3.1-resstock-parser.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ResStock Matching\n",
    "\n",
    "The purpose of this notebook is to load ResStock and then match TCAD entries to Resstock"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "import pandas as pd\n",
    "\n",
    "pd.set_option('display.max_columns',1000)\n",
    "pd.set_option('display.max_rows',10)\n",
    "\n",
    "RESSTOCK_RAW = 'data/raw/resstock_tx_baseline_metadata_and_annual_results.parquet'\n",
    "\n",
    "def load_resstock(*,state='TX'):\n",
    "    metadata_url = f\"https://oedi-data-lake.s3.amazonaws.com/nrel-pds-building-stock/end-use-load-profiles-for-us-building-stock/2022/resstock_tmy3_release_1.1/metadata_and_annual_results/by_state/state={state}/parquet/{state}_baseline_metadata_and_annual_results.parquet\"\n",
    "    # metadata_url = f\"https://oedi-data-lake.s3.amazonaws.com/nrel-pds-building-stock/end-use-load-profiles-for-us-building-stock/2024/resstock_dataset_2024.1/resstock_tmy3/metadata_and_annual_results/by_state/state=TX/parquet/Baseline/TX_baseline_metadata_and_annual_results.parquet\"\n",
    "    return pd.read_parquet(metadata_url)\n",
    "\n",
    "if not Path(RESSTOCK_RAW).exists():\n",
    "    resstock_df_raw = load_resstock()\n",
    "    resstock_df_raw.to_parquet(RESSTOCK_RAW)\n",
    "else:\n",
    "    resstock_df_raw = pd.read_parquet(RESSTOCK_RAW)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preview ResStock Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This section is just to see what kind of data ResStock has and can be safely skipped.\n",
    "\n",
    "Potentially matchable columns include:\n",
    "- Floor area (in.sqft)\n",
    "- input city (in.city)\n",
    "- Building type (in.geometry_building_type_acs,in.geometry_building_type_height,in.geometry_building_type_recs)\n",
    "- Federal poverty level (in.federal_poverty_level)\n",
    "- Foundation type (in.geometry_foundation_type)\n",
    "- Floors (in.geometry_stories)\n",
    "- Income ()\n",
    "- Orientation \n",
    "- Year built: in.vintage,in.vintage_acs\n",
    "\n",
    "Other stuff: solar, roof material"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>upgrade</th>\n",
       "      <th>weight</th>\n",
       "      <th>applicability</th>\n",
       "      <th>in.sqft</th>\n",
       "      <th>in.ahs_region</th>\n",
       "      <th>in.ashrae_iecc_climate_zone_2004</th>\n",
       "      <th>in.ashrae_iecc_climate_zone_2004_2_a_split</th>\n",
       "      <th>in.bathroom_spot_vent_hour</th>\n",
       "      <th>in.bedrooms</th>\n",
       "      <th>in.building_america_climate_zone</th>\n",
       "      <th>in.cec_climate_zone</th>\n",
       "      <th>in.ceiling_fan</th>\n",
       "      <th>in.census_division</th>\n",
       "      <th>in.census_division_recs</th>\n",
       "      <th>in.census_region</th>\n",
       "      <th>in.city</th>\n",
       "      <th>in.clothes_dryer</th>\n",
       "      <th>in.clothes_washer</th>\n",
       "      <th>in.clothes_washer_presence</th>\n",
       "      <th>in.cooking_range</th>\n",
       "      <th>in.cooling_setpoint</th>\n",
       "      <th>in.cooling_setpoint_has_offset</th>\n",
       "      <th>in.cooling_setpoint_offset_magnitude</th>\n",
       "      <th>in.cooling_setpoint_offset_period</th>\n",
       "      <th>in.corridor</th>\n",
       "      <th>in.county</th>\n",
       "      <th>in.county_and_puma</th>\n",
       "      <th>in.dehumidifier</th>\n",
       "      <th>in.dishwasher</th>\n",
       "      <th>in.door_area</th>\n",
       "      <th>in.doors</th>\n",
       "      <th>in.ducts</th>\n",
       "      <th>in.eaves</th>\n",
       "      <th>in.electric_vehicle</th>\n",
       "      <th>in.emissions_electricity_folders</th>\n",
       "      <th>in.emissions_electricity_units</th>\n",
       "      <th>in.emissions_electricity_values_or_filepaths</th>\n",
       "      <th>in.emissions_fossil_fuel_units</th>\n",
       "      <th>in.emissions_fuel_oil_values</th>\n",
       "      <th>in.emissions_natural_gas_values</th>\n",
       "      <th>in.emissions_propane_values</th>\n",
       "      <th>in.emissions_scenario_names</th>\n",
       "      <th>in.emissions_types</th>\n",
       "      <th>in.emissions_wood_values</th>\n",
       "      <th>in.federal_poverty_level</th>\n",
       "      <th>in.generation_and_emissions_assessment_region</th>\n",
       "      <th>in.geometry_attic_type</th>\n",
       "      <th>in.geometry_building_horizontal_location_mf</th>\n",
       "      <th>in.geometry_building_horizontal_location_sfa</th>\n",
       "      <th>in.geometry_building_level_mf</th>\n",
       "      <th>in.geometry_building_number_units_mf</th>\n",
       "      <th>in.geometry_building_number_units_sfa</th>\n",
       "      <th>in.geometry_building_type_acs</th>\n",
       "      <th>in.geometry_building_type_height</th>\n",
       "      <th>in.geometry_building_type_recs</th>\n",
       "      <th>in.geometry_floor_area</th>\n",
       "      <th>in.geometry_floor_area_bin</th>\n",
       "      <th>in.geometry_foundation_type</th>\n",
       "      <th>in.geometry_garage</th>\n",
       "      <th>in.geometry_stories</th>\n",
       "      <th>in.geometry_stories_low_rise</th>\n",
       "      <th>in.geometry_story_bin</th>\n",
       "      <th>in.geometry_wall_exterior_finish</th>\n",
       "      <th>in.geometry_wall_type</th>\n",
       "      <th>in.has_pv</th>\n",
       "      <th>in.heating_fuel</th>\n",
       "      <th>in.heating_setpoint</th>\n",
       "      <th>in.heating_setpoint_has_offset</th>\n",
       "      <th>in.heating_setpoint_offset_magnitude</th>\n",
       "      <th>in.heating_setpoint_offset_period</th>\n",
       "      <th>in.holiday_lighting</th>\n",
       "      <th>in.hot_water_distribution</th>\n",
       "      <th>in.hot_water_fixtures</th>\n",
       "      <th>in.hvac_cooling_efficiency</th>\n",
       "      <th>in.hvac_cooling_partial_space_conditioning</th>\n",
       "      <th>in.hvac_cooling_type</th>\n",
       "      <th>in.hvac_has_ducts</th>\n",
       "      <th>in.hvac_has_shared_system</th>\n",
       "      <th>in.hvac_has_zonal_electric_heating</th>\n",
       "      <th>in.hvac_heating_efficiency</th>\n",
       "      <th>in.hvac_heating_type</th>\n",
       "      <th>in.hvac_heating_type_and_fuel</th>\n",
       "      <th>in.hvac_secondary_heating_efficiency</th>\n",
       "      <th>in.hvac_secondary_heating_type_and_fuel</th>\n",
       "      <th>in.hvac_shared_efficiencies</th>\n",
       "      <th>in.hvac_system_is_faulted</th>\n",
       "      <th>in.hvac_system_single_speed_ac_airflow</th>\n",
       "      <th>in.hvac_system_single_speed_ac_charge</th>\n",
       "      <th>in.hvac_system_single_speed_ashp_airflow</th>\n",
       "      <th>in.hvac_system_single_speed_ashp_charge</th>\n",
       "      <th>in.income</th>\n",
       "      <th>in.income_recs_2015</th>\n",
       "      <th>in.income_recs_2020</th>\n",
       "      <th>in.infiltration</th>\n",
       "      <th>in.insulation_ceiling</th>\n",
       "      <th>in.insulation_floor</th>\n",
       "      <th>in.insulation_foundation_wall</th>\n",
       "      <th>in.insulation_rim_joist</th>\n",
       "      <th>in.insulation_roof</th>\n",
       "      <th>in.insulation_slab</th>\n",
       "      <th>in.insulation_wall</th>\n",
       "      <th>in.interior_shading</th>\n",
       "      <th>in.iso_rto_region</th>\n",
       "      <th>in.lighting</th>\n",
       "      <th>in.lighting_interior_use</th>\n",
       "      <th>in.lighting_other_use</th>\n",
       "      <th>in.location_region</th>\n",
       "      <th>in.mechanical_ventilation</th>\n",
       "      <th>in.misc_extra_refrigerator</th>\n",
       "      <th>in.misc_freezer</th>\n",
       "      <th>in.misc_gas_fireplace</th>\n",
       "      <th>in.misc_gas_grill</th>\n",
       "      <th>in.misc_gas_lighting</th>\n",
       "      <th>in.misc_hot_tub_spa</th>\n",
       "      <th>in.misc_pool</th>\n",
       "      <th>in.misc_pool_heater</th>\n",
       "      <th>in.misc_pool_pump</th>\n",
       "      <th>in.misc_well_pump</th>\n",
       "      <th>in.natural_ventilation</th>\n",
       "      <th>in.neighbors</th>\n",
       "      <th>in.occupants</th>\n",
       "      <th>in.orientation</th>\n",
       "      <th>in.overhangs</th>\n",
       "      <th>in.plug_load_diversity</th>\n",
       "      <th>in.plug_loads</th>\n",
       "      <th>in.puma</th>\n",
       "      <th>in.puma_metro_status</th>\n",
       "      <th>in.pv_orientation</th>\n",
       "      <th>in.pv_system_size</th>\n",
       "      <th>in.radiant_barrier</th>\n",
       "      <th>in.range_spot_vent_hour</th>\n",
       "      <th>in.reeds_balancing_area</th>\n",
       "      <th>in.refrigerator</th>\n",
       "      <th>in.roof_material</th>\n",
       "      <th>in.schedules</th>\n",
       "      <th>in.simulation_control_run_period_begin_day_of_month</th>\n",
       "      <th>in.simulation_control_run_period_begin_month</th>\n",
       "      <th>in.simulation_control_run_period_calendar_year</th>\n",
       "      <th>in.simulation_control_run_period_end_day_of_month</th>\n",
       "      <th>in.simulation_control_run_period_end_month</th>\n",
       "      <th>in.simulation_control_timestep</th>\n",
       "      <th>in.solar_hot_water</th>\n",
       "      <th>in.state</th>\n",
       "      <th>in.tenure</th>\n",
       "      <th>in.units_represented</th>\n",
       "      <th>in.usage_level</th>\n",
       "      <th>in.vacancy_status</th>\n",
       "      <th>in.vintage</th>\n",
       "      <th>in.vintage_acs</th>\n",
       "      <th>in.water_heater_efficiency</th>\n",
       "      <th>in.water_heater_fuel</th>\n",
       "      <th>in.water_heater_in_unit</th>\n",
       "      <th>in.weather_file_city</th>\n",
       "      <th>in.weather_file_latitude</th>\n",
       "      <th>in.weather_file_longitude</th>\n",
       "      <th>in.window_areas</th>\n",
       "      <th>in.windows</th>\n",
       "      <th>out.params.door_area_ft_2</th>\n",
       "      <th>out.params.duct_unconditioned_surface_area_ft_2</th>\n",
       "      <th>out.params.floor_area_attic_ft_2</th>\n",
       "      <th>out.params.floor_area_attic_insulation_increase_ft_2_delta_r_value</th>\n",
       "      <th>out.params.floor_area_conditioned_infiltration_reduction_ft_2_delta_ach_50</th>\n",
       "      <th>out.params.floor_area_foundation_ft_2</th>\n",
       "      <th>out.params.floor_area_lighting_ft_2</th>\n",
       "      <th>out.params.flow_rate_mechanical_ventilation_cfm</th>\n",
       "      <th>out.params.rim_joist_area_above_grade_exterior_ft_2</th>\n",
       "      <th>out.params.roof_area_ft_2</th>\n",
       "      <th>out.params.size_cooling_system_primary_k_btu_h</th>\n",
       "      <th>out.params.size_heat_pump_backup_primary_k_btu_h</th>\n",
       "      <th>out.params.size_heating_system_primary_k_btu_h</th>\n",
       "      <th>out.params.size_heating_system_secondary_k_btu_h</th>\n",
       "      <th>out.params.size_water_heater_gal</th>\n",
       "      <th>out.params.slab_perimeter_exposed_conditioned_ft</th>\n",
       "      <th>out.params.wall_area_above_grade_conditioned_ft_2</th>\n",
       "      <th>out.params.wall_area_above_grade_exterior_ft_2</th>\n",
       "      <th>out.params.wall_area_below_grade_ft_2</th>\n",
       "      <th>out.params.window_area_ft_2</th>\n",
       "      <th>out.electricity.ceiling_fan.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.clothes_dryer.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.clothes_washer.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.cooling_fans_pumps.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.cooling.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.dishwasher.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.freezer.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.heating_fans_pumps.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.heating_hp_bkup.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.heating.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.hot_tub_heater.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.hot_tub_pump.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.hot_water.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.lighting_exterior.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.lighting_garage.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.lighting_interior.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.mech_vent.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.plug_loads.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.pool_heater.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.pool_pump.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.pv.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.range_oven.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.refrigerator.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.well_pump.energy_consumption.kwh</th>\n",
       "      <th>out.fuel_oil.heating_hp_bkup.energy_consumption.kwh</th>\n",
       "      <th>out.fuel_oil.heating.energy_consumption.kwh</th>\n",
       "      <th>out.fuel_oil.hot_water.energy_consumption.kwh</th>\n",
       "      <th>out.natural_gas.clothes_dryer.energy_consumption.kwh</th>\n",
       "      <th>out.natural_gas.fireplace.energy_consumption.kwh</th>\n",
       "      <th>out.natural_gas.grill.energy_consumption.kwh</th>\n",
       "      <th>out.natural_gas.heating_hp_bkup.energy_consumption.kwh</th>\n",
       "      <th>out.natural_gas.heating.energy_consumption.kwh</th>\n",
       "      <th>out.natural_gas.hot_tub_heater.energy_consumption.kwh</th>\n",
       "      <th>out.natural_gas.hot_water.energy_consumption.kwh</th>\n",
       "      <th>out.natural_gas.lighting.energy_consumption.kwh</th>\n",
       "      <th>out.natural_gas.pool_heater.energy_consumption.kwh</th>\n",
       "      <th>out.natural_gas.range_oven.energy_consumption.kwh</th>\n",
       "      <th>out.propane.clothes_dryer.energy_consumption.kwh</th>\n",
       "      <th>out.propane.heating_hp_bkup.energy_consumption.kwh</th>\n",
       "      <th>out.propane.heating.energy_consumption.kwh</th>\n",
       "      <th>out.propane.hot_water.energy_consumption.kwh</th>\n",
       "      <th>out.propane.range_oven.energy_consumption.kwh</th>\n",
       "      <th>out.site_energy.net.energy_consumption.kwh</th>\n",
       "      <th>out.site_energy.total.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.net.energy_consumption.kwh</th>\n",
       "      <th>out.electricity.total.energy_consumption.kwh</th>\n",
       "      <th>out.fuel_oil.total.energy_consumption.kwh</th>\n",
       "      <th>out.natural_gas.total.energy_consumption.kwh</th>\n",
       "      <th>out.propane.total.energy_consumption.kwh</th>\n",
       "      <th>out.hot_water.clothes_washer.gal</th>\n",
       "      <th>out.hot_water.dishwasher.gal</th>\n",
       "      <th>out.hot_water.distribution_waste.gal</th>\n",
       "      <th>out.hot_water.fixtures.gal</th>\n",
       "      <th>out.load.cooling.energy_delivered.kbtu</th>\n",
       "      <th>out.load.heating.energy_delivered.kbtu</th>\n",
       "      <th>out.load.hot_water.energy_delivered.kbtu</th>\n",
       "      <th>out.electricity.peak_when_cooling.kw</th>\n",
       "      <th>out.electricity.peak_when_heating.kw</th>\n",
       "      <th>out.load.cooling.peak.kbtu_hr</th>\n",
       "      <th>out.load.heating.peak.kbtu_hr</th>\n",
       "      <th>out.unmet_hours.cooling.hour</th>\n",
       "      <th>out.unmet_hours.heating.hour</th>\n",
       "      <th>out.emissions.electricity.lrmer_95_decarb_by_2035_15_2025_start.co2e_kg</th>\n",
       "      <th>out.emissions.fuel_oil.lrmer_95_decarb_by_2035_15_2025_start.co2e_kg</th>\n",
       "      <th>out.emissions.natural_gas.lrmer_95_decarb_by_2035_15_2025_start.co2e_kg</th>\n",
       "      <th>out.emissions.propane.lrmer_95_decarb_by_2035_15_2025_start.co2e_kg</th>\n",
       "      <th>out.emissions.electricity.lrmer_low_re_cost_15_2025_start.co2e_kg</th>\n",
       "      <th>out.emissions.fuel_oil.lrmer_low_re_cost_15_2025_start.co2e_kg</th>\n",
       "      <th>out.emissions.natural_gas.lrmer_low_re_cost_15_2025_start.co2e_kg</th>\n",
       "      <th>out.emissions.propane.lrmer_low_re_cost_15_2025_start.co2e_kg</th>\n",
       "      <th>out.emissions.electricity.lrmer_low_re_cost_25_2025_start.co2e_kg</th>\n",
       "      <th>out.emissions.fuel_oil.lrmer_low_re_cost_25_2025_start.co2e_kg</th>\n",
       "      <th>out.emissions.natural_gas.lrmer_low_re_cost_25_2025_start.co2e_kg</th>\n",
       "      <th>out.emissions.propane.lrmer_low_re_cost_25_2025_start.co2e_kg</th>\n",
       "      <th>out.emissions.electricity.lrmer_mid_case_15_2025_start.co2e_kg</th>\n",
       "      <th>out.emissions.fuel_oil.lrmer_mid_case_15_2025_start.co2e_kg</th>\n",
       "      <th>out.emissions.natural_gas.lrmer_mid_case_15_2025_start.co2e_kg</th>\n",
       "      <th>out.emissions.propane.lrmer_mid_case_15_2025_start.co2e_kg</th>\n",
       "      <th>out.emissions.all_fuels.lrmer_95_decarb_by_2035_15_2025_start.co2e_kg</th>\n",
       "      <th>out.emissions.all_fuels.lrmer_low_re_cost_15_2025_start.co2e_kg</th>\n",
       "      <th>out.emissions.all_fuels.lrmer_low_re_cost_25_2025_start.co2e_kg</th>\n",
       "      <th>out.emissions.all_fuels.lrmer_mid_case_15_2025_start.co2e_kg</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bldg_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0</td>\n",
       "      <td>242.131013</td>\n",
       "      <td>True</td>\n",
       "      <td>853.0</td>\n",
       "      <td>Non-CBSA West South Central</td>\n",
       "      <td>2A</td>\n",
       "      <td>2A - TX, LA</td>\n",
       "      <td>Hour2</td>\n",
       "      <td>1</td>\n",
       "      <td>Hot-Humid</td>\n",
       "      <td>None</td>\n",
       "      <td>Standard Efficiency</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>South</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>Electric, 100% Usage</td>\n",
       "      <td>EnergyStar, 100% Usage</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electric, 100% Usage</td>\n",
       "      <td>75F</td>\n",
       "      <td>No</td>\n",
       "      <td>0F</td>\n",
       "      <td>None</td>\n",
       "      <td>Double-Loaded Interior</td>\n",
       "      <td>G4804530</td>\n",
       "      <td>G4804530, G48005307</td>\n",
       "      <td>None</td>\n",
       "      <td>318 Rated kWh, 100% Usage</td>\n",
       "      <td>20 ft^2</td>\n",
       "      <td>Fiberglass</td>\n",
       "      <td>10% Leakage, R-8</td>\n",
       "      <td>2 ft</td>\n",
       "      <td>None</td>\n",
       "      <td>data/cambium/LRMER_MidCase_15_2025start,data/c...</td>\n",
       "      <td>kg/MWh,kg/MWh,kg/MWh,kg/MWh</td>\n",
       "      <td>/lib/resources/data/cambium/LRMER_MidCase_15_2...</td>\n",
       "      <td>lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu</td>\n",
       "      <td>195.9,195.9,195.9,195.9</td>\n",
       "      <td>147.3,147.3,147.3,147.3</td>\n",
       "      <td>177.8,177.8,177.8,177.8</td>\n",
       "      <td>LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...</td>\n",
       "      <td>CO2e,CO2e,CO2e,CO2e</td>\n",
       "      <td>200.0,200.0,200.0,200.0</td>\n",
       "      <td>400%+</td>\n",
       "      <td>ERCTc</td>\n",
       "      <td>None</td>\n",
       "      <td>Middle</td>\n",
       "      <td>None</td>\n",
       "      <td>Top</td>\n",
       "      <td>12</td>\n",
       "      <td>None</td>\n",
       "      <td>10 to 19 Unit</td>\n",
       "      <td>Multifamily with 5+ units, 1-3 stories</td>\n",
       "      <td>Multi-Family with 5+ Units</td>\n",
       "      <td>750-999</td>\n",
       "      <td>0-1499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>&lt;8</td>\n",
       "      <td>None</td>\n",
       "      <td>Brick</td>\n",
       "      <td>No</td>\n",
       "      <td>Electricity</td>\n",
       "      <td>75F</td>\n",
       "      <td>No</td>\n",
       "      <td>0F</td>\n",
       "      <td>None</td>\n",
       "      <td>No Exterior Use</td>\n",
       "      <td>Uninsulated</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>AC, SEER 13</td>\n",
       "      <td>100% Conditioned</td>\n",
       "      <td>Central AC</td>\n",
       "      <td>Yes</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>Electric Furnace, 100% AFUE</td>\n",
       "      <td>Ducted Heating</td>\n",
       "      <td>Electricity Electric Furnace</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>50000-59999</td>\n",
       "      <td>40000-59999</td>\n",
       "      <td>40000-59999</td>\n",
       "      <td>15 ACH50</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Finished, R-30</td>\n",
       "      <td>Uninsulated</td>\n",
       "      <td>Brick, 12-in, 3-wythe, R-19</td>\n",
       "      <td>Summer = 0.7, Winter = 0.85</td>\n",
       "      <td>ERCOT</td>\n",
       "      <td>100% CFL</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>CR09</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Cooling Season, 7 days/wk</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>West</td>\n",
       "      <td>None</td>\n",
       "      <td>100%</td>\n",
       "      <td>104%</td>\n",
       "      <td>G48005307</td>\n",
       "      <td>In metro area, principal city</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Hour9</td>\n",
       "      <td>64</td>\n",
       "      <td>EF 17.6, 100% Usage</td>\n",
       "      <td>Asphalt Shingles, Medium</td>\n",
       "      <td>Stochastic</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>None</td>\n",
       "      <td>TX</td>\n",
       "      <td>Renter</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Occupied</td>\n",
       "      <td>2000s</td>\n",
       "      <td>2000-09</td>\n",
       "      <td>Electric Standard</td>\n",
       "      <td>Electricity</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Camp Mabry</td>\n",
       "      <td>30.32</td>\n",
       "      <td>-97.77</td>\n",
       "      <td>F12 B12 L12 R12</td>\n",
       "      <td>Single, Clear, Metal</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>853.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>853.0</td>\n",
       "      <td>8.40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.98</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>174.2</td>\n",
       "      <td>174.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.9</td>\n",
       "      <td>95.248098</td>\n",
       "      <td>286.916578</td>\n",
       "      <td>16.998122</td>\n",
       "      <td>273.142237</td>\n",
       "      <td>1260.498672</td>\n",
       "      <td>64.768706</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.172284</td>\n",
       "      <td>0.0</td>\n",
       "      <td>654.427699</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1077.915395</td>\n",
       "      <td>35.754671</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>390.370665</td>\n",
       "      <td>16.41198</td>\n",
       "      <td>1438.685883</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>346.996147</td>\n",
       "      <td>434.038255</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6393.052321</td>\n",
       "      <td>6393.052321</td>\n",
       "      <td>6393.052321</td>\n",
       "      <td>6393.052321</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>221.385</td>\n",
       "      <td>481.111</td>\n",
       "      <td>1466.351</td>\n",
       "      <td>4105.408</td>\n",
       "      <td>13723.0</td>\n",
       "      <td>2237.0</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>6.77324</td>\n",
       "      <td>7.99784</td>\n",
       "      <td>7.868</td>\n",
       "      <td>6.361</td>\n",
       "      <td>22.50</td>\n",
       "      <td>46.75</td>\n",
       "      <td>1108.851908</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1563.224910</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1450.193774</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2160.753479</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1108.851908</td>\n",
       "      <td>1563.224910</td>\n",
       "      <td>1450.193774</td>\n",
       "      <td>2160.753479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>0</td>\n",
       "      <td>242.131013</td>\n",
       "      <td>True</td>\n",
       "      <td>617.0</td>\n",
       "      <td>Non-CBSA West South Central</td>\n",
       "      <td>2A</td>\n",
       "      <td>2A - TX, LA</td>\n",
       "      <td>Hour0</td>\n",
       "      <td>2</td>\n",
       "      <td>Hot-Humid</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>South</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>Electric, 80% Usage</td>\n",
       "      <td>EnergyStar, 80% Usage</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electric, 80% Usage</td>\n",
       "      <td>72F</td>\n",
       "      <td>No</td>\n",
       "      <td>0F</td>\n",
       "      <td>None</td>\n",
       "      <td>Double-Loaded Interior</td>\n",
       "      <td>G4804530</td>\n",
       "      <td>G4804530, G48005303</td>\n",
       "      <td>None</td>\n",
       "      <td>318 Rated kWh, 80% Usage</td>\n",
       "      <td>20 ft^2</td>\n",
       "      <td>Fiberglass</td>\n",
       "      <td>10% Leakage, R-4</td>\n",
       "      <td>2 ft</td>\n",
       "      <td>None</td>\n",
       "      <td>data/cambium/LRMER_MidCase_15_2025start,data/c...</td>\n",
       "      <td>kg/MWh,kg/MWh,kg/MWh,kg/MWh</td>\n",
       "      <td>/lib/resources/data/cambium/LRMER_MidCase_15_2...</td>\n",
       "      <td>lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu</td>\n",
       "      <td>195.9,195.9,195.9,195.9</td>\n",
       "      <td>147.3,147.3,147.3,147.3</td>\n",
       "      <td>177.8,177.8,177.8,177.8</td>\n",
       "      <td>LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...</td>\n",
       "      <td>CO2e,CO2e,CO2e,CO2e</td>\n",
       "      <td>200.0,200.0,200.0,200.0</td>\n",
       "      <td>0-100%</td>\n",
       "      <td>ERCTc</td>\n",
       "      <td>None</td>\n",
       "      <td>Right</td>\n",
       "      <td>None</td>\n",
       "      <td>Bottom</td>\n",
       "      <td>4</td>\n",
       "      <td>None</td>\n",
       "      <td>3 or 4 Unit</td>\n",
       "      <td>Multifamily with 2-4 Units</td>\n",
       "      <td>Multi-Family with 2 - 4 Units</td>\n",
       "      <td>500-749</td>\n",
       "      <td>0-1499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>&lt;8</td>\n",
       "      <td>Brick, Medium/Dark</td>\n",
       "      <td>Wood Frame</td>\n",
       "      <td>No</td>\n",
       "      <td>Electricity</td>\n",
       "      <td>70F</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3F</td>\n",
       "      <td>Day and Night +2h</td>\n",
       "      <td>No Exterior Use</td>\n",
       "      <td>Uninsulated</td>\n",
       "      <td>50% Usage</td>\n",
       "      <td>AC, SEER 13</td>\n",
       "      <td>100% Conditioned</td>\n",
       "      <td>Central AC</td>\n",
       "      <td>Yes</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>Electric Furnace, 100% AFUE</td>\n",
       "      <td>Ducted Heating</td>\n",
       "      <td>Electricity Electric Furnace</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>20000-24999</td>\n",
       "      <td>20000-39999</td>\n",
       "      <td>20000-39999</td>\n",
       "      <td>20 ACH50</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Finished, R-30</td>\n",
       "      <td>Uninsulated</td>\n",
       "      <td>Wood Stud, R-7</td>\n",
       "      <td>Summer = 0.7, Winter = 0.85</td>\n",
       "      <td>ERCOT</td>\n",
       "      <td>100% Incandescent</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>CR09</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Cooling Season, 7 days/wk</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>Northeast</td>\n",
       "      <td>None</td>\n",
       "      <td>50%</td>\n",
       "      <td>123%</td>\n",
       "      <td>G48005303</td>\n",
       "      <td>In metro area, not/partially in principal city</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Hour17</td>\n",
       "      <td>64</td>\n",
       "      <td>EF 17.6, 100% Usage</td>\n",
       "      <td>Composition Shingles</td>\n",
       "      <td>Stochastic</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>None</td>\n",
       "      <td>TX</td>\n",
       "      <td>Renter</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Low</td>\n",
       "      <td>Occupied</td>\n",
       "      <td>1970s</td>\n",
       "      <td>1960-79</td>\n",
       "      <td>Electric Standard</td>\n",
       "      <td>Electricity</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Camp Mabry</td>\n",
       "      <td>30.32</td>\n",
       "      <td>-97.77</td>\n",
       "      <td>F9 B9 L9 R9</td>\n",
       "      <td>Single, Clear, Metal</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>617.0</td>\n",
       "      <td>617.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>70.4</td>\n",
       "      <td>562.8</td>\n",
       "      <td>562.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.6</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>424.366909</td>\n",
       "      <td>24.911041</td>\n",
       "      <td>559.472673</td>\n",
       "      <td>2488.173384</td>\n",
       "      <td>109.315509</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.516853</td>\n",
       "      <td>0.0</td>\n",
       "      <td>644.170212</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1397.949004</td>\n",
       "      <td>130.709697</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1017.835826</td>\n",
       "      <td>16.41198</td>\n",
       "      <td>1135.357325</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>379.527036</td>\n",
       "      <td>434.038255</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8765.755704</td>\n",
       "      <td>8765.755704</td>\n",
       "      <td>8765.755704</td>\n",
       "      <td>8765.755704</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>324.215</td>\n",
       "      <td>812.549</td>\n",
       "      <td>1880.305</td>\n",
       "      <td>5631.847</td>\n",
       "      <td>26717.0</td>\n",
       "      <td>2203.0</td>\n",
       "      <td>3730.0</td>\n",
       "      <td>5.40919</td>\n",
       "      <td>8.44594</td>\n",
       "      <td>11.547</td>\n",
       "      <td>14.658</td>\n",
       "      <td>81.50</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1518.242608</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2133.916233</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1994.439301</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2951.207583</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1518.242608</td>\n",
       "      <td>2133.916233</td>\n",
       "      <td>1994.439301</td>\n",
       "      <td>2951.207583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>0</td>\n",
       "      <td>242.131013</td>\n",
       "      <td>True</td>\n",
       "      <td>2663.0</td>\n",
       "      <td>Non-CBSA West South Central</td>\n",
       "      <td>2A</td>\n",
       "      <td>2A - TX, LA</td>\n",
       "      <td>Hour6</td>\n",
       "      <td>3</td>\n",
       "      <td>Hot-Humid</td>\n",
       "      <td>None</td>\n",
       "      <td>Standard Efficiency</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>South</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>Electric, 120% Usage</td>\n",
       "      <td>EnergyStar, 120% Usage</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Gas, 120% Usage</td>\n",
       "      <td>78F</td>\n",
       "      <td>No</td>\n",
       "      <td>0F</td>\n",
       "      <td>None</td>\n",
       "      <td>Not Applicable</td>\n",
       "      <td>G4804530</td>\n",
       "      <td>G4804530, G48005303</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>20 ft^2</td>\n",
       "      <td>Fiberglass</td>\n",
       "      <td>10% Leakage, R-8</td>\n",
       "      <td>2 ft</td>\n",
       "      <td>None</td>\n",
       "      <td>data/cambium/LRMER_MidCase_15_2025start,data/c...</td>\n",
       "      <td>kg/MWh,kg/MWh,kg/MWh,kg/MWh</td>\n",
       "      <td>/lib/resources/data/cambium/LRMER_MidCase_15_2...</td>\n",
       "      <td>lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu</td>\n",
       "      <td>195.9,195.9,195.9,195.9</td>\n",
       "      <td>147.3,147.3,147.3,147.3</td>\n",
       "      <td>177.8,177.8,177.8,177.8</td>\n",
       "      <td>LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...</td>\n",
       "      <td>CO2e,CO2e,CO2e,CO2e</td>\n",
       "      <td>200.0,200.0,200.0,200.0</td>\n",
       "      <td>400%+</td>\n",
       "      <td>ERCTc</td>\n",
       "      <td>Vented Attic</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>2500-2999</td>\n",
       "      <td>2500-3999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>2 Car</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>&lt;8</td>\n",
       "      <td>None</td>\n",
       "      <td>Brick</td>\n",
       "      <td>No</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>75F</td>\n",
       "      <td>No</td>\n",
       "      <td>0F</td>\n",
       "      <td>None</td>\n",
       "      <td>No Exterior Use</td>\n",
       "      <td>Uninsulated</td>\n",
       "      <td>200% Usage</td>\n",
       "      <td>AC, SEER 13</td>\n",
       "      <td>100% Conditioned</td>\n",
       "      <td>Central AC</td>\n",
       "      <td>Yes</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>Fuel Furnace, 80% AFUE</td>\n",
       "      <td>Ducted Heating</td>\n",
       "      <td>Natural Gas Fuel Furnace</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>180000-199999</td>\n",
       "      <td>140000+</td>\n",
       "      <td>150000+</td>\n",
       "      <td>10 ACH50</td>\n",
       "      <td>R-30</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Unfinished, Uninsulated</td>\n",
       "      <td>2ft R10 Under, Horizontal</td>\n",
       "      <td>Brick, 12-in, 3-wythe, R-11</td>\n",
       "      <td>Summer = 0.7, Winter = 0.85</td>\n",
       "      <td>ERCOT</td>\n",
       "      <td>100% LED</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>CR09</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Cooling Season, 7 days/wk</td>\n",
       "      <td>Left/Right at 15ft</td>\n",
       "      <td>2</td>\n",
       "      <td>West</td>\n",
       "      <td>None</td>\n",
       "      <td>200%</td>\n",
       "      <td>113%</td>\n",
       "      <td>G48005303</td>\n",
       "      <td>In metro area, not/partially in principal city</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>Hour17</td>\n",
       "      <td>64</td>\n",
       "      <td>EF 17.6, 100% Usage</td>\n",
       "      <td>Asphalt Shingles, Medium</td>\n",
       "      <td>Stochastic</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>None</td>\n",
       "      <td>TX</td>\n",
       "      <td>Owner</td>\n",
       "      <td>1.0</td>\n",
       "      <td>High</td>\n",
       "      <td>Occupied</td>\n",
       "      <td>2000s</td>\n",
       "      <td>2000-09</td>\n",
       "      <td>Natural Gas Standard</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Camp Mabry</td>\n",
       "      <td>30.32</td>\n",
       "      <td>-97.77</td>\n",
       "      <td>F15 B15 L15 R15</td>\n",
       "      <td>Double, Clear, Metal, Air</td>\n",
       "      <td>20.0</td>\n",
       "      <td>738.98</td>\n",
       "      <td>1619.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1043.5</td>\n",
       "      <td>3239.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1810.6</td>\n",
       "      <td>49.14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.64</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>116.3</td>\n",
       "      <td>2629.0</td>\n",
       "      <td>3078.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>350.9</td>\n",
       "      <td>95.248098</td>\n",
       "      <td>480.050413</td>\n",
       "      <td>28.134823</td>\n",
       "      <td>1347.833851</td>\n",
       "      <td>4705.256029</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>63.596422</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>38.978452</td>\n",
       "      <td>16.705051</td>\n",
       "      <td>677.873385</td>\n",
       "      <td>21.98033</td>\n",
       "      <td>5739.796906</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>33.410102</td>\n",
       "      <td>434.038255</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11885.204173</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4618.800063</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>976.219734</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>31162.246873</td>\n",
       "      <td>31162.246873</td>\n",
       "      <td>13682.315974</td>\n",
       "      <td>13682.315974</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17479.930899</td>\n",
       "      <td>0.0</td>\n",
       "      <td>366.883</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5665.774</td>\n",
       "      <td>14750.906</td>\n",
       "      <td>52106.0</td>\n",
       "      <td>32656.0</td>\n",
       "      <td>8977.0</td>\n",
       "      <td>10.25362</td>\n",
       "      <td>6.69554</td>\n",
       "      <td>37.572</td>\n",
       "      <td>51.843</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.25</td>\n",
       "      <td>2368.134550</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3985.080672</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3346.443027</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3985.080672</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3169.028536</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3985.080672</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4590.389711</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3985.080672</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6353.215222</td>\n",
       "      <td>7331.523699</td>\n",
       "      <td>7154.109208</td>\n",
       "      <td>8575.470383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>0</td>\n",
       "      <td>242.131013</td>\n",
       "      <td>True</td>\n",
       "      <td>1690.0</td>\n",
       "      <td>Non-CBSA West South Central</td>\n",
       "      <td>2A</td>\n",
       "      <td>2A - TX, LA</td>\n",
       "      <td>Hour22</td>\n",
       "      <td>3</td>\n",
       "      <td>Hot-Humid</td>\n",
       "      <td>None</td>\n",
       "      <td>Standard Efficiency</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>South</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>Electric, 120% Usage</td>\n",
       "      <td>EnergyStar, 120% Usage</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electric, 120% Usage</td>\n",
       "      <td>75F</td>\n",
       "      <td>No</td>\n",
       "      <td>0F</td>\n",
       "      <td>None</td>\n",
       "      <td>Not Applicable</td>\n",
       "      <td>G4804530</td>\n",
       "      <td>G4804530, G48005304</td>\n",
       "      <td>None</td>\n",
       "      <td>290 Rated kWh, 120% Usage</td>\n",
       "      <td>20 ft^2</td>\n",
       "      <td>Fiberglass</td>\n",
       "      <td>20% Leakage, R-4</td>\n",
       "      <td>2 ft</td>\n",
       "      <td>None</td>\n",
       "      <td>data/cambium/LRMER_MidCase_15_2025start,data/c...</td>\n",
       "      <td>kg/MWh,kg/MWh,kg/MWh,kg/MWh</td>\n",
       "      <td>/lib/resources/data/cambium/LRMER_MidCase_15_2...</td>\n",
       "      <td>lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu</td>\n",
       "      <td>195.9,195.9,195.9,195.9</td>\n",
       "      <td>147.3,147.3,147.3,147.3</td>\n",
       "      <td>177.8,177.8,177.8,177.8</td>\n",
       "      <td>LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...</td>\n",
       "      <td>CO2e,CO2e,CO2e,CO2e</td>\n",
       "      <td>200.0,200.0,200.0,200.0</td>\n",
       "      <td>200-300%</td>\n",
       "      <td>ERCTc</td>\n",
       "      <td>Vented Attic</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>1500-1999</td>\n",
       "      <td>1500-2499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>2 Car</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>&lt;8</td>\n",
       "      <td>None</td>\n",
       "      <td>Brick</td>\n",
       "      <td>No</td>\n",
       "      <td>Electricity</td>\n",
       "      <td>68F</td>\n",
       "      <td>No</td>\n",
       "      <td>0F</td>\n",
       "      <td>None</td>\n",
       "      <td>No Exterior Use</td>\n",
       "      <td>Uninsulated</td>\n",
       "      <td>200% Usage</td>\n",
       "      <td>AC, SEER 13</td>\n",
       "      <td>100% Conditioned</td>\n",
       "      <td>Central AC</td>\n",
       "      <td>Yes</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>Electric Furnace, 100% AFUE</td>\n",
       "      <td>Ducted Heating</td>\n",
       "      <td>Electricity Electric Furnace</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>25000-29999</td>\n",
       "      <td>20000-39999</td>\n",
       "      <td>20000-39999</td>\n",
       "      <td>20 ACH50</td>\n",
       "      <td>R-19</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Unfinished, Uninsulated</td>\n",
       "      <td>2ft R5 Under, Horizontal</td>\n",
       "      <td>Brick, 12-in, 3-wythe, R-11</td>\n",
       "      <td>Summer = 0.7, Winter = 0.85</td>\n",
       "      <td>ERCOT</td>\n",
       "      <td>100% Incandescent</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>CR09</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>EF 12, National Average</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Cooling Season, 7 days/wk</td>\n",
       "      <td>Left/Right at 15ft</td>\n",
       "      <td>1</td>\n",
       "      <td>Northwest</td>\n",
       "      <td>None</td>\n",
       "      <td>200%</td>\n",
       "      <td>113%</td>\n",
       "      <td>G48005304</td>\n",
       "      <td>In metro area, not/partially in principal city</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>Hour13</td>\n",
       "      <td>64</td>\n",
       "      <td>EF 10.5, 100% Usage</td>\n",
       "      <td>Composition Shingles</td>\n",
       "      <td>Stochastic</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>None</td>\n",
       "      <td>TX</td>\n",
       "      <td>Owner</td>\n",
       "      <td>1.0</td>\n",
       "      <td>High</td>\n",
       "      <td>Occupied</td>\n",
       "      <td>1980s</td>\n",
       "      <td>1980-99</td>\n",
       "      <td>Electric Standard</td>\n",
       "      <td>Electricity</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Camp Mabry</td>\n",
       "      <td>30.32</td>\n",
       "      <td>-97.77</td>\n",
       "      <td>F15 B15 L15 R15</td>\n",
       "      <td>Single, Clear, Metal</td>\n",
       "      <td>20.0</td>\n",
       "      <td>468.98</td>\n",
       "      <td>1133.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>557.0</td>\n",
       "      <td>2266.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1257.5</td>\n",
       "      <td>61.08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>58.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>85.3</td>\n",
       "      <td>2133.4</td>\n",
       "      <td>2507.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>276.8</td>\n",
       "      <td>95.248098</td>\n",
       "      <td>330.877238</td>\n",
       "      <td>19.342691</td>\n",
       "      <td>1193.971539</td>\n",
       "      <td>5535.233299</td>\n",
       "      <td>67.699417</td>\n",
       "      <td>319.740537</td>\n",
       "      <td>22.859543</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5345.323246</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1573.205504</td>\n",
       "      <td>184.634774</td>\n",
       "      <td>99.937235</td>\n",
       "      <td>1938.958199</td>\n",
       "      <td>21.98033</td>\n",
       "      <td>4408.961177</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>407.368787</td>\n",
       "      <td>727.109325</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22292.157868</td>\n",
       "      <td>22292.157868</td>\n",
       "      <td>22292.157868</td>\n",
       "      <td>22292.157868</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>252.841</td>\n",
       "      <td>484.247</td>\n",
       "      <td>2233.923</td>\n",
       "      <td>7343.611</td>\n",
       "      <td>60290.0</td>\n",
       "      <td>18316.0</td>\n",
       "      <td>4432.0</td>\n",
       "      <td>20.01587</td>\n",
       "      <td>30.68793</td>\n",
       "      <td>59.373</td>\n",
       "      <td>66.018</td>\n",
       "      <td>8.25</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3889.533708</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5570.304359</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5184.813894</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7519.168059</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3889.533708</td>\n",
       "      <td>5570.304359</td>\n",
       "      <td>5184.813894</td>\n",
       "      <td>7519.168059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>0</td>\n",
       "      <td>242.131013</td>\n",
       "      <td>True</td>\n",
       "      <td>617.0</td>\n",
       "      <td>Non-CBSA West South Central</td>\n",
       "      <td>2A</td>\n",
       "      <td>2A - TX, LA</td>\n",
       "      <td>Hour15</td>\n",
       "      <td>1</td>\n",
       "      <td>Hot-Humid</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>South</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Electric, 120% Usage</td>\n",
       "      <td>72F</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2F</td>\n",
       "      <td>Day Setup</td>\n",
       "      <td>Double-Loaded Interior</td>\n",
       "      <td>G4804530</td>\n",
       "      <td>G4804530, G48005302</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>20 ft^2</td>\n",
       "      <td>Fiberglass</td>\n",
       "      <td>20% Leakage, R-4</td>\n",
       "      <td>2 ft</td>\n",
       "      <td>None</td>\n",
       "      <td>data/cambium/LRMER_MidCase_15_2025start,data/c...</td>\n",
       "      <td>kg/MWh,kg/MWh,kg/MWh,kg/MWh</td>\n",
       "      <td>/lib/resources/data/cambium/LRMER_MidCase_15_2...</td>\n",
       "      <td>lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu</td>\n",
       "      <td>195.9,195.9,195.9,195.9</td>\n",
       "      <td>147.3,147.3,147.3,147.3</td>\n",
       "      <td>177.8,177.8,177.8,177.8</td>\n",
       "      <td>LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...</td>\n",
       "      <td>CO2e,CO2e,CO2e,CO2e</td>\n",
       "      <td>200.0,200.0,200.0,200.0</td>\n",
       "      <td>400%+</td>\n",
       "      <td>ERCTc</td>\n",
       "      <td>None</td>\n",
       "      <td>Right</td>\n",
       "      <td>None</td>\n",
       "      <td>Top</td>\n",
       "      <td>4</td>\n",
       "      <td>None</td>\n",
       "      <td>3 or 4 Unit</td>\n",
       "      <td>Multifamily with 2-4 Units</td>\n",
       "      <td>Multi-Family with 2 - 4 Units</td>\n",
       "      <td>500-749</td>\n",
       "      <td>0-1499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>&lt;8</td>\n",
       "      <td>Brick, Medium/Dark</td>\n",
       "      <td>Wood Frame</td>\n",
       "      <td>No</td>\n",
       "      <td>Electricity</td>\n",
       "      <td>70F</td>\n",
       "      <td>No</td>\n",
       "      <td>0F</td>\n",
       "      <td>None</td>\n",
       "      <td>No Exterior Use</td>\n",
       "      <td>Uninsulated</td>\n",
       "      <td>200% Usage</td>\n",
       "      <td>AC, SEER 10</td>\n",
       "      <td>100% Conditioned</td>\n",
       "      <td>Central AC</td>\n",
       "      <td>Yes</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>Electric Furnace, 100% AFUE</td>\n",
       "      <td>Ducted Heating</td>\n",
       "      <td>Electricity Electric Furnace</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>70000-79999</td>\n",
       "      <td>60000-79999</td>\n",
       "      <td>60000-99999</td>\n",
       "      <td>15 ACH50</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Finished, R-30</td>\n",
       "      <td>Uninsulated</td>\n",
       "      <td>Wood Stud, R-11</td>\n",
       "      <td>Summer = 0.7, Winter = 0.85</td>\n",
       "      <td>ERCOT</td>\n",
       "      <td>100% Incandescent</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>CR09</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Gas Grill</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Typical Efficiency</td>\n",
       "      <td>Cooling Season, 7 days/wk</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>North</td>\n",
       "      <td>None</td>\n",
       "      <td>200%</td>\n",
       "      <td>123%</td>\n",
       "      <td>G48005302</td>\n",
       "      <td>In metro area, not/partially in principal city</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Hour10</td>\n",
       "      <td>64</td>\n",
       "      <td>EF 15.9, 100% Usage</td>\n",
       "      <td>Composition Shingles</td>\n",
       "      <td>Stochastic</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>None</td>\n",
       "      <td>TX</td>\n",
       "      <td>Renter</td>\n",
       "      <td>1.0</td>\n",
       "      <td>High</td>\n",
       "      <td>Occupied</td>\n",
       "      <td>1980s</td>\n",
       "      <td>1980-99</td>\n",
       "      <td>Electric Premium</td>\n",
       "      <td>Electricity</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Camp Mabry</td>\n",
       "      <td>30.32</td>\n",
       "      <td>-97.77</td>\n",
       "      <td>F15 B15 L15 R15</td>\n",
       "      <td>Double, Clear, Metal, Air</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>617.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>617.0</td>\n",
       "      <td>14.81</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>562.8</td>\n",
       "      <td>562.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>84.4</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>609.294755</td>\n",
       "      <td>3528.868754</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.172284</td>\n",
       "      <td>0.0</td>\n",
       "      <td>543.646835</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2468.830694</td>\n",
       "      <td>130.709697</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1017.835826</td>\n",
       "      <td>16.41198</td>\n",
       "      <td>3635.546623</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>467.448357</td>\n",
       "      <td>480.050413</td>\n",
       "      <td>282.227440</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>620.138384</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13802.475113</td>\n",
       "      <td>13802.475113</td>\n",
       "      <td>13182.336729</td>\n",
       "      <td>13182.336729</td>\n",
       "      <td>0.0</td>\n",
       "      <td>620.138384</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5179.140</td>\n",
       "      <td>13140.262</td>\n",
       "      <td>30537.0</td>\n",
       "      <td>1859.0</td>\n",
       "      <td>7799.0</td>\n",
       "      <td>5.45487</td>\n",
       "      <td>6.87346</td>\n",
       "      <td>12.182</td>\n",
       "      <td>10.404</td>\n",
       "      <td>192.50</td>\n",
       "      <td>0.50</td>\n",
       "      <td>2269.299040</td>\n",
       "      <td>0.0</td>\n",
       "      <td>141.379752</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3174.389091</td>\n",
       "      <td>0.0</td>\n",
       "      <td>141.379752</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2958.863315</td>\n",
       "      <td>0.0</td>\n",
       "      <td>141.379752</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4430.896655</td>\n",
       "      <td>0.0</td>\n",
       "      <td>141.379752</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2410.678793</td>\n",
       "      <td>3315.768843</td>\n",
       "      <td>3100.243068</td>\n",
       "      <td>4572.276407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548201</th>\n",
       "      <td>0</td>\n",
       "      <td>242.131013</td>\n",
       "      <td>True</td>\n",
       "      <td>2663.0</td>\n",
       "      <td>Non-CBSA West South Central</td>\n",
       "      <td>2A</td>\n",
       "      <td>2A - TX, LA</td>\n",
       "      <td>Hour1</td>\n",
       "      <td>3</td>\n",
       "      <td>Hot-Humid</td>\n",
       "      <td>None</td>\n",
       "      <td>Standard Efficiency</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>South</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>Electric, 100% Usage</td>\n",
       "      <td>Standard, 100% Usage</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Gas, 100% Usage</td>\n",
       "      <td>80F</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2F</td>\n",
       "      <td>Day Setup and Night Setback</td>\n",
       "      <td>Not Applicable</td>\n",
       "      <td>G4804530</td>\n",
       "      <td>G4804530, G48005302</td>\n",
       "      <td>None</td>\n",
       "      <td>290 Rated kWh, 100% Usage</td>\n",
       "      <td>20 ft^2</td>\n",
       "      <td>Fiberglass</td>\n",
       "      <td>20% Leakage, R-4</td>\n",
       "      <td>2 ft</td>\n",
       "      <td>None</td>\n",
       "      <td>data/cambium/LRMER_MidCase_15_2025start,data/c...</td>\n",
       "      <td>kg/MWh,kg/MWh,kg/MWh,kg/MWh</td>\n",
       "      <td>/lib/resources/data/cambium/LRMER_MidCase_15_2...</td>\n",
       "      <td>lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu</td>\n",
       "      <td>195.9,195.9,195.9,195.9</td>\n",
       "      <td>147.3,147.3,147.3,147.3</td>\n",
       "      <td>177.8,177.8,177.8,177.8</td>\n",
       "      <td>LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...</td>\n",
       "      <td>CO2e,CO2e,CO2e,CO2e</td>\n",
       "      <td>200.0,200.0,200.0,200.0</td>\n",
       "      <td>200-300%</td>\n",
       "      <td>ERCTc</td>\n",
       "      <td>Vented Attic</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>2500-2999</td>\n",
       "      <td>2500-3999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>2 Car</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>&lt;8</td>\n",
       "      <td>None</td>\n",
       "      <td>Brick</td>\n",
       "      <td>No</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>68F</td>\n",
       "      <td>No</td>\n",
       "      <td>0F</td>\n",
       "      <td>None</td>\n",
       "      <td>No Exterior Use</td>\n",
       "      <td>Uninsulated</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>AC, SEER 13</td>\n",
       "      <td>60% Conditioned</td>\n",
       "      <td>Central AC</td>\n",
       "      <td>Yes</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>Fuel Furnace, 80% AFUE</td>\n",
       "      <td>Ducted Heating</td>\n",
       "      <td>Natural Gas Fuel Furnace</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>60000-69999</td>\n",
       "      <td>60000-79999</td>\n",
       "      <td>60000-99999</td>\n",
       "      <td>8 ACH50</td>\n",
       "      <td>R-30</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Unfinished, Uninsulated</td>\n",
       "      <td>Uninsulated</td>\n",
       "      <td>Brick, 12-in, 3-wythe, R-11</td>\n",
       "      <td>Summer = 0.7, Winter = 0.85</td>\n",
       "      <td>ERCOT</td>\n",
       "      <td>100% LED</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>CR09</td>\n",
       "      <td>None</td>\n",
       "      <td>EF 17.6</td>\n",
       "      <td>EF 12, National Average</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Electric</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Cooling Season, 7 days/wk</td>\n",
       "      <td>Left/Right at 15ft</td>\n",
       "      <td>4</td>\n",
       "      <td>West</td>\n",
       "      <td>None</td>\n",
       "      <td>100%</td>\n",
       "      <td>113%</td>\n",
       "      <td>G48005302</td>\n",
       "      <td>In metro area, not/partially in principal city</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>Hour12</td>\n",
       "      <td>64</td>\n",
       "      <td>EF 19.9, 100% Usage</td>\n",
       "      <td>Composition Shingles</td>\n",
       "      <td>Stochastic</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>None</td>\n",
       "      <td>TX</td>\n",
       "      <td>Renter</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Occupied</td>\n",
       "      <td>1990s</td>\n",
       "      <td>1980-99</td>\n",
       "      <td>Natural Gas Standard</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Camp Mabry</td>\n",
       "      <td>30.32</td>\n",
       "      <td>-97.77</td>\n",
       "      <td>F15 B15 L15 R15</td>\n",
       "      <td>Single, Clear, Metal</td>\n",
       "      <td>20.0</td>\n",
       "      <td>738.98</td>\n",
       "      <td>1619.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1043.5</td>\n",
       "      <td>3239.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1810.6</td>\n",
       "      <td>44.76</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>116.3</td>\n",
       "      <td>2629.0</td>\n",
       "      <td>3078.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>350.9</td>\n",
       "      <td>95.248098</td>\n",
       "      <td>1237.052986</td>\n",
       "      <td>46.305229</td>\n",
       "      <td>684.027877</td>\n",
       "      <td>2418.715541</td>\n",
       "      <td>160.602946</td>\n",
       "      <td>319.740537</td>\n",
       "      <td>59.786498</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1314.423749</td>\n",
       "      <td>1298.597911</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>38.978452</td>\n",
       "      <td>16.705051</td>\n",
       "      <td>677.873385</td>\n",
       "      <td>21.98033</td>\n",
       "      <td>3540.884668</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>36.926955</td>\n",
       "      <td>834.080265</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6100.567393</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4886.960092</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1080.846106</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24869.424858</td>\n",
       "      <td>24869.424858</td>\n",
       "      <td>12801.051267</td>\n",
       "      <td>12801.051267</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12068.373592</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2169.975</td>\n",
       "      <td>1146.721</td>\n",
       "      <td>4400.896</td>\n",
       "      <td>14809.244</td>\n",
       "      <td>46095.0</td>\n",
       "      <td>16852.0</td>\n",
       "      <td>9758.0</td>\n",
       "      <td>12.56035</td>\n",
       "      <td>10.65128</td>\n",
       "      <td>38.607</td>\n",
       "      <td>48.666</td>\n",
       "      <td>11.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2227.741815</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2751.360228</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3134.664378</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2751.360228</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2940.613480</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2751.360228</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4323.471467</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2751.360228</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4979.102043</td>\n",
       "      <td>5886.024606</td>\n",
       "      <td>5691.973708</td>\n",
       "      <td>7074.831695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548503</th>\n",
       "      <td>0</td>\n",
       "      <td>242.131013</td>\n",
       "      <td>True</td>\n",
       "      <td>1690.0</td>\n",
       "      <td>Non-CBSA West South Central</td>\n",
       "      <td>2A</td>\n",
       "      <td>2A - TX, LA</td>\n",
       "      <td>Hour4</td>\n",
       "      <td>3</td>\n",
       "      <td>Hot-Humid</td>\n",
       "      <td>None</td>\n",
       "      <td>Standard Efficiency</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>South</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>Electric, 100% Usage</td>\n",
       "      <td>Standard, 100% Usage</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Gas, 100% Usage</td>\n",
       "      <td>76F</td>\n",
       "      <td>No</td>\n",
       "      <td>0F</td>\n",
       "      <td>None</td>\n",
       "      <td>Not Applicable</td>\n",
       "      <td>G4804530</td>\n",
       "      <td>G4804530, G48005301</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>20 ft^2</td>\n",
       "      <td>Fiberglass</td>\n",
       "      <td>20% Leakage, R-8</td>\n",
       "      <td>2 ft</td>\n",
       "      <td>None</td>\n",
       "      <td>data/cambium/LRMER_MidCase_15_2025start,data/c...</td>\n",
       "      <td>kg/MWh,kg/MWh,kg/MWh,kg/MWh</td>\n",
       "      <td>/lib/resources/data/cambium/LRMER_MidCase_15_2...</td>\n",
       "      <td>lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu</td>\n",
       "      <td>195.9,195.9,195.9,195.9</td>\n",
       "      <td>147.3,147.3,147.3,147.3</td>\n",
       "      <td>177.8,177.8,177.8,177.8</td>\n",
       "      <td>LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...</td>\n",
       "      <td>CO2e,CO2e,CO2e,CO2e</td>\n",
       "      <td>200.0,200.0,200.0,200.0</td>\n",
       "      <td>400%+</td>\n",
       "      <td>ERCTc</td>\n",
       "      <td>Vented Attic</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>1500-1999</td>\n",
       "      <td>1500-2499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>2 Car</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;8</td>\n",
       "      <td>Brick, Medium/Dark</td>\n",
       "      <td>Wood Frame</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>67F</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6F</td>\n",
       "      <td>Day +3h</td>\n",
       "      <td>No Exterior Use</td>\n",
       "      <td>Uninsulated</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>AC, SEER 13</td>\n",
       "      <td>100% Conditioned</td>\n",
       "      <td>Central AC</td>\n",
       "      <td>Yes</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>Fuel Furnace, 92.5% AFUE</td>\n",
       "      <td>Ducted Heating</td>\n",
       "      <td>Natural Gas Fuel Furnace</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>80000-99999</td>\n",
       "      <td>80000-99999</td>\n",
       "      <td>60000-99999</td>\n",
       "      <td>15 ACH50</td>\n",
       "      <td>R-30</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Unfinished, Uninsulated</td>\n",
       "      <td>2ft R10 Under, Horizontal</td>\n",
       "      <td>Wood Stud, R-11</td>\n",
       "      <td>Summer = 0.7, Winter = 0.85</td>\n",
       "      <td>ERCOT</td>\n",
       "      <td>100% CFL</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>CR09</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Cooling Season, 7 days/wk</td>\n",
       "      <td>Left/Right at 15ft</td>\n",
       "      <td>2</td>\n",
       "      <td>Southwest</td>\n",
       "      <td>None</td>\n",
       "      <td>100%</td>\n",
       "      <td>113%</td>\n",
       "      <td>G48005301</td>\n",
       "      <td>In metro area, not/partially in principal city</td>\n",
       "      <td>Southeast</td>\n",
       "      <td>1.0 kWDC</td>\n",
       "      <td>No</td>\n",
       "      <td>Hour7</td>\n",
       "      <td>64</td>\n",
       "      <td>EF 17.6, 100% Usage</td>\n",
       "      <td>Asphalt Shingles, Medium</td>\n",
       "      <td>Stochastic</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>None</td>\n",
       "      <td>TX</td>\n",
       "      <td>Owner</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Occupied</td>\n",
       "      <td>2000s</td>\n",
       "      <td>2000-09</td>\n",
       "      <td>Natural Gas Standard</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Camp Mabry</td>\n",
       "      <td>30.32</td>\n",
       "      <td>-97.77</td>\n",
       "      <td>F9 B9 L9 R9</td>\n",
       "      <td>Single, Clear, Metal</td>\n",
       "      <td>20.0</td>\n",
       "      <td>540.80</td>\n",
       "      <td>1690.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1690.0</td>\n",
       "      <td>2266.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2533.4</td>\n",
       "      <td>37.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>39.78</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>149.6</td>\n",
       "      <td>1485.2</td>\n",
       "      <td>2024.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>107.8</td>\n",
       "      <td>95.248098</td>\n",
       "      <td>762.863995</td>\n",
       "      <td>28.427894</td>\n",
       "      <td>844.337753</td>\n",
       "      <td>3911.326500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.360482</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>46.012158</td>\n",
       "      <td>24.911041</td>\n",
       "      <td>620.138384</td>\n",
       "      <td>21.98033</td>\n",
       "      <td>2540.046964</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1400.879715</td>\n",
       "      <td>27.841752</td>\n",
       "      <td>434.038255</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2852.460724</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3169.856693</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>813.565290</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14806.536599</td>\n",
       "      <td>16207.416313</td>\n",
       "      <td>7970.653891</td>\n",
       "      <td>9371.826676</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6835.882708</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1338.105</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2838.752</td>\n",
       "      <td>7390.724</td>\n",
       "      <td>42772.0</td>\n",
       "      <td>9043.0</td>\n",
       "      <td>5002.0</td>\n",
       "      <td>8.80971</td>\n",
       "      <td>5.73495</td>\n",
       "      <td>29.787</td>\n",
       "      <td>37.138</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.75</td>\n",
       "      <td>1435.239287</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1558.413656</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2016.850392</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1558.413656</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1909.054619</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1558.413656</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2747.604937</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1558.413656</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2993.652943</td>\n",
       "      <td>3575.264048</td>\n",
       "      <td>3467.468275</td>\n",
       "      <td>4306.018593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548661</th>\n",
       "      <td>0</td>\n",
       "      <td>242.131013</td>\n",
       "      <td>True</td>\n",
       "      <td>1220.0</td>\n",
       "      <td>Non-CBSA West South Central</td>\n",
       "      <td>2A</td>\n",
       "      <td>2A - TX, LA</td>\n",
       "      <td>Hour6</td>\n",
       "      <td>4</td>\n",
       "      <td>Hot-Humid</td>\n",
       "      <td>None</td>\n",
       "      <td>Standard Efficiency</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>South</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>Electric, 100% Usage</td>\n",
       "      <td>EnergyStar, 100% Usage</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Gas, 100% Usage</td>\n",
       "      <td>78F</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2F</td>\n",
       "      <td>Day Setup and Night Setback -3h</td>\n",
       "      <td>Not Applicable</td>\n",
       "      <td>G4804530</td>\n",
       "      <td>G4804530, G48005308</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>20 ft^2</td>\n",
       "      <td>Fiberglass</td>\n",
       "      <td>20% Leakage, R-4</td>\n",
       "      <td>2 ft</td>\n",
       "      <td>None</td>\n",
       "      <td>data/cambium/LRMER_MidCase_15_2025start,data/c...</td>\n",
       "      <td>kg/MWh,kg/MWh,kg/MWh,kg/MWh</td>\n",
       "      <td>/lib/resources/data/cambium/LRMER_MidCase_15_2...</td>\n",
       "      <td>lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu</td>\n",
       "      <td>195.9,195.9,195.9,195.9</td>\n",
       "      <td>147.3,147.3,147.3,147.3</td>\n",
       "      <td>177.8,177.8,177.8,177.8</td>\n",
       "      <td>LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...</td>\n",
       "      <td>CO2e,CO2e,CO2e,CO2e</td>\n",
       "      <td>200.0,200.0,200.0,200.0</td>\n",
       "      <td>400%+</td>\n",
       "      <td>ERCTc</td>\n",
       "      <td>Vented Attic</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>1000-1499</td>\n",
       "      <td>0-1499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;8</td>\n",
       "      <td>Brick, Medium/Dark</td>\n",
       "      <td>Wood Frame</td>\n",
       "      <td>No</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>78F</td>\n",
       "      <td>No</td>\n",
       "      <td>0F</td>\n",
       "      <td>None</td>\n",
       "      <td>No Exterior Use</td>\n",
       "      <td>Uninsulated</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>AC, SEER 13</td>\n",
       "      <td>100% Conditioned</td>\n",
       "      <td>Central AC</td>\n",
       "      <td>Yes</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>Fuel Furnace, 80% AFUE</td>\n",
       "      <td>Ducted Heating</td>\n",
       "      <td>Natural Gas Fuel Furnace</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>100000-119999</td>\n",
       "      <td>100000-119999</td>\n",
       "      <td>100000-149999</td>\n",
       "      <td>30 ACH50</td>\n",
       "      <td>R-19</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Unfinished, Uninsulated</td>\n",
       "      <td>2ft R10 Under, Horizontal</td>\n",
       "      <td>Wood Stud, R-19</td>\n",
       "      <td>Summer = 0.7, Winter = 0.85</td>\n",
       "      <td>ERCOT</td>\n",
       "      <td>100% LED</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>CR09</td>\n",
       "      <td>None</td>\n",
       "      <td>EF 17.6</td>\n",
       "      <td>EF 12, National Average</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Has Pool</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0 HP Pump</td>\n",
       "      <td>None</td>\n",
       "      <td>Cooling Season, 7 days/wk</td>\n",
       "      <td>Left/Right at 15ft</td>\n",
       "      <td>4</td>\n",
       "      <td>East</td>\n",
       "      <td>None</td>\n",
       "      <td>100%</td>\n",
       "      <td>113%</td>\n",
       "      <td>G48005308</td>\n",
       "      <td>In metro area, not/partially in principal city</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>Hour13</td>\n",
       "      <td>64</td>\n",
       "      <td>EF 19.9, 100% Usage</td>\n",
       "      <td>Composition Shingles</td>\n",
       "      <td>Stochastic</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>None</td>\n",
       "      <td>TX</td>\n",
       "      <td>Owner</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Occupied</td>\n",
       "      <td>1990s</td>\n",
       "      <td>1980-99</td>\n",
       "      <td>Natural Gas Premium</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Camp Mabry</td>\n",
       "      <td>30.32</td>\n",
       "      <td>-97.77</td>\n",
       "      <td>F15 B15 L15 R15</td>\n",
       "      <td>Single, Clear, Non-metal</td>\n",
       "      <td>20.0</td>\n",
       "      <td>390.40</td>\n",
       "      <td>1220.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1220.0</td>\n",
       "      <td>1220.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1364.0</td>\n",
       "      <td>41.73</td>\n",
       "      <td>0.0</td>\n",
       "      <td>43.78</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>145.8</td>\n",
       "      <td>1166.4</td>\n",
       "      <td>1335.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>174.8</td>\n",
       "      <td>95.248098</td>\n",
       "      <td>648.859349</td>\n",
       "      <td>37.806168</td>\n",
       "      <td>1194.850752</td>\n",
       "      <td>4157.506199</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>319.740537</td>\n",
       "      <td>66.527133</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>26.962538</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>375.130970</td>\n",
       "      <td>21.98033</td>\n",
       "      <td>3051.749052</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2491.690237</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>36.926955</td>\n",
       "      <td>834.080265</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12013.276230</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3852.712286</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1080.846106</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30305.893207</td>\n",
       "      <td>30305.893207</td>\n",
       "      <td>13358.765513</td>\n",
       "      <td>13358.765513</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16946.834623</td>\n",
       "      <td>0.0</td>\n",
       "      <td>495.803</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4393.549</td>\n",
       "      <td>14784.521</td>\n",
       "      <td>44416.0</td>\n",
       "      <td>33000.0</td>\n",
       "      <td>8510.0</td>\n",
       "      <td>9.87554</td>\n",
       "      <td>6.21919</td>\n",
       "      <td>34.910</td>\n",
       "      <td>45.690</td>\n",
       "      <td>30.25</td>\n",
       "      <td>35.25</td>\n",
       "      <td>2253.155234</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3863.548761</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3159.540745</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3863.548761</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2989.721204</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3863.548761</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4410.470483</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3863.548761</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6116.703996</td>\n",
       "      <td>7023.089506</td>\n",
       "      <td>6853.269966</td>\n",
       "      <td>8274.019244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548710</th>\n",
       "      <td>0</td>\n",
       "      <td>242.131013</td>\n",
       "      <td>True</td>\n",
       "      <td>3301.0</td>\n",
       "      <td>Non-CBSA West South Central</td>\n",
       "      <td>2A</td>\n",
       "      <td>2A - TX, LA</td>\n",
       "      <td>Hour19</td>\n",
       "      <td>4</td>\n",
       "      <td>Hot-Humid</td>\n",
       "      <td>None</td>\n",
       "      <td>Standard Efficiency</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>South</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>Electric, 100% Usage</td>\n",
       "      <td>EnergyStar, 100% Usage</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electric, 100% Usage</td>\n",
       "      <td>70F</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2F</td>\n",
       "      <td>Day Setup -2h</td>\n",
       "      <td>Not Applicable</td>\n",
       "      <td>G4804530</td>\n",
       "      <td>G4804530, G48005308</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>20 ft^2</td>\n",
       "      <td>Fiberglass</td>\n",
       "      <td>30% Leakage, R-8</td>\n",
       "      <td>2 ft</td>\n",
       "      <td>None</td>\n",
       "      <td>data/cambium/LRMER_MidCase_15_2025start,data/c...</td>\n",
       "      <td>kg/MWh,kg/MWh,kg/MWh,kg/MWh</td>\n",
       "      <td>/lib/resources/data/cambium/LRMER_MidCase_15_2...</td>\n",
       "      <td>lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu</td>\n",
       "      <td>195.9,195.9,195.9,195.9</td>\n",
       "      <td>147.3,147.3,147.3,147.3</td>\n",
       "      <td>177.8,177.8,177.8,177.8</td>\n",
       "      <td>LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...</td>\n",
       "      <td>CO2e,CO2e,CO2e,CO2e</td>\n",
       "      <td>200.0,200.0,200.0,200.0</td>\n",
       "      <td>400%+</td>\n",
       "      <td>ERCTc</td>\n",
       "      <td>Vented Attic</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>3000-3999</td>\n",
       "      <td>2500-3999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>3 Car</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>&lt;8</td>\n",
       "      <td>None</td>\n",
       "      <td>Brick</td>\n",
       "      <td>No</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>75F</td>\n",
       "      <td>No</td>\n",
       "      <td>0F</td>\n",
       "      <td>None</td>\n",
       "      <td>No Exterior Use</td>\n",
       "      <td>Uninsulated</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>AC, SEER 13</td>\n",
       "      <td>100% Conditioned</td>\n",
       "      <td>Central AC</td>\n",
       "      <td>Yes</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>Fuel Furnace, 80% AFUE</td>\n",
       "      <td>Ducted Heating</td>\n",
       "      <td>Natural Gas Fuel Furnace</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>140000-159999</td>\n",
       "      <td>140000+</td>\n",
       "      <td>150000+</td>\n",
       "      <td>15 ACH50</td>\n",
       "      <td>R-38</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Unfinished, Uninsulated</td>\n",
       "      <td>Uninsulated</td>\n",
       "      <td>Brick, 12-in, 3-wythe, R-11</td>\n",
       "      <td>Summer = 0.7, Winter = 0.85</td>\n",
       "      <td>ERCOT</td>\n",
       "      <td>100% CFL</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>CR09</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Cooling Season, 7 days/wk</td>\n",
       "      <td>Left/Right at 15ft</td>\n",
       "      <td>4</td>\n",
       "      <td>West</td>\n",
       "      <td>None</td>\n",
       "      <td>100%</td>\n",
       "      <td>113%</td>\n",
       "      <td>G48005308</td>\n",
       "      <td>In metro area, not/partially in principal city</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>Hour20</td>\n",
       "      <td>64</td>\n",
       "      <td>EF 17.6, 100% Usage</td>\n",
       "      <td>Asphalt Shingles, Medium</td>\n",
       "      <td>Stochastic</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>None</td>\n",
       "      <td>TX</td>\n",
       "      <td>Owner</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Occupied</td>\n",
       "      <td>2000s</td>\n",
       "      <td>2000-09</td>\n",
       "      <td>Natural Gas Standard</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Camp Mabry</td>\n",
       "      <td>30.32</td>\n",
       "      <td>-97.77</td>\n",
       "      <td>F6 B6 L6 R6</td>\n",
       "      <td>Single, Clear, Non-metal</td>\n",
       "      <td>20.0</td>\n",
       "      <td>916.03</td>\n",
       "      <td>2082.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1218.5</td>\n",
       "      <td>4165.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2304.6</td>\n",
       "      <td>71.92</td>\n",
       "      <td>0.0</td>\n",
       "      <td>73.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>121.6</td>\n",
       "      <td>2905.2</td>\n",
       "      <td>3462.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>151.4</td>\n",
       "      <td>95.248098</td>\n",
       "      <td>651.496989</td>\n",
       "      <td>38.099239</td>\n",
       "      <td>2317.899093</td>\n",
       "      <td>8523.385929</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>109.901651</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>66.234062</td>\n",
       "      <td>24.911041</td>\n",
       "      <td>1062.675700</td>\n",
       "      <td>21.98033</td>\n",
       "      <td>3757.171117</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>537.199271</td>\n",
       "      <td>434.038255</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18426.550455</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4486.038868</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40552.830098</td>\n",
       "      <td>40552.830098</td>\n",
       "      <td>17640.240774</td>\n",
       "      <td>17640.240774</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22912.589324</td>\n",
       "      <td>0.0</td>\n",
       "      <td>496.582</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4392.938</td>\n",
       "      <td>14782.462</td>\n",
       "      <td>85822.0</td>\n",
       "      <td>50638.0</td>\n",
       "      <td>8504.0</td>\n",
       "      <td>12.64911</td>\n",
       "      <td>6.98829</td>\n",
       "      <td>53.521</td>\n",
       "      <td>75.797</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18.50</td>\n",
       "      <td>3086.234321</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5223.591052</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4340.414049</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5223.591052</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4126.913110</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5223.591052</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5957.117953</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5223.591052</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8309.825373</td>\n",
       "      <td>9564.005100</td>\n",
       "      <td>9350.504161</td>\n",
       "      <td>11180.709005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549207</th>\n",
       "      <td>0</td>\n",
       "      <td>242.131013</td>\n",
       "      <td>True</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>Non-CBSA West South Central</td>\n",
       "      <td>2A</td>\n",
       "      <td>2A - TX, LA</td>\n",
       "      <td>Hour23</td>\n",
       "      <td>2</td>\n",
       "      <td>Hot-Humid</td>\n",
       "      <td>None</td>\n",
       "      <td>Standard Efficiency</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>West South Central</td>\n",
       "      <td>South</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Gas, 120% Usage</td>\n",
       "      <td>75F</td>\n",
       "      <td>No</td>\n",
       "      <td>0F</td>\n",
       "      <td>None</td>\n",
       "      <td>Double-Loaded Interior</td>\n",
       "      <td>G4804530</td>\n",
       "      <td>G4804530, G48005302</td>\n",
       "      <td>None</td>\n",
       "      <td>290 Rated kWh, 120% Usage</td>\n",
       "      <td>20 ft^2</td>\n",
       "      <td>Fiberglass</td>\n",
       "      <td>30% Leakage, R-4</td>\n",
       "      <td>2 ft</td>\n",
       "      <td>None</td>\n",
       "      <td>data/cambium/LRMER_MidCase_15_2025start,data/c...</td>\n",
       "      <td>kg/MWh,kg/MWh,kg/MWh,kg/MWh</td>\n",
       "      <td>/lib/resources/data/cambium/LRMER_MidCase_15_2...</td>\n",
       "      <td>lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu</td>\n",
       "      <td>195.9,195.9,195.9,195.9</td>\n",
       "      <td>147.3,147.3,147.3,147.3</td>\n",
       "      <td>177.8,177.8,177.8,177.8</td>\n",
       "      <td>LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...</td>\n",
       "      <td>CO2e,CO2e,CO2e,CO2e</td>\n",
       "      <td>200.0,200.0,200.0,200.0</td>\n",
       "      <td>400%+</td>\n",
       "      <td>ERCTc</td>\n",
       "      <td>None</td>\n",
       "      <td>Left</td>\n",
       "      <td>None</td>\n",
       "      <td>Bottom</td>\n",
       "      <td>2</td>\n",
       "      <td>None</td>\n",
       "      <td>2 Unit</td>\n",
       "      <td>Multifamily with 2-4 Units</td>\n",
       "      <td>Multi-Family with 2 - 4 Units</td>\n",
       "      <td>1000-1499</td>\n",
       "      <td>0-1499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;8</td>\n",
       "      <td>None</td>\n",
       "      <td>Brick</td>\n",
       "      <td>No</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>75F</td>\n",
       "      <td>No</td>\n",
       "      <td>0F</td>\n",
       "      <td>None</td>\n",
       "      <td>No Exterior Use</td>\n",
       "      <td>Uninsulated</td>\n",
       "      <td>200% Usage</td>\n",
       "      <td>AC, SEER 13</td>\n",
       "      <td>100% Conditioned</td>\n",
       "      <td>Central AC</td>\n",
       "      <td>Yes</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>Fuel Furnace, 80% AFUE</td>\n",
       "      <td>Ducted Heating</td>\n",
       "      <td>Natural Gas Fuel Furnace</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>No</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>100000-119999</td>\n",
       "      <td>100000-119999</td>\n",
       "      <td>100000-149999</td>\n",
       "      <td>15 ACH50</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Finished, R-49</td>\n",
       "      <td>Uninsulated</td>\n",
       "      <td>Brick, 12-in, 3-wythe, R-19</td>\n",
       "      <td>Summer = 0.7, Winter = 0.85</td>\n",
       "      <td>ERCOT</td>\n",
       "      <td>100% Incandescent</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>CR09</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Typical Efficiency</td>\n",
       "      <td>Cooling Season, 7 days/wk</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>East</td>\n",
       "      <td>None</td>\n",
       "      <td>200%</td>\n",
       "      <td>123%</td>\n",
       "      <td>G48005302</td>\n",
       "      <td>In metro area, not/partially in principal city</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Hour16</td>\n",
       "      <td>64</td>\n",
       "      <td>EF 10.5, 100% Usage</td>\n",
       "      <td>Composition Shingles</td>\n",
       "      <td>Stochastic</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>None</td>\n",
       "      <td>TX</td>\n",
       "      <td>Renter</td>\n",
       "      <td>1.0</td>\n",
       "      <td>High</td>\n",
       "      <td>Occupied</td>\n",
       "      <td>1990s</td>\n",
       "      <td>1980-99</td>\n",
       "      <td>Natural Gas Standard</td>\n",
       "      <td>Natural Gas</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Camp Mabry</td>\n",
       "      <td>30.32</td>\n",
       "      <td>-97.77</td>\n",
       "      <td>F15 B15 L15 R15</td>\n",
       "      <td>Double, Clear, Metal, Air</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>21.21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.47</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>95.5</td>\n",
       "      <td>764.5</td>\n",
       "      <td>764.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>114.7</td>\n",
       "      <td>95.248098</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1238.811413</td>\n",
       "      <td>4090.979066</td>\n",
       "      <td>99.351093</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>15.532767</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>156.793022</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1465.062279</td>\n",
       "      <td>16.41198</td>\n",
       "      <td>4122.630742</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>31.944747</td>\n",
       "      <td>727.109325</td>\n",
       "      <td>309.189979</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2534.771684</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4400.169045</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>937.241282</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20241.246521</td>\n",
       "      <td>20241.246521</td>\n",
       "      <td>12369.064509</td>\n",
       "      <td>12369.064509</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7872.182011</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>709.402</td>\n",
       "      <td>5120.729</td>\n",
       "      <td>12992.064</td>\n",
       "      <td>47308.0</td>\n",
       "      <td>6972.0</td>\n",
       "      <td>8148.0</td>\n",
       "      <td>3.86192</td>\n",
       "      <td>2.35633</td>\n",
       "      <td>19.071</td>\n",
       "      <td>23.369</td>\n",
       "      <td>59.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2147.661896</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1794.687200</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3019.359837</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1794.687200</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2834.447464</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1794.687200</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4176.299793</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1794.687200</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3942.349096</td>\n",
       "      <td>4814.047037</td>\n",
       "      <td>4629.134664</td>\n",
       "      <td>5970.986993</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1565 rows × 259 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         upgrade      weight  applicability  in.sqft  \\\n",
       "bldg_id                                                \n",
       "35             0  242.131013           True    853.0   \n",
       "40             0  242.131013           True    617.0   \n",
       "209            0  242.131013           True   2663.0   \n",
       "384            0  242.131013           True   1690.0   \n",
       "478            0  242.131013           True    617.0   \n",
       "...          ...         ...            ...      ...   \n",
       "548201         0  242.131013           True   2663.0   \n",
       "548503         0  242.131013           True   1690.0   \n",
       "548661         0  242.131013           True   1220.0   \n",
       "548710         0  242.131013           True   3301.0   \n",
       "549207         0  242.131013           True   1138.0   \n",
       "\n",
       "                       in.ahs_region in.ashrae_iecc_climate_zone_2004  \\\n",
       "bldg_id                                                                 \n",
       "35       Non-CBSA West South Central                               2A   \n",
       "40       Non-CBSA West South Central                               2A   \n",
       "209      Non-CBSA West South Central                               2A   \n",
       "384      Non-CBSA West South Central                               2A   \n",
       "478      Non-CBSA West South Central                               2A   \n",
       "...                              ...                              ...   \n",
       "548201   Non-CBSA West South Central                               2A   \n",
       "548503   Non-CBSA West South Central                               2A   \n",
       "548661   Non-CBSA West South Central                               2A   \n",
       "548710   Non-CBSA West South Central                               2A   \n",
       "549207   Non-CBSA West South Central                               2A   \n",
       "\n",
       "        in.ashrae_iecc_climate_zone_2004_2_a_split in.bathroom_spot_vent_hour  \\\n",
       "bldg_id                                                                         \n",
       "35                                     2A - TX, LA                      Hour2   \n",
       "40                                     2A - TX, LA                      Hour0   \n",
       "209                                    2A - TX, LA                      Hour6   \n",
       "384                                    2A - TX, LA                     Hour22   \n",
       "478                                    2A - TX, LA                     Hour15   \n",
       "...                                            ...                        ...   \n",
       "548201                                 2A - TX, LA                      Hour1   \n",
       "548503                                 2A - TX, LA                      Hour4   \n",
       "548661                                 2A - TX, LA                      Hour6   \n",
       "548710                                 2A - TX, LA                     Hour19   \n",
       "549207                                 2A - TX, LA                     Hour23   \n",
       "\n",
       "        in.bedrooms in.building_america_climate_zone in.cec_climate_zone  \\\n",
       "bldg_id                                                                    \n",
       "35                1                        Hot-Humid                None   \n",
       "40                2                        Hot-Humid                None   \n",
       "209               3                        Hot-Humid                None   \n",
       "384               3                        Hot-Humid                None   \n",
       "478               1                        Hot-Humid                None   \n",
       "...             ...                              ...                 ...   \n",
       "548201            3                        Hot-Humid                None   \n",
       "548503            3                        Hot-Humid                None   \n",
       "548661            4                        Hot-Humid                None   \n",
       "548710            4                        Hot-Humid                None   \n",
       "549207            2                        Hot-Humid                None   \n",
       "\n",
       "              in.ceiling_fan  in.census_division in.census_division_recs  \\\n",
       "bldg_id                                                                    \n",
       "35       Standard Efficiency  West South Central      West South Central   \n",
       "40                      None  West South Central      West South Central   \n",
       "209      Standard Efficiency  West South Central      West South Central   \n",
       "384      Standard Efficiency  West South Central      West South Central   \n",
       "478                     None  West South Central      West South Central   \n",
       "...                      ...                 ...                     ...   \n",
       "548201   Standard Efficiency  West South Central      West South Central   \n",
       "548503   Standard Efficiency  West South Central      West South Central   \n",
       "548661   Standard Efficiency  West South Central      West South Central   \n",
       "548710   Standard Efficiency  West South Central      West South Central   \n",
       "549207   Standard Efficiency  West South Central      West South Central   \n",
       "\n",
       "        in.census_region     in.city      in.clothes_dryer  \\\n",
       "bldg_id                                                      \n",
       "35                 South  TX, Austin  Electric, 100% Usage   \n",
       "40                 South  TX, Austin   Electric, 80% Usage   \n",
       "209                South  TX, Austin  Electric, 120% Usage   \n",
       "384                South  TX, Austin  Electric, 120% Usage   \n",
       "478                South  TX, Austin                  None   \n",
       "...                  ...         ...                   ...   \n",
       "548201             South  TX, Austin  Electric, 100% Usage   \n",
       "548503             South  TX, Austin  Electric, 100% Usage   \n",
       "548661             South  TX, Austin  Electric, 100% Usage   \n",
       "548710             South  TX, Austin  Electric, 100% Usage   \n",
       "549207             South  TX, Austin                  None   \n",
       "\n",
       "              in.clothes_washer in.clothes_washer_presence  \\\n",
       "bldg_id                                                      \n",
       "35       EnergyStar, 100% Usage                        Yes   \n",
       "40        EnergyStar, 80% Usage                        Yes   \n",
       "209      EnergyStar, 120% Usage                        Yes   \n",
       "384      EnergyStar, 120% Usage                        Yes   \n",
       "478                        None                       None   \n",
       "...                         ...                        ...   \n",
       "548201     Standard, 100% Usage                        Yes   \n",
       "548503     Standard, 100% Usage                        Yes   \n",
       "548661   EnergyStar, 100% Usage                        Yes   \n",
       "548710   EnergyStar, 100% Usage                        Yes   \n",
       "549207                     None                       None   \n",
       "\n",
       "             in.cooking_range in.cooling_setpoint  \\\n",
       "bldg_id                                             \n",
       "35       Electric, 100% Usage                 75F   \n",
       "40        Electric, 80% Usage                 72F   \n",
       "209           Gas, 120% Usage                 78F   \n",
       "384      Electric, 120% Usage                 75F   \n",
       "478      Electric, 120% Usage                 72F   \n",
       "...                       ...                 ...   \n",
       "548201        Gas, 100% Usage                 80F   \n",
       "548503        Gas, 100% Usage                 76F   \n",
       "548661        Gas, 100% Usage                 78F   \n",
       "548710   Electric, 100% Usage                 70F   \n",
       "549207        Gas, 120% Usage                 75F   \n",
       "\n",
       "        in.cooling_setpoint_has_offset in.cooling_setpoint_offset_magnitude  \\\n",
       "bldg_id                                                                       \n",
       "35                                  No                                   0F   \n",
       "40                                  No                                   0F   \n",
       "209                                 No                                   0F   \n",
       "384                                 No                                   0F   \n",
       "478                                Yes                                   2F   \n",
       "...                                ...                                  ...   \n",
       "548201                             Yes                                   2F   \n",
       "548503                              No                                   0F   \n",
       "548661                             Yes                                   2F   \n",
       "548710                             Yes                                   2F   \n",
       "549207                              No                                   0F   \n",
       "\n",
       "        in.cooling_setpoint_offset_period             in.corridor in.county  \\\n",
       "bldg_id                                                                       \n",
       "35                                   None  Double-Loaded Interior  G4804530   \n",
       "40                                   None  Double-Loaded Interior  G4804530   \n",
       "209                                  None          Not Applicable  G4804530   \n",
       "384                                  None          Not Applicable  G4804530   \n",
       "478                             Day Setup  Double-Loaded Interior  G4804530   \n",
       "...                                   ...                     ...       ...   \n",
       "548201        Day Setup and Night Setback          Not Applicable  G4804530   \n",
       "548503                               None          Not Applicable  G4804530   \n",
       "548661    Day Setup and Night Setback -3h          Not Applicable  G4804530   \n",
       "548710                      Day Setup -2h          Not Applicable  G4804530   \n",
       "549207                               None  Double-Loaded Interior  G4804530   \n",
       "\n",
       "          in.county_and_puma in.dehumidifier              in.dishwasher  \\\n",
       "bldg_id                                                                   \n",
       "35       G4804530, G48005307            None  318 Rated kWh, 100% Usage   \n",
       "40       G4804530, G48005303            None   318 Rated kWh, 80% Usage   \n",
       "209      G4804530, G48005303            None                       None   \n",
       "384      G4804530, G48005304            None  290 Rated kWh, 120% Usage   \n",
       "478      G4804530, G48005302            None                       None   \n",
       "...                      ...             ...                        ...   \n",
       "548201   G4804530, G48005302            None  290 Rated kWh, 100% Usage   \n",
       "548503   G4804530, G48005301            None                       None   \n",
       "548661   G4804530, G48005308            None                       None   \n",
       "548710   G4804530, G48005308            None                       None   \n",
       "549207   G4804530, G48005302            None  290 Rated kWh, 120% Usage   \n",
       "\n",
       "        in.door_area    in.doors          in.ducts in.eaves  \\\n",
       "bldg_id                                                       \n",
       "35           20 ft^2  Fiberglass  10% Leakage, R-8     2 ft   \n",
       "40           20 ft^2  Fiberglass  10% Leakage, R-4     2 ft   \n",
       "209          20 ft^2  Fiberglass  10% Leakage, R-8     2 ft   \n",
       "384          20 ft^2  Fiberglass  20% Leakage, R-4     2 ft   \n",
       "478          20 ft^2  Fiberglass  20% Leakage, R-4     2 ft   \n",
       "...              ...         ...               ...      ...   \n",
       "548201       20 ft^2  Fiberglass  20% Leakage, R-4     2 ft   \n",
       "548503       20 ft^2  Fiberglass  20% Leakage, R-8     2 ft   \n",
       "548661       20 ft^2  Fiberglass  20% Leakage, R-4     2 ft   \n",
       "548710       20 ft^2  Fiberglass  30% Leakage, R-8     2 ft   \n",
       "549207       20 ft^2  Fiberglass  30% Leakage, R-4     2 ft   \n",
       "\n",
       "        in.electric_vehicle  \\\n",
       "bldg_id                       \n",
       "35                     None   \n",
       "40                     None   \n",
       "209                    None   \n",
       "384                    None   \n",
       "478                    None   \n",
       "...                     ...   \n",
       "548201                 None   \n",
       "548503                 None   \n",
       "548661                 None   \n",
       "548710                 None   \n",
       "549207                 None   \n",
       "\n",
       "                          in.emissions_electricity_folders  \\\n",
       "bldg_id                                                      \n",
       "35       data/cambium/LRMER_MidCase_15_2025start,data/c...   \n",
       "40       data/cambium/LRMER_MidCase_15_2025start,data/c...   \n",
       "209      data/cambium/LRMER_MidCase_15_2025start,data/c...   \n",
       "384      data/cambium/LRMER_MidCase_15_2025start,data/c...   \n",
       "478      data/cambium/LRMER_MidCase_15_2025start,data/c...   \n",
       "...                                                    ...   \n",
       "548201   data/cambium/LRMER_MidCase_15_2025start,data/c...   \n",
       "548503   data/cambium/LRMER_MidCase_15_2025start,data/c...   \n",
       "548661   data/cambium/LRMER_MidCase_15_2025start,data/c...   \n",
       "548710   data/cambium/LRMER_MidCase_15_2025start,data/c...   \n",
       "549207   data/cambium/LRMER_MidCase_15_2025start,data/c...   \n",
       "\n",
       "        in.emissions_electricity_units  \\\n",
       "bldg_id                                  \n",
       "35         kg/MWh,kg/MWh,kg/MWh,kg/MWh   \n",
       "40         kg/MWh,kg/MWh,kg/MWh,kg/MWh   \n",
       "209        kg/MWh,kg/MWh,kg/MWh,kg/MWh   \n",
       "384        kg/MWh,kg/MWh,kg/MWh,kg/MWh   \n",
       "478        kg/MWh,kg/MWh,kg/MWh,kg/MWh   \n",
       "...                                ...   \n",
       "548201     kg/MWh,kg/MWh,kg/MWh,kg/MWh   \n",
       "548503     kg/MWh,kg/MWh,kg/MWh,kg/MWh   \n",
       "548661     kg/MWh,kg/MWh,kg/MWh,kg/MWh   \n",
       "548710     kg/MWh,kg/MWh,kg/MWh,kg/MWh   \n",
       "549207     kg/MWh,kg/MWh,kg/MWh,kg/MWh   \n",
       "\n",
       "              in.emissions_electricity_values_or_filepaths  \\\n",
       "bldg_id                                                      \n",
       "35       /lib/resources/data/cambium/LRMER_MidCase_15_2...   \n",
       "40       /lib/resources/data/cambium/LRMER_MidCase_15_2...   \n",
       "209      /lib/resources/data/cambium/LRMER_MidCase_15_2...   \n",
       "384      /lib/resources/data/cambium/LRMER_MidCase_15_2...   \n",
       "478      /lib/resources/data/cambium/LRMER_MidCase_15_2...   \n",
       "...                                                    ...   \n",
       "548201   /lib/resources/data/cambium/LRMER_MidCase_15_2...   \n",
       "548503   /lib/resources/data/cambium/LRMER_MidCase_15_2...   \n",
       "548661   /lib/resources/data/cambium/LRMER_MidCase_15_2...   \n",
       "548710   /lib/resources/data/cambium/LRMER_MidCase_15_2...   \n",
       "549207   /lib/resources/data/cambium/LRMER_MidCase_15_2...   \n",
       "\n",
       "          in.emissions_fossil_fuel_units in.emissions_fuel_oil_values  \\\n",
       "bldg_id                                                                 \n",
       "35       lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu      195.9,195.9,195.9,195.9   \n",
       "40       lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu      195.9,195.9,195.9,195.9   \n",
       "209      lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu      195.9,195.9,195.9,195.9   \n",
       "384      lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu      195.9,195.9,195.9,195.9   \n",
       "478      lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu      195.9,195.9,195.9,195.9   \n",
       "...                                  ...                          ...   \n",
       "548201   lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu      195.9,195.9,195.9,195.9   \n",
       "548503   lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu      195.9,195.9,195.9,195.9   \n",
       "548661   lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu      195.9,195.9,195.9,195.9   \n",
       "548710   lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu      195.9,195.9,195.9,195.9   \n",
       "549207   lb/MBtu,lb/MBtu,lb/MBtu,lb/MBtu      195.9,195.9,195.9,195.9   \n",
       "\n",
       "        in.emissions_natural_gas_values in.emissions_propane_values  \\\n",
       "bldg_id                                                               \n",
       "35              147.3,147.3,147.3,147.3     177.8,177.8,177.8,177.8   \n",
       "40              147.3,147.3,147.3,147.3     177.8,177.8,177.8,177.8   \n",
       "209             147.3,147.3,147.3,147.3     177.8,177.8,177.8,177.8   \n",
       "384             147.3,147.3,147.3,147.3     177.8,177.8,177.8,177.8   \n",
       "478             147.3,147.3,147.3,147.3     177.8,177.8,177.8,177.8   \n",
       "...                                 ...                         ...   \n",
       "548201          147.3,147.3,147.3,147.3     177.8,177.8,177.8,177.8   \n",
       "548503          147.3,147.3,147.3,147.3     177.8,177.8,177.8,177.8   \n",
       "548661          147.3,147.3,147.3,147.3     177.8,177.8,177.8,177.8   \n",
       "548710          147.3,147.3,147.3,147.3     177.8,177.8,177.8,177.8   \n",
       "549207          147.3,147.3,147.3,147.3     177.8,177.8,177.8,177.8   \n",
       "\n",
       "                               in.emissions_scenario_names  \\\n",
       "bldg_id                                                      \n",
       "35       LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...   \n",
       "40       LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...   \n",
       "209      LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...   \n",
       "384      LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...   \n",
       "478      LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...   \n",
       "...                                                    ...   \n",
       "548201   LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...   \n",
       "548503   LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...   \n",
       "548661   LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...   \n",
       "548710   LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...   \n",
       "549207   LRMER_MidCase_15_2025start,LRMER_LowRECost_15_...   \n",
       "\n",
       "          in.emissions_types in.emissions_wood_values  \\\n",
       "bldg_id                                                 \n",
       "35       CO2e,CO2e,CO2e,CO2e  200.0,200.0,200.0,200.0   \n",
       "40       CO2e,CO2e,CO2e,CO2e  200.0,200.0,200.0,200.0   \n",
       "209      CO2e,CO2e,CO2e,CO2e  200.0,200.0,200.0,200.0   \n",
       "384      CO2e,CO2e,CO2e,CO2e  200.0,200.0,200.0,200.0   \n",
       "478      CO2e,CO2e,CO2e,CO2e  200.0,200.0,200.0,200.0   \n",
       "...                      ...                      ...   \n",
       "548201   CO2e,CO2e,CO2e,CO2e  200.0,200.0,200.0,200.0   \n",
       "548503   CO2e,CO2e,CO2e,CO2e  200.0,200.0,200.0,200.0   \n",
       "548661   CO2e,CO2e,CO2e,CO2e  200.0,200.0,200.0,200.0   \n",
       "548710   CO2e,CO2e,CO2e,CO2e  200.0,200.0,200.0,200.0   \n",
       "549207   CO2e,CO2e,CO2e,CO2e  200.0,200.0,200.0,200.0   \n",
       "\n",
       "        in.federal_poverty_level  \\\n",
       "bldg_id                            \n",
       "35                         400%+   \n",
       "40                        0-100%   \n",
       "209                        400%+   \n",
       "384                     200-300%   \n",
       "478                        400%+   \n",
       "...                          ...   \n",
       "548201                  200-300%   \n",
       "548503                     400%+   \n",
       "548661                     400%+   \n",
       "548710                     400%+   \n",
       "549207                     400%+   \n",
       "\n",
       "        in.generation_and_emissions_assessment_region in.geometry_attic_type  \\\n",
       "bldg_id                                                                        \n",
       "35                                              ERCTc                   None   \n",
       "40                                              ERCTc                   None   \n",
       "209                                             ERCTc           Vented Attic   \n",
       "384                                             ERCTc           Vented Attic   \n",
       "478                                             ERCTc                   None   \n",
       "...                                               ...                    ...   \n",
       "548201                                          ERCTc           Vented Attic   \n",
       "548503                                          ERCTc           Vented Attic   \n",
       "548661                                          ERCTc           Vented Attic   \n",
       "548710                                          ERCTc           Vented Attic   \n",
       "549207                                          ERCTc                   None   \n",
       "\n",
       "        in.geometry_building_horizontal_location_mf  \\\n",
       "bldg_id                                               \n",
       "35                                           Middle   \n",
       "40                                            Right   \n",
       "209                                            None   \n",
       "384                                            None   \n",
       "478                                           Right   \n",
       "...                                             ...   \n",
       "548201                                         None   \n",
       "548503                                         None   \n",
       "548661                                         None   \n",
       "548710                                         None   \n",
       "549207                                         Left   \n",
       "\n",
       "        in.geometry_building_horizontal_location_sfa  \\\n",
       "bldg_id                                                \n",
       "35                                              None   \n",
       "40                                              None   \n",
       "209                                             None   \n",
       "384                                             None   \n",
       "478                                             None   \n",
       "...                                              ...   \n",
       "548201                                          None   \n",
       "548503                                          None   \n",
       "548661                                          None   \n",
       "548710                                          None   \n",
       "549207                                          None   \n",
       "\n",
       "        in.geometry_building_level_mf in.geometry_building_number_units_mf  \\\n",
       "bldg_id                                                                      \n",
       "35                                Top                                   12   \n",
       "40                             Bottom                                    4   \n",
       "209                              None                                 None   \n",
       "384                              None                                 None   \n",
       "478                               Top                                    4   \n",
       "...                               ...                                  ...   \n",
       "548201                           None                                 None   \n",
       "548503                           None                                 None   \n",
       "548661                           None                                 None   \n",
       "548710                           None                                 None   \n",
       "549207                         Bottom                                    2   \n",
       "\n",
       "        in.geometry_building_number_units_sfa in.geometry_building_type_acs  \\\n",
       "bldg_id                                                                       \n",
       "35                                       None                 10 to 19 Unit   \n",
       "40                                       None                   3 or 4 Unit   \n",
       "209                                      None        Single-Family Detached   \n",
       "384                                      None        Single-Family Detached   \n",
       "478                                      None                   3 or 4 Unit   \n",
       "...                                       ...                           ...   \n",
       "548201                                   None        Single-Family Detached   \n",
       "548503                                   None        Single-Family Detached   \n",
       "548661                                   None        Single-Family Detached   \n",
       "548710                                   None        Single-Family Detached   \n",
       "549207                                   None                        2 Unit   \n",
       "\n",
       "               in.geometry_building_type_height  \\\n",
       "bldg_id                                           \n",
       "35       Multifamily with 5+ units, 1-3 stories   \n",
       "40                   Multifamily with 2-4 Units   \n",
       "209                      Single-Family Detached   \n",
       "384                      Single-Family Detached   \n",
       "478                  Multifamily with 2-4 Units   \n",
       "...                                         ...   \n",
       "548201                   Single-Family Detached   \n",
       "548503                   Single-Family Detached   \n",
       "548661                   Single-Family Detached   \n",
       "548710                   Single-Family Detached   \n",
       "549207               Multifamily with 2-4 Units   \n",
       "\n",
       "        in.geometry_building_type_recs in.geometry_floor_area  \\\n",
       "bldg_id                                                         \n",
       "35          Multi-Family with 5+ Units                750-999   \n",
       "40       Multi-Family with 2 - 4 Units                500-749   \n",
       "209             Single-Family Detached              2500-2999   \n",
       "384             Single-Family Detached              1500-1999   \n",
       "478      Multi-Family with 2 - 4 Units                500-749   \n",
       "...                                ...                    ...   \n",
       "548201          Single-Family Detached              2500-2999   \n",
       "548503          Single-Family Detached              1500-1999   \n",
       "548661          Single-Family Detached              1000-1499   \n",
       "548710          Single-Family Detached              3000-3999   \n",
       "549207   Multi-Family with 2 - 4 Units              1000-1499   \n",
       "\n",
       "        in.geometry_floor_area_bin in.geometry_foundation_type  \\\n",
       "bldg_id                                                          \n",
       "35                          0-1499                        Slab   \n",
       "40                          0-1499                        Slab   \n",
       "209                      2500-3999                        Slab   \n",
       "384                      1500-2499                        Slab   \n",
       "478                         0-1499                        Slab   \n",
       "...                            ...                         ...   \n",
       "548201                   2500-3999                        Slab   \n",
       "548503                   1500-2499                        Slab   \n",
       "548661                      0-1499                        Slab   \n",
       "548710                   2500-3999                        Slab   \n",
       "549207                      0-1499                        Slab   \n",
       "\n",
       "        in.geometry_garage in.geometry_stories in.geometry_stories_low_rise  \\\n",
       "bldg_id                                                                       \n",
       "35                    None                   2                            2   \n",
       "40                    None                   2                            2   \n",
       "209                  2 Car                   2                            2   \n",
       "384                  2 Car                   2                            2   \n",
       "478                   None                   2                            2   \n",
       "...                    ...                 ...                          ...   \n",
       "548201               2 Car                   2                            2   \n",
       "548503               2 Car                   1                            1   \n",
       "548661                None                   1                            1   \n",
       "548710               3 Car                   2                            2   \n",
       "549207                None                   1                            1   \n",
       "\n",
       "        in.geometry_story_bin in.geometry_wall_exterior_finish  \\\n",
       "bldg_id                                                          \n",
       "35                         <8                             None   \n",
       "40                         <8               Brick, Medium/Dark   \n",
       "209                        <8                             None   \n",
       "384                        <8                             None   \n",
       "478                        <8               Brick, Medium/Dark   \n",
       "...                       ...                              ...   \n",
       "548201                     <8                             None   \n",
       "548503                     <8               Brick, Medium/Dark   \n",
       "548661                     <8               Brick, Medium/Dark   \n",
       "548710                     <8                             None   \n",
       "549207                     <8                             None   \n",
       "\n",
       "        in.geometry_wall_type in.has_pv in.heating_fuel in.heating_setpoint  \\\n",
       "bldg_id                                                                       \n",
       "35                      Brick        No     Electricity                 75F   \n",
       "40                 Wood Frame        No     Electricity                 70F   \n",
       "209                     Brick        No     Natural Gas                 75F   \n",
       "384                     Brick        No     Electricity                 68F   \n",
       "478                Wood Frame        No     Electricity                 70F   \n",
       "...                       ...       ...             ...                 ...   \n",
       "548201                  Brick        No     Natural Gas                 68F   \n",
       "548503             Wood Frame       Yes     Natural Gas                 67F   \n",
       "548661             Wood Frame        No     Natural Gas                 78F   \n",
       "548710                  Brick        No     Natural Gas                 75F   \n",
       "549207                  Brick        No     Natural Gas                 75F   \n",
       "\n",
       "        in.heating_setpoint_has_offset in.heating_setpoint_offset_magnitude  \\\n",
       "bldg_id                                                                       \n",
       "35                                  No                                   0F   \n",
       "40                                 Yes                                   3F   \n",
       "209                                 No                                   0F   \n",
       "384                                 No                                   0F   \n",
       "478                                 No                                   0F   \n",
       "...                                ...                                  ...   \n",
       "548201                              No                                   0F   \n",
       "548503                             Yes                                   6F   \n",
       "548661                              No                                   0F   \n",
       "548710                              No                                   0F   \n",
       "549207                              No                                   0F   \n",
       "\n",
       "        in.heating_setpoint_offset_period in.holiday_lighting  \\\n",
       "bldg_id                                                         \n",
       "35                                   None     No Exterior Use   \n",
       "40                      Day and Night +2h     No Exterior Use   \n",
       "209                                  None     No Exterior Use   \n",
       "384                                  None     No Exterior Use   \n",
       "478                                  None     No Exterior Use   \n",
       "...                                   ...                 ...   \n",
       "548201                               None     No Exterior Use   \n",
       "548503                            Day +3h     No Exterior Use   \n",
       "548661                               None     No Exterior Use   \n",
       "548710                               None     No Exterior Use   \n",
       "549207                               None     No Exterior Use   \n",
       "\n",
       "        in.hot_water_distribution in.hot_water_fixtures  \\\n",
       "bldg_id                                                   \n",
       "35                    Uninsulated            100% Usage   \n",
       "40                    Uninsulated             50% Usage   \n",
       "209                   Uninsulated            200% Usage   \n",
       "384                   Uninsulated            200% Usage   \n",
       "478                   Uninsulated            200% Usage   \n",
       "...                           ...                   ...   \n",
       "548201                Uninsulated            100% Usage   \n",
       "548503                Uninsulated            100% Usage   \n",
       "548661                Uninsulated            100% Usage   \n",
       "548710                Uninsulated            100% Usage   \n",
       "549207                Uninsulated            200% Usage   \n",
       "\n",
       "        in.hvac_cooling_efficiency in.hvac_cooling_partial_space_conditioning  \\\n",
       "bldg_id                                                                         \n",
       "35                     AC, SEER 13                           100% Conditioned   \n",
       "40                     AC, SEER 13                           100% Conditioned   \n",
       "209                    AC, SEER 13                           100% Conditioned   \n",
       "384                    AC, SEER 13                           100% Conditioned   \n",
       "478                    AC, SEER 10                           100% Conditioned   \n",
       "...                            ...                                        ...   \n",
       "548201                 AC, SEER 13                            60% Conditioned   \n",
       "548503                 AC, SEER 13                           100% Conditioned   \n",
       "548661                 AC, SEER 13                           100% Conditioned   \n",
       "548710                 AC, SEER 13                           100% Conditioned   \n",
       "549207                 AC, SEER 13                           100% Conditioned   \n",
       "\n",
       "        in.hvac_cooling_type in.hvac_has_ducts in.hvac_has_shared_system  \\\n",
       "bldg_id                                                                    \n",
       "35                Central AC               Yes                      None   \n",
       "40                Central AC               Yes                      None   \n",
       "209               Central AC               Yes                      None   \n",
       "384               Central AC               Yes                      None   \n",
       "478               Central AC               Yes                      None   \n",
       "...                      ...               ...                       ...   \n",
       "548201            Central AC               Yes                      None   \n",
       "548503            Central AC               Yes                      None   \n",
       "548661            Central AC               Yes                      None   \n",
       "548710            Central AC               Yes                      None   \n",
       "549207            Central AC               Yes                      None   \n",
       "\n",
       "        in.hvac_has_zonal_electric_heating   in.hvac_heating_efficiency  \\\n",
       "bldg_id                                                                   \n",
       "35                                      No  Electric Furnace, 100% AFUE   \n",
       "40                                      No  Electric Furnace, 100% AFUE   \n",
       "209                                     No       Fuel Furnace, 80% AFUE   \n",
       "384                                     No  Electric Furnace, 100% AFUE   \n",
       "478                                     No  Electric Furnace, 100% AFUE   \n",
       "...                                    ...                          ...   \n",
       "548201                                  No       Fuel Furnace, 80% AFUE   \n",
       "548503                                  No     Fuel Furnace, 92.5% AFUE   \n",
       "548661                                  No       Fuel Furnace, 80% AFUE   \n",
       "548710                                  No       Fuel Furnace, 80% AFUE   \n",
       "549207                                  No       Fuel Furnace, 80% AFUE   \n",
       "\n",
       "        in.hvac_heating_type in.hvac_heating_type_and_fuel  \\\n",
       "bldg_id                                                      \n",
       "35            Ducted Heating  Electricity Electric Furnace   \n",
       "40            Ducted Heating  Electricity Electric Furnace   \n",
       "209           Ducted Heating      Natural Gas Fuel Furnace   \n",
       "384           Ducted Heating  Electricity Electric Furnace   \n",
       "478           Ducted Heating  Electricity Electric Furnace   \n",
       "...                      ...                           ...   \n",
       "548201        Ducted Heating      Natural Gas Fuel Furnace   \n",
       "548503        Ducted Heating      Natural Gas Fuel Furnace   \n",
       "548661        Ducted Heating      Natural Gas Fuel Furnace   \n",
       "548710        Ducted Heating      Natural Gas Fuel Furnace   \n",
       "549207        Ducted Heating      Natural Gas Fuel Furnace   \n",
       "\n",
       "        in.hvac_secondary_heating_efficiency  \\\n",
       "bldg_id                                        \n",
       "35                                      None   \n",
       "40                                      None   \n",
       "209                                     None   \n",
       "384                                     None   \n",
       "478                                     None   \n",
       "...                                      ...   \n",
       "548201                                  None   \n",
       "548503                                  None   \n",
       "548661                                  None   \n",
       "548710                                  None   \n",
       "549207                                  None   \n",
       "\n",
       "        in.hvac_secondary_heating_type_and_fuel in.hvac_shared_efficiencies  \\\n",
       "bldg_id                                                                       \n",
       "35                                         None                        None   \n",
       "40                                         None                        None   \n",
       "209                                        None                        None   \n",
       "384                                        None                        None   \n",
       "478                                        None                        None   \n",
       "...                                         ...                         ...   \n",
       "548201                                     None                        None   \n",
       "548503                                     None                        None   \n",
       "548661                                     None                        None   \n",
       "548710                                     None                        None   \n",
       "549207                                     None                        None   \n",
       "\n",
       "        in.hvac_system_is_faulted in.hvac_system_single_speed_ac_airflow  \\\n",
       "bldg_id                                                                    \n",
       "35                             No                                   None   \n",
       "40                             No                                   None   \n",
       "209                            No                                   None   \n",
       "384                            No                                   None   \n",
       "478                            No                                   None   \n",
       "...                           ...                                    ...   \n",
       "548201                         No                                   None   \n",
       "548503                         No                                   None   \n",
       "548661                         No                                   None   \n",
       "548710                         No                                   None   \n",
       "549207                         No                                   None   \n",
       "\n",
       "        in.hvac_system_single_speed_ac_charge  \\\n",
       "bldg_id                                         \n",
       "35                                       None   \n",
       "40                                       None   \n",
       "209                                      None   \n",
       "384                                      None   \n",
       "478                                      None   \n",
       "...                                       ...   \n",
       "548201                                   None   \n",
       "548503                                   None   \n",
       "548661                                   None   \n",
       "548710                                   None   \n",
       "549207                                   None   \n",
       "\n",
       "        in.hvac_system_single_speed_ashp_airflow  \\\n",
       "bldg_id                                            \n",
       "35                                          None   \n",
       "40                                          None   \n",
       "209                                         None   \n",
       "384                                         None   \n",
       "478                                         None   \n",
       "...                                          ...   \n",
       "548201                                      None   \n",
       "548503                                      None   \n",
       "548661                                      None   \n",
       "548710                                      None   \n",
       "549207                                      None   \n",
       "\n",
       "        in.hvac_system_single_speed_ashp_charge      in.income  \\\n",
       "bldg_id                                                          \n",
       "35                                         None    50000-59999   \n",
       "40                                         None    20000-24999   \n",
       "209                                        None  180000-199999   \n",
       "384                                        None    25000-29999   \n",
       "478                                        None    70000-79999   \n",
       "...                                         ...            ...   \n",
       "548201                                     None    60000-69999   \n",
       "548503                                     None    80000-99999   \n",
       "548661                                     None  100000-119999   \n",
       "548710                                     None  140000-159999   \n",
       "549207                                     None  100000-119999   \n",
       "\n",
       "        in.income_recs_2015 in.income_recs_2020 in.infiltration  \\\n",
       "bldg_id                                                           \n",
       "35              40000-59999         40000-59999        15 ACH50   \n",
       "40              20000-39999         20000-39999        20 ACH50   \n",
       "209                 140000+             150000+        10 ACH50   \n",
       "384             20000-39999         20000-39999        20 ACH50   \n",
       "478             60000-79999         60000-99999        15 ACH50   \n",
       "...                     ...                 ...             ...   \n",
       "548201          60000-79999         60000-99999         8 ACH50   \n",
       "548503          80000-99999         60000-99999        15 ACH50   \n",
       "548661        100000-119999       100000-149999        30 ACH50   \n",
       "548710              140000+             150000+        15 ACH50   \n",
       "549207        100000-119999       100000-149999        15 ACH50   \n",
       "\n",
       "        in.insulation_ceiling in.insulation_floor  \\\n",
       "bldg_id                                             \n",
       "35                       None                None   \n",
       "40                       None                None   \n",
       "209                      R-30                None   \n",
       "384                      R-19                None   \n",
       "478                      None                None   \n",
       "...                       ...                 ...   \n",
       "548201                   R-30                None   \n",
       "548503                   R-30                None   \n",
       "548661                   R-19                None   \n",
       "548710                   R-38                None   \n",
       "549207                   None                None   \n",
       "\n",
       "        in.insulation_foundation_wall in.insulation_rim_joist  \\\n",
       "bldg_id                                                         \n",
       "35                               None                    None   \n",
       "40                               None                    None   \n",
       "209                              None                    None   \n",
       "384                              None                    None   \n",
       "478                              None                    None   \n",
       "...                               ...                     ...   \n",
       "548201                           None                    None   \n",
       "548503                           None                    None   \n",
       "548661                           None                    None   \n",
       "548710                           None                    None   \n",
       "549207                           None                    None   \n",
       "\n",
       "              in.insulation_roof         in.insulation_slab  \\\n",
       "bldg_id                                                       \n",
       "35                Finished, R-30                Uninsulated   \n",
       "40                Finished, R-30                Uninsulated   \n",
       "209      Unfinished, Uninsulated  2ft R10 Under, Horizontal   \n",
       "384      Unfinished, Uninsulated   2ft R5 Under, Horizontal   \n",
       "478               Finished, R-30                Uninsulated   \n",
       "...                          ...                        ...   \n",
       "548201   Unfinished, Uninsulated                Uninsulated   \n",
       "548503   Unfinished, Uninsulated  2ft R10 Under, Horizontal   \n",
       "548661   Unfinished, Uninsulated  2ft R10 Under, Horizontal   \n",
       "548710   Unfinished, Uninsulated                Uninsulated   \n",
       "549207            Finished, R-49                Uninsulated   \n",
       "\n",
       "                  in.insulation_wall          in.interior_shading  \\\n",
       "bldg_id                                                             \n",
       "35       Brick, 12-in, 3-wythe, R-19  Summer = 0.7, Winter = 0.85   \n",
       "40                    Wood Stud, R-7  Summer = 0.7, Winter = 0.85   \n",
       "209      Brick, 12-in, 3-wythe, R-11  Summer = 0.7, Winter = 0.85   \n",
       "384      Brick, 12-in, 3-wythe, R-11  Summer = 0.7, Winter = 0.85   \n",
       "478                  Wood Stud, R-11  Summer = 0.7, Winter = 0.85   \n",
       "...                              ...                          ...   \n",
       "548201   Brick, 12-in, 3-wythe, R-11  Summer = 0.7, Winter = 0.85   \n",
       "548503               Wood Stud, R-11  Summer = 0.7, Winter = 0.85   \n",
       "548661               Wood Stud, R-19  Summer = 0.7, Winter = 0.85   \n",
       "548710   Brick, 12-in, 3-wythe, R-11  Summer = 0.7, Winter = 0.85   \n",
       "549207   Brick, 12-in, 3-wythe, R-19  Summer = 0.7, Winter = 0.85   \n",
       "\n",
       "        in.iso_rto_region        in.lighting in.lighting_interior_use  \\\n",
       "bldg_id                                                                 \n",
       "35                  ERCOT           100% CFL               100% Usage   \n",
       "40                  ERCOT  100% Incandescent               100% Usage   \n",
       "209                 ERCOT           100% LED               100% Usage   \n",
       "384                 ERCOT  100% Incandescent               100% Usage   \n",
       "478                 ERCOT  100% Incandescent               100% Usage   \n",
       "...                   ...                ...                      ...   \n",
       "548201              ERCOT           100% LED               100% Usage   \n",
       "548503              ERCOT           100% CFL               100% Usage   \n",
       "548661              ERCOT           100% LED               100% Usage   \n",
       "548710              ERCOT           100% CFL               100% Usage   \n",
       "549207              ERCOT  100% Incandescent               100% Usage   \n",
       "\n",
       "        in.lighting_other_use in.location_region in.mechanical_ventilation  \\\n",
       "bldg_id                                                                      \n",
       "35                 100% Usage               CR09                      None   \n",
       "40                 100% Usage               CR09                      None   \n",
       "209                100% Usage               CR09                      None   \n",
       "384                100% Usage               CR09                      None   \n",
       "478                100% Usage               CR09                      None   \n",
       "...                       ...                ...                       ...   \n",
       "548201             100% Usage               CR09                      None   \n",
       "548503             100% Usage               CR09                      None   \n",
       "548661             100% Usage               CR09                      None   \n",
       "548710             100% Usage               CR09                      None   \n",
       "549207             100% Usage               CR09                      None   \n",
       "\n",
       "        in.misc_extra_refrigerator          in.misc_freezer  \\\n",
       "bldg_id                                                       \n",
       "35                            None                     None   \n",
       "40                            None                     None   \n",
       "209                           None                     None   \n",
       "384                           None  EF 12, National Average   \n",
       "478                           None                     None   \n",
       "...                            ...                      ...   \n",
       "548201                     EF 17.6  EF 12, National Average   \n",
       "548503                        None                     None   \n",
       "548661                     EF 17.6  EF 12, National Average   \n",
       "548710                        None                     None   \n",
       "549207                        None                     None   \n",
       "\n",
       "        in.misc_gas_fireplace in.misc_gas_grill in.misc_gas_lighting  \\\n",
       "bldg_id                                                                \n",
       "35                       None              None                 None   \n",
       "40                       None              None                 None   \n",
       "209                      None              None                 None   \n",
       "384                      None              None                 None   \n",
       "478                      None         Gas Grill                 None   \n",
       "...                       ...               ...                  ...   \n",
       "548201                   None              None                 None   \n",
       "548503                   None              None                 None   \n",
       "548661                   None              None                 None   \n",
       "548710                   None              None                 None   \n",
       "549207                   None              None                 None   \n",
       "\n",
       "        in.misc_hot_tub_spa in.misc_pool in.misc_pool_heater  \\\n",
       "bldg_id                                                        \n",
       "35                     None         None                None   \n",
       "40                     None         None                None   \n",
       "209                    None         None                None   \n",
       "384                    None         None                None   \n",
       "478                    None         None                None   \n",
       "...                     ...          ...                 ...   \n",
       "548201             Electric         None                None   \n",
       "548503                 None         None                None   \n",
       "548661                 None     Has Pool                None   \n",
       "548710                 None         None                None   \n",
       "549207                 None         None                None   \n",
       "\n",
       "        in.misc_pool_pump   in.misc_well_pump     in.natural_ventilation  \\\n",
       "bldg_id                                                                    \n",
       "35                   None                None  Cooling Season, 7 days/wk   \n",
       "40                   None                None  Cooling Season, 7 days/wk   \n",
       "209                  None                None  Cooling Season, 7 days/wk   \n",
       "384                  None                None  Cooling Season, 7 days/wk   \n",
       "478                  None  Typical Efficiency  Cooling Season, 7 days/wk   \n",
       "...                   ...                 ...                        ...   \n",
       "548201               None                None  Cooling Season, 7 days/wk   \n",
       "548503               None                None  Cooling Season, 7 days/wk   \n",
       "548661        1.0 HP Pump                None  Cooling Season, 7 days/wk   \n",
       "548710               None                None  Cooling Season, 7 days/wk   \n",
       "549207               None  Typical Efficiency  Cooling Season, 7 days/wk   \n",
       "\n",
       "               in.neighbors in.occupants in.orientation in.overhangs  \\\n",
       "bldg_id                                                                \n",
       "35                        4            1           West         None   \n",
       "40                        7            4      Northeast         None   \n",
       "209      Left/Right at 15ft            2           West         None   \n",
       "384      Left/Right at 15ft            1      Northwest         None   \n",
       "478                       7            2          North         None   \n",
       "...                     ...          ...            ...          ...   \n",
       "548201   Left/Right at 15ft            4           West         None   \n",
       "548503   Left/Right at 15ft            2      Southwest         None   \n",
       "548661   Left/Right at 15ft            4           East         None   \n",
       "548710   Left/Right at 15ft            4           West         None   \n",
       "549207                   12            2           East         None   \n",
       "\n",
       "        in.plug_load_diversity in.plug_loads    in.puma  \\\n",
       "bldg_id                                                   \n",
       "35                        100%          104%  G48005307   \n",
       "40                         50%          123%  G48005303   \n",
       "209                       200%          113%  G48005303   \n",
       "384                       200%          113%  G48005304   \n",
       "478                       200%          123%  G48005302   \n",
       "...                        ...           ...        ...   \n",
       "548201                    100%          113%  G48005302   \n",
       "548503                    100%          113%  G48005301   \n",
       "548661                    100%          113%  G48005308   \n",
       "548710                    100%          113%  G48005308   \n",
       "549207                    200%          123%  G48005302   \n",
       "\n",
       "                                   in.puma_metro_status in.pv_orientation  \\\n",
       "bldg_id                                                                     \n",
       "35                        In metro area, principal city              None   \n",
       "40       In metro area, not/partially in principal city              None   \n",
       "209      In metro area, not/partially in principal city              None   \n",
       "384      In metro area, not/partially in principal city              None   \n",
       "478      In metro area, not/partially in principal city              None   \n",
       "...                                                 ...               ...   \n",
       "548201   In metro area, not/partially in principal city              None   \n",
       "548503   In metro area, not/partially in principal city         Southeast   \n",
       "548661   In metro area, not/partially in principal city              None   \n",
       "548710   In metro area, not/partially in principal city              None   \n",
       "549207   In metro area, not/partially in principal city              None   \n",
       "\n",
       "        in.pv_system_size in.radiant_barrier in.range_spot_vent_hour  \\\n",
       "bldg_id                                                                \n",
       "35                   None               None                   Hour9   \n",
       "40                   None               None                  Hour17   \n",
       "209                  None                 No                  Hour17   \n",
       "384                  None                 No                  Hour13   \n",
       "478                  None               None                  Hour10   \n",
       "...                   ...                ...                     ...   \n",
       "548201               None                 No                  Hour12   \n",
       "548503           1.0 kWDC                 No                   Hour7   \n",
       "548661               None                 No                  Hour13   \n",
       "548710               None                 No                  Hour20   \n",
       "549207               None               None                  Hour16   \n",
       "\n",
       "        in.reeds_balancing_area      in.refrigerator  \\\n",
       "bldg_id                                                \n",
       "35                           64  EF 17.6, 100% Usage   \n",
       "40                           64  EF 17.6, 100% Usage   \n",
       "209                          64  EF 17.6, 100% Usage   \n",
       "384                          64  EF 10.5, 100% Usage   \n",
       "478                          64  EF 15.9, 100% Usage   \n",
       "...                         ...                  ...   \n",
       "548201                       64  EF 19.9, 100% Usage   \n",
       "548503                       64  EF 17.6, 100% Usage   \n",
       "548661                       64  EF 19.9, 100% Usage   \n",
       "548710                       64  EF 17.6, 100% Usage   \n",
       "549207                       64  EF 10.5, 100% Usage   \n",
       "\n",
       "                 in.roof_material in.schedules  \\\n",
       "bldg_id                                          \n",
       "35       Asphalt Shingles, Medium   Stochastic   \n",
       "40           Composition Shingles   Stochastic   \n",
       "209      Asphalt Shingles, Medium   Stochastic   \n",
       "384          Composition Shingles   Stochastic   \n",
       "478          Composition Shingles   Stochastic   \n",
       "...                           ...          ...   \n",
       "548201       Composition Shingles   Stochastic   \n",
       "548503   Asphalt Shingles, Medium   Stochastic   \n",
       "548661       Composition Shingles   Stochastic   \n",
       "548710   Asphalt Shingles, Medium   Stochastic   \n",
       "549207       Composition Shingles   Stochastic   \n",
       "\n",
       "         in.simulation_control_run_period_begin_day_of_month  \\\n",
       "bldg_id                                                        \n",
       "35                                                     1.0     \n",
       "40                                                     1.0     \n",
       "209                                                    1.0     \n",
       "384                                                    1.0     \n",
       "478                                                    1.0     \n",
       "...                                                    ...     \n",
       "548201                                                 1.0     \n",
       "548503                                                 1.0     \n",
       "548661                                                 1.0     \n",
       "548710                                                 1.0     \n",
       "549207                                                 1.0     \n",
       "\n",
       "         in.simulation_control_run_period_begin_month  \\\n",
       "bldg_id                                                 \n",
       "35                                                1.0   \n",
       "40                                                1.0   \n",
       "209                                               1.0   \n",
       "384                                               1.0   \n",
       "478                                               1.0   \n",
       "...                                               ...   \n",
       "548201                                            1.0   \n",
       "548503                                            1.0   \n",
       "548661                                            1.0   \n",
       "548710                                            1.0   \n",
       "549207                                            1.0   \n",
       "\n",
       "         in.simulation_control_run_period_calendar_year  \\\n",
       "bldg_id                                                   \n",
       "35                                               2007.0   \n",
       "40                                               2007.0   \n",
       "209                                              2007.0   \n",
       "384                                              2007.0   \n",
       "478                                              2007.0   \n",
       "...                                                 ...   \n",
       "548201                                           2007.0   \n",
       "548503                                           2007.0   \n",
       "548661                                           2007.0   \n",
       "548710                                           2007.0   \n",
       "549207                                           2007.0   \n",
       "\n",
       "         in.simulation_control_run_period_end_day_of_month  \\\n",
       "bldg_id                                                      \n",
       "35                                                    31.0   \n",
       "40                                                    31.0   \n",
       "209                                                   31.0   \n",
       "384                                                   31.0   \n",
       "478                                                   31.0   \n",
       "...                                                    ...   \n",
       "548201                                                31.0   \n",
       "548503                                                31.0   \n",
       "548661                                                31.0   \n",
       "548710                                                31.0   \n",
       "549207                                                31.0   \n",
       "\n",
       "         in.simulation_control_run_period_end_month  \\\n",
       "bldg_id                                               \n",
       "35                                             12.0   \n",
       "40                                             12.0   \n",
       "209                                            12.0   \n",
       "384                                            12.0   \n",
       "478                                            12.0   \n",
       "...                                             ...   \n",
       "548201                                         12.0   \n",
       "548503                                         12.0   \n",
       "548661                                         12.0   \n",
       "548710                                         12.0   \n",
       "549207                                         12.0   \n",
       "\n",
       "         in.simulation_control_timestep in.solar_hot_water in.state in.tenure  \\\n",
       "bldg_id                                                                         \n",
       "35                                 15.0               None       TX    Renter   \n",
       "40                                 15.0               None       TX    Renter   \n",
       "209                                15.0               None       TX     Owner   \n",
       "384                                15.0               None       TX     Owner   \n",
       "478                                15.0               None       TX    Renter   \n",
       "...                                 ...                ...      ...       ...   \n",
       "548201                             15.0               None       TX    Renter   \n",
       "548503                             15.0               None       TX     Owner   \n",
       "548661                             15.0               None       TX     Owner   \n",
       "548710                             15.0               None       TX     Owner   \n",
       "549207                             15.0               None       TX    Renter   \n",
       "\n",
       "         in.units_represented in.usage_level in.vacancy_status in.vintage  \\\n",
       "bldg_id                                                                     \n",
       "35                        1.0         Medium          Occupied      2000s   \n",
       "40                        1.0            Low          Occupied      1970s   \n",
       "209                       1.0           High          Occupied      2000s   \n",
       "384                       1.0           High          Occupied      1980s   \n",
       "478                       1.0           High          Occupied      1980s   \n",
       "...                       ...            ...               ...        ...   \n",
       "548201                    1.0         Medium          Occupied      1990s   \n",
       "548503                    1.0         Medium          Occupied      2000s   \n",
       "548661                    1.0         Medium          Occupied      1990s   \n",
       "548710                    1.0         Medium          Occupied      2000s   \n",
       "549207                    1.0           High          Occupied      1990s   \n",
       "\n",
       "        in.vintage_acs in.water_heater_efficiency in.water_heater_fuel  \\\n",
       "bldg_id                                                                  \n",
       "35             2000-09          Electric Standard          Electricity   \n",
       "40             1960-79          Electric Standard          Electricity   \n",
       "209            2000-09       Natural Gas Standard          Natural Gas   \n",
       "384            1980-99          Electric Standard          Electricity   \n",
       "478            1980-99           Electric Premium          Electricity   \n",
       "...                ...                        ...                  ...   \n",
       "548201         1980-99       Natural Gas Standard          Natural Gas   \n",
       "548503         2000-09       Natural Gas Standard          Natural Gas   \n",
       "548661         1980-99        Natural Gas Premium          Natural Gas   \n",
       "548710         2000-09       Natural Gas Standard          Natural Gas   \n",
       "549207         1980-99       Natural Gas Standard          Natural Gas   \n",
       "\n",
       "        in.water_heater_in_unit in.weather_file_city in.weather_file_latitude  \\\n",
       "bldg_id                                                                         \n",
       "35                          Yes           Camp Mabry                    30.32   \n",
       "40                          Yes           Camp Mabry                    30.32   \n",
       "209                         Yes           Camp Mabry                    30.32   \n",
       "384                         Yes           Camp Mabry                    30.32   \n",
       "478                         Yes           Camp Mabry                    30.32   \n",
       "...                         ...                  ...                      ...   \n",
       "548201                      Yes           Camp Mabry                    30.32   \n",
       "548503                      Yes           Camp Mabry                    30.32   \n",
       "548661                      Yes           Camp Mabry                    30.32   \n",
       "548710                      Yes           Camp Mabry                    30.32   \n",
       "549207                      Yes           Camp Mabry                    30.32   \n",
       "\n",
       "        in.weather_file_longitude  in.window_areas                 in.windows  \\\n",
       "bldg_id                                                                         \n",
       "35                         -97.77  F12 B12 L12 R12       Single, Clear, Metal   \n",
       "40                         -97.77      F9 B9 L9 R9       Single, Clear, Metal   \n",
       "209                        -97.77  F15 B15 L15 R15  Double, Clear, Metal, Air   \n",
       "384                        -97.77  F15 B15 L15 R15       Single, Clear, Metal   \n",
       "478                        -97.77  F15 B15 L15 R15  Double, Clear, Metal, Air   \n",
       "...                           ...              ...                        ...   \n",
       "548201                     -97.77  F15 B15 L15 R15       Single, Clear, Metal   \n",
       "548503                     -97.77      F9 B9 L9 R9       Single, Clear, Metal   \n",
       "548661                     -97.77  F15 B15 L15 R15   Single, Clear, Non-metal   \n",
       "548710                     -97.77      F6 B6 L6 R6   Single, Clear, Non-metal   \n",
       "549207                     -97.77  F15 B15 L15 R15  Double, Clear, Metal, Air   \n",
       "\n",
       "         out.params.door_area_ft_2  \\\n",
       "bldg_id                              \n",
       "35                             0.0   \n",
       "40                            20.0   \n",
       "209                           20.0   \n",
       "384                           20.0   \n",
       "478                           20.0   \n",
       "...                            ...   \n",
       "548201                        20.0   \n",
       "548503                        20.0   \n",
       "548661                        20.0   \n",
       "548710                        20.0   \n",
       "549207                        20.0   \n",
       "\n",
       "         out.params.duct_unconditioned_surface_area_ft_2  \\\n",
       "bldg_id                                                    \n",
       "35                                                  0.00   \n",
       "40                                                  0.00   \n",
       "209                                               738.98   \n",
       "384                                               468.98   \n",
       "478                                                 0.00   \n",
       "...                                                  ...   \n",
       "548201                                            738.98   \n",
       "548503                                            540.80   \n",
       "548661                                            390.40   \n",
       "548710                                            916.03   \n",
       "549207                                              0.00   \n",
       "\n",
       "         out.params.floor_area_attic_ft_2  \\\n",
       "bldg_id                                     \n",
       "35                                    0.0   \n",
       "40                                    0.0   \n",
       "209                                1619.5   \n",
       "384                                1133.0   \n",
       "478                                   0.0   \n",
       "...                                   ...   \n",
       "548201                             1619.5   \n",
       "548503                             1690.0   \n",
       "548661                             1220.0   \n",
       "548710                             2082.5   \n",
       "549207                                0.0   \n",
       "\n",
       "         out.params.floor_area_attic_insulation_increase_ft_2_delta_r_value  \\\n",
       "bldg_id                                                                       \n",
       "35                                                     0.0                    \n",
       "40                                                     0.0                    \n",
       "209                                                    0.0                    \n",
       "384                                                    0.0                    \n",
       "478                                                    0.0                    \n",
       "...                                                    ...                    \n",
       "548201                                                 0.0                    \n",
       "548503                                                 0.0                    \n",
       "548661                                                 0.0                    \n",
       "548710                                                 0.0                    \n",
       "549207                                                 0.0                    \n",
       "\n",
       "         out.params.floor_area_conditioned_infiltration_reduction_ft_2_delta_ach_50  \\\n",
       "bldg_id                                                                               \n",
       "35                                                     0.0                            \n",
       "40                                                     0.0                            \n",
       "209                                                    0.0                            \n",
       "384                                                    0.0                            \n",
       "478                                                    0.0                            \n",
       "...                                                    ...                            \n",
       "548201                                                 0.0                            \n",
       "548503                                                 0.0                            \n",
       "548661                                                 0.0                            \n",
       "548710                                                 0.0                            \n",
       "549207                                                 0.0                            \n",
       "\n",
       "         out.params.floor_area_foundation_ft_2  \\\n",
       "bldg_id                                          \n",
       "35                                         0.0   \n",
       "40                                       617.0   \n",
       "209                                     1043.5   \n",
       "384                                      557.0   \n",
       "478                                        0.0   \n",
       "...                                        ...   \n",
       "548201                                  1043.5   \n",
       "548503                                  1690.0   \n",
       "548661                                  1220.0   \n",
       "548710                                  1218.5   \n",
       "549207                                  1138.0   \n",
       "\n",
       "         out.params.floor_area_lighting_ft_2  \\\n",
       "bldg_id                                        \n",
       "35                                     853.0   \n",
       "40                                     617.0   \n",
       "209                                   3239.0   \n",
       "384                                   2266.0   \n",
       "478                                    617.0   \n",
       "...                                      ...   \n",
       "548201                                3239.0   \n",
       "548503                                2266.0   \n",
       "548661                                1220.0   \n",
       "548710                                4165.0   \n",
       "549207                                1138.0   \n",
       "\n",
       "         out.params.flow_rate_mechanical_ventilation_cfm  \\\n",
       "bldg_id                                                    \n",
       "35                                                   0.0   \n",
       "40                                                   0.0   \n",
       "209                                                  0.0   \n",
       "384                                                  0.0   \n",
       "478                                                  0.0   \n",
       "...                                                  ...   \n",
       "548201                                               0.0   \n",
       "548503                                               0.0   \n",
       "548661                                               0.0   \n",
       "548710                                               0.0   \n",
       "549207                                               0.0   \n",
       "\n",
       "         out.params.rim_joist_area_above_grade_exterior_ft_2  \\\n",
       "bldg_id                                                        \n",
       "35                                                     0.0     \n",
       "40                                                     0.0     \n",
       "209                                                    0.0     \n",
       "384                                                    0.0     \n",
       "478                                                    0.0     \n",
       "...                                                    ...     \n",
       "548201                                                 0.0     \n",
       "548503                                                 0.0     \n",
       "548661                                                 0.0     \n",
       "548710                                                 0.0     \n",
       "549207                                                 0.0     \n",
       "\n",
       "         out.params.roof_area_ft_2  \\\n",
       "bldg_id                              \n",
       "35                           853.0   \n",
       "40                             0.0   \n",
       "209                         1810.6   \n",
       "384                         1257.5   \n",
       "478                          617.0   \n",
       "...                            ...   \n",
       "548201                      1810.6   \n",
       "548503                      2533.4   \n",
       "548661                      1364.0   \n",
       "548710                      2304.6   \n",
       "549207                      1138.0   \n",
       "\n",
       "         out.params.size_cooling_system_primary_k_btu_h  \\\n",
       "bldg_id                                                   \n",
       "35                                                 8.40   \n",
       "40                                                13.27   \n",
       "209                                               49.14   \n",
       "384                                               61.08   \n",
       "478                                               14.81   \n",
       "...                                                 ...   \n",
       "548201                                            44.76   \n",
       "548503                                            37.07   \n",
       "548661                                            41.73   \n",
       "548710                                            71.92   \n",
       "549207                                            21.21   \n",
       "\n",
       "         out.params.size_heat_pump_backup_primary_k_btu_h  \\\n",
       "bldg_id                                                     \n",
       "35                                                    0.0   \n",
       "40                                                    0.0   \n",
       "209                                                   0.0   \n",
       "384                                                   0.0   \n",
       "478                                                   0.0   \n",
       "...                                                   ...   \n",
       "548201                                                0.0   \n",
       "548503                                                0.0   \n",
       "548661                                                0.0   \n",
       "548710                                                0.0   \n",
       "549207                                                0.0   \n",
       "\n",
       "         out.params.size_heating_system_primary_k_btu_h  \\\n",
       "bldg_id                                                   \n",
       "35                                                 4.98   \n",
       "40                                                14.17   \n",
       "209                                               50.64   \n",
       "384                                               58.05   \n",
       "478                                               10.30   \n",
       "...                                                 ...   \n",
       "548201                                            62.40   \n",
       "548503                                            39.78   \n",
       "548661                                            43.78   \n",
       "548710                                            73.01   \n",
       "549207                                            23.47   \n",
       "\n",
       "         out.params.size_heating_system_secondary_k_btu_h  \\\n",
       "bldg_id                                                     \n",
       "35                                                    0.0   \n",
       "40                                                    0.0   \n",
       "209                                                   0.0   \n",
       "384                                                   0.0   \n",
       "478                                                   0.0   \n",
       "...                                                   ...   \n",
       "548201                                                0.0   \n",
       "548503                                                0.0   \n",
       "548661                                                0.0   \n",
       "548710                                                0.0   \n",
       "549207                                                0.0   \n",
       "\n",
       "         out.params.size_water_heater_gal  \\\n",
       "bldg_id                                     \n",
       "35                                   30.0   \n",
       "40                                   30.0   \n",
       "209                                  40.0   \n",
       "384                                  50.0   \n",
       "478                                  30.0   \n",
       "...                                   ...   \n",
       "548201                               40.0   \n",
       "548503                               40.0   \n",
       "548661                               40.0   \n",
       "548710                               40.0   \n",
       "549207                               30.0   \n",
       "\n",
       "         out.params.slab_perimeter_exposed_conditioned_ft  \\\n",
       "bldg_id                                                     \n",
       "35                                                    0.0   \n",
       "40                                                   70.4   \n",
       "209                                                 116.3   \n",
       "384                                                  85.3   \n",
       "478                                                   0.0   \n",
       "...                                                   ...   \n",
       "548201                                              116.3   \n",
       "548503                                              149.6   \n",
       "548661                                              145.8   \n",
       "548710                                              121.6   \n",
       "549207                                               95.5   \n",
       "\n",
       "         out.params.wall_area_above_grade_conditioned_ft_2  \\\n",
       "bldg_id                                                      \n",
       "35                                                   174.2   \n",
       "40                                                   562.8   \n",
       "209                                                 2629.0   \n",
       "384                                                 2133.4   \n",
       "478                                                  562.8   \n",
       "...                                                    ...   \n",
       "548201                                              2629.0   \n",
       "548503                                              1485.2   \n",
       "548661                                              1166.4   \n",
       "548710                                              2905.2   \n",
       "549207                                               764.5   \n",
       "\n",
       "         out.params.wall_area_above_grade_exterior_ft_2  \\\n",
       "bldg_id                                                   \n",
       "35                                                174.2   \n",
       "40                                                562.8   \n",
       "209                                              3078.0   \n",
       "384                                              2507.4   \n",
       "478                                               562.8   \n",
       "...                                                 ...   \n",
       "548201                                           3078.0   \n",
       "548503                                           2024.0   \n",
       "548661                                           1335.8   \n",
       "548710                                           3462.1   \n",
       "549207                                            764.5   \n",
       "\n",
       "         out.params.wall_area_below_grade_ft_2  out.params.window_area_ft_2  \\\n",
       "bldg_id                                                                       \n",
       "35                                         0.0                         20.9   \n",
       "40                                         0.0                         50.6   \n",
       "209                                        0.0                        350.9   \n",
       "384                                        0.0                        276.8   \n",
       "478                                        0.0                         84.4   \n",
       "...                                        ...                          ...   \n",
       "548201                                     0.0                        350.9   \n",
       "548503                                     0.0                        107.8   \n",
       "548661                                     0.0                        174.8   \n",
       "548710                                     0.0                        151.4   \n",
       "549207                                     0.0                        114.7   \n",
       "\n",
       "         out.electricity.ceiling_fan.energy_consumption.kwh  \\\n",
       "bldg_id                                                       \n",
       "35                                               95.248098    \n",
       "40                                                0.000000    \n",
       "209                                              95.248098    \n",
       "384                                              95.248098    \n",
       "478                                               0.000000    \n",
       "...                                                    ...    \n",
       "548201                                           95.248098    \n",
       "548503                                           95.248098    \n",
       "548661                                           95.248098    \n",
       "548710                                           95.248098    \n",
       "549207                                           95.248098    \n",
       "\n",
       "         out.electricity.clothes_dryer.energy_consumption.kwh  \\\n",
       "bldg_id                                                         \n",
       "35                                              286.916578      \n",
       "40                                              424.366909      \n",
       "209                                             480.050413      \n",
       "384                                             330.877238      \n",
       "478                                               0.000000      \n",
       "...                                                    ...      \n",
       "548201                                         1237.052986      \n",
       "548503                                          762.863995      \n",
       "548661                                          648.859349      \n",
       "548710                                          651.496989      \n",
       "549207                                            0.000000      \n",
       "\n",
       "         out.electricity.clothes_washer.energy_consumption.kwh  \\\n",
       "bldg_id                                                          \n",
       "35                                               16.998122       \n",
       "40                                               24.911041       \n",
       "209                                              28.134823       \n",
       "384                                              19.342691       \n",
       "478                                               0.000000       \n",
       "...                                                    ...       \n",
       "548201                                           46.305229       \n",
       "548503                                           28.427894       \n",
       "548661                                           37.806168       \n",
       "548710                                           38.099239       \n",
       "549207                                            0.000000       \n",
       "\n",
       "         out.electricity.cooling_fans_pumps.energy_consumption.kwh  \\\n",
       "bldg_id                                                              \n",
       "35                                              273.142237           \n",
       "40                                              559.472673           \n",
       "209                                            1347.833851           \n",
       "384                                            1193.971539           \n",
       "478                                             609.294755           \n",
       "...                                                    ...           \n",
       "548201                                          684.027877           \n",
       "548503                                          844.337753           \n",
       "548661                                         1194.850752           \n",
       "548710                                         2317.899093           \n",
       "549207                                         1238.811413           \n",
       "\n",
       "         out.electricity.cooling.energy_consumption.kwh  \\\n",
       "bldg_id                                                   \n",
       "35                                          1260.498672   \n",
       "40                                          2488.173384   \n",
       "209                                         4705.256029   \n",
       "384                                         5535.233299   \n",
       "478                                         3528.868754   \n",
       "...                                                 ...   \n",
       "548201                                      2418.715541   \n",
       "548503                                      3911.326500   \n",
       "548661                                      4157.506199   \n",
       "548710                                      8523.385929   \n",
       "549207                                      4090.979066   \n",
       "\n",
       "         out.electricity.dishwasher.energy_consumption.kwh  \\\n",
       "bldg_id                                                      \n",
       "35                                               64.768706   \n",
       "40                                              109.315509   \n",
       "209                                               0.000000   \n",
       "384                                              67.699417   \n",
       "478                                               0.000000   \n",
       "...                                                    ...   \n",
       "548201                                          160.602946   \n",
       "548503                                            0.000000   \n",
       "548661                                            0.000000   \n",
       "548710                                            0.000000   \n",
       "549207                                           99.351093   \n",
       "\n",
       "         out.electricity.freezer.energy_consumption.kwh  \\\n",
       "bldg_id                                                   \n",
       "35                                             0.000000   \n",
       "40                                             0.000000   \n",
       "209                                            0.000000   \n",
       "384                                          319.740537   \n",
       "478                                            0.000000   \n",
       "...                                                 ...   \n",
       "548201                                       319.740537   \n",
       "548503                                         0.000000   \n",
       "548661                                       319.740537   \n",
       "548710                                         0.000000   \n",
       "549207                                         0.000000   \n",
       "\n",
       "         out.electricity.heating_fans_pumps.energy_consumption.kwh  \\\n",
       "bldg_id                                                              \n",
       "35                                                1.172284           \n",
       "40                                                3.516853           \n",
       "209                                              63.596422           \n",
       "384                                              22.859543           \n",
       "478                                               1.172284           \n",
       "...                                                    ...           \n",
       "548201                                           59.786498           \n",
       "548503                                           14.360482           \n",
       "548661                                           66.527133           \n",
       "548710                                          109.901651           \n",
       "549207                                           15.532767           \n",
       "\n",
       "         out.electricity.heating_hp_bkup.energy_consumption.kwh  \\\n",
       "bldg_id                                                           \n",
       "35                                                     0.0        \n",
       "40                                                     0.0        \n",
       "209                                                    0.0        \n",
       "384                                                    0.0        \n",
       "478                                                    0.0        \n",
       "...                                                    ...        \n",
       "548201                                                 0.0        \n",
       "548503                                                 0.0        \n",
       "548661                                                 0.0        \n",
       "548710                                                 0.0        \n",
       "549207                                                 0.0        \n",
       "\n",
       "         out.electricity.heating.energy_consumption.kwh  \\\n",
       "bldg_id                                                   \n",
       "35                                           654.427699   \n",
       "40                                           644.170212   \n",
       "209                                            0.000000   \n",
       "384                                         5345.323246   \n",
       "478                                          543.646835   \n",
       "...                                                 ...   \n",
       "548201                                         0.000000   \n",
       "548503                                         0.000000   \n",
       "548661                                         0.000000   \n",
       "548710                                         0.000000   \n",
       "549207                                         0.000000   \n",
       "\n",
       "         out.electricity.hot_tub_heater.energy_consumption.kwh  \\\n",
       "bldg_id                                                          \n",
       "35                                                0.000000       \n",
       "40                                                0.000000       \n",
       "209                                               0.000000       \n",
       "384                                               0.000000       \n",
       "478                                               0.000000       \n",
       "...                                                    ...       \n",
       "548201                                         1314.423749       \n",
       "548503                                            0.000000       \n",
       "548661                                            0.000000       \n",
       "548710                                            0.000000       \n",
       "549207                                            0.000000       \n",
       "\n",
       "         out.electricity.hot_tub_pump.energy_consumption.kwh  \\\n",
       "bldg_id                                                        \n",
       "35                                                0.000000     \n",
       "40                                                0.000000     \n",
       "209                                               0.000000     \n",
       "384                                               0.000000     \n",
       "478                                               0.000000     \n",
       "...                                                    ...     \n",
       "548201                                         1298.597911     \n",
       "548503                                            0.000000     \n",
       "548661                                            0.000000     \n",
       "548710                                            0.000000     \n",
       "549207                                            0.000000     \n",
       "\n",
       "         out.electricity.hot_water.energy_consumption.kwh  \\\n",
       "bldg_id                                                     \n",
       "35                                            1077.915395   \n",
       "40                                            1397.949004   \n",
       "209                                              0.000000   \n",
       "384                                           1573.205504   \n",
       "478                                           2468.830694   \n",
       "...                                                   ...   \n",
       "548201                                           0.000000   \n",
       "548503                                           0.000000   \n",
       "548661                                           0.000000   \n",
       "548710                                           0.000000   \n",
       "549207                                           0.000000   \n",
       "\n",
       "         out.electricity.lighting_exterior.energy_consumption.kwh  \\\n",
       "bldg_id                                                             \n",
       "35                                               35.754671          \n",
       "40                                              130.709697          \n",
       "209                                              38.978452          \n",
       "384                                             184.634774          \n",
       "478                                             130.709697          \n",
       "...                                                    ...          \n",
       "548201                                           38.978452          \n",
       "548503                                           46.012158          \n",
       "548661                                           26.962538          \n",
       "548710                                           66.234062          \n",
       "549207                                          156.793022          \n",
       "\n",
       "         out.electricity.lighting_garage.energy_consumption.kwh  \\\n",
       "bldg_id                                                           \n",
       "35                                                0.000000        \n",
       "40                                                0.000000        \n",
       "209                                              16.705051        \n",
       "384                                              99.937235        \n",
       "478                                               0.000000        \n",
       "...                                                    ...        \n",
       "548201                                           16.705051        \n",
       "548503                                           24.911041        \n",
       "548661                                            0.000000        \n",
       "548710                                           24.911041        \n",
       "549207                                            0.000000        \n",
       "\n",
       "         out.electricity.lighting_interior.energy_consumption.kwh  \\\n",
       "bldg_id                                                             \n",
       "35                                              390.370665          \n",
       "40                                             1017.835826          \n",
       "209                                             677.873385          \n",
       "384                                            1938.958199          \n",
       "478                                            1017.835826          \n",
       "...                                                    ...          \n",
       "548201                                          677.873385          \n",
       "548503                                          620.138384          \n",
       "548661                                          375.130970          \n",
       "548710                                         1062.675700          \n",
       "549207                                         1465.062279          \n",
       "\n",
       "         out.electricity.mech_vent.energy_consumption.kwh  \\\n",
       "bldg_id                                                     \n",
       "35                                               16.41198   \n",
       "40                                               16.41198   \n",
       "209                                              21.98033   \n",
       "384                                              21.98033   \n",
       "478                                              16.41198   \n",
       "...                                                   ...   \n",
       "548201                                           21.98033   \n",
       "548503                                           21.98033   \n",
       "548661                                           21.98033   \n",
       "548710                                           21.98033   \n",
       "549207                                           16.41198   \n",
       "\n",
       "         out.electricity.plug_loads.energy_consumption.kwh  \\\n",
       "bldg_id                                                      \n",
       "35                                             1438.685883   \n",
       "40                                             1135.357325   \n",
       "209                                            5739.796906   \n",
       "384                                            4408.961177   \n",
       "478                                            3635.546623   \n",
       "...                                                    ...   \n",
       "548201                                         3540.884668   \n",
       "548503                                         2540.046964   \n",
       "548661                                         3051.749052   \n",
       "548710                                         3757.171117   \n",
       "549207                                         4122.630742   \n",
       "\n",
       "         out.electricity.pool_heater.energy_consumption.kwh  \\\n",
       "bldg_id                                                       \n",
       "35                                                     0.0    \n",
       "40                                                     0.0    \n",
       "209                                                    0.0    \n",
       "384                                                    0.0    \n",
       "478                                                    0.0    \n",
       "...                                                    ...    \n",
       "548201                                                 0.0    \n",
       "548503                                                 0.0    \n",
       "548661                                                 0.0    \n",
       "548710                                                 0.0    \n",
       "549207                                                 0.0    \n",
       "\n",
       "         out.electricity.pool_pump.energy_consumption.kwh  \\\n",
       "bldg_id                                                     \n",
       "35                                               0.000000   \n",
       "40                                               0.000000   \n",
       "209                                              0.000000   \n",
       "384                                              0.000000   \n",
       "478                                              0.000000   \n",
       "...                                                   ...   \n",
       "548201                                           0.000000   \n",
       "548503                                           0.000000   \n",
       "548661                                        2491.690237   \n",
       "548710                                           0.000000   \n",
       "549207                                           0.000000   \n",
       "\n",
       "         out.electricity.pv.energy_consumption.kwh  \\\n",
       "bldg_id                                              \n",
       "35                                        0.000000   \n",
       "40                                        0.000000   \n",
       "209                                       0.000000   \n",
       "384                                       0.000000   \n",
       "478                                       0.000000   \n",
       "...                                            ...   \n",
       "548201                                    0.000000   \n",
       "548503                                -1400.879715   \n",
       "548661                                    0.000000   \n",
       "548710                                    0.000000   \n",
       "549207                                    0.000000   \n",
       "\n",
       "         out.electricity.range_oven.energy_consumption.kwh  \\\n",
       "bldg_id                                                      \n",
       "35                                              346.996147   \n",
       "40                                              379.527036   \n",
       "209                                              33.410102   \n",
       "384                                             407.368787   \n",
       "478                                             467.448357   \n",
       "...                                                    ...   \n",
       "548201                                           36.926955   \n",
       "548503                                           27.841752   \n",
       "548661                                           36.926955   \n",
       "548710                                          537.199271   \n",
       "549207                                           31.944747   \n",
       "\n",
       "         out.electricity.refrigerator.energy_consumption.kwh  \\\n",
       "bldg_id                                                        \n",
       "35                                              434.038255     \n",
       "40                                              434.038255     \n",
       "209                                             434.038255     \n",
       "384                                             727.109325     \n",
       "478                                             480.050413     \n",
       "...                                                    ...     \n",
       "548201                                          834.080265     \n",
       "548503                                          434.038255     \n",
       "548661                                          834.080265     \n",
       "548710                                          434.038255     \n",
       "549207                                          727.109325     \n",
       "\n",
       "         out.electricity.well_pump.energy_consumption.kwh  \\\n",
       "bldg_id                                                     \n",
       "35                                               0.000000   \n",
       "40                                               0.000000   \n",
       "209                                              0.000000   \n",
       "384                                              0.000000   \n",
       "478                                            282.227440   \n",
       "...                                                   ...   \n",
       "548201                                           0.000000   \n",
       "548503                                           0.000000   \n",
       "548661                                           0.000000   \n",
       "548710                                           0.000000   \n",
       "549207                                         309.189979   \n",
       "\n",
       "         out.fuel_oil.heating_hp_bkup.energy_consumption.kwh  \\\n",
       "bldg_id                                                        \n",
       "35                                                     0.0     \n",
       "40                                                     0.0     \n",
       "209                                                    0.0     \n",
       "384                                                    0.0     \n",
       "478                                                    0.0     \n",
       "...                                                    ...     \n",
       "548201                                                 0.0     \n",
       "548503                                                 0.0     \n",
       "548661                                                 0.0     \n",
       "548710                                                 0.0     \n",
       "549207                                                 0.0     \n",
       "\n",
       "         out.fuel_oil.heating.energy_consumption.kwh  \\\n",
       "bldg_id                                                \n",
       "35                                               0.0   \n",
       "40                                               0.0   \n",
       "209                                              0.0   \n",
       "384                                              0.0   \n",
       "478                                              0.0   \n",
       "...                                              ...   \n",
       "548201                                           0.0   \n",
       "548503                                           0.0   \n",
       "548661                                           0.0   \n",
       "548710                                           0.0   \n",
       "549207                                           0.0   \n",
       "\n",
       "         out.fuel_oil.hot_water.energy_consumption.kwh  \\\n",
       "bldg_id                                                  \n",
       "35                                                 0.0   \n",
       "40                                                 0.0   \n",
       "209                                                0.0   \n",
       "384                                                0.0   \n",
       "478                                                0.0   \n",
       "...                                                ...   \n",
       "548201                                             0.0   \n",
       "548503                                             0.0   \n",
       "548661                                             0.0   \n",
       "548710                                             0.0   \n",
       "549207                                             0.0   \n",
       "\n",
       "         out.natural_gas.clothes_dryer.energy_consumption.kwh  \\\n",
       "bldg_id                                                         \n",
       "35                                                     0.0      \n",
       "40                                                     0.0      \n",
       "209                                                    0.0      \n",
       "384                                                    0.0      \n",
       "478                                                    0.0      \n",
       "...                                                    ...      \n",
       "548201                                                 0.0      \n",
       "548503                                                 0.0      \n",
       "548661                                                 0.0      \n",
       "548710                                                 0.0      \n",
       "549207                                                 0.0      \n",
       "\n",
       "         out.natural_gas.fireplace.energy_consumption.kwh  \\\n",
       "bldg_id                                                     \n",
       "35                                                    0.0   \n",
       "40                                                    0.0   \n",
       "209                                                   0.0   \n",
       "384                                                   0.0   \n",
       "478                                                   0.0   \n",
       "...                                                   ...   \n",
       "548201                                                0.0   \n",
       "548503                                                0.0   \n",
       "548661                                                0.0   \n",
       "548710                                                0.0   \n",
       "549207                                                0.0   \n",
       "\n",
       "         out.natural_gas.grill.energy_consumption.kwh  \\\n",
       "bldg_id                                                 \n",
       "35                                           0.000000   \n",
       "40                                           0.000000   \n",
       "209                                          0.000000   \n",
       "384                                          0.000000   \n",
       "478                                        620.138384   \n",
       "...                                               ...   \n",
       "548201                                       0.000000   \n",
       "548503                                       0.000000   \n",
       "548661                                       0.000000   \n",
       "548710                                       0.000000   \n",
       "549207                                       0.000000   \n",
       "\n",
       "         out.natural_gas.heating_hp_bkup.energy_consumption.kwh  \\\n",
       "bldg_id                                                           \n",
       "35                                                     0.0        \n",
       "40                                                     0.0        \n",
       "209                                                    0.0        \n",
       "384                                                    0.0        \n",
       "478                                                    0.0        \n",
       "...                                                    ...        \n",
       "548201                                                 0.0        \n",
       "548503                                                 0.0        \n",
       "548661                                                 0.0        \n",
       "548710                                                 0.0        \n",
       "549207                                                 0.0        \n",
       "\n",
       "         out.natural_gas.heating.energy_consumption.kwh  \\\n",
       "bldg_id                                                   \n",
       "35                                             0.000000   \n",
       "40                                             0.000000   \n",
       "209                                        11885.204173   \n",
       "384                                            0.000000   \n",
       "478                                            0.000000   \n",
       "...                                                 ...   \n",
       "548201                                      6100.567393   \n",
       "548503                                      2852.460724   \n",
       "548661                                     12013.276230   \n",
       "548710                                     18426.550455   \n",
       "549207                                      2534.771684   \n",
       "\n",
       "         out.natural_gas.hot_tub_heater.energy_consumption.kwh  \\\n",
       "bldg_id                                                          \n",
       "35                                                     0.0       \n",
       "40                                                     0.0       \n",
       "209                                                    0.0       \n",
       "384                                                    0.0       \n",
       "478                                                    0.0       \n",
       "...                                                    ...       \n",
       "548201                                                 0.0       \n",
       "548503                                                 0.0       \n",
       "548661                                                 0.0       \n",
       "548710                                                 0.0       \n",
       "549207                                                 0.0       \n",
       "\n",
       "         out.natural_gas.hot_water.energy_consumption.kwh  \\\n",
       "bldg_id                                                     \n",
       "35                                               0.000000   \n",
       "40                                               0.000000   \n",
       "209                                           4618.800063   \n",
       "384                                              0.000000   \n",
       "478                                              0.000000   \n",
       "...                                                   ...   \n",
       "548201                                        4886.960092   \n",
       "548503                                        3169.856693   \n",
       "548661                                        3852.712286   \n",
       "548710                                        4486.038868   \n",
       "549207                                        4400.169045   \n",
       "\n",
       "         out.natural_gas.lighting.energy_consumption.kwh  \\\n",
       "bldg_id                                                    \n",
       "35                                                   0.0   \n",
       "40                                                   0.0   \n",
       "209                                                  0.0   \n",
       "384                                                  0.0   \n",
       "478                                                  0.0   \n",
       "...                                                  ...   \n",
       "548201                                               0.0   \n",
       "548503                                               0.0   \n",
       "548661                                               0.0   \n",
       "548710                                               0.0   \n",
       "549207                                               0.0   \n",
       "\n",
       "         out.natural_gas.pool_heater.energy_consumption.kwh  \\\n",
       "bldg_id                                                       \n",
       "35                                                     0.0    \n",
       "40                                                     0.0    \n",
       "209                                                    0.0    \n",
       "384                                                    0.0    \n",
       "478                                                    0.0    \n",
       "...                                                    ...    \n",
       "548201                                                 0.0    \n",
       "548503                                                 0.0    \n",
       "548661                                                 0.0    \n",
       "548710                                                 0.0    \n",
       "549207                                                 0.0    \n",
       "\n",
       "         out.natural_gas.range_oven.energy_consumption.kwh  \\\n",
       "bldg_id                                                      \n",
       "35                                                0.000000   \n",
       "40                                                0.000000   \n",
       "209                                             976.219734   \n",
       "384                                               0.000000   \n",
       "478                                               0.000000   \n",
       "...                                                    ...   \n",
       "548201                                         1080.846106   \n",
       "548503                                          813.565290   \n",
       "548661                                         1080.846106   \n",
       "548710                                            0.000000   \n",
       "549207                                          937.241282   \n",
       "\n",
       "         out.propane.clothes_dryer.energy_consumption.kwh  \\\n",
       "bldg_id                                                     \n",
       "35                                                    0.0   \n",
       "40                                                    0.0   \n",
       "209                                                   0.0   \n",
       "384                                                   0.0   \n",
       "478                                                   0.0   \n",
       "...                                                   ...   \n",
       "548201                                                0.0   \n",
       "548503                                                0.0   \n",
       "548661                                                0.0   \n",
       "548710                                                0.0   \n",
       "549207                                                0.0   \n",
       "\n",
       "         out.propane.heating_hp_bkup.energy_consumption.kwh  \\\n",
       "bldg_id                                                       \n",
       "35                                                     0.0    \n",
       "40                                                     0.0    \n",
       "209                                                    0.0    \n",
       "384                                                    0.0    \n",
       "478                                                    0.0    \n",
       "...                                                    ...    \n",
       "548201                                                 0.0    \n",
       "548503                                                 0.0    \n",
       "548661                                                 0.0    \n",
       "548710                                                 0.0    \n",
       "549207                                                 0.0    \n",
       "\n",
       "         out.propane.heating.energy_consumption.kwh  \\\n",
       "bldg_id                                               \n",
       "35                                              0.0   \n",
       "40                                              0.0   \n",
       "209                                             0.0   \n",
       "384                                             0.0   \n",
       "478                                             0.0   \n",
       "...                                             ...   \n",
       "548201                                          0.0   \n",
       "548503                                          0.0   \n",
       "548661                                          0.0   \n",
       "548710                                          0.0   \n",
       "549207                                          0.0   \n",
       "\n",
       "         out.propane.hot_water.energy_consumption.kwh  \\\n",
       "bldg_id                                                 \n",
       "35                                                0.0   \n",
       "40                                                0.0   \n",
       "209                                               0.0   \n",
       "384                                               0.0   \n",
       "478                                               0.0   \n",
       "...                                               ...   \n",
       "548201                                            0.0   \n",
       "548503                                            0.0   \n",
       "548661                                            0.0   \n",
       "548710                                            0.0   \n",
       "549207                                            0.0   \n",
       "\n",
       "         out.propane.range_oven.energy_consumption.kwh  \\\n",
       "bldg_id                                                  \n",
       "35                                                 0.0   \n",
       "40                                                 0.0   \n",
       "209                                                0.0   \n",
       "384                                                0.0   \n",
       "478                                                0.0   \n",
       "...                                                ...   \n",
       "548201                                             0.0   \n",
       "548503                                             0.0   \n",
       "548661                                             0.0   \n",
       "548710                                             0.0   \n",
       "549207                                             0.0   \n",
       "\n",
       "         out.site_energy.net.energy_consumption.kwh  \\\n",
       "bldg_id                                               \n",
       "35                                      6393.052321   \n",
       "40                                      8765.755704   \n",
       "209                                    31162.246873   \n",
       "384                                    22292.157868   \n",
       "478                                    13802.475113   \n",
       "...                                             ...   \n",
       "548201                                 24869.424858   \n",
       "548503                                 14806.536599   \n",
       "548661                                 30305.893207   \n",
       "548710                                 40552.830098   \n",
       "549207                                 20241.246521   \n",
       "\n",
       "         out.site_energy.total.energy_consumption.kwh  \\\n",
       "bldg_id                                                 \n",
       "35                                        6393.052321   \n",
       "40                                        8765.755704   \n",
       "209                                      31162.246873   \n",
       "384                                      22292.157868   \n",
       "478                                      13802.475113   \n",
       "...                                               ...   \n",
       "548201                                   24869.424858   \n",
       "548503                                   16207.416313   \n",
       "548661                                   30305.893207   \n",
       "548710                                   40552.830098   \n",
       "549207                                   20241.246521   \n",
       "\n",
       "         out.electricity.net.energy_consumption.kwh  \\\n",
       "bldg_id                                               \n",
       "35                                      6393.052321   \n",
       "40                                      8765.755704   \n",
       "209                                    13682.315974   \n",
       "384                                    22292.157868   \n",
       "478                                    13182.336729   \n",
       "...                                             ...   \n",
       "548201                                 12801.051267   \n",
       "548503                                  7970.653891   \n",
       "548661                                 13358.765513   \n",
       "548710                                 17640.240774   \n",
       "549207                                 12369.064509   \n",
       "\n",
       "         out.electricity.total.energy_consumption.kwh  \\\n",
       "bldg_id                                                 \n",
       "35                                        6393.052321   \n",
       "40                                        8765.755704   \n",
       "209                                      13682.315974   \n",
       "384                                      22292.157868   \n",
       "478                                      13182.336729   \n",
       "...                                               ...   \n",
       "548201                                   12801.051267   \n",
       "548503                                    9371.826676   \n",
       "548661                                   13358.765513   \n",
       "548710                                   17640.240774   \n",
       "549207                                   12369.064509   \n",
       "\n",
       "         out.fuel_oil.total.energy_consumption.kwh  \\\n",
       "bldg_id                                              \n",
       "35                                             0.0   \n",
       "40                                             0.0   \n",
       "209                                            0.0   \n",
       "384                                            0.0   \n",
       "478                                            0.0   \n",
       "...                                            ...   \n",
       "548201                                         0.0   \n",
       "548503                                         0.0   \n",
       "548661                                         0.0   \n",
       "548710                                         0.0   \n",
       "549207                                         0.0   \n",
       "\n",
       "         out.natural_gas.total.energy_consumption.kwh  \\\n",
       "bldg_id                                                 \n",
       "35                                           0.000000   \n",
       "40                                           0.000000   \n",
       "209                                      17479.930899   \n",
       "384                                          0.000000   \n",
       "478                                        620.138384   \n",
       "...                                               ...   \n",
       "548201                                   12068.373592   \n",
       "548503                                    6835.882708   \n",
       "548661                                   16946.834623   \n",
       "548710                                   22912.589324   \n",
       "549207                                    7872.182011   \n",
       "\n",
       "         out.propane.total.energy_consumption.kwh  \\\n",
       "bldg_id                                             \n",
       "35                                            0.0   \n",
       "40                                            0.0   \n",
       "209                                           0.0   \n",
       "384                                           0.0   \n",
       "478                                           0.0   \n",
       "...                                           ...   \n",
       "548201                                        0.0   \n",
       "548503                                        0.0   \n",
       "548661                                        0.0   \n",
       "548710                                        0.0   \n",
       "549207                                        0.0   \n",
       "\n",
       "         out.hot_water.clothes_washer.gal  out.hot_water.dishwasher.gal  \\\n",
       "bldg_id                                                                   \n",
       "35                                221.385                       481.111   \n",
       "40                                324.215                       812.549   \n",
       "209                               366.883                         0.000   \n",
       "384                               252.841                       484.247   \n",
       "478                                 0.000                         0.000   \n",
       "...                                   ...                           ...   \n",
       "548201                           2169.975                      1146.721   \n",
       "548503                           1338.105                         0.000   \n",
       "548661                            495.803                         0.000   \n",
       "548710                            496.582                         0.000   \n",
       "549207                              0.000                       709.402   \n",
       "\n",
       "         out.hot_water.distribution_waste.gal  out.hot_water.fixtures.gal  \\\n",
       "bldg_id                                                                     \n",
       "35                                   1466.351                    4105.408   \n",
       "40                                   1880.305                    5631.847   \n",
       "209                                  5665.774                   14750.906   \n",
       "384                                  2233.923                    7343.611   \n",
       "478                                  5179.140                   13140.262   \n",
       "...                                       ...                         ...   \n",
       "548201                               4400.896                   14809.244   \n",
       "548503                               2838.752                    7390.724   \n",
       "548661                               4393.549                   14784.521   \n",
       "548710                               4392.938                   14782.462   \n",
       "549207                               5120.729                   12992.064   \n",
       "\n",
       "         out.load.cooling.energy_delivered.kbtu  \\\n",
       "bldg_id                                           \n",
       "35                                      13723.0   \n",
       "40                                      26717.0   \n",
       "209                                     52106.0   \n",
       "384                                     60290.0   \n",
       "478                                     30537.0   \n",
       "...                                         ...   \n",
       "548201                                  46095.0   \n",
       "548503                                  42772.0   \n",
       "548661                                  44416.0   \n",
       "548710                                  85822.0   \n",
       "549207                                  47308.0   \n",
       "\n",
       "         out.load.heating.energy_delivered.kbtu  \\\n",
       "bldg_id                                           \n",
       "35                                       2237.0   \n",
       "40                                       2203.0   \n",
       "209                                     32656.0   \n",
       "384                                     18316.0   \n",
       "478                                      1859.0   \n",
       "...                                         ...   \n",
       "548201                                  16852.0   \n",
       "548503                                   9043.0   \n",
       "548661                                  33000.0   \n",
       "548710                                  50638.0   \n",
       "549207                                   6972.0   \n",
       "\n",
       "         out.load.hot_water.energy_delivered.kbtu  \\\n",
       "bldg_id                                             \n",
       "35                                         2708.0   \n",
       "40                                         3730.0   \n",
       "209                                        8977.0   \n",
       "384                                        4432.0   \n",
       "478                                        7799.0   \n",
       "...                                           ...   \n",
       "548201                                     9758.0   \n",
       "548503                                     5002.0   \n",
       "548661                                     8510.0   \n",
       "548710                                     8504.0   \n",
       "549207                                     8148.0   \n",
       "\n",
       "         out.electricity.peak_when_cooling.kw  \\\n",
       "bldg_id                                         \n",
       "35                                    6.77324   \n",
       "40                                    5.40919   \n",
       "209                                  10.25362   \n",
       "384                                  20.01587   \n",
       "478                                   5.45487   \n",
       "...                                       ...   \n",
       "548201                               12.56035   \n",
       "548503                                8.80971   \n",
       "548661                                9.87554   \n",
       "548710                               12.64911   \n",
       "549207                                3.86192   \n",
       "\n",
       "         out.electricity.peak_when_heating.kw  out.load.cooling.peak.kbtu_hr  \\\n",
       "bldg_id                                                                        \n",
       "35                                    7.99784                          7.868   \n",
       "40                                    8.44594                         11.547   \n",
       "209                                   6.69554                         37.572   \n",
       "384                                  30.68793                         59.373   \n",
       "478                                   6.87346                         12.182   \n",
       "...                                       ...                            ...   \n",
       "548201                               10.65128                         38.607   \n",
       "548503                                5.73495                         29.787   \n",
       "548661                                6.21919                         34.910   \n",
       "548710                                6.98829                         53.521   \n",
       "549207                                2.35633                         19.071   \n",
       "\n",
       "         out.load.heating.peak.kbtu_hr  out.unmet_hours.cooling.hour  \\\n",
       "bldg_id                                                                \n",
       "35                               6.361                         22.50   \n",
       "40                              14.658                         81.50   \n",
       "209                             51.843                          0.00   \n",
       "384                             66.018                          8.25   \n",
       "478                             10.404                        192.50   \n",
       "...                                ...                           ...   \n",
       "548201                          48.666                         11.50   \n",
       "548503                          37.138                          0.00   \n",
       "548661                          45.690                         30.25   \n",
       "548710                          75.797                          0.00   \n",
       "549207                          23.369                         59.00   \n",
       "\n",
       "         out.unmet_hours.heating.hour  \\\n",
       "bldg_id                                 \n",
       "35                              46.75   \n",
       "40                               1.50   \n",
       "209                              5.25   \n",
       "384                              3.00   \n",
       "478                              0.50   \n",
       "...                               ...   \n",
       "548201                           0.00   \n",
       "548503                           2.75   \n",
       "548661                          35.25   \n",
       "548710                          18.50   \n",
       "549207                           0.00   \n",
       "\n",
       "         out.emissions.electricity.lrmer_95_decarb_by_2035_15_2025_start.co2e_kg  \\\n",
       "bldg_id                                                                            \n",
       "35                                             1108.851908                         \n",
       "40                                             1518.242608                         \n",
       "209                                            2368.134550                         \n",
       "384                                            3889.533708                         \n",
       "478                                            2269.299040                         \n",
       "...                                                    ...                         \n",
       "548201                                         2227.741815                         \n",
       "548503                                         1435.239287                         \n",
       "548661                                         2253.155234                         \n",
       "548710                                         3086.234321                         \n",
       "549207                                         2147.661896                         \n",
       "\n",
       "         out.emissions.fuel_oil.lrmer_95_decarb_by_2035_15_2025_start.co2e_kg  \\\n",
       "bldg_id                                                                         \n",
       "35                                                     0.0                      \n",
       "40                                                     0.0                      \n",
       "209                                                    0.0                      \n",
       "384                                                    0.0                      \n",
       "478                                                    0.0                      \n",
       "...                                                    ...                      \n",
       "548201                                                 0.0                      \n",
       "548503                                                 0.0                      \n",
       "548661                                                 0.0                      \n",
       "548710                                                 0.0                      \n",
       "549207                                                 0.0                      \n",
       "\n",
       "         out.emissions.natural_gas.lrmer_95_decarb_by_2035_15_2025_start.co2e_kg  \\\n",
       "bldg_id                                                                            \n",
       "35                                                0.000000                         \n",
       "40                                                0.000000                         \n",
       "209                                            3985.080672                         \n",
       "384                                               0.000000                         \n",
       "478                                             141.379752                         \n",
       "...                                                    ...                         \n",
       "548201                                         2751.360228                         \n",
       "548503                                         1558.413656                         \n",
       "548661                                         3863.548761                         \n",
       "548710                                         5223.591052                         \n",
       "549207                                         1794.687200                         \n",
       "\n",
       "         out.emissions.propane.lrmer_95_decarb_by_2035_15_2025_start.co2e_kg  \\\n",
       "bldg_id                                                                        \n",
       "35                                                     0.0                     \n",
       "40                                                     0.0                     \n",
       "209                                                    0.0                     \n",
       "384                                                    0.0                     \n",
       "478                                                    0.0                     \n",
       "...                                                    ...                     \n",
       "548201                                                 0.0                     \n",
       "548503                                                 0.0                     \n",
       "548661                                                 0.0                     \n",
       "548710                                                 0.0                     \n",
       "549207                                                 0.0                     \n",
       "\n",
       "         out.emissions.electricity.lrmer_low_re_cost_15_2025_start.co2e_kg  \\\n",
       "bldg_id                                                                      \n",
       "35                                             1563.224910                   \n",
       "40                                             2133.916233                   \n",
       "209                                            3346.443027                   \n",
       "384                                            5570.304359                   \n",
       "478                                            3174.389091                   \n",
       "...                                                    ...                   \n",
       "548201                                         3134.664378                   \n",
       "548503                                         2016.850392                   \n",
       "548661                                         3159.540745                   \n",
       "548710                                         4340.414049                   \n",
       "549207                                         3019.359837                   \n",
       "\n",
       "         out.emissions.fuel_oil.lrmer_low_re_cost_15_2025_start.co2e_kg  \\\n",
       "bldg_id                                                                   \n",
       "35                                                     0.0                \n",
       "40                                                     0.0                \n",
       "209                                                    0.0                \n",
       "384                                                    0.0                \n",
       "478                                                    0.0                \n",
       "...                                                    ...                \n",
       "548201                                                 0.0                \n",
       "548503                                                 0.0                \n",
       "548661                                                 0.0                \n",
       "548710                                                 0.0                \n",
       "549207                                                 0.0                \n",
       "\n",
       "         out.emissions.natural_gas.lrmer_low_re_cost_15_2025_start.co2e_kg  \\\n",
       "bldg_id                                                                      \n",
       "35                                                0.000000                   \n",
       "40                                                0.000000                   \n",
       "209                                            3985.080672                   \n",
       "384                                               0.000000                   \n",
       "478                                             141.379752                   \n",
       "...                                                    ...                   \n",
       "548201                                         2751.360228                   \n",
       "548503                                         1558.413656                   \n",
       "548661                                         3863.548761                   \n",
       "548710                                         5223.591052                   \n",
       "549207                                         1794.687200                   \n",
       "\n",
       "         out.emissions.propane.lrmer_low_re_cost_15_2025_start.co2e_kg  \\\n",
       "bldg_id                                                                  \n",
       "35                                                     0.0               \n",
       "40                                                     0.0               \n",
       "209                                                    0.0               \n",
       "384                                                    0.0               \n",
       "478                                                    0.0               \n",
       "...                                                    ...               \n",
       "548201                                                 0.0               \n",
       "548503                                                 0.0               \n",
       "548661                                                 0.0               \n",
       "548710                                                 0.0               \n",
       "549207                                                 0.0               \n",
       "\n",
       "         out.emissions.electricity.lrmer_low_re_cost_25_2025_start.co2e_kg  \\\n",
       "bldg_id                                                                      \n",
       "35                                             1450.193774                   \n",
       "40                                             1994.439301                   \n",
       "209                                            3169.028536                   \n",
       "384                                            5184.813894                   \n",
       "478                                            2958.863315                   \n",
       "...                                                    ...                   \n",
       "548201                                         2940.613480                   \n",
       "548503                                         1909.054619                   \n",
       "548661                                         2989.721204                   \n",
       "548710                                         4126.913110                   \n",
       "549207                                         2834.447464                   \n",
       "\n",
       "         out.emissions.fuel_oil.lrmer_low_re_cost_25_2025_start.co2e_kg  \\\n",
       "bldg_id                                                                   \n",
       "35                                                     0.0                \n",
       "40                                                     0.0                \n",
       "209                                                    0.0                \n",
       "384                                                    0.0                \n",
       "478                                                    0.0                \n",
       "...                                                    ...                \n",
       "548201                                                 0.0                \n",
       "548503                                                 0.0                \n",
       "548661                                                 0.0                \n",
       "548710                                                 0.0                \n",
       "549207                                                 0.0                \n",
       "\n",
       "         out.emissions.natural_gas.lrmer_low_re_cost_25_2025_start.co2e_kg  \\\n",
       "bldg_id                                                                      \n",
       "35                                                0.000000                   \n",
       "40                                                0.000000                   \n",
       "209                                            3985.080672                   \n",
       "384                                               0.000000                   \n",
       "478                                             141.379752                   \n",
       "...                                                    ...                   \n",
       "548201                                         2751.360228                   \n",
       "548503                                         1558.413656                   \n",
       "548661                                         3863.548761                   \n",
       "548710                                         5223.591052                   \n",
       "549207                                         1794.687200                   \n",
       "\n",
       "         out.emissions.propane.lrmer_low_re_cost_25_2025_start.co2e_kg  \\\n",
       "bldg_id                                                                  \n",
       "35                                                     0.0               \n",
       "40                                                     0.0               \n",
       "209                                                    0.0               \n",
       "384                                                    0.0               \n",
       "478                                                    0.0               \n",
       "...                                                    ...               \n",
       "548201                                                 0.0               \n",
       "548503                                                 0.0               \n",
       "548661                                                 0.0               \n",
       "548710                                                 0.0               \n",
       "549207                                                 0.0               \n",
       "\n",
       "         out.emissions.electricity.lrmer_mid_case_15_2025_start.co2e_kg  \\\n",
       "bldg_id                                                                   \n",
       "35                                             2160.753479                \n",
       "40                                             2951.207583                \n",
       "209                                            4590.389711                \n",
       "384                                            7519.168059                \n",
       "478                                            4430.896655                \n",
       "...                                                    ...                \n",
       "548201                                         4323.471467                \n",
       "548503                                         2747.604937                \n",
       "548661                                         4410.470483                \n",
       "548710                                         5957.117953                \n",
       "549207                                         4176.299793                \n",
       "\n",
       "         out.emissions.fuel_oil.lrmer_mid_case_15_2025_start.co2e_kg  \\\n",
       "bldg_id                                                                \n",
       "35                                                     0.0             \n",
       "40                                                     0.0             \n",
       "209                                                    0.0             \n",
       "384                                                    0.0             \n",
       "478                                                    0.0             \n",
       "...                                                    ...             \n",
       "548201                                                 0.0             \n",
       "548503                                                 0.0             \n",
       "548661                                                 0.0             \n",
       "548710                                                 0.0             \n",
       "549207                                                 0.0             \n",
       "\n",
       "         out.emissions.natural_gas.lrmer_mid_case_15_2025_start.co2e_kg  \\\n",
       "bldg_id                                                                   \n",
       "35                                                0.000000                \n",
       "40                                                0.000000                \n",
       "209                                            3985.080672                \n",
       "384                                               0.000000                \n",
       "478                                             141.379752                \n",
       "...                                                    ...                \n",
       "548201                                         2751.360228                \n",
       "548503                                         1558.413656                \n",
       "548661                                         3863.548761                \n",
       "548710                                         5223.591052                \n",
       "549207                                         1794.687200                \n",
       "\n",
       "         out.emissions.propane.lrmer_mid_case_15_2025_start.co2e_kg  \\\n",
       "bldg_id                                                               \n",
       "35                                                     0.0            \n",
       "40                                                     0.0            \n",
       "209                                                    0.0            \n",
       "384                                                    0.0            \n",
       "478                                                    0.0            \n",
       "...                                                    ...            \n",
       "548201                                                 0.0            \n",
       "548503                                                 0.0            \n",
       "548661                                                 0.0            \n",
       "548710                                                 0.0            \n",
       "549207                                                 0.0            \n",
       "\n",
       "         out.emissions.all_fuels.lrmer_95_decarb_by_2035_15_2025_start.co2e_kg  \\\n",
       "bldg_id                                                                          \n",
       "35                                             1108.851908                       \n",
       "40                                             1518.242608                       \n",
       "209                                            6353.215222                       \n",
       "384                                            3889.533708                       \n",
       "478                                            2410.678793                       \n",
       "...                                                    ...                       \n",
       "548201                                         4979.102043                       \n",
       "548503                                         2993.652943                       \n",
       "548661                                         6116.703996                       \n",
       "548710                                         8309.825373                       \n",
       "549207                                         3942.349096                       \n",
       "\n",
       "         out.emissions.all_fuels.lrmer_low_re_cost_15_2025_start.co2e_kg  \\\n",
       "bldg_id                                                                    \n",
       "35                                             1563.224910                 \n",
       "40                                             2133.916233                 \n",
       "209                                            7331.523699                 \n",
       "384                                            5570.304359                 \n",
       "478                                            3315.768843                 \n",
       "...                                                    ...                 \n",
       "548201                                         5886.024606                 \n",
       "548503                                         3575.264048                 \n",
       "548661                                         7023.089506                 \n",
       "548710                                         9564.005100                 \n",
       "549207                                         4814.047037                 \n",
       "\n",
       "         out.emissions.all_fuels.lrmer_low_re_cost_25_2025_start.co2e_kg  \\\n",
       "bldg_id                                                                    \n",
       "35                                             1450.193774                 \n",
       "40                                             1994.439301                 \n",
       "209                                            7154.109208                 \n",
       "384                                            5184.813894                 \n",
       "478                                            3100.243068                 \n",
       "...                                                    ...                 \n",
       "548201                                         5691.973708                 \n",
       "548503                                         3467.468275                 \n",
       "548661                                         6853.269966                 \n",
       "548710                                         9350.504161                 \n",
       "549207                                         4629.134664                 \n",
       "\n",
       "         out.emissions.all_fuels.lrmer_mid_case_15_2025_start.co2e_kg  \n",
       "bldg_id                                                                \n",
       "35                                             2160.753479             \n",
       "40                                             2951.207583             \n",
       "209                                            8575.470383             \n",
       "384                                            7519.168059             \n",
       "478                                            4572.276407             \n",
       "...                                                    ...             \n",
       "548201                                         7074.831695             \n",
       "548503                                         4306.018593             \n",
       "548661                                         8274.019244             \n",
       "548710                                        11180.709005             \n",
       "549207                                         5970.986993             \n",
       "\n",
       "[1565 rows x 259 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resstock_df_raw[resstock_df_raw['in.city']=='TX, Austin']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ResStock has three columns that describes the building type. Here we will take a look\n",
    "at if there are any differences."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Single-Family Detached', 'Multi-Family with 5+ Units',\n",
       "       'Multi-Family with 2 - 4 Units', 'Single-Family Attached',\n",
       "       'Mobile Home'], dtype=object)"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resstock_df_raw['in.geometry_building_type_recs'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Single-Family Detached', '10 to 19 Unit', '3 or 4 Unit',\n",
       "       'Single-Family Attached', 'Mobile Home', '20 to 49 Unit', '2 Unit',\n",
       "       '50 or more Unit', '5 to 9 Unit'], dtype=object)"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resstock_df_raw['in.geometry_building_type_acs'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Single-Family Detached', 'Multifamily with 5+ units, 1-3 stories',\n",
       "       'Multifamily with 2-4 Units', 'Single-Family Attached',\n",
       "       'Mobile Home', 'Multifamily with 5+ units, 8+ stories',\n",
       "       'Multifamily with 5+ units, 4-7 stories'], dtype=object)"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resstock_df_raw['in.geometry_building_type_height'].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Number of single family detached for Austin in the ResStock database."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "734"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(resstock_df_raw[(resstock_df_raw['in.city']=='TX, Austin')&(resstock_df_raw['in.geometry_building_type_height']=='Single-Family Detached')])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Number of single family attached for Austin in the ResStock database."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "75"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(resstock_df_raw[(resstock_df_raw['in.city']=='TX, Austin')&(resstock_df_raw['in.geometry_building_type_height']=='Single-Family Attached')])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Slab', 'Vented Crawlspace', 'Ambient', 'Unheated Basement',\n",
       "       'Unvented Crawlspace', 'Heated Basement'], dtype=object)"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resstock_df_raw['in.geometry_foundation_type'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Composition Shingles', 'Asphalt Shingles, Medium', 'Metal, Dark',\n",
       "       'Slate', 'Wood Shingles', 'Tile, Clay or Ceramic',\n",
       "       'Tile, Concrete'], dtype=object)"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resstock_df_raw['in.roof_material'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['1970s', '2000s', '1950s', '1980s', '2010s', '1960s', '1940s',\n",
       "       '1990s', '<1940'], dtype=object)"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resstock_df_raw['in.vintage'].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Select Austin Single Family Detached"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>in.sqft</th>\n",
       "      <th>in.vintage</th>\n",
       "      <th>in.geometry_stories</th>\n",
       "      <th>in.geometry_floor_area</th>\n",
       "      <th>in.geometry_foundation_type</th>\n",
       "      <th>in.geometry_building_type_height</th>\n",
       "      <th>in.city</th>\n",
       "      <th>in.has_pv</th>\n",
       "      <th>in.cooling_setpoint</th>\n",
       "      <th>in.federal_poverty_level</th>\n",
       "      <th>in.income</th>\n",
       "      <th>in.roof_material</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bldg_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>2663.0</td>\n",
       "      <td>2000s</td>\n",
       "      <td>2</td>\n",
       "      <td>2500-2999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>78F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>180000-199999</td>\n",
       "      <td>Asphalt Shingles, Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>1690.0</td>\n",
       "      <td>1980s</td>\n",
       "      <td>2</td>\n",
       "      <td>1500-1999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>75F</td>\n",
       "      <td>200-300%</td>\n",
       "      <td>25000-29999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637</th>\n",
       "      <td>1220.0</td>\n",
       "      <td>1990s</td>\n",
       "      <td>1</td>\n",
       "      <td>1000-1499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>70F</td>\n",
       "      <td>150-200%</td>\n",
       "      <td>25000-29999</td>\n",
       "      <td>Asphalt Shingles, Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>1220.0</td>\n",
       "      <td>1970s</td>\n",
       "      <td>1</td>\n",
       "      <td>1000-1499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>75F</td>\n",
       "      <td>300-400%</td>\n",
       "      <td>80000-99999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3919</th>\n",
       "      <td>8194.0</td>\n",
       "      <td>2000s</td>\n",
       "      <td>2</td>\n",
       "      <td>4000+</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>78F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>200000+</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547367</th>\n",
       "      <td>1690.0</td>\n",
       "      <td>1940s</td>\n",
       "      <td>1</td>\n",
       "      <td>1500-1999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>75F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>200000+</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548201</th>\n",
       "      <td>2663.0</td>\n",
       "      <td>1990s</td>\n",
       "      <td>2</td>\n",
       "      <td>2500-2999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>80F</td>\n",
       "      <td>200-300%</td>\n",
       "      <td>60000-69999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548503</th>\n",
       "      <td>1690.0</td>\n",
       "      <td>2000s</td>\n",
       "      <td>1</td>\n",
       "      <td>1500-1999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>Yes</td>\n",
       "      <td>76F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>80000-99999</td>\n",
       "      <td>Asphalt Shingles, Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548661</th>\n",
       "      <td>1220.0</td>\n",
       "      <td>1990s</td>\n",
       "      <td>1</td>\n",
       "      <td>1000-1499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>78F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>100000-119999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548710</th>\n",
       "      <td>3301.0</td>\n",
       "      <td>2000s</td>\n",
       "      <td>2</td>\n",
       "      <td>3000-3999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>70F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>140000-159999</td>\n",
       "      <td>Asphalt Shingles, Medium</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>734 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         in.sqft in.vintage in.geometry_stories in.geometry_floor_area  \\\n",
       "bldg_id                                                                  \n",
       "209       2663.0      2000s                   2              2500-2999   \n",
       "384       1690.0      1980s                   2              1500-1999   \n",
       "637       1220.0      1990s                   1              1000-1499   \n",
       "2001      1220.0      1970s                   1              1000-1499   \n",
       "3919      8194.0      2000s                   2                  4000+   \n",
       "...          ...        ...                 ...                    ...   \n",
       "547367    1690.0      1940s                   1              1500-1999   \n",
       "548201    2663.0      1990s                   2              2500-2999   \n",
       "548503    1690.0      2000s                   1              1500-1999   \n",
       "548661    1220.0      1990s                   1              1000-1499   \n",
       "548710    3301.0      2000s                   2              3000-3999   \n",
       "\n",
       "        in.geometry_foundation_type in.geometry_building_type_height  \\\n",
       "bldg_id                                                                \n",
       "209                            Slab           Single-Family Detached   \n",
       "384                            Slab           Single-Family Detached   \n",
       "637                            Slab           Single-Family Detached   \n",
       "2001                           Slab           Single-Family Detached   \n",
       "3919                           Slab           Single-Family Detached   \n",
       "...                             ...                              ...   \n",
       "547367                         Slab           Single-Family Detached   \n",
       "548201                         Slab           Single-Family Detached   \n",
       "548503                         Slab           Single-Family Detached   \n",
       "548661                         Slab           Single-Family Detached   \n",
       "548710                         Slab           Single-Family Detached   \n",
       "\n",
       "            in.city in.has_pv in.cooling_setpoint in.federal_poverty_level  \\\n",
       "bldg_id                                                                      \n",
       "209      TX, Austin        No                 78F                    400%+   \n",
       "384      TX, Austin        No                 75F                 200-300%   \n",
       "637      TX, Austin        No                 70F                 150-200%   \n",
       "2001     TX, Austin        No                 75F                 300-400%   \n",
       "3919     TX, Austin        No                 78F                    400%+   \n",
       "...             ...       ...                 ...                      ...   \n",
       "547367   TX, Austin        No                 75F                    400%+   \n",
       "548201   TX, Austin        No                 80F                 200-300%   \n",
       "548503   TX, Austin       Yes                 76F                    400%+   \n",
       "548661   TX, Austin        No                 78F                    400%+   \n",
       "548710   TX, Austin        No                 70F                    400%+   \n",
       "\n",
       "             in.income          in.roof_material  \n",
       "bldg_id                                           \n",
       "209      180000-199999  Asphalt Shingles, Medium  \n",
       "384        25000-29999      Composition Shingles  \n",
       "637        25000-29999  Asphalt Shingles, Medium  \n",
       "2001       80000-99999      Composition Shingles  \n",
       "3919           200000+      Composition Shingles  \n",
       "...                ...                       ...  \n",
       "547367         200000+      Composition Shingles  \n",
       "548201     60000-69999      Composition Shingles  \n",
       "548503     80000-99999  Asphalt Shingles, Medium  \n",
       "548661   100000-119999      Composition Shingles  \n",
       "548710   140000-159999  Asphalt Shingles, Medium  \n",
       "\n",
       "[734 rows x 12 columns]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "atx_single_family_detached = resstock_df_raw[(resstock_df_raw['in.city']=='TX, Austin')\n",
    "                                             &(resstock_df_raw['in.geometry_building_type_height']\n",
    "                                               =='Single-Family Detached')].copy()#.reset_index()\n",
    "\n",
    "usecols = ['in.sqft','in.vintage','in.geometry_stories','in.geometry_floor_area',\n",
    "           'in.geometry_foundation_type','in.geometry_building_type_height','in.city',\n",
    "           'in.has_pv','in.cooling_setpoint','in.federal_poverty_level','in.income','in.roof_material']\n",
    "\n",
    "resstock = atx_single_family_detached[usecols].copy()\n",
    "resstock"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis of ATX ResStock"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['2500-2999', '1500-1999', '1000-1499', '4000+', '3000-3999',\n",
       "       '2000-2499', '750-999', '500-749', '0-499'], dtype=object)"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resstock['in.geometry_floor_area'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "tcad = pd.read_parquet('data/processed/TCAD_78733_78741_merged_tables.parquet')\n",
    "\n",
    "# There are 10 bad results, remove them\n",
    "tcad = tcad[tcad['yr_built']!=0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '78733 and 78741 Combined')"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tcad['main_area'].hist(bins=list(range(0,10500,500)))\n",
    "plt.xlabel('Floor Area Bins (500 sq.ft)')\n",
    "plt.ylabel('Number of single family homes')\n",
    "plt.title('78733 and 78741 Combined')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Low Income Zip Code (78741)')"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hyZMn6NKlS6XWp5cfjxARvcD69esRExNTon3s2LGYN28e4uPj0bVrV3zyyScwMzPDV199hfz8fERGRmqMLy52UlNT8fnnn0vt3bt3xy+//AKFQlHmE3t1pVevXhgyZAiio6Nx5coV9OnTB2q1GkeOHEGvXr0QHh6ONm3aICQkBGvXrkVOTg569OiBEydOYNOmTQgMDESvXr10Fs+qVavQtWtXeHp6Yvjw4WjcuDEyMjKQmJiIP//8s9xXLYwcORI3b97E4MGDcezYsTJP0ZT3HBvg6R/2rl27YtSoUcjPz0dUVBTq1q2LSZMmlbuera0tdu3ahX79+qFt27YaT6o+c+YMtm7dKl1sXr9+fUydOhWzZ89Gnz598OabbyI1NRVffvklOnbsKMUol8sxb948fPzxx/jHP/6BwYMH48aNG9iwYUOJa4iGDBmC7du3Y+TIkTh48CBee+01FBUV4ffff8f27dsRGxsLLy+vMuPv378/zMzMsG/fPowYMaJEf2xsLO7du1fmc4Lq16+Pjz76CP/+97/h6+uLgQMH4sGDB/jyyy/x+PFjTJ06Ves527dvj/bt22u0Ff/PhoeHBwIDAzX6/u///g+3bt1CXl4eACAhIUEqQocMGaJxNDM+Ph5WVlbo3bt36QkhqpJ724hqgOLb28v6/PHHH0IIIc6cOSMCAgJE7dq1hZWVlejVq1eZtx3b29sLACIjI0NqO3r0qAAgunXrplVcz992X6tWrRJji59986zCwkKxePFi4e7uLszNzUX9+vVF3759xenTp6UxKpVKzJ49W7i5uQm5XC5cXFzE1KlTNW6PF+Lpbff9+/cvsV0AIiwsTKOtrNunr127JoYOHSocHR2FXC4Xr7zyinj99dfF999/X24eim/5f9Hn2RyVdtv94sWLxdKlS4WLi4tQKBSiW7du4ty5c+Vu+1m3b98W48ePF6+++qqwsLAQVlZWokOHDmL+/Pni/v37GmO/+OIL4e7uLuRyuXBwcBCjRo0S2dnZJeb88ssvpedZeXl5iYSEhFKfVF1QUCAWLVokPDw8hEKhELa2tqJDhw5i9uzZJbZdmjfffFP4+vqW2hcUFCTkcrm4d+9emeurVCqxcuVK0bZtW1G7dm1Ru3Zt0atXL41HM2g75/PKu+2+R48eZX7dn328gxBCeHt7iw8++KDC2yXjIxPiBbcZEBG9hG7evAk3NzcsXrwYn376aVWHUyWOHDmCnj174vfff3+pLzZOTk5G+/btcebMmUpdf0TGgdcQEREZqW7dusHf37/E6d2XzcKFC/H222+zGKJy8RoiIiIj9ssvv1R1CHq3bdu2qg6BagAeISIiIiKjx2uIiIiIyOjxCBEREREZPRZEREREZPR4UXUFqNVq3L59G3Xq1OGLAYmIiGoIIQQePHgAZ2fnF74nkgVRBdy+fVsvb14mIiIi/fvjjz/QoEGDcsewIKqAOnXqAHia0GffTaULKpUKcXFx8Pf3r/S7mOjFmGfDYJ4Ng3k2HObaMPSV59zcXLi4uEh/x8vDgqgCik+TKZVKvRREVlZWUCqV/GHTI+bZMJhnw2CeDYe5Ngx957kil7vwomoiIiIyeiyIiIiIyOixICIiIiKjx4KIiIiIjB4LIiIiIjJ6LIiIiIjI6LEgIiIiIqPHgoiIiIiMHgsiIiIiMnosiIiIiMjosSAiIiIio8eCiIiIiIweCyIiIiIyeiyIiIiIyOixICIiIiKjZ1bVAVDN1GjKz3qb++bC/nqbm4iIqDQ8QkRERERGjwURERERGT0WRERERGT0WBARERGR0WNBREREREaPBREREREZvSotiBISEvDGG2/A2dkZMpkMu3fvLnPsyJEjIZPJEBUVpdGelZWF4OBgKJVK2NjYIDQ0FA8fPtQYc/78eXTr1g0WFhZwcXFBZGSkHvaGiIiIaqoqLYgePXqENm3aYNWqVeWO27VrF44fPw5nZ+cSfcHBwbh48SLi4+OxZ88eJCQkYMSIEVJ/bm4u/P394erqitOnT2Px4sWYNWsW1q5dq/P9ISIiopqpSh/M2LdvX/Tt27fcMX/99RdGjx6N2NhY9O+v+cC+S5cuISYmBidPnoSXlxcAYOXKlejXrx+WLFkCZ2dnbN68GQUFBVi/fj3Mzc3h4eGB5ORkLFu2TKNwIiIiIuNVra8hUqvVGDJkCCZOnAgPD48S/YmJibCxsZGKIQDw8/ODiYkJkpKSpDHdu3eHubm5NCYgIACpqanIzs7W/04QERFRtVetX92xaNEimJmZYcyYMaX2p6enw97eXqPNzMwMdnZ2SE9Pl8a4ublpjHFwcJD6bG1tS8ybn5+P/Px8aTk3NxcAoFKpoFKpKr9DpSieT9fz6pvCVOhtbn3koqbmuaZhng2DeTYc5tow9JVnbeartgXR6dOnsWLFCpw5cwYymcyg216wYAFmz55doj0uLg5WVlZ62WZ8fLxe5tWXyE76m3vv3r16m7um5bmmYp4Ng3k2HObaMHSd57y8vAqPrbYF0ZEjR5CZmYmGDRtKbUVFRZgwYQKioqJw8+ZNODo6IjMzU2O9wsJCZGVlwdHREQDg6OiIjIwMjTHFy8Vjnjd16lRERERIy7m5uXBxcYG/vz+USqVO9q+YSqVCfHw8evfuDblcrtO59anVrFi9zZ0yK0Dnc9bUPNc0zLNhMM+Gw1wbhr7yXHyGpyKqbUE0ZMgQ+Pn5abQFBARgyJAh+PDDDwEAPj4+yMnJwenTp9GhQwcAwIEDB6BWq+Ht7S2N+eyzz6BSqaQkx8fHo3nz5qWeLgMAhUIBhUJRol0ul+vtB0Kfc+tDfpH+jtrpMw81Lc81FfNsGMyz4TDXhqHrPGszV5UWRA8fPsTVq1el5Rs3biA5ORl2dnZo2LAh6tatqzFeLpfD0dERzZs3BwC0aNECffr0wfDhw7FmzRqoVCqEh4cjKChIukX//fffx+zZsxEaGorJkycjJSUFK1aswPLlyw23o0RERFStVWlBdOrUKfTq1UtaLj5NFRISgo0bN1Zojs2bNyM8PBy+vr4wMTHBoEGDEB0dLfVbW1sjLi4OYWFh6NChA+rVq4cZM2bwlnsiIiKSVGlB1LNnTwhR8buVbt68WaLNzs4OW7ZsKXe91q1b48iRI9qGR0REREaiWj+HiIiIiMgQWBARERGR0WNBREREREaPBREREREZPRZEREREZPRYEBEREZHRY0FERERERo8FERERERk9FkRERERk9FgQERERkdFjQURERERGjwURERERGT0WRERERGT0WBARERGR0WNBREREREaPBREREREZPRZEREREZPRYEBEREZHRY0FERERERo8FERERERk9FkRERERk9FgQERERkdFjQURERERGjwURERERGT0WRERERGT0WBARERGR0WNBREREREaPBREREREZPRZEREREZPRYEBEREZHRY0FERERERo8FERERERk9FkRERERk9FgQERERkdFjQURERERGjwURERERGT0WRERERGT0WBARERGR0avSgighIQFvvPEGnJ2dIZPJsHv3bqlPpVJh8uTJ8PT0RK1ateDs7IyhQ4fi9u3bGnNkZWUhODgYSqUSNjY2CA0NxcOHDzXGnD9/Ht26dYOFhQVcXFwQGRlpiN0jIiKiGqJKC6JHjx6hTZs2WLVqVYm+vLw8nDlzBtOnT8eZM2ewc+dOpKam4s0339QYFxwcjIsXLyI+Ph579uxBQkICRowYIfXn5ubC398frq6uOH36NBYvXoxZs2Zh7dq1et8/IiIiqhnMqnLjffv2Rd++fUvts7a2Rnx8vEbbF198gU6dOiEtLQ0NGzbEpUuXEBMTg5MnT8LLywsAsHLlSvTr1w9LliyBs7MzNm/ejIKCAqxfvx7m5ubw8PBAcnIyli1bplE4ERERkfGq0oJIW/fv34dMJoONjQ0AIDExETY2NlIxBAB+fn4wMTFBUlIS3nrrLSQmJqJ79+4wNzeXxgQEBGDRokXIzs6Gra1tie3k5+cjPz9fWs7NzQXw9DSeSqXS6T4Vz6frefVNYSr0Nrc+clFT81zTMM+GwTwbDnNtGPrKszbzaV0Q/fHHH5DJZGjQoAEA4MSJE9iyZQtatmyp1yMuT548weTJk/Hee+9BqVQCANLT02Fvb68xzszMDHZ2dkhPT5fGuLm5aYxxcHCQ+koriBYsWIDZs2eXaI+Li4OVlZVO9ud5zx8Nq+4iO+lv7r179+pt7pqW55qKeTYM5tlwmGvD0HWe8/LyKjxW64Lo/fffx4gRIzBkyBCkp6ejd+/e8PDwwObNm5Geno4ZM2ZoO+ULqVQqvPvuuxBCYPXq1Tqf/3lTp05FRESEtJybmwsXFxf4+/tLxZiuqFQqxMfHo3fv3pDL5TqdW59azYrV29wpswJ0PmdNzXNNwzwbBvNsOMy1Yegrz8VneCpC64IoJSUFnTo9PTywfft2tGrVCseOHUNcXBxGjhyp84KouBi6desWDhw4oFGQODo6IjMzU2N8YWEhsrKy4OjoKI3JyMjQGFO8XDzmeQqFAgqFokS7XC7X2w+EPufWh/wimd7m1mcealqeayrm2TCYZ8Nhrg1D13nWZi6t7zJTqVRSsbBv3z7pri93d3fcuXNH2+leuK13330XV65cwb59+1C3bl2Nfh8fH+Tk5OD06dNS24EDB6BWq+Ht7S2NSUhI0DiPGB8fj+bNm5d6uoyIiIiMj9YFkYeHB9asWYMjR44gPj4effr0AQDcvn27RMHyIg8fPkRycjKSk5MBADdu3EBycjLS0tKgUqnw9ttv49SpU9i8eTOKioqQnp6O9PR0FBQUAABatGiBPn36YPjw4Thx4gSOHTuG8PBwBAUFwdnZGcDTU3zm5uYIDQ3FxYsX8d1332HFihUap8SIiIjIuGl9ymzRokV46623sHjxYoSEhKBNmzYAgB9//FE6lVZRp06dQq9evaTl4iIlJCQEs2bNwo8//ggAaNu2rcZ6Bw8eRM+ePQEAmzdvRnh4OHx9fWFiYoJBgwYhOjpaGmttbY24uDiEhYWhQ4cOqFevHmbMmMFb7omIiEiidUHUs2dP3L17F7m5uRqnnEaMGKH1HVg9e/aEEGXfvl1eXzE7Ozts2bKl3DGtW7fGkSNHtIqNiIiIjEelnlQthMDp06fx1Vdf4cGDBwAAc3Nzvd2STkRERKRPWh8hunXrFvr06YO0tDTk5+ejd+/eqFOnDhYtWoT8/HysWbNGH3ESERER6Y3WR4jGjh0LLy8vZGdnw9LSUmp/6623sH//fp0GR0RERGQIWh8hOnLkCH799VeNV2EAQKNGjfDXX3/pLDAiIiIiQ9H6CJFarUZRUVGJ9j///BN16tTRSVBEREREhqR1QeTv74+oqChpWSaT4eHDh5g5cyb69euny9iIiIiIDELrU2ZLly5FQEAAWrZsiSdPnuD999/HlStXUK9ePWzdulUfMRIRERHpldYFUYMGDXDu3Dls27YN58+fx8OHDxEaGorg4GCNi6yJiIiIagqtCyIAMDMzwwcffKDrWIiIiIiqRKUKotu3b+Po0aPIzMyEWq3W6BszZoxOAiMiIiIyFK0Loo0bN+Ljjz+Gubk56tatC5lMJvXJZDIWRERERFTjaF0QTZ8+HTNmzMDUqVNhYlKpN38QERERVStaVzR5eXkICgpiMUREREQvDa2rmtDQUOzYsUMfsRARERFVCa1PmS1YsACvv/46YmJi4OnpCblcrtG/bNkynQVHREREZAiVKohiY2PRvHlzAChxUTURERFRTVOpJ1WvX78ew4YN00M4RERERIan9TVECoUCr732mj5iISIiIqoSWhdEY8eOxcqVK/URCxEREVGV0PqU2YkTJ3DgwAHs2bMHHh4eJS6q3rlzp86CIyIiIjIErQsiGxsbDBw4UB+xEBEREVUJrQuiDRs26CMOIiIioipTqZe7AsDff/+N1NRUAEDz5s1Rv359nQVFREREZEhaX1T96NEjfPTRR3ByckL37t3RvXt3ODs7IzQ0FHl5efqIkYiIiEivtC6IIiIicPjwYfz000/IyclBTk4O/vOf/+Dw4cOYMGGCPmIkIiIi0iutT5n98MMP+P7779GzZ0+prV+/frC0tMS7776L1atX6zI+IiIiIr2r1NvuHRwcSrTb29vzlBkRERHVSFoXRD4+Ppg5cyaePHkitT1+/BizZ8+Gj4+PToMjIiIiMgStT5mtWLECAQEBaNCgAdq0aQMAOHfuHCwsLBAbG6vzAImIiIj0TeuCqFWrVrhy5Qo2b96M33//HQDw3nvvITg4GJaWljoPkIiIiEjfKvUcIisrKwwfPlzXsRARERFViUoVRFeuXMHBgweRmZkJtVqt0TdjxgydBEZERERkKFoXRF9//TVGjRqFevXqwdHRETKZTOqTyWQsiIiIiKjG0bogmjdvHubPn4/JkyfrIx4iIiIig9P6tvvs7Gy88847+oiFiIiIqEpoXRC98847iIuL00csRERERFWiQqfMoqOjpX83bdoU06dPx/Hjx+Hp6Qm5XK4xdsyYMbqNkIiIiEjPKlQQLV++XGO5du3aOHz4MA4fPqzRLpPJWBARERFRjVOhU2Y3btyo0Of69etabTwhIQFvvPEGnJ2dIZPJsHv3bo1+IQRmzJgBJycnWFpaws/PD1euXNEYk5WVheDgYCiVStjY2CA0NBQPHz7UGHP+/Hl069YNFhYWcHFxQWRkpFZxEhER0ctN62uIdOnRo0do06YNVq1aVWp/ZGQkoqOjsWbNGiQlJaFWrVoICAjQeI9acHAwLl68iPj4eOzZswcJCQkYMWKE1J+bmwt/f3+4urri9OnTWLx4MWbNmoW1a9fqff+IiIioZqjUgxl1pW/fvujbt2+pfUIIREVFYdq0aRgwYAAA4JtvvoGDgwN2796NoKAgXLp0CTExMTh58iS8vLwAACtXrkS/fv2wZMkSODs7Y/PmzSgoKMD69ethbm4ODw8PJCcnY9myZRqFExERERmvKi2IynPjxg2kp6fDz89ParO2toa3tzcSExMRFBSExMRE2NjYSMUQAPj5+cHExARJSUl46623kJiYiO7du8Pc3FwaExAQgEWLFiE7Oxu2trYltp2fn4/8/HxpOTc3FwCgUqmgUql0up/F8+l6Xn1TmAq9za2PXNTUPNc0zLNhMM+Gw1wbhr7yrM181bYgSk9PBwA4ODhotDs4OEh96enpsLe31+g3MzODnZ2dxhg3N7cScxT3lVYQLViwALNnzy7RHhcXBysrq0ruUfni4+P1Mq++RHbS39x79+7V29w1Lc81FfNsGMyz4TDXhqHrPOfl5VV4bLUtiKrS1KlTERERIS3n5ubCxcUF/v7+UCqVOt2WSqVCfHw8evfuXeIRBtVZq1mxeps7ZVaAzuesqXmuaZhnw2CeDYe5Ngx95bn4DE9FaF0QNWrUCB999BGGDRuGhg0bart6hTk6OgIAMjIy4OTkJLVnZGSgbdu20pjMzEyN9QoLC5GVlSWt7+joiIyMDI0xxcvFY56nUCigUChKtMvlcr39QOhzbn3IL5K9eFAl6TMPNS3PNRXzbBjMs+Ew14ah6zxrM5fWd5mNGzcOO3fuROPGjdG7d29s27ZN43obXXFzc4OjoyP2798vteXm5iIpKQk+Pj4AAB8fH+Tk5OD06dPSmAMHDkCtVsPb21sak5CQoHEeMT4+Hs2bNy/1dBkREREZn0oVRMnJyThx4gRatGiB0aNHw8nJCeHh4Thz5oxWcz18+BDJyclITk4G8PRC6uTkZKSlpUEmk2HcuHGYN28efvzxR1y4cAFDhw6Fs7MzAgMDAQAtWrRAnz59MHz4cJw4cQLHjh1DeHg4goKC4OzsDAB4//33YW5ujtDQUFy8eBHfffcdVqxYoXFKjIiIiIxbpZ9D1L59e0RHR+P27duYOXMm/v3vf6Njx45o27Yt1q9fDyFefBfSqVOn0K5dO7Rr1w4AEBERgXbt2mHGjBkAgEmTJmH06NEYMWIEOnbsiIcPHyImJgYWFhbSHJs3b4a7uzt8fX3Rr18/dO3aVeMZQ9bW1oiLi8ONGzfQoUMHTJgwATNmzOAt90RERCSp9EXVKpUKu3btwoYNGxAfH4/OnTsjNDQUf/75J/71r39h37592LJlS7lz9OzZs9zCSSaTYc6cOZgzZ06ZY+zs7F64ndatW+PIkSPl7xAREREZLa0LojNnzmDDhg3YunUrTExMMHToUCxfvhzu7u7SmLfeegsdO3bUaaBERERE+qJ1QdSxY0f07t0bq1evRmBgYKlXcLu5uSEoKEgnARIRERHpm9YF0fXr1+Hq6lrumFq1amHDhg2VDoqIiIjIkLS+qPpFxRARERFRTVOhI0S2traQySr2IL6srKz/KSAiIiIiQ6tQQRQVFaXnMIiIiIiqToUKopCQEH3HQURERFRlKlQQ5ebmSi81fdGL0nT98lMiIiIifavwNUR37tyBvb09bGxsSr2eSAgBmUyGoqIinQdJREREpE8VKogOHDgAOzs7AMDBgwf1GhARERGRoVWoIOrRo0ep/yYiIiJ6GVTqXWZPnjzB+fPnkZmZCbVardH35ptv6iQwIiIiIkPRuiCKiYnB0KFDcffu3RJ9vIaIiIiIaiKtC6LRo0fjnXfewYwZM+Dg4KCPmMjINZrys87nVJgKRHbS+bRERPSS0PrVHRkZGYiIiGAxRERERC8NrQuit99+G4cOHdJDKERERERVQ+tTZl988QXeeecdHDlyBJ6enpDL5Rr9Y8aM0VlwRERERIagdUG0detWxMXFwcLCAocOHdJ4SKNMJmNBRERERDWO1gXRZ599htmzZ2PKlCkwMdH6jBsRERFRtaN1RVNQUIDBgwezGCIiIqKXhtZVTUhICL777jt9xEJERERUJbQ+ZVZUVITIyEjExsaidevWJS6qXrZsmc6CIyIiIjIErQuiCxcuoF27dgCAlJQUjb5nL7AmIiIiqim0Loj4tnsiIiJ62fDKaCIiIjJ6lXrb/alTp7B9+3akpaWhoKBAo2/nzp06CYyIiIjIULQ+QrRt2zZ06dIFly5dwq5du6BSqXDx4kUcOHAA1tbW+oiRiIiISK+0Log+//xzLF++HD/99BPMzc2xYsUK/P7773j33XfRsGFDfcRIREREpFdaF0TXrl1D//79AQDm5uZ49OgRZDIZxo8fj7Vr1+o8QCIiIiJ907ogsrW1xYMHDwAAr7zyinTrfU5ODvLy8nQbHREREZEBaH1Rdffu3REfHw9PT0+88847GDt2LA4cOID4+Hj4+vrqI0YiIiIivdK6IPriiy/w5MkTAE9f9CqXy/Hrr79i0KBBmDZtms4DJCIiItK3ChVEERERmDt3LmrVqoWUlBR06dIFAGBiYoIpU6boNUAiIiIifavQNUQrV67Ew4cPAQC9evVCVlaWXoMiIiIiMqQKHSFq1KgRoqOj4e/vDyEEEhMTYWtrW+rY7t276zRAIiIiIn2rUEG0ePFijBw5EgsWLIBMJsNbb71V6jiZTIaioiKdBkhERESkbxUqiAIDAxEYGIiHDx9CqVQiNTUV9vb2+o6NiIiIyCC0eg5R7dq1cfDgQbi5ucHa2rrUjy4VFRVh+vTpcHNzg6WlJZo0aYK5c+dCCCGNEUJgxowZcHJygqWlJfz8/HDlyhWNebKyshAcHAylUgkbGxuEhoZK10QRERERaf1gxh49esDMrFLvhNXaokWLsHr1anzxxRe4dOkSFi1ahMjISKxcuVIaExkZiejoaKxZswZJSUmoVasWAgICpEcDAEBwcDAuXryI+Ph47NmzBwkJCRgxYoRB9oGIiIiqP8NUNpX066+/YsCAAdKrQho1aoStW7fixIkTAJ4eHYqKisK0adMwYMAAAMA333wDBwcH7N69G0FBQbh06RJiYmJw8uRJeHl5AXh611y/fv2wZMkSODs7V83OERERUbVRrQuiLl26YO3atbh8+TJeffVVnDt3DkePHsWyZcsAADdu3EB6ejr8/PykdaytreHt7Y3ExEQEBQUhMTERNjY2UjEEAH5+fjAxMUFSUlKpF4jn5+cjPz9fWs7NzQUAqFQqqFQqne5j8Xy6nlffFKbixYOqEYXJ03hrWp5rmpr6/VzTMM+Gw1wbhr7yrM181bogmjJlCnJzc+Hu7g5TU1MUFRVh/vz5CA4OBgCkp6cDABwcHDTWc3BwkPrS09NLXABuZmYGOzs7aczzFixYgNmzZ5doj4uLg5WV1f+8X6WJj4/Xy7z6EtmpqiOonJqW55qKeTYM5tlwmGvD0HWetXnHaqULoqtXr+LatWvo3r07LC0tIYSATCar7HSl2r59OzZv3owtW7bAw8MDycnJGDduHJydnRESEqLTbT1r6tSpiIiIkJZzc3Ph4uICf39/KJVKnW5LpVIhPj4evXv3hlwu1+nc+tRqVmxVh6AVhYnAXC91jctzTVNTv59rGubZcJhrw9BXnovP8FSE1gXRvXv3MHjwYBw4cAAymQxXrlxB48aNERoaCltbWyxdulTbKcs0ceJETJkyBUFBQQAAT09P3Lp1CwsWLEBISAgcHR0BABkZGXBycpLWy8jIQNu2bQEAjo6OyMzM1Ji3sLAQWVlZ0vrPUygUUCgUJdrlcrnefiD0Obc+5Bfptvg1lJqW55qKeTYM5tlwmGvD0HWetZlL67vMxo8fDzMzM6SlpWmcPho8eDBiYmK0na5ceXl5MDHRDNHU1BRqtRoA4ObmBkdHR+zfv1/qz83NRVJSEnx8fAAAPj4+yMnJwenTp6UxBw4cgFqthre3t07jJSIioppJ6yNEcXFxiI2NRYMGDTTamzVrhlu3buksMAB44403MH/+fDRs2BAeHh44e/Ysli1bho8++gjA0ydjjxs3DvPmzUOzZs3g5uaG6dOnw9nZGYGBgQCAFi1aoE+fPhg+fDjWrFkDlUqF8PBwBAUF8Q4zIiIiAlCJgujRo0elXliclZVV6mmm/8XKlSsxffp0fPLJJ8jMzISzszM+/vhjzJgxQxozadIkPHr0CCNGjEBOTg66du2KmJgYWFhYSGM2b96M8PBw+Pr6wsTEBIMGDUJ0dLROYyUiIqKaS+uCqFu3bvjmm28wd+5cAE+P0qjVakRGRqJXr146Da5OnTqIiopCVFRUmWNkMhnmzJmDOXPmlDnGzs4OW7Zs0WlsRERE9PLQuiCKjIyEr68vTp06hYKCAkyaNAkXL15EVlYWjh07po8YiYiIiPRK64uqW7VqhcuXL6Nr164YMGAAHj16hIEDB+Ls2bNo0qSJPmIkIiIi0qtKPYfI2toan332ma5jISIiIqoSFSqIzp8/X+EJW7duXelgiIiIiKpChQqitm3bQiaTQYjy318lk8lQVFSkk8CIiIiIDKVCBdGNGzf0HQcRERFRlalQQeTq6qrvOIiIiIiqjNYXVf/444+ltstkMlhYWKBp06Zwc3P7nwMjIiIiMhStC6LAwMBSrycqbpPJZOjatSt2794NW1tbnQVKREREpC9aP4coPj4eHTt2RHx8PO7fv4/79+8jPj4e3t7e2LNnDxISEnDv3j18+umn+oiXiIiISOe0PkI0duxYrF27Fl26dJHafH19YWFhgREjRuDixYuIioqSXsBKREREVN1pfYTo2rVrUCqVJdqVSiWuX78O4Omb7+/evfu/R0dERERkAFoXRB06dMDEiRPx999/S21///03Jk2ahI4dOwIArly5AhcXF91FSURERKRHWp8yW7duHQYMGIAGDRpIRc8ff/yBxo0b4z//+Q8A4OHDh5g2bZpuIyUiIiLSE60LoubNm+O3335DXFwcLl++LLX17t0bJiZPDzgFBgbqNEgiIiIifarUy11NTEzQp08f9OnTR9fxEBERERlcpQqi/fv3Y//+/cjMzIRardboW79+vU4CIyIiIjIUrQui2bNnY86cOfDy8oKTkxNkMpk+4iIiIiIyGK0LojVr1mDjxo0YMmSIPuIhIiIiMjitb7svKCjQeCgjERERUU2ndUH0z3/+E1u2bNFHLERERERVQutTZk+ePMHatWuxb98+tG7dGnK5XKN/2bJlOguOiIiIyBC0LojOnz+Ptm3bAgBSUlI0+niBNREREdVEWhdEBw8e1EccRERERFVG62uIiIiIiF42FTpCNHDgQGzcuBFKpRIDBw4sd+zOnTt1EhgRERGRoVSoILK2tpauD7K2ttZrQERERESGVqGCaMOGDaX+m4iIiOhloPU1RI8fP0ZeXp60fOvWLURFRSEuLk6ngREREREZitYF0YABA/DNN98AAHJyctCpUycsXboUAwYMwOrVq3UeIBEREZG+aV0QnTlzBt26dQMAfP/993B0dMStW7fwzTffIDo6WucBEhEREemb1gVRXl4e6tSpAwCIi4vDwIEDYWJigs6dO+PWrVs6D5CIiIhI37QuiJo2bYrdu3fjjz/+QGxsLPz9/QEAmZmZUCqVOg+QiIiISN+0LohmzJiBTz/9FI0aNYK3tzd8fHwAPD1a1K5dO50HSERERKRvWr+64+2330bXrl1x584dtGnTRmr39fXFW2+9pdPgiIiIiAxB64IIABwdHeHo6KjR1qlTJ50ERERERGRofJcZERERGT0WRERERGT0qn1B9Ndff+GDDz5A3bp1YWlpCU9PT5w6dUrqF0JgxowZcHJygqWlJfz8/HDlyhWNObKyshAcHAylUgkbGxuEhobi4cOHht4VIiIiqqYqVBC1b98e2dnZAIA5c+ZovLpDn7Kzs/Haa69BLpfjl19+wW+//YalS5fC1tZWGhMZGYno6GisWbMGSUlJqFWrFgICAvDkyRNpTHBwMC5evIj4+Hjs2bMHCQkJGDFihEH2gYiIiKq/Cl1UfenSJTx69Ai2traYPXs2Ro4cCSsrK33HhkWLFsHFxUXjhbJubm7Sv4UQiIqKwrRp0zBgwAAAwDfffAMHBwfs3r0bQUFBuHTpEmJiYnDy5El4eXkBAFauXIl+/fphyZIlcHZ21vt+EBERUfVWoYKobdu2+PDDD9G1a1cIIbBkyRLUrl271LEzZszQWXA//vgjAgIC8M477+Dw4cN45ZVX8Mknn2D48OEAgBs3biA9PR1+fn7SOtbW1vD29kZiYiKCgoKQmJgIGxsbqRgCAD8/P5iYmCApKanURwXk5+cjPz9fWs7NzQUAqFQqqFQqne1f8ZzP/remUJiKqg5BKwqTp/HWtDzXNDX1+7mmYZ4Nh7k2DH3lWZv5KlQQbdy4ETNnzsSePXsgk8nwyy+/wMys5KoymUynBdH169exevVqRERE4F//+hdOnjyJMWPGwNzcHCEhIUhPTwcAODg4aKzn4OAg9aWnp8Pe3l6j38zMDHZ2dtKY5y1YsACzZ88u0R4XF6e3I2Px8fF6mVdfImvoUxZqWp5rKubZMJhnw2GuDUPXedbmEp8KFUTNmzfHtm3bAAAmJibYv39/iSJDH9RqNby8vPD5558DANq1a4eUlBSsWbMGISEhetvu1KlTERERIS3n5ubCxcUF/v7+On89iUqlQnx8PHr37g25XK7TufWp1azYqg5BKwoTgble6hqX55qmpn4/1zTMs+Ew14ahrzwXn+GpCK0fzKhWq7VdpdKcnJzQsmVLjbYWLVrghx9+AADp4ZAZGRlwcnKSxmRkZKBt27bSmMzMTI05CgsLkZWVVeLhksUUCgUUCkWJdrlcrrcfCH3OrQ/5RbKqDqFSalqeayrm2TCYZ8Nhrg1D13nWZq5K3XZ/7do1jB49Gn5+fvDz88OYMWNw7dq1ykxVrtdeew2pqakabZcvX4arqyuApxdYOzo6Yv/+/VJ/bm4ukpKSpHes+fj4ICcnB6dPn5bGHDhwAGq1Gt7e3jqPmYiIiGoerQui2NhYtGzZEidOnEDr1q3RunVrJCUlwcPDQ+fn/saPH4/jx4/j888/x9WrV7FlyxasXbsWYWFhAJ5eszRu3DjMmzcPP/74Iy5cuIChQ4fC2dkZgYGBAJ4eUerTpw+GDx+OEydO4NixYwgPD0dQUBDvMCMiIiIAlThlNmXKFIwfPx4LFy4s0T558mT07t1bZ8F17NgRu3btwtSpUzFnzhy4ubkhKioKwcHB0phJkybh0aNHGDFiBHJyctC1a1fExMTAwsJCGrN582aEh4fD19cXJiYmGDRoEKKjo3UWJxEREdVsWhdEly5dwvbt20u0f/TRR4iKitJFTBpef/11vP7662X2y2QyzJkzB3PmzClzjJ2dHbZs2aLz2IiIiOjloPUps/r16yM5OblEe3JyskHuPCMiIiLSNa2PEA0fPhwjRozA9evX0aVLFwDAsWPHsGjRIo1b1YmIiIhqCq0LounTp6NOnTpYunQppk6dCgBwdnbGrFmzMGbMGJ0HSERERKRvWhdEMpkM48ePx/jx4/HgwQMAQJ06dXQeGBEREZGhaF0QPYuFEBEREb0MKvVgRiIiIqKXCQsiIiIiMnosiIiIiMjoaXUNkUqlQp8+fbBmzRo0a9ZMXzGRjjSa8nNVh0BERFQjaHWESC6X4/z58/qKhYiIiKhKaH3K7IMPPsC6dev0EQsRERFRldD6tvvCwkKsX78e+/btQ4cOHVCrVi2N/mXLluksOCIiIiJD0LogSklJQfv27QEAly9f1uiTyWS6iYqIiIjIgLQuiA4ePKiPOIiIiIiqTKVvu7969SpiY2Px+PFjAIAQQmdBERERERmS1gXRvXv34Ovri1dffRX9+vXDnTt3AAChoaGYMGGCzgMkIiIi0jetC6Lx48dDLpcjLS0NVlZWUvvgwYMRExOj0+CIiIiIDEHra4ji4uIQGxuLBg0aaLQ3a9YMt27d0llgRERERIai9RGiR48eaRwZKpaVlQWFQqGToIiIiIgMSeuCqFu3bvjmm2+kZZlMBrVajcjISPTq1UunwREREREZgtanzCIjI+Hr64tTp06hoKAAkyZNwsWLF5GVlYVjx47pI0YiIiIivdL6CFGrVq1w+fJldO3aFQMGDMCjR48wcOBAnD17Fk2aNNFHjERERER6pfURIgCwtrbGZ599putYiIiIiKpEpQqi7OxsrFu3DpcuXQIAtGzZEh9++CHs7Ox0GhwRERGRIWh9yiwhIQGNGjVCdHQ0srOzkZ2djejoaLi5uSEhIUEfMRIRERHpldZHiMLCwjB48GCsXr0apqamAICioiJ88sknCAsLw4ULF3QeJBEREZE+aX2E6OrVq5gwYYJUDAGAqakpIiIicPXqVZ0GR0RERGQIWhdE7du3l64detalS5fQpk0bnQRFREREZEgVOmV2/vx56d9jxozB2LFjcfXqVXTu3BkAcPz4caxatQoLFy7UT5REREREelShgqht27aQyWQQQkhtkyZNKjHu/fffx+DBg3UXHREREZEBVKggunHjhr7jICIiIqoyFSqIXF1d9R0HERERUZWp1IMZb9++jaNHjyIzMxNqtVqjb8yYMToJjIiIiMhQtC6INm7ciI8//hjm5uaoW7cuZDKZ1CeTyVgQERERUY2jdUE0ffp0zJgxA1OnToWJidZ37RMRERFVO1pXNHl5eQgKCmIxRERERC8Nraua0NBQ7NixQx+xEBEREVUJrQuiBQsW4PDhw+jZsydGjx6NiIgIjY8+LVy4EDKZDOPGjZPanjx5grCwMNStWxe1a9fGoEGDkJGRobFeWloa+vfvDysrK9jb22PixIkoLCzUa6xERERUc2h9DdGCBQsQGxuL5s2bA0CJi6r15eTJk/jqq6/QunVrjfbx48fj559/xo4dO2BtbY3w8HAMHDgQx44dA/D0xbP9+/eHo6Mjfv31V9y5cwdDhw6FXC7H559/rrd4iYiIqObQuiBaunQp1q9fj2HDhukhnNI9fPgQwcHB+PrrrzFv3jyp/f79+1i3bh22bNmCf/zjHwCADRs2oEWLFjh+/Dg6d+6MuLg4/Pbbb9i3bx8cHBzQtm1bzJ07F5MnT8asWbNgbm5usP0gIiKi6knrU2YKhQKvvfaaPmIpU1hYGPr37w8/Pz+N9tOnT0OlUmm0u7u7o2HDhkhMTAQAJCYmwtPTEw4ODtKYgIAA5Obm4uLFi4bZASIiIqrWtD5CNHbsWKxcuRLR0dH6iKeEbdu24cyZMzh58mSJvvT0dJibm8PGxkaj3cHBAenp6dKYZ4uh4v7ivtLk5+cjPz9fWs7NzQUAqFQqqFSqSu9LaYrn0/W8AKAwFS8eZCQUJk9zoY8803/p8/uZ/ot5Nhzm2jD0lWdt5tO6IDpx4gQOHDiAPXv2wMPDA3K5XKN/586d2k5Zpj/++ANjx45FfHw8LCwsdDbviyxYsACzZ88u0R4XFwcrKyu9bDM+Pl7nc0Z20vmUNZ4+8kwlMc+GwTwbDnNtGLrOc15eXoXHal0Q2djYYODAgdquVimnT59GZmYm2rdvL7UVFRUhISEBX3zxBWJjY1FQUICcnByNo0QZGRlwdHQEADg6OuLEiRMa8xbfhVY85nlTp07VuGMuNzcXLi4u8Pf3h1Kp1NXuAXhavcbHx6N3794lisv/VatZsTqdryZTmAjM9VLrJc/0X/r8fqb/Yp4Nh7k2DH3lufgMT0VoXRBt2LBB21UqzdfXFxcuXNBo+/DDD+Hu7o7JkyfDxcUFcrkc+/fvx6BBgwAAqampSEtLg4+PDwDAx8cH8+fPR2ZmJuzt7QE8rUCVSiVatmxZ6nYVCgUUCkWJdrlcrrcfCH3MnV+kv7v+aip9fg3pv5hnw2CeDYe5Ngxd51mbuSr1cldDqVOnDlq1aqXRVqtWLdStW1dqDw0NRUREBOzs7KBUKjF69Gj4+Pigc+fOAAB/f3+0bNkSQ4YMQWRkJNLT0zFt2jSEhYWVWvQQERGR8dG6IHJzcyv3eUPXr1//nwLS1vLly2FiYoJBgwYhPz8fAQEB+PLLL6V+U1NT7NmzB6NGjYKPjw9q1aqFkJAQzJkzx6BxUvXQalasXo6c3VzYX+dzEhGR4WhdED37lGjg6Xm/s2fPIiYmBhMnTtRVXGU6dOiQxrKFhQVWrVqFVatWlbmOq6sr9u7dq+fIiIiIqKaq1G33pVm1ahVOnTr1PwdEREREZGg6e2V937598cMPP+hqOiIiIiKD0VlB9P3338POzk5X0xEREREZjNanzNq1a6dxUbUQAunp6fj77781LmYmIiIiqim0LogCAwM1lk1MTFC/fn307NkT7u7uuoqLiIiIyGC0LohmzpypjziIiIiIqozOriEiIiIiqqkqfITIxMSk3AcyAoBMJkNhYeH/HBQRERGRIVW4INq1a1eZfYmJiYiOjoZardZJUERERESGVOGCaMCAASXaUlNTMWXKFPz0008IDg7m6zCIiIioRqrUNUS3b9/G8OHD4enpicLCQiQnJ2PTpk1wdXXVdXxEREREeqdVQXT//n1MnjwZTZs2xcWLF7F//3789NNPJd5IT0RERFSTVPiUWWRkJBYtWgRHR0ds3bq11FNoRERERDVRhQuiKVOmwNLSEk2bNsWmTZuwadOmUsft3LlTZ8ERERERGUKFC6KhQ4e+8LZ7IiIiopqowgXRxo0b9RgGERERUdXhk6qJiIjI6LEgIiIiIqPHgoiIiIiMHgsiIiIiMnosiIiIiMjosSAiIiIio8eCiIiIiIweCyIiIiIyeiyIiIiIyOixICIiIiKjx4KIiIiIjB4LIiIiIjJ6LIiIiIjI6LEgIiIiIqPHgoiIiIiMHgsiIiIiMnosiIiIiMjosSAiIiIio8eCiIiIiIweCyIiIiIyeiyIiIiIyOixICIiIiKjV60LogULFqBjx46oU6cO7O3tERgYiNTUVI0xT548QVhYGOrWrYvatWtj0KBByMjI0BiTlpaG/v37w8rKCvb29pg4cSIKCwsNuStERERUjVXrgujw4cMICwvD8ePHER8fD5VKBX9/fzx69EgaM378ePz000/YsWMHDh8+jNu3b2PgwIFSf1FREfr374+CggL8+uuv2LRpEzZu3IgZM2ZUxS4RERFRNWRW1QGUJyYmRmN548aNsLe3x+nTp9G9e3fcv38f69atw5YtW/CPf/wDALBhwwa0aNECx48fR+fOnREXF4fffvsN+/btg4ODA9q2bYu5c+di8uTJmDVrFszNzati14iIiKgaqdYF0fPu378PALCzswMAnD59GiqVCn5+ftIYd3d3NGzYEImJiejcuTMSExPh6ekJBwcHaUxAQABGjRqFixcvol27diW2k5+fj/z8fGk5NzcXAKBSqaBSqXS6T8Xz6XpeAFCYCp3PWVMpTITGf3VNH1+/mkif38/0X8yz4TDXhqGvPGszX40piNRqNcaNG4fXXnsNrVq1AgCkp6fD3NwcNjY2GmMdHByQnp4ujXm2GCruL+4rzYIFCzB79uwS7XFxcbCysvpfd6VU8fHxOp8zspPOp6zx5nqp9TLv3r179TJvTaWP72cqiXk2HObaMHSd57y8vAqPrTEFUVhYGFJSUnD06FG9b2vq1KmIiIiQlnNzc+Hi4gJ/f38olUqdbkulUiE+Ph69e/eGXC7X6dytZsXqdL6aTGEiMNdLjemnTJCvlul8/pRZATqfsybS5/cz/RfzbDjMtWHoK8/FZ3gqokYUROHh4dizZw8SEhLQoEEDqd3R0REFBQXIycnROEqUkZEBR0dHacyJEyc05iu+C614zPMUCgUUCkWJdrlcrrcfCH3MnV+k+z/8NV2+WqaXvPAXpSZ9/qzQfzHPhsNcG4au86zNXNX6LjMhBMLDw7Fr1y4cOHAAbm5uGv0dOnSAXC7H/v37pbbU1FSkpaXBx8cHAODj44MLFy4gMzNTGhMfHw+lUomWLVsaZkeIiIioWqvWR4jCwsKwZcsW/Oc//0GdOnWka36sra1haWkJa2trhIaGIiIiAnZ2dlAqlRg9ejR8fHzQuXNnAIC/vz9atmyJIUOGIDIyEunp6Zg2bRrCwsJKPQpERERExqdaF0SrV68GAPTs2VOjfcOGDRg2bBgAYPny5TAxMcGgQYOQn5+PgIAAfPnll9JYU1NT7NmzB6NGjYKPjw9q1aqFkJAQzJkzx1C7QURERNVctS6IhHjxLdIWFhZYtWoVVq1aVeYYV1dX3gVEREREZarW1xARERERGQILIiIiIjJ6LIiIiIjI6LEgIiIiIqPHgoiIiIiMHgsiIiIiMnosiIiIiMjosSAiIiIio8eCiIiIiIweCyIiIiIyeiyIiIiIyOixICIiIiKjx4KIiIiIjB4LIiIiIjJ6LIiIiIjI6LEgIiIiIqPHgoiIiIiMHgsiIiIiMnosiIiIiMjosSAiIiIio8eCiIiIiIweCyIiIiIyeiyIiIiIyOixICIiIiKjx4KIiIiIjB4LIiIiIjJ6LIiIiIjI6LEgIiIiIqNnVtUBEL0MGk35WS/z3lzYXy/zEhGRJh4hIiIiIqPHgoiIiIiMHgsiIiIiMnosiIiIiMjosSAiIiIio8eCiIiIiIweCyIiIiIyeiyIiIiIyOgZVUG0atUqNGrUCBYWFvD29saJEyeqOiQiIiKqBozmSdXfffcdIiIisGbNGnh7eyMqKgoBAQFITU2Fvb19VYeHVrNikV8kq+owqJrR1xOwAT4Fm4joWUZzhGjZsmUYPnw4PvzwQ7Rs2RJr1qyBlZUV1q9fX9WhERERURUziiNEBQUFOH36NKZOnSq1mZiYwM/PD4mJiVUYGVHV0cfRJ4WpQGQnnU9LRKR3RlEQ3b17F0VFRXBwcNBod3BwwO+//15ifH5+PvLz86Xl+/fvAwCysrKgUql0GptKpUJeXh7MVCYoUvOUmb6YqQXy8tTMs54V57ntZzuRr4c8J0311fmcAOC9YL9e5gX0E3Px74179+5BLpfrfH76L+baMPSV5wcPHgAAhBAvHGsUBZG2FixYgNmzZ5dod3Nzq4JoSFfer+oAjIQ+81xvqR4n15OaGDPRy+bBgwewtrYud4xRFET16tWDqakpMjIyNNozMjLg6OhYYvzUqVMREREhLavVamRlZaFu3bqQyXT7f725ublwcXHBH3/8AaVSqdO56b+YZ8Ngng2DeTYc5tow9JVnIQQePHgAZ2fnF441ioLI3NwcHTp0wP79+xEYGAjgaZGzf/9+hIeHlxivUCigUCg02mxsbPQao1Kp5A+bATDPhsE8GwbzbDjMtWHoI88vOjJUzCgKIgCIiIhASEgIvLy80KlTJ0RFReHRo0f48MMPqzo0IiIiqmJGUxANHjwYf//9N2bMmIH09HS0bdsWMTExJS60JiIiIuNjNAURAISHh5d6iqwqKRQKzJw5s8QpOtIt5tkwmGfDYJ4Nh7k2jOqQZ5moyL1oRERERC8xo3lSNREREVFZWBARERGR0WNBREREREaPBREREREZPRZEVWjVqlVo1KgRLCws4O3tjRMnTlR1SNXaggUL0LFjR9SpUwf29vYIDAxEamqqxpgnT54gLCwMdevWRe3atTFo0KASTyhPS0tD//79YWVlBXt7e0ycOBGFhYUaYw4dOoT27dtDoVCgadOm2Lhxo753r1pauHAhZDIZxo0bJ7Uxx7rz119/4YMPPkDdunVhaWkJT09PnDp1SuoXQmDGjBlwcnKCpaUl/Pz8cOXKFY05srKyEBwcDKVSCRsbG4SGhuLhw4caY86fP49u3brBwsICLi4uiIyMNMj+VQdFRUWYPn063NzcYGlpiSZNmmDu3Lka77ZinrWXkJCAN954A87OzpDJZNi9e7dGvyFzumPHDri7u8PCwgKenp7Yu3dv5XZKUJXYtm2bMDc3F+vXrxcXL14Uw4cPFzY2NiIjI6OqQ6u2AgICxIYNG0RKSopITk4W/fr1Ew0bNhQPHz6UxowcOVK4uLiI/fv3i1OnTonOnTuLLl26SP2FhYWiVatWws/PT5w9e1bs3btX1KtXT0ydOlUac/36dWFlZSUiIiLEb7/9JlauXClMTU1FTEyMQfe3qp04cUI0atRItG7dWowdO1ZqZ451IysrS7i6uophw4aJpKQkcf36dREbGyuuXr0qjVm4cKGwtrYWu3fvFufOnRNvvvmmcHNzE48fP5bG9OnTR7Rp00YcP35cHDlyRDRt2lS89957Uv/9+/eFg4ODCA4OFikpKWLr1q3C0tJSfPXVVwbd36oyf/58UbduXbFnzx5x48YNsWPHDlG7dm2xYsUKaQzzrL29e/eKzz77TOzcuVMAELt27dLoN1ROjx07JkxNTUVkZKT47bffxLRp04RcLhcXLlzQep9YEFWRTp06ibCwMGm5qKhIODs7iwULFlRhVDVLZmamACAOHz4shBAiJydHyOVysWPHDmnMpUuXBACRmJgohHj6Q2xiYiLS09OlMatXrxZKpVLk5+cLIYSYNGmS8PDw0NjW4MGDRUBAgL53qdp48OCBaNasmYiPjxc9evSQCiLmWHcmT54sunbtWma/Wq0Wjo6OYvHixVJbTk6OUCgUYuvWrUIIIX777TcBQJw8eVIa88svvwiZTCb++usvIYQQX375pbC1tZVyX7zt5s2b63qXqqX+/fuLjz76SKNt4MCBIjg4WAjBPOvC8wWRIXP67rvviv79+2vE4+3tLT7++GOt94OnzKpAQUEBTp8+DT8/P6nNxMQEfn5+SExMrMLIapb79+8DAOzs7AAAp0+fhkql0siru7s7GjZsKOU1MTERnp6eGk8oDwgIQG5uLi5evCiNeXaO4jHG9LUJCwtD//79S+SBOdadH3/8EV5eXnjnnXdgb2+Pdu3a4euvv5b6b9y4gfT0dI08WVtbw9vbWyPXNjY28PLyksb4+fnBxMQESUlJ0pju3bvD3NxcGhMQEIDU1FRkZ2frezerXJcuXbB//35cvnwZAHDu3DkcPXoUffv2BcA864Mhc6rL3yUsiKrA3bt3UVRUVOK1IQ4ODkhPT6+iqGoWtVqNcePG4bXXXkOrVq0AAOnp6TA3Ny/xIt5n85qenl5q3ov7yhuTm5uLx48f62N3qpVt27bhzJkzWLBgQYk+5lh3rl+/jtWrV6NZs2aIjY3FqFGjMGbMGGzatAnAf3NV3u+J9PR02Nvba/SbmZnBzs5Oq6/Hy2zKlCkICgqCu7s75HI52rVrh3HjxiE4OBgA86wPhsxpWWMqk3OjenUHvTzCwsKQkpKCo0ePVnUoL5U//vgDY8eORXx8PCwsLKo6nJeaWq2Gl5cXPv/8cwBAu3btkJKSgjVr1iAkJKSKo3t5bN++HZs3b8aWLVvg4eGB5ORkjBs3Ds7OzswzaeARoipQr149mJqalrgzJyMjA46OjlUUVc0RHh6OPXv24ODBg2jQoIHU7ujoiIKCAuTk5GiMfzavjo6Opea9uK+8MUqlEpaWlrrenWrl9OnTyMzMRPv27WFmZgYzMzMcPnwY0dHRMDMzg4ODA3OsI05OTmjZsqVGW4sWLZCWlgbgv7kq7/eEo6MjMjMzNfoLCwuRlZWl1dfjZTZx4kTpKJGnpyeGDBmC8ePHS0dAmWfdM2ROyxpTmZyzIKoC5ubm6NChA/bv3y+1qdVq7N+/Hz4+PlUYWfUmhEB4eDh27dqFAwcOwM3NTaO/Q4cOkMvlGnlNTU1FWlqalFcfHx9cuHBB4wcxPj4eSqVS+uPk4+OjMUfxGGP42vj6+uLChQtITk6WPl5eXggODpb+zRzrxmuvvVbisRGXL1+Gq6srAMDNzQ2Ojo4aecrNzUVSUpJGrnNycnD69GlpzIEDB6BWq+Ht7S2NSUhIgEqlksbEx8ejefPmsLW11dv+VRd5eXkwMdH8U2dqagq1Wg2AedYHQ+ZUp79LtL4Mm3Ri27ZtQqFQiI0bN4rffvtNjBgxQtjY2GjcmUOaRo0aJaytrcWhQ4fEnTt3pE9eXp40ZuTIkaJhw4biwIED4tSpU8LHx0f4+PhI/cW3hPv7+4vk5GQRExMj6tevX+ot4RMnThSXLl0Sq1atMrpbwp/17F1mQjDHunLixAlhZmYm5s+fL65cuSI2b94srKysxLfffiuNWbhwobCxsRH/+c9/xPnz58WAAQNKvXW5Xbt2IikpSRw9elQ0a9ZM49blnJwc4eDgIIYMGSJSUlLEtm3bhJWV1Ut7O/jzQkJCxCuvvCLddr9z505Rr149MWnSJGkM86y9Bw8eiLNnz4qzZ88KAGLZsmXi7Nmz4tatW0IIw+X02LFjwszMTCxZskRcunRJzJw5k7fd10QrV64UDRs2FObm5qJTp07i+PHjVR1StQag1M+GDRukMY8fPxaffPKJsLW1FVZWVuKtt94Sd+7c0Zjn5s2bom/fvsLS0lLUq1dPTJgwQahUKo0xBw8eFG3bthXm5uaicePGGtswNs8XRMyx7vz000+iVatWQqFQCHd3d7F27VqNfrVaLaZPny4cHByEQqEQvr6+IjU1VWPMvXv3xHvvvSdq164tlEql+PDDD8WDBw80xpw7d0507dpVKBQK8corr4iFCxfqfd+qi9zcXDF27FjRsGFDYWFhIRo3biw+++wzjVu5mWftHTx4sNTfxyEhIUIIw+Z0+/bt4tVXXxXm5ubCw8ND/Pzzz5XaJ5kQzzyuk4iIiMgI8RoiIiIiMnosiIiIiMjosSAiIiIio8eCiIiIiIweCyIiIiIyeiyIiIiIyOixICIiIiKjx4KIqIbr2bMnxo0bV9Vh1CjDhg1DYGCg3rfTvXt3bNmyRe/bqQrp6eno3bs3atWqBRsbmzLHBQUFYenSpYYLjKiSWBARVXPDhg2DTCYr8bl69WpVhyZJTEyEqakp+vfvX6Vx3Lx5UyNH5ubmaNq0KebNm4dnn0G7YsUKbNy4Ua+x/Pjjj8jIyEBQUJDU1rNnzxJfx5EjR2qsl5aWhv79+8PKygr29vaYOHEiCgsLNcYcOnQI7du3h0KhQNOmTfW+L6VZvnw57ty5g+TkZFy+fBmHDh2CTCYr8eLfadOmYf78+bh//77BYyTSBgsiohqgT58+uHPnjsbn+Zfb6lNBQUG5/evWrcPo0aORkJCA27dvlztWCFHiD7yu7du3D3fu3MGVK1cwe/ZszJ8/H+vXr5f6ra2tyz2qoQvR0dH48MMPS7xYdPjw4Rpfx8jISKmvqKgI/fv3R0FBAX799Vds2rQJGzduxIwZM6QxN27cQP/+/dGrVy8kJydj3Lhx+Oc//4nY2Fi97s/zrl27hg4dOqBZs2awt7cvc1yrVq3QpEkTfPvttwaMjqgSKvXCDyIymJCQEDFgwIAy+59/11hWVpYYMmSIsLGxEZaWlqJPnz7i8uXLGut8//33omXLlsLc3Fy4urqKJUuWaPS7urqKOXPmiCFDhog6depI7ycqzYMHD0Tt2rXF77//LgYPHizmz5+v0V/8zqO9e/eK9u3bC7lcLg4ePCiKiorE559/Lho1aiQsLCxE69atxY4dO6T1CgsLxUcffST1v/rqqyIqKqrcXN24cUMAEGfPntVo9/X1FZ988om0/HxOe/ToIUaPHi0mTpwobG1thYODg5g5c6bUr1arxcyZM4WLi4swNzcXTk5OYvTo0WXGkZmZKWQymUhJSdFof/5r9by9e/cKExMTjZc8r169WiiVSundW5MmTRIeHh4a6w0ePFgEBASUOe/NmzfF66+/LmxsbISVlZVo2bKlxvuefv75Z9GsWTNhYWEhevbsKTZs2CAAiOzs7FLnc3V1LfH+KpTxTishhJg9e7bo2rVrmfERVQcsiIiqOW0LojfffFO0aNFCJCQkiOTkZBEQECCaNm0qCgoKhBBCnDp1SpiYmIg5c+aI1NRUsWHDBmFpaanxclVXV1ehVCrFkiVLxNWrV8XVq1fL3P66deuEl5eXEOLpy0qbNGki1Gq11F9cELVu3VrExcWJq1evinv37ol58+YJd3d3ERMTI65duyY2bNggFAqFOHTokBBCiIKCAjFjxgxx8uRJcf36dfHtt98KKysr8d1335UZS2kF0cmTJ4WNjY3YtGlTmTnt0aOHUCqVYtasWeLy5cti06ZNQiaTibi4OCGEEDt27BBKpVLs3btX3Lp1SyQlJZV4Eeuzdu7cKWrVqiWKioo02nv06CHq1asn6tatKzw8PMSUKVPEo0ePpP7p06eLNm3aaKxz/fp1AUCcOXNGCCFEt27dShRV69evF0qlssx4+vfvL3r37i3Onz8vrl27Jn766Sdx+PBhIYQQaWlpQqFQiIiICPH777+Lb7/9Vjg4OJRbEGVmZoo+ffqId999V9y5c0fk5OSIH374QQAQqampUluxX375RZibm4snT56UGSNRVWNBRFTNhYSECFNTU1GrVi3p8/bbb0v9zxZEly9fFgDEsWPHpP67d+8KS0tLsX37diGEEO+//77o3bu3xjYmTpwoWrZsKS27urqKwMDACsXXpUsX6ciNSqUS9erVEwcPHpT6iwui3bt3S21PnjwRVlZW4tdff9WYKzQ0VLz33ntlbissLEwMGjSozP7igsjS0lLUqlVLyOVyAUCMGDFCY1xpBdHzRzA6duwoJk+eLIQQYunSpeLVV1+VisoXWb58uWjcuHGJ9q+++krExMSI8+fPi2+//Va88sor4q233pL6hw8fLvz9/TXWefTokXSETQghmjVrJj7//HONMT///LMAIPLy8kqNx9PTU8yaNavUvqlTp2p87YUQYvLkyeUWREIIMWDAAI2jQMVf59LWOXfunAAgbt68WeZ8RFXNzHAn54iosnr16oXVq1dLy7Vq1Sp13KVLl2BmZgZvb2+prW7dumjevDkuXbokjRkwYIDGeq+99hqioqJQVFQEU1NTAICXl9cL40pNTcWJEyewa9cuAICZmRkGDx6MdevWoWfPnhpjn53v6tWryMvLQ+/evTXGFBQUoF27dtLyqlWrsH79eqSlpeHx48coKChA27ZtXxjXd999hxYtWkClUiElJQWjR4+Gra0tFi5cWOY6rVu31lh2cnJCZmYmAOCdd95BVFQUGjdujD59+qBfv3544403YGZW+q/Qx48fw8LCokT7iBEjpH97enrCyckJvr6+uHbtGpo0afLC/aqsMWPGYNSoUYiLi4Ofnx8GDRok7e+lS5c0vl8AwMfHR6fbt7S0BADk5eXpdF4iXeJF1UQ1QK1atdC0aVPp4+TkZJBtvsi6detQWFgIZ2dnmJmZwczMDKtXr8YPP/xQ4q6iZ+d7+PAhAODnn39GcnKy9Pntt9/w/fffAwC2bduGTz/9FKGhoYiLi0NycjI+/PDDF17gDQAuLi5o2rQpWrRogXfeeQfjxo3D0qVL8eTJkzLXkcvlGssymQxqtVqaLzU1FV9++SUsLS3xySefoHv37lCpVKXOVa9ePWRnZ78wzuJCpPiOQUdHR2RkZGiMKV52dHQsd4xSqZQKj+f985//xPXr1zFkyBBcuHABXl5eWLly5Qvj05WsrCwAQP369Q22TSJtsSAieom0aNEChYWFSEpKktru3buH1NRUtGzZUhpz7NgxjfWOHTuGV199VTo6VBGFhYX45ptvsHTpUo2i5ty5c3B2dsbWrVvLXLdly5ZQKBRIS0vTKPSaNm0KFxcXKaYuXbrgk08+Qbt27dC0aVNcu3ZNm3RITE1NUVhYWKFiqiyWlpZ44403EB0djUOHDiExMREXLlwodWy7du2Qnp7+wqIoOTkZAKQC18fHBxcuXJCOTAFAfHw8lEql9PXz8fHB/v37NeaJj49/4VEdFxcXjBw5Ejt37sSECRPw9ddfA3j6/XDixAmNscePHy93rtKYm5sDeHqn3PNSUlLQoEED1KtXT+t5iQyFBRHRS6RZs2YYMGAAhg8fjqNHj+LcuXP44IMP8Morr0inySZMmID9+/dj7ty5uHz5MjZt2oQvvvgCn376qVbb2rNnD7KzsxEaGopWrVppfAYNGoR169aVuW6dOnXw6aefYvz48di0aROuXbuGM2fOYOXKldi0aZO0L6dOnUJsbCwuX76M6dOn4+TJkxWK7d69e0hPT8eff/6JX375BStWrECvXr2gVCq12sdiGzduxLp165CSkoLr16/j22+/haWlJVxdXUsd365dO9SrV0+j8Lx27Rrmzp2L06dP4+bNm/jxxx8xdOhQdO/eXTp95e/vj5YtW2LIkCE4d+4cYmNjMW3aNISFhUGhUAAARo4cievXr2PSpEn4/fff8eWXX2L79u0YP358mfGPGzcOsbGxuHHjBs6cOYODBw+iRYsW0nxXrlzBxIkTkZqaii1btpR4rtFff/0Fd3f3EoXTs1xdXSGTybBnzx78/fff0lFAADhy5Aj8/f3LTzJRVavqi5iIqHyVve3e2tpaWFpaioCAgDJvu5fL5aJhw4Zi8eLFGv2urq5i+fLl5cb1+uuvi379+pXal5SUJACIc+fOlXmxrVqtFlFRUaJ58+ZCLpeL+vXri4CAAOnupydPnohhw4YJa2trYWNjI0aNGiWmTJlS4i6sZxVfVF38MTU1FQ0aNBDDhw8XmZmZ0rjSLqp+/s6tZy8a3rVrl/D29hZKpVLUqlVLdO7cWezbt6/c/EyaNEkEBQVJy2lpaaJ79+7Czs5OKBQK0bRpUzFx4kRx//59jfVu3rwp+vbtKywtLUW9evXEhAkThEql0hhz8OBB0bZtW2Fubi4aN26scYdgacLDw0WTJk2EQqEQ9evXF0OGDBF3796V+n/66SfRtGlToVAoRLdu3cT69es1vmbFeX32YvnnL6oWQog5c+YIR0dHIZPJpL7Hjx8La2trkZiYWG6MRFVNJsQzj28lIiKdSE9Ph4eHB86cOVPmkaTq6tChQ+jVqxeys7P/5wdYrl69Grt27UJcXJxugiPSE54yIyLSA0dHR6xbtw5paWlVHUqVksvlBr2Am6iyeISIiIg06PIIEVFNwYKIiIiIjB5PmREREZHRY0FERERERo8FERERERk9FkRERERk9FgQERERkdFjQURERERGjwURERERGT0WRERERGT0WBARERGR0ft/XJgUIAu/TjIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "tcad.loc[tcad['situs_zip']=='78741','main_area'].hist(bins=list(range(0,10500,500)))\n",
    "plt.xlabel('Floor Area Bins (500 sq.ft)')\n",
    "plt.ylabel('Number of single family homes')\n",
    "plt.title('Low Income Zip Code (78741)')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'High Income Zip Code (78733)')"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tcad.loc[tcad['situs_zip']=='78733','main_area'].hist(bins=list(range(0,10500,500)))\n",
    "plt.xlabel('Floor Area Bins (500 sq.ft)')\n",
    "plt.ylabel('Number of single family homes')\n",
    "plt.title('High Income Zip Code (78733)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'ResStock (Austin)')"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "resstock_df_raw.loc[resstock_df_raw['in.city']=='TX, Austin','in.sqft'].hist(bins=list(range(0,10500,500)))\n",
    "plt.xlabel('Floor Area Bins (500 sq.ft)')\n",
    "plt.ylabel('Number of single family homes')\n",
    "plt.title('ResStock (Austin)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'ResStock (Texas)')"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "resstock_df_raw['in.sqft'].hist(bins=list(range(0,10500,500)))\n",
    "plt.xlabel('Floor Area Bins (500 sq.ft)')\n",
    "plt.ylabel('Number of single family homes')\n",
    "plt.title('ResStock (Texas)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>in.sqft</th>\n",
       "      <th>in.vintage</th>\n",
       "      <th>in.geometry_stories</th>\n",
       "      <th>in.geometry_floor_area</th>\n",
       "      <th>in.geometry_foundation_type</th>\n",
       "      <th>in.geometry_building_type_height</th>\n",
       "      <th>in.city</th>\n",
       "      <th>in.has_pv</th>\n",
       "      <th>in.cooling_setpoint</th>\n",
       "      <th>in.federal_poverty_level</th>\n",
       "      <th>in.income</th>\n",
       "      <th>in.roof_material</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bldg_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5240</th>\n",
       "      <td>1690.0</td>\n",
       "      <td>1990s</td>\n",
       "      <td>1</td>\n",
       "      <td>1500-1999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>76F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>120000-139999</td>\n",
       "      <td>Asphalt Shingles, Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103407</th>\n",
       "      <td>1690.0</td>\n",
       "      <td>1990s</td>\n",
       "      <td>1</td>\n",
       "      <td>1500-1999</td>\n",
       "      <td>Ambient</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>80F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>70000-79999</td>\n",
       "      <td>Wood Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141766</th>\n",
       "      <td>1690.0</td>\n",
       "      <td>1990s</td>\n",
       "      <td>1</td>\n",
       "      <td>1500-1999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>75F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>180000-199999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159446</th>\n",
       "      <td>1690.0</td>\n",
       "      <td>1990s</td>\n",
       "      <td>1</td>\n",
       "      <td>1500-1999</td>\n",
       "      <td>Vented Crawlspace</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>80F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>100000-119999</td>\n",
       "      <td>Asphalt Shingles, Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174254</th>\n",
       "      <td>1690.0</td>\n",
       "      <td>1990s</td>\n",
       "      <td>1</td>\n",
       "      <td>1500-1999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>72F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>80000-99999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293505</th>\n",
       "      <td>1690.0</td>\n",
       "      <td>1990s</td>\n",
       "      <td>1</td>\n",
       "      <td>1500-1999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>78F</td>\n",
       "      <td>200-300%</td>\n",
       "      <td>30000-34999</td>\n",
       "      <td>Wood Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338391</th>\n",
       "      <td>1690.0</td>\n",
       "      <td>1990s</td>\n",
       "      <td>1</td>\n",
       "      <td>1500-1999</td>\n",
       "      <td>Ambient</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>70F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>140000-159999</td>\n",
       "      <td>Asphalt Shingles, Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340680</th>\n",
       "      <td>1690.0</td>\n",
       "      <td>1990s</td>\n",
       "      <td>1</td>\n",
       "      <td>1500-1999</td>\n",
       "      <td>Ambient</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>70F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>200000+</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399937</th>\n",
       "      <td>1690.0</td>\n",
       "      <td>1990s</td>\n",
       "      <td>1</td>\n",
       "      <td>1500-1999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>72F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>100000-119999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435821</th>\n",
       "      <td>1690.0</td>\n",
       "      <td>1990s</td>\n",
       "      <td>1</td>\n",
       "      <td>1500-1999</td>\n",
       "      <td>Ambient</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>75F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>160000-179999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         in.sqft in.vintage in.geometry_stories in.geometry_floor_area  \\\n",
       "bldg_id                                                                  \n",
       "5240      1690.0      1990s                   1              1500-1999   \n",
       "103407    1690.0      1990s                   1              1500-1999   \n",
       "141766    1690.0      1990s                   1              1500-1999   \n",
       "159446    1690.0      1990s                   1              1500-1999   \n",
       "174254    1690.0      1990s                   1              1500-1999   \n",
       "...          ...        ...                 ...                    ...   \n",
       "293505    1690.0      1990s                   1              1500-1999   \n",
       "338391    1690.0      1990s                   1              1500-1999   \n",
       "340680    1690.0      1990s                   1              1500-1999   \n",
       "399937    1690.0      1990s                   1              1500-1999   \n",
       "435821    1690.0      1990s                   1              1500-1999   \n",
       "\n",
       "        in.geometry_foundation_type in.geometry_building_type_height  \\\n",
       "bldg_id                                                                \n",
       "5240                           Slab           Single-Family Detached   \n",
       "103407                      Ambient           Single-Family Detached   \n",
       "141766                         Slab           Single-Family Detached   \n",
       "159446            Vented Crawlspace           Single-Family Detached   \n",
       "174254                         Slab           Single-Family Detached   \n",
       "...                             ...                              ...   \n",
       "293505                         Slab           Single-Family Detached   \n",
       "338391                      Ambient           Single-Family Detached   \n",
       "340680                      Ambient           Single-Family Detached   \n",
       "399937                         Slab           Single-Family Detached   \n",
       "435821                      Ambient           Single-Family Detached   \n",
       "\n",
       "            in.city in.has_pv in.cooling_setpoint in.federal_poverty_level  \\\n",
       "bldg_id                                                                      \n",
       "5240     TX, Austin        No                 76F                    400%+   \n",
       "103407   TX, Austin        No                 80F                    400%+   \n",
       "141766   TX, Austin        No                 75F                    400%+   \n",
       "159446   TX, Austin        No                 80F                    400%+   \n",
       "174254   TX, Austin        No                 72F                    400%+   \n",
       "...             ...       ...                 ...                      ...   \n",
       "293505   TX, Austin        No                 78F                 200-300%   \n",
       "338391   TX, Austin        No                 70F                    400%+   \n",
       "340680   TX, Austin        No                 70F                    400%+   \n",
       "399937   TX, Austin        No                 72F                    400%+   \n",
       "435821   TX, Austin        No                 75F                    400%+   \n",
       "\n",
       "             in.income          in.roof_material  \n",
       "bldg_id                                           \n",
       "5240     120000-139999  Asphalt Shingles, Medium  \n",
       "103407     70000-79999             Wood Shingles  \n",
       "141766   180000-199999      Composition Shingles  \n",
       "159446   100000-119999  Asphalt Shingles, Medium  \n",
       "174254     80000-99999      Composition Shingles  \n",
       "...                ...                       ...  \n",
       "293505     30000-34999             Wood Shingles  \n",
       "338391   140000-159999  Asphalt Shingles, Medium  \n",
       "340680         200000+      Composition Shingles  \n",
       "399937   100000-119999      Composition Shingles  \n",
       "435821   160000-179999      Composition Shingles  \n",
       "\n",
       "[13 rows x 12 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resstock[(resstock['in.vintage']=='1990s') & (resstock['in.geometry_stories']=='1') & (resstock['in.geometry_floor_area']=='1500-1999')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Start matching results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check to see what roofing types ResStock has."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['COMPOSITIO', 'TILE', 'METAL', 'WOOD SHING', NaN, 'OTHER', 'BUILT-UP']\n",
       "Categories (170, object): ['07', '08', '09', '1', ..., 'UQ', 'W', 'WOOD POST', 'WOOD SHING']"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tcad['Roof Covering'].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Resstock does not have 2020s vintage."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['2000s', '1980s', '1990s', '1970s', '1960s', '2010s', '1950s',\n",
       "       '<1940', '1940s'], dtype=object)"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resstock['in.vintage'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Asphalt Shingles, Medium', 'Composition Shingles',\n",
       "       'Wood Shingles', 'Metal, Dark', 'Tile, Clay or Ceramic',\n",
       "       'Tile, Concrete', 'Slate'], dtype=object)"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resstock['in.roof_material'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['SLAB', NaN, 'PIER AND B', 'BLOCKS', 'WOOD POST', 'OTHER']\n",
       "Categories (170, object): ['07', '08', '09', '1', ..., 'UQ', 'W', 'WOOD POST', 'WOOD SHING']"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tcad['Foundation'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Slab', 'Vented Crawlspace', 'Ambient', 'Unvented Crawlspace'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resstock['in.geometry_foundation_type'].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We combine the 'Tile, clay or ceramic' and the 'Tile, concrete' labels from ResStock into  'Tile, all' to make matching easier."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "def find_vintage(yr):\n",
    "    if yr < 1940:\n",
    "        return '<1940'\n",
    "    elif yr > 2010:\n",
    "        return '2010s'\n",
    "    else:\n",
    "        return f'{int(yr/10)}0s'  # Buildings in 2020s get mapped to 2010s\n",
    "    \n",
    "def find_area_bin(tcad_area):\n",
    "    # RESTOCK has no buildings from 3500-8000\n",
    "    if tcad_area>=6000:\n",
    "        return '4000+'\n",
    "    elif tcad_area>=3000:\n",
    "        return '3000-3999'\n",
    "    elif tcad_area >=1000:\n",
    "        n=int((tcad_area-1000)/500)*500+1000\n",
    "        return f'{n}-{n+499}'\n",
    "    elif tcad_area >=500:\n",
    "        n=int((tcad_area-500)/250)*250+500\n",
    "        return f'{n}-{n+249}'\n",
    "    else:\n",
    "        return '0-499'\n",
    "\n",
    "def find_foundation(tcad_foundation):\n",
    "    foundation_map = {\n",
    "        'SLAB':'Slab',\n",
    "        'PIER AND B':'Ambient',\n",
    "        'WOOD POST':'Ambient'\n",
    "    }\n",
    "    return foundation_map.get(tcad_foundation,None)\n",
    "\n",
    "# On the restock dataframe, combine the two types of tiles into one category\n",
    "resstock['in.roof_material'] = resstock['in.roof_material'].replace('Tile, Clay or Ceramic','Tile, all').replace('Tile, Concrete','Tile, all')\n",
    "\n",
    "def find_roof_material(tcad_material):\n",
    "    tcad_resstock_roof = {\n",
    "        'COMPOSITIO':'Composition Shingles',\n",
    "        'WOOD SHING':'Wood Shingles',\n",
    "        'METAL':'Metal, Dark',\n",
    "        'TILE':'Tile, all'\n",
    "    }\n",
    "    return tcad_resstock_roof.get(tcad_material,None)\n",
    "\n",
    "tcad['vintage']=tcad['yr_built'].apply(find_vintage)\n",
    "tcad['geometry_floor_area']=tcad['main_area'].apply(find_area_bin)\n",
    "tcad['geometry_foundation_type']=tcad['Foundation'].apply(find_foundation)\n",
    "tcad['roof_material']=tcad['Roof Covering'].apply(find_roof_material)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Matching order (if dataframe empty, fallback to next step)\n",
    "1. Year & Num Floors & Area & Foundation & Roof\n",
    "2. Year & Num Floors & Area & Roof\n",
    "3. Year & Num Floors & Area & Foundation\n",
    "4. Year & Area \n",
    "5. Year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "def search(tcad):\n",
    "    mask1 = (resstock['in.vintage']==tcad['vintage']) \n",
    "    mask2 = (resstock['in.geometry_stories']==str(tcad['num_floors'])) \n",
    "    mask3 = (resstock['in.geometry_floor_area']==tcad['geometry_floor_area'])\n",
    "    mask4 = (resstock['in.geometry_foundation_type']==tcad['geometry_foundation_type'])\n",
    "    mask5 = (resstock['in.roof_material']==tcad['roof_material'])\n",
    "\n",
    "    # Priority is top to bottom\n",
    "    mask_combos = [\n",
    "        (mask1&mask2&mask3&mask4&mask5),\n",
    "        (mask1&mask2&mask3&mask5),\n",
    "        (mask1&mask2&mask3&mask4),\n",
    "        (mask1&mask2&mask3),\n",
    "        (mask1&mask3),\n",
    "        (mask1)\n",
    "    ]\n",
    "    for attempt in mask_combos:\n",
    "        df = resstock[attempt]\n",
    "        if not df.empty:\n",
    "            return df\n",
    "    return resstock[mask1]\n",
    "    \n",
    "tcad['resstock'] = tcad.apply(search,axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>prop_id</th>\n",
       "      <th>imprv_id</th>\n",
       "      <th>prop_val_yr_x</th>\n",
       "      <th>situs_num</th>\n",
       "      <th>situs_street_prefx</th>\n",
       "      <th>situs_street</th>\n",
       "      <th>situs_street_suffix</th>\n",
       "      <th>situs_unit</th>\n",
       "      <th>situs_city</th>\n",
       "      <th>situs_zip</th>\n",
       "      <th>appraised_val</th>\n",
       "      <th>HVAC_area</th>\n",
       "      <th>1ST_floor_area</th>\n",
       "      <th>2ND_floor_area</th>\n",
       "      <th>3RD_floor_area</th>\n",
       "      <th>4TH_floor_area</th>\n",
       "      <th>num_floors</th>\n",
       "      <th>highest_floor</th>\n",
       "      <th>main_area</th>\n",
       "      <th>yr_built</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>Grade Factor</th>\n",
       "      <th>Roof Covering</th>\n",
       "      <th>Roof Style</th>\n",
       "      <th>Shape Factor</th>\n",
       "      <th>land_acres</th>\n",
       "      <th>imprv_val</th>\n",
       "      <th>imprv_state_cd_y</th>\n",
       "      <th>abs_subdv_cd</th>\n",
       "      <th>hood_cd</th>\n",
       "      <th>block</th>\n",
       "      <th>land_hstd_val</th>\n",
       "      <th>land_non_hstd_val</th>\n",
       "      <th>imprv_hstd_val</th>\n",
       "      <th>imprv_non_hstd_val</th>\n",
       "      <th>market_value</th>\n",
       "      <th>ten_percent_cap</th>\n",
       "      <th>assessed_val</th>\n",
       "      <th>imprv_homesite</th>\n",
       "      <th>imprv_homesite_pct</th>\n",
       "      <th>en_exempt</th>\n",
       "      <th>pc_exempt</th>\n",
       "      <th>so_exempt</th>\n",
       "      <th>eco_exempt</th>\n",
       "      <th>vintage</th>\n",
       "      <th>geometry_floor_area</th>\n",
       "      <th>geometry_foundation_type</th>\n",
       "      <th>roof_material</th>\n",
       "      <th>resstock</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>108470</td>\n",
       "      <td>5232774</td>\n",
       "      <td>2023</td>\n",
       "      <td>3107</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT O WOODS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AUSTIN</td>\n",
       "      <td>78733</td>\n",
       "      <td>1907098</td>\n",
       "      <td>4295</td>\n",
       "      <td>3337</td>\n",
       "      <td>958</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2ND</td>\n",
       "      <td>4295</td>\n",
       "      <td>1997</td>\n",
       "      <td>SLAB</td>\n",
       "      <td>G</td>\n",
       "      <td>COMPOSITIO</td>\n",
       "      <td>GABLE</td>\n",
       "      <td>I</td>\n",
       "      <td>9000</td>\n",
       "      <td>1457098</td>\n",
       "      <td>A1</td>\n",
       "      <td>S04676</td>\n",
       "      <td>N6000</td>\n",
       "      <td>E</td>\n",
       "      <td>450000</td>\n",
       "      <td>0</td>\n",
       "      <td>1457098</td>\n",
       "      <td>0</td>\n",
       "      <td>1907098</td>\n",
       "      <td>597771</td>\n",
       "      <td>1309327</td>\n",
       "      <td>Y</td>\n",
       "      <td>100.0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>1990s</td>\n",
       "      <td>3000-3999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Composition Shingles</td>\n",
       "      <td>in.sqft in.vintage in.geometry_storie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>108472</td>\n",
       "      <td>5232776</td>\n",
       "      <td>2023</td>\n",
       "      <td>3103</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT O WOODS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78733</td>\n",
       "      <td>3404582</td>\n",
       "      <td>4824</td>\n",
       "      <td>4824</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1ST</td>\n",
       "      <td>4824</td>\n",
       "      <td>1997</td>\n",
       "      <td>SLAB</td>\n",
       "      <td>A</td>\n",
       "      <td>TILE</td>\n",
       "      <td>HIP</td>\n",
       "      <td>I</td>\n",
       "      <td>26400</td>\n",
       "      <td>2585582</td>\n",
       "      <td>A1</td>\n",
       "      <td>S04676</td>\n",
       "      <td>N6000</td>\n",
       "      <td>E</td>\n",
       "      <td>819000</td>\n",
       "      <td>0</td>\n",
       "      <td>2585582</td>\n",
       "      <td>0</td>\n",
       "      <td>3404582</td>\n",
       "      <td>1247031</td>\n",
       "      <td>2157551</td>\n",
       "      <td>Y</td>\n",
       "      <td>100.0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>1990s</td>\n",
       "      <td>3000-3999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Tile, all</td>\n",
       "      <td>in.sqft in.vintage in.geometry_storie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>113905</td>\n",
       "      <td>5237403</td>\n",
       "      <td>2023</td>\n",
       "      <td>3001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CREEKS EDGE</td>\n",
       "      <td>PKWY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AUSTIN</td>\n",
       "      <td>78733</td>\n",
       "      <td>1869601</td>\n",
       "      <td>4647</td>\n",
       "      <td>3487</td>\n",
       "      <td>1160</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2ND</td>\n",
       "      <td>4647</td>\n",
       "      <td>1987</td>\n",
       "      <td>SLAB</td>\n",
       "      <td>A</td>\n",
       "      <td>METAL</td>\n",
       "      <td>HIP</td>\n",
       "      <td>I</td>\n",
       "      <td>9981</td>\n",
       "      <td>1576604</td>\n",
       "      <td>A1</td>\n",
       "      <td>S00955</td>\n",
       "      <td>N7000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>500500</td>\n",
       "      <td>0</td>\n",
       "      <td>1369101</td>\n",
       "      <td>0</td>\n",
       "      <td>1869601</td>\n",
       "      <td>720989</td>\n",
       "      <td>1148612</td>\n",
       "      <td>Y</td>\n",
       "      <td>100.0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>1980s</td>\n",
       "      <td>3000-3999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Metal, Dark</td>\n",
       "      <td>in.sqft in.vintage in.geometry_storie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>113907</td>\n",
       "      <td>5237404</td>\n",
       "      <td>2023</td>\n",
       "      <td>3005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CREEKS EDGE</td>\n",
       "      <td>PKWY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AUSTIN</td>\n",
       "      <td>78733</td>\n",
       "      <td>1467199</td>\n",
       "      <td>2649</td>\n",
       "      <td>1424</td>\n",
       "      <td>1225</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2ND</td>\n",
       "      <td>2649</td>\n",
       "      <td>1990</td>\n",
       "      <td>SLAB</td>\n",
       "      <td>A</td>\n",
       "      <td>COMPOSITIO</td>\n",
       "      <td>GABLE</td>\n",
       "      <td>I</td>\n",
       "      <td>3298</td>\n",
       "      <td>1082199</td>\n",
       "      <td>A1</td>\n",
       "      <td>S00955</td>\n",
       "      <td>N7000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>385000</td>\n",
       "      <td>0</td>\n",
       "      <td>1082199</td>\n",
       "      <td>0</td>\n",
       "      <td>1467199</td>\n",
       "      <td>508996</td>\n",
       "      <td>958203</td>\n",
       "      <td>Y</td>\n",
       "      <td>100.0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>1990s</td>\n",
       "      <td>2500-2999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Composition Shingles</td>\n",
       "      <td>in.sqft in.vintage in.geometry_storie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>113908</td>\n",
       "      <td>5237405</td>\n",
       "      <td>2023</td>\n",
       "      <td>3007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CREEKS EDGE</td>\n",
       "      <td>PKWY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AUSTIN</td>\n",
       "      <td>78733</td>\n",
       "      <td>1534618</td>\n",
       "      <td>3723</td>\n",
       "      <td>1748</td>\n",
       "      <td>1628</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2ND</td>\n",
       "      <td>3376</td>\n",
       "      <td>1990</td>\n",
       "      <td>SLAB</td>\n",
       "      <td>G</td>\n",
       "      <td>METAL</td>\n",
       "      <td>GABLE</td>\n",
       "      <td>U</td>\n",
       "      <td>3181</td>\n",
       "      <td>1316118</td>\n",
       "      <td>A1</td>\n",
       "      <td>S00955</td>\n",
       "      <td>N7000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>385000</td>\n",
       "      <td>0</td>\n",
       "      <td>1149618</td>\n",
       "      <td>0</td>\n",
       "      <td>1534618</td>\n",
       "      <td>519997</td>\n",
       "      <td>1014621</td>\n",
       "      <td>Y</td>\n",
       "      <td>100.0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>1990s</td>\n",
       "      <td>3000-3999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Metal, Dark</td>\n",
       "      <td>in.sqft in.vintage in.geometry_storie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6426</th>\n",
       "      <td>971361</td>\n",
       "      <td>5783031</td>\n",
       "      <td>2023</td>\n",
       "      <td>6206</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FELIX</td>\n",
       "      <td>AVE</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78741</td>\n",
       "      <td>227236</td>\n",
       "      <td>919</td>\n",
       "      <td>447</td>\n",
       "      <td>472</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2ND</td>\n",
       "      <td>919</td>\n",
       "      <td>2022</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>509</td>\n",
       "      <td>189236</td>\n",
       "      <td>A4</td>\n",
       "      <td>C05216</td>\n",
       "      <td>F131CP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>38000</td>\n",
       "      <td>0</td>\n",
       "      <td>189236</td>\n",
       "      <td>227236</td>\n",
       "      <td>0</td>\n",
       "      <td>227236</td>\n",
       "      <td>N</td>\n",
       "      <td>100.0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>2010s</td>\n",
       "      <td>750-999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>in.sqft in.vintage in.geometry_storie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6427</th>\n",
       "      <td>971372</td>\n",
       "      <td>5783040</td>\n",
       "      <td>2023</td>\n",
       "      <td>6215</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HOGAN</td>\n",
       "      <td>AVE</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78741</td>\n",
       "      <td>519224</td>\n",
       "      <td>1878</td>\n",
       "      <td>949</td>\n",
       "      <td>929</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2ND</td>\n",
       "      <td>1878</td>\n",
       "      <td>2022</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1122</td>\n",
       "      <td>455224</td>\n",
       "      <td>A4</td>\n",
       "      <td>C05217</td>\n",
       "      <td>F131CP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>64000</td>\n",
       "      <td>455224</td>\n",
       "      <td>0</td>\n",
       "      <td>519224</td>\n",
       "      <td>0</td>\n",
       "      <td>519224</td>\n",
       "      <td>Y</td>\n",
       "      <td>100.0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>2010s</td>\n",
       "      <td>1500-1999</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>in.sqft in.vintage in.geometry_storie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6428</th>\n",
       "      <td>971373</td>\n",
       "      <td>5783044</td>\n",
       "      <td>2023</td>\n",
       "      <td>6215</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HOGAN</td>\n",
       "      <td>AVE</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78741</td>\n",
       "      <td>278006</td>\n",
       "      <td>1092</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2ND</td>\n",
       "      <td>1092</td>\n",
       "      <td>2022</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>631</td>\n",
       "      <td>242006</td>\n",
       "      <td>A4</td>\n",
       "      <td>C05217</td>\n",
       "      <td>F131CP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>36000</td>\n",
       "      <td>242006</td>\n",
       "      <td>0</td>\n",
       "      <td>278006</td>\n",
       "      <td>0</td>\n",
       "      <td>278006</td>\n",
       "      <td>Y</td>\n",
       "      <td>100.0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>2010s</td>\n",
       "      <td>1000-1499</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>in.sqft in.vintage in.geometry_storie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6429</th>\n",
       "      <td>974334</td>\n",
       "      <td>5784149</td>\n",
       "      <td>2023</td>\n",
       "      <td>6215</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CLUB</td>\n",
       "      <td>TER</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78741</td>\n",
       "      <td>585314</td>\n",
       "      <td>1576</td>\n",
       "      <td>1576</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1ST</td>\n",
       "      <td>1576</td>\n",
       "      <td>1963</td>\n",
       "      <td>SLAB</td>\n",
       "      <td>A</td>\n",
       "      <td>COMPOSITIO</td>\n",
       "      <td>GABLE</td>\n",
       "      <td>L</td>\n",
       "      <td>1467</td>\n",
       "      <td>528314</td>\n",
       "      <td>A4</td>\n",
       "      <td>C04893</td>\n",
       "      <td>F1D7C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>57000</td>\n",
       "      <td>0</td>\n",
       "      <td>528314</td>\n",
       "      <td>0</td>\n",
       "      <td>585314</td>\n",
       "      <td>0</td>\n",
       "      <td>585314</td>\n",
       "      <td>Y</td>\n",
       "      <td>100.0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>1960s</td>\n",
       "      <td>1500-1999</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Composition Shingles</td>\n",
       "      <td>in.sqft in.vintage in.geometry_storie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6430</th>\n",
       "      <td>974335</td>\n",
       "      <td>5784145</td>\n",
       "      <td>2023</td>\n",
       "      <td>1012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MONTOPOLIS</td>\n",
       "      <td>DR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78741</td>\n",
       "      <td>43000</td>\n",
       "      <td>1130</td>\n",
       "      <td>564</td>\n",
       "      <td>566</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2ND</td>\n",
       "      <td>1130</td>\n",
       "      <td>2022</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1106</td>\n",
       "      <td>0</td>\n",
       "      <td>A4</td>\n",
       "      <td>C04893</td>\n",
       "      <td>F1D7C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>43000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>43000</td>\n",
       "      <td>0</td>\n",
       "      <td>43000</td>\n",
       "      <td>Y</td>\n",
       "      <td>100.0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>2010s</td>\n",
       "      <td>1000-1499</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>in.sqft in.vintage in.geometry_storie...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6419 rows × 49 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      prop_id  imprv_id  prop_val_yr_x situs_num situs_street_prefx  \\\n",
       "0      108470   5232774           2023      3107                NaN   \n",
       "1      108472   5232776           2023      3103                NaN   \n",
       "2      113905   5237403           2023      3001                NaN   \n",
       "3      113907   5237404           2023      3005                NaN   \n",
       "4      113908   5237405           2023      3007                NaN   \n",
       "...       ...       ...            ...       ...                ...   \n",
       "6426   971361   5783031           2023      6206                NaN   \n",
       "6427   971372   5783040           2023      6215                NaN   \n",
       "6428   971373   5783044           2023      6215                NaN   \n",
       "6429   974334   5784149           2023      6215                NaN   \n",
       "6430   974335   5784145           2023      1012                NaN   \n",
       "\n",
       "       situs_street situs_street_suffix situs_unit situs_city situs_zip  \\\n",
       "0     POINT O WOODS                 NaN        NaN     AUSTIN     78733   \n",
       "1     POINT O WOODS                 NaN        NaN        NaN     78733   \n",
       "2       CREEKS EDGE                PKWY        NaN     AUSTIN     78733   \n",
       "3       CREEKS EDGE                PKWY        NaN     AUSTIN     78733   \n",
       "4       CREEKS EDGE                PKWY        NaN     AUSTIN     78733   \n",
       "...             ...                 ...        ...        ...       ...   \n",
       "6426          FELIX                 AVE          B        NaN     78741   \n",
       "6427          HOGAN                 AVE          A        NaN     78741   \n",
       "6428          HOGAN                 AVE          B        NaN     78741   \n",
       "6429           CLUB                 TER        NaN        NaN     78741   \n",
       "6430     MONTOPOLIS                  DR        NaN        NaN     78741   \n",
       "\n",
       "      appraised_val  HVAC_area  1ST_floor_area  2ND_floor_area  \\\n",
       "0           1907098       4295            3337             958   \n",
       "1           3404582       4824            4824               0   \n",
       "2           1869601       4647            3487            1160   \n",
       "3           1467199       2649            1424            1225   \n",
       "4           1534618       3723            1748            1628   \n",
       "...             ...        ...             ...             ...   \n",
       "6426         227236        919             447             472   \n",
       "6427         519224       1878             949             929   \n",
       "6428         278006       1092             546             546   \n",
       "6429         585314       1576            1576               0   \n",
       "6430          43000       1130             564             566   \n",
       "\n",
       "      3RD_floor_area  4TH_floor_area  num_floors highest_floor  main_area  \\\n",
       "0                  0               0           2           2ND       4295   \n",
       "1                  0               0           1           1ST       4824   \n",
       "2                  0               0           2           2ND       4647   \n",
       "3                  0               0           2           2ND       2649   \n",
       "4                  0               0           2           2ND       3376   \n",
       "...              ...             ...         ...           ...        ...   \n",
       "6426               0               0           2           2ND        919   \n",
       "6427               0               0           2           2ND       1878   \n",
       "6428               0               0           2           2ND       1092   \n",
       "6429               0               0           1           1ST       1576   \n",
       "6430               0               0           2           2ND       1130   \n",
       "\n",
       "      yr_built Foundation Grade Factor Roof Covering Roof Style Shape Factor  \\\n",
       "0         1997       SLAB            G    COMPOSITIO      GABLE            I   \n",
       "1         1997       SLAB            A          TILE        HIP            I   \n",
       "2         1987       SLAB            A         METAL        HIP            I   \n",
       "3         1990       SLAB            A    COMPOSITIO      GABLE            I   \n",
       "4         1990       SLAB            G         METAL      GABLE            U   \n",
       "...        ...        ...          ...           ...        ...          ...   \n",
       "6426      2022        NaN          NaN           NaN        NaN          NaN   \n",
       "6427      2022        NaN          NaN           NaN        NaN          NaN   \n",
       "6428      2022        NaN          NaN           NaN        NaN          NaN   \n",
       "6429      1963       SLAB            A    COMPOSITIO      GABLE            L   \n",
       "6430      2022        NaN          NaN           NaN        NaN          NaN   \n",
       "\n",
       "      land_acres  imprv_val imprv_state_cd_y abs_subdv_cd hood_cd block  \\\n",
       "0           9000    1457098               A1       S04676   N6000     E   \n",
       "1          26400    2585582               A1       S04676   N6000     E   \n",
       "2           9981    1576604               A1       S00955   N7000   NaN   \n",
       "3           3298    1082199               A1       S00955   N7000   NaN   \n",
       "4           3181    1316118               A1       S00955   N7000   NaN   \n",
       "...          ...        ...              ...          ...     ...   ...   \n",
       "6426         509     189236               A4       C05216  F131CP   NaN   \n",
       "6427        1122     455224               A4       C05217  F131CP   NaN   \n",
       "6428         631     242006               A4       C05217  F131CP   NaN   \n",
       "6429        1467     528314               A4       C04893   F1D7C   NaN   \n",
       "6430        1106          0               A4       C04893   F1D7C   NaN   \n",
       "\n",
       "      land_hstd_val  land_non_hstd_val  imprv_hstd_val  imprv_non_hstd_val  \\\n",
       "0            450000                  0         1457098                   0   \n",
       "1            819000                  0         2585582                   0   \n",
       "2            500500                  0         1369101                   0   \n",
       "3            385000                  0         1082199                   0   \n",
       "4            385000                  0         1149618                   0   \n",
       "...             ...                ...             ...                 ...   \n",
       "6426              0              38000               0              189236   \n",
       "6427              0              64000          455224                   0   \n",
       "6428              0              36000          242006                   0   \n",
       "6429          57000                  0          528314                   0   \n",
       "6430              0              43000               0                   0   \n",
       "\n",
       "      market_value  ten_percent_cap  assessed_val imprv_homesite  \\\n",
       "0          1907098           597771       1309327              Y   \n",
       "1          3404582          1247031       2157551              Y   \n",
       "2          1869601           720989       1148612              Y   \n",
       "3          1467199           508996        958203              Y   \n",
       "4          1534618           519997       1014621              Y   \n",
       "...            ...              ...           ...            ...   \n",
       "6426        227236                0        227236              N   \n",
       "6427        519224                0        519224              Y   \n",
       "6428        278006                0        278006              Y   \n",
       "6429        585314                0        585314              Y   \n",
       "6430         43000                0         43000              Y   \n",
       "\n",
       "      imprv_homesite_pct en_exempt pc_exempt so_exempt eco_exempt vintage  \\\n",
       "0                  100.0         F         F         F          F   1990s   \n",
       "1                  100.0         F         F         F          F   1990s   \n",
       "2                  100.0         F         F         F          F   1980s   \n",
       "3                  100.0         F         F         F          F   1990s   \n",
       "4                  100.0         F         F         F          F   1990s   \n",
       "...                  ...       ...       ...       ...        ...     ...   \n",
       "6426               100.0         F         F         F          F   2010s   \n",
       "6427               100.0         F         F         F          F   2010s   \n",
       "6428               100.0         F         F         F          F   2010s   \n",
       "6429               100.0         F         F         F          F   1960s   \n",
       "6430               100.0         F         F         F          F   2010s   \n",
       "\n",
       "     geometry_floor_area geometry_foundation_type         roof_material  \\\n",
       "0              3000-3999                     Slab  Composition Shingles   \n",
       "1              3000-3999                     Slab             Tile, all   \n",
       "2              3000-3999                     Slab           Metal, Dark   \n",
       "3              2500-2999                     Slab  Composition Shingles   \n",
       "4              3000-3999                     Slab           Metal, Dark   \n",
       "...                  ...                      ...                   ...   \n",
       "6426             750-999                      NaN                   NaN   \n",
       "6427           1500-1999                      NaN                   NaN   \n",
       "6428           1000-1499                      NaN                   NaN   \n",
       "6429           1500-1999                     Slab  Composition Shingles   \n",
       "6430           1000-1499                      NaN                   NaN   \n",
       "\n",
       "                                               resstock  \n",
       "0              in.sqft in.vintage in.geometry_storie...  \n",
       "1              in.sqft in.vintage in.geometry_storie...  \n",
       "2              in.sqft in.vintage in.geometry_storie...  \n",
       "3              in.sqft in.vintage in.geometry_storie...  \n",
       "4              in.sqft in.vintage in.geometry_storie...  \n",
       "...                                                 ...  \n",
       "6426           in.sqft in.vintage in.geometry_storie...  \n",
       "6427           in.sqft in.vintage in.geometry_storie...  \n",
       "6428           in.sqft in.vintage in.geometry_storie...  \n",
       "6429           in.sqft in.vintage in.geometry_storie...  \n",
       "6430           in.sqft in.vintage in.geometry_storie...  \n",
       "\n",
       "[6419 rows x 49 columns]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tcad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tcad['resstock_count'] = tcad['resstock'].apply(lambda df:len(df))\n",
    "tcad['resstock_count'].hist(bins=123)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of ResStock Matches')"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tcad.loc[tcad['situs_zip']=='78733','resstock_count'].value_counts().sort_index().plot(kind='bar')\n",
    "plt.ylabel('Number of Single Family Homes')\n",
    "plt.xlabel('Number of ResStock Matches')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of ResStock Matches')"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tcad.loc[tcad['situs_zip']=='78741','resstock_count'].value_counts().sort_index().plot(kind='bar')\n",
    "plt.ylabel('Number of Single Family Homes')\n",
    "plt.xlabel('Number of ResStock Matches')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1: 1761,\n",
       " 2: 610,\n",
       " 3: 209,\n",
       " 4: 1135,\n",
       " 5: 502,\n",
       " 6: 525,\n",
       " 7: 84,\n",
       " 8: 93,\n",
       " 9: 151,\n",
       " 10: 81,\n",
       " 11: 135,\n",
       " 12: 74,\n",
       " 13: 98,\n",
       " 14: 172,\n",
       " 15: 8,\n",
       " 16: 22,\n",
       " 17: 284,\n",
       " 18: 1,\n",
       " 19: 3,\n",
       " 20: 235,\n",
       " 21: 1,\n",
       " 22: 57,\n",
       " 23: 20,\n",
       " 26: 2,\n",
       " 32: 2,\n",
       " 37: 1,\n",
       " 41: 39,\n",
       " 47: 1,\n",
       " 49: 45,\n",
       " 56: 22,\n",
       " 64: 3,\n",
       " 67: 16,\n",
       " 74: 1,\n",
       " 87: 4,\n",
       " 121: 12,\n",
       " 123: 10}"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tcad['resstock_count'].value_counts().sort_index().to_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['in.bathroom_spot_vent_hour',\n",
       " 'in.bedrooms',\n",
       " 'in.ceiling_fan',\n",
       " 'in.clothes_dryer',\n",
       " 'in.clothes_washer',\n",
       " 'in.cooking_range',\n",
       " 'in.cooling_setpoint',\n",
       " 'in.cooling_setpoint_has_offset',\n",
       " 'in.cooling_setpoint_offset_magnitude',\n",
       " 'in.cooling_setpoint_offset_period',\n",
       " 'in.county_and_puma',\n",
       " 'in.dishwasher',\n",
       " 'in.ducts',\n",
       " 'in.geometry_garage',\n",
       " 'in.geometry_wall_exterior_finish',\n",
       " 'in.geometry_wall_type',\n",
       " 'in.heating_setpoint',\n",
       " 'in.heating_setpoint_has_offset',\n",
       " 'in.heating_setpoint_offset_magnitude',\n",
       " 'in.heating_setpoint_offset_period',\n",
       " 'in.hot_water_fixtures',\n",
       " 'in.hvac_cooling_efficiency',\n",
       " 'in.hvac_heating_efficiency',\n",
       " 'in.hvac_heating_type',\n",
       " 'in.hvac_heating_type_and_fuel',\n",
       " 'in.income',\n",
       " 'in.infiltration',\n",
       " 'in.insulation_slab',\n",
       " 'in.insulation_wall',\n",
       " 'in.lighting',\n",
       " 'in.misc_extra_refrigerator',\n",
       " 'in.misc_freezer',\n",
       " 'in.misc_pool',\n",
       " 'in.misc_pool_heater',\n",
       " 'in.misc_pool_pump',\n",
       " 'in.occupants',\n",
       " 'in.orientation',\n",
       " 'in.plug_load_diversity',\n",
       " 'in.puma',\n",
       " 'in.range_spot_vent_hour',\n",
       " 'in.usage_level',\n",
       " 'in.window_areas',\n",
       " 'in.windows']"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[col for col in temp.columns if (temp[col].nunique() > 1) and 'out.' not in col]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>in.sqft</th>\n",
       "      <th>in.vintage</th>\n",
       "      <th>in.geometry_stories</th>\n",
       "      <th>in.geometry_floor_area</th>\n",
       "      <th>in.geometry_foundation_type</th>\n",
       "      <th>in.geometry_building_type_height</th>\n",
       "      <th>in.city</th>\n",
       "      <th>in.has_pv</th>\n",
       "      <th>in.cooling_setpoint</th>\n",
       "      <th>in.federal_poverty_level</th>\n",
       "      <th>in.income</th>\n",
       "      <th>in.roof_material</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bldg_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3919</th>\n",
       "      <td>8194.0</td>\n",
       "      <td>2000s</td>\n",
       "      <td>2</td>\n",
       "      <td>4000+</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>78F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>200000+</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228270</th>\n",
       "      <td>8194.0</td>\n",
       "      <td>1950s</td>\n",
       "      <td>3</td>\n",
       "      <td>4000+</td>\n",
       "      <td>Vented Crawlspace</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>76F</td>\n",
       "      <td>300-400%</td>\n",
       "      <td>80000-99999</td>\n",
       "      <td>Asphalt Shingles, Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253740</th>\n",
       "      <td>8194.0</td>\n",
       "      <td>2000s</td>\n",
       "      <td>2</td>\n",
       "      <td>4000+</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>78F</td>\n",
       "      <td>200-300%</td>\n",
       "      <td>40000-44999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269239</th>\n",
       "      <td>8194.0</td>\n",
       "      <td>2010s</td>\n",
       "      <td>2</td>\n",
       "      <td>4000+</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>75F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>200000+</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304275</th>\n",
       "      <td>8194.0</td>\n",
       "      <td>2000s</td>\n",
       "      <td>2</td>\n",
       "      <td>4000+</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>80F</td>\n",
       "      <td>200-300%</td>\n",
       "      <td>80000-99999</td>\n",
       "      <td>Wood Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152271</th>\n",
       "      <td>8194.0</td>\n",
       "      <td>1980s</td>\n",
       "      <td>1</td>\n",
       "      <td>4000+</td>\n",
       "      <td>Vented Crawlspace</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>72F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>160000-179999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164835</th>\n",
       "      <td>8194.0</td>\n",
       "      <td>2000s</td>\n",
       "      <td>2</td>\n",
       "      <td>4000+</td>\n",
       "      <td>Vented Crawlspace</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>75F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>200000+</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169421</th>\n",
       "      <td>8194.0</td>\n",
       "      <td>1990s</td>\n",
       "      <td>2</td>\n",
       "      <td>4000+</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>75F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>160000-179999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109148</th>\n",
       "      <td>8194.0</td>\n",
       "      <td>1980s</td>\n",
       "      <td>2</td>\n",
       "      <td>4000+</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>78F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>120000-139999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540899</th>\n",
       "      <td>8194.0</td>\n",
       "      <td>1990s</td>\n",
       "      <td>2</td>\n",
       "      <td>4000+</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>78F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>200000+</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>39 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         in.sqft in.vintage in.geometry_stories in.geometry_floor_area  \\\n",
       "bldg_id                                                                  \n",
       "3919      8194.0      2000s                   2                  4000+   \n",
       "228270    8194.0      1950s                   3                  4000+   \n",
       "253740    8194.0      2000s                   2                  4000+   \n",
       "269239    8194.0      2010s                   2                  4000+   \n",
       "304275    8194.0      2000s                   2                  4000+   \n",
       "...          ...        ...                 ...                    ...   \n",
       "152271    8194.0      1980s                   1                  4000+   \n",
       "164835    8194.0      2000s                   2                  4000+   \n",
       "169421    8194.0      1990s                   2                  4000+   \n",
       "109148    8194.0      1980s                   2                  4000+   \n",
       "540899    8194.0      1990s                   2                  4000+   \n",
       "\n",
       "        in.geometry_foundation_type in.geometry_building_type_height  \\\n",
       "bldg_id                                                                \n",
       "3919                           Slab           Single-Family Detached   \n",
       "228270            Vented Crawlspace           Single-Family Detached   \n",
       "253740                         Slab           Single-Family Detached   \n",
       "269239                         Slab           Single-Family Detached   \n",
       "304275                         Slab           Single-Family Detached   \n",
       "...                             ...                              ...   \n",
       "152271            Vented Crawlspace           Single-Family Detached   \n",
       "164835            Vented Crawlspace           Single-Family Detached   \n",
       "169421                         Slab           Single-Family Detached   \n",
       "109148                         Slab           Single-Family Detached   \n",
       "540899                         Slab           Single-Family Detached   \n",
       "\n",
       "            in.city in.has_pv in.cooling_setpoint in.federal_poverty_level  \\\n",
       "bldg_id                                                                      \n",
       "3919     TX, Austin        No                 78F                    400%+   \n",
       "228270   TX, Austin        No                 76F                 300-400%   \n",
       "253740   TX, Austin        No                 78F                 200-300%   \n",
       "269239   TX, Austin        No                 75F                    400%+   \n",
       "304275   TX, Austin        No                 80F                 200-300%   \n",
       "...             ...       ...                 ...                      ...   \n",
       "152271   TX, Austin        No                 72F                    400%+   \n",
       "164835   TX, Austin        No                 75F                    400%+   \n",
       "169421   TX, Austin        No                 75F                    400%+   \n",
       "109148   TX, Austin        No                 78F                    400%+   \n",
       "540899   TX, Austin        No                 78F                    400%+   \n",
       "\n",
       "             in.income          in.roof_material  \n",
       "bldg_id                                           \n",
       "3919           200000+      Composition Shingles  \n",
       "228270     80000-99999  Asphalt Shingles, Medium  \n",
       "253740     40000-44999      Composition Shingles  \n",
       "269239         200000+      Composition Shingles  \n",
       "304275     80000-99999             Wood Shingles  \n",
       "...                ...                       ...  \n",
       "152271   160000-179999      Composition Shingles  \n",
       "164835         200000+      Composition Shingles  \n",
       "169421   160000-179999      Composition Shingles  \n",
       "109148   120000-139999      Composition Shingles  \n",
       "540899         200000+      Composition Shingles  \n",
       "\n",
       "[39 rows x 12 columns]"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resstock[resstock['in.sqft']>4000].sort_values('in.sqft')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "resstock['in.sqft'].hist(bins=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>in.sqft</th>\n",
       "      <th>in.vintage</th>\n",
       "      <th>in.geometry_stories</th>\n",
       "      <th>in.geometry_floor_area</th>\n",
       "      <th>in.geometry_foundation_type</th>\n",
       "      <th>in.geometry_building_type_height</th>\n",
       "      <th>in.city</th>\n",
       "      <th>in.has_pv</th>\n",
       "      <th>in.cooling_setpoint</th>\n",
       "      <th>in.federal_poverty_level</th>\n",
       "      <th>in.income</th>\n",
       "      <th>in.roof_material</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bldg_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>1220.0</td>\n",
       "      <td>1970s</td>\n",
       "      <td>1</td>\n",
       "      <td>1000-1499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>75F</td>\n",
       "      <td>300-400%</td>\n",
       "      <td>80000-99999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63638</th>\n",
       "      <td>1220.0</td>\n",
       "      <td>1970s</td>\n",
       "      <td>1</td>\n",
       "      <td>1000-1499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>72F</td>\n",
       "      <td>300-400%</td>\n",
       "      <td>60000-69999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117631</th>\n",
       "      <td>1220.0</td>\n",
       "      <td>1970s</td>\n",
       "      <td>1</td>\n",
       "      <td>1000-1499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>76F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>100000-119999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164505</th>\n",
       "      <td>1220.0</td>\n",
       "      <td>1970s</td>\n",
       "      <td>1</td>\n",
       "      <td>1000-1499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>80F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>60000-69999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186947</th>\n",
       "      <td>1220.0</td>\n",
       "      <td>1970s</td>\n",
       "      <td>1</td>\n",
       "      <td>1000-1499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>68F</td>\n",
       "      <td>400%+</td>\n",
       "      <td>120000-139999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417075</th>\n",
       "      <td>1220.0</td>\n",
       "      <td>1970s</td>\n",
       "      <td>1</td>\n",
       "      <td>1000-1499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>70F</td>\n",
       "      <td>300-400%</td>\n",
       "      <td>80000-99999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501520</th>\n",
       "      <td>1220.0</td>\n",
       "      <td>1970s</td>\n",
       "      <td>1</td>\n",
       "      <td>1000-1499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>70F</td>\n",
       "      <td>200-300%</td>\n",
       "      <td>30000-34999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508515</th>\n",
       "      <td>1220.0</td>\n",
       "      <td>1970s</td>\n",
       "      <td>1</td>\n",
       "      <td>1000-1499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>Yes</td>\n",
       "      <td>75F</td>\n",
       "      <td>300-400%</td>\n",
       "      <td>70000-79999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513726</th>\n",
       "      <td>1220.0</td>\n",
       "      <td>1970s</td>\n",
       "      <td>1</td>\n",
       "      <td>1000-1499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>76F</td>\n",
       "      <td>300-400%</td>\n",
       "      <td>80000-99999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526102</th>\n",
       "      <td>1220.0</td>\n",
       "      <td>1970s</td>\n",
       "      <td>1</td>\n",
       "      <td>1000-1499</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Single-Family Detached</td>\n",
       "      <td>TX, Austin</td>\n",
       "      <td>No</td>\n",
       "      <td>78F</td>\n",
       "      <td>300-400%</td>\n",
       "      <td>70000-79999</td>\n",
       "      <td>Composition Shingles</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         in.sqft in.vintage in.geometry_stories in.geometry_floor_area  \\\n",
       "bldg_id                                                                  \n",
       "2001      1220.0      1970s                   1              1000-1499   \n",
       "63638     1220.0      1970s                   1              1000-1499   \n",
       "117631    1220.0      1970s                   1              1000-1499   \n",
       "164505    1220.0      1970s                   1              1000-1499   \n",
       "186947    1220.0      1970s                   1              1000-1499   \n",
       "...          ...        ...                 ...                    ...   \n",
       "417075    1220.0      1970s                   1              1000-1499   \n",
       "501520    1220.0      1970s                   1              1000-1499   \n",
       "508515    1220.0      1970s                   1              1000-1499   \n",
       "513726    1220.0      1970s                   1              1000-1499   \n",
       "526102    1220.0      1970s                   1              1000-1499   \n",
       "\n",
       "        in.geometry_foundation_type in.geometry_building_type_height  \\\n",
       "bldg_id                                                                \n",
       "2001                           Slab           Single-Family Detached   \n",
       "63638                          Slab           Single-Family Detached   \n",
       "117631                         Slab           Single-Family Detached   \n",
       "164505                         Slab           Single-Family Detached   \n",
       "186947                         Slab           Single-Family Detached   \n",
       "...                             ...                              ...   \n",
       "417075                         Slab           Single-Family Detached   \n",
       "501520                         Slab           Single-Family Detached   \n",
       "508515                         Slab           Single-Family Detached   \n",
       "513726                         Slab           Single-Family Detached   \n",
       "526102                         Slab           Single-Family Detached   \n",
       "\n",
       "            in.city in.has_pv in.cooling_setpoint in.federal_poverty_level  \\\n",
       "bldg_id                                                                      \n",
       "2001     TX, Austin        No                 75F                 300-400%   \n",
       "63638    TX, Austin        No                 72F                 300-400%   \n",
       "117631   TX, Austin        No                 76F                    400%+   \n",
       "164505   TX, Austin        No                 80F                    400%+   \n",
       "186947   TX, Austin        No                 68F                    400%+   \n",
       "...             ...       ...                 ...                      ...   \n",
       "417075   TX, Austin        No                 70F                 300-400%   \n",
       "501520   TX, Austin        No                 70F                 200-300%   \n",
       "508515   TX, Austin       Yes                 75F                 300-400%   \n",
       "513726   TX, Austin        No                 76F                 300-400%   \n",
       "526102   TX, Austin        No                 78F                 300-400%   \n",
       "\n",
       "             in.income      in.roof_material  \n",
       "bldg_id                                       \n",
       "2001       80000-99999  Composition Shingles  \n",
       "63638      60000-69999  Composition Shingles  \n",
       "117631   100000-119999  Composition Shingles  \n",
       "164505     60000-69999  Composition Shingles  \n",
       "186947   120000-139999  Composition Shingles  \n",
       "...                ...                   ...  \n",
       "417075     80000-99999  Composition Shingles  \n",
       "501520     30000-34999  Composition Shingles  \n",
       "508515     70000-79999  Composition Shingles  \n",
       "513726     80000-99999  Composition Shingles  \n",
       "526102     70000-79999  Composition Shingles  \n",
       "\n",
       "[20 rows x 12 columns]"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tcad[tcad['resstock_count']==20].iloc[5]['resstock']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>in.bathroom_spot_vent_hour</th>\n",
       "      <th>in.bedrooms</th>\n",
       "      <th>in.ceiling_fan</th>\n",
       "      <th>in.clothes_dryer</th>\n",
       "      <th>in.clothes_washer</th>\n",
       "      <th>in.cooking_range</th>\n",
       "      <th>in.cooling_setpoint</th>\n",
       "      <th>in.cooling_setpoint_has_offset</th>\n",
       "      <th>in.cooling_setpoint_offset_magnitude</th>\n",
       "      <th>in.cooling_setpoint_offset_period</th>\n",
       "      <th>in.county_and_puma</th>\n",
       "      <th>in.dishwasher</th>\n",
       "      <th>in.ducts</th>\n",
       "      <th>in.geometry_garage</th>\n",
       "      <th>in.geometry_wall_exterior_finish</th>\n",
       "      <th>in.geometry_wall_type</th>\n",
       "      <th>in.heating_setpoint</th>\n",
       "      <th>in.heating_setpoint_has_offset</th>\n",
       "      <th>in.heating_setpoint_offset_magnitude</th>\n",
       "      <th>in.heating_setpoint_offset_period</th>\n",
       "      <th>in.hot_water_fixtures</th>\n",
       "      <th>in.hvac_cooling_efficiency</th>\n",
       "      <th>in.hvac_heating_efficiency</th>\n",
       "      <th>in.hvac_heating_type</th>\n",
       "      <th>in.hvac_heating_type_and_fuel</th>\n",
       "      <th>in.income</th>\n",
       "      <th>in.infiltration</th>\n",
       "      <th>in.insulation_slab</th>\n",
       "      <th>in.insulation_wall</th>\n",
       "      <th>in.lighting</th>\n",
       "      <th>in.misc_extra_refrigerator</th>\n",
       "      <th>in.misc_freezer</th>\n",
       "      <th>in.misc_pool</th>\n",
       "      <th>in.misc_pool_heater</th>\n",
       "      <th>in.misc_pool_pump</th>\n",
       "      <th>in.occupants</th>\n",
       "      <th>in.orientation</th>\n",
       "      <th>in.plug_load_diversity</th>\n",
       "      <th>in.puma</th>\n",
       "      <th>in.range_spot_vent_hour</th>\n",
       "      <th>in.usage_level</th>\n",
       "      <th>in.window_areas</th>\n",
       "      <th>in.windows</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bldg_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>128937</th>\n",
       "      <td>Hour7</td>\n",
       "      <td>5</td>\n",
       "      <td>None</td>\n",
       "      <td>Gas, 80% Usage</td>\n",
       "      <td>Standard, 80% Usage</td>\n",
       "      <td>Gas, 80% Usage</td>\n",
       "      <td>75F</td>\n",
       "      <td>No</td>\n",
       "      <td>0F</td>\n",
       "      <td>None</td>\n",
       "      <td>G4804530, G48005308</td>\n",
       "      <td>290 Rated kWh, 80% Usage</td>\n",
       "      <td>30% Leakage, R-4</td>\n",
       "      <td>3 Car</td>\n",
       "      <td>None</td>\n",
       "      <td>Brick</td>\n",
       "      <td>72F</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3F</td>\n",
       "      <td>Night -1h</td>\n",
       "      <td>50% Usage</td>\n",
       "      <td>AC, SEER 10</td>\n",
       "      <td>Fuel Boiler, 80% AFUE</td>\n",
       "      <td>Non-Ducted Heating</td>\n",
       "      <td>Natural Gas Fuel Boiler</td>\n",
       "      <td>200000+</td>\n",
       "      <td>4 ACH50</td>\n",
       "      <td>Uninsulated</td>\n",
       "      <td>Brick, 12-in, 3-wythe, R-19</td>\n",
       "      <td>100% CFL</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Has Pool</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0 HP Pump</td>\n",
       "      <td>5</td>\n",
       "      <td>South</td>\n",
       "      <td>50%</td>\n",
       "      <td>G48005308</td>\n",
       "      <td>Hour11</td>\n",
       "      <td>Low</td>\n",
       "      <td>F12 B12 L12 R12</td>\n",
       "      <td>Single, Clear, Metal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169421</th>\n",
       "      <td>Hour18</td>\n",
       "      <td>3</td>\n",
       "      <td>Standard Efficiency</td>\n",
       "      <td>Electric, 80% Usage</td>\n",
       "      <td>Standard, 80% Usage</td>\n",
       "      <td>Electric, 80% Usage</td>\n",
       "      <td>75F</td>\n",
       "      <td>No</td>\n",
       "      <td>0F</td>\n",
       "      <td>None</td>\n",
       "      <td>G4804530, G48005305</td>\n",
       "      <td>None</td>\n",
       "      <td>10% Leakage, R-4</td>\n",
       "      <td>3 Car</td>\n",
       "      <td>None</td>\n",
       "      <td>Brick</td>\n",
       "      <td>70F</td>\n",
       "      <td>No</td>\n",
       "      <td>0F</td>\n",
       "      <td>None</td>\n",
       "      <td>50% Usage</td>\n",
       "      <td>AC, SEER 13</td>\n",
       "      <td>Fuel Furnace, 80% AFUE</td>\n",
       "      <td>Ducted Heating</td>\n",
       "      <td>Natural Gas Fuel Furnace</td>\n",
       "      <td>160000-179999</td>\n",
       "      <td>4 ACH50</td>\n",
       "      <td>2ft R10 Under, Horizontal</td>\n",
       "      <td>Brick, 12-in, 3-wythe, R-11</td>\n",
       "      <td>100% LED</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Has Pool</td>\n",
       "      <td>Gas</td>\n",
       "      <td>1.0 HP Pump</td>\n",
       "      <td>2</td>\n",
       "      <td>South</td>\n",
       "      <td>50%</td>\n",
       "      <td>G48005305</td>\n",
       "      <td>Hour1</td>\n",
       "      <td>Low</td>\n",
       "      <td>F6 B6 L6 R6</td>\n",
       "      <td>Double, Low-E, Non-metal, Air, M-Gain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533484</th>\n",
       "      <td>Hour10</td>\n",
       "      <td>4</td>\n",
       "      <td>None</td>\n",
       "      <td>Gas, 100% Usage</td>\n",
       "      <td>EnergyStar, 100% Usage</td>\n",
       "      <td>Gas, 100% Usage</td>\n",
       "      <td>78F</td>\n",
       "      <td>No</td>\n",
       "      <td>0F</td>\n",
       "      <td>None</td>\n",
       "      <td>G4804530, G48005308</td>\n",
       "      <td>None</td>\n",
       "      <td>20% Leakage, R-4</td>\n",
       "      <td>3 Car</td>\n",
       "      <td>Brick, Medium/Dark</td>\n",
       "      <td>Wood Frame</td>\n",
       "      <td>70F</td>\n",
       "      <td>Yes</td>\n",
       "      <td>12F</td>\n",
       "      <td>Night +3h</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>AC, SEER 10</td>\n",
       "      <td>Fuel Furnace, 80% AFUE</td>\n",
       "      <td>Ducted Heating</td>\n",
       "      <td>Natural Gas Fuel Furnace</td>\n",
       "      <td>200000+</td>\n",
       "      <td>4 ACH50</td>\n",
       "      <td>Uninsulated</td>\n",
       "      <td>Wood Stud, R-11</td>\n",
       "      <td>100% LED</td>\n",
       "      <td>None</td>\n",
       "      <td>EF 12, National Average</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>3</td>\n",
       "      <td>North</td>\n",
       "      <td>100%</td>\n",
       "      <td>G48005308</td>\n",
       "      <td>Hour16</td>\n",
       "      <td>Medium</td>\n",
       "      <td>F9 B9 L9 R9</td>\n",
       "      <td>Single, Clear, Metal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540899</th>\n",
       "      <td>Hour8</td>\n",
       "      <td>3</td>\n",
       "      <td>Standard Efficiency</td>\n",
       "      <td>Gas, 100% Usage</td>\n",
       "      <td>EnergyStar, 100% Usage</td>\n",
       "      <td>Electric, 100% Usage</td>\n",
       "      <td>78F</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2F</td>\n",
       "      <td>Day Setup and Night Setback +3h</td>\n",
       "      <td>G4804530, G48005305</td>\n",
       "      <td>None</td>\n",
       "      <td>10% Leakage, R-4</td>\n",
       "      <td>2 Car</td>\n",
       "      <td>None</td>\n",
       "      <td>Brick</td>\n",
       "      <td>70F</td>\n",
       "      <td>No</td>\n",
       "      <td>0F</td>\n",
       "      <td>None</td>\n",
       "      <td>100% Usage</td>\n",
       "      <td>AC, SEER 13</td>\n",
       "      <td>Fuel Furnace, 76% AFUE</td>\n",
       "      <td>Ducted Heating</td>\n",
       "      <td>Natural Gas Fuel Furnace</td>\n",
       "      <td>200000+</td>\n",
       "      <td>5 ACH50</td>\n",
       "      <td>Uninsulated</td>\n",
       "      <td>Brick, 12-in, 3-wythe, R-15</td>\n",
       "      <td>100% Incandescent</td>\n",
       "      <td>EF 15.9</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "      <td>North</td>\n",
       "      <td>100%</td>\n",
       "      <td>G48005305</td>\n",
       "      <td>Hour16</td>\n",
       "      <td>Medium</td>\n",
       "      <td>F12 B12 L12 R12</td>\n",
       "      <td>Single, Clear, Non-metal</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        in.bathroom_spot_vent_hour in.bedrooms       in.ceiling_fan  \\\n",
       "bldg_id                                                               \n",
       "128937                       Hour7           5                 None   \n",
       "169421                      Hour18           3  Standard Efficiency   \n",
       "533484                      Hour10           4                 None   \n",
       "540899                       Hour8           3  Standard Efficiency   \n",
       "\n",
       "            in.clothes_dryer       in.clothes_washer      in.cooking_range  \\\n",
       "bldg_id                                                                      \n",
       "128937        Gas, 80% Usage     Standard, 80% Usage        Gas, 80% Usage   \n",
       "169421   Electric, 80% Usage     Standard, 80% Usage   Electric, 80% Usage   \n",
       "533484       Gas, 100% Usage  EnergyStar, 100% Usage       Gas, 100% Usage   \n",
       "540899       Gas, 100% Usage  EnergyStar, 100% Usage  Electric, 100% Usage   \n",
       "\n",
       "        in.cooling_setpoint in.cooling_setpoint_has_offset  \\\n",
       "bldg_id                                                      \n",
       "128937                  75F                             No   \n",
       "169421                  75F                             No   \n",
       "533484                  78F                             No   \n",
       "540899                  78F                            Yes   \n",
       "\n",
       "        in.cooling_setpoint_offset_magnitude  \\\n",
       "bldg_id                                        \n",
       "128937                                    0F   \n",
       "169421                                    0F   \n",
       "533484                                    0F   \n",
       "540899                                    2F   \n",
       "\n",
       "        in.cooling_setpoint_offset_period   in.county_and_puma  \\\n",
       "bldg_id                                                          \n",
       "128937                               None  G4804530, G48005308   \n",
       "169421                               None  G4804530, G48005305   \n",
       "533484                               None  G4804530, G48005308   \n",
       "540899    Day Setup and Night Setback +3h  G4804530, G48005305   \n",
       "\n",
       "                    in.dishwasher          in.ducts in.geometry_garage  \\\n",
       "bldg_id                                                                  \n",
       "128937   290 Rated kWh, 80% Usage  30% Leakage, R-4              3 Car   \n",
       "169421                       None  10% Leakage, R-4              3 Car   \n",
       "533484                       None  20% Leakage, R-4              3 Car   \n",
       "540899                       None  10% Leakage, R-4              2 Car   \n",
       "\n",
       "        in.geometry_wall_exterior_finish in.geometry_wall_type  \\\n",
       "bldg_id                                                          \n",
       "128937                              None                 Brick   \n",
       "169421                              None                 Brick   \n",
       "533484                Brick, Medium/Dark            Wood Frame   \n",
       "540899                              None                 Brick   \n",
       "\n",
       "        in.heating_setpoint in.heating_setpoint_has_offset  \\\n",
       "bldg_id                                                      \n",
       "128937                  72F                            Yes   \n",
       "169421                  70F                             No   \n",
       "533484                  70F                            Yes   \n",
       "540899                  70F                             No   \n",
       "\n",
       "        in.heating_setpoint_offset_magnitude  \\\n",
       "bldg_id                                        \n",
       "128937                                    3F   \n",
       "169421                                    0F   \n",
       "533484                                   12F   \n",
       "540899                                    0F   \n",
       "\n",
       "        in.heating_setpoint_offset_period in.hot_water_fixtures  \\\n",
       "bldg_id                                                           \n",
       "128937                          Night -1h             50% Usage   \n",
       "169421                               None             50% Usage   \n",
       "533484                          Night +3h            100% Usage   \n",
       "540899                               None            100% Usage   \n",
       "\n",
       "        in.hvac_cooling_efficiency in.hvac_heating_efficiency  \\\n",
       "bldg_id                                                         \n",
       "128937                 AC, SEER 10      Fuel Boiler, 80% AFUE   \n",
       "169421                 AC, SEER 13     Fuel Furnace, 80% AFUE   \n",
       "533484                 AC, SEER 10     Fuel Furnace, 80% AFUE   \n",
       "540899                 AC, SEER 13     Fuel Furnace, 76% AFUE   \n",
       "\n",
       "        in.hvac_heating_type in.hvac_heating_type_and_fuel      in.income  \\\n",
       "bldg_id                                                                     \n",
       "128937    Non-Ducted Heating       Natural Gas Fuel Boiler        200000+   \n",
       "169421        Ducted Heating      Natural Gas Fuel Furnace  160000-179999   \n",
       "533484        Ducted Heating      Natural Gas Fuel Furnace        200000+   \n",
       "540899        Ducted Heating      Natural Gas Fuel Furnace        200000+   \n",
       "\n",
       "        in.infiltration         in.insulation_slab  \\\n",
       "bldg_id                                              \n",
       "128937          4 ACH50                Uninsulated   \n",
       "169421          4 ACH50  2ft R10 Under, Horizontal   \n",
       "533484          4 ACH50                Uninsulated   \n",
       "540899          5 ACH50                Uninsulated   \n",
       "\n",
       "                  in.insulation_wall        in.lighting  \\\n",
       "bldg_id                                                   \n",
       "128937   Brick, 12-in, 3-wythe, R-19           100% CFL   \n",
       "169421   Brick, 12-in, 3-wythe, R-11           100% LED   \n",
       "533484               Wood Stud, R-11           100% LED   \n",
       "540899   Brick, 12-in, 3-wythe, R-15  100% Incandescent   \n",
       "\n",
       "        in.misc_extra_refrigerator          in.misc_freezer in.misc_pool  \\\n",
       "bldg_id                                                                    \n",
       "128937                        None                     None     Has Pool   \n",
       "169421                        None                     None     Has Pool   \n",
       "533484                        None  EF 12, National Average         None   \n",
       "540899                     EF 15.9                     None         None   \n",
       "\n",
       "        in.misc_pool_heater in.misc_pool_pump in.occupants in.orientation  \\\n",
       "bldg_id                                                                     \n",
       "128937                 None       1.0 HP Pump            5          South   \n",
       "169421                  Gas       1.0 HP Pump            2          South   \n",
       "533484                 None              None            3          North   \n",
       "540899                 None              None            2          North   \n",
       "\n",
       "        in.plug_load_diversity    in.puma in.range_spot_vent_hour  \\\n",
       "bldg_id                                                             \n",
       "128937                     50%  G48005308                  Hour11   \n",
       "169421                     50%  G48005305                   Hour1   \n",
       "533484                    100%  G48005308                  Hour16   \n",
       "540899                    100%  G48005305                  Hour16   \n",
       "\n",
       "        in.usage_level  in.window_areas                             in.windows  \n",
       "bldg_id                                                                         \n",
       "128937             Low  F12 B12 L12 R12                   Single, Clear, Metal  \n",
       "169421             Low      F6 B6 L6 R6  Double, Low-E, Non-metal, Air, M-Gain  \n",
       "533484          Medium      F9 B9 L9 R9                   Single, Clear, Metal  \n",
       "540899          Medium  F12 B12 L12 R12               Single, Clear, Non-metal  "
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp = resstock_df_raw.loc[[128937,169421,533484,540899]]\n",
    "cols = [col for col in temp.columns if (temp[col].nunique() > 1) and 'out.' not in col]\n",
    "\n",
    "temp[cols]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>prop_id</th>\n",
       "      <th>imprv_id</th>\n",
       "      <th>prop_val_yr_x</th>\n",
       "      <th>situs_num</th>\n",
       "      <th>situs_street_prefx</th>\n",
       "      <th>situs_street</th>\n",
       "      <th>situs_street_suffix</th>\n",
       "      <th>situs_unit</th>\n",
       "      <th>situs_city</th>\n",
       "      <th>situs_zip</th>\n",
       "      <th>appraised_val</th>\n",
       "      <th>HVAC_area</th>\n",
       "      <th>1ST_floor_area</th>\n",
       "      <th>2ND_floor_area</th>\n",
       "      <th>3RD_floor_area</th>\n",
       "      <th>4TH_floor_area</th>\n",
       "      <th>num_floors</th>\n",
       "      <th>highest_floor</th>\n",
       "      <th>main_area</th>\n",
       "      <th>yr_built</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>Grade Factor</th>\n",
       "      <th>Roof Covering</th>\n",
       "      <th>Roof Style</th>\n",
       "      <th>Shape Factor</th>\n",
       "      <th>land_acres</th>\n",
       "      <th>imprv_val</th>\n",
       "      <th>imprv_state_cd_y</th>\n",
       "      <th>abs_subdv_cd</th>\n",
       "      <th>hood_cd</th>\n",
       "      <th>block</th>\n",
       "      <th>land_hstd_val</th>\n",
       "      <th>land_non_hstd_val</th>\n",
       "      <th>imprv_hstd_val</th>\n",
       "      <th>imprv_non_hstd_val</th>\n",
       "      <th>market_value</th>\n",
       "      <th>ten_percent_cap</th>\n",
       "      <th>assessed_val</th>\n",
       "      <th>imprv_homesite</th>\n",
       "      <th>imprv_homesite_pct</th>\n",
       "      <th>en_exempt</th>\n",
       "      <th>pc_exempt</th>\n",
       "      <th>so_exempt</th>\n",
       "      <th>eco_exempt</th>\n",
       "      <th>vintage</th>\n",
       "      <th>geometry_floor_area</th>\n",
       "      <th>geometry_foundation_type</th>\n",
       "      <th>roof_material</th>\n",
       "      <th>resstock</th>\n",
       "      <th>resstock_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [prop_id, imprv_id, prop_val_yr_x, situs_num, situs_street_prefx, situs_street, situs_street_suffix, situs_unit, situs_city, situs_zip, appraised_val, HVAC_area, 1ST_floor_area, 2ND_floor_area, 3RD_floor_area, 4TH_floor_area, num_floors, highest_floor, main_area, yr_built, Foundation, Grade Factor, Roof Covering, Roof Style, Shape Factor, land_acres, imprv_val, imprv_state_cd_y, abs_subdv_cd, hood_cd, block, land_hstd_val, land_non_hstd_val, imprv_hstd_val, imprv_non_hstd_val, market_value, ten_percent_cap, assessed_val, imprv_homesite, imprv_homesite_pct, en_exempt, pc_exempt, so_exempt, eco_exempt, vintage, geometry_floor_area, geometry_foundation_type, roof_material, resstock, resstock_count]\n",
       "Index: []"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tcad[tcad['resstock_count']==0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://assets.nhgis.org/County-availability.pdf\n",
    "\n",
    "Williamson Count 4804910\n",
    "Travis County 4804530"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tcad['main_area'].hist(bins=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "161312"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tcad.iloc[0]['resstock'].iloc[0].name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "\n",
    "random.seed(2024)\n",
    "\n",
    "def random_building(row):\n",
    "    resstock_id = row['resstock'].iloc[random.randint(0,row['resstock_count']-1)].name\n",
    "    return resstock_id\n",
    "\n",
    "tcad['selected_resstock_id']= tcad.apply(random_building,axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "tcad.drop(columns=['resstock','resstock_count']).to_parquet('data/processed/3.1-tcad_resstock.parquet')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "atxe",
   "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": "3.12.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}