tomato_19.csv\n",
      "Linescan in process: height_150cm_tomato_20_Front\n",
      "Linescan in process: height_150cm_tomato_20_Back\n",
      "Saved: results\\irr_height_150cm_tomato_20.csv\n",
      "Linescan in process: height_150cm_tomato_21_Front\n",
      "Linescan in process: height_150cm_tomato_21_Back\n",
      "Saved: results\\irr_height_150cm_tomato_21.csv\n",
      "Linescan in process: height_150cm_tomato_22_Front\n",
      "Linescan in process: height_150cm_tomato_22_Back\n",
      "Saved: results\\irr_height_150cm_tomato_22.csv\n",
      "Linescan in process: height_150cm_tomato_23_Front\n",
      "Linescan in process: height_150cm_tomato_23_Back\n",
      "Saved: results\\irr_height_150cm_tomato_23.csv\n",
      "Linescan in process: height_150cm_tomato_24_Front\n",
      "Linescan in process: height_150cm_tomato_24_Back\n",
      "Saved: results\\irr_height_150cm_tomato_24.csv\n",
      "Linescan in process: height_150cm_tomato_25_Front\n",
      "Linescan in process: height_150cm_tomato_25_Back\n",
      "Saved: results\\irr_height_150cm_tomato_25.csv\n",
      "Linescan in process: height_150cm_tomato_26_Front\n",
      "Linescan in process: height_150cm_tomato_26_Back\n",
      "Saved: results\\irr_height_150cm_tomato_26.csv\n",
      "Linescan in process: height_150cm_tomato_27_Front\n",
      "Linescan in process: height_150cm_tomato_27_Back\n",
      "Saved: results\\irr_height_150cm_tomato_27.csv\n",
      "Linescan in process: height_150cm_tomato_28_Front\n",
      "Linescan in process: height_150cm_tomato_28_Back\n",
      "Saved: results\\irr_height_150cm_tomato_28.csv\n",
      "Linescan in process: height_150cm_tomato_29_Front\n",
      "Linescan in process: height_150cm_tomato_29_Back\n",
      "Saved: results\\irr_height_150cm_tomato_29.csv\n",
      "PLANTING KALE\n",
      "8760 line in WeatherFile. Assuming this is a standard hourly WeatherFile for the year for purposes of saving Gencumulativesky temporary weather files in EPW folder.\n",
      "Coercing year to 2001\n",
      "Filtering dates\n",
      "Saving file EPWs\\metdata_temp.csv, # points: 8760\n",
      "Calculating Sun position for Metdata that is right-labeled  with a delta of -30 mins. i.e. 12 is 11:30 sunpos\n",
      "Loaded  EPWs\\metdata_temp.csv\n",
      "message: Error!  Solar altitude is -11 < -6 degrees and Idh = 21 > 10 W/m^2 on day 258 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 17 > 10 W/m^2 on day 259 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 24 > 10 W/m^2 on day 259 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 11 > 10 W/m^2 on day 261 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 261 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 12 > 10 W/m^2 on day 264 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 13 > 10 W/m^2 on day 266 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 14 > 10 W/m^2 on day 268 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 13 > 10 W/m^2 on day 269 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 19 > 10 W/m^2 on day 289 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 22 > 10 W/m^2 on day 289 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 14 > 10 W/m^2 on day 291 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 18 > 10 W/m^2 on day 291 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 12 > 10 W/m^2 on day 294 !Ibn is 0.  Attempting to continue!\n",
      "There were 535 sun up hours in this climate file\n",
      "Total Ibh/Lbh: 0.000000\n",
      "Created height_150cm.oct\n",
      "Linescan in process: height_150cm_kale_0_Front\n",
      "Linescan in process: height_150cm_kale_0_Back\n",
      "Saved: results\\irr_height_150cm_kale_0.csv\n",
      "Linescan in process: height_150cm_kale_1_Front\n",
      "Linescan in process: height_150cm_kale_1_Back\n",
      "Saved: results\\irr_height_150cm_kale_1.csv\n",
      "Linescan in process: height_150cm_kale_2_Front\n",
      "Linescan in process: height_150cm_kale_2_Back\n",
      "Saved: results\\irr_height_150cm_kale_2.csv\n",
      "Linescan in process: height_150cm_kale_3_Front\n",
      "Linescan in process: height_150cm_kale_3_Back\n",
      "Saved: results\\irr_height_150cm_kale_3.csv\n",
      "Linescan in process: height_150cm_kale_4_Front\n",
      "Linescan in process: height_150cm_kale_4_Back\n",
      "Saved: results\\irr_height_150cm_kale_4.csv\n",
      "Linescan in process: height_150cm_kale_5_Front\n",
      "Linescan in process: height_150cm_kale_5_Back\n",
      "Saved: results\\irr_height_150cm_kale_5.csv\n",
      "Linescan in process: height_150cm_kale_6_Front\n",
      "Linescan in process: height_150cm_kale_6_Back\n",
      "Saved: results\\irr_height_150cm_kale_6.csv\n",
      "Linescan in process: height_150cm_kale_7_Front\n",
      "Linescan in process: height_150cm_kale_7_Back\n",
      "Saved: results\\irr_height_150cm_kale_7.csv\n",
      "Linescan in process: height_150cm_kale_8_Front\n",
      "Linescan in process: height_150cm_kale_8_Back\n",
      "Saved: results\\irr_height_150cm_kale_8.csv\n",
      "Linescan in process: height_150cm_kale_9_Front\n",
      "Linescan in process: height_150cm_kale_9_Back\n",
      "Saved: results\\irr_height_150cm_kale_9.csv\n",
      "Linescan in process: height_150cm_kale_10_Front\n",
      "Linescan in process: height_150cm_kale_10_Back\n",
      "Saved: results\\irr_height_150cm_kale_10.csv\n",
      "Linescan in process: height_150cm_kale_11_Front\n",
      "Linescan in process: height_150cm_kale_11_Back\n",
      "Saved: results\\irr_height_150cm_kale_11.csv\n",
      "Linescan in process: height_150cm_kale_12_Front\n",
      "Linescan in process: height_150cm_kale_12_Back\n",
      "Saved: results\\irr_height_150cm_kale_12.csv\n",
      "Linescan in process: height_150cm_kale_13_Front\n",
      "Linescan in process: height_150cm_kale_13_Back\n",
      "Saved: results\\irr_height_150cm_kale_13.csv\n",
      "Linescan in process: height_150cm_kale_14_Front\n",
      "Linescan in process: height_150cm_kale_14_Back\n",
      "Saved: results\\irr_height_150cm_kale_14.csv\n",
      "Linescan in process: height_150cm_kale_15_Front\n",
      "Linescan in process: height_150cm_kale_15_Back\n",
      "Saved: results\\irr_height_150cm_kale_15.csv\n",
      "Linescan in process: height_150cm_kale_16_Front\n",
      "Linescan in process: height_150cm_kale_16_Back\n",
      "Saved: results\\irr_height_150cm_kale_16.csv\n",
      "Linescan in process: height_150cm_kale_17_Front\n",
      "Linescan in process: height_150cm_kale_17_Back\n",
      "Saved: results\\irr_height_150cm_kale_17.csv\n",
      "Linescan in process: height_150cm_kale_18_Front\n",
      "Linescan in process: height_150cm_kale_18_Back\n",
      "Saved: results\\irr_height_150cm_kale_18.csv\n",
      "Linescan in process: height_150cm_kale_19_Front\n",
      "Linescan in process: height_150cm_kale_19_Back\n",
      "Saved: results\\irr_height_150cm_kale_19.csv\n",
      "Linescan in process: height_150cm_kale_20_Front\n",
      "Linescan in process: height_150cm_kale_20_Back\n",
      "Saved: results\\irr_height_150cm_kale_20.csv\n",
      "Linescan in process: height_150cm_kale_21_Front\n",
      "Linescan in process: height_150cm_kale_21_Back\n",
      "Saved: results\\irr_height_150cm_kale_21.csv\n",
      "Linescan in process: height_150cm_kale_22_Front\n",
      "Linescan in process: height_150cm_kale_22_Back\n",
      "Saved: results\\irr_height_150cm_kale_22.csv\n",
      "Linescan in process: height_150cm_kale_23_Front\n",
      "Linescan in process: height_150cm_kale_23_Back\n",
      "Saved: results\\irr_height_150cm_kale_23.csv\n",
      "Linescan in process: height_150cm_kale_24_Front\n",
      "Linescan in process: height_150cm_kale_24_Back\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved: results\\irr_height_150cm_kale_24.csv\n",
      "Linescan in process: height_150cm_kale_25_Front\n",
      "Linescan in process: height_150cm_kale_25_Back\n",
      "Saved: results\\irr_height_150cm_kale_25.csv\n",
      "Linescan in process: height_150cm_kale_26_Front\n",
      "Linescan in process: height_150cm_kale_26_Back\n",
      "Saved: results\\irr_height_150cm_kale_26.csv\n",
      "Linescan in process: height_150cm_kale_27_Front\n",
      "Linescan in process: height_150cm_kale_27_Back\n",
      "Saved: results\\irr_height_150cm_kale_27.csv\n",
      "Linescan in process: height_150cm_kale_28_Front\n",
      "Linescan in process: height_150cm_kale_28_Back\n",
      "Saved: results\\irr_height_150cm_kale_28.csv\n",
      "Linescan in process: height_150cm_kale_29_Front\n",
      "Linescan in process: height_150cm_kale_29_Back\n",
      "Saved: results\\irr_height_150cm_kale_29.csv\n",
      "8760 line in WeatherFile. Assuming this is a standard hourly WeatherFile for the year for purposes of saving Gencumulativesky temporary weather files in EPW folder.\n",
      "Coercing year to 2021\n",
      "Saving file EPWs\\metdata_temp.csv, # points: 8760\n",
      "Calculating Sun position for Metdata that is right-labeled  with a delta of -30 mins. i.e. 12 is 11:30 sunpos\n",
      "Loaded  EPWs\\metdata_temp.csv\n",
      "message: Error!  Solar altitude is -8 < -6 degrees and Idh = 11 > 10 W/m^2 on day 16 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 12 > 10 W/m^2 on day 16 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 14 > 10 W/m^2 on day 18 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 17 > 10 W/m^2 on day 19 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 19 > 10 W/m^2 on day 21 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 21 > 10 W/m^2 on day 22 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 22 > 10 W/m^2 on day 22 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 26 > 10 W/m^2 on day 24 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 27 > 10 W/m^2 on day 24 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 30 > 10 W/m^2 on day 25 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 12 > 10 W/m^2 on day 52 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 12 > 10 W/m^2 on day 53 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 13 > 10 W/m^2 on day 54 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 11 > 10 W/m^2 on day 54 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 12 > 10 W/m^2 on day 55 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 16 > 10 W/m^2 on day 56 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 12 > 10 W/m^2 on day 58 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 11 > 10 W/m^2 on day 59 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 17 > 10 W/m^2 on day 61 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 64 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 66 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 66 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 17 > 10 W/m^2 on day 69 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 20 > 10 W/m^2 on day 71 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 20 > 10 W/m^2 on day 71 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 20 > 10 W/m^2 on day 73 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 74 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 25 > 10 W/m^2 on day 74 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 32 > 10 W/m^2 on day 76 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 41 > 10 W/m^2 on day 76 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 12 > 10 W/m^2 on day 78 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 28 > 10 W/m^2 on day 78 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 39 > 10 W/m^2 on day 79 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 22 > 10 W/m^2 on day 81 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 30 > 10 W/m^2 on day 81 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 36 > 10 W/m^2 on day 83 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 33 > 10 W/m^2 on day 83 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 35 > 10 W/m^2 on day 86 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 41 > 10 W/m^2 on day 86 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 43 > 10 W/m^2 on day 88 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 47 > 10 W/m^2 on day 88 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 43 > 10 W/m^2 on day 90 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 33 > 10 W/m^2 on day 91 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 41 > 10 W/m^2 on day 91 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 43 > 10 W/m^2 on day 93 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 45 > 10 W/m^2 on day 93 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 44 > 10 W/m^2 on day 95 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 50 > 10 W/m^2 on day 95 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 41 > 10 W/m^2 on day 96 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 47 > 10 W/m^2 on day 98 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 42 > 10 W/m^2 on day 98 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 53 > 10 W/m^2 on day 100 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 44 > 10 W/m^2 on day 100 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 36 > 10 W/m^2 on day 102 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 35 > 10 W/m^2 on day 103 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 31 > 10 W/m^2 on day 103 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 140 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 143 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 13 > 10 W/m^2 on day 145 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 147 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 14 > 10 W/m^2 on day 147 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 15 > 10 W/m^2 on day 181 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 21 > 10 W/m^2 on day 182 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 25 > 10 W/m^2 on day 184 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 12 > 10 W/m^2 on day 185 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 14 > 10 W/m^2 on day 185 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 24 > 10 W/m^2 on day 186 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 11 > 10 W/m^2 on day 187 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 18 > 10 W/m^2 on day 189 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 16 > 10 W/m^2 on day 190 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 20 > 10 W/m^2 on day 191 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 18 > 10 W/m^2 on day 192 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 22 > 10 W/m^2 on day 194 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 22 > 10 W/m^2 on day 195 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 21 > 10 W/m^2 on day 195 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 12 > 10 W/m^2 on day 196 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 16 > 10 W/m^2 on day 200 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 13 > 10 W/m^2 on day 200 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 11 > 10 W/m^2 on day 201 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 19 > 10 W/m^2 on day 203 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 13 > 10 W/m^2 on day 204 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 14 > 10 W/m^2 on day 206 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 13 > 10 W/m^2 on day 209 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 12 > 10 W/m^2 on day 210 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 34 > 10 W/m^2 on day 243 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 46 > 10 W/m^2 on day 243 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 42 > 10 W/m^2 on day 244 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 31 > 10 W/m^2 on day 246 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 36 > 10 W/m^2 on day 246 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 14 > 10 W/m^2 on day 248 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 33 > 10 W/m^2 on day 248 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 21 > 10 W/m^2 on day 249 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 15 > 10 W/m^2 on day 251 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 28 > 10 W/m^2 on day 251 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 28 > 10 W/m^2 on day 253 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -9 < -6 degrees and Idh = 28 > 10 W/m^2 on day 253 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 21 > 10 W/m^2 on day 254 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 24 > 10 W/m^2 on day 256 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 27 > 10 W/m^2 on day 256 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 21 > 10 W/m^2 on day 258 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 17 > 10 W/m^2 on day 259 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 24 > 10 W/m^2 on day 259 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 11 > 10 W/m^2 on day 261 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 261 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 12 > 10 W/m^2 on day 264 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 13 > 10 W/m^2 on day 266 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -13 < -6 degrees and Idh = 14 > 10 W/m^2 on day 268 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -14 < -6 degrees and Idh = 13 > 10 W/m^2 on day 269 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -6 < -6 degrees and Idh = 19 > 10 W/m^2 on day 289 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 22 > 10 W/m^2 on day 289 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 14 > 10 W/m^2 on day 291 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -7 < -6 degrees and Idh = 18 > 10 W/m^2 on day 291 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -8 < -6 degrees and Idh = 12 > 10 W/m^2 on day 294 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 34 > 10 W/m^2 on day 304 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 30 > 10 W/m^2 on day 306 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 22 > 10 W/m^2 on day 306 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 15 > 10 W/m^2 on day 307 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 27 > 10 W/m^2 on day 309 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -10 < -6 degrees and Idh = 22 > 10 W/m^2 on day 309 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 28 > 10 W/m^2 on day 311 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 27 > 10 W/m^2 on day 311 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 26 > 10 W/m^2 on day 312 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 22 > 10 W/m^2 on day 314 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 25 > 10 W/m^2 on day 314 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 20 > 10 W/m^2 on day 316 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 16 > 10 W/m^2 on day 316 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 16 > 10 W/m^2 on day 317 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -11 < -6 degrees and Idh = 16 > 10 W/m^2 on day 319 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 18 > 10 W/m^2 on day 319 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 321 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 21 > 10 W/m^2 on day 321 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 22 > 10 W/m^2 on day 322 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 324 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 15 > 10 W/m^2 on day 324 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 16 > 10 W/m^2 on day 326 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 19 > 10 W/m^2 on day 326 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 19 > 10 W/m^2 on day 327 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 18 > 10 W/m^2 on day 329 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 11 > 10 W/m^2 on day 329 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 17 > 10 W/m^2 on day 331 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 18 > 10 W/m^2 on day 332 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 17 > 10 W/m^2 on day 332 !Ibn is 0.  Attempting to continue!\n",
      "Error!  Solar altitude is -12 < -6 degrees and Idh = 14 > 10 W/m^2 on day 334 !Ibn is 0.  Attempting to continue!\n",
      "There were 4490 sun up hours in this climate file\n",
      "Total Ibh/Lbh: 0.000000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Created height_150cm.oct\n",
      "Linescan in process: height_150cm_PV_0_Front\n",
      "Linescan in process: height_150cm_PV_0_Back\n",
      "Saved: results\\irr_height_150cm_PV_0.csv\n",
      "Linescan in process: height_150cm_PV_1_Front\n",
      "Linescan in process: height_150cm_PV_1_Back\n",
      "Saved: results\\irr_height_150cm_PV_1.csv\n",
      "Linescan in process: height_150cm_PV_2_Front\n",
      "Linescan in process: height_150cm_PV_2_Back\n",
      "Saved: results\\irr_height_150cm_PV_2.csv\n",
      "Linescan in process: height_150cm_PV_3_Front\n",
      "Linescan in process: height_150cm_PV_3_Back\n",
      "Saved: results\\irr_height_150cm_PV_3.csv\n",
      "Linescan in process: height_150cm_PV_4_Front\n",
      "Linescan in process: height_150cm_PV_4_Back\n",
      "Saved: results\\irr_height_150cm_PV_4.csv\n",
      "Linescan in process: height_150cm_PV_5_Front\n",
      "Linescan in process: height_150cm_PV_5_Back\n",
      "Saved: results\\irr_height_150cm_PV_5.csv\n",
      "Linescan in process: height_150cm_PV_6_Front\n",
      "Linescan in process: height_150cm_PV_6_Back\n",
      "Saved: results\\irr_height_150cm_PV_6.csv\n",
      "Linescan in process: height_150cm_PV_7_Front\n",
      "Linescan in process: height_150cm_PV_7_Back\n",
      "Saved: results\\irr_height_150cm_PV_7.csv\n",
      "Linescan in process: height_150cm_PV_8_Front\n",
      "Linescan in process: height_150cm_PV_8_Back\n",
      "Saved: results\\irr_height_150cm_PV_8.csv\n",
      "Linescan in process: height_150cm_PV_9_Front\n",
      "Linescan in process: height_150cm_PV_9_Back\n",
      "Saved: results\\irr_height_150cm_PV_9.csv\n",
      "Linescan in process: height_150cm_PV_10_Front\n",
      "Linescan in process: height_150cm_PV_10_Back\n",
      "Saved: results\\irr_height_150cm_PV_10.csv\n",
      "Linescan in process: height_150cm_PV_11_Front\n",
      "Linescan in process: height_150cm_PV_11_Back\n",
      "Saved: results\\irr_height_150cm_PV_11.csv\n"
     ]
    }
   ],
   "source": [
    "for jj in range (0, len(hub_heights)):\n",
    "    hub_height = hub_heights[jj]\n",
    "    simulationname = 'height_'+ str(int(hub_height*100))+'cm'\n",
    "\n",
    "    #Location:\n",
    "    # MakeModule Parameters\n",
    "    moduletype='test-module'\n",
    "    numpanels = 3  # AgriPV site has 3 modules along the y direction (N-S since we are facing it to the south) .\n",
    "    x = 0.95  \n",
    "    y = 1.95\n",
    "    xgap = 2.0# Leaving 15 centimeters between modules on x direction\n",
    "    ygap = 0.10 # Leaving 10 centimeters between modules on y direction\n",
    "    zgap = 0 # no gap to torquetube.\n",
    "    sensorsy = 6*numpanels  # this will give 6 sensors per module, 1 per cell\n",
    "\n",
    "    # Other default values:\n",
    "\n",
    "    # TorqueTube Parameters\n",
    "    axisofrotationTorqueTube=False\n",
    "    torqueTube = False\n",
    "    cellLevelModule = True\n",
    "\n",
    "    numcellsx = 12\n",
    "    numcellsy = 6\n",
    "    xcell = 0.156\n",
    "    ycell = 0.156\n",
    "    xcellgap = 0.02\n",
    "    ycellgap = 0.02\n",
    "\n",
    "    cellLevelModuleParams = {'numcellsx': numcellsx, 'numcellsy':numcellsy, \n",
    "                             'xcell': xcell, 'ycell': ycell, 'xcellgap': xcellgap, 'ycellgap': ycellgap}\n",
    "\n",
    "    # SceneDict Parameters\n",
    "    pitch = 15 # m\n",
    "    torquetube_height = hub_height - 0.1 # m\n",
    "    nMods = 6 # six modules per row.\n",
    "    nRows = 3  # 3 row\n",
    "\n",
    "    azimuth_ang=180 # Facing south\n",
    "    tilt =35 # tilt. \n",
    "\n",
    "    # Now let's run the example\n",
    "    demo = RadianceObj(simulationname,path = testfolder)  # Create a RadianceObj 'object'\n",
    "    demo.setGround(albedo) # input albedo number or material name like 'concrete'.  To see options, run this without any input.\n",
    "\n",
    "    #demo.gendaylit(4020)  # Use this to simulate only one hour at a time. \n",
    "    # Making module with all the variables\n",
    "    module = demo.makeModule(name=moduletype, x=x, y=y, numpanels=numpanels, \n",
    "                               xgap=xgap, ygap=ygap, cellModule=cellLevelModuleParams)\n",
    "    # create a scene with all the variables\n",
    "    sceneDict = {'tilt':tilt, 'pitch':15, 'hub_height':hub_height, 'azimuth':azimuth_ang, 'nMods':nMods, 'nRows':nRows}  \n",
    "    scene = demo.makeScene(module=moduletype, sceneDict=sceneDict) #makeScene creates a .rad file with 20 modules per row, 7 rows.\n",
    "    octfile = demo.makeOct(demo.getfilelist())  # makeOct combines all of the ground, sky and object fil|es into a .oct file.\n",
    "\n",
    "    torquetubelength = module.scenex*(nMods) \n",
    "\n",
    "    # torquetube 1\n",
    "    name='Post1'\n",
    "    text='! genbox Metal_Aluminum_Anodized torquetube_row1 {} 0.2 0.3 | xform -t {} -0.1 -0.3 | xform -t 0 0 {}'.format(torquetubelength, (-torquetubelength+module.sceney)/2.0, torquetube_height)\n",
    "    customObject = demo.makeCustomObject(name,text)\n",
    "    demo.appendtoScene(radfile=scene.radfiles, customObject=customObject, text=\"!xform -rz 0\")\n",
    "\n",
    "    name='Post2'\n",
    "    text='! genbox Metal_Aluminum_Anodized torquetube_row2 {} 0.2 0.3 | xform -t {} -0.1 -0.3 | xform -t 0 15 {}'.format(torquetubelength, (-torquetubelength+module.sceney)/2.0, torquetube_height)\n",
    "    customObject = demo.makeCustomObject(name,text)\n",
    "    demo.appendtoScene(radfile=scene.radfiles, customObject=customObject, text=\"!xform -rz 0\")\n",
    "\n",
    "    name='Post3'\n",
    "    text='! genbox Metal_Aluminum_Anodized torquetube_row2 {} 0.2 0.3 | xform -t {} -0.1 -0.3 | xform -t 0 -15 {}'.format(torquetubelength, (-torquetubelength+module.sceney)/2.0, torquetube_height)\n",
    "    customObject = demo.makeCustomObject(name,text)\n",
    "    demo.appendtoScene(radfile=scene.radfiles, customObject=customObject, text=\"!xform -rz 0\")\n",
    "\n",
    "    name='Pile'\n",
    "    pile1x = (torquetubelength+module.sceney)/2.0\n",
    "    pilesep = pile1x*2.0/7.0\n",
    "    #! genrev Metal_Grey tube1 t*1.004 0.05 32 | xform -ry 90 -t -0.502 0 0\n",
    "    text= '! genrev Metal_Grey tube1row1 t*{} 0.15 32 | xform -t {} 0 0'.format(torquetube_height, pile1x)\n",
    "    text += '\\r\\n! genrev Metal_Grey tube1row2 t*{} 0.15 32 | xform -t {} 15 0'.format(torquetube_height, pile1x)\n",
    "    text += '\\r\\n! genrev Metal_Grey tube1row3 t*{} 0.15 32 | xform -t {} -15 0'.format(torquetube_height, pile1x)\n",
    "\n",
    "    for i in range (1, 7):\n",
    "        text += '\\r\\n! genrev Metal_Grey tube{}row1 t*{} 0.15 32 | xform -t {} 0 0'.format(i+1, torquetube_height, pile1x-pilesep*i)\n",
    "        text += '\\r\\n! genrev Metal_Grey tube{}row2 t*{} 0.15 32 | xform -t {} 15 0'.format(i+1, torquetube_height, pile1x-pilesep*i)\n",
    "        text += '\\r\\n! genrev Metal_Grey tube{}row3 t*{} 0.15 32 | xform -t {} -15 0'.format(i+1, torquetube_height, pile1x-pilesep*i)\n",
    "\n",
    "    customObject = demo.makeCustomObject(name,text)\n",
    "    demo.appendtoScene(radfile=scene.radfiles, customObject=customObject, text=\"!xform -rz 0\")\n",
    "\n",
    "\n",
    "    for zz in range (0, len(crops)):\n",
    "        crop = crops[zz]\n",
    "        if crop == 'tomato':\n",
    "            #startdt =datetime.datetime(2001,3,15,0)\n",
    "            #enddt = datetime.datetime(2001,6,30,23)\n",
    "            starttime = '2001-03-15_0100' \n",
    "            endtime = '2001-06-30_2300'\n",
    "            print('PLANTING TOMATO')\n",
    "\n",
    "        if crop == 'kale':\n",
    "#            startdt = datetime.datetime(2001,9,15,0)\n",
    "#            enddt = datetime.datetime(2001,10,31,23)\n",
    "            starttime = '2001-09-15_0100' \n",
    "            endtime = '2001-10-31_2300'\n",
    "            print('PLANTING KALE')\n",
    "        \n",
    "        metdata = demo.readWeatherFile(epwfile, starttime=starttime, endtime=endtime, coerce_year=2001) # read in the EPW weather data from above\n",
    "        demo.genCumSky(savefile=crop)\n",
    "\n",
    "        octfile = demo.makeOct()  # makeOct combines all of the ground, sky and object files into a .oct file.\n",
    "\n",
    "        analysis = AnalysisObj(octfile, demo.name)  # return an analysis object including the scan dimensions for back irradiance\n",
    "        sensorsy = 30\n",
    "        sensorsx = 30\n",
    "        startgroundsample=-module.scenex\n",
    "        spacingbetweensamples = module.scenex/(sensorsx-1)\n",
    "\n",
    "        for i in range (0, sensorsx):  \n",
    "            frontscan, backscan = analysis.moduleAnalysis(scene, sensorsy=sensorsy)\n",
    "            groundscan = frontscan\n",
    "            groundscan['zstart'] = 0.05  # setting it 5 cm from the ground.\n",
    "            groundscan['zinc'] = 0   # no tilt necessary. \n",
    "            groundscan['yinc'] = pitch/(sensorsy-1)   # increasing spacing so it covers all distance between rows\n",
    "            groundscan['xstart'] = startgroundsample + i*spacingbetweensamples   # increasing spacing so it covers all distance between rows\n",
    "            analysis.analysis(octfile, simulationname+'_'+crop+'_'+str(i), groundscan, backscan)  # compare the back vs front irradiance  \n",
    "\n",
    "    metdata = demo.readWeatherFile(epwfile) # read in the EPW weather data from above\n",
    "    demo.genCumSky(savefile = 'PV')#startdt=startdt, enddt=enddt)\n",
    "\n",
    "    octfile = demo.makeOct()  # makeOct combines all of the ground, sky and object files into a .oct file.\n",
    "\n",
    "    analysis = AnalysisObj(octfile, demo.name)  # return an analysis object including the scan dimensions for back irradiance\n",
    "    sensorsy = 20\n",
    "    sensorsx = 12\n",
    "    startPVsample=-module.x\n",
    "    spacingbetweenPVsamples = module.x/(sensorsx-1)\n",
    "\n",
    "    for i in range (0, sensorsx): # Will map 20 points    \n",
    "        frontscan, backscan = analysis.moduleAnalysis(scene, sensorsy=sensorsy)\n",
    "        frontscan['xstart'] = startPVsample + i*spacingbetweenPVsamples   # increasing spacing so it covers all distance between rows\n",
    "        analysis.analysis(octfile, simulationname+'_PV_'+str(i), frontscan, backscan)  # compare the back vs front irradiance  \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Plot Bifacial Gain Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "font = {'family' : 'normal',\n",
    "        'weight' : 'bold',\n",
    "        'size'   : 22}\n",
    "matplotlib.rc('font', **font)\n",
    "\n",
    "sns.set(rc={'figure.figsize':(11.7,8.27)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Hub height [m]')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hub_heights = [4.3, 3.5, 2.5, 1.5]\n",
    "results_BGG=[]\n",
    "for i in range(0, len(hub_heights)):\n",
    "    hub_height = str(int(hub_heights[i]*100))\n",
    "    filepv= os.path.join(testfolder,'results',f'irr_height_{hub_height}cm_PV_6.csv')\n",
    "    resultsDF = load.read1Result(filepv)\n",
    "    resultsDF = load.cleanResult(resultsDF).dropna()\n",
    "    results_BGG.append(resultsDF['Wm2Back'].sum()*100/resultsDF['Wm2Front'].sum())\n",
    "    \n",
    "plt.figure(figsize=(14,10))\n",
    "plt.plot(hub_heights, results_BGG, '.-')\n",
    "plt.ylabel('Bifacial Gain in Irradiance (BG$_G$) [%]')\n",
    "plt.xlabel('Hub height [m]')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Plot Heatmaps of the Ground Irradiance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### First, here is a complicated way to find the maximum of all arrays so all heatmaps are referenced to that value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "288 files in the directory\n",
      "30 groundscan files in the directory\n",
      "288 files in the directory\n",
      "30 groundscan files in the directory\n",
      "288 files in the directory\n",
      "30 groundscan files in the directory\n",
      "288 files in the directory\n",
      "30 groundscan files in the directory\n",
      "288 files in the directory\n",
      "30 groundscan files in the directory\n",
      "288 files in the directory\n",
      "30 groundscan files in the directory\n",
      "288 files in the directory\n",
      "30 groundscan files in the directory\n",
      "288 files in the directory\n",
      "30 groundscan files in the directory\n",
      "MAX Found 799098.0\n"
     ]
    }
   ],
   "source": [
    "maxmax = 0\n",
    "for hh in range (0, len(hub_heights)):\n",
    "    for cc in range (0, len(crops)):\n",
    "        filestarter = \"irr_height_\"+ str(int(hub_heights[hh]*100))+'cm_'+crops[cc]\n",
    "\n",
    "        filelist = sorted(os.listdir(os.path.join(testfolder, 'results')))\n",
    "        prefixed = [filename for filename in filelist if filename.startswith(filestarter)]\n",
    "        arrayWm2Front = []\n",
    "        arrayWm2Back = []\n",
    "        arrayMatFront = []\n",
    "        arrayMatBack = []\n",
    "        filenamed = []\n",
    "        faillist = []\n",
    "\n",
    "        print('{} files in the directory'.format(filelist.__len__()))\n",
    "        print('{} groundscan files in the directory'.format(prefixed.__len__()))\n",
    "        i = 0  # counter to track # files loaded.\n",
    "\n",
    "        for i in range (0, len(prefixed)-1):\n",
    "            ind = prefixed[i].split('_')\n",
    "            #print(\" Working on \", filelist[i], locs[ii], Scenario[jj])\n",
    "            try:\n",
    "                resultsDF = load.read1Result(os.path.join(testfolder, 'results', prefixed[i]))\n",
    "                arrayWm2Front.append(list(resultsDF['Wm2Front']))\n",
    "                arrayWm2Back.append(list(resultsDF['Wm2Back']))\n",
    "                arrayMatFront.append(list(resultsDF['mattype']))\n",
    "                arrayMatBack.append(list(resultsDF['rearMat']))\n",
    "                filenamed.append(prefixed[i])\n",
    "            except:\n",
    "                print(\" FAILED \", i, prefixed[i])\n",
    "                faillist.append(prefixed[i])\n",
    "\n",
    "        resultsdf = pd.DataFrame(list(zip(arrayWm2Front, arrayWm2Back, \n",
    "                                          arrayMatFront, arrayMatBack)),\n",
    "                                 columns = ['br_Wm2Front', 'br_Wm2Back', \n",
    "                                            'br_MatFront', 'br_MatBack'])\n",
    "        resultsdf['filename'] = filenamed\n",
    "        \n",
    "        df3 = pd.DataFrame(resultsdf['br_Wm2Front'].to_list())\n",
    "        reversed_df = df3.T.iloc[::-1]\n",
    "        \n",
    "        if df3.max().max() > maxmax:\n",
    "            maxmax = df3.max().max()\n",
    "\n",
    "\n",
    "print(\"MAX Found\", maxmax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's print Results Table and Ground Irradiance Heatmaps:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Crop: tomato, Hub Height 4.3 MAX irradiance 796.0  kW/m2; Min irradiance 405.8 kW/m2\n",
      "Crop: kale, Hub Height 4.3 MAX irradiance 277.7  kW/m2; Min irradiance 119.1 kW/m2\n",
      "Crop: tomato, Hub Height 3.5 MAX irradiance 797.8  kW/m2; Min irradiance 367.4 kW/m2\n",
      "Crop: kale, Hub Height 3.5 MAX irradiance 263.7  kW/m2; Min irradiance 102.9 kW/m2\n",
      "Crop: tomato, Hub Height 2.5 MAX irradiance 798.0  kW/m2; Min irradiance 351.6 kW/m2\n",
      "Crop: kale, Hub Height 2.5 MAX irradiance 249.8  kW/m2; Min irradiance 80.9 kW/m2\n",
      "Crop: tomato, Hub Height 1.5 MAX irradiance 799.1  kW/m2; Min irradiance 237.0 kW/m2\n",
      "Crop: kale, Hub Height 1.5 MAX irradiance 250.8  kW/m2; Min irradiance 72.1 kW/m2\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for hh in range (0, len(hub_heights)):\n",
    "    for cc in range (0, len(crops)):\n",
    "        filestarter = \"irr_height_\"+ str(int(hub_heights[hh]*100))+'cm_'+crops[cc]\n",
    "\n",
    "        filelist = sorted(os.listdir(os.path.join(testfolder, 'results')))\n",
    "        prefixed = [filename for filename in filelist if filename.startswith(filestarter)]\n",
    "        arrayWm2Front = []\n",
    "        arrayWm2Back = []\n",
    "        arrayMatFront = []\n",
    "        arrayMatBack = []\n",
    "        filenamed = []\n",
    "        faillist = []\n",
    "\n",
    "        i = 0  # counter to track # files loaded.\n",
    "\n",
    "        for i in range (0, len(prefixed)-1):\n",
    "            ind = prefixed[i].split('_')\n",
    "            #print(\" Working on \", filelist[i], locs[ii], Scenario[jj])\n",
    "            try:\n",
    "                resultsDF = load.read1Result(os.path.join(testfolder, 'results', prefixed[i]))\n",
    "                arrayWm2Front.append(list(resultsDF['Wm2Front']))\n",
    "                arrayWm2Back.append(list(resultsDF['Wm2Back']))\n",
    "                arrayMatFront.append(list(resultsDF['mattype']))\n",
    "                arrayMatBack.append(list(resultsDF['rearMat']))\n",
    "                filenamed.append(prefixed[i])\n",
    "            except:\n",
    "                print(\" FAILED \", i, prefixed[i])\n",
    "                faillist.append(prefixed[i])\n",
    "\n",
    "        resultsdf = pd.DataFrame(list(zip(arrayWm2Front, arrayWm2Back, \n",
    "                                          arrayMatFront, arrayMatBack)),\n",
    "                                 columns = ['br_Wm2Front', 'br_Wm2Back', \n",
    "                                            'br_MatFront', 'br_MatBack'])\n",
    "        resultsdf['filename'] = filenamed\n",
    "        \n",
    "        df3 = pd.DataFrame(resultsdf['br_Wm2Front'].to_list())\n",
    "        reversed_df = df3.T.iloc[::-1]\n",
    "            \n",
    "        plt.figure()\n",
    "        ax = sns.heatmap(reversed_df/maxmax, vmin=0, vmax=1)\n",
    "        ax.set_yticks([])\n",
    "        ax.set_xticks([])\n",
    "        ax.set_ylabel('')  \n",
    "        ax.set_xlabel('')\n",
    "        mytitle = 'Crop: '+crops[cc]+', Hub Height '+str(hub_heights[hh])\n",
    "        ax.set_title(mytitle)\n",
    "        \n",
    "        print(mytitle, \"MAX irradiance\", round(df3.max().max()/1000,1), \" kW/m2; Min irradiance\", round(df3.min().min()/1000,1), \"kW/m2\")\n",
    "\n",
    "print(\"\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}