diff --git a/example_case_folders/03_amr_wind_and_solar/hercules_input_000.yaml b/example_case_folders/03_amr_wind_and_solar/hercules_input_000.yaml
index 8b37ba24..4c9d7b47 100644
--- a/example_case_folders/03_amr_wind_and_solar/hercules_input_000.yaml
+++ b/example_case_folders/03_amr_wind_and_solar/hercules_input_000.yaml
@@ -5,7 +5,7 @@ name: example_000
 
 ###
 # Describe this emulator setup
-description: AMR Wind Only
+description: Wind stand-in and simple solar simulation
 
 dt: 0.5
 
@@ -33,7 +33,7 @@ hercules_comms:
         publication_interval: 1
         endpoint_interval: 1
         starttime: 0
-        stoptime: 36000
+        stoptime: 600
         Agent: ControlCenter
 
 py_sims:
@@ -41,12 +41,12 @@ py_sims:
   solar_farm_0: # The name of py_sim object 1
 
     py_sim_type: SimpleSolar
-    capacity: 50 # MW
+    capacity: 50000 # kW
     efficiency: 0.5 #Fraction
 
     initial_conditions:
 
-      power: 25 # MW
+      power: 25000 # kW
       irradiance: 1000
 
 controller:
diff --git a/example_case_folders/07_floris_standin_and_solar_pysam/InterpolateInputWeatherData.ipynb b/example_case_folders/07_floris_standin_and_solar_pysam/InterpolateInputWeatherData.ipynb
index 7729bde4..beab5ecc 100644
--- a/example_case_folders/07_floris_standin_and_solar_pysam/InterpolateInputWeatherData.ipynb
+++ b/example_case_folders/07_floris_standin_and_solar_pysam/InterpolateInputWeatherData.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -308,12 +308,26 @@
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "# Create solar reference signal\n",
+    "\n",
+    "# 1. Read solar reference signal (if available)\n",
+    "solar_ref_signal = pd.read_csv(\"solar_power_reference.csv\")\n",
+    "\n",
+    "# new_column = [x * 1000 for x in solar_ref_signal[\"solar_power_reference_mw\"]]\n",
+    "new_column = [x for x in solar_ref_signal[\"solar_power_reference_kw\"]]\n",
+    "new_solar_ref_signal = {}\n",
+    "new_solar_ref_signal[\"time\"] = solar_ref_signal[\"time\"]\n",
+    "new_solar_ref_signal[\"solar_power_reference_kw\"] = new_column\n",
+    "solar_ref_signal_df = pd.DataFrame(new_solar_ref_signal)\n",
+    "\n",
+    "solar_ref_signal_df.to_csv(\"solar_power_reference.csv\", index=False)"
+   ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3.10.4 64-bit",
+   "display_name": "hercules",
    "language": "python",
    "name": "python3"
   },
@@ -328,11 +342,6 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3.10.4"
-  },
-  "vscode": {
-   "interpreter": {
-    "hash": "26de051ba29f2982a8de78e945f0abaf191376122a1563185a90213a26c5da77"
-   }
   }
  },
  "nbformat": 4,
diff --git a/example_case_folders/07_floris_standin_and_solar_pysam/batch_script.sh b/example_case_folders/07_floris_standin_and_solar_pysam/batch_script.sh
index 43af9588..fba24c4b 100755
--- a/example_case_folders/07_floris_standin_and_solar_pysam/batch_script.sh
+++ b/example_case_folders/07_floris_standin_and_solar_pysam/batch_script.sh
@@ -27,11 +27,11 @@ echo "Starting hercules"
 # python3 hercules_runscript.py hercules_input_000.yaml >> outputs/loghercules.log 2>&1 &
 # python3 hercules_runscript.py hercules_controller_input_000.yaml >> outputs/loghercules.log 2>&1 &
 # python3 hercules_runscript.py hercules_input_OK_ARM.yaml >> outputs/loghercules.log 2>&1 &
-python3 hercules_runscript.py hercules_input_Flatirons.yaml >> outputs/loghercules.log 2>&1 &
+python hercules_runscript.py hercules_controller_input_000.yaml >> outputs/loghercules.log 2>&1 &
 
 # Start the floris standin
 echo "Starting floris"
-python3 floris_runscript.py amr_input.inp >> outputs/logfloris.log 2>&1
+python floris_runscript.py amr_input.inp >> outputs/logfloris.log 2>&1
 
 # If everything is successful
 echo "Finished running hercules"
diff --git a/example_case_folders/07_floris_standin_and_solar_pysam/hercules_controller_input_000.yaml b/example_case_folders/07_floris_standin_and_solar_pysam/hercules_controller_input_000.yaml
index 0911c8a4..22851c6a 100644
--- a/example_case_folders/07_floris_standin_and_solar_pysam/hercules_controller_input_000.yaml
+++ b/example_case_folders/07_floris_standin_and_solar_pysam/hercules_controller_input_000.yaml
@@ -51,7 +51,7 @@ py_sims:
 
     initial_conditions:
 
-      power: 25 # MW
+      power: 25000 # kW
       dni: 1000
 
 controller:
diff --git a/example_case_folders/07_floris_standin_and_solar_pysam/hercules_input_000.yaml b/example_case_folders/07_floris_standin_and_solar_pysam/hercules_input_000.yaml
index 41ebf58d..7906443c 100644
--- a/example_case_folders/07_floris_standin_and_solar_pysam/hercules_input_000.yaml
+++ b/example_case_folders/07_floris_standin_and_solar_pysam/hercules_input_000.yaml
@@ -51,7 +51,7 @@ py_sims:
 
     initial_conditions:
 
-      power: 25 # MW
+      power: 25000 # kW
       dni: 1000
 
 controller:
diff --git a/example_case_folders/07_floris_standin_and_solar_pysam/hercules_input_Flatirons.yaml b/example_case_folders/07_floris_standin_and_solar_pysam/hercules_input_Flatirons.yaml
index 39b70988..8e3f5a01 100644
--- a/example_case_folders/07_floris_standin_and_solar_pysam/hercules_input_Flatirons.yaml
+++ b/example_case_folders/07_floris_standin_and_solar_pysam/hercules_input_Flatirons.yaml
@@ -52,7 +52,7 @@ py_sims:
 
     initial_conditions:
 
-      power: 25 # MW
+      power: 25000 # kW
       dni: 1000
 
 controller:
diff --git a/example_case_folders/07_floris_standin_and_solar_pysam/hercules_input_OK_ARM.yaml b/example_case_folders/07_floris_standin_and_solar_pysam/hercules_input_OK_ARM.yaml
index e0be344c..661fe470 100644
--- a/example_case_folders/07_floris_standin_and_solar_pysam/hercules_input_OK_ARM.yaml
+++ b/example_case_folders/07_floris_standin_and_solar_pysam/hercules_input_OK_ARM.yaml
@@ -52,7 +52,7 @@ py_sims:
 
     initial_conditions:
 
-      power: 25 # MW
+      power: 25000 # kW
       dni: 1000
 
 controller:
diff --git a/example_case_folders/07_floris_standin_and_solar_pysam/read_solar_precursor_data.ipynb b/example_case_folders/07_floris_standin_and_solar_pysam/read_solar_precursor_data.ipynb
index ee9a3194..cbf276c7 100644
--- a/example_case_folders/07_floris_standin_and_solar_pysam/read_solar_precursor_data.ipynb
+++ b/example_case_folders/07_floris_standin_and_solar_pysam/read_solar_precursor_data.ipynb
@@ -977,7 +977,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1000,7 +1000,7 @@
     "#     ax.plot(exportdf[col], \".-\")\n",
     "#     ax.set_ylabel(col[9:])\n",
     "\n",
-    "# axs[3].plot(resultsdf[\"real_time\"], resultsdf[\"py_sims.solar_farm_0.outputs.power_mw\"], \".-\")\n",
+    "# axs[3].plot(resultsdf[\"real_time\"], resultsdf[\"py_sims.solar_farm_0.outputs.power_kw\"], \".-\")\n",
     "# axs[3].set_ylabel(\"PV power output [MW]\")\n",
     "\n",
     "# axs[-1].set_xlabel(\"Date Time [UTC]\")\n",
diff --git a/example_case_folders/07_floris_standin_and_solar_pysam/solar_power_reference.csv b/example_case_folders/07_floris_standin_and_solar_pysam/solar_power_reference.csv
index f5c8252a..ee31b61c 100644
--- a/example_case_folders/07_floris_standin_and_solar_pysam/solar_power_reference.csv
+++ b/example_case_folders/07_floris_standin_and_solar_pysam/solar_power_reference.csv
@@ -1,41281 +1,41281 @@
-time,solar_power_reference_mw
-0,22.0
-1,21.999000000001665
-2,21.998000000013334
-3,21.997000000045
-4,21.996000000106665
-5,21.995000000208332
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-9,21.991000001215
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+41217,30305.5716007764
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+41219,30306.68530144283
+41220,30307.242027178552
+41221,30307.798669841857
+41222,30308.355229427176
+41223,30308.911705928935
+41224,30309.46809934158
+41225,30310.024409659545
+41226,30310.58063687727
+41227,30311.13678098918
+41228,30311.692841989723
+41229,30312.248819873344
+41230,30312.80471463447
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+41233,30314.47190012735
+41234,30315.027462342947
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+41245,30321.13315757475
+41246,30321.687721620612
+41247,30322.242202449605
+41248,30322.796600056172
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+41271,30335.5247628782
+41272,30336.07716148536
+41273,30336.62947673176
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+41277,30338.837903999163
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+41279,30339.941617324675
diff --git a/example_case_folders/07_floris_standin_and_solar_pysam/standalone-solar-pysam-example.py b/example_case_folders/07_floris_standin_and_solar_pysam/standalone-solar-pysam-example.py
index fe84d8c7..204985b1 100644
--- a/example_case_folders/07_floris_standin_and_solar_pysam/standalone-solar-pysam-example.py
+++ b/example_case_folders/07_floris_standin_and_solar_pysam/standalone-solar-pysam-example.py
@@ -30,7 +30,7 @@
     "lat": 39.7442, 
     "lon": -105.1778, 
     "elev": 1829,
-    "initial_conditions": {"power": 25, "dni": 1000},
+    "initial_conditions": {"power": 25000, "dni": 1000},
 }
 
 dt = 0.5  # s - input file has a dt of 1 min
@@ -62,8 +62,8 @@ def simulate(SPS, time):
     for i in range(len(time)):
         inputs["time"] = time[i]
         outputs = SPS.step(inputs)
-        power[i] = outputs["power_mw"]
-        # dc_power[i] = outputs["dc_power_mw"]
+        power[i] = outputs["power_kw"]
+        # dc_power[i] = outputs["dc_power_kw"]
         aoi[i] = outputs["aoi"]
         irradiance[i] = outputs["dni"]
 
diff --git a/example_case_folders/07_floris_standin_and_solar_pysam/test_read_output.ipynb b/example_case_folders/07_floris_standin_and_solar_pysam/test_read_output.ipynb
index 803be46b..d140cf37 100644
--- a/example_case_folders/07_floris_standin_and_solar_pysam/test_read_output.ipynb
+++ b/example_case_folders/07_floris_standin_and_solar_pysam/test_read_output.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -45,16 +45,16 @@
        "      <th>hercules_comms.amr_wind.wind_farm_0.turbine_wind_directions.001</th>\n",
        "      <th>hercules_comms.amr_wind.wind_farm_0.wind_direction</th>\n",
        "      <th>hercules_comms.amr_wind.wind_farm_0.sim_time_s_amr_wind</th>\n",
-       "      <th>hercules_comms.amr_wind.wind_farm_0.wind_speed</th>\n",
+       "      <th>hercules_comms.amr_wind.wind_farm_0.wind_farm_power</th>\n",
        "      <th>...</th>\n",
-       "      <th>py_sims.solar_farm_0.elev</th>\n",
-       "      <th>py_sims.solar_farm_0.initial_conditions.power</th>\n",
        "      <th>py_sims.solar_farm_0.initial_conditions.dni</th>\n",
-       "      <th>py_sims.solar_farm_0.outputs.power_mw</th>\n",
+       "      <th>py_sims.solar_farm_0.outputs.power_kw</th>\n",
        "      <th>py_sims.solar_farm_0.outputs.dni</th>\n",
        "      <th>py_sims.solar_farm_0.outputs.aoi</th>\n",
        "      <th>py_sims.inputs.available_power</th>\n",
        "      <th>py_sims.inputs.sim_time_s</th>\n",
+       "      <th>external_signals.time</th>\n",
+       "      <th>external_signals.solar_power_reference_kw</th>\n",
        "      <th>time</th>\n",
        "      <th>clock_time</th>\n",
        "    </tr>\n",
@@ -62,136 +62,136 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>100.0</td>\n",
+       "      <td>0.5</td>\n",
        "      <td>2</td>\n",
        "      <td>126.0</td>\n",
-       "      <td>0.000000</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>1113.523618</td>\n",
+       "      <td>1110.765699</td>\n",
+       "      <td>240.0</td>\n",
+       "      <td>240.0</td>\n",
+       "      <td>240.0</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>2224.289317</td>\n",
        "      <td>...</td>\n",
-       "      <td>1829</td>\n",
-       "      <td>25</td>\n",
        "      <td>1000</td>\n",
-       "      <td>35.272578</td>\n",
-       "      <td>651.343</td>\n",
-       "      <td>47.926054</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>2024-07-10 16:37:21.356152</td>\n",
+       "      <td>21999.5</td>\n",
+       "      <td>331.196045</td>\n",
+       "      <td>41.479017</td>\n",
+       "      <td>24223.789317</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>21999.5</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>2024-11-22 19:11:48.679381</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>100.0</td>\n",
+       "      <td>0.5</td>\n",
        "      <td>2</td>\n",
        "      <td>126.0</td>\n",
-       "      <td>2227.047236</td>\n",
-       "      <td>2221.531399</td>\n",
+       "      <td>1670.285427</td>\n",
+       "      <td>1666.148549</td>\n",
        "      <td>240.0</td>\n",
        "      <td>240.0</td>\n",
        "      <td>240.0</td>\n",
-       "      <td>199.0</td>\n",
-       "      <td>8.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3336.433976</td>\n",
        "      <td>...</td>\n",
-       "      <td>1829</td>\n",
-       "      <td>25</td>\n",
        "      <td>1000</td>\n",
-       "      <td>61.736643</td>\n",
-       "      <td>739.579</td>\n",
-       "      <td>34.737138</td>\n",
-       "      <td>4448.578635</td>\n",
-       "      <td>199.0</td>\n",
-       "      <td>200.0</td>\n",
-       "      <td>2024-07-10 16:37:24.476314</td>\n",
+       "      <td>21999.0</td>\n",
+       "      <td>331.531891</td>\n",
+       "      <td>41.479017</td>\n",
+       "      <td>25335.433976</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>21999.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2024-11-22 19:11:48.776796</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>100.0</td>\n",
+       "      <td>0.5</td>\n",
        "      <td>2</td>\n",
        "      <td>126.0</td>\n",
-       "      <td>2227.047236</td>\n",
-       "      <td>2221.531399</td>\n",
+       "      <td>1948.666332</td>\n",
+       "      <td>1943.839974</td>\n",
        "      <td>240.0</td>\n",
        "      <td>240.0</td>\n",
        "      <td>240.0</td>\n",
-       "      <td>299.0</td>\n",
-       "      <td>8.0</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>3892.506305</td>\n",
        "      <td>...</td>\n",
-       "      <td>1829</td>\n",
-       "      <td>25</td>\n",
        "      <td>1000</td>\n",
-       "      <td>74.147385</td>\n",
-       "      <td>870.718</td>\n",
-       "      <td>21.393495</td>\n",
-       "      <td>4448.578635</td>\n",
-       "      <td>299.0</td>\n",
-       "      <td>300.0</td>\n",
-       "      <td>2024-07-10 16:37:27.789139</td>\n",
+       "      <td>21998.5</td>\n",
+       "      <td>331.867737</td>\n",
+       "      <td>41.479017</td>\n",
+       "      <td>25891.006305</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>21998.5</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>2024-11-22 19:11:48.873344</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>100.0</td>\n",
+       "      <td>0.5</td>\n",
        "      <td>2</td>\n",
        "      <td>126.0</td>\n",
-       "      <td>2227.047236</td>\n",
-       "      <td>2221.531399</td>\n",
+       "      <td>2087.856784</td>\n",
+       "      <td>2082.685686</td>\n",
        "      <td>240.0</td>\n",
        "      <td>240.0</td>\n",
        "      <td>240.0</td>\n",
-       "      <td>399.0</td>\n",
-       "      <td>8.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4170.542470</td>\n",
        "      <td>...</td>\n",
-       "      <td>1829</td>\n",
-       "      <td>25</td>\n",
        "      <td>1000</td>\n",
-       "      <td>74.463662</td>\n",
-       "      <td>906.835</td>\n",
-       "      <td>8.332755</td>\n",
-       "      <td>4448.578635</td>\n",
-       "      <td>399.0</td>\n",
-       "      <td>400.0</td>\n",
-       "      <td>2024-07-10 16:37:31.207554</td>\n",
+       "      <td>21998.0</td>\n",
+       "      <td>332.203583</td>\n",
+       "      <td>41.479017</td>\n",
+       "      <td>26168.542470</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>21998.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2024-11-22 19:11:48.971661</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>100.0</td>\n",
+       "      <td>0.5</td>\n",
        "      <td>2</td>\n",
        "      <td>126.0</td>\n",
-       "      <td>2227.047236</td>\n",
-       "      <td>2221.531399</td>\n",
+       "      <td>2157.452010</td>\n",
+       "      <td>2152.108542</td>\n",
        "      <td>240.0</td>\n",
        "      <td>240.0</td>\n",
        "      <td>240.0</td>\n",
-       "      <td>499.0</td>\n",
-       "      <td>8.0</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>4309.560552</td>\n",
        "      <td>...</td>\n",
-       "      <td>1829</td>\n",
-       "      <td>25</td>\n",
        "      <td>1000</td>\n",
-       "      <td>9.232213</td>\n",
-       "      <td>0.000</td>\n",
-       "      <td>5.947254</td>\n",
-       "      <td>4448.578635</td>\n",
-       "      <td>499.0</td>\n",
-       "      <td>500.0</td>\n",
-       "      <td>2024-07-10 16:37:34.323214</td>\n",
+       "      <td>21997.5</td>\n",
+       "      <td>332.539429</td>\n",
+       "      <td>41.479017</td>\n",
+       "      <td>26307.060552</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>21997.5</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>2024-11-22 19:11:49.068270</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>5 rows × 32 columns</p>\n",
+       "<p>5 rows × 35 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "      dt  hercules_comms.amr_wind.wind_farm_0.num_turbines  \\\n",
-       "0  100.0                                                 2   \n",
-       "1  100.0                                                 2   \n",
-       "2  100.0                                                 2   \n",
-       "3  100.0                                                 2   \n",
-       "4  100.0                                                 2   \n",
+       "    dt  hercules_comms.amr_wind.wind_farm_0.num_turbines  \\\n",
+       "0  0.5                                                 2   \n",
+       "1  0.5                                                 2   \n",
+       "2  0.5                                                 2   \n",
+       "3  0.5                                                 2   \n",
+       "4  0.5                                                 2   \n",
        "\n",
        "   hercules_comms.amr_wind.wind_farm_0.rotor_diameter  \\\n",
        "0                                              126.0    \n",
@@ -201,60 +201,53 @@
        "4                                              126.0    \n",
        "\n",
        "   hercules_comms.amr_wind.wind_farm_0.turbine_powers.000  \\\n",
-       "0                                           0.000000        \n",
-       "1                                        2227.047236        \n",
-       "2                                        2227.047236        \n",
-       "3                                        2227.047236        \n",
-       "4                                        2227.047236        \n",
+       "0                                        1113.523618        \n",
+       "1                                        1670.285427        \n",
+       "2                                        1948.666332        \n",
+       "3                                        2087.856784        \n",
+       "4                                        2157.452010        \n",
        "\n",
        "   hercules_comms.amr_wind.wind_farm_0.turbine_powers.001  \\\n",
-       "0                                           0.000000        \n",
-       "1                                        2221.531399        \n",
-       "2                                        2221.531399        \n",
-       "3                                        2221.531399        \n",
-       "4                                        2221.531399        \n",
+       "0                                        1110.765699        \n",
+       "1                                        1666.148549        \n",
+       "2                                        1943.839974        \n",
+       "3                                        2082.685686        \n",
+       "4                                        2152.108542        \n",
        "\n",
        "   hercules_comms.amr_wind.wind_farm_0.turbine_wind_directions.000  \\\n",
-       "0                                                0.0                 \n",
+       "0                                              240.0                 \n",
        "1                                              240.0                 \n",
        "2                                              240.0                 \n",
        "3                                              240.0                 \n",
        "4                                              240.0                 \n",
        "\n",
        "   hercules_comms.amr_wind.wind_farm_0.turbine_wind_directions.001  \\\n",
-       "0                                                0.0                 \n",
+       "0                                              240.0                 \n",
        "1                                              240.0                 \n",
        "2                                              240.0                 \n",
        "3                                              240.0                 \n",
        "4                                              240.0                 \n",
        "\n",
        "   hercules_comms.amr_wind.wind_farm_0.wind_direction  \\\n",
-       "0                                                0.0    \n",
+       "0                                              240.0    \n",
        "1                                              240.0    \n",
        "2                                              240.0    \n",
        "3                                              240.0    \n",
        "4                                              240.0    \n",
        "\n",
        "   hercules_comms.amr_wind.wind_farm_0.sim_time_s_amr_wind  \\\n",
-       "0                                                0.0         \n",
-       "1                                              199.0         \n",
-       "2                                              299.0         \n",
-       "3                                              399.0         \n",
-       "4                                              499.0         \n",
+       "0                                                0.5         \n",
+       "1                                                1.0         \n",
+       "2                                                1.5         \n",
+       "3                                                2.0         \n",
+       "4                                                2.5         \n",
        "\n",
-       "   hercules_comms.amr_wind.wind_farm_0.wind_speed  ...  \\\n",
-       "0                                             0.0  ...   \n",
-       "1                                             8.0  ...   \n",
-       "2                                             8.0  ...   \n",
-       "3                                             8.0  ...   \n",
-       "4                                             8.0  ...   \n",
-       "\n",
-       "   py_sims.solar_farm_0.elev  py_sims.solar_farm_0.initial_conditions.power  \\\n",
-       "0                       1829                                             25   \n",
-       "1                       1829                                             25   \n",
-       "2                       1829                                             25   \n",
-       "3                       1829                                             25   \n",
-       "4                       1829                                             25   \n",
+       "   hercules_comms.amr_wind.wind_farm_0.wind_farm_power  ...  \\\n",
+       "0                                        2224.289317    ...   \n",
+       "1                                        3336.433976    ...   \n",
+       "2                                        3892.506305    ...   \n",
+       "3                                        4170.542470    ...   \n",
+       "4                                        4309.560552    ...   \n",
        "\n",
        "   py_sims.solar_farm_0.initial_conditions.dni  \\\n",
        "0                                         1000   \n",
@@ -263,31 +256,38 @@
        "3                                         1000   \n",
        "4                                         1000   \n",
        "\n",
-       "   py_sims.solar_farm_0.outputs.power_mw  py_sims.solar_farm_0.outputs.dni  \\\n",
-       "0                              35.272578                           651.343   \n",
-       "1                              61.736643                           739.579   \n",
-       "2                              74.147385                           870.718   \n",
-       "3                              74.463662                           906.835   \n",
-       "4                               9.232213                             0.000   \n",
+       "   py_sims.solar_farm_0.outputs.power_kw  py_sims.solar_farm_0.outputs.dni  \\\n",
+       "0                                21999.5                        331.196045   \n",
+       "1                                21999.0                        331.531891   \n",
+       "2                                21998.5                        331.867737   \n",
+       "3                                21998.0                        332.203583   \n",
+       "4                                21997.5                        332.539429   \n",
        "\n",
        "   py_sims.solar_farm_0.outputs.aoi  py_sims.inputs.available_power  \\\n",
-       "0                         47.926054                        0.000000   \n",
-       "1                         34.737138                     4448.578635   \n",
-       "2                         21.393495                     4448.578635   \n",
-       "3                          8.332755                     4448.578635   \n",
-       "4                          5.947254                     4448.578635   \n",
+       "0                         41.479017                    24223.789317   \n",
+       "1                         41.479017                    25335.433976   \n",
+       "2                         41.479017                    25891.006305   \n",
+       "3                         41.479017                    26168.542470   \n",
+       "4                         41.479017                    26307.060552   \n",
+       "\n",
+       "   py_sims.inputs.sim_time_s  external_signals.time  \\\n",
+       "0                        0.5                    0.5   \n",
+       "1                        1.0                    1.0   \n",
+       "2                        1.5                    1.5   \n",
+       "3                        2.0                    2.0   \n",
+       "4                        2.5                    2.5   \n",
        "\n",
-       "   py_sims.inputs.sim_time_s   time                  clock_time  \n",
-       "0                        0.0  100.0  2024-07-10 16:37:21.356152  \n",
-       "1                      199.0  200.0  2024-07-10 16:37:24.476314  \n",
-       "2                      299.0  300.0  2024-07-10 16:37:27.789139  \n",
-       "3                      399.0  400.0  2024-07-10 16:37:31.207554  \n",
-       "4                      499.0  500.0  2024-07-10 16:37:34.323214  \n",
+       "   external_signals.solar_power_reference_kw  time                  clock_time  \n",
+       "0                                    21999.5   0.5  2024-11-22 19:11:48.679381  \n",
+       "1                                    21999.0   1.0  2024-11-22 19:11:48.776796  \n",
+       "2                                    21998.5   1.5  2024-11-22 19:11:48.873344  \n",
+       "3                                    21998.0   2.0  2024-11-22 19:11:48.971661  \n",
+       "4                                    21997.5   2.5  2024-11-22 19:11:49.068270  \n",
        "\n",
-       "[5 rows x 32 columns]"
+       "[5 rows x 35 columns]"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -300,7 +300,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -314,6 +314,7 @@
        "       'hercules_comms.amr_wind.wind_farm_0.turbine_wind_directions.001',\n",
        "       'hercules_comms.amr_wind.wind_farm_0.wind_direction',\n",
        "       'hercules_comms.amr_wind.wind_farm_0.sim_time_s_amr_wind',\n",
+       "       'hercules_comms.amr_wind.wind_farm_0.wind_farm_power',\n",
        "       'hercules_comms.amr_wind.wind_farm_0.wind_speed',\n",
        "       'hercules_comms.amr_wind.wind_farm_0.turbine_yaw_angles.000',\n",
        "       'hercules_comms.amr_wind.wind_farm_0.turbine_yaw_angles.001',\n",
@@ -328,14 +329,15 @@
        "       'py_sims.solar_farm_0.lon', 'py_sims.solar_farm_0.elev',\n",
        "       'py_sims.solar_farm_0.initial_conditions.power',\n",
        "       'py_sims.solar_farm_0.initial_conditions.dni',\n",
-       "       'py_sims.solar_farm_0.outputs.power_mw',\n",
+       "       'py_sims.solar_farm_0.outputs.power_kw',\n",
        "       'py_sims.solar_farm_0.outputs.dni', 'py_sims.solar_farm_0.outputs.aoi',\n",
-       "       'py_sims.inputs.available_power', 'py_sims.inputs.sim_time_s', 'time',\n",
-       "       'clock_time'],\n",
+       "       'py_sims.inputs.available_power', 'py_sims.inputs.sim_time_s',\n",
+       "       'external_signals.time', 'external_signals.solar_power_reference_kw',\n",
+       "       'time', 'clock_time'],\n",
        "      dtype='object')"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -346,7 +348,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -355,13 +357,13 @@
        "Text(0.5, 0, 'time [hr]')"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 3 Axes>"
       ]
@@ -374,16 +376,16 @@
     "# first test solar module outputs\n",
     "time = df[\"hercules_comms.amr_wind.wind_farm_0.sim_time_s_amr_wind\"]\n",
     "\n",
-    "if \"external_signals.solar_power_reference_mw\" in df.columns:\n",
-    "    power_setpoint = df[\"external_signals.solar_power_reference_mw\"]\n",
-    "ac_power = df[\"py_sims.solar_farm_0.outputs.power_mw\"]\n",
-    "# dc_power = df[\"py_sims.solar_farm_0.outputs.dc_power_mw\"]\n",
+    "if \"external_signals.solar_power_reference_kw\" in df.columns:\n",
+    "    power_setpoint = df[\"external_signals.solar_power_reference_kw\"]\n",
+    "ac_power = df[\"py_sims.solar_farm_0.outputs.power_kw\"]\n",
+    "# dc_power = df[\"py_sims.solar_farm_0.outputs.dc_power_kw\"]\n",
     "aoi = df[\"py_sims.solar_farm_0.outputs.aoi\"]\n",
     "irradiance = df[\"py_sims.solar_farm_0.outputs.dni\"]\n",
     "\n",
     "fig, ax = plt.subplots(3, 1, sharex=\"col\")  # , figsize=[6,5], dpi=250)\n",
     "\n",
-    "if \"external_signals.solar_power_reference_mw\" in df.columns:\n",
+    "if \"external_signals.solar_power_reference_kw\" in df.columns:\n",
     "    ax[0].plot(time / 3600, power_setpoint, \"-\", linewidth=1, label='setpoint', color=\"C0\")\n",
     "ax[0].plot(time / 3600, ac_power, \"--\", label=\"power\", color=\"C1\")\n",
     "ax[0].set_ylabel(\"ac power\")\n",
@@ -404,22 +406,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x1304c7f90>"
+       "<matplotlib.legend.Legend at 0x16ce34e80>"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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HQMl41OjvsSr7XNE+VeVvoLw3I0b4G6jMG6BH7XNF23zUf8uP9XdVcnk1/w4eNR7l/Q4e9XdVld+BsZUc1wcz65Q72XeMun2GJqqykoeviYjo8dTLN6GFM8oMkVUNzgb7LARs1baPPbbVgaGJiIiojuCb0LqNlxwgIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFjBqali9fjl69esHGxgZNmjTByJEjER8fb9AmOzsbM2bMgIODA6ytrTF69GikpKQYtElMTMSwYcNgZWWFJk2aYO7cucjPzzdoExkZie7du0OtVsPDwwOhoaGl6tmwYQNatmwJCwsLeHl54fjx49W+z0RERFQ/GTU0HTx4EDNmzMCxY8cQFhaGvLw8DB48GPfu3ZPbzJkzBz/++CN27tyJgwcP4saNGxg1apS8vKCgAMOGDUNubi6OHj2Kzz//HKGhoVi0aJHcJiEhAcOGDYO/vz/i4uIQFBSEV199Ffv375fbbN++HcHBwVi8eDFOnTqFLl26IDAwEKmpqbUzGERERFS3iTokNTVVABAHDx4UQgiRlpYmzMzMxM6dO+U2Fy9eFABEdHS0EEKIn3/+WahUKpGcnCy3+fjjj4VGoxE5OTlCCCHmzZsnnnrqKYNtvfDCCyIwMFCe7t27t5gxY4Y8XVBQIFxcXMTy5cvLrDU7O1ukp6fLj2vXrgkAIj09vYqjQERERLUlPT1d8et3nTqnKT09HQBgb28PAIiNjUVeXh4CAgLkNu3bt4ebmxuio6MBANHR0fD09ISzs7PcJjAwEDqdDufPn5fbFO+jqE1RH7m5uYiNjTVoo1KpEBAQILcpafny5bC1tZUfrq6uVd19IiIiqsPqTGjS6/UICgpCv3790KlTJwBAcnIyzM3NYWdnZ9DW2dkZycnJcpvigaloedGyitrodDpkZWXh1q1bKCgoKLNNUR8lLViwAOnp6fLj2rVrj7fjREREVC+YGruAIjNmzMC5c+dw5MgRY5eiiFqthlqtNnYZREREVEvqxJGmmTNn4qeffkJERASaN28uz9dqtcjNzUVaWppB+5SUFGi1WrlNyW/TFU0/qo1Go4GlpSUcHR1hYmJSZpuiPoiIiKhhM2poEkJg5syZ+O6773DgwAG4u7sbLO/RowfMzMwQHh4uz4uPj0diYiK8vb0BAN7e3vjtt98MvuUWFhYGjUaDjh07ym2K91HUpqgPc3Nz9OjRw6CNXq9HeHi43IaIiIgauJo/L718r732mrC1tRWRkZEiKSlJfty/f19uM336dOHm5iYOHDggTp48Kby9vYW3t7e8PD8/X3Tq1EkMHjxYxMXFiX379gknJyexYMECuc2ff/4prKysxNy5c8XFixfFhg0bhImJidi3b5/cZtu2bUKtVovQ0FBx4cIFMXXqVGFnZ2fwrbyKVObseyIiIqobKvP6bdTQBKDMx5YtW+Q2WVlZ4vXXXxeNGzcWVlZW4rnnnhNJSUkG/Vy9elU8/fTTwtLSUjg6Ooo333xT5OXlGbSJiIgQXbt2Febm5qJVq1YG2yjy4YcfCjc3N2Fubi569+4tjh07pnhfGJqIiIjqn8q8fktCCGGso1xPEp1OB1tbW6Snp0Oj0Ri7HCIiIlKgMq/fdeJEcCIiIqK6jqGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgVMjV0AERE1HHq9Hrm5ucYugxoQMzMzmJiYVEtfDE1ERFQrcnNzkZCQAL1eb+xSqIGxs7ODVquFJElV6oehiYiIapwQAklJSTAxMYGrqytUKp4dQjVPCIH79+8jNTUVANC0adMq9cfQRERENS4/Px/379+Hi4sLrKysjF0ONSCWlpYAgNTUVDRp0qRKH9Ux6hMRUY0rKCgAAJibmxu5EmqIioJ6Xl5elfphaCIiolpT1XNKiB5Hdf3dMTQRERERKcDQRERERKQAQxMRERGRAgxNRERE5di4cSNsbGyQn58vz8vMzISZmRn8/PwM2kZGRkKSpEc+IiMj5fbdu3eHWq2Gh4cHQkNDS21/w4YNaNmyJSwsLODl5YXjx48bLM/OzsaMGTPg4OAAa2trjB49GikpKdU9DPQAQxMREVE5/P39kZmZiZMnT8rzDh8+DK1Wi5iYGGRnZ8vzIyIioNVqkZSUJD/GjBmDIUOGGMzr27cvEhISMGzYMPj7+yMuLg5BQUF49dVXsX//frm/7du3Izg4GIsXL8apU6fQpUsXBAYGytccAoA5c+bgxx9/xM6dO3Hw4EHcuHEDo0aNqp3BaYB4nSYiIqp1Qghk5RUYZduWZiaKv03Vrl07NG3aFJGRkejTpw+AwiNEI0aMwIEDB3Ds2DH5iFNkZCQCAwOh1WofbsvSEjk5OQbzgMIjWO7u7li9ejUAoEOHDjhy5AjWrFmDwMBAAMAHH3yAKVOmYNKkSfI6e/bswebNmzF//nykp6fjf//3f/H1119j4MCBAIAtW7agQ4cOOHbsmFwvVR+GJiIiqnVZeQXouGj/oxvWgAvLAmFlrvzlz9/fHxEREZg/fz6AwiNK8+bNQ0FBASIiIuDn54esrCzExMTglVdeUdRndHQ0AgICDOYFBgYiKCgIQOEtZ2JjY7FgwQJ5uUqlQkBAAKKjowEAsbGxyMvLM+inffv2cHNzQ3R0NENTDeDHc0RERBXw9/dHVFQU8vPzkZGRgdOnT8PX1xc+Pj7y+UnR0dHIycmBv7+/oj6Tk5Ph7OxsMM/Z2Rk6nQ5ZWVm4desWCgoKymyTnJws92Fubg47O7ty21D14pEmIiKqdZZmJriwLNBo264MPz8/3Lt3DydOnMDdu3fRtm1bODk5wdfXF5MmTUJ2djYiIyPRqlUruLm51VDVVBcwNBERUa2TJKlSH5EZk4eHB5o3b46IiAjcvXsXvr6+AAAXFxe4urri6NGjiIiIkM8rUkKr1Zb6lltKSgo0Gg0sLS1hYmICExOTMtsUnR+l1WqRm5uLtLQ0g6NNxdtQ9eLHc0RERI/g7++PyMhIREZGGlxqwMfHB3v37sXx48cVfzQHAN7e3ggPDzeYFxYWBm9vbwCF9+jr0aOHQRu9Xo/w8HC5TY8ePWBmZmbQJj4+HomJiXIbql71I+YTEREZkb+/P2bMmIG8vDz5SBMA+Pr6YubMmcjNza1UaJo+fTrWr1+PefPm4ZVXXsGBAwewY8cO7NmzR24THByMCRMmoGfPnujduzfWrl2Le/fuyd+ms7W1xeTJkxEcHAx7e3toNBq88cYb8Pb25kngNURRaNLpdJXuWKPRVHodIiKiusjf3x9ZWVlo3769wcnZvr6+yMjIkC9NoJS7uzv27NmDOXPmYN26dWjevDk+++wz+XIDAPDCCy/g5s2bWLRoEZKTk9G1a1fs27fPYPtr1qyBSqXC6NGjkZOTg8DAQHz00UfVs9NUiiSEEI9qpFKpKnWHYEmS8Pvvv6NVq1ZVKq4+0el0sLW1RXp6OgMjEVEJ2dnZSEhIgLu7OywsLIxdDjUwFf39Veb1W/HHc99++y3s7e0f2U4IgaFDhyrtloiIiKheUBSaWrRoAR8fHzg4OCjqtFWrVjAzM6tSYURERER1iaLQlJCQUKlOz50791jFEBEREdVVii85UNngRERERPQkURyaWrduDXd3d7zyyiv48ssv8ddff9VkXURERER1iuITwQ8cOCBf2Oubb75Bbm4uWrVqhYEDB8Lf3x/+/v6l7pFDRERE9KRQHJr8/Pzkq6BmZ2fj6NGjcoj6/PPPkZeXh/bt2+P8+fM1VSsRERGR0TzWFcEtLCwwcOBA9O/fH/7+/ti7dy8++eQTXLp0qbrrIyIiIqoTKhWacnNzcezYMURERCAyMhIxMTFwdXWFj48P1q9fb3BpeSIiIqInieLQNHDgQMTExMDd3R2+vr6YNm0avv7660pdNp6IiIiovlL87bnDhw/DwcEBAwcOxKBBg/C3v/2NgYmIiJ5oGzduhI2NDfLz8+V5mZmZMDMzk8/zLRIZGQlJkh75iIyMlNt3794darUaHh4eCA0NLbX9DRs2oGXLlrCwsICXlxeOHz9usHzTpk3w8/ODRqOBJElIS0ur5hGg4hSHprS0NGzatAlWVlb497//DRcXF3h6emLmzJn49ttvcfPmzZqsk4iIqNb5+/sjMzMTJ0+elOcdPnwYWq0WMTExyM7OludHRERAq9UiKSlJfowZMwZDhgwxmNe3b18kJCRg2LBh8Pf3R1xcHIKCgvDqq69i//79cn/bt29HcHAwFi9ejFOnTqFLly4IDAxEamqq3Ob+/fsYMmQIFi5cWDsD0sApumFvWTIyMnDkyBH5/KYzZ86gTZs2DfZq4LxhLxFR+UrdMFUIIO++cYoxswIqcRN6FxcXzJo1C/PnzwcAhISE4N69ezhw4AA++ugj+YiTr68v3N3dDY4YTZw4EWlpadi9e7dBnyEhIdizZ4/Ba+bYsWORlpaGffv2AQC8vLzQq1cvrF+/HgCg1+vh6uqKN954Q66lSGRkJPz9/XH37l3Y2dkp3reGotZv2FtSo0aNYG9vD3t7ezRu3Bimpqa4ePHi43ZHREQNSd594F8uxtn2whuAeSPFzf39/RERESEHlYiICMybNw8FBQWIiIiAn58fsrKyEBMTg1deeUVRn9HR0QgICDCYFxgYiKCgIACFX7yKjY3FggUL5OUqlQoBAQGIjo5WXDtVL8WhSa/X4+TJk4iMjERERASioqJw7949NGvWDP7+/tiwYQP8/f1rslYiIqJa5+/vj6CgIOTn5yMrKwunT5+Gr68v8vLysHHjRgCFISgnJ0fx62BycnKpC0I7OztDp9MhKysLd+/eRUFBQZlteHkf41Ecmuzs7HDv3j1otVr4+/tjzZo18PPzQ+vWrWuyPiIiehKZWRUe8THWtivBz88P9+7dw4kTJ3D37l20bdsWTk5O8PX1xaRJk5CdnY3IyEi0atUKbm5uNVQ01QWKTwRftWoVLl68iOvXr+Orr77C5MmTqxyYDh06hGeffRYuLi6QJKnUZ74TJ04s9a2DIUOGGLS5c+cOxo8fD41GAzs7O0yePBmZmZkGbc6ePYsBAwbAwsICrq6uWLlyZaladu7cifbt28PCwgKenp74+eefq7RvRERUAUkq/IjMGI9KnM8EAB4eHmjevDkiIiIQEREhX5PQxcUFrq6uOHr0KCIiIjBw4EDFfWq1WqSkpBjMS0lJgUajgaWlJRwdHWFiYlJmG61WW6n6qfooDk3Tpk1D27ZtERERUW6bDRs2VGrj9+7dQ5cuXSpcr+S3Dr755huD5ePHj8f58+cRFhaGn376CYcOHcLUqVPl5TqdDoMHD0aLFi0QGxuLVatWYcmSJdi0aZPc5ujRoxg3bhwmT56M06dPY+TIkRg5cmSDPamdiIgM+fv7y7cOK36pAR8fH+zduxfHjx+v1Ckq3t7eCA8PN5gXFhYGb29vAIC5uTl69Ohh0Eav1yM8PFxuQ0YgKsnOzk6cPHmy1Py1a9cKGxubynYnAyC+++47g3kTJkwQI0aMKHedCxcuCADixIkT8ry9e/cKSZLE9evXhRBCfPTRR6Jx48YiJydHbhMSEiLatWsnT48ZM0YMGzbMoG8vLy8xbdo0xfWnp6cLACI9PV3xOkREDUVWVpa4cOGCyMrKMnYpj2Xz5s3C0tJSmJqaiuTkZHn+559/LmxsbAQAcePGjVLrlfc69ueffworKysxd+5ccfHiRbFhwwZhYmIi9u3bJ7fZtm2bUKvVIjQ0VFy4cEFMnTpV2NnZGWw/KSlJnD59Wnz66acCgDh06JA4ffq0uH37dvUOQD1X0d9fZV6/FR9pKrJq1So8/fTTBieirV69GosWLcKePXuqKco9FBkZiSZNmqBdu3Z47bXXcPv2bXlZdHQ07Ozs0LNnT3leQEAAVCoVYmJi5DY+Pj4wNzeX2wQGBiI+Ph53796V25T1LYaKvqGQk5MDnU5n8CAioieTv78/srKy4OHhYXBytq+vLzIyMtCuXbtKXfDZ3d0de/bsQVhYGLp06YLVq1fjs88+Q2BgoNzmhRdewPvvv49Fixaha9euiIuLw759+wy2v3HjRnTr1g1TpkwBUHjkq1u3bvjhhx+qYa+ppEpfcuDVV1/FnTt3EBAQgCNHjmD79u3417/+hZ9//hn9+vWr1uKGDBmCUaNGwd3dHVeuXMHChQvx9NNPIzo6GiYmJkhOTkaTJk0M1jE1NYW9vT2Sk5MBFH5Dwd3d3aBN0R9ccnIyGjduXO63GIr6KMvy5cuxdOnS6thNIiKq41q2bAlRxmUNW7RoUeb8ImVd5buIn58fTp8+XeF2Z86ciZkzZ5a7fMmSJViyZEmFfVD1eazrNM2bNw+3b99Gz549UVBQgP3796NPnz7VXRvGjh0r/+zp6YnOnTujdevWiIyMxKBBg6p9e5WxYMECBAcHy9M6nQ6urq5GrIiIiIhqkqLQ9J///KfUvGbNmsHKygo+Pj44fvy4fD+cWbNmVW+FxbRq1QqOjo64fPkyBg0aBK1Wa3A5eQDIz8/HnTt35G8XlPcNhaJlFbWp6BsKarUaarW6yvtERERE9YOi0LRmzZoy55uYmCAqKgpRUVEAAEmSajQ0/fXXX7h9+7b8ubG3tzfS0tIQGxuLHj16AAAOHDgAvV4PLy8vuc3bb7+NvLw8mJmZASj8hkK7du3QuHFjuU14eLh8JdaiNvyGAhERERVRFJoSEhJqZOOZmZm4fPmywXbi4uLk27MsXboUo0ePhlarxZUrVzBv3jx4eHjIJ8p16NABQ4YMwZQpU7Bx40bk5eVh5syZGDt2LFxcCi/P/+KLL2Lp0qWYPHkyQkJCcO7cOaxbt84gCM6ePRu+vr5YvXo1hg0bhm3btuHkyZMGlyUgIiKiBq76v9inXEREhABQ6jFhwgRx//59MXjwYOHk5CTMzMxEixYtxJQpUwy+aimEELdv3xbjxo0T1tbWQqPRiEmTJomMjAyDNmfOnBH9+/cXarVaNGvWTKxYsaJULTt27BBt27YV5ubm4qmnnhJ79uyp1L7wkgNEROWr75ccoPqtui45IAlRwWn/DwQHB+Pdd99Fo0bKbnC4YMECzJ07F/b29o+f5uqZytwlmYiooanoLvNENa2iv7/KvH4ruk7TunXrcP/+fcXFbdiwAWlpaYrbExEREdV1is5pEkKgbdu2kBTer+fevXtVKoqIiIiorlEUmrZs2VLpjkteLJKIiIioPlMUmiZMmFDTdRARET1Rrl69Cnd3d5w+fRpdu3Y1djlUDSp97zkiIiIyrtDQUEiSBEmSoFKp0Lx5c0yaNAmpqalISUmBmZkZtm3bVua6kydPRvfu3Wu54icDQxMREVEdlZubW+4yjUaDpKQk/PXXX/j000+xd+9evPTSS3B2dsawYcOwefPmUuvcu3cPO3bswOTJk2uy7CcWQxMREdU6IQTu5903ykPBlXZk3377LTw9PWFpaQkHBwcEBATIX3bS6/VYtmwZmjdvDrVaja5du2Lfvn3l9lVQUIDJkyfD3d0dlpaWaNeuHdatW2fQZuLEiRg5ciTee+89uLi4oF27duX2J0kStFotXFxc8PTTT2PWrFn49ddfkZWVhcmTJyM8PByJiYkG6+zcuRP5+fkYP3684jGghx7rhr1ERERVkZWfBa+vvYyy7ZgXY2BlZvXIdklJSRg3bhxWrlyJ5557DhkZGTh8+LAcutatW4fVq1fjk08+Qbdu3bB582YMHz4c58+fR5s2bUr1p9fr0bx5c+zcuRMODg44evQopk6diqZNm2LMmDFyu/DwcGg0GoSFhVVqvywtLaHX65Gfn4+hQ4fC2dkZoaGhWLRokdxmy5YtGDVqFOzs7CrVNxWqVGjKy8uDpaUl4uLi0KlTp5qqiYiIyOiSkpKQn5+PUaNGoUWLFgAAT09Pefn777+PkJAQjB07FgDw73//GxEREVi7di02bNhQqj8zMzMsXbpUnnZ3d0d0dDR27NhhEJoaNWqEzz77DObm5opr/eOPP7Bx40b07NkTNjY2AAq/xBUaGop//OMfkCQJV65cweHDhysdxuihSoUmMzMzuLm5oaCgoKbqISKiBsDS1BIxL8YYbdtKdOnSBYMGDYKnpycCAwMxePBgPP/882jcuDF0Oh1u3LiBfv36GazTr18/nDlzptw+N2zYgM2bNyMxMRFZWVnIzc0t9c06T09PRYEpPT0d1tbW0Ov1yM7ORv/+/fHZZ5/Jy1955RWsWLECERERGDhwILZs2YKWLVti4MCBivafSqv0x3Nvv/02Fi5ciC+//LJB3SaFiIiqjyRJij4iMyYTExOEhYXh6NGj+OWXX/Dhhx/i7bffRkxMDBwcHCrd37Zt2/DWW29h9erV8Pb2ho2NDVatWoWYGMPwqPSWZTY2Njh16hRUKhWaNm0KS0vDMNimTRsMGDAAW7ZsgZ+fH7744gtMmTJF8YWqqbRKh6b169fj8uXLcHFxQYsWLUr9ck+dOlVtxRERERmTJEno168f+vXrh0WLFqFFixb47rvvEBwcDBcXF0RFRcHX11duHxUVhd69e5fZV1RUFPr27YvXX39dnnflypXHrk2lUsHDw6PCNpMnT8Zrr72G4cOH4/r165g4ceJjb48eIzSNHDmyBsogIiKqW2JiYhAeHo7BgwejSZMmiImJwc2bN9GhQwcAwNy5c7F48WK0bt0aXbt2xZYtWxAXF4etW7eW2V+bNm3wxRdfYP/+/XB3d8eXX36JEydOwN3dvcb24X/+538wa9YsTJs2DYMHD4arq2uNbashqHRoWrx4cU3UQUREVKdoNBocOnQIa9euhU6nQ4sWLbB69Wo8/fTTAIBZs2YhPT0db775JlJTU9GxY0f88MMPZX5zDgCmTZuG06dP44UXXoAkSRg3bhxef/117N27t8b2wcrKCmPHjsWmTZvwyiuv1Nh2GgpJVOaCFQ+kpaXh22+/xZUrVzB37lzY29vj1KlTcHZ2RrNmzWqizjpPp9PB1tYW6enp0Gg0xi6HiKhOyc7ORkJCAtzd3WFhYWHscqiBqejvrzKv35U+0nT27FkEBATA1tYWV69exZQpU2Bvb49du3YhMTERX3zxRWW7JCIiIqrzKn1F8ODgYEycOBF//PGHQVobOnQoDh06VK3FEREREdUVlQ5NJ06cwLRp00rNb9asGZKTk6ulKCIiIqK6ptKhSa1WQ6fTlZr/+++/w8nJqVqKIiIiIqprKh2ahg8fjmXLliEvLw9A4TUsEhMTERISgtGjR1d7gURERER1QaVD0+rVq5GZmYkmTZogKysLvr6+8PDwgI2NDd57772aqJGIiIjI6Cr97TlbW1uEhYXhyJEjOHv2LDIzM9G9e3cEBATURH1EREREdUKlQ1N2djYsLCzQv39/9O/fvyZqIiIiIqpzKh2a7Ozs0Lt3b/j6+sLf3x/e3t6lbhJIRERE9KSp9DlNv/76K4YMGYKYmBgMHz4cjRs3Rv/+/fH2228jLCysJmokIiKq80JDQ2FnZ1flfvz8/BAUFFTlfqj6VTo09e/fHwsXLsQvv/yCtLQ0REREwMPDAytXrsSQIUNqokYiIqI674UXXsDvv/9u7DKoBlX64zmg8JpMkZGR8iMnJwfPPPMM/Pz8qrk8IiKi+sHS0pKnqzwghEBBQQFMTR8rZtRZlT7S1KxZM/Tp0wf79u1Dnz59sHfvXty6dQvfffcdZs+eXRM1EhHRE0YIAf39+0Z5KL1P/U8//QQ7OzsUFBQAAOLi4iBJEubPny+3efXVV/H3v/8dQOmP55YsWYKuXbviyy+/RMuWLWFra4uxY8ciIyNDbnPv3j28/PLLsLa2RtOmTbF69epH1lXU7yeffAJXV1dYWVlhzJgxSE9Pl9vo9XosW7YMzZs3h1qtRteuXbFv3z55+fPPP4+ZM2fK00FBQZAkCZcuXQIA5ObmolGjRvj111/l/pYvXw53d3dYWlqiS5cu+Pbbb+X1IyMjIUkS9u7dix49ekCtVuPIkSOKxrk+qXQEdHJywqVLl5CcnIzk5GSkpKQgKysLVlZWNVEfERE9gURWFuK79zDKttudioWk4DVrwIAByMjIwOnTp9GzZ08cPHgQjo6OiIyMlNscPHgQISEh5fZx5coV7N69Gz/99BPu3r2LMWPGYMWKFfJ1DefOnYuDBw/i+++/R5MmTbBw4UKcOnUKXbt2rbC2y5cvY8eOHfjxxx+h0+kwefJkvP7669i6dSsAYN26dVi9ejU++eQTdOvWDZs3b8bw4cNx/vx5tGnTBr6+vvjkk08M9qNo39q3b48TJ04gLy8Pffv2BQAsX74cX331FTZu3Ig2bdrg0KFD+Pvf/w4nJyf4+vrK/cyfPx/vv/8+WrVqhcaNGz9yjOubSh9piouLQ3JyMubPn4+cnBwsXLgQjo6O6Nu3L95+++2aqJGIiKjW2draomvXrnJIioyMxJw5c3D69GlkZmbi+vXruHz5skFoKEmv1yM0NBSdOnXCgAED8NJLLyE8PBwAkJmZif/93//F+++/j0GDBsHT0xOff/458vPzH1lbdnY2vvjiC3Tt2hU+Pj748MMPsW3bNvkesO+//z5CQkIwduxYtGvXDv/+97/RtWtXrF27FkDhyeYXLlzAzZs3cffuXVy4cAGzZ8822NdevXrBysoKOTk5+Ne//oXNmzcjMDAQrVq1wsSJE/H3v//dIHgBwLJly/C3v/0NrVu3hr29fSVHvO57rA8b7ezsMHz4cPTr1w99+/bF999/j2+++QYxMTG8KjgRET2SZGmJdqdijbZtpXx9fREZGYk333wThw8fxvLly7Fjxw4cOXIEd+7cgYuLC9q0aVPu+i1btoSNjY083bRpU6SmpgIoPAqVm5sLLy8vebm9vT3atWv3yLrc3NzQrFkzedrb2xt6vR7x8fGwsrLCjRs30K9fP4N1+vXrhzNnzgAAOnXqBHt7exw8eBDm5ubo1q0bnnnmGWzYsAFA4ZGnovOUL1++jPv37+Nvf/ubQX+5ubno1q2bwbyePXs+svb6rNKhadeuXfIJ4BcuXIC9vT369++P1atXV5i2iYiIikiSpOgjMmPz8/PD5s2bcebMGZiZmaF9+/bw8/NDZGQk7t69+8jXPTMzM4NpSZKg1+trsmRFJEmCj48PIiMjoVar4efnh86dOyMnJwfnzp3D0aNH8dZbbwEoPCIGAHv27DEIagCgVqsNphs1alQ7O2Aklf54bvr06bhx4wamTp2K06dPIzU1Fbt27cKsWbPQpUuXmqiRiIjIKIrOa1qzZo0ckIpCU2RkZJW+Nd66dWuYmZkhJiZGnnf37l1Fly1ITEzEjRs35Oljx45BpVKhXbt20Gg0cHFxQVRUlME6UVFR6NixozxddBStaD9UKhV8fHywatUq5OTkyEeqOnbsCLVajcTERHh4eBg8XF1dH3v/66NKH2kqOqxIRET0pGvcuDE6d+6MrVu3Yv369QAAHx8fjBkzBnl5eVX6hMXa2hqTJ0/G3Llz4eDggCZNmuDtt9+GSvXo4xkWFhaYMGEC3n//feh0OsyaNQtjxoyBVqsFUHiC+eLFi9G6dWt07doVW7ZsQVxcnHyiOFAY/ubMmQNzc3P5tmh+fn5466230KtXL/mokY2NDd566y3MmTMHer0e/fv3R3p6OqKioqDRaDBhwoTHHoP65rHOaSooKMDu3btx8eJFAIUpdMSIETAxManW4oiIiIzN19cXcXFx8lEle3t7dOzYESkpKYrOP6rIqlWrkJmZiWeffRY2NjZ48803DS4dUB4PDw+MGjUKQ4cOxZ07d/DMM8/go48+kpfPmjUL6enpePPNN5GamoqOHTvihx9+MDj/ytPTE3Z2dmjbti2sra0BFIamgoKCUkfQ3n33XTg5OWH58uX4888/YWdnh+7du2PhwoVV2v/6RhJKL1jxwOXLlzF06FBcv35d/mOJj4+Hq6sr9uzZg9atW9dIoXWdTqeDra0t0tPTodFojF0OEVGdkp2djYSEBLi7u8PCwsLY5dRrS5Yswe7duxEXF2fsUuqNiv7+KvP6XelzmmbNmoXWrVvj2rVrOHXqFE6dOoXExES4u7tj1qxZle2OiIiIqF6o9MdzBw8exLFjxwyuv+Dg4IAVK1aU+nojERER0ZOi0kea1Gq1wSXgi2RmZsLc3LxaiiIiIqKyLVmyhB/NGUmlQ9MzzzyDqVOnIiYmBkIICCFw7NgxTJ8+HcOHD6+JGomIiIiMrtKh6T//+Q9at24Nb29vWFhYwMLCAv369YOHhwfWrVtXEzUSERERGV2lz2mys7PD999/j8uXL8uXHOjQoQM8PDyqvTgiIiKiukJxaNLr9Vi1ahV++OEH5ObmYtCgQVi8eDEsK3EPHyIiIqL6SvHHc++99x4WLlwIa2trNGvWDOvWrcOMGTNqsjYiIiKiOkNxaPriiy/w0UcfYf/+/di9ezd+/PFHbN26tU7ceJCIiIiopikOTYmJiRg6dKg8HRAQAEmSDG4YSERERJUTGRkJSZKQlpYGAAgNDYWdnV2l+mjZsiXWrl1bYRtJkrB79+7HqpEKKQ5N+fn5pS49bmZmhry8vGovioiIqKHo27cvkpKSYGtra+xS6BEUnwguhMDEiROhVqvlednZ2Zg+fbp8J2QA2LVrV/VWSERE9AQzNzeHVqs1dhlPjLy8PJiZmdVI34qPNE2YMAFNmjSBra2t/Pj73/8OFxcXg3lERESPIoRAXk6BUR6VuU/9vn370L9/f9jZ2cHBwQHPPPMMrly5Ii/v27cvQkJCDNa5efMmzMzMcOjQIQDAl19+iZ49e8LGxgZarRYvvvgiUlNT5fYlP54r6cqVKxgxYgScnZ1hbW2NXr164ddffy3VLiMjA+PGjUOjRo3QrFkzbNiwocJ9u3btGsaMGQM7OzvY29tjxIgRuHr1arnti+rcs2cPOnfuDAsLC/Tp0wfnzp0zaPd///d/eOqpp6BWq9GyZUusXr1aXrZ+/Xp06tRJnt69ezckScLGjRvleQEBAXjnnXfk6e+//x7du3eHhYUFWrVqhaVLlyI/P19eLkkSPv74YwwfPhyNGjXCe++9V+F+V4XiI01btmypsSKIiKhhyc/VY9Psg0bZ9tR1vjBTmyhqe+/ePQQHB6Nz587IzMzEokWL8NxzzyEuLg4qlQrjx4/HypUrsWLFCkiSBADYvn07XFxcMGDAAACFRz7effddtGvXDqmpqQgODsbEiRPx888/K6ohMzMTQ4cOxXvvvQe1Wo0vvvgCzz77LOLj4+Hm5ia3W7VqFRYuXIilS5di//79mD17Ntq2bYu//e1vpfrMy8tDYGAgvL29cfjwYZiamuKf//wnhgwZgrNnz1Z4W7S5c+di3bp10Gq1WLhwIZ599ln8/vvvMDMzQ2xsLMaMGYMlS5bghRdewNGjR/H666/DwcEBEydOhK+vL2bNmoWbN2/CyckJBw8ehKOjIyIjIzF9+nTk5eUhOjoa8+fPBwAcPnwYL7/8Mv7zn/9gwIABuHLlCqZOnQoAWLx4sVzTkiVLsGLFCqxduxamppW+BKVikqhM5KZy6XQ62NraIj09HRqNxtjlEBHVKdnZ2UhISIC7uzssLCyQl1NQL0JTSbdu3YKTkxN+++03dOrUCTdv3oSLiwsOHDggh6S+ffvCx8cHK1asKLOPkydPolevXsjIyIC1tTUiIyPh7++Pu3fvws7ODqGhoQgKCir3yBMAdOrUCdOnT8fMmTMBFJ4I3qFDB+zdu1duM3bsWOh0OjmcSZKE7777DiNHjsRXX32Ff/7zn7h48aIc9nJzc2FnZ4fdu3dj8ODBpbZZVOe2bdvwwgsvAADu3LmD5s2bIzQ0FGPGjMH48eNx8+ZN/PLLL/J68+bNw549e3D+/HkIIeDk5ISNGzfi+eefR7du3fDCCy9g3bp1SEpKQlRUFPz9/ZGWlgYrKysEBARg0KBBWLBggdzfV199hXnz5slfRJMkCUFBQVizZk2541Xy76+4yrx+11wcIyIiKoepuQpT1/kabdtK/fHHH1i0aBFiYmJw69Yt+TI7iYmJ6NSpE5ycnDB48GBs3boVAwYMQEJCAqKjo/HJJ5/IfcTGxmLJkiU4c+YM7t69a9BHx44dH1lDZmYmlixZgj179iApKQn5+fnIyspCYmKiQTtvb+9S0+V9o+7MmTO4fPkybGxsDOZnZ2cbfPxYluLbsbe3R7t27eQ7hFy8eBEjRowwaN+vXz+sXbsWBQUFMDExgY+PDyIjIxEQEIALFy7g9ddfx8qVK3Hp0iUcPHgQvXr1gpWVlVxnVFSUwUduBQUFyM7Oxv379+V2PXv2rLDm6sLQREREtU6SpMc+2lObnn32WbRo0QKffvopXFxcoNfr0alTJ+Tm5sptxo8fj1mzZuHDDz/E119/DU9PT3h6egIo/HgvMDAQgYGB2Lp1K5ycnJCYmIjAwECDPiry1ltvISwsDO+//z48PDxgaWmJ559/XvH6ZcnMzESPHj2wdevWUsucnJweu18l/Pz8sGnTJhw+fBjdunWDRqORg9TBgwfh6/swTGdmZmLp0qUYNWpUqX6KHzEq/oW0msTQREREVIbbt28jPj4en376qfzR25EjR0q1GzFiBKZOnYp9+/bh66+/xssvvywvu3TpEm7fvo0VK1bA1dUVQOHHc5URFRWFiRMn4rnnngNQGCTKOmH72LFjpaY7dOhQZp/du3fH9u3b0aRJk0qfUnLs2DH5XKq7d+/i999/l7fToUMHREVFlaq/bdu2MDEpDMm+vr4ICgrCzp074efnB6AwSP3666+IiorCm2++aVBnfHx8nbm/rfJjlERERA1I48aN4eDggE2bNuHy5cs4cOAAgoODS7Vr1KgRRo4ciX/84x+4ePEixo0bJy9zc3ODubk5PvzwQ/z555/44Ycf8O6771aqjjZt2mDXrl2Ii4vDmTNn8OKLL5Z5N46oqCisXLkSv//+OzZs2ICdO3di9uzZZfY5fvx4ODo6YsSIETh8+DASEhIQGRmJWbNm4a+//qqwnmXLliE8PBznzp3DxIkT4ejoiJEjRwIA3nzzTYSHh+Pdd9/F77//js8//xzr16/HW2+9Ja/fuXNnNG7cGF9//bVBaNq9ezdycnLQr18/ue2iRYvwxRdfYOnSpTh//jwuXryIbdu2GXy7rjYZNTQdOnQIzz77LFxcXMq8UqkQAosWLULTpk1haWmJgIAA/PHHHwZt7ty5g/Hjx0Oj0cDOzg6TJ09GZmamQZuzZ89iwIABsLCwgKurK1auXFmqlp07d6J9+/awsLCAp6en4m81EBHRk0mlUmHbtm2IjY1Fp06dMGfOHKxatarMtuPHj8eZM2cwYMAAg2+0OTk5ITQ0FDt37kTHjh2xYsUKvP/++5Wq44MPPkDjxo3Rt29fPPvsswgMDET37t1LtXvzzTdx8uRJdOvWDf/85z/xwQcfIDAwsMw+rayscOjQIbi5uWHUqFHo0KEDJk+ejOzs7EceeVqxYgVmz56NHj16IDk5GT/++KP8bbvu3btjx44d2LZtGzp16oRFixZh2bJlmDhxory+JEkYMGAAJElC//79ARQGKY1Gg549exp81BYYGIiffvoJv/zyC3r16oU+ffpgzZo1aNGiRaXGsNoII/r555/F22+/LXbt2iUAiO+++85g+YoVK4Stra3YvXu3OHPmjBg+fLhwd3cXWVlZcpshQ4aILl26iGPHjonDhw8LDw8PMW7cOHl5enq6cHZ2FuPHjxfnzp0T33zzjbC0tBSffPKJ3CYqKkqYmJiIlStXigsXLoh33nlHmJmZid9++03xvqSnpwsAIj09/fEHhIjoCZWVlSUuXLhg8PxN9UtERIQAIO7evWvsUiqtor+/yrx+GzU0FVcyNOn1eqHVasWqVavkeWlpaUKtVotvvvlGCCHEhQsXBABx4sQJuc3evXuFJEni+vXrQgghPvroI9G4cWORk5MjtwkJCRHt2rWTp8eMGSOGDRtmUI+Xl5eYNm2a4voZmoiIysfQVP8xNAlRZ89pSkhIQHJyMgICAuR5tra28PLyQnR0NAAgOjoadnZ2Bl81DAgIgEqlQkxMjNzGx8fH4EJdgYGBiI+Px927d+U2xbdT1KZoO2XJycmBTqczeBAREdGTq86GpuTkZACAs7OzwXxnZ2d5WXJyMpo0aWKw3NTUFPb29gZtyuqj+DbKa1O0vCzLly83uH1M0bciiIiInkR+fn4QQsDOzs7YpRhNnQ1Ndd2CBQuQnp4uP65du2bskoiIiKgG1dnQVHTH55SUFIP5KSkp8jKtVmtw00MAyM/Px507dwzalNVH8W2U16aiu06r1WpoNBqDBxERVUzwzl1kBGVdouFx1NmLW7q7u0Or1SI8PBxdu3YFUHh/mJiYGLz22msACi/lnpaWhtjYWPTo0QMAcODAAej1enh5eclt3n77beTl5cHMzAwAEBYWhnbt2qFx48Zym/DwcAQFBcnbDwsLK3VJeiIiejxmZmaQJEm+UWvR/c6IapIQArm5ubh58yZUKlWFNyJWwqihKTMzE5cvX5anExISEBcXB3t7e7i5uSEoKAj//Oc/0aZNG7i7u+Mf//gHXFxc5ItodejQAUOGDMGUKVOwceNG5OXlYebMmRg7dixcXFwAAC+++CKWLl2KyZMnIyQkBOfOncO6desMbuw3e/Zs+Pr6YvXq1Rg2bBi2bduGkydPYtOmTbU6HkRETyoTExM0b94cf/31V5lXsyaqSVZWVnBzc4NKVbUP2CRhxGOlRXdMLmnChAkIDQ2FEAKLFy/Gpk2bkJaWhv79++Ojjz5C27Zt5bZ37tzBzJkz8eOPP0KlUmH06NH4z3/+A2tra7nN2bNnMWPGDJw4cQKOjo544403EBISYrDNnTt34p133sHVq1fRpk0brFy5EkOHDlW8L5W5SzIRUUNVUFCAvLw8Y5dBDYiJiQlMTU3LPbpZmddvo4amJwlDExERUf1TmdfvOnsiOBEREVFdwtBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQK1OnQtGTJEkiSZPBo3769vDw7OxszZsyAg4MDrK2tMXr0aKSkpBj0kZiYiGHDhsHKygpNmjTB3LlzkZ+fb9AmMjIS3bt3h1qthoeHB0JDQ2tj94iIiKgeqdOhCQCeeuopJCUlyY8jR47Iy+bMmYMff/wRO3fuxMGDB3Hjxg2MGjVKXl5QUIBhw4YhNzcXR48exeeff47Q0FAsWrRIbpOQkIBhw4bB398fcXFxCAoKwquvvor9+/fX6n4SERFR3SYJIYSxiyjPkiVLsHv3bsTFxZValp6eDicnJ3z99dd4/vnnAQCXLl1Chw4dEB0djT59+mDv3r145plncOPGDTg7OwMANm7ciJCQENy8eRPm5uYICQnBnj17cO7cObnvsWPHIi0tDfv27Su3tpycHOTk5MjTOp0Orq6uSE9Ph0ajqaYRICIiopqk0+lga2ur6PW7zh9p+uOPP+Di4oJWrVph/PjxSExMBADExsYiLy8PAQEBctv27dvDzc0N0dHRAIDo6Gh4enrKgQkAAgMDodPpcP78eblN8T6K2hT1UZ7ly5fD1tZWfri6ulbL/hIREVHdVKdDk5eXF0JDQ7Fv3z58/PHHSEhIwIABA5CRkYHk5GSYm5vDzs7OYB1nZ2ckJycDAJKTkw0CU9HyomUVtdHpdMjKyiq3tgULFiA9PV1+XLt2raq7S0RERHWYqbELqMjTTz8t/9y5c2d4eXmhRYsW2LFjBywtLY1YGaBWq6FWq41aAxEREdWeOn2kqSQ7Ozu0bdsWly9fhlarRW5uLtLS0gzapKSkQKvVAgC0Wm2pb9MVTT+qjUajMXowIyIiorqjXoWmzMxMXLlyBU2bNkWPHj1gZmaG8PBweXl8fDwSExPh7e0NAPD29sZvv/2G1NRUuU1YWBg0Gg06duwotyneR1Gboj6IiIiIgDoemt566y0cPHgQV69exdGjR/Hcc8/BxMQE48aNg62tLSZPnozg4GBEREQgNjYWkyZNgre3N/r06QMAGDx4MDp27IiXXnoJZ86cwf79+/HOO+9gxowZ8kdr06dPx59//ol58+bh0qVL+Oijj7Bjxw7MmTPHmLtOREREdUydPqfpr7/+wrhx43D79m04OTmhf//+OHbsGJycnAAAa9asgUqlwujRo5GTk4PAwEB89NFH8vomJib46aef8Nprr8Hb2xuNGjXChAkTsGzZMrmNu7s79uzZgzlz5mDdunVo3rw5PvvsMwQGBtb6/hIREVHdVaev01SfVOY6D0RERFQ3PFHXaSIiIiKqCxiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAFTYxdA1SMvvwAJf8Yj9dIx5N36E6rMZJjl3IFJQTZMC7Jhps+GmciFShRAggAgoHrwryRKTENAMu7uEBERlXLNcQD6z/zUaNtnaKrn/og/j+vhH6NDyk9oK91FW2MXREREVENu5tw26vYZmuqp3Nw8HP00CD6pW9FGEoAE5MEEf5m5I8PaHQXWTaFq5ARJ3QgmaiuYqK1gam4JycQMkiRBkkwACYAkQZJUDx4SIP8rFf7LY05ERFRHtLR1Mur2GZrqodu3b+K/m8bBL+cEIAGXLLsDvSajbb9RcFdbGbs8IiKiJxJDUz2Tn5+P5I+Ho3v+BWQLM1zp+288FTjZ2GURERE98Ria6pljOz9A//wLyIQl7v7PLjzVqa+xSyIiImoQeMmBeiQ16Ro8L60FAPzeYRZcGZiIiIhqDUNTPfLnN8Gwle7hT9NW6Dp6rrHLISIialAYmuqJvxLi0Uf3S+HEsA+gMjUzbkFEREQNDENTPXEteicA4KK5J1p18zdyNURERA0PQ1M9YX01DACQ0XKwkSshIiJqmBia6oG02zfRPuc3AIBrn1FGroaIiKhhYmiqB/44ugtmUgH+q3JF01adjF0OERFRg8TQVA9I8fsAAMnagUauhIiIqOFiaKrjcnKy0DbjGADAvvsII1dDRETUcDE01XHxMb9AI93HbdiidVdfY5dDRETUYDE01XF5d69Dh0b4s/EAqEx51xsiIiJjkYQQwthFPAl0Oh1sbW2Rnp4OjUZTrX3r83JxL/MubBo7V2u/REREDV1lXr95pKkeUJmZMzAREREZGUMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDUwkbNmxAy5YtYWFhAS8vLxw/ftzYJREREVEdwNBUzPbt2xEcHIzFixfj1KlT6NKlCwIDA5Gammrs0oiIiMjIGJqK+eCDDzBlyhRMmjQJHTt2xMaNG2FlZYXNmzcbuzQiIiIyMoamB3JzcxEbG4uAgAB5nkqlQkBAAKKjo0u1z8nJgU6nM3gQERHRk4uh6YFbt26hoKAAzs6GN8Z1dnZGcnJyqfbLly+Hra2t/HB1da2tUomIiMgITI1dQH21YMECBAcHy9Pp6elwc3PjESciIqJ6pOh1WwjxyLYMTQ84OjrCxMQEKSkpBvNTUlKg1WpLtVer1VCr1fJ00aDziBMREVH9k5GRAVtb2wrbMDQ9YG5ujh49eiA8PBwjR44EAOj1eoSHh2PmzJmPXN/FxQXXrl2DjY0NJEmqcj06nQ6urq64du0aNBpNlftrqDiOVccxrDqOYdVxDKuOY1g2IQQyMjLg4uLyyLYMTcUEBwdjwoQJ6NmzJ3r37o21a9fi3r17mDRp0iPXValUaN68ebXXpNFo+MddDTiOVccxrDqOYdVxDKuOY1jao44wFWFoKuaFF17AzZs3sWjRIiQnJ6Nr167Yt29fqZPDiYiIqOFhaCph5syZij6OIyIiooaFlxyoo9RqNRYvXmxwsjlVHsex6jiGVccxrDqOYdVxDKtOEkq+Y0dERETUwPFIExEREZECDE1ERERECjA0ERERESnA0ERERESkAENTDdqwYQNatmwJCwsLeHl54fjx4xW237lzJ9q3bw8LCwt4enri559/NlguhMCiRYvQtGlTWFpaIiAgAH/88YdBmzt37mD8+PHQaDSws7PD5MmTkZmZWe37VluMMYYtW7aEJEkGjxUrVlT7vtWW6h7DXbt2YfDgwXBwcIAkSYiLiyvVR3Z2NmbMmAEHBwdYW1tj9OjRpW5RVJ8YYwz9/PxK/R1Onz69OnerVlXnGObl5SEkJASenp5o1KgRXFxc8PLLL+PGjRsGffD5sOpj+KQ9H1aZoBqxbds2YW5uLjZv3izOnz8vpkyZIuzs7ERKSkqZ7aOiooSJiYlYuXKluHDhgnjnnXeEmZmZ+O233+Q2K1asELa2tmL37t3izJkzYvjw4cLd3V1kZWXJbYYMGSK6dOkijh07Jg4fPiw8PDzEuHHjanx/a4KxxrBFixZi2bJlIikpSX5kZmbW+P7WhJoYwy+++EIsXbpUfPrppwKAOH36dKl+pk+fLlxdXUV4eLg4efKk6NOnj+jbt29N7WaNMtYY+vr6iilTphj8Haanp9fUbtao6h7DtLQ0ERAQILZv3y4uXbokoqOjRe/evUWPHj0M+uHzYdXH8El6PqwODE01pHfv3mLGjBnydEFBgXBxcRHLly8vs/2YMWPEsGHDDOZ5eXmJadOmCSGE0Ov1QqvVilWrVsnL09LShFqtFt98840QQogLFy4IAOLEiRNym7179wpJksT169erbd9qizHGUIjCJ4k1a9ZU454YT3WPYXEJCQllvuCnpaUJMzMzsXPnTnnexYsXBQARHR1dhb0xDmOMoRCFoWn27NlVqr2uqMkxLHL8+HEBQPz3v/8VQvD5sDrGUIgn6/mwOvDjuRqQm5uL2NhYBAQEyPNUKhUCAgIQHR1d5jrR0dEG7QEgMDBQbp+QkIDk5GSDNra2tvDy8pLbREdHw87ODj179pTbBAQEQKVSISYmptr2rzYYawyLrFixAg4ODujWrRtWrVqF/Pz86tq1WlMTY6hEbGws8vLyDPpp37493NzcKtVPXWCsMSyydetWODo6olOnTliwYAHu379f6T6MrbbGMD09HZIkwc7OTu6Dz4dVG8MiT8LzYXXhbVRqwK1bt1BQUFDqnnXOzs64dOlSmeskJyeX2T45OVleXjSvojZNmjQxWG5qagp7e3u5TX1hrDEEgFmzZqF79+6wt7fH0aNHsWDBAiQlJeGDDz6o8n7VppoYQyWSk5Nhbm5e6om3sv3UBcYaQwB48cUX0aJFC7i4uODs2bMICQlBfHw8du3aVbmdMLLaGMPs7GyEhIRg3Lhx8o1o+XxY9TEEnpznw+rC0ERUQnBwsPxz586dYW5ujmnTpmH58uW8/QDVmqlTp8o/e3p6omnTphg0aBCuXLmC1q1bG7GyuiUvLw9jxoyBEAIff/yxscuplyoaQz4fGuLHczXA0dERJiYmpb4tlJKSAq1WW+Y6Wq22wvZF/z6qTWpqqsHy/Px83Llzp9zt1lXGGsOyeHl5IT8/H1evXq3sbhhVTYyhElqtFrm5uUhLS6tSP3WBscawLF5eXgCAy5cvV6mf2laTY1j0Yv/f//4XYWFhBkdI+HxY9TEsS319PqwuDE01wNzcHD169EB4eLg8T6/XIzw8HN7e3mWu4+3tbdAeAMLCwuT27u7u0Gq1Bm10Oh1iYmLkNt7e3khLS0NsbKzc5sCBA9Dr9fITbn1hrDEsS1xcHFQqValD/XVdTYyhEj169ICZmZlBP/Hx8UhMTKxUP3WBscawLEWXJWjatGmV+qltNTWGRS/2f/zxB3799Vc4ODiU6oPPh1Ubw7LU1+fDamPsM9GfVNu2bRNqtVqEhoaKCxcuiKlTpwo7OzuRnJwshBDipZdeEvPnz5fbR0VFCVNTU/H++++LixcvisWLF5f5dXk7Ozvx/fffi7Nnz4oRI0aUecmBbt26iZiYGHHkyBHRpk2bev0V29oew6NHj4o1a9aIuLg4ceXKFfHVV18JJycn8fLLL9fuzleTmhjD27dvi9OnT4s9e/YIAGLbtm3i9OnTIikpSW4zffp04ebmJg4cOCBOnjwpvL29hbe3d+3teDUyxhhevnxZLFu2TJw8eVIkJCSI77//XrRq1Ur4+PjU7s5Xk+oew9zcXDF8+HDRvHlzERcXZ/B1+JycHLkfPh9WbQyftOfD6sDQVIM+/PBD4ebmJszNzUXv3r3FsWPH5GW+vr5iwoQJBu137Ngh2rZtK8zNzcVTTz0l9uzZY7Bcr9eLf/zjH8LZ2Vmo1WoxaNAgER8fb9Dm9u3bYty4ccLa2lpoNBoxadIkkZGRUWP7WNNqewxjY2OFl5eXsLW1FRYWFqJDhw7iX//6l8jOzq7R/axJ1T2GW7ZsEQBKPRYvXiy3ycrKEq+//rpo3LixsLKyEs8995xBqKpvansMExMThY+Pj7C3txdqtVp4eHiIuXPn1tvrNAlRvWNYdKmGsh4RERFyOz4fVm0Mn8Tnw6qShBCi9o5rEREREdVPPKeJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYieGBMnTsTIkSNrfbuhoaGQJAmSJCEoKEie37JlS6xdu7bS/UVGRsr9GWN/iKhspsYugIhICUmSKly+ePFirFu3Dsa6yYFGo0F8fDwaNWpU5b769u2LpKQkzJ49Gzk5OdVQHRFVB4YmIqoXkpKS5J+3b9+ORYsWIT4+Xp5nbW0Na2trY5QGoDDUabXaKveTl5cHc3NzaLVaWFpaMjQR1SH8eI6I6gWtVis/bG1t5ZBS9LC2ti718Zyfnx/eeOMNBAUFoXHjxnB2dsann36Ke/fuYdKkSbCxsYGHhwf27t1rsK1z587h6aefhrW1NZydnfHSSy/h1q1bj1X3/fv38corr8DGxgZubm7YtGmTvOzq1auQJAnbt2+Hr68vLCwssHXr1sfaDhHVPIYmInqiff7553B0dMTx48fxxhtv4LXXXsP//M//oG/fvjh16hQGDx6Ml156Cffv3wcApKWlYeDAgejWrRtOnjyJffv2ISUlBWPGjHms7a9evRo9e/bE6dOn8frrr+O1114zOEIGAPPnz8fs2bNx8eJFBAYGVnmfiahmMDQR0ROtS5cueOedd9CmTRssWLAAFhYWcHR0xJQpU9CmTRssWrQIt2/fxtmzZwEA69evR7du3fCvf/0L7du3R7du3bB582ZERETg999/r/T2hw4ditdffx0eHh4ICQmBo6MjIiIiDNoEBQVh1KhRcHd3R9OmTatlv4mo+vGcJiJ6onXu3Fn+2cTEBA4ODvD09JTnOTs7AwBSU1MBAGfOnEFERESZ50dduXIFbdu2feztF32kWLStIj179qxUn0RkHAxNRPREMzMzM5iWJMlgXtG38vR6PQAgMzMTzz77LP7973+X6utxjgKVtf2ibRWpjm/cEVHNY2giIiqme/fu+L//+z+0bNkSpqZ8iiSih3hOExFRMTNmzMCdO3cwbtw4nDhxAleuXMH+/fsxadIkFBQUGLs8IjIihiYiomJcXFwQFRWFgoICDB48GJ6enggKCoKdnR1UKj5lEjVkkjDW5XOJiJ4QoaGhCAoKQlpaWrX2O3HiRKSlpWH37t3V2i8RPR6+bSIiqgbp6emwtrZGSEhIlfs6fPgwrK2teaFLojqGR5qIiKooIyMDKSkpAAA7Ozs4OjpWqb+srCxcv34dQOHtYarj9ixEVHUMTUREREQK8OM5IiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISIH/B0Am1g5PTMXEAAAAAElFTkSuQmCC",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -432,10 +434,9 @@
     "plt.figure()\n",
     "plt.plot(time / 3600, df[\"hercules_comms.amr_wind.wind_farm_0.turbine_powers.000\"], label=\"WT000\")\n",
     "plt.plot(time / 3600, df[\"hercules_comms.amr_wind.wind_farm_0.turbine_powers.001\"], label=\"WT001\")\n",
-    "plt.plot(time / 3600, df[\"py_sims.solar_farm_0.outputs.power_mw\"]*1000, label=\"solar PV\")\n",
+    "plt.plot(time / 3600, df[\"py_sims.solar_farm_0.outputs.power_kw\"], label=\"solar PV\")\n",
     "plt.plot(time / 3600, df[\"py_sims.inputs.available_power\"], label=\"wind power\")\n",
-    "plt.plot(time / 3600, df[\"py_sims.inputs.available_power\"]+\\\n",
-    "    df[\"py_sims.solar_farm_0.outputs.power_mw\"]*1000, label=\"available power\")\n",
+    "plt.plot(time / 3600, df[\"py_sims.inputs.available_power\"], label=\"available power\")\n",
     "plt.ylabel(\"Power [kW]\")\n",
     "plt.xlabel(\"Time [hr]\")\n",
     "plt.legend()"
@@ -444,7 +445,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "base",
+   "display_name": "hercules",
    "language": "python",
    "name": "python3"
   },
@@ -458,14 +459,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.5"
+   "version": "3.10.4"
   },
-  "orig_nbformat": 4,
-  "vscode": {
-   "interpreter": {
-    "hash": "ad2bdc8ecc057115af97d19610ffacc2b4e99fae6737bb82f5d7fb13d2f2c186"
-   }
-  }
+  "orig_nbformat": 4
  },
  "nbformat": 4,
  "nbformat_minor": 2
diff --git a/hercules/py_sims.py b/hercules/py_sims.py
index ba41980b..06c66db4 100644
--- a/hercules/py_sims.py
+++ b/hercules/py_sims.py
@@ -75,6 +75,6 @@ def step(self, main_dict):
                 main_dict
             )
             if "Solar" in self.py_sim_dict[py_sim_name]["py_sim_type"]:
-                py_sims_available_power += self.py_sim_dict[py_sim_name]["outputs"]["power_mw"]*1000
+                py_sims_available_power += self.py_sim_dict[py_sim_name]["outputs"]["power_kw"]
 
         self.py_sim_dict["inputs"]["available_power"] = py_sims_available_power
diff --git a/hercules/python_simulators/electrolyzer_plant.py b/hercules/python_simulators/electrolyzer_plant.py
index ffb66647..3aaf8eea 100644
--- a/hercules/python_simulators/electrolyzer_plant.py
+++ b/hercules/python_simulators/electrolyzer_plant.py
@@ -15,21 +15,21 @@ def __init__(self, input_dict, dt):
         self.n_stacks = self.elec_sys.n_stacks
 
         # Right now, the plant initialization power and the initial condition power are the same
-        # power_in is always in MW
-        power_in = input_dict["electrolyzer"]["initial_power_kW"] / 1e3
+        # power_in is always in kW
+        power_in = input_dict["electrolyzer"]["initial_power_kW"] 
         self.needed_inputs = {"available_power": power_in}
 
         # Run Electrolyzer two steps to get outputs
         for i in range(2):
             H2_produced, H2_mfr, power_left, power_curtailed = self.elec_sys.run_control(
-                power_in * 1e6
+                power_in * 1e3
             )
         # Initialize outputs for controller step
         self.stacks_on = sum([self.elec_sys.stacks[i].stack_on for i in range(self.n_stacks)])
         self.stacks_waiting = [False] * self.n_stacks
         # # TODO: How should these be initialized? - Should we do one electrolyzer step?
         #           will that make it out of step of with the other sources?
-        self.curtailed_power = power_curtailed / 1e6
+        self.curtailed_power = power_curtailed / 1e3
         self.H2_output = H2_produced
 
     def return_outputs(self):
@@ -42,13 +42,13 @@ def step(self, inputs):
         # Gather inputs
         power_in = inputs["py_sims"]["inputs"][
             "available_power"
-        ]  # TODO check what units this is in
+        ]  # TODO Update to have electrolyzer and battery able to run together and NOT use available power
         # Run electrolyzer forward one step
         ######## Electrolyzer needs input in Watts ########
         H2_produced, H2_mfr, power_left, power_curtailed = self.elec_sys.run_control(power_in * 1e3)
 
         # Collect outputs from electrolyzer step
-        self.curtailed_power = power_curtailed / 1e6
+        self.curtailed_power = power_curtailed / 1e3
         self.stacks_on = sum([self.elec_sys.stacks[i].stack_on for i in range(self.n_stacks)])
         self.stacks_waiting = [self.elec_sys.stacks[i].stack_waiting for i in range(self.n_stacks)]
         self.H2_output = H2_produced
diff --git a/hercules/python_simulators/simple_solar.py b/hercules/python_simulators/simple_solar.py
index 32b4b290..c26c4384 100644
--- a/hercules/python_simulators/simple_solar.py
+++ b/hercules/python_simulators/simple_solar.py
@@ -12,13 +12,13 @@ def __init__(self, input_dict, dt):
 
         # Total area of solar panels
         base_irradiance = 1000  # W/m^2
-        self.area = self.capacity / (self.efficiency * base_irradiance)  # in m^2
+        self.area = self.capacity * 1e3 / (self.efficiency * base_irradiance)  # in m^2
 
         # Fixed dt for solar simulations
         self.dt = dt
 
         # Save the initial condition
-        self.power_mw = input_dict["initial_conditions"]["power"]
+        self.power_kw = input_dict["initial_conditions"]["power"]
         self.irradiance = input_dict["initial_conditions"]["irradiance"]
 
         # Define needed inputs as empty dict
@@ -28,7 +28,10 @@ def __init__(self, input_dict, dt):
         # self.compute_power()
 
     def return_outputs(self):
-        return {"power": self.power_mw, "irradiance": self.irradiance}
+        return {"power_kw": self.power_kw,
+                 "dni": self.irradiance,
+                 "aoi": None,
+                 }
 
     def step(self, inputs):
         # TODO add tilt tracking - haven't gotten to this yet
@@ -36,11 +39,15 @@ def step(self, inputs):
         # https://www.sciencedirect.com/science/article/pii/S1364032106001134
 
         # Note: irradiance is measured in W/m^2, so the power is calculated in Watts,
-        #           and then scaled to MW
-        # self.power_mw = 0.0
+        #           and then scaled to kW
 
         # Assume model generates its own irradiance
-        irradiance = 1000.0
+        if inputs:
+            sim_time_s = inputs["time"]
+            irradiance = inputs["irradiance"]
+        else:
+            irradiance = 1000.0
+
 
         # Save this as an output for now
         self.irradiance = irradiance
@@ -48,9 +55,9 @@ def step(self, inputs):
         # Gather inputs
         # irradiance = inputs['irradiance']
 
-        self.power_mw = irradiance * self.area * self.efficiency / 1e6 * self.dt
-        if self.power_mw < 0.0:
-            self.power_mw = 0.0
+        self.power_kw = irradiance * self.area * self.efficiency / 1e3 * self.dt
+        if self.power_kw < 0.0:
+            self.power_kw = 0.0
         # NOTE: need to talk about whether to have time step in here or not
         # Need to put outputs into input/output structure
 
diff --git a/hercules/python_simulators/solar_pysam.py b/hercules/python_simulators/solar_pysam.py
index c25cdb50..83b9399f 100644
--- a/hercules/python_simulators/solar_pysam.py
+++ b/hercules/python_simulators/solar_pysam.py
@@ -72,20 +72,20 @@ def __init__(self, input_dict, dt):
         self.dt = dt
 
         # Save the initial condition
-        self.power_mw = input_dict["initial_conditions"]["power"]
-        self.dc_power_mw = input_dict["initial_conditions"]["power"]
+        self.power_kw = input_dict["initial_conditions"]["power"]
+        self.dc_power_kw = input_dict["initial_conditions"]["power"]
         self.dni = input_dict["initial_conditions"]["dni"]
         self.aoi = 0
 
     def return_outputs(self):
         return {
-            "power_mw": self.power_mw,
+            "power_kw": self.power_kw,
             # "dc_power_mw": self.dc_power_mw,
             "dni": self.dni,
             "aoi": self.aoi,
         }
 
-    def control(self, power_setpoint_mw=None):
+    def control(self, power_setpoint_kw=None):
         """
         Low-level controller to enforce PV plant power setpoints
         Notes:
@@ -93,18 +93,18 @@ def control(self, power_setpoint_mw=None):
         - DC power output is not controlled because it is not used elsewhere in the code
 
         Inputs
-        - power_setpoint_mw: [MW] the desired total PV plant output
+        - power_setpoint_kw: [kW] the desired total PV plant output
         """
         # modify power output based on setpoint
-        if power_setpoint_mw is not None:
+        if power_setpoint_kw is not None:
             if self.verbose:
-                print("power_setpoint = ", power_setpoint_mw)
-            if self.power_mw > power_setpoint_mw:
-                self.power_mw = power_setpoint_mw
+                print("power_setpoint = ", power_setpoint_kw)
+            if self.power_kw > power_setpoint_kw:
+                self.power_kw = power_setpoint_kw
                 # Keep track of power that could go to charging battery
-                self.excess_power = self.power_mw - power_setpoint_mw
+                self.excess_power = self.power_kw - power_setpoint_kw
             if self.verbose:
-                print("self.power_mw after control = ", self.power_mw)
+                print("self.power_kw after control = ", self.power_kw)
 
     def step(self, inputs):
         # print('-------------------')
@@ -182,28 +182,28 @@ def step(self, inputs):
         system_model.execute()
         out = system_model.Outputs.export()
 
-        ac = np.array(out["gen"]) / 1000  # in MW
+        ac = np.array(out["gen"])   # in kW
         # dc = np.array(out["dc_net"]) / 1000
 
-        self.power_mw = ac[0]  # calculating one timestep at a time
+        self.power_kw = ac[0]  # calculating one timestep at a time
         # self.dc_power_mw = dc[0]
         if self.verbose:
-            print("self.power_mw = ", self.power_mw)
+            print("self.power_kw = ", self.power_kw)
 
         # Apply control, if setpoint is provided
-        if "py_sims" in inputs and "solar_setpoint_mw" in inputs["py_sims"]["inputs"]:
-            P_setpoint = inputs["py_sims"]["inputs"]["solar_setpoint_mw"]
+        if "py_sims" in inputs and "solar_setpoint_kw" in inputs["py_sims"]["inputs"]:
+            P_setpoint = inputs["py_sims"]["inputs"]["solar_setpoint_kw"]
         elif "external_signals" in inputs.keys():
-            if "solar_power_reference_mw" in inputs["external_signals"].keys():
-                P_setpoint = inputs["external_signals"]["solar_power_reference_mw"]
+            if "solar_power_reference_kw" in inputs["external_signals"].keys():
+                P_setpoint = inputs["external_signals"]["solar_power_reference_kw"]
             else:
                 P_setpoint = None
         else:
             P_setpoint = None
         self.control(P_setpoint)
 
-        if self.power_mw < 0.0:
-            self.power_mw = 0.0
+        if self.power_kw < 0.0:
+            self.power_kw = 0.0
         # NOTE: need to talk about whether to have time step in here or not
 
         self.dni = out["dn"][0]  # direct normal irradiance
diff --git a/tests/python_simulators_test/simple_solar_test.py b/tests/python_simulators_test/simple_solar_test.py
new file mode 100644
index 00000000..9f66caf2
--- /dev/null
+++ b/tests/python_simulators_test/simple_solar_test.py
@@ -0,0 +1,83 @@
+"""This module provides unit tests for 'SimpleSolar'."""
+import os
+
+import pytest
+from hercules.python_simulators.simple_solar import SimpleSolar
+from numpy.testing import assert_almost_equal
+
+def get_solar_params():
+
+    full_path = os.path.realpath(__file__)
+    path = os.path.dirname(full_path)
+
+    # explicitly specifying weather inputs from the first timestep of the example file
+    solar_dict = {
+        "py_sim_type": SimpleSolar,
+        "capacity": 50000,
+        "efficiency": 0.5,
+
+        "initial_conditions":{
+            "power": 25000,
+            "irradiance": 1000,
+        },
+    }
+    
+    dt = 0.5 # s - input file has a dt of 1 min
+
+    return solar_dict, dt
+
+def create_simple_solar():
+    solar_dict, dt = get_solar_params()
+    return SimpleSolar(solar_dict, dt)
+
+@pytest.fixture
+def SS():
+    return create_simple_solar()
+
+def test_init():
+    # testing the `init` function: reading the inputs from input dictionary
+    solar_dict, dt = get_solar_params()
+    SS = SimpleSolar(solar_dict, dt)
+
+    assert SS.dt == dt
+
+    assert SS.power_kw == solar_dict["initial_conditions"]["power"]
+    assert SS.irradiance == solar_dict["initial_conditions"]["irradiance"]
+
+def test_return_outputs(SS: SimpleSolar):
+    # testing the function `return_outputs`
+    # outputs after initialization - all outputs should reflect input dict
+    outputs_init = SS.return_outputs()
+
+    assert outputs_init["power_kw"] == 25000
+    assert outputs_init["dni"] == 1000
+
+    # change PV power predictions and irradiance as if during simulation
+    SS.power_kw = 20000
+    SS.irradiance = 900
+
+    # check that outputs return the changed PV outputs
+    outputs_sim = SS.return_outputs()
+
+    assert outputs_sim["power_kw"] == 20000
+    # assert outputs_sim["dc_power_mw"] == 1000
+    assert outputs_sim["dni"] == 900
+    assert outputs_sim["aoi"] == None
+
+def test_step(SS: SimpleSolar):
+    # testing the `step` function: calculating power based on inputs at first timestep
+    step_inputs = {"time": 0, "irradiance": 900}
+
+    outputs_sim = SS.step(step_inputs)
+    print(outputs_sim["power_kw"])
+    print(outputs_sim["dni"])
+    print(outputs_sim["aoi"])
+
+    assert_almost_equal(SS.power_kw, 22500.0, decimal=8)
+
+# TODO: decide if SimpleSolar should have control capabilities
+# def test_control(SPS: SolarPySAM):
+#     power_setpoint_mw = 30
+#     step_inputs = {"time": 0, "py_sims": {"inputs": {"solar_setpoint_mw": power_setpoint_mw}}}
+#     SPS.step(step_inputs)
+#     assert_almost_equal(SPS.power_mw, power_setpoint_mw, decimal=8)
diff --git a/tests/python_simulators_test/solar_pysam_test.py b/tests/python_simulators_test/solar_pysam_test.py
index aceb0d9f..e2d3f2a8 100644
--- a/tests/python_simulators_test/solar_pysam_test.py
+++ b/tests/python_simulators_test/solar_pysam_test.py
@@ -30,7 +30,7 @@ def get_solar_params():
         "lon": -105.1778, 
         "elev": 1829,
         "initial_conditions": {
-            "power": 25, 
+            "power": 25000, 
             "dni": 1000
         },
     }
@@ -54,8 +54,8 @@ def test_init():
 
     assert SPS.dt == dt
 
-    assert SPS.power_mw == solar_dict["initial_conditions"]["power"]
-    assert SPS.dc_power_mw == solar_dict["initial_conditions"]["power"]
+    assert SPS.power_kw == solar_dict["initial_conditions"]["power"]
+    assert SPS.dc_power_kw == solar_dict["initial_conditions"]["power"]
     assert SPS.dni == solar_dict["initial_conditions"]["dni"]
     assert SPS.aoi == 0
 
@@ -64,11 +64,11 @@ def test_return_outputs(SPS: SolarPySAM):
     # outputs after initialization - all outputs should reflect input dict
     outputs_init = SPS.return_outputs()
 
-    assert outputs_init["power_mw"] == 25
+    assert outputs_init["power_kw"] == 25000
     assert outputs_init["dni"] == 1000
 
     # change PV power predictions and irradiance as if during simulation
-    SPS.power_mw = 800
+    SPS.power_kw = 800000
     # SPS.dc_power_mw = 1000
     SPS.dni = 900
     SPS.aoi = 0
@@ -76,7 +76,7 @@ def test_return_outputs(SPS: SolarPySAM):
     # check that outputs return the changed PV outputs
     outputs_sim = SPS.return_outputs()
 
-    assert outputs_sim["power_mw"] == 800
+    assert outputs_sim["power_kw"] == 800000
     # assert outputs_sim["dc_power_mw"] == 1000
     assert outputs_sim["dni"] == 900
     assert outputs_sim["aoi"] == 0
@@ -87,12 +87,12 @@ def test_step(SPS: SolarPySAM):
 
     SPS.step(step_inputs)
 
-    assert_almost_equal(SPS.power_mw, 32.17650018440107, decimal=8)
+    assert_almost_equal(SPS.power_kw, 32176.50018440107, decimal=8)
     # assert_almost_equal(SPS.dc_power_mw, 33.26240852125279, decimal=8)
     assert_almost_equal(SPS.ghi, 68.23037719726561, decimal=8)
 
 def test_control(SPS: SolarPySAM):
-    power_setpoint_mw = 30
-    step_inputs = {"time": 0, "py_sims": {"inputs": {"solar_setpoint_mw": power_setpoint_mw}}}
+    power_setpoint_kw = 30000
+    step_inputs = {"time": 0, "py_sims": {"inputs": {"solar_setpoint_kw": power_setpoint_kw}}}
     SPS.step(step_inputs)
-    assert_almost_equal(SPS.power_mw, power_setpoint_mw, decimal=8)
+    assert_almost_equal(SPS.power_kw, power_setpoint_kw, decimal=8)