RdTools tutorial#

Data bounty webinar series#

Michael Deceglie, March 19, 2024#

This notebook was presented as part of the SETO Data Bounty Prize webinar series. The tutorial was originally created for RdTools version 2, newer versions will be available in the future. To acheive a suitable environment to reproduce that demo:

conda create --name rdtools_demo python==3.10 notebook==6.4.8 pandas==2.0.3
pip install rise
pip install rdtools==2.1.8
import rdtools
import glob
import pvlib
import pandas as pd
import json
import matplotlib.pyplot as plt
import matplotlib
matplotlib.rcParams.update({'font.size': 12,
                           'figure.figsize': [4.5, 3],
                           'lines.markeredgewidth': 0,
                           'lines.markersize': 2
                           })

115775-Solar%20Rd%20Tools%20Logo%20Design_horizontal.jpg

Degradation analysis with the raw data#

Import the raw data#

with open('data/2107_system_metadata.json', 'r') as f:
    metadata = json.load(f)

tz = metadata['System']['timezone_code']

def parse_prize_csv(file, tz):
    df = pd.read_csv(file)
    df.index = pd.to_datetime(df['measured_on'])
    df.index = df.index.tz_localize(tz, ambiguous='NaT')
    df = df.loc[df.index.dropna()].copy()
    print(f'{file} {df.index.min()}:{df.index.max()}')
    return df

df_elect = parse_prize_csv('data/2107_electrical_data.csv', tz)
df_env = parse_prize_csv('data/2107_environment_data.csv', tz)
df_irrad = parse_prize_csv('data/2107_irradiance_data.csv', tz)
df_meter = parse_prize_csv('data/2107_meter_15m_data.csv', tz)

latitude = metadata['Site']['latitude']
longitude = metadata['Site']['longitude']
data/2107_electrical_data.csv 2017-11-01 00:00:00-07:00:2023-11-07 23:55:00-08:00
data/2107_environment_data.csv 2017-12-01 00:00:00-08:00:2023-10-31 23:45:00-07:00
data/2107_irradiance_data.csv 2017-11-01 07:10:00-07:00:2023-11-01 23:55:00-07:00
data/2107_meter_15m_data.csv 2017-01-01 00:15:00-08:00:2023-11-09 23:30:00-08:00

TrendAnalysis workflow#

Screenshot%202024-03-14%20at%204.38.03%20PM.png

Use TrendAnalysis to analyze degradation#

ta = rdtools.TrendAnalysis(df_elect['inv_01_ac_power_inv_149583'],
                           df_irrad['poa_irradiance_o_149574'],
                           temperature_ambient=(df_env['ambient_temperature_o_149575']-32)*(5/9), # convert from F
                           gamma_pdc = -0.0041, # from data sheet
                           windspeed=df_env['wind_speed_o_149576'],
                           temperature_model='open_rack_glass_polymer'
                           )
ta.sensor_analysis(yoy_kwargs={'confidence_level':95})
fig = ta.plot_degradation_summary('sensor', summary_title='inv_01_ac_power_inv_149583', scatter_ymin=0.4, scatter_ymax=1.5)
ax1, ax2 = fig.get_axes()
ax1.collections[0].set_linewidth(0)
_images/8adf52ac048ec814ac9dd2e39948bbaa1693c7d442639f4c4377a5956d0692cb.png

Try again with the data after it has been through QA#

irrad_qa = pd.read_pickle('data/poa_irradiance_o_149574.pkl')
wind_qa = pd.read_pickle('data/wind_speed_o_149576.pkl')
inv1_qa = pd.read_pickle('data/inv_01_ac_power_inv_149583.pkl')
temperature_qa= pd.read_pickle('data/ambient_temperature_o_149575.pkl')
ta = rdtools.TrendAnalysis(inv1_qa,
                           irrad_qa,
                           temperature_ambient=(temperature_qa-32)*(5/9), # convert from F
                           gamma_pdc = -0.0041, # from data sheet
                           windspeed=wind_qa,
                           temperature_model='open_rack_glass_polymer'
                           )
ta.sensor_analysis(yoy_kwargs={'confidence_level':95})
fig = ta.plot_degradation_summary('sensor', summary_title='inv_01_ac_power_inv_149583', scatter_ymin=0.4, scatter_ymax=1.5)
ax1, ax2 = fig.get_axes()
ax1.collections[0].set_linewidth(0)
_images/443d4fdbae3da0c784a3fc0fa5cfc87707df45596c41b141cd17f2c684ead628.png
# Access the results directly 
ta.results
{'sensor': {'yoy_degradation': {'p50_rd': -0.717990363020582,
   'rd_confidence_interval': array([-1.00451315, -0.37415497]),
   'calc_info': {'YoY_values': dt
    2019-10-12 00:00:00-07:00    -1.247479
    2019-10-13 00:00:00-07:00    -1.345516
    2019-10-14 00:00:00-07:00     0.447446
    2019-10-15 00:00:00-07:00    -2.199707
    2019-10-16 00:00:00-07:00     1.124871
                                   ...    
    2023-10-17 00:00:00-07:00    -0.749997
    2023-10-18 00:00:00-07:00   -10.025471
    2023-10-20 00:00:00-07:00    -1.227054
    2023-10-21 00:00:00-07:00    -0.334307
    2023-10-22 00:00:00-07:00     8.148368
    Name: yoy, Length: 1209, dtype: float64,
    'renormalizing_factor': 0.7632266349873552,
    'usage_of_points': dt
    2018-10-12 00:00:00-07:00    1.0
    2018-10-13 00:00:00-07:00    1.0
    2018-10-14 00:00:00-07:00    1.0
    2018-10-15 00:00:00-07:00    1.0
    2018-10-16 00:00:00-07:00    1.0
                                ... 
    2023-10-19 00:00:00-07:00    0.0
    2023-10-20 00:00:00-07:00    1.0
    2023-10-21 00:00:00-07:00    1.0
    2023-10-22 00:00:00-07:00    1.0
    2023-10-23 00:00:00-07:00    0.0
    Name: usage_of_points, Length: 1838, dtype: float64,
    'exceedance_level': -0.9129765541613377}}}}

Inspecting and modifying filters#

# Take a look at the docstring
# rdtools.TrendAnalysis()
ta.filter_params
{'normalized_filter': {},
 'poa_filter': {},
 'tcell_filter': {},
 'clip_filter': {},
 'csi_filter': {},
 'ad_hoc_filter': None}
start = '2022/05/01'
stop = '2022/05/07'
rdtools.tune_filter_plot(ta.pv_energy.loc[start:stop],
                      ta.sensor_filter_components['clip_filter'].loc[start:stop]) 
ta.filter_params['clip_filter'] = {'model':'logic'}
ta.sensor_analysis(yoy_kwargs={'confidence_level':95})
/Users/mdecegli/opt/anaconda3/envs/oss_webinar/lib/python3.10/site-packages/rdtools/filtering.py:416: UserWarning:

The logic-based filter is an experimental clipping filter that is still under development. The API, results, and default behaviors may change in future releases (including MINOR and PATCH). Use at your own risk!

We can also turn off the clipping filter#

ta.filter_params.pop('clip_filter')
ta.filter_params
{'normalized_filter': {},
 'poa_filter': {},
 'tcell_filter': {},
 'csi_filter': {},
 'ad_hoc_filter': None}
ta.sensor_analysis(yoy_kwargs={'confidence_level':95})

Let’s check back on the result#

fig = ta.plot_degradation_summary('sensor', summary_title='inv_01_ac_power_inv_149583', scatter_ymin=0.4, scatter_ymax=1.5)
ax1, ax2 = fig.get_axes()
ax1.collections[0].set_linewidth(0)
_images/93578499ea773898cd9c59494adfbe6bd596f37b1a53507d3dc14dcbb0647e38.png

With the clipping filter removed, we’re looking more at the AC degradation. Clipping masks DC degradation.

Let’s take a look at soiling#

ta.sensor_analysis(analyses=['yoy_degradation','srr_soiling'],
                   yoy_kwargs={'confidence_level':95},
                   srr_kwargs={'confidence_level':95})
/Users/mdecegli/opt/anaconda3/envs/oss_webinar/lib/python3.10/site-packages/rdtools/soiling.py:14: UserWarning:

The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.

/Users/mdecegli/opt/anaconda3/envs/oss_webinar/lib/python3.10/site-packages/rdtools/soiling.py:366: UserWarning:

20% or more of the daily data is assigned to invalid soiling intervals. This can be problematic with the "half_norm_clean" and "random_clean" cleaning assumptions. Consider more permissive validity criteria such as increasing "max_relative_slope_error" and/or "max_negative_step" and/or decreasing "min_interval_length". Alternatively, consider using method="perfect_clean". For more info see https://github.com/NREL/rdtools/issues/272
yoy_results = ta.results['sensor']['yoy_degradation']
srr_results = ta.results['sensor']['srr_soiling']
srr_results
{'p50_sratio': 0.9573594342582978,
 'sratio_confidence_interval': array([0.93975044, 0.96866323]),
 'calc_info': {'exceedance_level': 0.9438171561382142,
  'renormalizing_factor': 0.7545495189196989,
  'stochastic_soiling_profiles': [date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998184
   2018-10-14 00:00:00-07:00    0.996367
   2018-10-15 00:00:00-07:00    0.994551
   2018-10-16 00:00:00-07:00    0.992735
                                  ...   
   2023-10-19 00:00:00-07:00    0.952841
   2023-10-20 00:00:00-07:00    0.952841
   2023-10-21 00:00:00-07:00    0.952841
   2023-10-22 00:00:00-07:00    0.952841
   2023-10-23 00:00:00-07:00    0.952841
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999783
   2018-10-14 00:00:00-07:00    0.999567
   2018-10-15 00:00:00-07:00    0.999350
   2018-10-16 00:00:00-07:00    0.999134
                                  ...   
   2023-10-19 00:00:00-07:00    0.910409
   2023-10-20 00:00:00-07:00    0.910409
   2023-10-21 00:00:00-07:00    0.910409
   2023-10-22 00:00:00-07:00    0.910409
   2023-10-23 00:00:00-07:00    0.910409
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997941
   2018-10-14 00:00:00-07:00    0.995882
   2018-10-15 00:00:00-07:00    0.993822
   2018-10-16 00:00:00-07:00    0.991763
                                  ...   
   2023-10-19 00:00:00-07:00    0.949283
   2023-10-20 00:00:00-07:00    0.949283
   2023-10-21 00:00:00-07:00    0.949283
   2023-10-22 00:00:00-07:00    0.949283
   2023-10-23 00:00:00-07:00    0.949283
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998640
   2018-10-14 00:00:00-07:00    0.997279
   2018-10-15 00:00:00-07:00    0.995919
   2018-10-16 00:00:00-07:00    0.994559
                                  ...   
   2023-10-19 00:00:00-07:00    0.985984
   2023-10-20 00:00:00-07:00    0.985984
   2023-10-21 00:00:00-07:00    0.985984
   2023-10-22 00:00:00-07:00    0.985984
   2023-10-23 00:00:00-07:00    0.985984
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998403
   2018-10-14 00:00:00-07:00    0.996807
   2018-10-15 00:00:00-07:00    0.995210
   2018-10-16 00:00:00-07:00    0.993613
                                  ...   
   2023-10-19 00:00:00-07:00    0.970205
   2023-10-20 00:00:00-07:00    0.970205
   2023-10-21 00:00:00-07:00    0.970205
   2023-10-22 00:00:00-07:00    0.970205
   2023-10-23 00:00:00-07:00    0.970205
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998905
   2018-10-14 00:00:00-07:00    0.997810
   2018-10-15 00:00:00-07:00    0.996716
   2018-10-16 00:00:00-07:00    0.995621
                                  ...   
   2023-10-19 00:00:00-07:00    0.943767
   2023-10-20 00:00:00-07:00    0.943767
   2023-10-21 00:00:00-07:00    0.943767
   2023-10-22 00:00:00-07:00    0.943767
   2023-10-23 00:00:00-07:00    0.943767
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999129
   2018-10-14 00:00:00-07:00    0.998258
   2018-10-15 00:00:00-07:00    0.997387
   2018-10-16 00:00:00-07:00    0.996516
                                  ...   
   2023-10-19 00:00:00-07:00    0.939208
   2023-10-20 00:00:00-07:00    0.939208
   2023-10-21 00:00:00-07:00    0.939208
   2023-10-22 00:00:00-07:00    0.939208
   2023-10-23 00:00:00-07:00    0.939208
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999985
   2018-10-14 00:00:00-07:00    0.999970
   2018-10-15 00:00:00-07:00    0.999955
   2018-10-16 00:00:00-07:00    0.999939
                                  ...   
   2023-10-19 00:00:00-07:00    0.924329
   2023-10-20 00:00:00-07:00    0.924329
   2023-10-21 00:00:00-07:00    0.924329
   2023-10-22 00:00:00-07:00    0.924329
   2023-10-23 00:00:00-07:00    0.924329
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998946
   2018-10-14 00:00:00-07:00    0.997892
   2018-10-15 00:00:00-07:00    0.996838
   2018-10-16 00:00:00-07:00    0.995784
                                  ...   
   2023-10-19 00:00:00-07:00    0.968396
   2023-10-20 00:00:00-07:00    0.968396
   2023-10-21 00:00:00-07:00    0.968396
   2023-10-22 00:00:00-07:00    0.968396
   2023-10-23 00:00:00-07:00    0.968396
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999374
   2018-10-14 00:00:00-07:00    0.998748
   2018-10-15 00:00:00-07:00    0.998121
   2018-10-16 00:00:00-07:00    0.997495
                                  ...   
   2023-10-19 00:00:00-07:00    0.919766
   2023-10-20 00:00:00-07:00    0.919766
   2023-10-21 00:00:00-07:00    0.919766
   2023-10-22 00:00:00-07:00    0.919766
   2023-10-23 00:00:00-07:00    0.919766
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998181
   2018-10-14 00:00:00-07:00    0.996363
   2018-10-15 00:00:00-07:00    0.994544
   2018-10-16 00:00:00-07:00    0.992725
                                  ...   
   2023-10-19 00:00:00-07:00    0.923179
   2023-10-20 00:00:00-07:00    0.923179
   2023-10-21 00:00:00-07:00    0.923179
   2023-10-22 00:00:00-07:00    0.923179
   2023-10-23 00:00:00-07:00    0.923179
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998745
   2018-10-14 00:00:00-07:00    0.997490
   2018-10-15 00:00:00-07:00    0.996236
   2018-10-16 00:00:00-07:00    0.994981
                                  ...   
   2023-10-19 00:00:00-07:00    0.922291
   2023-10-20 00:00:00-07:00    0.922291
   2023-10-21 00:00:00-07:00    0.922291
   2023-10-22 00:00:00-07:00    0.922291
   2023-10-23 00:00:00-07:00    0.922291
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999665
   2018-10-14 00:00:00-07:00    0.999329
   2018-10-15 00:00:00-07:00    0.998994
   2018-10-16 00:00:00-07:00    0.998659
                                  ...   
   2023-10-19 00:00:00-07:00    0.938161
   2023-10-20 00:00:00-07:00    0.938161
   2023-10-21 00:00:00-07:00    0.938161
   2023-10-22 00:00:00-07:00    0.938161
   2023-10-23 00:00:00-07:00    0.938161
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998367
   2018-10-14 00:00:00-07:00    0.996734
   2018-10-15 00:00:00-07:00    0.995101
   2018-10-16 00:00:00-07:00    0.993468
                                  ...   
   2023-10-19 00:00:00-07:00    0.959915
   2023-10-20 00:00:00-07:00    0.959915
   2023-10-21 00:00:00-07:00    0.959915
   2023-10-22 00:00:00-07:00    0.959915
   2023-10-23 00:00:00-07:00    0.959915
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998730
   2018-10-14 00:00:00-07:00    0.997460
   2018-10-15 00:00:00-07:00    0.996189
   2018-10-16 00:00:00-07:00    0.994919
                                  ...   
   2023-10-19 00:00:00-07:00    0.965456
   2023-10-20 00:00:00-07:00    0.965456
   2023-10-21 00:00:00-07:00    0.965456
   2023-10-22 00:00:00-07:00    0.965456
   2023-10-23 00:00:00-07:00    0.965456
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999980
   2018-10-14 00:00:00-07:00    0.999961
   2018-10-15 00:00:00-07:00    0.999941
   2018-10-16 00:00:00-07:00    0.999921
                                  ...   
   2023-10-19 00:00:00-07:00    0.944119
   2023-10-20 00:00:00-07:00    0.944119
   2023-10-21 00:00:00-07:00    0.944119
   2023-10-22 00:00:00-07:00    0.944119
   2023-10-23 00:00:00-07:00    0.944119
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998960
   2018-10-14 00:00:00-07:00    0.997921
   2018-10-15 00:00:00-07:00    0.996881
   2018-10-16 00:00:00-07:00    0.995842
                                  ...   
   2023-10-19 00:00:00-07:00    0.979162
   2023-10-20 00:00:00-07:00    0.979162
   2023-10-21 00:00:00-07:00    0.979162
   2023-10-22 00:00:00-07:00    0.979162
   2023-10-23 00:00:00-07:00    0.979162
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999137
   2018-10-14 00:00:00-07:00    0.998274
   2018-10-15 00:00:00-07:00    0.997410
   2018-10-16 00:00:00-07:00    0.996547
                                  ...   
   2023-10-19 00:00:00-07:00    0.924565
   2023-10-20 00:00:00-07:00    0.924565
   2023-10-21 00:00:00-07:00    0.924565
   2023-10-22 00:00:00-07:00    0.924565
   2023-10-23 00:00:00-07:00    0.924565
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999952
   2018-10-14 00:00:00-07:00    0.999904
   2018-10-15 00:00:00-07:00    0.999855
   2018-10-16 00:00:00-07:00    0.999807
                                  ...   
   2023-10-19 00:00:00-07:00    0.917389
   2023-10-20 00:00:00-07:00    0.917389
   2023-10-21 00:00:00-07:00    0.917389
   2023-10-22 00:00:00-07:00    0.917389
   2023-10-23 00:00:00-07:00    0.917389
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998330
   2018-10-14 00:00:00-07:00    0.996660
   2018-10-15 00:00:00-07:00    0.994991
   2018-10-16 00:00:00-07:00    0.993321
                                  ...   
   2023-10-19 00:00:00-07:00    0.921257
   2023-10-20 00:00:00-07:00    0.921257
   2023-10-21 00:00:00-07:00    0.921257
   2023-10-22 00:00:00-07:00    0.921257
   2023-10-23 00:00:00-07:00    0.921257
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999712
   2018-10-14 00:00:00-07:00    0.999425
   2018-10-15 00:00:00-07:00    0.999137
   2018-10-16 00:00:00-07:00    0.998850
                                  ...   
   2023-10-19 00:00:00-07:00    0.948584
   2023-10-20 00:00:00-07:00    0.948584
   2023-10-21 00:00:00-07:00    0.948584
   2023-10-22 00:00:00-07:00    0.948584
   2023-10-23 00:00:00-07:00    0.948584
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998595
   2018-10-14 00:00:00-07:00    0.997191
   2018-10-15 00:00:00-07:00    0.995786
   2018-10-16 00:00:00-07:00    0.994382
                                  ...   
   2023-10-19 00:00:00-07:00    0.986174
   2023-10-20 00:00:00-07:00    0.986174
   2023-10-21 00:00:00-07:00    0.986174
   2023-10-22 00:00:00-07:00    0.986174
   2023-10-23 00:00:00-07:00    0.986174
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997614
   2018-10-14 00:00:00-07:00    0.995228
   2018-10-15 00:00:00-07:00    0.992842
   2018-10-16 00:00:00-07:00    0.990455
                                  ...   
   2023-10-19 00:00:00-07:00    0.955838
   2023-10-20 00:00:00-07:00    0.955838
   2023-10-21 00:00:00-07:00    0.955838
   2023-10-22 00:00:00-07:00    0.955838
   2023-10-23 00:00:00-07:00    0.955838
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999293
   2018-10-14 00:00:00-07:00    0.998586
   2018-10-15 00:00:00-07:00    0.997879
   2018-10-16 00:00:00-07:00    0.997172
                                  ...   
   2023-10-19 00:00:00-07:00    0.978441
   2023-10-20 00:00:00-07:00    0.978441
   2023-10-21 00:00:00-07:00    0.978441
   2023-10-22 00:00:00-07:00    0.978441
   2023-10-23 00:00:00-07:00    0.978441
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998617
   2018-10-14 00:00:00-07:00    0.997234
   2018-10-15 00:00:00-07:00    0.995852
   2018-10-16 00:00:00-07:00    0.994469
                                  ...   
   2023-10-19 00:00:00-07:00    0.980883
   2023-10-20 00:00:00-07:00    0.980883
   2023-10-21 00:00:00-07:00    0.980883
   2023-10-22 00:00:00-07:00    0.980883
   2023-10-23 00:00:00-07:00    0.980883
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999553
   2018-10-14 00:00:00-07:00    0.999105
   2018-10-15 00:00:00-07:00    0.998658
   2018-10-16 00:00:00-07:00    0.998211
                                  ...   
   2023-10-19 00:00:00-07:00    0.995959
   2023-10-20 00:00:00-07:00    0.995959
   2023-10-21 00:00:00-07:00    0.995959
   2023-10-22 00:00:00-07:00    0.995959
   2023-10-23 00:00:00-07:00    0.995959
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998668
   2018-10-14 00:00:00-07:00    0.997335
   2018-10-15 00:00:00-07:00    0.996003
   2018-10-16 00:00:00-07:00    0.994671
                                  ...   
   2023-10-19 00:00:00-07:00    0.920112
   2023-10-20 00:00:00-07:00    0.920112
   2023-10-21 00:00:00-07:00    0.920112
   2023-10-22 00:00:00-07:00    0.920112
   2023-10-23 00:00:00-07:00    0.920112
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998813
   2018-10-14 00:00:00-07:00    0.997627
   2018-10-15 00:00:00-07:00    0.996440
   2018-10-16 00:00:00-07:00    0.995253
                                  ...   
   2023-10-19 00:00:00-07:00    0.917084
   2023-10-20 00:00:00-07:00    0.917084
   2023-10-21 00:00:00-07:00    0.917084
   2023-10-22 00:00:00-07:00    0.917084
   2023-10-23 00:00:00-07:00    0.917084
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998737
   2018-10-14 00:00:00-07:00    0.997474
   2018-10-15 00:00:00-07:00    0.996210
   2018-10-16 00:00:00-07:00    0.994947
                                  ...   
   2023-10-19 00:00:00-07:00    0.931787
   2023-10-20 00:00:00-07:00    0.931787
   2023-10-21 00:00:00-07:00    0.931787
   2023-10-22 00:00:00-07:00    0.931787
   2023-10-23 00:00:00-07:00    0.931787
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997561
   2018-10-14 00:00:00-07:00    0.995123
   2018-10-15 00:00:00-07:00    0.992684
   2018-10-16 00:00:00-07:00    0.990246
                                  ...   
   2023-10-19 00:00:00-07:00    0.973630
   2023-10-20 00:00:00-07:00    0.973630
   2023-10-21 00:00:00-07:00    0.973630
   2023-10-22 00:00:00-07:00    0.973630
   2023-10-23 00:00:00-07:00    0.973630
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998317
   2018-10-14 00:00:00-07:00    0.996634
   2018-10-15 00:00:00-07:00    0.994951
   2018-10-16 00:00:00-07:00    0.993269
                                  ...   
   2023-10-19 00:00:00-07:00    0.911904
   2023-10-20 00:00:00-07:00    0.911904
   2023-10-21 00:00:00-07:00    0.911904
   2023-10-22 00:00:00-07:00    0.911904
   2023-10-23 00:00:00-07:00    0.911904
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999781
   2018-10-14 00:00:00-07:00    0.999562
   2018-10-15 00:00:00-07:00    0.999344
   2018-10-16 00:00:00-07:00    0.999125
                                  ...   
   2023-10-19 00:00:00-07:00    0.983388
   2023-10-20 00:00:00-07:00    0.983388
   2023-10-21 00:00:00-07:00    0.983388
   2023-10-22 00:00:00-07:00    0.983388
   2023-10-23 00:00:00-07:00    0.983388
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997706
   2018-10-14 00:00:00-07:00    0.995412
   2018-10-15 00:00:00-07:00    0.993117
   2018-10-16 00:00:00-07:00    0.990823
                                  ...   
   2023-10-19 00:00:00-07:00    0.983875
   2023-10-20 00:00:00-07:00    0.983875
   2023-10-21 00:00:00-07:00    0.983875
   2023-10-22 00:00:00-07:00    0.983875
   2023-10-23 00:00:00-07:00    0.983875
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998205
   2018-10-14 00:00:00-07:00    0.996410
   2018-10-15 00:00:00-07:00    0.994615
   2018-10-16 00:00:00-07:00    0.992820
                                  ...   
   2023-10-19 00:00:00-07:00    0.913399
   2023-10-20 00:00:00-07:00    0.913399
   2023-10-21 00:00:00-07:00    0.913399
   2023-10-22 00:00:00-07:00    0.913399
   2023-10-23 00:00:00-07:00    0.913399
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999859
   2018-10-14 00:00:00-07:00    0.999718
   2018-10-15 00:00:00-07:00    0.999577
   2018-10-16 00:00:00-07:00    0.999436
                                  ...   
   2023-10-19 00:00:00-07:00    0.916769
   2023-10-20 00:00:00-07:00    0.916769
   2023-10-21 00:00:00-07:00    0.916769
   2023-10-22 00:00:00-07:00    0.916769
   2023-10-23 00:00:00-07:00    0.916769
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997556
   2018-10-14 00:00:00-07:00    0.995112
   2018-10-15 00:00:00-07:00    0.992669
   2018-10-16 00:00:00-07:00    0.990225
                                  ...   
   2023-10-19 00:00:00-07:00    0.962447
   2023-10-20 00:00:00-07:00    0.962447
   2023-10-21 00:00:00-07:00    0.962447
   2023-10-22 00:00:00-07:00    0.962447
   2023-10-23 00:00:00-07:00    0.962447
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999358
   2018-10-14 00:00:00-07:00    0.998715
   2018-10-15 00:00:00-07:00    0.998073
   2018-10-16 00:00:00-07:00    0.997431
                                  ...   
   2023-10-19 00:00:00-07:00    0.957999
   2023-10-20 00:00:00-07:00    0.957999
   2023-10-21 00:00:00-07:00    0.957999
   2023-10-22 00:00:00-07:00    0.957999
   2023-10-23 00:00:00-07:00    0.957999
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998661
   2018-10-14 00:00:00-07:00    0.997322
   2018-10-15 00:00:00-07:00    0.995984
   2018-10-16 00:00:00-07:00    0.994645
                                  ...   
   2023-10-19 00:00:00-07:00    0.985303
   2023-10-20 00:00:00-07:00    0.985303
   2023-10-21 00:00:00-07:00    0.985303
   2023-10-22 00:00:00-07:00    0.985303
   2023-10-23 00:00:00-07:00    0.985303
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997543
   2018-10-14 00:00:00-07:00    0.995085
   2018-10-15 00:00:00-07:00    0.992628
   2018-10-16 00:00:00-07:00    0.990170
                                  ...   
   2023-10-19 00:00:00-07:00    0.917232
   2023-10-20 00:00:00-07:00    0.917232
   2023-10-21 00:00:00-07:00    0.917232
   2023-10-22 00:00:00-07:00    0.917232
   2023-10-23 00:00:00-07:00    0.917232
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999779
   2018-10-14 00:00:00-07:00    0.999558
   2018-10-15 00:00:00-07:00    0.999337
   2018-10-16 00:00:00-07:00    0.999116
                                  ...   
   2023-10-19 00:00:00-07:00    0.932110
   2023-10-20 00:00:00-07:00    0.932110
   2023-10-21 00:00:00-07:00    0.932110
   2023-10-22 00:00:00-07:00    0.932110
   2023-10-23 00:00:00-07:00    0.932110
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998126
   2018-10-14 00:00:00-07:00    0.996251
   2018-10-15 00:00:00-07:00    0.994377
   2018-10-16 00:00:00-07:00    0.992502
                                  ...   
   2023-10-19 00:00:00-07:00    0.955711
   2023-10-20 00:00:00-07:00    0.955711
   2023-10-21 00:00:00-07:00    0.955711
   2023-10-22 00:00:00-07:00    0.955711
   2023-10-23 00:00:00-07:00    0.955711
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998538
   2018-10-14 00:00:00-07:00    0.997077
   2018-10-15 00:00:00-07:00    0.995615
   2018-10-16 00:00:00-07:00    0.994153
                                  ...   
   2023-10-19 00:00:00-07:00    0.921942
   2023-10-20 00:00:00-07:00    0.921942
   2023-10-21 00:00:00-07:00    0.921942
   2023-10-22 00:00:00-07:00    0.921942
   2023-10-23 00:00:00-07:00    0.921942
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997802
   2018-10-14 00:00:00-07:00    0.995605
   2018-10-15 00:00:00-07:00    0.993407
   2018-10-16 00:00:00-07:00    0.991209
                                  ...   
   2023-10-19 00:00:00-07:00    0.951609
   2023-10-20 00:00:00-07:00    0.951609
   2023-10-21 00:00:00-07:00    0.951609
   2023-10-22 00:00:00-07:00    0.951609
   2023-10-23 00:00:00-07:00    0.951609
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998937
   2018-10-14 00:00:00-07:00    0.997874
   2018-10-15 00:00:00-07:00    0.996811
   2018-10-16 00:00:00-07:00    0.995748
                                  ...   
   2023-10-19 00:00:00-07:00    0.994915
   2023-10-20 00:00:00-07:00    0.994915
   2023-10-21 00:00:00-07:00    0.994915
   2023-10-22 00:00:00-07:00    0.994915
   2023-10-23 00:00:00-07:00    0.994915
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999604
   2018-10-14 00:00:00-07:00    0.999208
   2018-10-15 00:00:00-07:00    0.998812
   2018-10-16 00:00:00-07:00    0.998416
                                  ...   
   2023-10-19 00:00:00-07:00    0.918164
   2023-10-20 00:00:00-07:00    0.918164
   2023-10-21 00:00:00-07:00    0.918164
   2023-10-22 00:00:00-07:00    0.918164
   2023-10-23 00:00:00-07:00    0.918164
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998848
   2018-10-14 00:00:00-07:00    0.997696
   2018-10-15 00:00:00-07:00    0.996543
   2018-10-16 00:00:00-07:00    0.995391
                                  ...   
   2023-10-19 00:00:00-07:00    0.996275
   2023-10-20 00:00:00-07:00    0.996275
   2023-10-21 00:00:00-07:00    0.996275
   2023-10-22 00:00:00-07:00    0.996275
   2023-10-23 00:00:00-07:00    0.996275
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998196
   2018-10-14 00:00:00-07:00    0.996391
   2018-10-15 00:00:00-07:00    0.994587
   2018-10-16 00:00:00-07:00    0.992783
                                  ...   
   2023-10-19 00:00:00-07:00    0.940293
   2023-10-20 00:00:00-07:00    0.940293
   2023-10-21 00:00:00-07:00    0.940293
   2023-10-22 00:00:00-07:00    0.940293
   2023-10-23 00:00:00-07:00    0.940293
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999731
   2018-10-14 00:00:00-07:00    0.999462
   2018-10-15 00:00:00-07:00    0.999192
   2018-10-16 00:00:00-07:00    0.998923
                                  ...   
   2023-10-19 00:00:00-07:00    0.973757
   2023-10-20 00:00:00-07:00    0.973757
   2023-10-21 00:00:00-07:00    0.973757
   2023-10-22 00:00:00-07:00    0.973757
   2023-10-23 00:00:00-07:00    0.973757
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998439
   2018-10-14 00:00:00-07:00    0.996877
   2018-10-15 00:00:00-07:00    0.995316
   2018-10-16 00:00:00-07:00    0.993754
                                  ...   
   2023-10-19 00:00:00-07:00    0.917931
   2023-10-20 00:00:00-07:00    0.917931
   2023-10-21 00:00:00-07:00    0.917931
   2023-10-22 00:00:00-07:00    0.917931
   2023-10-23 00:00:00-07:00    0.917931
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999239
   2018-10-14 00:00:00-07:00    0.998478
   2018-10-15 00:00:00-07:00    0.997717
   2018-10-16 00:00:00-07:00    0.996955
                                  ...   
   2023-10-19 00:00:00-07:00    0.940094
   2023-10-20 00:00:00-07:00    0.940094
   2023-10-21 00:00:00-07:00    0.940094
   2023-10-22 00:00:00-07:00    0.940094
   2023-10-23 00:00:00-07:00    0.940094
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997711
   2018-10-14 00:00:00-07:00    0.995423
   2018-10-15 00:00:00-07:00    0.993134
   2018-10-16 00:00:00-07:00    0.990846
                                  ...   
   2023-10-19 00:00:00-07:00    0.937625
   2023-10-20 00:00:00-07:00    0.937625
   2023-10-21 00:00:00-07:00    0.937625
   2023-10-22 00:00:00-07:00    0.937625
   2023-10-23 00:00:00-07:00    0.937625
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999584
   2018-10-14 00:00:00-07:00    0.999169
   2018-10-15 00:00:00-07:00    0.998753
   2018-10-16 00:00:00-07:00    0.998337
                                  ...   
   2023-10-19 00:00:00-07:00    0.929913
   2023-10-20 00:00:00-07:00    0.929913
   2023-10-21 00:00:00-07:00    0.929913
   2023-10-22 00:00:00-07:00    0.929913
   2023-10-23 00:00:00-07:00    0.929913
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999715
   2018-10-14 00:00:00-07:00    0.999429
   2018-10-15 00:00:00-07:00    0.999144
   2018-10-16 00:00:00-07:00    0.998859
                                  ...   
   2023-10-19 00:00:00-07:00    0.989720
   2023-10-20 00:00:00-07:00    0.989720
   2023-10-21 00:00:00-07:00    0.989720
   2023-10-22 00:00:00-07:00    0.989720
   2023-10-23 00:00:00-07:00    0.989720
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998782
   2018-10-14 00:00:00-07:00    0.997564
   2018-10-15 00:00:00-07:00    0.996345
   2018-10-16 00:00:00-07:00    0.995127
                                  ...   
   2023-10-19 00:00:00-07:00    0.992417
   2023-10-20 00:00:00-07:00    0.992417
   2023-10-21 00:00:00-07:00    0.992417
   2023-10-22 00:00:00-07:00    0.992417
   2023-10-23 00:00:00-07:00    0.992417
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999466
   2018-10-14 00:00:00-07:00    0.998931
   2018-10-15 00:00:00-07:00    0.998397
   2018-10-16 00:00:00-07:00    0.997863
                                  ...   
   2023-10-19 00:00:00-07:00    0.906892
   2023-10-20 00:00:00-07:00    0.906892
   2023-10-21 00:00:00-07:00    0.906892
   2023-10-22 00:00:00-07:00    0.906892
   2023-10-23 00:00:00-07:00    0.906892
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999956
   2018-10-14 00:00:00-07:00    0.999911
   2018-10-15 00:00:00-07:00    0.999867
   2018-10-16 00:00:00-07:00    0.999822
                                  ...   
   2023-10-19 00:00:00-07:00    0.972183
   2023-10-20 00:00:00-07:00    0.972183
   2023-10-21 00:00:00-07:00    0.972183
   2023-10-22 00:00:00-07:00    0.972183
   2023-10-23 00:00:00-07:00    0.972183
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999725
   2018-10-14 00:00:00-07:00    0.999450
   2018-10-15 00:00:00-07:00    0.999175
   2018-10-16 00:00:00-07:00    0.998900
                                  ...   
   2023-10-19 00:00:00-07:00    0.958347
   2023-10-20 00:00:00-07:00    0.958347
   2023-10-21 00:00:00-07:00    0.958347
   2023-10-22 00:00:00-07:00    0.958347
   2023-10-23 00:00:00-07:00    0.958347
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999831
   2018-10-14 00:00:00-07:00    0.999662
   2018-10-15 00:00:00-07:00    0.999493
   2018-10-16 00:00:00-07:00    0.999323
                                  ...   
   2023-10-19 00:00:00-07:00    0.997561
   2023-10-20 00:00:00-07:00    0.997561
   2023-10-21 00:00:00-07:00    0.997561
   2023-10-22 00:00:00-07:00    0.997561
   2023-10-23 00:00:00-07:00    0.997561
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999823
   2018-10-14 00:00:00-07:00    0.999647
   2018-10-15 00:00:00-07:00    0.999470
   2018-10-16 00:00:00-07:00    0.999293
                                  ...   
   2023-10-19 00:00:00-07:00    0.984457
   2023-10-20 00:00:00-07:00    0.984457
   2023-10-21 00:00:00-07:00    0.984457
   2023-10-22 00:00:00-07:00    0.984457
   2023-10-23 00:00:00-07:00    0.984457
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999848
   2018-10-14 00:00:00-07:00    0.999696
   2018-10-15 00:00:00-07:00    0.999544
   2018-10-16 00:00:00-07:00    0.999392
                                  ...   
   2023-10-19 00:00:00-07:00    0.946707
   2023-10-20 00:00:00-07:00    0.946707
   2023-10-21 00:00:00-07:00    0.946707
   2023-10-22 00:00:00-07:00    0.946707
   2023-10-23 00:00:00-07:00    0.946707
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999732
   2018-10-14 00:00:00-07:00    0.999465
   2018-10-15 00:00:00-07:00    0.999197
   2018-10-16 00:00:00-07:00    0.998930
                                  ...   
   2023-10-19 00:00:00-07:00    0.960547
   2023-10-20 00:00:00-07:00    0.960547
   2023-10-21 00:00:00-07:00    0.960547
   2023-10-22 00:00:00-07:00    0.960547
   2023-10-23 00:00:00-07:00    0.960547
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998287
   2018-10-14 00:00:00-07:00    0.996573
   2018-10-15 00:00:00-07:00    0.994860
   2018-10-16 00:00:00-07:00    0.993147
                                  ...   
   2023-10-19 00:00:00-07:00    0.981439
   2023-10-20 00:00:00-07:00    0.981439
   2023-10-21 00:00:00-07:00    0.981439
   2023-10-22 00:00:00-07:00    0.981439
   2023-10-23 00:00:00-07:00    0.981439
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999866
   2018-10-14 00:00:00-07:00    0.999731
   2018-10-15 00:00:00-07:00    0.999597
   2018-10-16 00:00:00-07:00    0.999463
                                  ...   
   2023-10-19 00:00:00-07:00    0.998495
   2023-10-20 00:00:00-07:00    0.998495
   2023-10-21 00:00:00-07:00    0.998495
   2023-10-22 00:00:00-07:00    0.998495
   2023-10-23 00:00:00-07:00    0.998495
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999043
   2018-10-14 00:00:00-07:00    0.998087
   2018-10-15 00:00:00-07:00    0.997130
   2018-10-16 00:00:00-07:00    0.996173
                                  ...   
   2023-10-19 00:00:00-07:00    0.937116
   2023-10-20 00:00:00-07:00    0.937116
   2023-10-21 00:00:00-07:00    0.937116
   2023-10-22 00:00:00-07:00    0.937116
   2023-10-23 00:00:00-07:00    0.937116
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999069
   2018-10-14 00:00:00-07:00    0.998137
   2018-10-15 00:00:00-07:00    0.997206
   2018-10-16 00:00:00-07:00    0.996274
                                  ...   
   2023-10-19 00:00:00-07:00    0.971943
   2023-10-20 00:00:00-07:00    0.971943
   2023-10-21 00:00:00-07:00    0.971943
   2023-10-22 00:00:00-07:00    0.971943
   2023-10-23 00:00:00-07:00    0.971943
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999883
   2018-10-14 00:00:00-07:00    0.999767
   2018-10-15 00:00:00-07:00    0.999650
   2018-10-16 00:00:00-07:00    0.999533
                                  ...   
   2023-10-19 00:00:00-07:00    0.922376
   2023-10-20 00:00:00-07:00    0.922376
   2023-10-21 00:00:00-07:00    0.922376
   2023-10-22 00:00:00-07:00    0.922376
   2023-10-23 00:00:00-07:00    0.922376
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998619
   2018-10-14 00:00:00-07:00    0.997239
   2018-10-15 00:00:00-07:00    0.995858
   2018-10-16 00:00:00-07:00    0.994478
                                  ...   
   2023-10-19 00:00:00-07:00    0.924759
   2023-10-20 00:00:00-07:00    0.924759
   2023-10-21 00:00:00-07:00    0.924759
   2023-10-22 00:00:00-07:00    0.924759
   2023-10-23 00:00:00-07:00    0.924759
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998426
   2018-10-14 00:00:00-07:00    0.996852
   2018-10-15 00:00:00-07:00    0.995278
   2018-10-16 00:00:00-07:00    0.993703
                                  ...   
   2023-10-19 00:00:00-07:00    0.979088
   2023-10-20 00:00:00-07:00    0.979088
   2023-10-21 00:00:00-07:00    0.979088
   2023-10-22 00:00:00-07:00    0.979088
   2023-10-23 00:00:00-07:00    0.979088
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998980
   2018-10-14 00:00:00-07:00    0.997960
   2018-10-15 00:00:00-07:00    0.996940
   2018-10-16 00:00:00-07:00    0.995920
                                  ...   
   2023-10-19 00:00:00-07:00    0.905483
   2023-10-20 00:00:00-07:00    0.905483
   2023-10-21 00:00:00-07:00    0.905483
   2023-10-22 00:00:00-07:00    0.905483
   2023-10-23 00:00:00-07:00    0.905483
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998513
   2018-10-14 00:00:00-07:00    0.997026
   2018-10-15 00:00:00-07:00    0.995539
   2018-10-16 00:00:00-07:00    0.994052
                                  ...   
   2023-10-19 00:00:00-07:00    0.974789
   2023-10-20 00:00:00-07:00    0.974789
   2023-10-21 00:00:00-07:00    0.974789
   2023-10-22 00:00:00-07:00    0.974789
   2023-10-23 00:00:00-07:00    0.974789
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999884
   2018-10-14 00:00:00-07:00    0.999768
   2018-10-15 00:00:00-07:00    0.999652
   2018-10-16 00:00:00-07:00    0.999536
                                  ...   
   2023-10-19 00:00:00-07:00    0.918527
   2023-10-20 00:00:00-07:00    0.918527
   2023-10-21 00:00:00-07:00    0.918527
   2023-10-22 00:00:00-07:00    0.918527
   2023-10-23 00:00:00-07:00    0.918527
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998042
   2018-10-14 00:00:00-07:00    0.996085
   2018-10-15 00:00:00-07:00    0.994127
   2018-10-16 00:00:00-07:00    0.992169
                                  ...   
   2023-10-19 00:00:00-07:00    0.978883
   2023-10-20 00:00:00-07:00    0.978883
   2023-10-21 00:00:00-07:00    0.978883
   2023-10-22 00:00:00-07:00    0.978883
   2023-10-23 00:00:00-07:00    0.978883
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998302
   2018-10-14 00:00:00-07:00    0.996605
   2018-10-15 00:00:00-07:00    0.994907
   2018-10-16 00:00:00-07:00    0.993210
                                  ...   
   2023-10-19 00:00:00-07:00    0.949099
   2023-10-20 00:00:00-07:00    0.949099
   2023-10-21 00:00:00-07:00    0.949099
   2023-10-22 00:00:00-07:00    0.949099
   2023-10-23 00:00:00-07:00    0.949099
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999954
   2018-10-14 00:00:00-07:00    0.999908
   2018-10-15 00:00:00-07:00    0.999862
   2018-10-16 00:00:00-07:00    0.999816
                                  ...   
   2023-10-19 00:00:00-07:00    0.992535
   2023-10-20 00:00:00-07:00    0.992535
   2023-10-21 00:00:00-07:00    0.992535
   2023-10-22 00:00:00-07:00    0.992535
   2023-10-23 00:00:00-07:00    0.992535
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999831
   2018-10-14 00:00:00-07:00    0.999662
   2018-10-15 00:00:00-07:00    0.999493
   2018-10-16 00:00:00-07:00    0.999324
                                  ...   
   2023-10-19 00:00:00-07:00    0.989760
   2023-10-20 00:00:00-07:00    0.989760
   2023-10-21 00:00:00-07:00    0.989760
   2023-10-22 00:00:00-07:00    0.989760
   2023-10-23 00:00:00-07:00    0.989760
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999908
   2018-10-14 00:00:00-07:00    0.999817
   2018-10-15 00:00:00-07:00    0.999725
   2018-10-16 00:00:00-07:00    0.999634
                                  ...   
   2023-10-19 00:00:00-07:00    0.947752
   2023-10-20 00:00:00-07:00    0.947752
   2023-10-21 00:00:00-07:00    0.947752
   2023-10-22 00:00:00-07:00    0.947752
   2023-10-23 00:00:00-07:00    0.947752
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997863
   2018-10-14 00:00:00-07:00    0.995726
   2018-10-15 00:00:00-07:00    0.993589
   2018-10-16 00:00:00-07:00    0.991452
                                  ...   
   2023-10-19 00:00:00-07:00    0.988440
   2023-10-20 00:00:00-07:00    0.988440
   2023-10-21 00:00:00-07:00    0.988440
   2023-10-22 00:00:00-07:00    0.988440
   2023-10-23 00:00:00-07:00    0.988440
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998716
   2018-10-14 00:00:00-07:00    0.997432
   2018-10-15 00:00:00-07:00    0.996149
   2018-10-16 00:00:00-07:00    0.994865
                                  ...   
   2023-10-19 00:00:00-07:00    0.934676
   2023-10-20 00:00:00-07:00    0.934676
   2023-10-21 00:00:00-07:00    0.934676
   2023-10-22 00:00:00-07:00    0.934676
   2023-10-23 00:00:00-07:00    0.934676
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998182
   2018-10-14 00:00:00-07:00    0.996363
   2018-10-15 00:00:00-07:00    0.994545
   2018-10-16 00:00:00-07:00    0.992726
                                  ...   
   2023-10-19 00:00:00-07:00    0.975354
   2023-10-20 00:00:00-07:00    0.975354
   2023-10-21 00:00:00-07:00    0.975354
   2023-10-22 00:00:00-07:00    0.975354
   2023-10-23 00:00:00-07:00    0.975354
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999090
   2018-10-14 00:00:00-07:00    0.998181
   2018-10-15 00:00:00-07:00    0.997271
   2018-10-16 00:00:00-07:00    0.996362
                                  ...   
   2023-10-19 00:00:00-07:00    0.941214
   2023-10-20 00:00:00-07:00    0.941214
   2023-10-21 00:00:00-07:00    0.941214
   2023-10-22 00:00:00-07:00    0.941214
   2023-10-23 00:00:00-07:00    0.941214
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999414
   2018-10-14 00:00:00-07:00    0.998828
   2018-10-15 00:00:00-07:00    0.998242
   2018-10-16 00:00:00-07:00    0.997656
                                  ...   
   2023-10-19 00:00:00-07:00    0.980885
   2023-10-20 00:00:00-07:00    0.980885
   2023-10-21 00:00:00-07:00    0.980885
   2023-10-22 00:00:00-07:00    0.980885
   2023-10-23 00:00:00-07:00    0.980885
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998525
   2018-10-14 00:00:00-07:00    0.997049
   2018-10-15 00:00:00-07:00    0.995574
   2018-10-16 00:00:00-07:00    0.994098
                                  ...   
   2023-10-19 00:00:00-07:00    0.951542
   2023-10-20 00:00:00-07:00    0.951542
   2023-10-21 00:00:00-07:00    0.951542
   2023-10-22 00:00:00-07:00    0.951542
   2023-10-23 00:00:00-07:00    0.951542
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997745
   2018-10-14 00:00:00-07:00    0.995489
   2018-10-15 00:00:00-07:00    0.993234
   2018-10-16 00:00:00-07:00    0.990979
                                  ...   
   2023-10-19 00:00:00-07:00    0.928156
   2023-10-20 00:00:00-07:00    0.928156
   2023-10-21 00:00:00-07:00    0.928156
   2023-10-22 00:00:00-07:00    0.928156
   2023-10-23 00:00:00-07:00    0.928156
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998342
   2018-10-14 00:00:00-07:00    0.996685
   2018-10-15 00:00:00-07:00    0.995027
   2018-10-16 00:00:00-07:00    0.993369
                                  ...   
   2023-10-19 00:00:00-07:00    0.931423
   2023-10-20 00:00:00-07:00    0.931423
   2023-10-21 00:00:00-07:00    0.931423
   2023-10-22 00:00:00-07:00    0.931423
   2023-10-23 00:00:00-07:00    0.931423
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997958
   2018-10-14 00:00:00-07:00    0.995916
   2018-10-15 00:00:00-07:00    0.993874
   2018-10-16 00:00:00-07:00    0.991832
                                  ...   
   2023-10-19 00:00:00-07:00    0.971450
   2023-10-20 00:00:00-07:00    0.971450
   2023-10-21 00:00:00-07:00    0.971450
   2023-10-22 00:00:00-07:00    0.971450
   2023-10-23 00:00:00-07:00    0.971450
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998217
   2018-10-14 00:00:00-07:00    0.996434
   2018-10-15 00:00:00-07:00    0.994651
   2018-10-16 00:00:00-07:00    0.992868
                                  ...   
   2023-10-19 00:00:00-07:00    0.981548
   2023-10-20 00:00:00-07:00    0.981548
   2023-10-21 00:00:00-07:00    0.981548
   2023-10-22 00:00:00-07:00    0.981548
   2023-10-23 00:00:00-07:00    0.981548
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999855
   2018-10-14 00:00:00-07:00    0.999710
   2018-10-15 00:00:00-07:00    0.999565
   2018-10-16 00:00:00-07:00    0.999420
                                  ...   
   2023-10-19 00:00:00-07:00    0.952384
   2023-10-20 00:00:00-07:00    0.952384
   2023-10-21 00:00:00-07:00    0.952384
   2023-10-22 00:00:00-07:00    0.952384
   2023-10-23 00:00:00-07:00    0.952384
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998296
   2018-10-14 00:00:00-07:00    0.996592
   2018-10-15 00:00:00-07:00    0.994888
   2018-10-16 00:00:00-07:00    0.993184
                                  ...   
   2023-10-19 00:00:00-07:00    0.963602
   2023-10-20 00:00:00-07:00    0.963602
   2023-10-21 00:00:00-07:00    0.963602
   2023-10-22 00:00:00-07:00    0.963602
   2023-10-23 00:00:00-07:00    0.963602
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999154
   2018-10-14 00:00:00-07:00    0.998309
   2018-10-15 00:00:00-07:00    0.997463
   2018-10-16 00:00:00-07:00    0.996618
                                  ...   
   2023-10-19 00:00:00-07:00    0.916089
   2023-10-20 00:00:00-07:00    0.916089
   2023-10-21 00:00:00-07:00    0.916089
   2023-10-22 00:00:00-07:00    0.916089
   2023-10-23 00:00:00-07:00    0.916089
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998904
   2018-10-14 00:00:00-07:00    0.997808
   2018-10-15 00:00:00-07:00    0.996712
   2018-10-16 00:00:00-07:00    0.995615
                                  ...   
   2023-10-19 00:00:00-07:00    0.914129
   2023-10-20 00:00:00-07:00    0.914129
   2023-10-21 00:00:00-07:00    0.914129
   2023-10-22 00:00:00-07:00    0.914129
   2023-10-23 00:00:00-07:00    0.914129
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997848
   2018-10-14 00:00:00-07:00    0.995697
   2018-10-15 00:00:00-07:00    0.993545
   2018-10-16 00:00:00-07:00    0.991393
                                  ...   
   2023-10-19 00:00:00-07:00    0.945485
   2023-10-20 00:00:00-07:00    0.945485
   2023-10-21 00:00:00-07:00    0.945485
   2023-10-22 00:00:00-07:00    0.945485
   2023-10-23 00:00:00-07:00    0.945485
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999729
   2018-10-14 00:00:00-07:00    0.999457
   2018-10-15 00:00:00-07:00    0.999186
   2018-10-16 00:00:00-07:00    0.998915
                                  ...   
   2023-10-19 00:00:00-07:00    0.998160
   2023-10-20 00:00:00-07:00    0.998160
   2023-10-21 00:00:00-07:00    0.998160
   2023-10-22 00:00:00-07:00    0.998160
   2023-10-23 00:00:00-07:00    0.998160
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997541
   2018-10-14 00:00:00-07:00    0.995082
   2018-10-15 00:00:00-07:00    0.992623
   2018-10-16 00:00:00-07:00    0.990164
                                  ...   
   2023-10-19 00:00:00-07:00    0.968000
   2023-10-20 00:00:00-07:00    0.968000
   2023-10-21 00:00:00-07:00    0.968000
   2023-10-22 00:00:00-07:00    0.968000
   2023-10-23 00:00:00-07:00    0.968000
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998408
   2018-10-14 00:00:00-07:00    0.996815
   2018-10-15 00:00:00-07:00    0.995223
   2018-10-16 00:00:00-07:00    0.993630
                                  ...   
   2023-10-19 00:00:00-07:00    0.992216
   2023-10-20 00:00:00-07:00    0.992216
   2023-10-21 00:00:00-07:00    0.992216
   2023-10-22 00:00:00-07:00    0.992216
   2023-10-23 00:00:00-07:00    0.992216
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998460
   2018-10-14 00:00:00-07:00    0.996921
   2018-10-15 00:00:00-07:00    0.995381
   2018-10-16 00:00:00-07:00    0.993842
                                  ...   
   2023-10-19 00:00:00-07:00    0.944507
   2023-10-20 00:00:00-07:00    0.944507
   2023-10-21 00:00:00-07:00    0.944507
   2023-10-22 00:00:00-07:00    0.944507
   2023-10-23 00:00:00-07:00    0.944507
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999425
   2018-10-14 00:00:00-07:00    0.998851
   2018-10-15 00:00:00-07:00    0.998276
   2018-10-16 00:00:00-07:00    0.997701
                                  ...   
   2023-10-19 00:00:00-07:00    0.936820
   2023-10-20 00:00:00-07:00    0.936820
   2023-10-21 00:00:00-07:00    0.936820
   2023-10-22 00:00:00-07:00    0.936820
   2023-10-23 00:00:00-07:00    0.936820
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999144
   2018-10-14 00:00:00-07:00    0.998289
   2018-10-15 00:00:00-07:00    0.997433
   2018-10-16 00:00:00-07:00    0.996578
                                  ...   
   2023-10-19 00:00:00-07:00    0.908407
   2023-10-20 00:00:00-07:00    0.908407
   2023-10-21 00:00:00-07:00    0.908407
   2023-10-22 00:00:00-07:00    0.908407
   2023-10-23 00:00:00-07:00    0.908407
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997804
   2018-10-14 00:00:00-07:00    0.995609
   2018-10-15 00:00:00-07:00    0.993413
   2018-10-16 00:00:00-07:00    0.991217
                                  ...   
   2023-10-19 00:00:00-07:00    0.953455
   2023-10-20 00:00:00-07:00    0.953455
   2023-10-21 00:00:00-07:00    0.953455
   2023-10-22 00:00:00-07:00    0.953455
   2023-10-23 00:00:00-07:00    0.953455
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999524
   2018-10-14 00:00:00-07:00    0.999047
   2018-10-15 00:00:00-07:00    0.998571
   2018-10-16 00:00:00-07:00    0.998094
                                  ...   
   2023-10-19 00:00:00-07:00    0.993258
   2023-10-20 00:00:00-07:00    0.993258
   2023-10-21 00:00:00-07:00    0.993258
   2023-10-22 00:00:00-07:00    0.993258
   2023-10-23 00:00:00-07:00    0.993258
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998255
   2018-10-14 00:00:00-07:00    0.996510
   2018-10-15 00:00:00-07:00    0.994765
   2018-10-16 00:00:00-07:00    0.993021
                                  ...   
   2023-10-19 00:00:00-07:00    0.934420
   2023-10-20 00:00:00-07:00    0.934420
   2023-10-21 00:00:00-07:00    0.934420
   2023-10-22 00:00:00-07:00    0.934420
   2023-10-23 00:00:00-07:00    0.934420
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999231
   2018-10-14 00:00:00-07:00    0.998463
   2018-10-15 00:00:00-07:00    0.997694
   2018-10-16 00:00:00-07:00    0.996925
                                  ...   
   2023-10-19 00:00:00-07:00    0.980070
   2023-10-20 00:00:00-07:00    0.980070
   2023-10-21 00:00:00-07:00    0.980070
   2023-10-22 00:00:00-07:00    0.980070
   2023-10-23 00:00:00-07:00    0.980070
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998133
   2018-10-14 00:00:00-07:00    0.996267
   2018-10-15 00:00:00-07:00    0.994400
   2018-10-16 00:00:00-07:00    0.992534
                                  ...   
   2023-10-19 00:00:00-07:00    0.943850
   2023-10-20 00:00:00-07:00    0.943850
   2023-10-21 00:00:00-07:00    0.943850
   2023-10-22 00:00:00-07:00    0.943850
   2023-10-23 00:00:00-07:00    0.943850
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999022
   2018-10-14 00:00:00-07:00    0.998044
   2018-10-15 00:00:00-07:00    0.997065
   2018-10-16 00:00:00-07:00    0.996087
                                  ...   
   2023-10-19 00:00:00-07:00    0.967458
   2023-10-20 00:00:00-07:00    0.967458
   2023-10-21 00:00:00-07:00    0.967458
   2023-10-22 00:00:00-07:00    0.967458
   2023-10-23 00:00:00-07:00    0.967458
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999040
   2018-10-14 00:00:00-07:00    0.998080
   2018-10-15 00:00:00-07:00    0.997120
   2018-10-16 00:00:00-07:00    0.996160
                                  ...   
   2023-10-19 00:00:00-07:00    0.963717
   2023-10-20 00:00:00-07:00    0.963717
   2023-10-21 00:00:00-07:00    0.963717
   2023-10-22 00:00:00-07:00    0.963717
   2023-10-23 00:00:00-07:00    0.963717
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998570
   2018-10-14 00:00:00-07:00    0.997139
   2018-10-15 00:00:00-07:00    0.995709
   2018-10-16 00:00:00-07:00    0.994278
                                  ...   
   2023-10-19 00:00:00-07:00    0.981830
   2023-10-20 00:00:00-07:00    0.981830
   2023-10-21 00:00:00-07:00    0.981830
   2023-10-22 00:00:00-07:00    0.981830
   2023-10-23 00:00:00-07:00    0.981830
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998076
   2018-10-14 00:00:00-07:00    0.996152
   2018-10-15 00:00:00-07:00    0.994228
   2018-10-16 00:00:00-07:00    0.992304
                                  ...   
   2023-10-19 00:00:00-07:00    0.913908
   2023-10-20 00:00:00-07:00    0.913908
   2023-10-21 00:00:00-07:00    0.913908
   2023-10-22 00:00:00-07:00    0.913908
   2023-10-23 00:00:00-07:00    0.913908
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998663
   2018-10-14 00:00:00-07:00    0.997326
   2018-10-15 00:00:00-07:00    0.995988
   2018-10-16 00:00:00-07:00    0.994651
                                  ...   
   2023-10-19 00:00:00-07:00    0.918238
   2023-10-20 00:00:00-07:00    0.918238
   2023-10-21 00:00:00-07:00    0.918238
   2023-10-22 00:00:00-07:00    0.918238
   2023-10-23 00:00:00-07:00    0.918238
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998402
   2018-10-14 00:00:00-07:00    0.996803
   2018-10-15 00:00:00-07:00    0.995205
   2018-10-16 00:00:00-07:00    0.993607
                                  ...   
   2023-10-19 00:00:00-07:00    0.910730
   2023-10-20 00:00:00-07:00    0.910730
   2023-10-21 00:00:00-07:00    0.910730
   2023-10-22 00:00:00-07:00    0.910730
   2023-10-23 00:00:00-07:00    0.910730
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998386
   2018-10-14 00:00:00-07:00    0.996772
   2018-10-15 00:00:00-07:00    0.995158
   2018-10-16 00:00:00-07:00    0.993544
                                  ...   
   2023-10-19 00:00:00-07:00    0.946067
   2023-10-20 00:00:00-07:00    0.946067
   2023-10-21 00:00:00-07:00    0.946067
   2023-10-22 00:00:00-07:00    0.946067
   2023-10-23 00:00:00-07:00    0.946067
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998665
   2018-10-14 00:00:00-07:00    0.997329
   2018-10-15 00:00:00-07:00    0.995994
   2018-10-16 00:00:00-07:00    0.994659
                                  ...   
   2023-10-19 00:00:00-07:00    0.997427
   2023-10-20 00:00:00-07:00    0.997427
   2023-10-21 00:00:00-07:00    0.997427
   2023-10-22 00:00:00-07:00    0.997427
   2023-10-23 00:00:00-07:00    0.997427
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998182
   2018-10-14 00:00:00-07:00    0.996364
   2018-10-15 00:00:00-07:00    0.994546
   2018-10-16 00:00:00-07:00    0.992728
                                  ...   
   2023-10-19 00:00:00-07:00    0.964684
   2023-10-20 00:00:00-07:00    0.964684
   2023-10-21 00:00:00-07:00    0.964684
   2023-10-22 00:00:00-07:00    0.964684
   2023-10-23 00:00:00-07:00    0.964684
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998427
   2018-10-14 00:00:00-07:00    0.996855
   2018-10-15 00:00:00-07:00    0.995282
   2018-10-16 00:00:00-07:00    0.993709
                                  ...   
   2023-10-19 00:00:00-07:00    0.915312
   2023-10-20 00:00:00-07:00    0.915312
   2023-10-21 00:00:00-07:00    0.915312
   2023-10-22 00:00:00-07:00    0.915312
   2023-10-23 00:00:00-07:00    0.915312
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997584
   2018-10-14 00:00:00-07:00    0.995167
   2018-10-15 00:00:00-07:00    0.992751
   2018-10-16 00:00:00-07:00    0.990334
                                  ...   
   2023-10-19 00:00:00-07:00    0.914480
   2023-10-20 00:00:00-07:00    0.914480
   2023-10-21 00:00:00-07:00    0.914480
   2023-10-22 00:00:00-07:00    0.914480
   2023-10-23 00:00:00-07:00    0.914480
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997675
   2018-10-14 00:00:00-07:00    0.995349
   2018-10-15 00:00:00-07:00    0.993024
   2018-10-16 00:00:00-07:00    0.990698
                                  ...   
   2023-10-19 00:00:00-07:00    0.925092
   2023-10-20 00:00:00-07:00    0.925092
   2023-10-21 00:00:00-07:00    0.925092
   2023-10-22 00:00:00-07:00    0.925092
   2023-10-23 00:00:00-07:00    0.925092
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999545
   2018-10-14 00:00:00-07:00    0.999089
   2018-10-15 00:00:00-07:00    0.998634
   2018-10-16 00:00:00-07:00    0.998178
                                  ...   
   2023-10-19 00:00:00-07:00    0.934234
   2023-10-20 00:00:00-07:00    0.934234
   2023-10-21 00:00:00-07:00    0.934234
   2023-10-22 00:00:00-07:00    0.934234
   2023-10-23 00:00:00-07:00    0.934234
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998817
   2018-10-14 00:00:00-07:00    0.997635
   2018-10-15 00:00:00-07:00    0.996452
   2018-10-16 00:00:00-07:00    0.995270
                                  ...   
   2023-10-19 00:00:00-07:00    0.937878
   2023-10-20 00:00:00-07:00    0.937878
   2023-10-21 00:00:00-07:00    0.937878
   2023-10-22 00:00:00-07:00    0.937878
   2023-10-23 00:00:00-07:00    0.937878
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997935
   2018-10-14 00:00:00-07:00    0.995869
   2018-10-15 00:00:00-07:00    0.993804
   2018-10-16 00:00:00-07:00    0.991738
                                  ...   
   2023-10-19 00:00:00-07:00    0.916861
   2023-10-20 00:00:00-07:00    0.916861
   2023-10-21 00:00:00-07:00    0.916861
   2023-10-22 00:00:00-07:00    0.916861
   2023-10-23 00:00:00-07:00    0.916861
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998348
   2018-10-14 00:00:00-07:00    0.996695
   2018-10-15 00:00:00-07:00    0.995043
   2018-10-16 00:00:00-07:00    0.993390
                                  ...   
   2023-10-19 00:00:00-07:00    0.919487
   2023-10-20 00:00:00-07:00    0.919487
   2023-10-21 00:00:00-07:00    0.919487
   2023-10-22 00:00:00-07:00    0.919487
   2023-10-23 00:00:00-07:00    0.919487
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999776
   2018-10-14 00:00:00-07:00    0.999552
   2018-10-15 00:00:00-07:00    0.999327
   2018-10-16 00:00:00-07:00    0.999103
                                  ...   
   2023-10-19 00:00:00-07:00    0.972040
   2023-10-20 00:00:00-07:00    0.972040
   2023-10-21 00:00:00-07:00    0.972040
   2023-10-22 00:00:00-07:00    0.972040
   2023-10-23 00:00:00-07:00    0.972040
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998049
   2018-10-14 00:00:00-07:00    0.996098
   2018-10-15 00:00:00-07:00    0.994147
   2018-10-16 00:00:00-07:00    0.992196
                                  ...   
   2023-10-19 00:00:00-07:00    0.944130
   2023-10-20 00:00:00-07:00    0.944130
   2023-10-21 00:00:00-07:00    0.944130
   2023-10-22 00:00:00-07:00    0.944130
   2023-10-23 00:00:00-07:00    0.944130
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999040
   2018-10-14 00:00:00-07:00    0.998080
   2018-10-15 00:00:00-07:00    0.997119
   2018-10-16 00:00:00-07:00    0.996159
                                  ...   
   2023-10-19 00:00:00-07:00    0.928875
   2023-10-20 00:00:00-07:00    0.928875
   2023-10-21 00:00:00-07:00    0.928875
   2023-10-22 00:00:00-07:00    0.928875
   2023-10-23 00:00:00-07:00    0.928875
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998361
   2018-10-14 00:00:00-07:00    0.996723
   2018-10-15 00:00:00-07:00    0.995084
   2018-10-16 00:00:00-07:00    0.993446
                                  ...   
   2023-10-19 00:00:00-07:00    0.981331
   2023-10-20 00:00:00-07:00    0.981331
   2023-10-21 00:00:00-07:00    0.981331
   2023-10-22 00:00:00-07:00    0.981331
   2023-10-23 00:00:00-07:00    0.981331
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998992
   2018-10-14 00:00:00-07:00    0.997984
   2018-10-15 00:00:00-07:00    0.996976
   2018-10-16 00:00:00-07:00    0.995968
                                  ...   
   2023-10-19 00:00:00-07:00    0.989759
   2023-10-20 00:00:00-07:00    0.989759
   2023-10-21 00:00:00-07:00    0.989759
   2023-10-22 00:00:00-07:00    0.989759
   2023-10-23 00:00:00-07:00    0.989759
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999548
   2018-10-14 00:00:00-07:00    0.999096
   2018-10-15 00:00:00-07:00    0.998644
   2018-10-16 00:00:00-07:00    0.998192
                                  ...   
   2023-10-19 00:00:00-07:00    0.934131
   2023-10-20 00:00:00-07:00    0.934131
   2023-10-21 00:00:00-07:00    0.934131
   2023-10-22 00:00:00-07:00    0.934131
   2023-10-23 00:00:00-07:00    0.934131
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999096
   2018-10-14 00:00:00-07:00    0.998192
   2018-10-15 00:00:00-07:00    0.997288
   2018-10-16 00:00:00-07:00    0.996384
                                  ...   
   2023-10-19 00:00:00-07:00    0.993511
   2023-10-20 00:00:00-07:00    0.993511
   2023-10-21 00:00:00-07:00    0.993511
   2023-10-22 00:00:00-07:00    0.993511
   2023-10-23 00:00:00-07:00    0.993511
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999838
   2018-10-14 00:00:00-07:00    0.999675
   2018-10-15 00:00:00-07:00    0.999513
   2018-10-16 00:00:00-07:00    0.999350
                                  ...   
   2023-10-19 00:00:00-07:00    0.955064
   2023-10-20 00:00:00-07:00    0.955064
   2023-10-21 00:00:00-07:00    0.955064
   2023-10-22 00:00:00-07:00    0.955064
   2023-10-23 00:00:00-07:00    0.955064
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999683
   2018-10-14 00:00:00-07:00    0.999365
   2018-10-15 00:00:00-07:00    0.999048
   2018-10-16 00:00:00-07:00    0.998731
                                  ...   
   2023-10-19 00:00:00-07:00    0.989448
   2023-10-20 00:00:00-07:00    0.989448
   2023-10-21 00:00:00-07:00    0.989448
   2023-10-22 00:00:00-07:00    0.989448
   2023-10-23 00:00:00-07:00    0.989448
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999535
   2018-10-14 00:00:00-07:00    0.999069
   2018-10-15 00:00:00-07:00    0.998604
   2018-10-16 00:00:00-07:00    0.998138
                                  ...   
   2023-10-19 00:00:00-07:00    0.918505
   2023-10-20 00:00:00-07:00    0.918505
   2023-10-21 00:00:00-07:00    0.918505
   2023-10-22 00:00:00-07:00    0.918505
   2023-10-23 00:00:00-07:00    0.918505
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999439
   2018-10-14 00:00:00-07:00    0.998879
   2018-10-15 00:00:00-07:00    0.998318
   2018-10-16 00:00:00-07:00    0.997757
                                  ...   
   2023-10-19 00:00:00-07:00    0.991645
   2023-10-20 00:00:00-07:00    0.991645
   2023-10-21 00:00:00-07:00    0.991645
   2023-10-22 00:00:00-07:00    0.991645
   2023-10-23 00:00:00-07:00    0.991645
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998933
   2018-10-14 00:00:00-07:00    0.997866
   2018-10-15 00:00:00-07:00    0.996798
   2018-10-16 00:00:00-07:00    0.995731
                                  ...   
   2023-10-19 00:00:00-07:00    0.933712
   2023-10-20 00:00:00-07:00    0.933712
   2023-10-21 00:00:00-07:00    0.933712
   2023-10-22 00:00:00-07:00    0.933712
   2023-10-23 00:00:00-07:00    0.933712
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999223
   2018-10-14 00:00:00-07:00    0.998447
   2018-10-15 00:00:00-07:00    0.997670
   2018-10-16 00:00:00-07:00    0.996894
                                  ...   
   2023-10-19 00:00:00-07:00    0.932086
   2023-10-20 00:00:00-07:00    0.932086
   2023-10-21 00:00:00-07:00    0.932086
   2023-10-22 00:00:00-07:00    0.932086
   2023-10-23 00:00:00-07:00    0.932086
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997797
   2018-10-14 00:00:00-07:00    0.995594
   2018-10-15 00:00:00-07:00    0.993392
   2018-10-16 00:00:00-07:00    0.991189
                                  ...   
   2023-10-19 00:00:00-07:00    0.960257
   2023-10-20 00:00:00-07:00    0.960257
   2023-10-21 00:00:00-07:00    0.960257
   2023-10-22 00:00:00-07:00    0.960257
   2023-10-23 00:00:00-07:00    0.960257
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998827
   2018-10-14 00:00:00-07:00    0.997654
   2018-10-15 00:00:00-07:00    0.996481
   2018-10-16 00:00:00-07:00    0.995308
                                  ...   
   2023-10-19 00:00:00-07:00    0.989583
   2023-10-20 00:00:00-07:00    0.989583
   2023-10-21 00:00:00-07:00    0.989583
   2023-10-22 00:00:00-07:00    0.989583
   2023-10-23 00:00:00-07:00    0.989583
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999331
   2018-10-14 00:00:00-07:00    0.998662
   2018-10-15 00:00:00-07:00    0.997993
   2018-10-16 00:00:00-07:00    0.997324
                                  ...   
   2023-10-19 00:00:00-07:00    0.974196
   2023-10-20 00:00:00-07:00    0.974196
   2023-10-21 00:00:00-07:00    0.974196
   2023-10-22 00:00:00-07:00    0.974196
   2023-10-23 00:00:00-07:00    0.974196
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999339
   2018-10-14 00:00:00-07:00    0.998677
   2018-10-15 00:00:00-07:00    0.998016
   2018-10-16 00:00:00-07:00    0.997355
                                  ...   
   2023-10-19 00:00:00-07:00    0.932374
   2023-10-20 00:00:00-07:00    0.932374
   2023-10-21 00:00:00-07:00    0.932374
   2023-10-22 00:00:00-07:00    0.932374
   2023-10-23 00:00:00-07:00    0.932374
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999817
   2018-10-14 00:00:00-07:00    0.999634
   2018-10-15 00:00:00-07:00    0.999450
   2018-10-16 00:00:00-07:00    0.999267
                                  ...   
   2023-10-19 00:00:00-07:00    0.917220
   2023-10-20 00:00:00-07:00    0.917220
   2023-10-21 00:00:00-07:00    0.917220
   2023-10-22 00:00:00-07:00    0.917220
   2023-10-23 00:00:00-07:00    0.917220
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999426
   2018-10-14 00:00:00-07:00    0.998853
   2018-10-15 00:00:00-07:00    0.998279
   2018-10-16 00:00:00-07:00    0.997705
                                  ...   
   2023-10-19 00:00:00-07:00    0.975168
   2023-10-20 00:00:00-07:00    0.975168
   2023-10-21 00:00:00-07:00    0.975168
   2023-10-22 00:00:00-07:00    0.975168
   2023-10-23 00:00:00-07:00    0.975168
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998192
   2018-10-14 00:00:00-07:00    0.996384
   2018-10-15 00:00:00-07:00    0.994576
   2018-10-16 00:00:00-07:00    0.992769
                                  ...   
   2023-10-19 00:00:00-07:00    0.958820
   2023-10-20 00:00:00-07:00    0.958820
   2023-10-21 00:00:00-07:00    0.958820
   2023-10-22 00:00:00-07:00    0.958820
   2023-10-23 00:00:00-07:00    0.958820
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997559
   2018-10-14 00:00:00-07:00    0.995118
   2018-10-15 00:00:00-07:00    0.992677
   2018-10-16 00:00:00-07:00    0.990236
                                  ...   
   2023-10-19 00:00:00-07:00    0.980025
   2023-10-20 00:00:00-07:00    0.980025
   2023-10-21 00:00:00-07:00    0.980025
   2023-10-22 00:00:00-07:00    0.980025
   2023-10-23 00:00:00-07:00    0.980025
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999405
   2018-10-14 00:00:00-07:00    0.998809
   2018-10-15 00:00:00-07:00    0.998214
   2018-10-16 00:00:00-07:00    0.997619
                                  ...   
   2023-10-19 00:00:00-07:00    0.950339
   2023-10-20 00:00:00-07:00    0.950339
   2023-10-21 00:00:00-07:00    0.950339
   2023-10-22 00:00:00-07:00    0.950339
   2023-10-23 00:00:00-07:00    0.950339
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999498
   2018-10-14 00:00:00-07:00    0.998996
   2018-10-15 00:00:00-07:00    0.998493
   2018-10-16 00:00:00-07:00    0.997991
                                  ...   
   2023-10-19 00:00:00-07:00    0.955923
   2023-10-20 00:00:00-07:00    0.955923
   2023-10-21 00:00:00-07:00    0.955923
   2023-10-22 00:00:00-07:00    0.955923
   2023-10-23 00:00:00-07:00    0.955923
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997916
   2018-10-14 00:00:00-07:00    0.995832
   2018-10-15 00:00:00-07:00    0.993749
   2018-10-16 00:00:00-07:00    0.991665
                                  ...   
   2023-10-19 00:00:00-07:00    0.981228
   2023-10-20 00:00:00-07:00    0.981228
   2023-10-21 00:00:00-07:00    0.981228
   2023-10-22 00:00:00-07:00    0.981228
   2023-10-23 00:00:00-07:00    0.981228
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997882
   2018-10-14 00:00:00-07:00    0.995763
   2018-10-15 00:00:00-07:00    0.993645
   2018-10-16 00:00:00-07:00    0.991526
                                  ...   
   2023-10-19 00:00:00-07:00    0.987031
   2023-10-20 00:00:00-07:00    0.987031
   2023-10-21 00:00:00-07:00    0.987031
   2023-10-22 00:00:00-07:00    0.987031
   2023-10-23 00:00:00-07:00    0.987031
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997715
   2018-10-14 00:00:00-07:00    0.995429
   2018-10-15 00:00:00-07:00    0.993144
   2018-10-16 00:00:00-07:00    0.990859
                                  ...   
   2023-10-19 00:00:00-07:00    0.977460
   2023-10-20 00:00:00-07:00    0.977460
   2023-10-21 00:00:00-07:00    0.977460
   2023-10-22 00:00:00-07:00    0.977460
   2023-10-23 00:00:00-07:00    0.977460
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997718
   2018-10-14 00:00:00-07:00    0.995436
   2018-10-15 00:00:00-07:00    0.993153
   2018-10-16 00:00:00-07:00    0.990871
                                  ...   
   2023-10-19 00:00:00-07:00    0.916454
   2023-10-20 00:00:00-07:00    0.916454
   2023-10-21 00:00:00-07:00    0.916454
   2023-10-22 00:00:00-07:00    0.916454
   2023-10-23 00:00:00-07:00    0.916454
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999085
   2018-10-14 00:00:00-07:00    0.998169
   2018-10-15 00:00:00-07:00    0.997254
   2018-10-16 00:00:00-07:00    0.996339
                                  ...   
   2023-10-19 00:00:00-07:00    0.967306
   2023-10-20 00:00:00-07:00    0.967306
   2023-10-21 00:00:00-07:00    0.967306
   2023-10-22 00:00:00-07:00    0.967306
   2023-10-23 00:00:00-07:00    0.967306
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998788
   2018-10-14 00:00:00-07:00    0.997576
   2018-10-15 00:00:00-07:00    0.996364
   2018-10-16 00:00:00-07:00    0.995151
                                  ...   
   2023-10-19 00:00:00-07:00    0.924982
   2023-10-20 00:00:00-07:00    0.924982
   2023-10-21 00:00:00-07:00    0.924982
   2023-10-22 00:00:00-07:00    0.924982
   2023-10-23 00:00:00-07:00    0.924982
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998460
   2018-10-14 00:00:00-07:00    0.996921
   2018-10-15 00:00:00-07:00    0.995381
   2018-10-16 00:00:00-07:00    0.993842
                                  ...   
   2023-10-19 00:00:00-07:00    0.936747
   2023-10-20 00:00:00-07:00    0.936747
   2023-10-21 00:00:00-07:00    0.936747
   2023-10-22 00:00:00-07:00    0.936747
   2023-10-23 00:00:00-07:00    0.936747
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998900
   2018-10-14 00:00:00-07:00    0.997799
   2018-10-15 00:00:00-07:00    0.996699
   2018-10-16 00:00:00-07:00    0.995599
                                  ...   
   2023-10-19 00:00:00-07:00    0.985669
   2023-10-20 00:00:00-07:00    0.985669
   2023-10-21 00:00:00-07:00    0.985669
   2023-10-22 00:00:00-07:00    0.985669
   2023-10-23 00:00:00-07:00    0.985669
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998689
   2018-10-14 00:00:00-07:00    0.997377
   2018-10-15 00:00:00-07:00    0.996066
   2018-10-16 00:00:00-07:00    0.994754
                                  ...   
   2023-10-19 00:00:00-07:00    0.990913
   2023-10-20 00:00:00-07:00    0.990913
   2023-10-21 00:00:00-07:00    0.990913
   2023-10-22 00:00:00-07:00    0.990913
   2023-10-23 00:00:00-07:00    0.990913
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997861
   2018-10-14 00:00:00-07:00    0.995723
   2018-10-15 00:00:00-07:00    0.993584
   2018-10-16 00:00:00-07:00    0.991446
                                  ...   
   2023-10-19 00:00:00-07:00    0.962987
   2023-10-20 00:00:00-07:00    0.962987
   2023-10-21 00:00:00-07:00    0.962987
   2023-10-22 00:00:00-07:00    0.962987
   2023-10-23 00:00:00-07:00    0.962987
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998270
   2018-10-14 00:00:00-07:00    0.996541
   2018-10-15 00:00:00-07:00    0.994811
   2018-10-16 00:00:00-07:00    0.993081
                                  ...   
   2023-10-19 00:00:00-07:00    0.936092
   2023-10-20 00:00:00-07:00    0.936092
   2023-10-21 00:00:00-07:00    0.936092
   2023-10-22 00:00:00-07:00    0.936092
   2023-10-23 00:00:00-07:00    0.936092
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999078
   2018-10-14 00:00:00-07:00    0.998157
   2018-10-15 00:00:00-07:00    0.997235
   2018-10-16 00:00:00-07:00    0.996313
                                  ...   
   2023-10-19 00:00:00-07:00    0.996864
   2023-10-20 00:00:00-07:00    0.996864
   2023-10-21 00:00:00-07:00    0.996864
   2023-10-22 00:00:00-07:00    0.996864
   2023-10-23 00:00:00-07:00    0.996864
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997946
   2018-10-14 00:00:00-07:00    0.995892
   2018-10-15 00:00:00-07:00    0.993839
   2018-10-16 00:00:00-07:00    0.991785
                                  ...   
   2023-10-19 00:00:00-07:00    0.961988
   2023-10-20 00:00:00-07:00    0.961988
   2023-10-21 00:00:00-07:00    0.961988
   2023-10-22 00:00:00-07:00    0.961988
   2023-10-23 00:00:00-07:00    0.961988
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999266
   2018-10-14 00:00:00-07:00    0.998532
   2018-10-15 00:00:00-07:00    0.997797
   2018-10-16 00:00:00-07:00    0.997063
                                  ...   
   2023-10-19 00:00:00-07:00    0.965542
   2023-10-20 00:00:00-07:00    0.965542
   2023-10-21 00:00:00-07:00    0.965542
   2023-10-22 00:00:00-07:00    0.965542
   2023-10-23 00:00:00-07:00    0.965542
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997974
   2018-10-14 00:00:00-07:00    0.995948
   2018-10-15 00:00:00-07:00    0.993923
   2018-10-16 00:00:00-07:00    0.991897
                                  ...   
   2023-10-19 00:00:00-07:00    0.951451
   2023-10-20 00:00:00-07:00    0.951451
   2023-10-21 00:00:00-07:00    0.951451
   2023-10-22 00:00:00-07:00    0.951451
   2023-10-23 00:00:00-07:00    0.951451
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998600
   2018-10-14 00:00:00-07:00    0.997201
   2018-10-15 00:00:00-07:00    0.995801
   2018-10-16 00:00:00-07:00    0.994401
                                  ...   
   2023-10-19 00:00:00-07:00    0.967833
   2023-10-20 00:00:00-07:00    0.967833
   2023-10-21 00:00:00-07:00    0.967833
   2023-10-22 00:00:00-07:00    0.967833
   2023-10-23 00:00:00-07:00    0.967833
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997821
   2018-10-14 00:00:00-07:00    0.995642
   2018-10-15 00:00:00-07:00    0.993463
   2018-10-16 00:00:00-07:00    0.991285
                                  ...   
   2023-10-19 00:00:00-07:00    0.920702
   2023-10-20 00:00:00-07:00    0.920702
   2023-10-21 00:00:00-07:00    0.920702
   2023-10-22 00:00:00-07:00    0.920702
   2023-10-23 00:00:00-07:00    0.920702
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999840
   2018-10-14 00:00:00-07:00    0.999681
   2018-10-15 00:00:00-07:00    0.999521
   2018-10-16 00:00:00-07:00    0.999361
                                  ...   
   2023-10-19 00:00:00-07:00    0.962897
   2023-10-20 00:00:00-07:00    0.962897
   2023-10-21 00:00:00-07:00    0.962897
   2023-10-22 00:00:00-07:00    0.962897
   2023-10-23 00:00:00-07:00    0.962897
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999212
   2018-10-14 00:00:00-07:00    0.998425
   2018-10-15 00:00:00-07:00    0.997637
   2018-10-16 00:00:00-07:00    0.996849
                                  ...   
   2023-10-19 00:00:00-07:00    0.922629
   2023-10-20 00:00:00-07:00    0.922629
   2023-10-21 00:00:00-07:00    0.922629
   2023-10-22 00:00:00-07:00    0.922629
   2023-10-23 00:00:00-07:00    0.922629
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999019
   2018-10-14 00:00:00-07:00    0.998037
   2018-10-15 00:00:00-07:00    0.997056
   2018-10-16 00:00:00-07:00    0.996074
                                  ...   
   2023-10-19 00:00:00-07:00    0.926686
   2023-10-20 00:00:00-07:00    0.926686
   2023-10-21 00:00:00-07:00    0.926686
   2023-10-22 00:00:00-07:00    0.926686
   2023-10-23 00:00:00-07:00    0.926686
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998178
   2018-10-14 00:00:00-07:00    0.996356
   2018-10-15 00:00:00-07:00    0.994533
   2018-10-16 00:00:00-07:00    0.992711
                                  ...   
   2023-10-19 00:00:00-07:00    0.938793
   2023-10-20 00:00:00-07:00    0.938793
   2023-10-21 00:00:00-07:00    0.938793
   2023-10-22 00:00:00-07:00    0.938793
   2023-10-23 00:00:00-07:00    0.938793
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998449
   2018-10-14 00:00:00-07:00    0.996899
   2018-10-15 00:00:00-07:00    0.995348
   2018-10-16 00:00:00-07:00    0.993798
                                  ...   
   2023-10-19 00:00:00-07:00    0.973155
   2023-10-20 00:00:00-07:00    0.973155
   2023-10-21 00:00:00-07:00    0.973155
   2023-10-22 00:00:00-07:00    0.973155
   2023-10-23 00:00:00-07:00    0.973155
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997719
   2018-10-14 00:00:00-07:00    0.995438
   2018-10-15 00:00:00-07:00    0.993157
   2018-10-16 00:00:00-07:00    0.990876
                                  ...   
   2023-10-19 00:00:00-07:00    0.981436
   2023-10-20 00:00:00-07:00    0.981436
   2023-10-21 00:00:00-07:00    0.981436
   2023-10-22 00:00:00-07:00    0.981436
   2023-10-23 00:00:00-07:00    0.981436
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999647
   2018-10-14 00:00:00-07:00    0.999294
   2018-10-15 00:00:00-07:00    0.998941
   2018-10-16 00:00:00-07:00    0.998588
                                  ...   
   2023-10-19 00:00:00-07:00    0.968089
   2023-10-20 00:00:00-07:00    0.968089
   2023-10-21 00:00:00-07:00    0.968089
   2023-10-22 00:00:00-07:00    0.968089
   2023-10-23 00:00:00-07:00    0.968089
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999749
   2018-10-14 00:00:00-07:00    0.999497
   2018-10-15 00:00:00-07:00    0.999246
   2018-10-16 00:00:00-07:00    0.998994
                                  ...   
   2023-10-19 00:00:00-07:00    0.957873
   2023-10-20 00:00:00-07:00    0.957873
   2023-10-21 00:00:00-07:00    0.957873
   2023-10-22 00:00:00-07:00    0.957873
   2023-10-23 00:00:00-07:00    0.957873
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998148
   2018-10-14 00:00:00-07:00    0.996297
   2018-10-15 00:00:00-07:00    0.994445
   2018-10-16 00:00:00-07:00    0.992593
                                  ...   
   2023-10-19 00:00:00-07:00    0.946978
   2023-10-20 00:00:00-07:00    0.946978
   2023-10-21 00:00:00-07:00    0.946978
   2023-10-22 00:00:00-07:00    0.946978
   2023-10-23 00:00:00-07:00    0.946978
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999411
   2018-10-14 00:00:00-07:00    0.998821
   2018-10-15 00:00:00-07:00    0.998232
   2018-10-16 00:00:00-07:00    0.997642
                                  ...   
   2023-10-19 00:00:00-07:00    0.929424
   2023-10-20 00:00:00-07:00    0.929424
   2023-10-21 00:00:00-07:00    0.929424
   2023-10-22 00:00:00-07:00    0.929424
   2023-10-23 00:00:00-07:00    0.929424
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999296
   2018-10-14 00:00:00-07:00    0.998591
   2018-10-15 00:00:00-07:00    0.997887
   2018-10-16 00:00:00-07:00    0.997183
                                  ...   
   2023-10-19 00:00:00-07:00    0.956830
   2023-10-20 00:00:00-07:00    0.956830
   2023-10-21 00:00:00-07:00    0.956830
   2023-10-22 00:00:00-07:00    0.956830
   2023-10-23 00:00:00-07:00    0.956830
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999122
   2018-10-14 00:00:00-07:00    0.998243
   2018-10-15 00:00:00-07:00    0.997365
   2018-10-16 00:00:00-07:00    0.996486
                                  ...   
   2023-10-19 00:00:00-07:00    0.985968
   2023-10-20 00:00:00-07:00    0.985968
   2023-10-21 00:00:00-07:00    0.985968
   2023-10-22 00:00:00-07:00    0.985968
   2023-10-23 00:00:00-07:00    0.985968
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997776
   2018-10-14 00:00:00-07:00    0.995552
   2018-10-15 00:00:00-07:00    0.993328
   2018-10-16 00:00:00-07:00    0.991104
                                  ...   
   2023-10-19 00:00:00-07:00    0.988325
   2023-10-20 00:00:00-07:00    0.988325
   2023-10-21 00:00:00-07:00    0.988325
   2023-10-22 00:00:00-07:00    0.988325
   2023-10-23 00:00:00-07:00    0.988325
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998067
   2018-10-14 00:00:00-07:00    0.996133
   2018-10-15 00:00:00-07:00    0.994200
   2018-10-16 00:00:00-07:00    0.992266
                                  ...   
   2023-10-19 00:00:00-07:00    0.955660
   2023-10-20 00:00:00-07:00    0.955660
   2023-10-21 00:00:00-07:00    0.955660
   2023-10-22 00:00:00-07:00    0.955660
   2023-10-23 00:00:00-07:00    0.955660
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998402
   2018-10-14 00:00:00-07:00    0.996805
   2018-10-15 00:00:00-07:00    0.995207
   2018-10-16 00:00:00-07:00    0.993609
                                  ...   
   2023-10-19 00:00:00-07:00    0.936856
   2023-10-20 00:00:00-07:00    0.936856
   2023-10-21 00:00:00-07:00    0.936856
   2023-10-22 00:00:00-07:00    0.936856
   2023-10-23 00:00:00-07:00    0.936856
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999764
   2018-10-14 00:00:00-07:00    0.999528
   2018-10-15 00:00:00-07:00    0.999291
   2018-10-16 00:00:00-07:00    0.999055
                                  ...   
   2023-10-19 00:00:00-07:00    0.975792
   2023-10-20 00:00:00-07:00    0.975792
   2023-10-21 00:00:00-07:00    0.975792
   2023-10-22 00:00:00-07:00    0.975792
   2023-10-23 00:00:00-07:00    0.975792
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998348
   2018-10-14 00:00:00-07:00    0.996696
   2018-10-15 00:00:00-07:00    0.995044
   2018-10-16 00:00:00-07:00    0.993392
                                  ...   
   2023-10-19 00:00:00-07:00    0.965668
   2023-10-20 00:00:00-07:00    0.965668
   2023-10-21 00:00:00-07:00    0.965668
   2023-10-22 00:00:00-07:00    0.965668
   2023-10-23 00:00:00-07:00    0.965668
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998084
   2018-10-14 00:00:00-07:00    0.996167
   2018-10-15 00:00:00-07:00    0.994251
   2018-10-16 00:00:00-07:00    0.992334
                                  ...   
   2023-10-19 00:00:00-07:00    0.982468
   2023-10-20 00:00:00-07:00    0.982468
   2023-10-21 00:00:00-07:00    0.982468
   2023-10-22 00:00:00-07:00    0.982468
   2023-10-23 00:00:00-07:00    0.982468
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998570
   2018-10-14 00:00:00-07:00    0.997140
   2018-10-15 00:00:00-07:00    0.995710
   2018-10-16 00:00:00-07:00    0.994281
                                  ...   
   2023-10-19 00:00:00-07:00    0.993974
   2023-10-20 00:00:00-07:00    0.993974
   2023-10-21 00:00:00-07:00    0.993974
   2023-10-22 00:00:00-07:00    0.993974
   2023-10-23 00:00:00-07:00    0.993974
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999648
   2018-10-14 00:00:00-07:00    0.999296
   2018-10-15 00:00:00-07:00    0.998944
   2018-10-16 00:00:00-07:00    0.998593
                                  ...   
   2023-10-19 00:00:00-07:00    0.965647
   2023-10-20 00:00:00-07:00    0.965647
   2023-10-21 00:00:00-07:00    0.965647
   2023-10-22 00:00:00-07:00    0.965647
   2023-10-23 00:00:00-07:00    0.965647
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998423
   2018-10-14 00:00:00-07:00    0.996847
   2018-10-15 00:00:00-07:00    0.995270
   2018-10-16 00:00:00-07:00    0.993693
                                  ...   
   2023-10-19 00:00:00-07:00    0.915900
   2023-10-20 00:00:00-07:00    0.915900
   2023-10-21 00:00:00-07:00    0.915900
   2023-10-22 00:00:00-07:00    0.915900
   2023-10-23 00:00:00-07:00    0.915900
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999008
   2018-10-14 00:00:00-07:00    0.998016
   2018-10-15 00:00:00-07:00    0.997023
   2018-10-16 00:00:00-07:00    0.996031
                                  ...   
   2023-10-19 00:00:00-07:00    0.973945
   2023-10-20 00:00:00-07:00    0.973945
   2023-10-21 00:00:00-07:00    0.973945
   2023-10-22 00:00:00-07:00    0.973945
   2023-10-23 00:00:00-07:00    0.973945
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999509
   2018-10-14 00:00:00-07:00    0.999018
   2018-10-15 00:00:00-07:00    0.998527
   2018-10-16 00:00:00-07:00    0.998036
                                  ...   
   2023-10-19 00:00:00-07:00    0.993385
   2023-10-20 00:00:00-07:00    0.993385
   2023-10-21 00:00:00-07:00    0.993385
   2023-10-22 00:00:00-07:00    0.993385
   2023-10-23 00:00:00-07:00    0.993385
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997831
   2018-10-14 00:00:00-07:00    0.995661
   2018-10-15 00:00:00-07:00    0.993492
   2018-10-16 00:00:00-07:00    0.991323
                                  ...   
   2023-10-19 00:00:00-07:00    0.929240
   2023-10-20 00:00:00-07:00    0.929240
   2023-10-21 00:00:00-07:00    0.929240
   2023-10-22 00:00:00-07:00    0.929240
   2023-10-23 00:00:00-07:00    0.929240
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998596
   2018-10-14 00:00:00-07:00    0.997192
   2018-10-15 00:00:00-07:00    0.995788
   2018-10-16 00:00:00-07:00    0.994383
                                  ...   
   2023-10-19 00:00:00-07:00    0.916248
   2023-10-20 00:00:00-07:00    0.916248
   2023-10-21 00:00:00-07:00    0.916248
   2023-10-22 00:00:00-07:00    0.916248
   2023-10-23 00:00:00-07:00    0.916248
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999180
   2018-10-14 00:00:00-07:00    0.998360
   2018-10-15 00:00:00-07:00    0.997540
   2018-10-16 00:00:00-07:00    0.996720
                                  ...   
   2023-10-19 00:00:00-07:00    0.917341
   2023-10-20 00:00:00-07:00    0.917341
   2023-10-21 00:00:00-07:00    0.917341
   2023-10-22 00:00:00-07:00    0.917341
   2023-10-23 00:00:00-07:00    0.917341
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999584
   2018-10-14 00:00:00-07:00    0.999168
   2018-10-15 00:00:00-07:00    0.998751
   2018-10-16 00:00:00-07:00    0.998335
                                  ...   
   2023-10-19 00:00:00-07:00    0.997652
   2023-10-20 00:00:00-07:00    0.997652
   2023-10-21 00:00:00-07:00    0.997652
   2023-10-22 00:00:00-07:00    0.997652
   2023-10-23 00:00:00-07:00    0.997652
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999279
   2018-10-14 00:00:00-07:00    0.998557
   2018-10-15 00:00:00-07:00    0.997836
   2018-10-16 00:00:00-07:00    0.997115
                                  ...   
   2023-10-19 00:00:00-07:00    0.925511
   2023-10-20 00:00:00-07:00    0.925511
   2023-10-21 00:00:00-07:00    0.925511
   2023-10-22 00:00:00-07:00    0.925511
   2023-10-23 00:00:00-07:00    0.925511
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997639
   2018-10-14 00:00:00-07:00    0.995277
   2018-10-15 00:00:00-07:00    0.992916
   2018-10-16 00:00:00-07:00    0.990555
                                  ...   
   2023-10-19 00:00:00-07:00    0.970520
   2023-10-20 00:00:00-07:00    0.970520
   2023-10-21 00:00:00-07:00    0.970520
   2023-10-22 00:00:00-07:00    0.970520
   2023-10-23 00:00:00-07:00    0.970520
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998421
   2018-10-14 00:00:00-07:00    0.996842
   2018-10-15 00:00:00-07:00    0.995263
   2018-10-16 00:00:00-07:00    0.993684
                                  ...   
   2023-10-19 00:00:00-07:00    0.946190
   2023-10-20 00:00:00-07:00    0.946190
   2023-10-21 00:00:00-07:00    0.946190
   2023-10-22 00:00:00-07:00    0.946190
   2023-10-23 00:00:00-07:00    0.946190
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997534
   2018-10-14 00:00:00-07:00    0.995068
   2018-10-15 00:00:00-07:00    0.992602
   2018-10-16 00:00:00-07:00    0.990135
                                  ...   
   2023-10-19 00:00:00-07:00    0.991865
   2023-10-20 00:00:00-07:00    0.991865
   2023-10-21 00:00:00-07:00    0.991865
   2023-10-22 00:00:00-07:00    0.991865
   2023-10-23 00:00:00-07:00    0.991865
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998381
   2018-10-14 00:00:00-07:00    0.996762
   2018-10-15 00:00:00-07:00    0.995143
   2018-10-16 00:00:00-07:00    0.993524
                                  ...   
   2023-10-19 00:00:00-07:00    0.919105
   2023-10-20 00:00:00-07:00    0.919105
   2023-10-21 00:00:00-07:00    0.919105
   2023-10-22 00:00:00-07:00    0.919105
   2023-10-23 00:00:00-07:00    0.919105
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997672
   2018-10-14 00:00:00-07:00    0.995343
   2018-10-15 00:00:00-07:00    0.993015
   2018-10-16 00:00:00-07:00    0.990686
                                  ...   
   2023-10-19 00:00:00-07:00    0.956057
   2023-10-20 00:00:00-07:00    0.956057
   2023-10-21 00:00:00-07:00    0.956057
   2023-10-22 00:00:00-07:00    0.956057
   2023-10-23 00:00:00-07:00    0.956057
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998669
   2018-10-14 00:00:00-07:00    0.997337
   2018-10-15 00:00:00-07:00    0.996006
   2018-10-16 00:00:00-07:00    0.994675
                                  ...   
   2023-10-19 00:00:00-07:00    0.988070
   2023-10-20 00:00:00-07:00    0.988070
   2023-10-21 00:00:00-07:00    0.988070
   2023-10-22 00:00:00-07:00    0.988070
   2023-10-23 00:00:00-07:00    0.988070
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998994
   2018-10-14 00:00:00-07:00    0.997987
   2018-10-15 00:00:00-07:00    0.996981
   2018-10-16 00:00:00-07:00    0.995974
                                  ...   
   2023-10-19 00:00:00-07:00    0.918550
   2023-10-20 00:00:00-07:00    0.918550
   2023-10-21 00:00:00-07:00    0.918550
   2023-10-22 00:00:00-07:00    0.918550
   2023-10-23 00:00:00-07:00    0.918550
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997781
   2018-10-14 00:00:00-07:00    0.995562
   2018-10-15 00:00:00-07:00    0.993343
   2018-10-16 00:00:00-07:00    0.991124
                                  ...   
   2023-10-19 00:00:00-07:00    0.980089
   2023-10-20 00:00:00-07:00    0.980089
   2023-10-21 00:00:00-07:00    0.980089
   2023-10-22 00:00:00-07:00    0.980089
   2023-10-23 00:00:00-07:00    0.980089
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998418
   2018-10-14 00:00:00-07:00    0.996836
   2018-10-15 00:00:00-07:00    0.995253
   2018-10-16 00:00:00-07:00    0.993671
                                  ...   
   2023-10-19 00:00:00-07:00    0.931743
   2023-10-20 00:00:00-07:00    0.931743
   2023-10-21 00:00:00-07:00    0.931743
   2023-10-22 00:00:00-07:00    0.931743
   2023-10-23 00:00:00-07:00    0.931743
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998288
   2018-10-14 00:00:00-07:00    0.996576
   2018-10-15 00:00:00-07:00    0.994864
   2018-10-16 00:00:00-07:00    0.993151
                                  ...   
   2023-10-19 00:00:00-07:00    0.993952
   2023-10-20 00:00:00-07:00    0.993952
   2023-10-21 00:00:00-07:00    0.993952
   2023-10-22 00:00:00-07:00    0.993952
   2023-10-23 00:00:00-07:00    0.993952
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999986
   2018-10-14 00:00:00-07:00    0.999972
   2018-10-15 00:00:00-07:00    0.999958
   2018-10-16 00:00:00-07:00    0.999945
                                  ...   
   2023-10-19 00:00:00-07:00    0.986075
   2023-10-20 00:00:00-07:00    0.986075
   2023-10-21 00:00:00-07:00    0.986075
   2023-10-22 00:00:00-07:00    0.986075
   2023-10-23 00:00:00-07:00    0.986075
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998555
   2018-10-14 00:00:00-07:00    0.997110
   2018-10-15 00:00:00-07:00    0.995666
   2018-10-16 00:00:00-07:00    0.994221
                                  ...   
   2023-10-19 00:00:00-07:00    0.960167
   2023-10-20 00:00:00-07:00    0.960167
   2023-10-21 00:00:00-07:00    0.960167
   2023-10-22 00:00:00-07:00    0.960167
   2023-10-23 00:00:00-07:00    0.960167
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998842
   2018-10-14 00:00:00-07:00    0.997684
   2018-10-15 00:00:00-07:00    0.996526
   2018-10-16 00:00:00-07:00    0.995368
                                  ...   
   2023-10-19 00:00:00-07:00    0.980952
   2023-10-20 00:00:00-07:00    0.980952
   2023-10-21 00:00:00-07:00    0.980952
   2023-10-22 00:00:00-07:00    0.980952
   2023-10-23 00:00:00-07:00    0.980952
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999171
   2018-10-14 00:00:00-07:00    0.998342
   2018-10-15 00:00:00-07:00    0.997513
   2018-10-16 00:00:00-07:00    0.996684
                                  ...   
   2023-10-19 00:00:00-07:00    0.946862
   2023-10-20 00:00:00-07:00    0.946862
   2023-10-21 00:00:00-07:00    0.946862
   2023-10-22 00:00:00-07:00    0.946862
   2023-10-23 00:00:00-07:00    0.946862
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997730
   2018-10-14 00:00:00-07:00    0.995460
   2018-10-15 00:00:00-07:00    0.993189
   2018-10-16 00:00:00-07:00    0.990919
                                  ...   
   2023-10-19 00:00:00-07:00    0.975065
   2023-10-20 00:00:00-07:00    0.975065
   2023-10-21 00:00:00-07:00    0.975065
   2023-10-22 00:00:00-07:00    0.975065
   2023-10-23 00:00:00-07:00    0.975065
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999525
   2018-10-14 00:00:00-07:00    0.999050
   2018-10-15 00:00:00-07:00    0.998575
   2018-10-16 00:00:00-07:00    0.998099
                                  ...   
   2023-10-19 00:00:00-07:00    0.955611
   2023-10-20 00:00:00-07:00    0.955611
   2023-10-21 00:00:00-07:00    0.955611
   2023-10-22 00:00:00-07:00    0.955611
   2023-10-23 00:00:00-07:00    0.955611
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997759
   2018-10-14 00:00:00-07:00    0.995518
   2018-10-15 00:00:00-07:00    0.993277
   2018-10-16 00:00:00-07:00    0.991036
                                  ...   
   2023-10-19 00:00:00-07:00    0.930863
   2023-10-20 00:00:00-07:00    0.930863
   2023-10-21 00:00:00-07:00    0.930863
   2023-10-22 00:00:00-07:00    0.930863
   2023-10-23 00:00:00-07:00    0.930863
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997720
   2018-10-14 00:00:00-07:00    0.995440
   2018-10-15 00:00:00-07:00    0.993160
   2018-10-16 00:00:00-07:00    0.990880
                                  ...   
   2023-10-19 00:00:00-07:00    0.950871
   2023-10-20 00:00:00-07:00    0.950871
   2023-10-21 00:00:00-07:00    0.950871
   2023-10-22 00:00:00-07:00    0.950871
   2023-10-23 00:00:00-07:00    0.950871
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998191
   2018-10-14 00:00:00-07:00    0.996382
   2018-10-15 00:00:00-07:00    0.994574
   2018-10-16 00:00:00-07:00    0.992765
                                  ...   
   2023-10-19 00:00:00-07:00    0.978561
   2023-10-20 00:00:00-07:00    0.978561
   2023-10-21 00:00:00-07:00    0.978561
   2023-10-22 00:00:00-07:00    0.978561
   2023-10-23 00:00:00-07:00    0.978561
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999529
   2018-10-14 00:00:00-07:00    0.999057
   2018-10-15 00:00:00-07:00    0.998586
   2018-10-16 00:00:00-07:00    0.998115
                                  ...   
   2023-10-19 00:00:00-07:00    0.938634
   2023-10-20 00:00:00-07:00    0.938634
   2023-10-21 00:00:00-07:00    0.938634
   2023-10-22 00:00:00-07:00    0.938634
   2023-10-23 00:00:00-07:00    0.938634
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998054
   2018-10-14 00:00:00-07:00    0.996107
   2018-10-15 00:00:00-07:00    0.994161
   2018-10-16 00:00:00-07:00    0.992215
                                  ...   
   2023-10-19 00:00:00-07:00    0.986946
   2023-10-20 00:00:00-07:00    0.986946
   2023-10-21 00:00:00-07:00    0.986946
   2023-10-22 00:00:00-07:00    0.986946
   2023-10-23 00:00:00-07:00    0.986946
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998154
   2018-10-14 00:00:00-07:00    0.996307
   2018-10-15 00:00:00-07:00    0.994461
   2018-10-16 00:00:00-07:00    0.992615
                                  ...   
   2023-10-19 00:00:00-07:00    0.959625
   2023-10-20 00:00:00-07:00    0.959625
   2023-10-21 00:00:00-07:00    0.959625
   2023-10-22 00:00:00-07:00    0.959625
   2023-10-23 00:00:00-07:00    0.959625
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997850
   2018-10-14 00:00:00-07:00    0.995700
   2018-10-15 00:00:00-07:00    0.993550
   2018-10-16 00:00:00-07:00    0.991400
                                  ...   
   2023-10-19 00:00:00-07:00    0.917216
   2023-10-20 00:00:00-07:00    0.917216
   2023-10-21 00:00:00-07:00    0.917216
   2023-10-22 00:00:00-07:00    0.917216
   2023-10-23 00:00:00-07:00    0.917216
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999439
   2018-10-14 00:00:00-07:00    0.998877
   2018-10-15 00:00:00-07:00    0.998316
   2018-10-16 00:00:00-07:00    0.997755
                                  ...   
   2023-10-19 00:00:00-07:00    0.995415
   2023-10-20 00:00:00-07:00    0.995415
   2023-10-21 00:00:00-07:00    0.995415
   2023-10-22 00:00:00-07:00    0.995415
   2023-10-23 00:00:00-07:00    0.995415
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998015
   2018-10-14 00:00:00-07:00    0.996030
   2018-10-15 00:00:00-07:00    0.994045
   2018-10-16 00:00:00-07:00    0.992059
                                  ...   
   2023-10-19 00:00:00-07:00    0.959485
   2023-10-20 00:00:00-07:00    0.959485
   2023-10-21 00:00:00-07:00    0.959485
   2023-10-22 00:00:00-07:00    0.959485
   2023-10-23 00:00:00-07:00    0.959485
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999103
   2018-10-14 00:00:00-07:00    0.998206
   2018-10-15 00:00:00-07:00    0.997308
   2018-10-16 00:00:00-07:00    0.996411
                                  ...   
   2023-10-19 00:00:00-07:00    0.965760
   2023-10-20 00:00:00-07:00    0.965760
   2023-10-21 00:00:00-07:00    0.965760
   2023-10-22 00:00:00-07:00    0.965760
   2023-10-23 00:00:00-07:00    0.965760
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998228
   2018-10-14 00:00:00-07:00    0.996456
   2018-10-15 00:00:00-07:00    0.994685
   2018-10-16 00:00:00-07:00    0.992913
                                  ...   
   2023-10-19 00:00:00-07:00    0.916822
   2023-10-20 00:00:00-07:00    0.916822
   2023-10-21 00:00:00-07:00    0.916822
   2023-10-22 00:00:00-07:00    0.916822
   2023-10-23 00:00:00-07:00    0.916822
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998773
   2018-10-14 00:00:00-07:00    0.997546
   2018-10-15 00:00:00-07:00    0.996319
   2018-10-16 00:00:00-07:00    0.995092
                                  ...   
   2023-10-19 00:00:00-07:00    0.920659
   2023-10-20 00:00:00-07:00    0.920659
   2023-10-21 00:00:00-07:00    0.920659
   2023-10-22 00:00:00-07:00    0.920659
   2023-10-23 00:00:00-07:00    0.920659
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999114
   2018-10-14 00:00:00-07:00    0.998229
   2018-10-15 00:00:00-07:00    0.997343
   2018-10-16 00:00:00-07:00    0.996457
                                  ...   
   2023-10-19 00:00:00-07:00    0.992365
   2023-10-20 00:00:00-07:00    0.992365
   2023-10-21 00:00:00-07:00    0.992365
   2023-10-22 00:00:00-07:00    0.992365
   2023-10-23 00:00:00-07:00    0.992365
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999848
   2018-10-14 00:00:00-07:00    0.999695
   2018-10-15 00:00:00-07:00    0.999543
   2018-10-16 00:00:00-07:00    0.999391
                                  ...   
   2023-10-19 00:00:00-07:00    0.984757
   2023-10-20 00:00:00-07:00    0.984757
   2023-10-21 00:00:00-07:00    0.984757
   2023-10-22 00:00:00-07:00    0.984757
   2023-10-23 00:00:00-07:00    0.984757
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998530
   2018-10-14 00:00:00-07:00    0.997060
   2018-10-15 00:00:00-07:00    0.995590
   2018-10-16 00:00:00-07:00    0.994120
                                  ...   
   2023-10-19 00:00:00-07:00    0.968137
   2023-10-20 00:00:00-07:00    0.968137
   2023-10-21 00:00:00-07:00    0.968137
   2023-10-22 00:00:00-07:00    0.968137
   2023-10-23 00:00:00-07:00    0.968137
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999558
   2018-10-14 00:00:00-07:00    0.999116
   2018-10-15 00:00:00-07:00    0.998675
   2018-10-16 00:00:00-07:00    0.998233
                                  ...   
   2023-10-19 00:00:00-07:00    0.999213
   2023-10-20 00:00:00-07:00    0.999213
   2023-10-21 00:00:00-07:00    0.999213
   2023-10-22 00:00:00-07:00    0.999213
   2023-10-23 00:00:00-07:00    0.999213
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999060
   2018-10-14 00:00:00-07:00    0.998120
   2018-10-15 00:00:00-07:00    0.997181
   2018-10-16 00:00:00-07:00    0.996241
                                  ...   
   2023-10-19 00:00:00-07:00    0.935036
   2023-10-20 00:00:00-07:00    0.935036
   2023-10-21 00:00:00-07:00    0.935036
   2023-10-22 00:00:00-07:00    0.935036
   2023-10-23 00:00:00-07:00    0.935036
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999348
   2018-10-14 00:00:00-07:00    0.998696
   2018-10-15 00:00:00-07:00    0.998044
   2018-10-16 00:00:00-07:00    0.997392
                                  ...   
   2023-10-19 00:00:00-07:00    0.971379
   2023-10-20 00:00:00-07:00    0.971379
   2023-10-21 00:00:00-07:00    0.971379
   2023-10-22 00:00:00-07:00    0.971379
   2023-10-23 00:00:00-07:00    0.971379
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999601
   2018-10-14 00:00:00-07:00    0.999201
   2018-10-15 00:00:00-07:00    0.998802
   2018-10-16 00:00:00-07:00    0.998402
                                  ...   
   2023-10-19 00:00:00-07:00    0.925453
   2023-10-20 00:00:00-07:00    0.925453
   2023-10-21 00:00:00-07:00    0.925453
   2023-10-22 00:00:00-07:00    0.925453
   2023-10-23 00:00:00-07:00    0.925453
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999023
   2018-10-14 00:00:00-07:00    0.998047
   2018-10-15 00:00:00-07:00    0.997070
   2018-10-16 00:00:00-07:00    0.996094
                                  ...   
   2023-10-19 00:00:00-07:00    0.933081
   2023-10-20 00:00:00-07:00    0.933081
   2023-10-21 00:00:00-07:00    0.933081
   2023-10-22 00:00:00-07:00    0.933081
   2023-10-23 00:00:00-07:00    0.933081
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999309
   2018-10-14 00:00:00-07:00    0.998617
   2018-10-15 00:00:00-07:00    0.997926
   2018-10-16 00:00:00-07:00    0.997235
                                  ...   
   2023-10-19 00:00:00-07:00    0.988622
   2023-10-20 00:00:00-07:00    0.988622
   2023-10-21 00:00:00-07:00    0.988622
   2023-10-22 00:00:00-07:00    0.988622
   2023-10-23 00:00:00-07:00    0.988622
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999226
   2018-10-14 00:00:00-07:00    0.998451
   2018-10-15 00:00:00-07:00    0.997677
   2018-10-16 00:00:00-07:00    0.996903
                                  ...   
   2023-10-19 00:00:00-07:00    0.950422
   2023-10-20 00:00:00-07:00    0.950422
   2023-10-21 00:00:00-07:00    0.950422
   2023-10-22 00:00:00-07:00    0.950422
   2023-10-23 00:00:00-07:00    0.950422
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999681
   2018-10-14 00:00:00-07:00    0.999363
   2018-10-15 00:00:00-07:00    0.999044
   2018-10-16 00:00:00-07:00    0.998725
                                  ...   
   2023-10-19 00:00:00-07:00    0.986664
   2023-10-20 00:00:00-07:00    0.986664
   2023-10-21 00:00:00-07:00    0.986664
   2023-10-22 00:00:00-07:00    0.986664
   2023-10-23 00:00:00-07:00    0.986664
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998021
   2018-10-14 00:00:00-07:00    0.996041
   2018-10-15 00:00:00-07:00    0.994062
   2018-10-16 00:00:00-07:00    0.992082
                                  ...   
   2023-10-19 00:00:00-07:00    0.995790
   2023-10-20 00:00:00-07:00    0.995790
   2023-10-21 00:00:00-07:00    0.995790
   2023-10-22 00:00:00-07:00    0.995790
   2023-10-23 00:00:00-07:00    0.995790
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998995
   2018-10-14 00:00:00-07:00    0.997990
   2018-10-15 00:00:00-07:00    0.996985
   2018-10-16 00:00:00-07:00    0.995979
                                  ...   
   2023-10-19 00:00:00-07:00    0.887251
   2023-10-20 00:00:00-07:00    0.887251
   2023-10-21 00:00:00-07:00    0.887251
   2023-10-22 00:00:00-07:00    0.887251
   2023-10-23 00:00:00-07:00    0.887251
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997782
   2018-10-14 00:00:00-07:00    0.995564
   2018-10-15 00:00:00-07:00    0.993347
   2018-10-16 00:00:00-07:00    0.991129
                                  ...   
   2023-10-19 00:00:00-07:00    0.978855
   2023-10-20 00:00:00-07:00    0.978855
   2023-10-21 00:00:00-07:00    0.978855
   2023-10-22 00:00:00-07:00    0.978855
   2023-10-23 00:00:00-07:00    0.978855
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999340
   2018-10-14 00:00:00-07:00    0.998681
   2018-10-15 00:00:00-07:00    0.998021
   2018-10-16 00:00:00-07:00    0.997361
                                  ...   
   2023-10-19 00:00:00-07:00    0.935581
   2023-10-20 00:00:00-07:00    0.935581
   2023-10-21 00:00:00-07:00    0.935581
   2023-10-22 00:00:00-07:00    0.935581
   2023-10-23 00:00:00-07:00    0.935581
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999508
   2018-10-14 00:00:00-07:00    0.999015
   2018-10-15 00:00:00-07:00    0.998523
   2018-10-16 00:00:00-07:00    0.998031
                                  ...   
   2023-10-19 00:00:00-07:00    0.958862
   2023-10-20 00:00:00-07:00    0.958862
   2023-10-21 00:00:00-07:00    0.958862
   2023-10-22 00:00:00-07:00    0.958862
   2023-10-23 00:00:00-07:00    0.958862
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998682
   2018-10-14 00:00:00-07:00    0.997363
   2018-10-15 00:00:00-07:00    0.996045
   2018-10-16 00:00:00-07:00    0.994726
                                  ...   
   2023-10-19 00:00:00-07:00    0.953318
   2023-10-20 00:00:00-07:00    0.953318
   2023-10-21 00:00:00-07:00    0.953318
   2023-10-22 00:00:00-07:00    0.953318
   2023-10-23 00:00:00-07:00    0.953318
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998453
   2018-10-14 00:00:00-07:00    0.996905
   2018-10-15 00:00:00-07:00    0.995358
   2018-10-16 00:00:00-07:00    0.993811
                                  ...   
   2023-10-19 00:00:00-07:00    0.943071
   2023-10-20 00:00:00-07:00    0.943071
   2023-10-21 00:00:00-07:00    0.943071
   2023-10-22 00:00:00-07:00    0.943071
   2023-10-23 00:00:00-07:00    0.943071
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997841
   2018-10-14 00:00:00-07:00    0.995683
   2018-10-15 00:00:00-07:00    0.993524
   2018-10-16 00:00:00-07:00    0.991366
                                  ...   
   2023-10-19 00:00:00-07:00    0.930943
   2023-10-20 00:00:00-07:00    0.930943
   2023-10-21 00:00:00-07:00    0.930943
   2023-10-22 00:00:00-07:00    0.930943
   2023-10-23 00:00:00-07:00    0.930943
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998140
   2018-10-14 00:00:00-07:00    0.996281
   2018-10-15 00:00:00-07:00    0.994421
   2018-10-16 00:00:00-07:00    0.992561
                                  ...   
   2023-10-19 00:00:00-07:00    0.920650
   2023-10-20 00:00:00-07:00    0.920650
   2023-10-21 00:00:00-07:00    0.920650
   2023-10-22 00:00:00-07:00    0.920650
   2023-10-23 00:00:00-07:00    0.920650
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998393
   2018-10-14 00:00:00-07:00    0.996785
   2018-10-15 00:00:00-07:00    0.995178
   2018-10-16 00:00:00-07:00    0.993571
                                  ...   
   2023-10-19 00:00:00-07:00    0.911216
   2023-10-20 00:00:00-07:00    0.911216
   2023-10-21 00:00:00-07:00    0.911216
   2023-10-22 00:00:00-07:00    0.911216
   2023-10-23 00:00:00-07:00    0.911216
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998723
   2018-10-14 00:00:00-07:00    0.997446
   2018-10-15 00:00:00-07:00    0.996169
   2018-10-16 00:00:00-07:00    0.994892
                                  ...   
   2023-10-19 00:00:00-07:00    0.979188
   2023-10-20 00:00:00-07:00    0.979188
   2023-10-21 00:00:00-07:00    0.979188
   2023-10-22 00:00:00-07:00    0.979188
   2023-10-23 00:00:00-07:00    0.979188
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999295
   2018-10-14 00:00:00-07:00    0.998591
   2018-10-15 00:00:00-07:00    0.997886
   2018-10-16 00:00:00-07:00    0.997181
                                  ...   
   2023-10-19 00:00:00-07:00    0.989803
   2023-10-20 00:00:00-07:00    0.989803
   2023-10-21 00:00:00-07:00    0.989803
   2023-10-22 00:00:00-07:00    0.989803
   2023-10-23 00:00:00-07:00    0.989803
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998654
   2018-10-14 00:00:00-07:00    0.997308
   2018-10-15 00:00:00-07:00    0.995963
   2018-10-16 00:00:00-07:00    0.994617
                                  ...   
   2023-10-19 00:00:00-07:00    0.921883
   2023-10-20 00:00:00-07:00    0.921883
   2023-10-21 00:00:00-07:00    0.921883
   2023-10-22 00:00:00-07:00    0.921883
   2023-10-23 00:00:00-07:00    0.921883
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997848
   2018-10-14 00:00:00-07:00    0.995696
   2018-10-15 00:00:00-07:00    0.993544
   2018-10-16 00:00:00-07:00    0.991392
                                  ...   
   2023-10-19 00:00:00-07:00    0.928762
   2023-10-20 00:00:00-07:00    0.928762
   2023-10-21 00:00:00-07:00    0.928762
   2023-10-22 00:00:00-07:00    0.928762
   2023-10-23 00:00:00-07:00    0.928762
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999937
   2018-10-14 00:00:00-07:00    0.999873
   2018-10-15 00:00:00-07:00    0.999810
   2018-10-16 00:00:00-07:00    0.999747
                                  ...   
   2023-10-19 00:00:00-07:00    0.968816
   2023-10-20 00:00:00-07:00    0.968816
   2023-10-21 00:00:00-07:00    0.968816
   2023-10-22 00:00:00-07:00    0.968816
   2023-10-23 00:00:00-07:00    0.968816
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998080
   2018-10-14 00:00:00-07:00    0.996161
   2018-10-15 00:00:00-07:00    0.994241
   2018-10-16 00:00:00-07:00    0.992321
                                  ...   
   2023-10-19 00:00:00-07:00    0.930167
   2023-10-20 00:00:00-07:00    0.930167
   2023-10-21 00:00:00-07:00    0.930167
   2023-10-22 00:00:00-07:00    0.930167
   2023-10-23 00:00:00-07:00    0.930167
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997967
   2018-10-14 00:00:00-07:00    0.995934
   2018-10-15 00:00:00-07:00    0.993901
   2018-10-16 00:00:00-07:00    0.991868
                                  ...   
   2023-10-19 00:00:00-07:00    0.932840
   2023-10-20 00:00:00-07:00    0.932840
   2023-10-21 00:00:00-07:00    0.932840
   2023-10-22 00:00:00-07:00    0.932840
   2023-10-23 00:00:00-07:00    0.932840
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997987
   2018-10-14 00:00:00-07:00    0.995973
   2018-10-15 00:00:00-07:00    0.993960
   2018-10-16 00:00:00-07:00    0.991946
                                  ...   
   2023-10-19 00:00:00-07:00    0.994260
   2023-10-20 00:00:00-07:00    0.994260
   2023-10-21 00:00:00-07:00    0.994260
   2023-10-22 00:00:00-07:00    0.994260
   2023-10-23 00:00:00-07:00    0.994260
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998430
   2018-10-14 00:00:00-07:00    0.996860
   2018-10-15 00:00:00-07:00    0.995289
   2018-10-16 00:00:00-07:00    0.993719
                                  ...   
   2023-10-19 00:00:00-07:00    0.919074
   2023-10-20 00:00:00-07:00    0.919074
   2023-10-21 00:00:00-07:00    0.919074
   2023-10-22 00:00:00-07:00    0.919074
   2023-10-23 00:00:00-07:00    0.919074
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998698
   2018-10-14 00:00:00-07:00    0.997397
   2018-10-15 00:00:00-07:00    0.996095
   2018-10-16 00:00:00-07:00    0.994793
                                  ...   
   2023-10-19 00:00:00-07:00    0.946841
   2023-10-20 00:00:00-07:00    0.946841
   2023-10-21 00:00:00-07:00    0.946841
   2023-10-22 00:00:00-07:00    0.946841
   2023-10-23 00:00:00-07:00    0.946841
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999373
   2018-10-14 00:00:00-07:00    0.998746
   2018-10-15 00:00:00-07:00    0.998118
   2018-10-16 00:00:00-07:00    0.997491
                                  ...   
   2023-10-19 00:00:00-07:00    0.942175
   2023-10-20 00:00:00-07:00    0.942175
   2023-10-21 00:00:00-07:00    0.942175
   2023-10-22 00:00:00-07:00    0.942175
   2023-10-23 00:00:00-07:00    0.942175
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998400
   2018-10-14 00:00:00-07:00    0.996799
   2018-10-15 00:00:00-07:00    0.995199
   2018-10-16 00:00:00-07:00    0.993599
                                  ...   
   2023-10-19 00:00:00-07:00    0.989541
   2023-10-20 00:00:00-07:00    0.989541
   2023-10-21 00:00:00-07:00    0.989541
   2023-10-22 00:00:00-07:00    0.989541
   2023-10-23 00:00:00-07:00    0.989541
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999446
   2018-10-14 00:00:00-07:00    0.998893
   2018-10-15 00:00:00-07:00    0.998339
   2018-10-16 00:00:00-07:00    0.997786
                                  ...   
   2023-10-19 00:00:00-07:00    0.939614
   2023-10-20 00:00:00-07:00    0.939614
   2023-10-21 00:00:00-07:00    0.939614
   2023-10-22 00:00:00-07:00    0.939614
   2023-10-23 00:00:00-07:00    0.939614
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999232
   2018-10-14 00:00:00-07:00    0.998465
   2018-10-15 00:00:00-07:00    0.997697
   2018-10-16 00:00:00-07:00    0.996929
                                  ...   
   2023-10-19 00:00:00-07:00    0.998312
   2023-10-20 00:00:00-07:00    0.998312
   2023-10-21 00:00:00-07:00    0.998312
   2023-10-22 00:00:00-07:00    0.998312
   2023-10-23 00:00:00-07:00    0.998312
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999607
   2018-10-14 00:00:00-07:00    0.999215
   2018-10-15 00:00:00-07:00    0.998822
   2018-10-16 00:00:00-07:00    0.998429
                                  ...   
   2023-10-19 00:00:00-07:00    0.946646
   2023-10-20 00:00:00-07:00    0.946646
   2023-10-21 00:00:00-07:00    0.946646
   2023-10-22 00:00:00-07:00    0.946646
   2023-10-23 00:00:00-07:00    0.946646
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998313
   2018-10-14 00:00:00-07:00    0.996627
   2018-10-15 00:00:00-07:00    0.994940
   2018-10-16 00:00:00-07:00    0.993253
                                  ...   
   2023-10-19 00:00:00-07:00    0.973055
   2023-10-20 00:00:00-07:00    0.973055
   2023-10-21 00:00:00-07:00    0.973055
   2023-10-22 00:00:00-07:00    0.973055
   2023-10-23 00:00:00-07:00    0.973055
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998062
   2018-10-14 00:00:00-07:00    0.996124
   2018-10-15 00:00:00-07:00    0.994187
   2018-10-16 00:00:00-07:00    0.992249
                                  ...   
   2023-10-19 00:00:00-07:00    0.951621
   2023-10-20 00:00:00-07:00    0.951621
   2023-10-21 00:00:00-07:00    0.951621
   2023-10-22 00:00:00-07:00    0.951621
   2023-10-23 00:00:00-07:00    0.951621
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998261
   2018-10-14 00:00:00-07:00    0.996523
   2018-10-15 00:00:00-07:00    0.994784
   2018-10-16 00:00:00-07:00    0.993045
                                  ...   
   2023-10-19 00:00:00-07:00    0.993747
   2023-10-20 00:00:00-07:00    0.993747
   2023-10-21 00:00:00-07:00    0.993747
   2023-10-22 00:00:00-07:00    0.993747
   2023-10-23 00:00:00-07:00    0.993747
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999468
   2018-10-14 00:00:00-07:00    0.998936
   2018-10-15 00:00:00-07:00    0.998405
   2018-10-16 00:00:00-07:00    0.997873
                                  ...   
   2023-10-19 00:00:00-07:00    0.922904
   2023-10-20 00:00:00-07:00    0.922904
   2023-10-21 00:00:00-07:00    0.922904
   2023-10-22 00:00:00-07:00    0.922904
   2023-10-23 00:00:00-07:00    0.922904
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998546
   2018-10-14 00:00:00-07:00    0.997092
   2018-10-15 00:00:00-07:00    0.995638
   2018-10-16 00:00:00-07:00    0.994184
                                  ...   
   2023-10-19 00:00:00-07:00    0.989226
   2023-10-20 00:00:00-07:00    0.989226
   2023-10-21 00:00:00-07:00    0.989226
   2023-10-22 00:00:00-07:00    0.989226
   2023-10-23 00:00:00-07:00    0.989226
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997882
   2018-10-14 00:00:00-07:00    0.995764
   2018-10-15 00:00:00-07:00    0.993646
   2018-10-16 00:00:00-07:00    0.991527
                                  ...   
   2023-10-19 00:00:00-07:00    0.971499
   2023-10-20 00:00:00-07:00    0.971499
   2023-10-21 00:00:00-07:00    0.971499
   2023-10-22 00:00:00-07:00    0.971499
   2023-10-23 00:00:00-07:00    0.971499
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999788
   2018-10-14 00:00:00-07:00    0.999575
   2018-10-15 00:00:00-07:00    0.999363
   2018-10-16 00:00:00-07:00    0.999151
                                  ...   
   2023-10-19 00:00:00-07:00    0.938317
   2023-10-20 00:00:00-07:00    0.938317
   2023-10-21 00:00:00-07:00    0.938317
   2023-10-22 00:00:00-07:00    0.938317
   2023-10-23 00:00:00-07:00    0.938317
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998263
   2018-10-14 00:00:00-07:00    0.996526
   2018-10-15 00:00:00-07:00    0.994789
   2018-10-16 00:00:00-07:00    0.993052
                                  ...   
   2023-10-19 00:00:00-07:00    0.957761
   2023-10-20 00:00:00-07:00    0.957761
   2023-10-21 00:00:00-07:00    0.957761
   2023-10-22 00:00:00-07:00    0.957761
   2023-10-23 00:00:00-07:00    0.957761
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998942
   2018-10-14 00:00:00-07:00    0.997884
   2018-10-15 00:00:00-07:00    0.996826
   2018-10-16 00:00:00-07:00    0.995768
                                  ...   
   2023-10-19 00:00:00-07:00    0.921424
   2023-10-20 00:00:00-07:00    0.921424
   2023-10-21 00:00:00-07:00    0.921424
   2023-10-22 00:00:00-07:00    0.921424
   2023-10-23 00:00:00-07:00    0.921424
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999010
   2018-10-14 00:00:00-07:00    0.998021
   2018-10-15 00:00:00-07:00    0.997031
   2018-10-16 00:00:00-07:00    0.996041
                                  ...   
   2023-10-19 00:00:00-07:00    0.995644
   2023-10-20 00:00:00-07:00    0.995644
   2023-10-21 00:00:00-07:00    0.995644
   2023-10-22 00:00:00-07:00    0.995644
   2023-10-23 00:00:00-07:00    0.995644
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999582
   2018-10-14 00:00:00-07:00    0.999164
   2018-10-15 00:00:00-07:00    0.998746
   2018-10-16 00:00:00-07:00    0.998328
                                  ...   
   2023-10-19 00:00:00-07:00    0.979238
   2023-10-20 00:00:00-07:00    0.979238
   2023-10-21 00:00:00-07:00    0.979238
   2023-10-22 00:00:00-07:00    0.979238
   2023-10-23 00:00:00-07:00    0.979238
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998473
   2018-10-14 00:00:00-07:00    0.996946
   2018-10-15 00:00:00-07:00    0.995419
   2018-10-16 00:00:00-07:00    0.993892
                                  ...   
   2023-10-19 00:00:00-07:00    0.975800
   2023-10-20 00:00:00-07:00    0.975800
   2023-10-21 00:00:00-07:00    0.975800
   2023-10-22 00:00:00-07:00    0.975800
   2023-10-23 00:00:00-07:00    0.975800
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997655
   2018-10-14 00:00:00-07:00    0.995311
   2018-10-15 00:00:00-07:00    0.992966
   2018-10-16 00:00:00-07:00    0.990621
                                  ...   
   2023-10-19 00:00:00-07:00    0.997668
   2023-10-20 00:00:00-07:00    0.997668
   2023-10-21 00:00:00-07:00    0.997668
   2023-10-22 00:00:00-07:00    0.997668
   2023-10-23 00:00:00-07:00    0.997668
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999950
   2018-10-14 00:00:00-07:00    0.999899
   2018-10-15 00:00:00-07:00    0.999849
   2018-10-16 00:00:00-07:00    0.999799
                                  ...   
   2023-10-19 00:00:00-07:00    0.929190
   2023-10-20 00:00:00-07:00    0.929190
   2023-10-21 00:00:00-07:00    0.929190
   2023-10-22 00:00:00-07:00    0.929190
   2023-10-23 00:00:00-07:00    0.929190
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997785
   2018-10-14 00:00:00-07:00    0.995571
   2018-10-15 00:00:00-07:00    0.993356
   2018-10-16 00:00:00-07:00    0.991142
                                  ...   
   2023-10-19 00:00:00-07:00    0.987830
   2023-10-20 00:00:00-07:00    0.987830
   2023-10-21 00:00:00-07:00    0.987830
   2023-10-22 00:00:00-07:00    0.987830
   2023-10-23 00:00:00-07:00    0.987830
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999669
   2018-10-14 00:00:00-07:00    0.999338
   2018-10-15 00:00:00-07:00    0.999007
   2018-10-16 00:00:00-07:00    0.998676
                                  ...   
   2023-10-19 00:00:00-07:00    0.984206
   2023-10-20 00:00:00-07:00    0.984206
   2023-10-21 00:00:00-07:00    0.984206
   2023-10-22 00:00:00-07:00    0.984206
   2023-10-23 00:00:00-07:00    0.984206
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999116
   2018-10-14 00:00:00-07:00    0.998231
   2018-10-15 00:00:00-07:00    0.997347
   2018-10-16 00:00:00-07:00    0.996462
                                  ...   
   2023-10-19 00:00:00-07:00    0.918006
   2023-10-20 00:00:00-07:00    0.918006
   2023-10-21 00:00:00-07:00    0.918006
   2023-10-22 00:00:00-07:00    0.918006
   2023-10-23 00:00:00-07:00    0.918006
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998442
   2018-10-14 00:00:00-07:00    0.996885
   2018-10-15 00:00:00-07:00    0.995327
   2018-10-16 00:00:00-07:00    0.993770
                                  ...   
   2023-10-19 00:00:00-07:00    0.991570
   2023-10-20 00:00:00-07:00    0.991570
   2023-10-21 00:00:00-07:00    0.991570
   2023-10-22 00:00:00-07:00    0.991570
   2023-10-23 00:00:00-07:00    0.991570
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997654
   2018-10-14 00:00:00-07:00    0.995309
   2018-10-15 00:00:00-07:00    0.992963
   2018-10-16 00:00:00-07:00    0.990617
                                  ...   
   2023-10-19 00:00:00-07:00    0.963076
   2023-10-20 00:00:00-07:00    0.963076
   2023-10-21 00:00:00-07:00    0.963076
   2023-10-22 00:00:00-07:00    0.963076
   2023-10-23 00:00:00-07:00    0.963076
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998057
   2018-10-14 00:00:00-07:00    0.996113
   2018-10-15 00:00:00-07:00    0.994170
   2018-10-16 00:00:00-07:00    0.992226
                                  ...   
   2023-10-19 00:00:00-07:00    0.931513
   2023-10-20 00:00:00-07:00    0.931513
   2023-10-21 00:00:00-07:00    0.931513
   2023-10-22 00:00:00-07:00    0.931513
   2023-10-23 00:00:00-07:00    0.931513
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997869
   2018-10-14 00:00:00-07:00    0.995738
   2018-10-15 00:00:00-07:00    0.993607
   2018-10-16 00:00:00-07:00    0.991475
                                  ...   
   2023-10-19 00:00:00-07:00    0.991552
   2023-10-20 00:00:00-07:00    0.991552
   2023-10-21 00:00:00-07:00    0.991552
   2023-10-22 00:00:00-07:00    0.991552
   2023-10-23 00:00:00-07:00    0.991552
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999353
   2018-10-14 00:00:00-07:00    0.998705
   2018-10-15 00:00:00-07:00    0.998058
   2018-10-16 00:00:00-07:00    0.997411
                                  ...   
   2023-10-19 00:00:00-07:00    0.980685
   2023-10-20 00:00:00-07:00    0.980685
   2023-10-21 00:00:00-07:00    0.980685
   2023-10-22 00:00:00-07:00    0.980685
   2023-10-23 00:00:00-07:00    0.980685
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998658
   2018-10-14 00:00:00-07:00    0.997315
   2018-10-15 00:00:00-07:00    0.995973
   2018-10-16 00:00:00-07:00    0.994630
                                  ...   
   2023-10-19 00:00:00-07:00    0.952271
   2023-10-20 00:00:00-07:00    0.952271
   2023-10-21 00:00:00-07:00    0.952271
   2023-10-22 00:00:00-07:00    0.952271
   2023-10-23 00:00:00-07:00    0.952271
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999736
   2018-10-14 00:00:00-07:00    0.999471
   2018-10-15 00:00:00-07:00    0.999207
   2018-10-16 00:00:00-07:00    0.998943
                                  ...   
   2023-10-19 00:00:00-07:00    0.945950
   2023-10-20 00:00:00-07:00    0.945950
   2023-10-21 00:00:00-07:00    0.945950
   2023-10-22 00:00:00-07:00    0.945950
   2023-10-23 00:00:00-07:00    0.945950
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999151
   2018-10-14 00:00:00-07:00    0.998301
   2018-10-15 00:00:00-07:00    0.997452
   2018-10-16 00:00:00-07:00    0.996603
                                  ...   
   2023-10-19 00:00:00-07:00    0.978270
   2023-10-20 00:00:00-07:00    0.978270
   2023-10-21 00:00:00-07:00    0.978270
   2023-10-22 00:00:00-07:00    0.978270
   2023-10-23 00:00:00-07:00    0.978270
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998235
   2018-10-14 00:00:00-07:00    0.996470
   2018-10-15 00:00:00-07:00    0.994705
   2018-10-16 00:00:00-07:00    0.992940
                                  ...   
   2023-10-19 00:00:00-07:00    0.954109
   2023-10-20 00:00:00-07:00    0.954109
   2023-10-21 00:00:00-07:00    0.954109
   2023-10-22 00:00:00-07:00    0.954109
   2023-10-23 00:00:00-07:00    0.954109
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999108
   2018-10-14 00:00:00-07:00    0.998216
   2018-10-15 00:00:00-07:00    0.997323
   2018-10-16 00:00:00-07:00    0.996431
                                  ...   
   2023-10-19 00:00:00-07:00    0.948741
   2023-10-20 00:00:00-07:00    0.948741
   2023-10-21 00:00:00-07:00    0.948741
   2023-10-22 00:00:00-07:00    0.948741
   2023-10-23 00:00:00-07:00    0.948741
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997618
   2018-10-14 00:00:00-07:00    0.995236
   2018-10-15 00:00:00-07:00    0.992855
   2018-10-16 00:00:00-07:00    0.990473
                                  ...   
   2023-10-19 00:00:00-07:00    0.982170
   2023-10-20 00:00:00-07:00    0.982170
   2023-10-21 00:00:00-07:00    0.982170
   2023-10-22 00:00:00-07:00    0.982170
   2023-10-23 00:00:00-07:00    0.982170
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999887
   2018-10-14 00:00:00-07:00    0.999775
   2018-10-15 00:00:00-07:00    0.999662
   2018-10-16 00:00:00-07:00    0.999550
                                  ...   
   2023-10-19 00:00:00-07:00    0.964331
   2023-10-20 00:00:00-07:00    0.964331
   2023-10-21 00:00:00-07:00    0.964331
   2023-10-22 00:00:00-07:00    0.964331
   2023-10-23 00:00:00-07:00    0.964331
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999281
   2018-10-14 00:00:00-07:00    0.998561
   2018-10-15 00:00:00-07:00    0.997842
   2018-10-16 00:00:00-07:00    0.997122
                                  ...   
   2023-10-19 00:00:00-07:00    0.923994
   2023-10-20 00:00:00-07:00    0.923994
   2023-10-21 00:00:00-07:00    0.923994
   2023-10-22 00:00:00-07:00    0.923994
   2023-10-23 00:00:00-07:00    0.923994
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998216
   2018-10-14 00:00:00-07:00    0.996432
   2018-10-15 00:00:00-07:00    0.994648
   2018-10-16 00:00:00-07:00    0.992864
                                  ...   
   2023-10-19 00:00:00-07:00    0.990736
   2023-10-20 00:00:00-07:00    0.990736
   2023-10-21 00:00:00-07:00    0.990736
   2023-10-22 00:00:00-07:00    0.990736
   2023-10-23 00:00:00-07:00    0.990736
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999635
   2018-10-14 00:00:00-07:00    0.999269
   2018-10-15 00:00:00-07:00    0.998904
   2018-10-16 00:00:00-07:00    0.998538
                                  ...   
   2023-10-19 00:00:00-07:00    0.959574
   2023-10-20 00:00:00-07:00    0.959574
   2023-10-21 00:00:00-07:00    0.959574
   2023-10-22 00:00:00-07:00    0.959574
   2023-10-23 00:00:00-07:00    0.959574
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999427
   2018-10-14 00:00:00-07:00    0.998854
   2018-10-15 00:00:00-07:00    0.998281
   2018-10-16 00:00:00-07:00    0.997708
                                  ...   
   2023-10-19 00:00:00-07:00    0.949388
   2023-10-20 00:00:00-07:00    0.949388
   2023-10-21 00:00:00-07:00    0.949388
   2023-10-22 00:00:00-07:00    0.949388
   2023-10-23 00:00:00-07:00    0.949388
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998042
   2018-10-14 00:00:00-07:00    0.996084
   2018-10-15 00:00:00-07:00    0.994126
   2018-10-16 00:00:00-07:00    0.992168
                                  ...   
   2023-10-19 00:00:00-07:00    0.980182
   2023-10-20 00:00:00-07:00    0.980182
   2023-10-21 00:00:00-07:00    0.980182
   2023-10-22 00:00:00-07:00    0.980182
   2023-10-23 00:00:00-07:00    0.980182
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998434
   2018-10-14 00:00:00-07:00    0.996869
   2018-10-15 00:00:00-07:00    0.995303
   2018-10-16 00:00:00-07:00    0.993737
                                  ...   
   2023-10-19 00:00:00-07:00    0.973711
   2023-10-20 00:00:00-07:00    0.973711
   2023-10-21 00:00:00-07:00    0.973711
   2023-10-22 00:00:00-07:00    0.973711
   2023-10-23 00:00:00-07:00    0.973711
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998119
   2018-10-14 00:00:00-07:00    0.996238
   2018-10-15 00:00:00-07:00    0.994356
   2018-10-16 00:00:00-07:00    0.992475
                                  ...   
   2023-10-19 00:00:00-07:00    0.977203
   2023-10-20 00:00:00-07:00    0.977203
   2023-10-21 00:00:00-07:00    0.977203
   2023-10-22 00:00:00-07:00    0.977203
   2023-10-23 00:00:00-07:00    0.977203
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999914
   2018-10-14 00:00:00-07:00    0.999828
   2018-10-15 00:00:00-07:00    0.999742
   2018-10-16 00:00:00-07:00    0.999656
                                  ...   
   2023-10-19 00:00:00-07:00    0.993646
   2023-10-20 00:00:00-07:00    0.993646
   2023-10-21 00:00:00-07:00    0.993646
   2023-10-22 00:00:00-07:00    0.993646
   2023-10-23 00:00:00-07:00    0.993646
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998334
   2018-10-14 00:00:00-07:00    0.996667
   2018-10-15 00:00:00-07:00    0.995001
   2018-10-16 00:00:00-07:00    0.993335
                                  ...   
   2023-10-19 00:00:00-07:00    0.927241
   2023-10-20 00:00:00-07:00    0.927241
   2023-10-21 00:00:00-07:00    0.927241
   2023-10-22 00:00:00-07:00    0.927241
   2023-10-23 00:00:00-07:00    0.927241
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999582
   2018-10-14 00:00:00-07:00    0.999163
   2018-10-15 00:00:00-07:00    0.998745
   2018-10-16 00:00:00-07:00    0.998326
                                  ...   
   2023-10-19 00:00:00-07:00    0.961843
   2023-10-20 00:00:00-07:00    0.961843
   2023-10-21 00:00:00-07:00    0.961843
   2023-10-22 00:00:00-07:00    0.961843
   2023-10-23 00:00:00-07:00    0.961843
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999879
   2018-10-14 00:00:00-07:00    0.999758
   2018-10-15 00:00:00-07:00    0.999637
   2018-10-16 00:00:00-07:00    0.999516
                                  ...   
   2023-10-19 00:00:00-07:00    0.922077
   2023-10-20 00:00:00-07:00    0.922077
   2023-10-21 00:00:00-07:00    0.922077
   2023-10-22 00:00:00-07:00    0.922077
   2023-10-23 00:00:00-07:00    0.922077
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997621
   2018-10-14 00:00:00-07:00    0.995242
   2018-10-15 00:00:00-07:00    0.992864
   2018-10-16 00:00:00-07:00    0.990485
                                  ...   
   2023-10-19 00:00:00-07:00    0.948990
   2023-10-20 00:00:00-07:00    0.948990
   2023-10-21 00:00:00-07:00    0.948990
   2023-10-22 00:00:00-07:00    0.948990
   2023-10-23 00:00:00-07:00    0.948990
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999229
   2018-10-14 00:00:00-07:00    0.998459
   2018-10-15 00:00:00-07:00    0.997688
   2018-10-16 00:00:00-07:00    0.996918
                                  ...   
   2023-10-19 00:00:00-07:00    0.946000
   2023-10-20 00:00:00-07:00    0.946000
   2023-10-21 00:00:00-07:00    0.946000
   2023-10-22 00:00:00-07:00    0.946000
   2023-10-23 00:00:00-07:00    0.946000
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999838
   2018-10-14 00:00:00-07:00    0.999675
   2018-10-15 00:00:00-07:00    0.999513
   2018-10-16 00:00:00-07:00    0.999351
                                  ...   
   2023-10-19 00:00:00-07:00    0.938511
   2023-10-20 00:00:00-07:00    0.938511
   2023-10-21 00:00:00-07:00    0.938511
   2023-10-22 00:00:00-07:00    0.938511
   2023-10-23 00:00:00-07:00    0.938511
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999101
   2018-10-14 00:00:00-07:00    0.998202
   2018-10-15 00:00:00-07:00    0.997303
   2018-10-16 00:00:00-07:00    0.996404
                                  ...   
   2023-10-19 00:00:00-07:00    0.974896
   2023-10-20 00:00:00-07:00    0.974896
   2023-10-21 00:00:00-07:00    0.974896
   2023-10-22 00:00:00-07:00    0.974896
   2023-10-23 00:00:00-07:00    0.974896
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999142
   2018-10-14 00:00:00-07:00    0.998284
   2018-10-15 00:00:00-07:00    0.997426
   2018-10-16 00:00:00-07:00    0.996567
                                  ...   
   2023-10-19 00:00:00-07:00    0.938927
   2023-10-20 00:00:00-07:00    0.938927
   2023-10-21 00:00:00-07:00    0.938927
   2023-10-22 00:00:00-07:00    0.938927
   2023-10-23 00:00:00-07:00    0.938927
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997975
   2018-10-14 00:00:00-07:00    0.995949
   2018-10-15 00:00:00-07:00    0.993924
   2018-10-16 00:00:00-07:00    0.991898
                                  ...   
   2023-10-19 00:00:00-07:00    0.999442
   2023-10-20 00:00:00-07:00    0.999442
   2023-10-21 00:00:00-07:00    0.999442
   2023-10-22 00:00:00-07:00    0.999442
   2023-10-23 00:00:00-07:00    0.999442
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998766
   2018-10-14 00:00:00-07:00    0.997531
   2018-10-15 00:00:00-07:00    0.996297
   2018-10-16 00:00:00-07:00    0.995063
                                  ...   
   2023-10-19 00:00:00-07:00    0.993611
   2023-10-20 00:00:00-07:00    0.993611
   2023-10-21 00:00:00-07:00    0.993611
   2023-10-22 00:00:00-07:00    0.993611
   2023-10-23 00:00:00-07:00    0.993611
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998821
   2018-10-14 00:00:00-07:00    0.997642
   2018-10-15 00:00:00-07:00    0.996463
   2018-10-16 00:00:00-07:00    0.995284
                                  ...   
   2023-10-19 00:00:00-07:00    0.913208
   2023-10-20 00:00:00-07:00    0.913208
   2023-10-21 00:00:00-07:00    0.913208
   2023-10-22 00:00:00-07:00    0.913208
   2023-10-23 00:00:00-07:00    0.913208
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998729
   2018-10-14 00:00:00-07:00    0.997457
   2018-10-15 00:00:00-07:00    0.996186
   2018-10-16 00:00:00-07:00    0.994915
                                  ...   
   2023-10-19 00:00:00-07:00    0.925476
   2023-10-20 00:00:00-07:00    0.925476
   2023-10-21 00:00:00-07:00    0.925476
   2023-10-22 00:00:00-07:00    0.925476
   2023-10-23 00:00:00-07:00    0.925476
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998661
   2018-10-14 00:00:00-07:00    0.997322
   2018-10-15 00:00:00-07:00    0.995983
   2018-10-16 00:00:00-07:00    0.994644
                                  ...   
   2023-10-19 00:00:00-07:00    0.942615
   2023-10-20 00:00:00-07:00    0.942615
   2023-10-21 00:00:00-07:00    0.942615
   2023-10-22 00:00:00-07:00    0.942615
   2023-10-23 00:00:00-07:00    0.942615
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998732
   2018-10-14 00:00:00-07:00    0.997464
   2018-10-15 00:00:00-07:00    0.996196
   2018-10-16 00:00:00-07:00    0.994928
                                  ...   
   2023-10-19 00:00:00-07:00    0.977585
   2023-10-20 00:00:00-07:00    0.977585
   2023-10-21 00:00:00-07:00    0.977585
   2023-10-22 00:00:00-07:00    0.977585
   2023-10-23 00:00:00-07:00    0.977585
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998834
   2018-10-14 00:00:00-07:00    0.997668
   2018-10-15 00:00:00-07:00    0.996503
   2018-10-16 00:00:00-07:00    0.995337
                                  ...   
   2023-10-19 00:00:00-07:00    0.961558
   2023-10-20 00:00:00-07:00    0.961558
   2023-10-21 00:00:00-07:00    0.961558
   2023-10-22 00:00:00-07:00    0.961558
   2023-10-23 00:00:00-07:00    0.961558
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998777
   2018-10-14 00:00:00-07:00    0.997554
   2018-10-15 00:00:00-07:00    0.996331
   2018-10-16 00:00:00-07:00    0.995108
                                  ...   
   2023-10-19 00:00:00-07:00    0.947684
   2023-10-20 00:00:00-07:00    0.947684
   2023-10-21 00:00:00-07:00    0.947684
   2023-10-22 00:00:00-07:00    0.947684
   2023-10-23 00:00:00-07:00    0.947684
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998962
   2018-10-14 00:00:00-07:00    0.997924
   2018-10-15 00:00:00-07:00    0.996886
   2018-10-16 00:00:00-07:00    0.995848
                                  ...   
   2023-10-19 00:00:00-07:00    0.932432
   2023-10-20 00:00:00-07:00    0.932432
   2023-10-21 00:00:00-07:00    0.932432
   2023-10-22 00:00:00-07:00    0.932432
   2023-10-23 00:00:00-07:00    0.932432
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997768
   2018-10-14 00:00:00-07:00    0.995536
   2018-10-15 00:00:00-07:00    0.993305
   2018-10-16 00:00:00-07:00    0.991073
                                  ...   
   2023-10-19 00:00:00-07:00    0.987767
   2023-10-20 00:00:00-07:00    0.987767
   2023-10-21 00:00:00-07:00    0.987767
   2023-10-22 00:00:00-07:00    0.987767
   2023-10-23 00:00:00-07:00    0.987767
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998546
   2018-10-14 00:00:00-07:00    0.997093
   2018-10-15 00:00:00-07:00    0.995639
   2018-10-16 00:00:00-07:00    0.994186
                                  ...   
   2023-10-19 00:00:00-07:00    0.913167
   2023-10-20 00:00:00-07:00    0.913167
   2023-10-21 00:00:00-07:00    0.913167
   2023-10-22 00:00:00-07:00    0.913167
   2023-10-23 00:00:00-07:00    0.913167
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997892
   2018-10-14 00:00:00-07:00    0.995784
   2018-10-15 00:00:00-07:00    0.993676
   2018-10-16 00:00:00-07:00    0.991568
                                  ...   
   2023-10-19 00:00:00-07:00    0.961698
   2023-10-20 00:00:00-07:00    0.961698
   2023-10-21 00:00:00-07:00    0.961698
   2023-10-22 00:00:00-07:00    0.961698
   2023-10-23 00:00:00-07:00    0.961698
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998523
   2018-10-14 00:00:00-07:00    0.997045
   2018-10-15 00:00:00-07:00    0.995568
   2018-10-16 00:00:00-07:00    0.994091
                                  ...   
   2023-10-19 00:00:00-07:00    0.999081
   2023-10-20 00:00:00-07:00    0.999081
   2023-10-21 00:00:00-07:00    0.999081
   2023-10-22 00:00:00-07:00    0.999081
   2023-10-23 00:00:00-07:00    0.999081
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999555
   2018-10-14 00:00:00-07:00    0.999111
   2018-10-15 00:00:00-07:00    0.998666
   2018-10-16 00:00:00-07:00    0.998222
                                  ...   
   2023-10-19 00:00:00-07:00    0.958056
   2023-10-20 00:00:00-07:00    0.958056
   2023-10-21 00:00:00-07:00    0.958056
   2023-10-22 00:00:00-07:00    0.958056
   2023-10-23 00:00:00-07:00    0.958056
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998818
   2018-10-14 00:00:00-07:00    0.997637
   2018-10-15 00:00:00-07:00    0.996455
   2018-10-16 00:00:00-07:00    0.995274
                                  ...   
   2023-10-19 00:00:00-07:00    0.911478
   2023-10-20 00:00:00-07:00    0.911478
   2023-10-21 00:00:00-07:00    0.911478
   2023-10-22 00:00:00-07:00    0.911478
   2023-10-23 00:00:00-07:00    0.911478
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999864
   2018-10-14 00:00:00-07:00    0.999729
   2018-10-15 00:00:00-07:00    0.999593
   2018-10-16 00:00:00-07:00    0.999457
                                  ...   
   2023-10-19 00:00:00-07:00    0.910348
   2023-10-20 00:00:00-07:00    0.910348
   2023-10-21 00:00:00-07:00    0.910348
   2023-10-22 00:00:00-07:00    0.910348
   2023-10-23 00:00:00-07:00    0.910348
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998473
   2018-10-14 00:00:00-07:00    0.996946
   2018-10-15 00:00:00-07:00    0.995419
   2018-10-16 00:00:00-07:00    0.993892
                                  ...   
   2023-10-19 00:00:00-07:00    0.962476
   2023-10-20 00:00:00-07:00    0.962476
   2023-10-21 00:00:00-07:00    0.962476
   2023-10-22 00:00:00-07:00    0.962476
   2023-10-23 00:00:00-07:00    0.962476
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998169
   2018-10-14 00:00:00-07:00    0.996338
   2018-10-15 00:00:00-07:00    0.994507
   2018-10-16 00:00:00-07:00    0.992677
                                  ...   
   2023-10-19 00:00:00-07:00    0.984967
   2023-10-20 00:00:00-07:00    0.984967
   2023-10-21 00:00:00-07:00    0.984967
   2023-10-22 00:00:00-07:00    0.984967
   2023-10-23 00:00:00-07:00    0.984967
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998136
   2018-10-14 00:00:00-07:00    0.996272
   2018-10-15 00:00:00-07:00    0.994407
   2018-10-16 00:00:00-07:00    0.992543
                                  ...   
   2023-10-19 00:00:00-07:00    0.986946
   2023-10-20 00:00:00-07:00    0.986946
   2023-10-21 00:00:00-07:00    0.986946
   2023-10-22 00:00:00-07:00    0.986946
   2023-10-23 00:00:00-07:00    0.986946
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997799
   2018-10-14 00:00:00-07:00    0.995598
   2018-10-15 00:00:00-07:00    0.993397
   2018-10-16 00:00:00-07:00    0.991195
                                  ...   
   2023-10-19 00:00:00-07:00    0.940116
   2023-10-20 00:00:00-07:00    0.940116
   2023-10-21 00:00:00-07:00    0.940116
   2023-10-22 00:00:00-07:00    0.940116
   2023-10-23 00:00:00-07:00    0.940116
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998233
   2018-10-14 00:00:00-07:00    0.996465
   2018-10-15 00:00:00-07:00    0.994698
   2018-10-16 00:00:00-07:00    0.992930
                                  ...   
   2023-10-19 00:00:00-07:00    0.914339
   2023-10-20 00:00:00-07:00    0.914339
   2023-10-21 00:00:00-07:00    0.914339
   2023-10-22 00:00:00-07:00    0.914339
   2023-10-23 00:00:00-07:00    0.914339
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997698
   2018-10-14 00:00:00-07:00    0.995395
   2018-10-15 00:00:00-07:00    0.993093
   2018-10-16 00:00:00-07:00    0.990790
                                  ...   
   2023-10-19 00:00:00-07:00    0.947595
   2023-10-20 00:00:00-07:00    0.947595
   2023-10-21 00:00:00-07:00    0.947595
   2023-10-22 00:00:00-07:00    0.947595
   2023-10-23 00:00:00-07:00    0.947595
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997811
   2018-10-14 00:00:00-07:00    0.995622
   2018-10-15 00:00:00-07:00    0.993432
   2018-10-16 00:00:00-07:00    0.991243
                                  ...   
   2023-10-19 00:00:00-07:00    0.940827
   2023-10-20 00:00:00-07:00    0.940827
   2023-10-21 00:00:00-07:00    0.940827
   2023-10-22 00:00:00-07:00    0.940827
   2023-10-23 00:00:00-07:00    0.940827
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999474
   2018-10-14 00:00:00-07:00    0.998947
   2018-10-15 00:00:00-07:00    0.998421
   2018-10-16 00:00:00-07:00    0.997894
                                  ...   
   2023-10-19 00:00:00-07:00    0.976230
   2023-10-20 00:00:00-07:00    0.976230
   2023-10-21 00:00:00-07:00    0.976230
   2023-10-22 00:00:00-07:00    0.976230
   2023-10-23 00:00:00-07:00    0.976230
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999123
   2018-10-14 00:00:00-07:00    0.998247
   2018-10-15 00:00:00-07:00    0.997370
   2018-10-16 00:00:00-07:00    0.996493
                                  ...   
   2023-10-19 00:00:00-07:00    0.914581
   2023-10-20 00:00:00-07:00    0.914581
   2023-10-21 00:00:00-07:00    0.914581
   2023-10-22 00:00:00-07:00    0.914581
   2023-10-23 00:00:00-07:00    0.914581
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999545
   2018-10-14 00:00:00-07:00    0.999089
   2018-10-15 00:00:00-07:00    0.998634
   2018-10-16 00:00:00-07:00    0.998178
                                  ...   
   2023-10-19 00:00:00-07:00    0.989301
   2023-10-20 00:00:00-07:00    0.989301
   2023-10-21 00:00:00-07:00    0.989301
   2023-10-22 00:00:00-07:00    0.989301
   2023-10-23 00:00:00-07:00    0.989301
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999876
   2018-10-14 00:00:00-07:00    0.999751
   2018-10-15 00:00:00-07:00    0.999627
   2018-10-16 00:00:00-07:00    0.999503
                                  ...   
   2023-10-19 00:00:00-07:00    0.955689
   2023-10-20 00:00:00-07:00    0.955689
   2023-10-21 00:00:00-07:00    0.955689
   2023-10-22 00:00:00-07:00    0.955689
   2023-10-23 00:00:00-07:00    0.955689
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998735
   2018-10-14 00:00:00-07:00    0.997471
   2018-10-15 00:00:00-07:00    0.996206
   2018-10-16 00:00:00-07:00    0.994941
                                  ...   
   2023-10-19 00:00:00-07:00    0.920671
   2023-10-20 00:00:00-07:00    0.920671
   2023-10-21 00:00:00-07:00    0.920671
   2023-10-22 00:00:00-07:00    0.920671
   2023-10-23 00:00:00-07:00    0.920671
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999575
   2018-10-14 00:00:00-07:00    0.999150
   2018-10-15 00:00:00-07:00    0.998725
   2018-10-16 00:00:00-07:00    0.998299
                                  ...   
   2023-10-19 00:00:00-07:00    0.922973
   2023-10-20 00:00:00-07:00    0.922973
   2023-10-21 00:00:00-07:00    0.922973
   2023-10-22 00:00:00-07:00    0.922973
   2023-10-23 00:00:00-07:00    0.922973
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997779
   2018-10-14 00:00:00-07:00    0.995557
   2018-10-15 00:00:00-07:00    0.993336
   2018-10-16 00:00:00-07:00    0.991115
                                  ...   
   2023-10-19 00:00:00-07:00    0.953295
   2023-10-20 00:00:00-07:00    0.953295
   2023-10-21 00:00:00-07:00    0.953295
   2023-10-22 00:00:00-07:00    0.953295
   2023-10-23 00:00:00-07:00    0.953295
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997861
   2018-10-14 00:00:00-07:00    0.995721
   2018-10-15 00:00:00-07:00    0.993582
   2018-10-16 00:00:00-07:00    0.991442
                                  ...   
   2023-10-19 00:00:00-07:00    0.919391
   2023-10-20 00:00:00-07:00    0.919391
   2023-10-21 00:00:00-07:00    0.919391
   2023-10-22 00:00:00-07:00    0.919391
   2023-10-23 00:00:00-07:00    0.919391
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999834
   2018-10-14 00:00:00-07:00    0.999669
   2018-10-15 00:00:00-07:00    0.999503
   2018-10-16 00:00:00-07:00    0.999337
                                  ...   
   2023-10-19 00:00:00-07:00    0.925732
   2023-10-20 00:00:00-07:00    0.925732
   2023-10-21 00:00:00-07:00    0.925732
   2023-10-22 00:00:00-07:00    0.925732
   2023-10-23 00:00:00-07:00    0.925732
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999155
   2018-10-14 00:00:00-07:00    0.998310
   2018-10-15 00:00:00-07:00    0.997464
   2018-10-16 00:00:00-07:00    0.996619
                                  ...   
   2023-10-19 00:00:00-07:00    0.927870
   2023-10-20 00:00:00-07:00    0.927870
   2023-10-21 00:00:00-07:00    0.927870
   2023-10-22 00:00:00-07:00    0.927870
   2023-10-23 00:00:00-07:00    0.927870
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997792
   2018-10-14 00:00:00-07:00    0.995584
   2018-10-15 00:00:00-07:00    0.993376
   2018-10-16 00:00:00-07:00    0.991168
                                  ...   
   2023-10-19 00:00:00-07:00    0.943272
   2023-10-20 00:00:00-07:00    0.943272
   2023-10-21 00:00:00-07:00    0.943272
   2023-10-22 00:00:00-07:00    0.943272
   2023-10-23 00:00:00-07:00    0.943272
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998122
   2018-10-14 00:00:00-07:00    0.996243
   2018-10-15 00:00:00-07:00    0.994365
   2018-10-16 00:00:00-07:00    0.992486
                                  ...   
   2023-10-19 00:00:00-07:00    0.976004
   2023-10-20 00:00:00-07:00    0.976004
   2023-10-21 00:00:00-07:00    0.976004
   2023-10-22 00:00:00-07:00    0.976004
   2023-10-23 00:00:00-07:00    0.976004
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998906
   2018-10-14 00:00:00-07:00    0.997813
   2018-10-15 00:00:00-07:00    0.996719
   2018-10-16 00:00:00-07:00    0.995625
                                  ...   
   2023-10-19 00:00:00-07:00    0.925715
   2023-10-20 00:00:00-07:00    0.925715
   2023-10-21 00:00:00-07:00    0.925715
   2023-10-22 00:00:00-07:00    0.925715
   2023-10-23 00:00:00-07:00    0.925715
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998027
   2018-10-14 00:00:00-07:00    0.996053
   2018-10-15 00:00:00-07:00    0.994080
   2018-10-16 00:00:00-07:00    0.992107
                                  ...   
   2023-10-19 00:00:00-07:00    0.944430
   2023-10-20 00:00:00-07:00    0.944430
   2023-10-21 00:00:00-07:00    0.944430
   2023-10-22 00:00:00-07:00    0.944430
   2023-10-23 00:00:00-07:00    0.944430
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999379
   2018-10-14 00:00:00-07:00    0.998759
   2018-10-15 00:00:00-07:00    0.998138
   2018-10-16 00:00:00-07:00    0.997517
                                  ...   
   2023-10-19 00:00:00-07:00    0.937280
   2023-10-20 00:00:00-07:00    0.937280
   2023-10-21 00:00:00-07:00    0.937280
   2023-10-22 00:00:00-07:00    0.937280
   2023-10-23 00:00:00-07:00    0.937280
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999048
   2018-10-14 00:00:00-07:00    0.998095
   2018-10-15 00:00:00-07:00    0.997143
   2018-10-16 00:00:00-07:00    0.996190
                                  ...   
   2023-10-19 00:00:00-07:00    0.930886
   2023-10-20 00:00:00-07:00    0.930886
   2023-10-21 00:00:00-07:00    0.930886
   2023-10-22 00:00:00-07:00    0.930886
   2023-10-23 00:00:00-07:00    0.930886
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998474
   2018-10-14 00:00:00-07:00    0.996948
   2018-10-15 00:00:00-07:00    0.995422
   2018-10-16 00:00:00-07:00    0.993897
                                  ...   
   2023-10-19 00:00:00-07:00    0.943403
   2023-10-20 00:00:00-07:00    0.943403
   2023-10-21 00:00:00-07:00    0.943403
   2023-10-22 00:00:00-07:00    0.943403
   2023-10-23 00:00:00-07:00    0.943403
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998336
   2018-10-14 00:00:00-07:00    0.996671
   2018-10-15 00:00:00-07:00    0.995007
   2018-10-16 00:00:00-07:00    0.993343
                                  ...   
   2023-10-19 00:00:00-07:00    0.977777
   2023-10-20 00:00:00-07:00    0.977777
   2023-10-21 00:00:00-07:00    0.977777
   2023-10-22 00:00:00-07:00    0.977777
   2023-10-23 00:00:00-07:00    0.977777
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997978
   2018-10-14 00:00:00-07:00    0.995956
   2018-10-15 00:00:00-07:00    0.993933
   2018-10-16 00:00:00-07:00    0.991911
                                  ...   
   2023-10-19 00:00:00-07:00    0.956162
   2023-10-20 00:00:00-07:00    0.956162
   2023-10-21 00:00:00-07:00    0.956162
   2023-10-22 00:00:00-07:00    0.956162
   2023-10-23 00:00:00-07:00    0.956162
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998434
   2018-10-14 00:00:00-07:00    0.996868
   2018-10-15 00:00:00-07:00    0.995302
   2018-10-16 00:00:00-07:00    0.993735
                                  ...   
   2023-10-19 00:00:00-07:00    0.968933
   2023-10-20 00:00:00-07:00    0.968933
   2023-10-21 00:00:00-07:00    0.968933
   2023-10-22 00:00:00-07:00    0.968933
   2023-10-23 00:00:00-07:00    0.968933
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997650
   2018-10-14 00:00:00-07:00    0.995300
   2018-10-15 00:00:00-07:00    0.992950
   2018-10-16 00:00:00-07:00    0.990599
                                  ...   
   2023-10-19 00:00:00-07:00    0.967357
   2023-10-20 00:00:00-07:00    0.967357
   2023-10-21 00:00:00-07:00    0.967357
   2023-10-22 00:00:00-07:00    0.967357
   2023-10-23 00:00:00-07:00    0.967357
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999742
   2018-10-14 00:00:00-07:00    0.999483
   2018-10-15 00:00:00-07:00    0.999225
   2018-10-16 00:00:00-07:00    0.998966
                                  ...   
   2023-10-19 00:00:00-07:00    0.992355
   2023-10-20 00:00:00-07:00    0.992355
   2023-10-21 00:00:00-07:00    0.992355
   2023-10-22 00:00:00-07:00    0.992355
   2023-10-23 00:00:00-07:00    0.992355
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999443
   2018-10-14 00:00:00-07:00    0.998886
   2018-10-15 00:00:00-07:00    0.998328
   2018-10-16 00:00:00-07:00    0.997771
                                  ...   
   2023-10-19 00:00:00-07:00    0.938032
   2023-10-20 00:00:00-07:00    0.938032
   2023-10-21 00:00:00-07:00    0.938032
   2023-10-22 00:00:00-07:00    0.938032
   2023-10-23 00:00:00-07:00    0.938032
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999413
   2018-10-14 00:00:00-07:00    0.998826
   2018-10-15 00:00:00-07:00    0.998239
   2018-10-16 00:00:00-07:00    0.997652
                                  ...   
   2023-10-19 00:00:00-07:00    0.985023
   2023-10-20 00:00:00-07:00    0.985023
   2023-10-21 00:00:00-07:00    0.985023
   2023-10-22 00:00:00-07:00    0.985023
   2023-10-23 00:00:00-07:00    0.985023
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997621
   2018-10-14 00:00:00-07:00    0.995243
   2018-10-15 00:00:00-07:00    0.992864
   2018-10-16 00:00:00-07:00    0.990485
                                  ...   
   2023-10-19 00:00:00-07:00    0.981819
   2023-10-20 00:00:00-07:00    0.981819
   2023-10-21 00:00:00-07:00    0.981819
   2023-10-22 00:00:00-07:00    0.981819
   2023-10-23 00:00:00-07:00    0.981819
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999637
   2018-10-14 00:00:00-07:00    0.999274
   2018-10-15 00:00:00-07:00    0.998910
   2018-10-16 00:00:00-07:00    0.998547
                                  ...   
   2023-10-19 00:00:00-07:00    0.955612
   2023-10-20 00:00:00-07:00    0.955612
   2023-10-21 00:00:00-07:00    0.955612
   2023-10-22 00:00:00-07:00    0.955612
   2023-10-23 00:00:00-07:00    0.955612
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999153
   2018-10-14 00:00:00-07:00    0.998306
   2018-10-15 00:00:00-07:00    0.997459
   2018-10-16 00:00:00-07:00    0.996612
                                  ...   
   2023-10-19 00:00:00-07:00    0.958861
   2023-10-20 00:00:00-07:00    0.958861
   2023-10-21 00:00:00-07:00    0.958861
   2023-10-22 00:00:00-07:00    0.958861
   2023-10-23 00:00:00-07:00    0.958861
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997611
   2018-10-14 00:00:00-07:00    0.995221
   2018-10-15 00:00:00-07:00    0.992832
   2018-10-16 00:00:00-07:00    0.990442
                                  ...   
   2023-10-19 00:00:00-07:00    0.931479
   2023-10-20 00:00:00-07:00    0.931479
   2023-10-21 00:00:00-07:00    0.931479
   2023-10-22 00:00:00-07:00    0.931479
   2023-10-23 00:00:00-07:00    0.931479
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998131
   2018-10-14 00:00:00-07:00    0.996262
   2018-10-15 00:00:00-07:00    0.994393
   2018-10-16 00:00:00-07:00    0.992524
                                  ...   
   2023-10-19 00:00:00-07:00    0.921488
   2023-10-20 00:00:00-07:00    0.921488
   2023-10-21 00:00:00-07:00    0.921488
   2023-10-22 00:00:00-07:00    0.921488
   2023-10-23 00:00:00-07:00    0.921488
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997599
   2018-10-14 00:00:00-07:00    0.995199
   2018-10-15 00:00:00-07:00    0.992798
   2018-10-16 00:00:00-07:00    0.990398
                                  ...   
   2023-10-19 00:00:00-07:00    0.928069
   2023-10-20 00:00:00-07:00    0.928069
   2023-10-21 00:00:00-07:00    0.928069
   2023-10-22 00:00:00-07:00    0.928069
   2023-10-23 00:00:00-07:00    0.928069
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998385
   2018-10-14 00:00:00-07:00    0.996770
   2018-10-15 00:00:00-07:00    0.995156
   2018-10-16 00:00:00-07:00    0.993541
                                  ...   
   2023-10-19 00:00:00-07:00    0.989507
   2023-10-20 00:00:00-07:00    0.989507
   2023-10-21 00:00:00-07:00    0.989507
   2023-10-22 00:00:00-07:00    0.989507
   2023-10-23 00:00:00-07:00    0.989507
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998046
   2018-10-14 00:00:00-07:00    0.996091
   2018-10-15 00:00:00-07:00    0.994137
   2018-10-16 00:00:00-07:00    0.992182
                                  ...   
   2023-10-19 00:00:00-07:00    0.996000
   2023-10-20 00:00:00-07:00    0.996000
   2023-10-21 00:00:00-07:00    0.996000
   2023-10-22 00:00:00-07:00    0.996000
   2023-10-23 00:00:00-07:00    0.996000
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997578
   2018-10-14 00:00:00-07:00    0.995156
   2018-10-15 00:00:00-07:00    0.992734
   2018-10-16 00:00:00-07:00    0.990312
                                  ...   
   2023-10-19 00:00:00-07:00    0.962729
   2023-10-20 00:00:00-07:00    0.962729
   2023-10-21 00:00:00-07:00    0.962729
   2023-10-22 00:00:00-07:00    0.962729
   2023-10-23 00:00:00-07:00    0.962729
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997574
   2018-10-14 00:00:00-07:00    0.995147
   2018-10-15 00:00:00-07:00    0.992721
   2018-10-16 00:00:00-07:00    0.990294
                                  ...   
   2023-10-19 00:00:00-07:00    0.926893
   2023-10-20 00:00:00-07:00    0.926893
   2023-10-21 00:00:00-07:00    0.926893
   2023-10-22 00:00:00-07:00    0.926893
   2023-10-23 00:00:00-07:00    0.926893
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997677
   2018-10-14 00:00:00-07:00    0.995355
   2018-10-15 00:00:00-07:00    0.993032
   2018-10-16 00:00:00-07:00    0.990710
                                  ...   
   2023-10-19 00:00:00-07:00    0.988687
   2023-10-20 00:00:00-07:00    0.988687
   2023-10-21 00:00:00-07:00    0.988687
   2023-10-22 00:00:00-07:00    0.988687
   2023-10-23 00:00:00-07:00    0.988687
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999866
   2018-10-14 00:00:00-07:00    0.999732
   2018-10-15 00:00:00-07:00    0.999598
   2018-10-16 00:00:00-07:00    0.999464
                                  ...   
   2023-10-19 00:00:00-07:00    0.943953
   2023-10-20 00:00:00-07:00    0.943953
   2023-10-21 00:00:00-07:00    0.943953
   2023-10-22 00:00:00-07:00    0.943953
   2023-10-23 00:00:00-07:00    0.943953
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998495
   2018-10-14 00:00:00-07:00    0.996989
   2018-10-15 00:00:00-07:00    0.995484
   2018-10-16 00:00:00-07:00    0.993978
                                  ...   
   2023-10-19 00:00:00-07:00    0.991294
   2023-10-20 00:00:00-07:00    0.991294
   2023-10-21 00:00:00-07:00    0.991294
   2023-10-22 00:00:00-07:00    0.991294
   2023-10-23 00:00:00-07:00    0.991294
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999453
   2018-10-14 00:00:00-07:00    0.998905
   2018-10-15 00:00:00-07:00    0.998358
   2018-10-16 00:00:00-07:00    0.997810
                                  ...   
   2023-10-19 00:00:00-07:00    0.954299
   2023-10-20 00:00:00-07:00    0.954299
   2023-10-21 00:00:00-07:00    0.954299
   2023-10-22 00:00:00-07:00    0.954299
   2023-10-23 00:00:00-07:00    0.954299
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998461
   2018-10-14 00:00:00-07:00    0.996922
   2018-10-15 00:00:00-07:00    0.995384
   2018-10-16 00:00:00-07:00    0.993845
                                  ...   
   2023-10-19 00:00:00-07:00    0.966713
   2023-10-20 00:00:00-07:00    0.966713
   2023-10-21 00:00:00-07:00    0.966713
   2023-10-22 00:00:00-07:00    0.966713
   2023-10-23 00:00:00-07:00    0.966713
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999756
   2018-10-14 00:00:00-07:00    0.999512
   2018-10-15 00:00:00-07:00    0.999268
   2018-10-16 00:00:00-07:00    0.999025
                                  ...   
   2023-10-19 00:00:00-07:00    0.954556
   2023-10-20 00:00:00-07:00    0.954556
   2023-10-21 00:00:00-07:00    0.954556
   2023-10-22 00:00:00-07:00    0.954556
   2023-10-23 00:00:00-07:00    0.954556
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999768
   2018-10-14 00:00:00-07:00    0.999536
   2018-10-15 00:00:00-07:00    0.999304
   2018-10-16 00:00:00-07:00    0.999072
                                  ...   
   2023-10-19 00:00:00-07:00    0.979496
   2023-10-20 00:00:00-07:00    0.979496
   2023-10-21 00:00:00-07:00    0.979496
   2023-10-22 00:00:00-07:00    0.979496
   2023-10-23 00:00:00-07:00    0.979496
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999902
   2018-10-14 00:00:00-07:00    0.999805
   2018-10-15 00:00:00-07:00    0.999707
   2018-10-16 00:00:00-07:00    0.999609
                                  ...   
   2023-10-19 00:00:00-07:00    0.914006
   2023-10-20 00:00:00-07:00    0.914006
   2023-10-21 00:00:00-07:00    0.914006
   2023-10-22 00:00:00-07:00    0.914006
   2023-10-23 00:00:00-07:00    0.914006
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997885
   2018-10-14 00:00:00-07:00    0.995769
   2018-10-15 00:00:00-07:00    0.993654
   2018-10-16 00:00:00-07:00    0.991539
                                  ...   
   2023-10-19 00:00:00-07:00    0.981746
   2023-10-20 00:00:00-07:00    0.981746
   2023-10-21 00:00:00-07:00    0.981746
   2023-10-22 00:00:00-07:00    0.981746
   2023-10-23 00:00:00-07:00    0.981746
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998085
   2018-10-14 00:00:00-07:00    0.996170
   2018-10-15 00:00:00-07:00    0.994255
   2018-10-16 00:00:00-07:00    0.992341
                                  ...   
   2023-10-19 00:00:00-07:00    0.952730
   2023-10-20 00:00:00-07:00    0.952730
   2023-10-21 00:00:00-07:00    0.952730
   2023-10-22 00:00:00-07:00    0.952730
   2023-10-23 00:00:00-07:00    0.952730
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999897
   2018-10-14 00:00:00-07:00    0.999794
   2018-10-15 00:00:00-07:00    0.999690
   2018-10-16 00:00:00-07:00    0.999587
                                  ...   
   2023-10-19 00:00:00-07:00    0.925708
   2023-10-20 00:00:00-07:00    0.925708
   2023-10-21 00:00:00-07:00    0.925708
   2023-10-22 00:00:00-07:00    0.925708
   2023-10-23 00:00:00-07:00    0.925708
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997754
   2018-10-14 00:00:00-07:00    0.995507
   2018-10-15 00:00:00-07:00    0.993261
   2018-10-16 00:00:00-07:00    0.991015
                                  ...   
   2023-10-19 00:00:00-07:00    0.984544
   2023-10-20 00:00:00-07:00    0.984544
   2023-10-21 00:00:00-07:00    0.984544
   2023-10-22 00:00:00-07:00    0.984544
   2023-10-23 00:00:00-07:00    0.984544
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998818
   2018-10-14 00:00:00-07:00    0.997636
   2018-10-15 00:00:00-07:00    0.996454
   2018-10-16 00:00:00-07:00    0.995272
                                  ...   
   2023-10-19 00:00:00-07:00    0.918522
   2023-10-20 00:00:00-07:00    0.918522
   2023-10-21 00:00:00-07:00    0.918522
   2023-10-22 00:00:00-07:00    0.918522
   2023-10-23 00:00:00-07:00    0.918522
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998092
   2018-10-14 00:00:00-07:00    0.996185
   2018-10-15 00:00:00-07:00    0.994277
   2018-10-16 00:00:00-07:00    0.992369
                                  ...   
   2023-10-19 00:00:00-07:00    0.987235
   2023-10-20 00:00:00-07:00    0.987235
   2023-10-21 00:00:00-07:00    0.987235
   2023-10-22 00:00:00-07:00    0.987235
   2023-10-23 00:00:00-07:00    0.987235
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997527
   2018-10-14 00:00:00-07:00    0.995053
   2018-10-15 00:00:00-07:00    0.992580
   2018-10-16 00:00:00-07:00    0.990106
                                  ...   
   2023-10-19 00:00:00-07:00    0.922591
   2023-10-20 00:00:00-07:00    0.922591
   2023-10-21 00:00:00-07:00    0.922591
   2023-10-22 00:00:00-07:00    0.922591
   2023-10-23 00:00:00-07:00    0.922591
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999978
   2018-10-14 00:00:00-07:00    0.999956
   2018-10-15 00:00:00-07:00    0.999934
   2018-10-16 00:00:00-07:00    0.999912
                                  ...   
   2023-10-19 00:00:00-07:00    0.995183
   2023-10-20 00:00:00-07:00    0.995183
   2023-10-21 00:00:00-07:00    0.995183
   2023-10-22 00:00:00-07:00    0.995183
   2023-10-23 00:00:00-07:00    0.995183
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998837
   2018-10-14 00:00:00-07:00    0.997674
   2018-10-15 00:00:00-07:00    0.996511
   2018-10-16 00:00:00-07:00    0.995348
                                  ...   
   2023-10-19 00:00:00-07:00    0.956357
   2023-10-20 00:00:00-07:00    0.956357
   2023-10-21 00:00:00-07:00    0.956357
   2023-10-22 00:00:00-07:00    0.956357
   2023-10-23 00:00:00-07:00    0.956357
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999272
   2018-10-14 00:00:00-07:00    0.998544
   2018-10-15 00:00:00-07:00    0.997816
   2018-10-16 00:00:00-07:00    0.997088
                                  ...   
   2023-10-19 00:00:00-07:00    0.923801
   2023-10-20 00:00:00-07:00    0.923801
   2023-10-21 00:00:00-07:00    0.923801
   2023-10-22 00:00:00-07:00    0.923801
   2023-10-23 00:00:00-07:00    0.923801
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997778
   2018-10-14 00:00:00-07:00    0.995555
   2018-10-15 00:00:00-07:00    0.993333
   2018-10-16 00:00:00-07:00    0.991111
                                  ...   
   2023-10-19 00:00:00-07:00    0.938485
   2023-10-20 00:00:00-07:00    0.938485
   2023-10-21 00:00:00-07:00    0.938485
   2023-10-22 00:00:00-07:00    0.938485
   2023-10-23 00:00:00-07:00    0.938485
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998430
   2018-10-14 00:00:00-07:00    0.996861
   2018-10-15 00:00:00-07:00    0.995291
   2018-10-16 00:00:00-07:00    0.993722
                                  ...   
   2023-10-19 00:00:00-07:00    0.950213
   2023-10-20 00:00:00-07:00    0.950213
   2023-10-21 00:00:00-07:00    0.950213
   2023-10-22 00:00:00-07:00    0.950213
   2023-10-23 00:00:00-07:00    0.950213
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998022
   2018-10-14 00:00:00-07:00    0.996043
   2018-10-15 00:00:00-07:00    0.994065
   2018-10-16 00:00:00-07:00    0.992087
                                  ...   
   2023-10-19 00:00:00-07:00    0.967543
   2023-10-20 00:00:00-07:00    0.967543
   2023-10-21 00:00:00-07:00    0.967543
   2023-10-22 00:00:00-07:00    0.967543
   2023-10-23 00:00:00-07:00    0.967543
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999382
   2018-10-14 00:00:00-07:00    0.998765
   2018-10-15 00:00:00-07:00    0.998147
   2018-10-16 00:00:00-07:00    0.997529
                                  ...   
   2023-10-19 00:00:00-07:00    0.961125
   2023-10-20 00:00:00-07:00    0.961125
   2023-10-21 00:00:00-07:00    0.961125
   2023-10-22 00:00:00-07:00    0.961125
   2023-10-23 00:00:00-07:00    0.961125
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997881
   2018-10-14 00:00:00-07:00    0.995762
   2018-10-15 00:00:00-07:00    0.993642
   2018-10-16 00:00:00-07:00    0.991523
                                  ...   
   2023-10-19 00:00:00-07:00    0.927200
   2023-10-20 00:00:00-07:00    0.927200
   2023-10-21 00:00:00-07:00    0.927200
   2023-10-22 00:00:00-07:00    0.927200
   2023-10-23 00:00:00-07:00    0.927200
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999554
   2018-10-14 00:00:00-07:00    0.999109
   2018-10-15 00:00:00-07:00    0.998663
   2018-10-16 00:00:00-07:00    0.998217
                                  ...   
   2023-10-19 00:00:00-07:00    0.984553
   2023-10-20 00:00:00-07:00    0.984553
   2023-10-21 00:00:00-07:00    0.984553
   2023-10-22 00:00:00-07:00    0.984553
   2023-10-23 00:00:00-07:00    0.984553
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998507
   2018-10-14 00:00:00-07:00    0.997013
   2018-10-15 00:00:00-07:00    0.995520
   2018-10-16 00:00:00-07:00    0.994026
                                  ...   
   2023-10-19 00:00:00-07:00    0.962224
   2023-10-20 00:00:00-07:00    0.962224
   2023-10-21 00:00:00-07:00    0.962224
   2023-10-22 00:00:00-07:00    0.962224
   2023-10-23 00:00:00-07:00    0.962224
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999210
   2018-10-14 00:00:00-07:00    0.998420
   2018-10-15 00:00:00-07:00    0.997630
   2018-10-16 00:00:00-07:00    0.996840
                                  ...   
   2023-10-19 00:00:00-07:00    0.946491
   2023-10-20 00:00:00-07:00    0.946491
   2023-10-21 00:00:00-07:00    0.946491
   2023-10-22 00:00:00-07:00    0.946491
   2023-10-23 00:00:00-07:00    0.946491
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999617
   2018-10-14 00:00:00-07:00    0.999235
   2018-10-15 00:00:00-07:00    0.998852
   2018-10-16 00:00:00-07:00    0.998470
                                  ...   
   2023-10-19 00:00:00-07:00    0.996043
   2023-10-20 00:00:00-07:00    0.996043
   2023-10-21 00:00:00-07:00    0.996043
   2023-10-22 00:00:00-07:00    0.996043
   2023-10-23 00:00:00-07:00    0.996043
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999634
   2018-10-14 00:00:00-07:00    0.999269
   2018-10-15 00:00:00-07:00    0.998903
   2018-10-16 00:00:00-07:00    0.998537
                                  ...   
   2023-10-19 00:00:00-07:00    0.951936
   2023-10-20 00:00:00-07:00    0.951936
   2023-10-21 00:00:00-07:00    0.951936
   2023-10-22 00:00:00-07:00    0.951936
   2023-10-23 00:00:00-07:00    0.951936
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999671
   2018-10-14 00:00:00-07:00    0.999342
   2018-10-15 00:00:00-07:00    0.999012
   2018-10-16 00:00:00-07:00    0.998683
                                  ...   
   2023-10-19 00:00:00-07:00    0.975537
   2023-10-20 00:00:00-07:00    0.975537
   2023-10-21 00:00:00-07:00    0.975537
   2023-10-22 00:00:00-07:00    0.975537
   2023-10-23 00:00:00-07:00    0.975537
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999139
   2018-10-14 00:00:00-07:00    0.998279
   2018-10-15 00:00:00-07:00    0.997418
   2018-10-16 00:00:00-07:00    0.996557
                                  ...   
   2023-10-19 00:00:00-07:00    0.926642
   2023-10-20 00:00:00-07:00    0.926642
   2023-10-21 00:00:00-07:00    0.926642
   2023-10-22 00:00:00-07:00    0.926642
   2023-10-23 00:00:00-07:00    0.926642
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997917
   2018-10-14 00:00:00-07:00    0.995835
   2018-10-15 00:00:00-07:00    0.993752
   2018-10-16 00:00:00-07:00    0.991670
                                  ...   
   2023-10-19 00:00:00-07:00    0.973138
   2023-10-20 00:00:00-07:00    0.973138
   2023-10-21 00:00:00-07:00    0.973138
   2023-10-22 00:00:00-07:00    0.973138
   2023-10-23 00:00:00-07:00    0.973138
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999448
   2018-10-14 00:00:00-07:00    0.998896
   2018-10-15 00:00:00-07:00    0.998343
   2018-10-16 00:00:00-07:00    0.997791
                                  ...   
   2023-10-19 00:00:00-07:00    0.988071
   2023-10-20 00:00:00-07:00    0.988071
   2023-10-21 00:00:00-07:00    0.988071
   2023-10-22 00:00:00-07:00    0.988071
   2023-10-23 00:00:00-07:00    0.988071
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998599
   2018-10-14 00:00:00-07:00    0.997198
   2018-10-15 00:00:00-07:00    0.995796
   2018-10-16 00:00:00-07:00    0.994395
                                  ...   
   2023-10-19 00:00:00-07:00    0.962629
   2023-10-20 00:00:00-07:00    0.962629
   2023-10-21 00:00:00-07:00    0.962629
   2023-10-22 00:00:00-07:00    0.962629
   2023-10-23 00:00:00-07:00    0.962629
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997712
   2018-10-14 00:00:00-07:00    0.995424
   2018-10-15 00:00:00-07:00    0.993136
   2018-10-16 00:00:00-07:00    0.990848
                                  ...   
   2023-10-19 00:00:00-07:00    0.984029
   2023-10-20 00:00:00-07:00    0.984029
   2023-10-21 00:00:00-07:00    0.984029
   2023-10-22 00:00:00-07:00    0.984029
   2023-10-23 00:00:00-07:00    0.984029
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998326
   2018-10-14 00:00:00-07:00    0.996651
   2018-10-15 00:00:00-07:00    0.994977
   2018-10-16 00:00:00-07:00    0.993303
                                  ...   
   2023-10-19 00:00:00-07:00    0.992709
   2023-10-20 00:00:00-07:00    0.992709
   2023-10-21 00:00:00-07:00    0.992709
   2023-10-22 00:00:00-07:00    0.992709
   2023-10-23 00:00:00-07:00    0.992709
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999282
   2018-10-14 00:00:00-07:00    0.998563
   2018-10-15 00:00:00-07:00    0.997845
   2018-10-16 00:00:00-07:00    0.997127
                                  ...   
   2023-10-19 00:00:00-07:00    0.986421
   2023-10-20 00:00:00-07:00    0.986421
   2023-10-21 00:00:00-07:00    0.986421
   2023-10-22 00:00:00-07:00    0.986421
   2023-10-23 00:00:00-07:00    0.986421
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998642
   2018-10-14 00:00:00-07:00    0.997283
   2018-10-15 00:00:00-07:00    0.995925
   2018-10-16 00:00:00-07:00    0.994567
                                  ...   
   2023-10-19 00:00:00-07:00    0.951588
   2023-10-20 00:00:00-07:00    0.951588
   2023-10-21 00:00:00-07:00    0.951588
   2023-10-22 00:00:00-07:00    0.951588
   2023-10-23 00:00:00-07:00    0.951588
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999633
   2018-10-14 00:00:00-07:00    0.999266
   2018-10-15 00:00:00-07:00    0.998899
   2018-10-16 00:00:00-07:00    0.998532
                                  ...   
   2023-10-19 00:00:00-07:00    0.943758
   2023-10-20 00:00:00-07:00    0.943758
   2023-10-21 00:00:00-07:00    0.943758
   2023-10-22 00:00:00-07:00    0.943758
   2023-10-23 00:00:00-07:00    0.943758
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997816
   2018-10-14 00:00:00-07:00    0.995632
   2018-10-15 00:00:00-07:00    0.993447
   2018-10-16 00:00:00-07:00    0.991263
                                  ...   
   2023-10-19 00:00:00-07:00    0.972312
   2023-10-20 00:00:00-07:00    0.972312
   2023-10-21 00:00:00-07:00    0.972312
   2023-10-22 00:00:00-07:00    0.972312
   2023-10-23 00:00:00-07:00    0.972312
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999344
   2018-10-14 00:00:00-07:00    0.998688
   2018-10-15 00:00:00-07:00    0.998032
   2018-10-16 00:00:00-07:00    0.997376
                                  ...   
   2023-10-19 00:00:00-07:00    0.960166
   2023-10-20 00:00:00-07:00    0.960166
   2023-10-21 00:00:00-07:00    0.960166
   2023-10-22 00:00:00-07:00    0.960166
   2023-10-23 00:00:00-07:00    0.960166
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998626
   2018-10-14 00:00:00-07:00    0.997251
   2018-10-15 00:00:00-07:00    0.995877
   2018-10-16 00:00:00-07:00    0.994502
                                  ...   
   2023-10-19 00:00:00-07:00    0.939961
   2023-10-20 00:00:00-07:00    0.939961
   2023-10-21 00:00:00-07:00    0.939961
   2023-10-22 00:00:00-07:00    0.939961
   2023-10-23 00:00:00-07:00    0.939961
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998685
   2018-10-14 00:00:00-07:00    0.997369
   2018-10-15 00:00:00-07:00    0.996054
   2018-10-16 00:00:00-07:00    0.994739
                                  ...   
   2023-10-19 00:00:00-07:00    0.982866
   2023-10-20 00:00:00-07:00    0.982866
   2023-10-21 00:00:00-07:00    0.982866
   2023-10-22 00:00:00-07:00    0.982866
   2023-10-23 00:00:00-07:00    0.982866
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999047
   2018-10-14 00:00:00-07:00    0.998094
   2018-10-15 00:00:00-07:00    0.997141
   2018-10-16 00:00:00-07:00    0.996189
                                  ...   
   2023-10-19 00:00:00-07:00    0.931097
   2023-10-20 00:00:00-07:00    0.931097
   2023-10-21 00:00:00-07:00    0.931097
   2023-10-22 00:00:00-07:00    0.931097
   2023-10-23 00:00:00-07:00    0.931097
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999759
   2018-10-14 00:00:00-07:00    0.999518
   2018-10-15 00:00:00-07:00    0.999278
   2018-10-16 00:00:00-07:00    0.999037
                                  ...   
   2023-10-19 00:00:00-07:00    0.970529
   2023-10-20 00:00:00-07:00    0.970529
   2023-10-21 00:00:00-07:00    0.970529
   2023-10-22 00:00:00-07:00    0.970529
   2023-10-23 00:00:00-07:00    0.970529
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999555
   2018-10-14 00:00:00-07:00    0.999109
   2018-10-15 00:00:00-07:00    0.998664
   2018-10-16 00:00:00-07:00    0.998218
                                  ...   
   2023-10-19 00:00:00-07:00    0.947351
   2023-10-20 00:00:00-07:00    0.947351
   2023-10-21 00:00:00-07:00    0.947351
   2023-10-22 00:00:00-07:00    0.947351
   2023-10-23 00:00:00-07:00    0.947351
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998399
   2018-10-14 00:00:00-07:00    0.996798
   2018-10-15 00:00:00-07:00    0.995198
   2018-10-16 00:00:00-07:00    0.993597
                                  ...   
   2023-10-19 00:00:00-07:00    0.982439
   2023-10-20 00:00:00-07:00    0.982439
   2023-10-21 00:00:00-07:00    0.982439
   2023-10-22 00:00:00-07:00    0.982439
   2023-10-23 00:00:00-07:00    0.982439
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998803
   2018-10-14 00:00:00-07:00    0.997606
   2018-10-15 00:00:00-07:00    0.996408
   2018-10-16 00:00:00-07:00    0.995211
                                  ...   
   2023-10-19 00:00:00-07:00    0.972927
   2023-10-20 00:00:00-07:00    0.972927
   2023-10-21 00:00:00-07:00    0.972927
   2023-10-22 00:00:00-07:00    0.972927
   2023-10-23 00:00:00-07:00    0.972927
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998556
   2018-10-14 00:00:00-07:00    0.997111
   2018-10-15 00:00:00-07:00    0.995667
   2018-10-16 00:00:00-07:00    0.994223
                                  ...   
   2023-10-19 00:00:00-07:00    0.988591
   2023-10-20 00:00:00-07:00    0.988591
   2023-10-21 00:00:00-07:00    0.988591
   2023-10-22 00:00:00-07:00    0.988591
   2023-10-23 00:00:00-07:00    0.988591
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998136
   2018-10-14 00:00:00-07:00    0.996272
   2018-10-15 00:00:00-07:00    0.994408
   2018-10-16 00:00:00-07:00    0.992544
                                  ...   
   2023-10-19 00:00:00-07:00    0.959805
   2023-10-20 00:00:00-07:00    0.959805
   2023-10-21 00:00:00-07:00    0.959805
   2023-10-22 00:00:00-07:00    0.959805
   2023-10-23 00:00:00-07:00    0.959805
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999064
   2018-10-14 00:00:00-07:00    0.998128
   2018-10-15 00:00:00-07:00    0.997192
   2018-10-16 00:00:00-07:00    0.996256
                                  ...   
   2023-10-19 00:00:00-07:00    0.909367
   2023-10-20 00:00:00-07:00    0.909367
   2023-10-21 00:00:00-07:00    0.909367
   2023-10-22 00:00:00-07:00    0.909367
   2023-10-23 00:00:00-07:00    0.909367
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998009
   2018-10-14 00:00:00-07:00    0.996019
   2018-10-15 00:00:00-07:00    0.994028
   2018-10-16 00:00:00-07:00    0.992037
                                  ...   
   2023-10-19 00:00:00-07:00    0.943517
   2023-10-20 00:00:00-07:00    0.943517
   2023-10-21 00:00:00-07:00    0.943517
   2023-10-22 00:00:00-07:00    0.943517
   2023-10-23 00:00:00-07:00    0.943517
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999552
   2018-10-14 00:00:00-07:00    0.999105
   2018-10-15 00:00:00-07:00    0.998657
   2018-10-16 00:00:00-07:00    0.998210
                                  ...   
   2023-10-19 00:00:00-07:00    0.995634
   2023-10-20 00:00:00-07:00    0.995634
   2023-10-21 00:00:00-07:00    0.995634
   2023-10-22 00:00:00-07:00    0.995634
   2023-10-23 00:00:00-07:00    0.995634
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997850
   2018-10-14 00:00:00-07:00    0.995700
   2018-10-15 00:00:00-07:00    0.993550
   2018-10-16 00:00:00-07:00    0.991400
                                  ...   
   2023-10-19 00:00:00-07:00    0.992566
   2023-10-20 00:00:00-07:00    0.992566
   2023-10-21 00:00:00-07:00    0.992566
   2023-10-22 00:00:00-07:00    0.992566
   2023-10-23 00:00:00-07:00    0.992566
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998168
   2018-10-14 00:00:00-07:00    0.996336
   2018-10-15 00:00:00-07:00    0.994504
   2018-10-16 00:00:00-07:00    0.992672
                                  ...   
   2023-10-19 00:00:00-07:00    0.933435
   2023-10-20 00:00:00-07:00    0.933435
   2023-10-21 00:00:00-07:00    0.933435
   2023-10-22 00:00:00-07:00    0.933435
   2023-10-23 00:00:00-07:00    0.933435
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997707
   2018-10-14 00:00:00-07:00    0.995414
   2018-10-15 00:00:00-07:00    0.993121
   2018-10-16 00:00:00-07:00    0.990828
                                  ...   
   2023-10-19 00:00:00-07:00    0.979342
   2023-10-20 00:00:00-07:00    0.979342
   2023-10-21 00:00:00-07:00    0.979342
   2023-10-22 00:00:00-07:00    0.979342
   2023-10-23 00:00:00-07:00    0.979342
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999206
   2018-10-14 00:00:00-07:00    0.998412
   2018-10-15 00:00:00-07:00    0.997618
   2018-10-16 00:00:00-07:00    0.996824
                                  ...   
   2023-10-19 00:00:00-07:00    0.956200
   2023-10-20 00:00:00-07:00    0.956200
   2023-10-21 00:00:00-07:00    0.956200
   2023-10-22 00:00:00-07:00    0.956200
   2023-10-23 00:00:00-07:00    0.956200
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998776
   2018-10-14 00:00:00-07:00    0.997552
   2018-10-15 00:00:00-07:00    0.996328
   2018-10-16 00:00:00-07:00    0.995104
                                  ...   
   2023-10-19 00:00:00-07:00    0.902567
   2023-10-20 00:00:00-07:00    0.902567
   2023-10-21 00:00:00-07:00    0.902567
   2023-10-22 00:00:00-07:00    0.902567
   2023-10-23 00:00:00-07:00    0.902567
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999787
   2018-10-14 00:00:00-07:00    0.999575
   2018-10-15 00:00:00-07:00    0.999362
   2018-10-16 00:00:00-07:00    0.999150
                                  ...   
   2023-10-19 00:00:00-07:00    0.960372
   2023-10-20 00:00:00-07:00    0.960372
   2023-10-21 00:00:00-07:00    0.960372
   2023-10-22 00:00:00-07:00    0.960372
   2023-10-23 00:00:00-07:00    0.960372
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997842
   2018-10-14 00:00:00-07:00    0.995684
   2018-10-15 00:00:00-07:00    0.993526
   2018-10-16 00:00:00-07:00    0.991368
                                  ...   
   2023-10-19 00:00:00-07:00    0.927443
   2023-10-20 00:00:00-07:00    0.927443
   2023-10-21 00:00:00-07:00    0.927443
   2023-10-22 00:00:00-07:00    0.927443
   2023-10-23 00:00:00-07:00    0.927443
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998602
   2018-10-14 00:00:00-07:00    0.997204
   2018-10-15 00:00:00-07:00    0.995806
   2018-10-16 00:00:00-07:00    0.994408
                                  ...   
   2023-10-19 00:00:00-07:00    0.988826
   2023-10-20 00:00:00-07:00    0.988826
   2023-10-21 00:00:00-07:00    0.988826
   2023-10-22 00:00:00-07:00    0.988826
   2023-10-23 00:00:00-07:00    0.988826
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999753
   2018-10-14 00:00:00-07:00    0.999506
   2018-10-15 00:00:00-07:00    0.999259
   2018-10-16 00:00:00-07:00    0.999012
                                  ...   
   2023-10-19 00:00:00-07:00    0.936484
   2023-10-20 00:00:00-07:00    0.936484
   2023-10-21 00:00:00-07:00    0.936484
   2023-10-22 00:00:00-07:00    0.936484
   2023-10-23 00:00:00-07:00    0.936484
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999917
   2018-10-14 00:00:00-07:00    0.999834
   2018-10-15 00:00:00-07:00    0.999751
   2018-10-16 00:00:00-07:00    0.999668
                                  ...   
   2023-10-19 00:00:00-07:00    0.957572
   2023-10-20 00:00:00-07:00    0.957572
   2023-10-21 00:00:00-07:00    0.957572
   2023-10-22 00:00:00-07:00    0.957572
   2023-10-23 00:00:00-07:00    0.957572
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997597
   2018-10-14 00:00:00-07:00    0.995195
   2018-10-15 00:00:00-07:00    0.992792
   2018-10-16 00:00:00-07:00    0.990390
                                  ...   
   2023-10-19 00:00:00-07:00    0.953520
   2023-10-20 00:00:00-07:00    0.953520
   2023-10-21 00:00:00-07:00    0.953520
   2023-10-22 00:00:00-07:00    0.953520
   2023-10-23 00:00:00-07:00    0.953520
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999312
   2018-10-14 00:00:00-07:00    0.998623
   2018-10-15 00:00:00-07:00    0.997935
   2018-10-16 00:00:00-07:00    0.997247
                                  ...   
   2023-10-19 00:00:00-07:00    0.908745
   2023-10-20 00:00:00-07:00    0.908745
   2023-10-21 00:00:00-07:00    0.908745
   2023-10-22 00:00:00-07:00    0.908745
   2023-10-23 00:00:00-07:00    0.908745
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999696
   2018-10-14 00:00:00-07:00    0.999393
   2018-10-15 00:00:00-07:00    0.999089
   2018-10-16 00:00:00-07:00    0.998786
                                  ...   
   2023-10-19 00:00:00-07:00    0.999263
   2023-10-20 00:00:00-07:00    0.999263
   2023-10-21 00:00:00-07:00    0.999263
   2023-10-22 00:00:00-07:00    0.999263
   2023-10-23 00:00:00-07:00    0.999263
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997647
   2018-10-14 00:00:00-07:00    0.995294
   2018-10-15 00:00:00-07:00    0.992941
   2018-10-16 00:00:00-07:00    0.990588
                                  ...   
   2023-10-19 00:00:00-07:00    0.969659
   2023-10-20 00:00:00-07:00    0.969659
   2023-10-21 00:00:00-07:00    0.969659
   2023-10-22 00:00:00-07:00    0.969659
   2023-10-23 00:00:00-07:00    0.969659
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999293
   2018-10-14 00:00:00-07:00    0.998587
   2018-10-15 00:00:00-07:00    0.997880
   2018-10-16 00:00:00-07:00    0.997174
                                  ...   
   2023-10-19 00:00:00-07:00    0.980987
   2023-10-20 00:00:00-07:00    0.980987
   2023-10-21 00:00:00-07:00    0.980987
   2023-10-22 00:00:00-07:00    0.980987
   2023-10-23 00:00:00-07:00    0.980987
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999781
   2018-10-14 00:00:00-07:00    0.999561
   2018-10-15 00:00:00-07:00    0.999342
   2018-10-16 00:00:00-07:00    0.999122
                                  ...   
   2023-10-19 00:00:00-07:00    0.938969
   2023-10-20 00:00:00-07:00    0.938969
   2023-10-21 00:00:00-07:00    0.938969
   2023-10-22 00:00:00-07:00    0.938969
   2023-10-23 00:00:00-07:00    0.938969
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998090
   2018-10-14 00:00:00-07:00    0.996181
   2018-10-15 00:00:00-07:00    0.994271
   2018-10-16 00:00:00-07:00    0.992362
                                  ...   
   2023-10-19 00:00:00-07:00    0.967349
   2023-10-20 00:00:00-07:00    0.967349
   2023-10-21 00:00:00-07:00    0.967349
   2023-10-22 00:00:00-07:00    0.967349
   2023-10-23 00:00:00-07:00    0.967349
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998238
   2018-10-14 00:00:00-07:00    0.996477
   2018-10-15 00:00:00-07:00    0.994715
   2018-10-16 00:00:00-07:00    0.992954
                                  ...   
   2023-10-19 00:00:00-07:00    0.990844
   2023-10-20 00:00:00-07:00    0.990844
   2023-10-21 00:00:00-07:00    0.990844
   2023-10-22 00:00:00-07:00    0.990844
   2023-10-23 00:00:00-07:00    0.990844
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999217
   2018-10-14 00:00:00-07:00    0.998434
   2018-10-15 00:00:00-07:00    0.997651
   2018-10-16 00:00:00-07:00    0.996868
                                  ...   
   2023-10-19 00:00:00-07:00    0.926263
   2023-10-20 00:00:00-07:00    0.926263
   2023-10-21 00:00:00-07:00    0.926263
   2023-10-22 00:00:00-07:00    0.926263
   2023-10-23 00:00:00-07:00    0.926263
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998087
   2018-10-14 00:00:00-07:00    0.996174
   2018-10-15 00:00:00-07:00    0.994260
   2018-10-16 00:00:00-07:00    0.992347
                                  ...   
   2023-10-19 00:00:00-07:00    0.932280
   2023-10-20 00:00:00-07:00    0.932280
   2023-10-21 00:00:00-07:00    0.932280
   2023-10-22 00:00:00-07:00    0.932280
   2023-10-23 00:00:00-07:00    0.932280
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999334
   2018-10-14 00:00:00-07:00    0.998667
   2018-10-15 00:00:00-07:00    0.998001
   2018-10-16 00:00:00-07:00    0.997335
                                  ...   
   2023-10-19 00:00:00-07:00    0.914532
   2023-10-20 00:00:00-07:00    0.914532
   2023-10-21 00:00:00-07:00    0.914532
   2023-10-22 00:00:00-07:00    0.914532
   2023-10-23 00:00:00-07:00    0.914532
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997530
   2018-10-14 00:00:00-07:00    0.995060
   2018-10-15 00:00:00-07:00    0.992590
   2018-10-16 00:00:00-07:00    0.990119
                                  ...   
   2023-10-19 00:00:00-07:00    0.974787
   2023-10-20 00:00:00-07:00    0.974787
   2023-10-21 00:00:00-07:00    0.974787
   2023-10-22 00:00:00-07:00    0.974787
   2023-10-23 00:00:00-07:00    0.974787
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999422
   2018-10-14 00:00:00-07:00    0.998844
   2018-10-15 00:00:00-07:00    0.998266
   2018-10-16 00:00:00-07:00    0.997688
                                  ...   
   2023-10-19 00:00:00-07:00    0.954154
   2023-10-20 00:00:00-07:00    0.954154
   2023-10-21 00:00:00-07:00    0.954154
   2023-10-22 00:00:00-07:00    0.954154
   2023-10-23 00:00:00-07:00    0.954154
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997767
   2018-10-14 00:00:00-07:00    0.995533
   2018-10-15 00:00:00-07:00    0.993300
   2018-10-16 00:00:00-07:00    0.991067
                                  ...   
   2023-10-19 00:00:00-07:00    0.971165
   2023-10-20 00:00:00-07:00    0.971165
   2023-10-21 00:00:00-07:00    0.971165
   2023-10-22 00:00:00-07:00    0.971165
   2023-10-23 00:00:00-07:00    0.971165
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999467
   2018-10-14 00:00:00-07:00    0.998935
   2018-10-15 00:00:00-07:00    0.998402
   2018-10-16 00:00:00-07:00    0.997870
                                  ...   
   2023-10-19 00:00:00-07:00    0.872035
   2023-10-20 00:00:00-07:00    0.872035
   2023-10-21 00:00:00-07:00    0.872035
   2023-10-22 00:00:00-07:00    0.872035
   2023-10-23 00:00:00-07:00    0.872035
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999918
   2018-10-14 00:00:00-07:00    0.999837
   2018-10-15 00:00:00-07:00    0.999755
   2018-10-16 00:00:00-07:00    0.999673
                                  ...   
   2023-10-19 00:00:00-07:00    0.969750
   2023-10-20 00:00:00-07:00    0.969750
   2023-10-21 00:00:00-07:00    0.969750
   2023-10-22 00:00:00-07:00    0.969750
   2023-10-23 00:00:00-07:00    0.969750
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999699
   2018-10-14 00:00:00-07:00    0.999399
   2018-10-15 00:00:00-07:00    0.999098
   2018-10-16 00:00:00-07:00    0.998797
                                  ...   
   2023-10-19 00:00:00-07:00    0.986957
   2023-10-20 00:00:00-07:00    0.986957
   2023-10-21 00:00:00-07:00    0.986957
   2023-10-22 00:00:00-07:00    0.986957
   2023-10-23 00:00:00-07:00    0.986957
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998146
   2018-10-14 00:00:00-07:00    0.996291
   2018-10-15 00:00:00-07:00    0.994437
   2018-10-16 00:00:00-07:00    0.992582
                                  ...   
   2023-10-19 00:00:00-07:00    0.988993
   2023-10-20 00:00:00-07:00    0.988993
   2023-10-21 00:00:00-07:00    0.988993
   2023-10-22 00:00:00-07:00    0.988993
   2023-10-23 00:00:00-07:00    0.988993
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997774
   2018-10-14 00:00:00-07:00    0.995548
   2018-10-15 00:00:00-07:00    0.993323
   2018-10-16 00:00:00-07:00    0.991097
                                  ...   
   2023-10-19 00:00:00-07:00    0.980014
   2023-10-20 00:00:00-07:00    0.980014
   2023-10-21 00:00:00-07:00    0.980014
   2023-10-22 00:00:00-07:00    0.980014
   2023-10-23 00:00:00-07:00    0.980014
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998709
   2018-10-14 00:00:00-07:00    0.997418
   2018-10-15 00:00:00-07:00    0.996127
   2018-10-16 00:00:00-07:00    0.994836
                                  ...   
   2023-10-19 00:00:00-07:00    0.922274
   2023-10-20 00:00:00-07:00    0.922274
   2023-10-21 00:00:00-07:00    0.922274
   2023-10-22 00:00:00-07:00    0.922274
   2023-10-23 00:00:00-07:00    0.922274
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997675
   2018-10-14 00:00:00-07:00    0.995351
   2018-10-15 00:00:00-07:00    0.993026
   2018-10-16 00:00:00-07:00    0.990702
                                  ...   
   2023-10-19 00:00:00-07:00    0.930109
   2023-10-20 00:00:00-07:00    0.930109
   2023-10-21 00:00:00-07:00    0.930109
   2023-10-22 00:00:00-07:00    0.930109
   2023-10-23 00:00:00-07:00    0.930109
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999609
   2018-10-14 00:00:00-07:00    0.999218
   2018-10-15 00:00:00-07:00    0.998827
   2018-10-16 00:00:00-07:00    0.998436
                                  ...   
   2023-10-19 00:00:00-07:00    0.939567
   2023-10-20 00:00:00-07:00    0.939567
   2023-10-21 00:00:00-07:00    0.939567
   2023-10-22 00:00:00-07:00    0.939567
   2023-10-23 00:00:00-07:00    0.939567
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997683
   2018-10-14 00:00:00-07:00    0.995367
   2018-10-15 00:00:00-07:00    0.993050
   2018-10-16 00:00:00-07:00    0.990734
                                  ...   
   2023-10-19 00:00:00-07:00    0.960393
   2023-10-20 00:00:00-07:00    0.960393
   2023-10-21 00:00:00-07:00    0.960393
   2023-10-22 00:00:00-07:00    0.960393
   2023-10-23 00:00:00-07:00    0.960393
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997697
   2018-10-14 00:00:00-07:00    0.995394
   2018-10-15 00:00:00-07:00    0.993091
   2018-10-16 00:00:00-07:00    0.990789
                                  ...   
   2023-10-19 00:00:00-07:00    0.954318
   2023-10-20 00:00:00-07:00    0.954318
   2023-10-21 00:00:00-07:00    0.954318
   2023-10-22 00:00:00-07:00    0.954318
   2023-10-23 00:00:00-07:00    0.954318
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998172
   2018-10-14 00:00:00-07:00    0.996343
   2018-10-15 00:00:00-07:00    0.994515
   2018-10-16 00:00:00-07:00    0.992687
                                  ...   
   2023-10-19 00:00:00-07:00    0.981189
   2023-10-20 00:00:00-07:00    0.981189
   2023-10-21 00:00:00-07:00    0.981189
   2023-10-22 00:00:00-07:00    0.981189
   2023-10-23 00:00:00-07:00    0.981189
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999522
   2018-10-14 00:00:00-07:00    0.999043
   2018-10-15 00:00:00-07:00    0.998565
   2018-10-16 00:00:00-07:00    0.998086
                                  ...   
   2023-10-19 00:00:00-07:00    0.992868
   2023-10-20 00:00:00-07:00    0.992868
   2023-10-21 00:00:00-07:00    0.992868
   2023-10-22 00:00:00-07:00    0.992868
   2023-10-23 00:00:00-07:00    0.992868
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998031
   2018-10-14 00:00:00-07:00    0.996062
   2018-10-15 00:00:00-07:00    0.994093
   2018-10-16 00:00:00-07:00    0.992124
                                  ...   
   2023-10-19 00:00:00-07:00    0.964805
   2023-10-20 00:00:00-07:00    0.964805
   2023-10-21 00:00:00-07:00    0.964805
   2023-10-22 00:00:00-07:00    0.964805
   2023-10-23 00:00:00-07:00    0.964805
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999655
   2018-10-14 00:00:00-07:00    0.999310
   2018-10-15 00:00:00-07:00    0.998965
   2018-10-16 00:00:00-07:00    0.998621
                                  ...   
   2023-10-19 00:00:00-07:00    0.933694
   2023-10-20 00:00:00-07:00    0.933694
   2023-10-21 00:00:00-07:00    0.933694
   2023-10-22 00:00:00-07:00    0.933694
   2023-10-23 00:00:00-07:00    0.933694
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997655
   2018-10-14 00:00:00-07:00    0.995310
   2018-10-15 00:00:00-07:00    0.992965
   2018-10-16 00:00:00-07:00    0.990620
                                  ...   
   2023-10-19 00:00:00-07:00    0.936973
   2023-10-20 00:00:00-07:00    0.936973
   2023-10-21 00:00:00-07:00    0.936973
   2023-10-22 00:00:00-07:00    0.936973
   2023-10-23 00:00:00-07:00    0.936973
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997620
   2018-10-14 00:00:00-07:00    0.995240
   2018-10-15 00:00:00-07:00    0.992860
   2018-10-16 00:00:00-07:00    0.990480
                                  ...   
   2023-10-19 00:00:00-07:00    0.999941
   2023-10-20 00:00:00-07:00    0.999941
   2023-10-21 00:00:00-07:00    0.999941
   2023-10-22 00:00:00-07:00    0.999941
   2023-10-23 00:00:00-07:00    0.999941
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998571
   2018-10-14 00:00:00-07:00    0.997142
   2018-10-15 00:00:00-07:00    0.995712
   2018-10-16 00:00:00-07:00    0.994283
                                  ...   
   2023-10-19 00:00:00-07:00    0.978489
   2023-10-20 00:00:00-07:00    0.978489
   2023-10-21 00:00:00-07:00    0.978489
   2023-10-22 00:00:00-07:00    0.978489
   2023-10-23 00:00:00-07:00    0.978489
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999122
   2018-10-14 00:00:00-07:00    0.998245
   2018-10-15 00:00:00-07:00    0.997367
   2018-10-16 00:00:00-07:00    0.996490
                                  ...   
   2023-10-19 00:00:00-07:00    0.953458
   2023-10-20 00:00:00-07:00    0.953458
   2023-10-21 00:00:00-07:00    0.953458
   2023-10-22 00:00:00-07:00    0.953458
   2023-10-23 00:00:00-07:00    0.953458
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998779
   2018-10-14 00:00:00-07:00    0.997558
   2018-10-15 00:00:00-07:00    0.996337
   2018-10-16 00:00:00-07:00    0.995116
                                  ...   
   2023-10-19 00:00:00-07:00    0.996411
   2023-10-20 00:00:00-07:00    0.996411
   2023-10-21 00:00:00-07:00    0.996411
   2023-10-22 00:00:00-07:00    0.996411
   2023-10-23 00:00:00-07:00    0.996411
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997540
   2018-10-14 00:00:00-07:00    0.995080
   2018-10-15 00:00:00-07:00    0.992620
   2018-10-16 00:00:00-07:00    0.990160
                                  ...   
   2023-10-19 00:00:00-07:00    0.997035
   2023-10-20 00:00:00-07:00    0.997035
   2023-10-21 00:00:00-07:00    0.997035
   2023-10-22 00:00:00-07:00    0.997035
   2023-10-23 00:00:00-07:00    0.997035
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998389
   2018-10-14 00:00:00-07:00    0.996777
   2018-10-15 00:00:00-07:00    0.995166
   2018-10-16 00:00:00-07:00    0.993554
                                  ...   
   2023-10-19 00:00:00-07:00    0.946502
   2023-10-20 00:00:00-07:00    0.946502
   2023-10-21 00:00:00-07:00    0.946502
   2023-10-22 00:00:00-07:00    0.946502
   2023-10-23 00:00:00-07:00    0.946502
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999964
   2018-10-14 00:00:00-07:00    0.999928
   2018-10-15 00:00:00-07:00    0.999892
   2018-10-16 00:00:00-07:00    0.999857
                                  ...   
   2023-10-19 00:00:00-07:00    0.987012
   2023-10-20 00:00:00-07:00    0.987012
   2023-10-21 00:00:00-07:00    0.987012
   2023-10-22 00:00:00-07:00    0.987012
   2023-10-23 00:00:00-07:00    0.987012
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999079
   2018-10-14 00:00:00-07:00    0.998158
   2018-10-15 00:00:00-07:00    0.997237
   2018-10-16 00:00:00-07:00    0.996316
                                  ...   
   2023-10-19 00:00:00-07:00    0.996128
   2023-10-20 00:00:00-07:00    0.996128
   2023-10-21 00:00:00-07:00    0.996128
   2023-10-22 00:00:00-07:00    0.996128
   2023-10-23 00:00:00-07:00    0.996128
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998545
   2018-10-14 00:00:00-07:00    0.997089
   2018-10-15 00:00:00-07:00    0.995634
   2018-10-16 00:00:00-07:00    0.994178
                                  ...   
   2023-10-19 00:00:00-07:00    0.920261
   2023-10-20 00:00:00-07:00    0.920261
   2023-10-21 00:00:00-07:00    0.920261
   2023-10-22 00:00:00-07:00    0.920261
   2023-10-23 00:00:00-07:00    0.920261
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999331
   2018-10-14 00:00:00-07:00    0.998662
   2018-10-15 00:00:00-07:00    0.997993
   2018-10-16 00:00:00-07:00    0.997324
                                  ...   
   2023-10-19 00:00:00-07:00    0.948713
   2023-10-20 00:00:00-07:00    0.948713
   2023-10-21 00:00:00-07:00    0.948713
   2023-10-22 00:00:00-07:00    0.948713
   2023-10-23 00:00:00-07:00    0.948713
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997602
   2018-10-14 00:00:00-07:00    0.995205
   2018-10-15 00:00:00-07:00    0.992807
   2018-10-16 00:00:00-07:00    0.990410
                                  ...   
   2023-10-19 00:00:00-07:00    0.989188
   2023-10-20 00:00:00-07:00    0.989188
   2023-10-21 00:00:00-07:00    0.989188
   2023-10-22 00:00:00-07:00    0.989188
   2023-10-23 00:00:00-07:00    0.989188
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998464
   2018-10-14 00:00:00-07:00    0.996928
   2018-10-15 00:00:00-07:00    0.995392
   2018-10-16 00:00:00-07:00    0.993856
                                  ...   
   2023-10-19 00:00:00-07:00    0.984107
   2023-10-20 00:00:00-07:00    0.984107
   2023-10-21 00:00:00-07:00    0.984107
   2023-10-22 00:00:00-07:00    0.984107
   2023-10-23 00:00:00-07:00    0.984107
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998019
   2018-10-14 00:00:00-07:00    0.996037
   2018-10-15 00:00:00-07:00    0.994056
   2018-10-16 00:00:00-07:00    0.992074
                                  ...   
   2023-10-19 00:00:00-07:00    0.944862
   2023-10-20 00:00:00-07:00    0.944862
   2023-10-21 00:00:00-07:00    0.944862
   2023-10-22 00:00:00-07:00    0.944862
   2023-10-23 00:00:00-07:00    0.944862
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997637
   2018-10-14 00:00:00-07:00    0.995274
   2018-10-15 00:00:00-07:00    0.992911
   2018-10-16 00:00:00-07:00    0.990548
                                  ...   
   2023-10-19 00:00:00-07:00    0.982863
   2023-10-20 00:00:00-07:00    0.982863
   2023-10-21 00:00:00-07:00    0.982863
   2023-10-22 00:00:00-07:00    0.982863
   2023-10-23 00:00:00-07:00    0.982863
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997936
   2018-10-14 00:00:00-07:00    0.995872
   2018-10-15 00:00:00-07:00    0.993808
   2018-10-16 00:00:00-07:00    0.991744
                                  ...   
   2023-10-19 00:00:00-07:00    0.920892
   2023-10-20 00:00:00-07:00    0.920892
   2023-10-21 00:00:00-07:00    0.920892
   2023-10-22 00:00:00-07:00    0.920892
   2023-10-23 00:00:00-07:00    0.920892
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999004
   2018-10-14 00:00:00-07:00    0.998009
   2018-10-15 00:00:00-07:00    0.997013
   2018-10-16 00:00:00-07:00    0.996018
                                  ...   
   2023-10-19 00:00:00-07:00    0.939299
   2023-10-20 00:00:00-07:00    0.939299
   2023-10-21 00:00:00-07:00    0.939299
   2023-10-22 00:00:00-07:00    0.939299
   2023-10-23 00:00:00-07:00    0.939299
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999237
   2018-10-14 00:00:00-07:00    0.998473
   2018-10-15 00:00:00-07:00    0.997710
   2018-10-16 00:00:00-07:00    0.996947
                                  ...   
   2023-10-19 00:00:00-07:00    0.952189
   2023-10-20 00:00:00-07:00    0.952189
   2023-10-21 00:00:00-07:00    0.952189
   2023-10-22 00:00:00-07:00    0.952189
   2023-10-23 00:00:00-07:00    0.952189
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998450
   2018-10-14 00:00:00-07:00    0.996901
   2018-10-15 00:00:00-07:00    0.995351
   2018-10-16 00:00:00-07:00    0.993801
                                  ...   
   2023-10-19 00:00:00-07:00    0.975807
   2023-10-20 00:00:00-07:00    0.975807
   2023-10-21 00:00:00-07:00    0.975807
   2023-10-22 00:00:00-07:00    0.975807
   2023-10-23 00:00:00-07:00    0.975807
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998983
   2018-10-14 00:00:00-07:00    0.997967
   2018-10-15 00:00:00-07:00    0.996950
   2018-10-16 00:00:00-07:00    0.995933
                                  ...   
   2023-10-19 00:00:00-07:00    0.970529
   2023-10-20 00:00:00-07:00    0.970529
   2023-10-21 00:00:00-07:00    0.970529
   2023-10-22 00:00:00-07:00    0.970529
   2023-10-23 00:00:00-07:00    0.970529
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998717
   2018-10-14 00:00:00-07:00    0.997434
   2018-10-15 00:00:00-07:00    0.996151
   2018-10-16 00:00:00-07:00    0.994868
                                  ...   
   2023-10-19 00:00:00-07:00    0.993617
   2023-10-20 00:00:00-07:00    0.993617
   2023-10-21 00:00:00-07:00    0.993617
   2023-10-22 00:00:00-07:00    0.993617
   2023-10-23 00:00:00-07:00    0.993617
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998973
   2018-10-14 00:00:00-07:00    0.997947
   2018-10-15 00:00:00-07:00    0.996920
   2018-10-16 00:00:00-07:00    0.995894
                                  ...   
   2023-10-19 00:00:00-07:00    0.948779
   2023-10-20 00:00:00-07:00    0.948779
   2023-10-21 00:00:00-07:00    0.948779
   2023-10-22 00:00:00-07:00    0.948779
   2023-10-23 00:00:00-07:00    0.948779
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998339
   2018-10-14 00:00:00-07:00    0.996677
   2018-10-15 00:00:00-07:00    0.995016
   2018-10-16 00:00:00-07:00    0.993354
                                  ...   
   2023-10-19 00:00:00-07:00    0.991997
   2023-10-20 00:00:00-07:00    0.991997
   2023-10-21 00:00:00-07:00    0.991997
   2023-10-22 00:00:00-07:00    0.991997
   2023-10-23 00:00:00-07:00    0.991997
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997787
   2018-10-14 00:00:00-07:00    0.995575
   2018-10-15 00:00:00-07:00    0.993362
   2018-10-16 00:00:00-07:00    0.991150
                                  ...   
   2023-10-19 00:00:00-07:00    0.993348
   2023-10-20 00:00:00-07:00    0.993348
   2023-10-21 00:00:00-07:00    0.993348
   2023-10-22 00:00:00-07:00    0.993348
   2023-10-23 00:00:00-07:00    0.993348
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999239
   2018-10-14 00:00:00-07:00    0.998479
   2018-10-15 00:00:00-07:00    0.997718
   2018-10-16 00:00:00-07:00    0.996958
                                  ...   
   2023-10-19 00:00:00-07:00    0.988426
   2023-10-20 00:00:00-07:00    0.988426
   2023-10-21 00:00:00-07:00    0.988426
   2023-10-22 00:00:00-07:00    0.988426
   2023-10-23 00:00:00-07:00    0.988426
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998825
   2018-10-14 00:00:00-07:00    0.997650
   2018-10-15 00:00:00-07:00    0.996476
   2018-10-16 00:00:00-07:00    0.995301
                                  ...   
   2023-10-19 00:00:00-07:00    0.991694
   2023-10-20 00:00:00-07:00    0.991694
   2023-10-21 00:00:00-07:00    0.991694
   2023-10-22 00:00:00-07:00    0.991694
   2023-10-23 00:00:00-07:00    0.991694
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997790
   2018-10-14 00:00:00-07:00    0.995581
   2018-10-15 00:00:00-07:00    0.993371
   2018-10-16 00:00:00-07:00    0.991161
                                  ...   
   2023-10-19 00:00:00-07:00    0.934269
   2023-10-20 00:00:00-07:00    0.934269
   2023-10-21 00:00:00-07:00    0.934269
   2023-10-22 00:00:00-07:00    0.934269
   2023-10-23 00:00:00-07:00    0.934269
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997772
   2018-10-14 00:00:00-07:00    0.995544
   2018-10-15 00:00:00-07:00    0.993316
   2018-10-16 00:00:00-07:00    0.991089
                                  ...   
   2023-10-19 00:00:00-07:00    0.913576
   2023-10-20 00:00:00-07:00    0.913576
   2023-10-21 00:00:00-07:00    0.913576
   2023-10-22 00:00:00-07:00    0.913576
   2023-10-23 00:00:00-07:00    0.913576
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998608
   2018-10-14 00:00:00-07:00    0.997215
   2018-10-15 00:00:00-07:00    0.995823
   2018-10-16 00:00:00-07:00    0.994431
                                  ...   
   2023-10-19 00:00:00-07:00    0.967276
   2023-10-20 00:00:00-07:00    0.967276
   2023-10-21 00:00:00-07:00    0.967276
   2023-10-22 00:00:00-07:00    0.967276
   2023-10-23 00:00:00-07:00    0.967276
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998194
   2018-10-14 00:00:00-07:00    0.996388
   2018-10-15 00:00:00-07:00    0.994582
   2018-10-16 00:00:00-07:00    0.992776
                                  ...   
   2023-10-19 00:00:00-07:00    0.925577
   2023-10-20 00:00:00-07:00    0.925577
   2023-10-21 00:00:00-07:00    0.925577
   2023-10-22 00:00:00-07:00    0.925577
   2023-10-23 00:00:00-07:00    0.925577
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999119
   2018-10-14 00:00:00-07:00    0.998238
   2018-10-15 00:00:00-07:00    0.997357
   2018-10-16 00:00:00-07:00    0.996476
                                  ...   
   2023-10-19 00:00:00-07:00    0.970178
   2023-10-20 00:00:00-07:00    0.970178
   2023-10-21 00:00:00-07:00    0.970178
   2023-10-22 00:00:00-07:00    0.970178
   2023-10-23 00:00:00-07:00    0.970178
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998932
   2018-10-14 00:00:00-07:00    0.997865
   2018-10-15 00:00:00-07:00    0.996797
   2018-10-16 00:00:00-07:00    0.995730
                                  ...   
   2023-10-19 00:00:00-07:00    0.985964
   2023-10-20 00:00:00-07:00    0.985964
   2023-10-21 00:00:00-07:00    0.985964
   2023-10-22 00:00:00-07:00    0.985964
   2023-10-23 00:00:00-07:00    0.985964
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997685
   2018-10-14 00:00:00-07:00    0.995370
   2018-10-15 00:00:00-07:00    0.993055
   2018-10-16 00:00:00-07:00    0.990740
                                  ...   
   2023-10-19 00:00:00-07:00    0.935355
   2023-10-20 00:00:00-07:00    0.935355
   2023-10-21 00:00:00-07:00    0.935355
   2023-10-22 00:00:00-07:00    0.935355
   2023-10-23 00:00:00-07:00    0.935355
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998411
   2018-10-14 00:00:00-07:00    0.996823
   2018-10-15 00:00:00-07:00    0.995234
   2018-10-16 00:00:00-07:00    0.993646
                                  ...   
   2023-10-19 00:00:00-07:00    0.976363
   2023-10-20 00:00:00-07:00    0.976363
   2023-10-21 00:00:00-07:00    0.976363
   2023-10-22 00:00:00-07:00    0.976363
   2023-10-23 00:00:00-07:00    0.976363
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999497
   2018-10-14 00:00:00-07:00    0.998993
   2018-10-15 00:00:00-07:00    0.998490
   2018-10-16 00:00:00-07:00    0.997987
                                  ...   
   2023-10-19 00:00:00-07:00    0.973929
   2023-10-20 00:00:00-07:00    0.973929
   2023-10-21 00:00:00-07:00    0.973929
   2023-10-22 00:00:00-07:00    0.973929
   2023-10-23 00:00:00-07:00    0.973929
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998922
   2018-10-14 00:00:00-07:00    0.997845
   2018-10-15 00:00:00-07:00    0.996767
   2018-10-16 00:00:00-07:00    0.995689
                                  ...   
   2023-10-19 00:00:00-07:00    0.978840
   2023-10-20 00:00:00-07:00    0.978840
   2023-10-21 00:00:00-07:00    0.978840
   2023-10-22 00:00:00-07:00    0.978840
   2023-10-23 00:00:00-07:00    0.978840
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997870
   2018-10-14 00:00:00-07:00    0.995739
   2018-10-15 00:00:00-07:00    0.993609
   2018-10-16 00:00:00-07:00    0.991478
                                  ...   
   2023-10-19 00:00:00-07:00    0.997320
   2023-10-20 00:00:00-07:00    0.997320
   2023-10-21 00:00:00-07:00    0.997320
   2023-10-22 00:00:00-07:00    0.997320
   2023-10-23 00:00:00-07:00    0.997320
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998389
   2018-10-14 00:00:00-07:00    0.996778
   2018-10-15 00:00:00-07:00    0.995166
   2018-10-16 00:00:00-07:00    0.993555
                                  ...   
   2023-10-19 00:00:00-07:00    0.989393
   2023-10-20 00:00:00-07:00    0.989393
   2023-10-21 00:00:00-07:00    0.989393
   2023-10-22 00:00:00-07:00    0.989393
   2023-10-23 00:00:00-07:00    0.989393
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997881
   2018-10-14 00:00:00-07:00    0.995762
   2018-10-15 00:00:00-07:00    0.993644
   2018-10-16 00:00:00-07:00    0.991525
                                  ...   
   2023-10-19 00:00:00-07:00    0.921208
   2023-10-20 00:00:00-07:00    0.921208
   2023-10-21 00:00:00-07:00    0.921208
   2023-10-22 00:00:00-07:00    0.921208
   2023-10-23 00:00:00-07:00    0.921208
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998751
   2018-10-14 00:00:00-07:00    0.997503
   2018-10-15 00:00:00-07:00    0.996254
   2018-10-16 00:00:00-07:00    0.995005
                                  ...   
   2023-10-19 00:00:00-07:00    0.978083
   2023-10-20 00:00:00-07:00    0.978083
   2023-10-21 00:00:00-07:00    0.978083
   2023-10-22 00:00:00-07:00    0.978083
   2023-10-23 00:00:00-07:00    0.978083
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997864
   2018-10-14 00:00:00-07:00    0.995729
   2018-10-15 00:00:00-07:00    0.993593
   2018-10-16 00:00:00-07:00    0.991457
                                  ...   
   2023-10-19 00:00:00-07:00    0.940662
   2023-10-20 00:00:00-07:00    0.940662
   2023-10-21 00:00:00-07:00    0.940662
   2023-10-22 00:00:00-07:00    0.940662
   2023-10-23 00:00:00-07:00    0.940662
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999896
   2018-10-14 00:00:00-07:00    0.999793
   2018-10-15 00:00:00-07:00    0.999689
   2018-10-16 00:00:00-07:00    0.999585
                                  ...   
   2023-10-19 00:00:00-07:00    0.952085
   2023-10-20 00:00:00-07:00    0.952085
   2023-10-21 00:00:00-07:00    0.952085
   2023-10-22 00:00:00-07:00    0.952085
   2023-10-23 00:00:00-07:00    0.952085
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999752
   2018-10-14 00:00:00-07:00    0.999504
   2018-10-15 00:00:00-07:00    0.999256
   2018-10-16 00:00:00-07:00    0.999008
                                  ...   
   2023-10-19 00:00:00-07:00    0.991344
   2023-10-20 00:00:00-07:00    0.991344
   2023-10-21 00:00:00-07:00    0.991344
   2023-10-22 00:00:00-07:00    0.991344
   2023-10-23 00:00:00-07:00    0.991344
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997567
   2018-10-14 00:00:00-07:00    0.995134
   2018-10-15 00:00:00-07:00    0.992702
   2018-10-16 00:00:00-07:00    0.990269
                                  ...   
   2023-10-19 00:00:00-07:00    0.935108
   2023-10-20 00:00:00-07:00    0.935108
   2023-10-21 00:00:00-07:00    0.935108
   2023-10-22 00:00:00-07:00    0.935108
   2023-10-23 00:00:00-07:00    0.935108
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999641
   2018-10-14 00:00:00-07:00    0.999283
   2018-10-15 00:00:00-07:00    0.998924
   2018-10-16 00:00:00-07:00    0.998565
                                  ...   
   2023-10-19 00:00:00-07:00    0.965967
   2023-10-20 00:00:00-07:00    0.965967
   2023-10-21 00:00:00-07:00    0.965967
   2023-10-22 00:00:00-07:00    0.965967
   2023-10-23 00:00:00-07:00    0.965967
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999009
   2018-10-14 00:00:00-07:00    0.998018
   2018-10-15 00:00:00-07:00    0.997027
   2018-10-16 00:00:00-07:00    0.996037
                                  ...   
   2023-10-19 00:00:00-07:00    0.940649
   2023-10-20 00:00:00-07:00    0.940649
   2023-10-21 00:00:00-07:00    0.940649
   2023-10-22 00:00:00-07:00    0.940649
   2023-10-23 00:00:00-07:00    0.940649
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997871
   2018-10-14 00:00:00-07:00    0.995741
   2018-10-15 00:00:00-07:00    0.993612
   2018-10-16 00:00:00-07:00    0.991482
                                  ...   
   2023-10-19 00:00:00-07:00    0.962626
   2023-10-20 00:00:00-07:00    0.962626
   2023-10-21 00:00:00-07:00    0.962626
   2023-10-22 00:00:00-07:00    0.962626
   2023-10-23 00:00:00-07:00    0.962626
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999430
   2018-10-14 00:00:00-07:00    0.998861
   2018-10-15 00:00:00-07:00    0.998291
   2018-10-16 00:00:00-07:00    0.997722
                                  ...   
   2023-10-19 00:00:00-07:00    0.907741
   2023-10-20 00:00:00-07:00    0.907741
   2023-10-21 00:00:00-07:00    0.907741
   2023-10-22 00:00:00-07:00    0.907741
   2023-10-23 00:00:00-07:00    0.907741
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998037
   2018-10-14 00:00:00-07:00    0.996074
   2018-10-15 00:00:00-07:00    0.994111
   2018-10-16 00:00:00-07:00    0.992148
                                  ...   
   2023-10-19 00:00:00-07:00    0.985802
   2023-10-20 00:00:00-07:00    0.985802
   2023-10-21 00:00:00-07:00    0.985802
   2023-10-22 00:00:00-07:00    0.985802
   2023-10-23 00:00:00-07:00    0.985802
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998109
   2018-10-14 00:00:00-07:00    0.996217
   2018-10-15 00:00:00-07:00    0.994326
   2018-10-16 00:00:00-07:00    0.992434
                                  ...   
   2023-10-19 00:00:00-07:00    0.968795
   2023-10-20 00:00:00-07:00    0.968795
   2023-10-21 00:00:00-07:00    0.968795
   2023-10-22 00:00:00-07:00    0.968795
   2023-10-23 00:00:00-07:00    0.968795
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999594
   2018-10-14 00:00:00-07:00    0.999188
   2018-10-15 00:00:00-07:00    0.998783
   2018-10-16 00:00:00-07:00    0.998377
                                  ...   
   2023-10-19 00:00:00-07:00    0.922506
   2023-10-20 00:00:00-07:00    0.922506
   2023-10-21 00:00:00-07:00    0.922506
   2023-10-22 00:00:00-07:00    0.922506
   2023-10-23 00:00:00-07:00    0.922506
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998165
   2018-10-14 00:00:00-07:00    0.996329
   2018-10-15 00:00:00-07:00    0.994494
   2018-10-16 00:00:00-07:00    0.992658
                                  ...   
   2023-10-19 00:00:00-07:00    0.998080
   2023-10-20 00:00:00-07:00    0.998080
   2023-10-21 00:00:00-07:00    0.998080
   2023-10-22 00:00:00-07:00    0.998080
   2023-10-23 00:00:00-07:00    0.998080
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999101
   2018-10-14 00:00:00-07:00    0.998202
   2018-10-15 00:00:00-07:00    0.997304
   2018-10-16 00:00:00-07:00    0.996405
                                  ...   
   2023-10-19 00:00:00-07:00    0.938465
   2023-10-20 00:00:00-07:00    0.938465
   2023-10-21 00:00:00-07:00    0.938465
   2023-10-22 00:00:00-07:00    0.938465
   2023-10-23 00:00:00-07:00    0.938465
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999214
   2018-10-14 00:00:00-07:00    0.998428
   2018-10-15 00:00:00-07:00    0.997642
   2018-10-16 00:00:00-07:00    0.996856
                                  ...   
   2023-10-19 00:00:00-07:00    0.966890
   2023-10-20 00:00:00-07:00    0.966890
   2023-10-21 00:00:00-07:00    0.966890
   2023-10-22 00:00:00-07:00    0.966890
   2023-10-23 00:00:00-07:00    0.966890
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998512
   2018-10-14 00:00:00-07:00    0.997024
   2018-10-15 00:00:00-07:00    0.995536
   2018-10-16 00:00:00-07:00    0.994049
                                  ...   
   2023-10-19 00:00:00-07:00    0.989335
   2023-10-20 00:00:00-07:00    0.989335
   2023-10-21 00:00:00-07:00    0.989335
   2023-10-22 00:00:00-07:00    0.989335
   2023-10-23 00:00:00-07:00    0.989335
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997896
   2018-10-14 00:00:00-07:00    0.995791
   2018-10-15 00:00:00-07:00    0.993687
   2018-10-16 00:00:00-07:00    0.991582
                                  ...   
   2023-10-19 00:00:00-07:00    0.916163
   2023-10-20 00:00:00-07:00    0.916163
   2023-10-21 00:00:00-07:00    0.916163
   2023-10-22 00:00:00-07:00    0.916163
   2023-10-23 00:00:00-07:00    0.916163
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999294
   2018-10-14 00:00:00-07:00    0.998588
   2018-10-15 00:00:00-07:00    0.997882
   2018-10-16 00:00:00-07:00    0.997176
                                  ...   
   2023-10-19 00:00:00-07:00    0.926187
   2023-10-20 00:00:00-07:00    0.926187
   2023-10-21 00:00:00-07:00    0.926187
   2023-10-22 00:00:00-07:00    0.926187
   2023-10-23 00:00:00-07:00    0.926187
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999440
   2018-10-14 00:00:00-07:00    0.998879
   2018-10-15 00:00:00-07:00    0.998319
   2018-10-16 00:00:00-07:00    0.997758
                                  ...   
   2023-10-19 00:00:00-07:00    0.954661
   2023-10-20 00:00:00-07:00    0.954661
   2023-10-21 00:00:00-07:00    0.954661
   2023-10-22 00:00:00-07:00    0.954661
   2023-10-23 00:00:00-07:00    0.954661
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999147
   2018-10-14 00:00:00-07:00    0.998295
   2018-10-15 00:00:00-07:00    0.997442
   2018-10-16 00:00:00-07:00    0.996589
                                  ...   
   2023-10-19 00:00:00-07:00    0.947646
   2023-10-20 00:00:00-07:00    0.947646
   2023-10-21 00:00:00-07:00    0.947646
   2023-10-22 00:00:00-07:00    0.947646
   2023-10-23 00:00:00-07:00    0.947646
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998782
   2018-10-14 00:00:00-07:00    0.997564
   2018-10-15 00:00:00-07:00    0.996346
   2018-10-16 00:00:00-07:00    0.995128
                                  ...   
   2023-10-19 00:00:00-07:00    0.940412
   2023-10-20 00:00:00-07:00    0.940412
   2023-10-21 00:00:00-07:00    0.940412
   2023-10-22 00:00:00-07:00    0.940412
   2023-10-23 00:00:00-07:00    0.940412
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999601
   2018-10-14 00:00:00-07:00    0.999203
   2018-10-15 00:00:00-07:00    0.998804
   2018-10-16 00:00:00-07:00    0.998405
                                  ...   
   2023-10-19 00:00:00-07:00    0.915660
   2023-10-20 00:00:00-07:00    0.915660
   2023-10-21 00:00:00-07:00    0.915660
   2023-10-22 00:00:00-07:00    0.915660
   2023-10-23 00:00:00-07:00    0.915660
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999397
   2018-10-14 00:00:00-07:00    0.998794
   2018-10-15 00:00:00-07:00    0.998190
   2018-10-16 00:00:00-07:00    0.997587
                                  ...   
   2023-10-19 00:00:00-07:00    0.995101
   2023-10-20 00:00:00-07:00    0.995101
   2023-10-21 00:00:00-07:00    0.995101
   2023-10-22 00:00:00-07:00    0.995101
   2023-10-23 00:00:00-07:00    0.995101
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999784
   2018-10-14 00:00:00-07:00    0.999567
   2018-10-15 00:00:00-07:00    0.999351
   2018-10-16 00:00:00-07:00    0.999134
                                  ...   
   2023-10-19 00:00:00-07:00    0.926852
   2023-10-20 00:00:00-07:00    0.926852
   2023-10-21 00:00:00-07:00    0.926852
   2023-10-22 00:00:00-07:00    0.926852
   2023-10-23 00:00:00-07:00    0.926852
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998039
   2018-10-14 00:00:00-07:00    0.996079
   2018-10-15 00:00:00-07:00    0.994118
   2018-10-16 00:00:00-07:00    0.992157
                                  ...   
   2023-10-19 00:00:00-07:00    0.976128
   2023-10-20 00:00:00-07:00    0.976128
   2023-10-21 00:00:00-07:00    0.976128
   2023-10-22 00:00:00-07:00    0.976128
   2023-10-23 00:00:00-07:00    0.976128
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997731
   2018-10-14 00:00:00-07:00    0.995463
   2018-10-15 00:00:00-07:00    0.993194
   2018-10-16 00:00:00-07:00    0.990925
                                  ...   
   2023-10-19 00:00:00-07:00    0.927463
   2023-10-20 00:00:00-07:00    0.927463
   2023-10-21 00:00:00-07:00    0.927463
   2023-10-22 00:00:00-07:00    0.927463
   2023-10-23 00:00:00-07:00    0.927463
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999272
   2018-10-14 00:00:00-07:00    0.998544
   2018-10-15 00:00:00-07:00    0.997815
   2018-10-16 00:00:00-07:00    0.997087
                                  ...   
   2023-10-19 00:00:00-07:00    0.929273
   2023-10-20 00:00:00-07:00    0.929273
   2023-10-21 00:00:00-07:00    0.929273
   2023-10-22 00:00:00-07:00    0.929273
   2023-10-23 00:00:00-07:00    0.929273
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997661
   2018-10-14 00:00:00-07:00    0.995323
   2018-10-15 00:00:00-07:00    0.992984
   2018-10-16 00:00:00-07:00    0.990646
                                  ...   
   2023-10-19 00:00:00-07:00    0.978245
   2023-10-20 00:00:00-07:00    0.978245
   2023-10-21 00:00:00-07:00    0.978245
   2023-10-22 00:00:00-07:00    0.978245
   2023-10-23 00:00:00-07:00    0.978245
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999873
   2018-10-14 00:00:00-07:00    0.999746
   2018-10-15 00:00:00-07:00    0.999620
   2018-10-16 00:00:00-07:00    0.999493
                                  ...   
   2023-10-19 00:00:00-07:00    0.989452
   2023-10-20 00:00:00-07:00    0.989452
   2023-10-21 00:00:00-07:00    0.989452
   2023-10-22 00:00:00-07:00    0.989452
   2023-10-23 00:00:00-07:00    0.989452
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998731
   2018-10-14 00:00:00-07:00    0.997463
   2018-10-15 00:00:00-07:00    0.996194
   2018-10-16 00:00:00-07:00    0.994925
                                  ...   
   2023-10-19 00:00:00-07:00    0.982393
   2023-10-20 00:00:00-07:00    0.982393
   2023-10-21 00:00:00-07:00    0.982393
   2023-10-22 00:00:00-07:00    0.982393
   2023-10-23 00:00:00-07:00    0.982393
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997572
   2018-10-14 00:00:00-07:00    0.995144
   2018-10-15 00:00:00-07:00    0.992716
   2018-10-16 00:00:00-07:00    0.990288
                                  ...   
   2023-10-19 00:00:00-07:00    0.986740
   2023-10-20 00:00:00-07:00    0.986740
   2023-10-21 00:00:00-07:00    0.986740
   2023-10-22 00:00:00-07:00    0.986740
   2023-10-23 00:00:00-07:00    0.986740
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998438
   2018-10-14 00:00:00-07:00    0.996875
   2018-10-15 00:00:00-07:00    0.995313
   2018-10-16 00:00:00-07:00    0.993751
                                  ...   
   2023-10-19 00:00:00-07:00    0.918258
   2023-10-20 00:00:00-07:00    0.918258
   2023-10-21 00:00:00-07:00    0.918258
   2023-10-22 00:00:00-07:00    0.918258
   2023-10-23 00:00:00-07:00    0.918258
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998438
   2018-10-14 00:00:00-07:00    0.996877
   2018-10-15 00:00:00-07:00    0.995315
   2018-10-16 00:00:00-07:00    0.993753
                                  ...   
   2023-10-19 00:00:00-07:00    0.915254
   2023-10-20 00:00:00-07:00    0.915254
   2023-10-21 00:00:00-07:00    0.915254
   2023-10-22 00:00:00-07:00    0.915254
   2023-10-23 00:00:00-07:00    0.915254
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998247
   2018-10-14 00:00:00-07:00    0.996493
   2018-10-15 00:00:00-07:00    0.994740
   2018-10-16 00:00:00-07:00    0.992986
                                  ...   
   2023-10-19 00:00:00-07:00    0.988959
   2023-10-20 00:00:00-07:00    0.988959
   2023-10-21 00:00:00-07:00    0.988959
   2023-10-22 00:00:00-07:00    0.988959
   2023-10-23 00:00:00-07:00    0.988959
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999748
   2018-10-14 00:00:00-07:00    0.999497
   2018-10-15 00:00:00-07:00    0.999245
   2018-10-16 00:00:00-07:00    0.998994
                                  ...   
   2023-10-19 00:00:00-07:00    0.981857
   2023-10-20 00:00:00-07:00    0.981857
   2023-10-21 00:00:00-07:00    0.981857
   2023-10-22 00:00:00-07:00    0.981857
   2023-10-23 00:00:00-07:00    0.981857
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999557
   2018-10-14 00:00:00-07:00    0.999114
   2018-10-15 00:00:00-07:00    0.998670
   2018-10-16 00:00:00-07:00    0.998227
                                  ...   
   2023-10-19 00:00:00-07:00    0.992642
   2023-10-20 00:00:00-07:00    0.992642
   2023-10-21 00:00:00-07:00    0.992642
   2023-10-22 00:00:00-07:00    0.992642
   2023-10-23 00:00:00-07:00    0.992642
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999532
   2018-10-14 00:00:00-07:00    0.999063
   2018-10-15 00:00:00-07:00    0.998595
   2018-10-16 00:00:00-07:00    0.998127
                                  ...   
   2023-10-19 00:00:00-07:00    0.946580
   2023-10-20 00:00:00-07:00    0.946580
   2023-10-21 00:00:00-07:00    0.946580
   2023-10-22 00:00:00-07:00    0.946580
   2023-10-23 00:00:00-07:00    0.946580
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998530
   2018-10-14 00:00:00-07:00    0.997059
   2018-10-15 00:00:00-07:00    0.995589
   2018-10-16 00:00:00-07:00    0.994118
                                  ...   
   2023-10-19 00:00:00-07:00    0.943484
   2023-10-20 00:00:00-07:00    0.943484
   2023-10-21 00:00:00-07:00    0.943484
   2023-10-22 00:00:00-07:00    0.943484
   2023-10-23 00:00:00-07:00    0.943484
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999221
   2018-10-14 00:00:00-07:00    0.998442
   2018-10-15 00:00:00-07:00    0.997663
   2018-10-16 00:00:00-07:00    0.996883
                                  ...   
   2023-10-19 00:00:00-07:00    0.986695
   2023-10-20 00:00:00-07:00    0.986695
   2023-10-21 00:00:00-07:00    0.986695
   2023-10-22 00:00:00-07:00    0.986695
   2023-10-23 00:00:00-07:00    0.986695
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998413
   2018-10-14 00:00:00-07:00    0.996826
   2018-10-15 00:00:00-07:00    0.995238
   2018-10-16 00:00:00-07:00    0.993651
                                  ...   
   2023-10-19 00:00:00-07:00    0.954396
   2023-10-20 00:00:00-07:00    0.954396
   2023-10-21 00:00:00-07:00    0.954396
   2023-10-22 00:00:00-07:00    0.954396
   2023-10-23 00:00:00-07:00    0.954396
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998280
   2018-10-14 00:00:00-07:00    0.996560
   2018-10-15 00:00:00-07:00    0.994840
   2018-10-16 00:00:00-07:00    0.993120
                                  ...   
   2023-10-19 00:00:00-07:00    0.916836
   2023-10-20 00:00:00-07:00    0.916836
   2023-10-21 00:00:00-07:00    0.916836
   2023-10-22 00:00:00-07:00    0.916836
   2023-10-23 00:00:00-07:00    0.916836
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997908
   2018-10-14 00:00:00-07:00    0.995816
   2018-10-15 00:00:00-07:00    0.993724
   2018-10-16 00:00:00-07:00    0.991632
                                  ...   
   2023-10-19 00:00:00-07:00    0.994015
   2023-10-20 00:00:00-07:00    0.994015
   2023-10-21 00:00:00-07:00    0.994015
   2023-10-22 00:00:00-07:00    0.994015
   2023-10-23 00:00:00-07:00    0.994015
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999138
   2018-10-14 00:00:00-07:00    0.998276
   2018-10-15 00:00:00-07:00    0.997413
   2018-10-16 00:00:00-07:00    0.996551
                                  ...   
   2023-10-19 00:00:00-07:00    0.910634
   2023-10-20 00:00:00-07:00    0.910634
   2023-10-21 00:00:00-07:00    0.910634
   2023-10-22 00:00:00-07:00    0.910634
   2023-10-23 00:00:00-07:00    0.910634
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998777
   2018-10-14 00:00:00-07:00    0.997555
   2018-10-15 00:00:00-07:00    0.996332
   2018-10-16 00:00:00-07:00    0.995109
                                  ...   
   2023-10-19 00:00:00-07:00    0.962404
   2023-10-20 00:00:00-07:00    0.962404
   2023-10-21 00:00:00-07:00    0.962404
   2023-10-22 00:00:00-07:00    0.962404
   2023-10-23 00:00:00-07:00    0.962404
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998051
   2018-10-14 00:00:00-07:00    0.996103
   2018-10-15 00:00:00-07:00    0.994154
   2018-10-16 00:00:00-07:00    0.992205
                                  ...   
   2023-10-19 00:00:00-07:00    0.957638
   2023-10-20 00:00:00-07:00    0.957638
   2023-10-21 00:00:00-07:00    0.957638
   2023-10-22 00:00:00-07:00    0.957638
   2023-10-23 00:00:00-07:00    0.957638
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999316
   2018-10-14 00:00:00-07:00    0.998631
   2018-10-15 00:00:00-07:00    0.997947
   2018-10-16 00:00:00-07:00    0.997262
                                  ...   
   2023-10-19 00:00:00-07:00    0.953773
   2023-10-20 00:00:00-07:00    0.953773
   2023-10-21 00:00:00-07:00    0.953773
   2023-10-22 00:00:00-07:00    0.953773
   2023-10-23 00:00:00-07:00    0.953773
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999508
   2018-10-14 00:00:00-07:00    0.999015
   2018-10-15 00:00:00-07:00    0.998523
   2018-10-16 00:00:00-07:00    0.998031
                                  ...   
   2023-10-19 00:00:00-07:00    0.995306
   2023-10-20 00:00:00-07:00    0.995306
   2023-10-21 00:00:00-07:00    0.995306
   2023-10-22 00:00:00-07:00    0.995306
   2023-10-23 00:00:00-07:00    0.995306
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999239
   2018-10-14 00:00:00-07:00    0.998478
   2018-10-15 00:00:00-07:00    0.997716
   2018-10-16 00:00:00-07:00    0.996955
                                  ...   
   2023-10-19 00:00:00-07:00    0.982578
   2023-10-20 00:00:00-07:00    0.982578
   2023-10-21 00:00:00-07:00    0.982578
   2023-10-22 00:00:00-07:00    0.982578
   2023-10-23 00:00:00-07:00    0.982578
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999058
   2018-10-14 00:00:00-07:00    0.998116
   2018-10-15 00:00:00-07:00    0.997174
   2018-10-16 00:00:00-07:00    0.996232
                                  ...   
   2023-10-19 00:00:00-07:00    0.986738
   2023-10-20 00:00:00-07:00    0.986738
   2023-10-21 00:00:00-07:00    0.986738
   2023-10-22 00:00:00-07:00    0.986738
   2023-10-23 00:00:00-07:00    0.986738
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999837
   2018-10-14 00:00:00-07:00    0.999675
   2018-10-15 00:00:00-07:00    0.999512
   2018-10-16 00:00:00-07:00    0.999350
                                  ...   
   2023-10-19 00:00:00-07:00    0.916936
   2023-10-20 00:00:00-07:00    0.916936
   2023-10-21 00:00:00-07:00    0.916936
   2023-10-22 00:00:00-07:00    0.916936
   2023-10-23 00:00:00-07:00    0.916936
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997554
   2018-10-14 00:00:00-07:00    0.995109
   2018-10-15 00:00:00-07:00    0.992663
   2018-10-16 00:00:00-07:00    0.990218
                                  ...   
   2023-10-19 00:00:00-07:00    0.961752
   2023-10-20 00:00:00-07:00    0.961752
   2023-10-21 00:00:00-07:00    0.961752
   2023-10-22 00:00:00-07:00    0.961752
   2023-10-23 00:00:00-07:00    0.961752
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998526
   2018-10-14 00:00:00-07:00    0.997052
   2018-10-15 00:00:00-07:00    0.995577
   2018-10-16 00:00:00-07:00    0.994103
                                  ...   
   2023-10-19 00:00:00-07:00    0.909534
   2023-10-20 00:00:00-07:00    0.909534
   2023-10-21 00:00:00-07:00    0.909534
   2023-10-22 00:00:00-07:00    0.909534
   2023-10-23 00:00:00-07:00    0.909534
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998316
   2018-10-14 00:00:00-07:00    0.996633
   2018-10-15 00:00:00-07:00    0.994949
   2018-10-16 00:00:00-07:00    0.993266
                                  ...   
   2023-10-19 00:00:00-07:00    0.918501
   2023-10-20 00:00:00-07:00    0.918501
   2023-10-21 00:00:00-07:00    0.918501
   2023-10-22 00:00:00-07:00    0.918501
   2023-10-23 00:00:00-07:00    0.918501
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999672
   2018-10-14 00:00:00-07:00    0.999344
   2018-10-15 00:00:00-07:00    0.999017
   2018-10-16 00:00:00-07:00    0.998689
                                  ...   
   2023-10-19 00:00:00-07:00    0.930906
   2023-10-20 00:00:00-07:00    0.930906
   2023-10-21 00:00:00-07:00    0.930906
   2023-10-22 00:00:00-07:00    0.930906
   2023-10-23 00:00:00-07:00    0.930906
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999662
   2018-10-14 00:00:00-07:00    0.999323
   2018-10-15 00:00:00-07:00    0.998985
   2018-10-16 00:00:00-07:00    0.998647
                                  ...   
   2023-10-19 00:00:00-07:00    0.950740
   2023-10-20 00:00:00-07:00    0.950740
   2023-10-21 00:00:00-07:00    0.950740
   2023-10-22 00:00:00-07:00    0.950740
   2023-10-23 00:00:00-07:00    0.950740
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998133
   2018-10-14 00:00:00-07:00    0.996265
   2018-10-15 00:00:00-07:00    0.994398
   2018-10-16 00:00:00-07:00    0.992531
                                  ...   
   2023-10-19 00:00:00-07:00    0.980358
   2023-10-20 00:00:00-07:00    0.980358
   2023-10-21 00:00:00-07:00    0.980358
   2023-10-22 00:00:00-07:00    0.980358
   2023-10-23 00:00:00-07:00    0.980358
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999878
   2018-10-14 00:00:00-07:00    0.999756
   2018-10-15 00:00:00-07:00    0.999634
   2018-10-16 00:00:00-07:00    0.999512
                                  ...   
   2023-10-19 00:00:00-07:00    0.941349
   2023-10-20 00:00:00-07:00    0.941349
   2023-10-21 00:00:00-07:00    0.941349
   2023-10-22 00:00:00-07:00    0.941349
   2023-10-23 00:00:00-07:00    0.941349
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999063
   2018-10-14 00:00:00-07:00    0.998127
   2018-10-15 00:00:00-07:00    0.997190
   2018-10-16 00:00:00-07:00    0.996254
                                  ...   
   2023-10-19 00:00:00-07:00    0.925400
   2023-10-20 00:00:00-07:00    0.925400
   2023-10-21 00:00:00-07:00    0.925400
   2023-10-22 00:00:00-07:00    0.925400
   2023-10-23 00:00:00-07:00    0.925400
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997596
   2018-10-14 00:00:00-07:00    0.995192
   2018-10-15 00:00:00-07:00    0.992789
   2018-10-16 00:00:00-07:00    0.990385
                                  ...   
   2023-10-19 00:00:00-07:00    0.956592
   2023-10-20 00:00:00-07:00    0.956592
   2023-10-21 00:00:00-07:00    0.956592
   2023-10-22 00:00:00-07:00    0.956592
   2023-10-23 00:00:00-07:00    0.956592
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999217
   2018-10-14 00:00:00-07:00    0.998434
   2018-10-15 00:00:00-07:00    0.997651
   2018-10-16 00:00:00-07:00    0.996868
                                  ...   
   2023-10-19 00:00:00-07:00    0.958793
   2023-10-20 00:00:00-07:00    0.958793
   2023-10-21 00:00:00-07:00    0.958793
   2023-10-22 00:00:00-07:00    0.958793
   2023-10-23 00:00:00-07:00    0.958793
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997558
   2018-10-14 00:00:00-07:00    0.995116
   2018-10-15 00:00:00-07:00    0.992675
   2018-10-16 00:00:00-07:00    0.990233
                                  ...   
   2023-10-19 00:00:00-07:00    0.929571
   2023-10-20 00:00:00-07:00    0.929571
   2023-10-21 00:00:00-07:00    0.929571
   2023-10-22 00:00:00-07:00    0.929571
   2023-10-23 00:00:00-07:00    0.929571
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999466
   2018-10-14 00:00:00-07:00    0.998932
   2018-10-15 00:00:00-07:00    0.998397
   2018-10-16 00:00:00-07:00    0.997863
                                  ...   
   2023-10-19 00:00:00-07:00    0.972351
   2023-10-20 00:00:00-07:00    0.972351
   2023-10-21 00:00:00-07:00    0.972351
   2023-10-22 00:00:00-07:00    0.972351
   2023-10-23 00:00:00-07:00    0.972351
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997809
   2018-10-14 00:00:00-07:00    0.995618
   2018-10-15 00:00:00-07:00    0.993427
   2018-10-16 00:00:00-07:00    0.991236
                                  ...   
   2023-10-19 00:00:00-07:00    0.924641
   2023-10-20 00:00:00-07:00    0.924641
   2023-10-21 00:00:00-07:00    0.924641
   2023-10-22 00:00:00-07:00    0.924641
   2023-10-23 00:00:00-07:00    0.924641
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998974
   2018-10-14 00:00:00-07:00    0.997948
   2018-10-15 00:00:00-07:00    0.996922
   2018-10-16 00:00:00-07:00    0.995896
                                  ...   
   2023-10-19 00:00:00-07:00    0.958038
   2023-10-20 00:00:00-07:00    0.958038
   2023-10-21 00:00:00-07:00    0.958038
   2023-10-22 00:00:00-07:00    0.958038
   2023-10-23 00:00:00-07:00    0.958038
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999255
   2018-10-14 00:00:00-07:00    0.998509
   2018-10-15 00:00:00-07:00    0.997764
   2018-10-16 00:00:00-07:00    0.997018
                                  ...   
   2023-10-19 00:00:00-07:00    0.961838
   2023-10-20 00:00:00-07:00    0.961838
   2023-10-21 00:00:00-07:00    0.961838
   2023-10-22 00:00:00-07:00    0.961838
   2023-10-23 00:00:00-07:00    0.961838
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998940
   2018-10-14 00:00:00-07:00    0.997879
   2018-10-15 00:00:00-07:00    0.996819
   2018-10-16 00:00:00-07:00    0.995759
                                  ...   
   2023-10-19 00:00:00-07:00    0.932915
   2023-10-20 00:00:00-07:00    0.932915
   2023-10-21 00:00:00-07:00    0.932915
   2023-10-22 00:00:00-07:00    0.932915
   2023-10-23 00:00:00-07:00    0.932915
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999517
   2018-10-14 00:00:00-07:00    0.999033
   2018-10-15 00:00:00-07:00    0.998550
   2018-10-16 00:00:00-07:00    0.998067
                                  ...   
   2023-10-19 00:00:00-07:00    0.955662
   2023-10-20 00:00:00-07:00    0.955662
   2023-10-21 00:00:00-07:00    0.955662
   2023-10-22 00:00:00-07:00    0.955662
   2023-10-23 00:00:00-07:00    0.955662
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998782
   2018-10-14 00:00:00-07:00    0.997564
   2018-10-15 00:00:00-07:00    0.996347
   2018-10-16 00:00:00-07:00    0.995129
                                  ...   
   2023-10-19 00:00:00-07:00    0.995353
   2023-10-20 00:00:00-07:00    0.995353
   2023-10-21 00:00:00-07:00    0.995353
   2023-10-22 00:00:00-07:00    0.995353
   2023-10-23 00:00:00-07:00    0.995353
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998151
   2018-10-14 00:00:00-07:00    0.996302
   2018-10-15 00:00:00-07:00    0.994452
   2018-10-16 00:00:00-07:00    0.992603
                                  ...   
   2023-10-19 00:00:00-07:00    0.997627
   2023-10-20 00:00:00-07:00    0.997627
   2023-10-21 00:00:00-07:00    0.997627
   2023-10-22 00:00:00-07:00    0.997627
   2023-10-23 00:00:00-07:00    0.997627
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999947
   2018-10-14 00:00:00-07:00    0.999895
   2018-10-15 00:00:00-07:00    0.999842
   2018-10-16 00:00:00-07:00    0.999789
                                  ...   
   2023-10-19 00:00:00-07:00    0.981693
   2023-10-20 00:00:00-07:00    0.981693
   2023-10-21 00:00:00-07:00    0.981693
   2023-10-22 00:00:00-07:00    0.981693
   2023-10-23 00:00:00-07:00    0.981693
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999901
   2018-10-14 00:00:00-07:00    0.999803
   2018-10-15 00:00:00-07:00    0.999704
   2018-10-16 00:00:00-07:00    0.999605
                                  ...   
   2023-10-19 00:00:00-07:00    0.965054
   2023-10-20 00:00:00-07:00    0.965054
   2023-10-21 00:00:00-07:00    0.965054
   2023-10-22 00:00:00-07:00    0.965054
   2023-10-23 00:00:00-07:00    0.965054
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999246
   2018-10-14 00:00:00-07:00    0.998492
   2018-10-15 00:00:00-07:00    0.997738
   2018-10-16 00:00:00-07:00    0.996984
                                  ...   
   2023-10-19 00:00:00-07:00    0.945071
   2023-10-20 00:00:00-07:00    0.945071
   2023-10-21 00:00:00-07:00    0.945071
   2023-10-22 00:00:00-07:00    0.945071
   2023-10-23 00:00:00-07:00    0.945071
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999344
   2018-10-14 00:00:00-07:00    0.998688
   2018-10-15 00:00:00-07:00    0.998032
   2018-10-16 00:00:00-07:00    0.997376
                                  ...   
   2023-10-19 00:00:00-07:00    0.979937
   2023-10-20 00:00:00-07:00    0.979937
   2023-10-21 00:00:00-07:00    0.979937
   2023-10-22 00:00:00-07:00    0.979937
   2023-10-23 00:00:00-07:00    0.979937
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998066
   2018-10-14 00:00:00-07:00    0.996133
   2018-10-15 00:00:00-07:00    0.994199
   2018-10-16 00:00:00-07:00    0.992265
                                  ...   
   2023-10-19 00:00:00-07:00    0.976721
   2023-10-20 00:00:00-07:00    0.976721
   2023-10-21 00:00:00-07:00    0.976721
   2023-10-22 00:00:00-07:00    0.976721
   2023-10-23 00:00:00-07:00    0.976721
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998886
   2018-10-14 00:00:00-07:00    0.997773
   2018-10-15 00:00:00-07:00    0.996659
   2018-10-16 00:00:00-07:00    0.995546
                                  ...   
   2023-10-19 00:00:00-07:00    0.976167
   2023-10-20 00:00:00-07:00    0.976167
   2023-10-21 00:00:00-07:00    0.976167
   2023-10-22 00:00:00-07:00    0.976167
   2023-10-23 00:00:00-07:00    0.976167
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998307
   2018-10-14 00:00:00-07:00    0.996614
   2018-10-15 00:00:00-07:00    0.994921
   2018-10-16 00:00:00-07:00    0.993228
                                  ...   
   2023-10-19 00:00:00-07:00    0.980842
   2023-10-20 00:00:00-07:00    0.980842
   2023-10-21 00:00:00-07:00    0.980842
   2023-10-22 00:00:00-07:00    0.980842
   2023-10-23 00:00:00-07:00    0.980842
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997588
   2018-10-14 00:00:00-07:00    0.995176
   2018-10-15 00:00:00-07:00    0.992764
   2018-10-16 00:00:00-07:00    0.990351
                                  ...   
   2023-10-19 00:00:00-07:00    0.976088
   2023-10-20 00:00:00-07:00    0.976088
   2023-10-21 00:00:00-07:00    0.976088
   2023-10-22 00:00:00-07:00    0.976088
   2023-10-23 00:00:00-07:00    0.976088
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999532
   2018-10-14 00:00:00-07:00    0.999064
   2018-10-15 00:00:00-07:00    0.998596
   2018-10-16 00:00:00-07:00    0.998128
                                  ...   
   2023-10-19 00:00:00-07:00    0.985528
   2023-10-20 00:00:00-07:00    0.985528
   2023-10-21 00:00:00-07:00    0.985528
   2023-10-22 00:00:00-07:00    0.985528
   2023-10-23 00:00:00-07:00    0.985528
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998200
   2018-10-14 00:00:00-07:00    0.996400
   2018-10-15 00:00:00-07:00    0.994600
   2018-10-16 00:00:00-07:00    0.992800
                                  ...   
   2023-10-19 00:00:00-07:00    0.955496
   2023-10-20 00:00:00-07:00    0.955496
   2023-10-21 00:00:00-07:00    0.955496
   2023-10-22 00:00:00-07:00    0.955496
   2023-10-23 00:00:00-07:00    0.955496
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998301
   2018-10-14 00:00:00-07:00    0.996601
   2018-10-15 00:00:00-07:00    0.994902
   2018-10-16 00:00:00-07:00    0.993203
                                  ...   
   2023-10-19 00:00:00-07:00    0.934643
   2023-10-20 00:00:00-07:00    0.934643
   2023-10-21 00:00:00-07:00    0.934643
   2023-10-22 00:00:00-07:00    0.934643
   2023-10-23 00:00:00-07:00    0.934643
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999974
   2018-10-14 00:00:00-07:00    0.999947
   2018-10-15 00:00:00-07:00    0.999921
   2018-10-16 00:00:00-07:00    0.999895
                                  ...   
   2023-10-19 00:00:00-07:00    0.932646
   2023-10-20 00:00:00-07:00    0.932646
   2023-10-21 00:00:00-07:00    0.932646
   2023-10-22 00:00:00-07:00    0.932646
   2023-10-23 00:00:00-07:00    0.932646
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998712
   2018-10-14 00:00:00-07:00    0.997425
   2018-10-15 00:00:00-07:00    0.996137
   2018-10-16 00:00:00-07:00    0.994850
                                  ...   
   2023-10-19 00:00:00-07:00    0.982365
   2023-10-20 00:00:00-07:00    0.982365
   2023-10-21 00:00:00-07:00    0.982365
   2023-10-22 00:00:00-07:00    0.982365
   2023-10-23 00:00:00-07:00    0.982365
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999978
   2018-10-14 00:00:00-07:00    0.999955
   2018-10-15 00:00:00-07:00    0.999933
   2018-10-16 00:00:00-07:00    0.999910
                                  ...   
   2023-10-19 00:00:00-07:00    0.936636
   2023-10-20 00:00:00-07:00    0.936636
   2023-10-21 00:00:00-07:00    0.936636
   2023-10-22 00:00:00-07:00    0.936636
   2023-10-23 00:00:00-07:00    0.936636
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999464
   2018-10-14 00:00:00-07:00    0.998929
   2018-10-15 00:00:00-07:00    0.998393
   2018-10-16 00:00:00-07:00    0.997858
                                  ...   
   2023-10-19 00:00:00-07:00    0.991370
   2023-10-20 00:00:00-07:00    0.991370
   2023-10-21 00:00:00-07:00    0.991370
   2023-10-22 00:00:00-07:00    0.991370
   2023-10-23 00:00:00-07:00    0.991370
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998057
   2018-10-14 00:00:00-07:00    0.996115
   2018-10-15 00:00:00-07:00    0.994172
   2018-10-16 00:00:00-07:00    0.992229
                                  ...   
   2023-10-19 00:00:00-07:00    0.992300
   2023-10-20 00:00:00-07:00    0.992300
   2023-10-21 00:00:00-07:00    0.992300
   2023-10-22 00:00:00-07:00    0.992300
   2023-10-23 00:00:00-07:00    0.992300
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999823
   2018-10-14 00:00:00-07:00    0.999645
   2018-10-15 00:00:00-07:00    0.999468
   2018-10-16 00:00:00-07:00    0.999291
                                  ...   
   2023-10-19 00:00:00-07:00    0.923178
   2023-10-20 00:00:00-07:00    0.923178
   2023-10-21 00:00:00-07:00    0.923178
   2023-10-22 00:00:00-07:00    0.923178
   2023-10-23 00:00:00-07:00    0.923178
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999002
   2018-10-14 00:00:00-07:00    0.998003
   2018-10-15 00:00:00-07:00    0.997005
   2018-10-16 00:00:00-07:00    0.996007
                                  ...   
   2023-10-19 00:00:00-07:00    0.985048
   2023-10-20 00:00:00-07:00    0.985048
   2023-10-21 00:00:00-07:00    0.985048
   2023-10-22 00:00:00-07:00    0.985048
   2023-10-23 00:00:00-07:00    0.985048
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999574
   2018-10-14 00:00:00-07:00    0.999148
   2018-10-15 00:00:00-07:00    0.998722
   2018-10-16 00:00:00-07:00    0.998297
                                  ...   
   2023-10-19 00:00:00-07:00    0.976962
   2023-10-20 00:00:00-07:00    0.976962
   2023-10-21 00:00:00-07:00    0.976962
   2023-10-22 00:00:00-07:00    0.976962
   2023-10-23 00:00:00-07:00    0.976962
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998961
   2018-10-14 00:00:00-07:00    0.997922
   2018-10-15 00:00:00-07:00    0.996883
   2018-10-16 00:00:00-07:00    0.995844
                                  ...   
   2023-10-19 00:00:00-07:00    0.949145
   2023-10-20 00:00:00-07:00    0.949145
   2023-10-21 00:00:00-07:00    0.949145
   2023-10-22 00:00:00-07:00    0.949145
   2023-10-23 00:00:00-07:00    0.949145
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998015
   2018-10-14 00:00:00-07:00    0.996031
   2018-10-15 00:00:00-07:00    0.994046
   2018-10-16 00:00:00-07:00    0.992062
                                  ...   
   2023-10-19 00:00:00-07:00    0.991280
   2023-10-20 00:00:00-07:00    0.991280
   2023-10-21 00:00:00-07:00    0.991280
   2023-10-22 00:00:00-07:00    0.991280
   2023-10-23 00:00:00-07:00    0.991280
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998101
   2018-10-14 00:00:00-07:00    0.996203
   2018-10-15 00:00:00-07:00    0.994304
   2018-10-16 00:00:00-07:00    0.992405
                                  ...   
   2023-10-19 00:00:00-07:00    0.992704
   2023-10-20 00:00:00-07:00    0.992704
   2023-10-21 00:00:00-07:00    0.992704
   2023-10-22 00:00:00-07:00    0.992704
   2023-10-23 00:00:00-07:00    0.992704
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997831
   2018-10-14 00:00:00-07:00    0.995662
   2018-10-15 00:00:00-07:00    0.993493
   2018-10-16 00:00:00-07:00    0.991324
                                  ...   
   2023-10-19 00:00:00-07:00    0.964706
   2023-10-20 00:00:00-07:00    0.964706
   2023-10-21 00:00:00-07:00    0.964706
   2023-10-22 00:00:00-07:00    0.964706
   2023-10-23 00:00:00-07:00    0.964706
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998906
   2018-10-14 00:00:00-07:00    0.997812
   2018-10-15 00:00:00-07:00    0.996718
   2018-10-16 00:00:00-07:00    0.995624
                                  ...   
   2023-10-19 00:00:00-07:00    0.991364
   2023-10-20 00:00:00-07:00    0.991364
   2023-10-21 00:00:00-07:00    0.991364
   2023-10-22 00:00:00-07:00    0.991364
   2023-10-23 00:00:00-07:00    0.991364
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999061
   2018-10-14 00:00:00-07:00    0.998123
   2018-10-15 00:00:00-07:00    0.997184
   2018-10-16 00:00:00-07:00    0.996246
                                  ...   
   2023-10-19 00:00:00-07:00    0.984733
   2023-10-20 00:00:00-07:00    0.984733
   2023-10-21 00:00:00-07:00    0.984733
   2023-10-22 00:00:00-07:00    0.984733
   2023-10-23 00:00:00-07:00    0.984733
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998593
   2018-10-14 00:00:00-07:00    0.997187
   2018-10-15 00:00:00-07:00    0.995780
   2018-10-16 00:00:00-07:00    0.994374
                                  ...   
   2023-10-19 00:00:00-07:00    0.940529
   2023-10-20 00:00:00-07:00    0.940529
   2023-10-21 00:00:00-07:00    0.940529
   2023-10-22 00:00:00-07:00    0.940529
   2023-10-23 00:00:00-07:00    0.940529
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998406
   2018-10-14 00:00:00-07:00    0.996813
   2018-10-15 00:00:00-07:00    0.995219
   2018-10-16 00:00:00-07:00    0.993626
                                  ...   
   2023-10-19 00:00:00-07:00    0.933218
   2023-10-20 00:00:00-07:00    0.933218
   2023-10-21 00:00:00-07:00    0.933218
   2023-10-22 00:00:00-07:00    0.933218
   2023-10-23 00:00:00-07:00    0.933218
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998966
   2018-10-14 00:00:00-07:00    0.997932
   2018-10-15 00:00:00-07:00    0.996898
   2018-10-16 00:00:00-07:00    0.995865
                                  ...   
   2023-10-19 00:00:00-07:00    0.966914
   2023-10-20 00:00:00-07:00    0.966914
   2023-10-21 00:00:00-07:00    0.966914
   2023-10-22 00:00:00-07:00    0.966914
   2023-10-23 00:00:00-07:00    0.966914
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997873
   2018-10-14 00:00:00-07:00    0.995745
   2018-10-15 00:00:00-07:00    0.993618
   2018-10-16 00:00:00-07:00    0.991491
                                  ...   
   2023-10-19 00:00:00-07:00    0.943518
   2023-10-20 00:00:00-07:00    0.943518
   2023-10-21 00:00:00-07:00    0.943518
   2023-10-22 00:00:00-07:00    0.943518
   2023-10-23 00:00:00-07:00    0.943518
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999944
   2018-10-14 00:00:00-07:00    0.999888
   2018-10-15 00:00:00-07:00    0.999833
   2018-10-16 00:00:00-07:00    0.999777
                                  ...   
   2023-10-19 00:00:00-07:00    0.936606
   2023-10-20 00:00:00-07:00    0.936606
   2023-10-21 00:00:00-07:00    0.936606
   2023-10-22 00:00:00-07:00    0.936606
   2023-10-23 00:00:00-07:00    0.936606
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998068
   2018-10-14 00:00:00-07:00    0.996135
   2018-10-15 00:00:00-07:00    0.994203
   2018-10-16 00:00:00-07:00    0.992271
                                  ...   
   2023-10-19 00:00:00-07:00    0.930971
   2023-10-20 00:00:00-07:00    0.930971
   2023-10-21 00:00:00-07:00    0.930971
   2023-10-22 00:00:00-07:00    0.930971
   2023-10-23 00:00:00-07:00    0.930971
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998841
   2018-10-14 00:00:00-07:00    0.997682
   2018-10-15 00:00:00-07:00    0.996524
   2018-10-16 00:00:00-07:00    0.995365
                                  ...   
   2023-10-19 00:00:00-07:00    0.992374
   2023-10-20 00:00:00-07:00    0.992374
   2023-10-21 00:00:00-07:00    0.992374
   2023-10-22 00:00:00-07:00    0.992374
   2023-10-23 00:00:00-07:00    0.992374
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999080
   2018-10-14 00:00:00-07:00    0.998159
   2018-10-15 00:00:00-07:00    0.997239
   2018-10-16 00:00:00-07:00    0.996318
                                  ...   
   2023-10-19 00:00:00-07:00    0.977291
   2023-10-20 00:00:00-07:00    0.977291
   2023-10-21 00:00:00-07:00    0.977291
   2023-10-22 00:00:00-07:00    0.977291
   2023-10-23 00:00:00-07:00    0.977291
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997804
   2018-10-14 00:00:00-07:00    0.995608
   2018-10-15 00:00:00-07:00    0.993413
   2018-10-16 00:00:00-07:00    0.991217
                                  ...   
   2023-10-19 00:00:00-07:00    0.987911
   2023-10-20 00:00:00-07:00    0.987911
   2023-10-21 00:00:00-07:00    0.987911
   2023-10-22 00:00:00-07:00    0.987911
   2023-10-23 00:00:00-07:00    0.987911
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998988
   2018-10-14 00:00:00-07:00    0.997976
   2018-10-15 00:00:00-07:00    0.996964
   2018-10-16 00:00:00-07:00    0.995952
                                  ...   
   2023-10-19 00:00:00-07:00    0.970019
   2023-10-20 00:00:00-07:00    0.970019
   2023-10-21 00:00:00-07:00    0.970019
   2023-10-22 00:00:00-07:00    0.970019
   2023-10-23 00:00:00-07:00    0.970019
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999434
   2018-10-14 00:00:00-07:00    0.998868
   2018-10-15 00:00:00-07:00    0.998301
   2018-10-16 00:00:00-07:00    0.997735
                                  ...   
   2023-10-19 00:00:00-07:00    0.934840
   2023-10-20 00:00:00-07:00    0.934840
   2023-10-21 00:00:00-07:00    0.934840
   2023-10-22 00:00:00-07:00    0.934840
   2023-10-23 00:00:00-07:00    0.934840
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998576
   2018-10-14 00:00:00-07:00    0.997152
   2018-10-15 00:00:00-07:00    0.995729
   2018-10-16 00:00:00-07:00    0.994305
                                  ...   
   2023-10-19 00:00:00-07:00    0.949117
   2023-10-20 00:00:00-07:00    0.949117
   2023-10-21 00:00:00-07:00    0.949117
   2023-10-22 00:00:00-07:00    0.949117
   2023-10-23 00:00:00-07:00    0.949117
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998369
   2018-10-14 00:00:00-07:00    0.996738
   2018-10-15 00:00:00-07:00    0.995107
   2018-10-16 00:00:00-07:00    0.993476
                                  ...   
   2023-10-19 00:00:00-07:00    0.989662
   2023-10-20 00:00:00-07:00    0.989662
   2023-10-21 00:00:00-07:00    0.989662
   2023-10-22 00:00:00-07:00    0.989662
   2023-10-23 00:00:00-07:00    0.989662
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998583
   2018-10-14 00:00:00-07:00    0.997167
   2018-10-15 00:00:00-07:00    0.995750
   2018-10-16 00:00:00-07:00    0.994333
                                  ...   
   2023-10-19 00:00:00-07:00    0.915260
   2023-10-20 00:00:00-07:00    0.915260
   2023-10-21 00:00:00-07:00    0.915260
   2023-10-22 00:00:00-07:00    0.915260
   2023-10-23 00:00:00-07:00    0.915260
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999092
   2018-10-14 00:00:00-07:00    0.998184
   2018-10-15 00:00:00-07:00    0.997275
   2018-10-16 00:00:00-07:00    0.996367
                                  ...   
   2023-10-19 00:00:00-07:00    0.983999
   2023-10-20 00:00:00-07:00    0.983999
   2023-10-21 00:00:00-07:00    0.983999
   2023-10-22 00:00:00-07:00    0.983999
   2023-10-23 00:00:00-07:00    0.983999
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998791
   2018-10-14 00:00:00-07:00    0.997582
   2018-10-15 00:00:00-07:00    0.996372
   2018-10-16 00:00:00-07:00    0.995163
                                  ...   
   2023-10-19 00:00:00-07:00    0.918893
   2023-10-20 00:00:00-07:00    0.918893
   2023-10-21 00:00:00-07:00    0.918893
   2023-10-22 00:00:00-07:00    0.918893
   2023-10-23 00:00:00-07:00    0.918893
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998452
   2018-10-14 00:00:00-07:00    0.996904
   2018-10-15 00:00:00-07:00    0.995356
   2018-10-16 00:00:00-07:00    0.993808
                                  ...   
   2023-10-19 00:00:00-07:00    0.933727
   2023-10-20 00:00:00-07:00    0.933727
   2023-10-21 00:00:00-07:00    0.933727
   2023-10-22 00:00:00-07:00    0.933727
   2023-10-23 00:00:00-07:00    0.933727
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998386
   2018-10-14 00:00:00-07:00    0.996772
   2018-10-15 00:00:00-07:00    0.995158
   2018-10-16 00:00:00-07:00    0.993545
                                  ...   
   2023-10-19 00:00:00-07:00    0.969525
   2023-10-20 00:00:00-07:00    0.969525
   2023-10-21 00:00:00-07:00    0.969525
   2023-10-22 00:00:00-07:00    0.969525
   2023-10-23 00:00:00-07:00    0.969525
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998888
   2018-10-14 00:00:00-07:00    0.997776
   2018-10-15 00:00:00-07:00    0.996665
   2018-10-16 00:00:00-07:00    0.995553
                                  ...   
   2023-10-19 00:00:00-07:00    0.982264
   2023-10-20 00:00:00-07:00    0.982264
   2023-10-21 00:00:00-07:00    0.982264
   2023-10-22 00:00:00-07:00    0.982264
   2023-10-23 00:00:00-07:00    0.982264
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998871
   2018-10-14 00:00:00-07:00    0.997741
   2018-10-15 00:00:00-07:00    0.996612
   2018-10-16 00:00:00-07:00    0.995482
                                  ...   
   2023-10-19 00:00:00-07:00    0.965849
   2023-10-20 00:00:00-07:00    0.965849
   2023-10-21 00:00:00-07:00    0.965849
   2023-10-22 00:00:00-07:00    0.965849
   2023-10-23 00:00:00-07:00    0.965849
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998851
   2018-10-14 00:00:00-07:00    0.997701
   2018-10-15 00:00:00-07:00    0.996552
   2018-10-16 00:00:00-07:00    0.995402
                                  ...   
   2023-10-19 00:00:00-07:00    0.989851
   2023-10-20 00:00:00-07:00    0.989851
   2023-10-21 00:00:00-07:00    0.989851
   2023-10-22 00:00:00-07:00    0.989851
   2023-10-23 00:00:00-07:00    0.989851
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998872
   2018-10-14 00:00:00-07:00    0.997743
   2018-10-15 00:00:00-07:00    0.996615
   2018-10-16 00:00:00-07:00    0.995487
                                  ...   
   2023-10-19 00:00:00-07:00    0.916793
   2023-10-20 00:00:00-07:00    0.916793
   2023-10-21 00:00:00-07:00    0.916793
   2023-10-22 00:00:00-07:00    0.916793
   2023-10-23 00:00:00-07:00    0.916793
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999794
   2018-10-14 00:00:00-07:00    0.999588
   2018-10-15 00:00:00-07:00    0.999381
   2018-10-16 00:00:00-07:00    0.999175
                                  ...   
   2023-10-19 00:00:00-07:00    0.965582
   2023-10-20 00:00:00-07:00    0.965582
   2023-10-21 00:00:00-07:00    0.965582
   2023-10-22 00:00:00-07:00    0.965582
   2023-10-23 00:00:00-07:00    0.965582
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999272
   2018-10-14 00:00:00-07:00    0.998545
   2018-10-15 00:00:00-07:00    0.997817
   2018-10-16 00:00:00-07:00    0.997089
                                  ...   
   2023-10-19 00:00:00-07:00    0.926480
   2023-10-20 00:00:00-07:00    0.926480
   2023-10-21 00:00:00-07:00    0.926480
   2023-10-22 00:00:00-07:00    0.926480
   2023-10-23 00:00:00-07:00    0.926480
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999198
   2018-10-14 00:00:00-07:00    0.998396
   2018-10-15 00:00:00-07:00    0.997594
   2018-10-16 00:00:00-07:00    0.996792
                                  ...   
   2023-10-19 00:00:00-07:00    0.937490
   2023-10-20 00:00:00-07:00    0.937490
   2023-10-21 00:00:00-07:00    0.937490
   2023-10-22 00:00:00-07:00    0.937490
   2023-10-23 00:00:00-07:00    0.937490
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998716
   2018-10-14 00:00:00-07:00    0.997432
   2018-10-15 00:00:00-07:00    0.996148
   2018-10-16 00:00:00-07:00    0.994864
                                  ...   
   2023-10-19 00:00:00-07:00    0.899352
   2023-10-20 00:00:00-07:00    0.899352
   2023-10-21 00:00:00-07:00    0.899352
   2023-10-22 00:00:00-07:00    0.899352
   2023-10-23 00:00:00-07:00    0.899352
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998678
   2018-10-14 00:00:00-07:00    0.997355
   2018-10-15 00:00:00-07:00    0.996033
   2018-10-16 00:00:00-07:00    0.994711
                                  ...   
   2023-10-19 00:00:00-07:00    0.902865
   2023-10-20 00:00:00-07:00    0.902865
   2023-10-21 00:00:00-07:00    0.902865
   2023-10-22 00:00:00-07:00    0.902865
   2023-10-23 00:00:00-07:00    0.902865
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999077
   2018-10-14 00:00:00-07:00    0.998154
   2018-10-15 00:00:00-07:00    0.997231
   2018-10-16 00:00:00-07:00    0.996308
                                  ...   
   2023-10-19 00:00:00-07:00    0.946503
   2023-10-20 00:00:00-07:00    0.946503
   2023-10-21 00:00:00-07:00    0.946503
   2023-10-22 00:00:00-07:00    0.946503
   2023-10-23 00:00:00-07:00    0.946503
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999584
   2018-10-14 00:00:00-07:00    0.999168
   2018-10-15 00:00:00-07:00    0.998752
   2018-10-16 00:00:00-07:00    0.998335
                                  ...   
   2023-10-19 00:00:00-07:00    0.989099
   2023-10-20 00:00:00-07:00    0.989099
   2023-10-21 00:00:00-07:00    0.989099
   2023-10-22 00:00:00-07:00    0.989099
   2023-10-23 00:00:00-07:00    0.989099
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997885
   2018-10-14 00:00:00-07:00    0.995770
   2018-10-15 00:00:00-07:00    0.993655
   2018-10-16 00:00:00-07:00    0.991539
                                  ...   
   2023-10-19 00:00:00-07:00    0.974638
   2023-10-20 00:00:00-07:00    0.974638
   2023-10-21 00:00:00-07:00    0.974638
   2023-10-22 00:00:00-07:00    0.974638
   2023-10-23 00:00:00-07:00    0.974638
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998453
   2018-10-14 00:00:00-07:00    0.996905
   2018-10-15 00:00:00-07:00    0.995358
   2018-10-16 00:00:00-07:00    0.993811
                                  ...   
   2023-10-19 00:00:00-07:00    0.982631
   2023-10-20 00:00:00-07:00    0.982631
   2023-10-21 00:00:00-07:00    0.982631
   2023-10-22 00:00:00-07:00    0.982631
   2023-10-23 00:00:00-07:00    0.982631
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999625
   2018-10-14 00:00:00-07:00    0.999250
   2018-10-15 00:00:00-07:00    0.998875
   2018-10-16 00:00:00-07:00    0.998500
                                  ...   
   2023-10-19 00:00:00-07:00    0.955311
   2023-10-20 00:00:00-07:00    0.955311
   2023-10-21 00:00:00-07:00    0.955311
   2023-10-22 00:00:00-07:00    0.955311
   2023-10-23 00:00:00-07:00    0.955311
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998245
   2018-10-14 00:00:00-07:00    0.996491
   2018-10-15 00:00:00-07:00    0.994736
   2018-10-16 00:00:00-07:00    0.992982
                                  ...   
   2023-10-19 00:00:00-07:00    0.922807
   2023-10-20 00:00:00-07:00    0.922807
   2023-10-21 00:00:00-07:00    0.922807
   2023-10-22 00:00:00-07:00    0.922807
   2023-10-23 00:00:00-07:00    0.922807
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999143
   2018-10-14 00:00:00-07:00    0.998286
   2018-10-15 00:00:00-07:00    0.997429
   2018-10-16 00:00:00-07:00    0.996571
                                  ...   
   2023-10-19 00:00:00-07:00    0.942903
   2023-10-20 00:00:00-07:00    0.942903
   2023-10-21 00:00:00-07:00    0.942903
   2023-10-22 00:00:00-07:00    0.942903
   2023-10-23 00:00:00-07:00    0.942903
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999141
   2018-10-14 00:00:00-07:00    0.998282
   2018-10-15 00:00:00-07:00    0.997423
   2018-10-16 00:00:00-07:00    0.996564
                                  ...   
   2023-10-19 00:00:00-07:00    0.911310
   2023-10-20 00:00:00-07:00    0.911310
   2023-10-21 00:00:00-07:00    0.911310
   2023-10-22 00:00:00-07:00    0.911310
   2023-10-23 00:00:00-07:00    0.911310
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999851
   2018-10-14 00:00:00-07:00    0.999701
   2018-10-15 00:00:00-07:00    0.999552
   2018-10-16 00:00:00-07:00    0.999402
                                  ...   
   2023-10-19 00:00:00-07:00    0.944415
   2023-10-20 00:00:00-07:00    0.944415
   2023-10-21 00:00:00-07:00    0.944415
   2023-10-22 00:00:00-07:00    0.944415
   2023-10-23 00:00:00-07:00    0.944415
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999648
   2018-10-14 00:00:00-07:00    0.999296
   2018-10-15 00:00:00-07:00    0.998944
   2018-10-16 00:00:00-07:00    0.998592
                                  ...   
   2023-10-19 00:00:00-07:00    0.929254
   2023-10-20 00:00:00-07:00    0.929254
   2023-10-21 00:00:00-07:00    0.929254
   2023-10-22 00:00:00-07:00    0.929254
   2023-10-23 00:00:00-07:00    0.929254
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998275
   2018-10-14 00:00:00-07:00    0.996551
   2018-10-15 00:00:00-07:00    0.994826
   2018-10-16 00:00:00-07:00    0.993102
                                  ...   
   2023-10-19 00:00:00-07:00    0.982962
   2023-10-20 00:00:00-07:00    0.982962
   2023-10-21 00:00:00-07:00    0.982962
   2023-10-22 00:00:00-07:00    0.982962
   2023-10-23 00:00:00-07:00    0.982962
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999928
   2018-10-14 00:00:00-07:00    0.999855
   2018-10-15 00:00:00-07:00    0.999783
   2018-10-16 00:00:00-07:00    0.999710
                                  ...   
   2023-10-19 00:00:00-07:00    0.974158
   2023-10-20 00:00:00-07:00    0.974158
   2023-10-21 00:00:00-07:00    0.974158
   2023-10-22 00:00:00-07:00    0.974158
   2023-10-23 00:00:00-07:00    0.974158
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997652
   2018-10-14 00:00:00-07:00    0.995305
   2018-10-15 00:00:00-07:00    0.992957
   2018-10-16 00:00:00-07:00    0.990610
                                  ...   
   2023-10-19 00:00:00-07:00    0.991486
   2023-10-20 00:00:00-07:00    0.991486
   2023-10-21 00:00:00-07:00    0.991486
   2023-10-22 00:00:00-07:00    0.991486
   2023-10-23 00:00:00-07:00    0.991486
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997643
   2018-10-14 00:00:00-07:00    0.995286
   2018-10-15 00:00:00-07:00    0.992930
   2018-10-16 00:00:00-07:00    0.990573
                                  ...   
   2023-10-19 00:00:00-07:00    0.956477
   2023-10-20 00:00:00-07:00    0.956477
   2023-10-21 00:00:00-07:00    0.956477
   2023-10-22 00:00:00-07:00    0.956477
   2023-10-23 00:00:00-07:00    0.956477
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999401
   2018-10-14 00:00:00-07:00    0.998803
   2018-10-15 00:00:00-07:00    0.998204
   2018-10-16 00:00:00-07:00    0.997606
                                  ...   
   2023-10-19 00:00:00-07:00    0.961019
   2023-10-20 00:00:00-07:00    0.961019
   2023-10-21 00:00:00-07:00    0.961019
   2023-10-22 00:00:00-07:00    0.961019
   2023-10-23 00:00:00-07:00    0.961019
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998948
   2018-10-14 00:00:00-07:00    0.997896
   2018-10-15 00:00:00-07:00    0.996845
   2018-10-16 00:00:00-07:00    0.995793
                                  ...   
   2023-10-19 00:00:00-07:00    0.912598
   2023-10-20 00:00:00-07:00    0.912598
   2023-10-21 00:00:00-07:00    0.912598
   2023-10-22 00:00:00-07:00    0.912598
   2023-10-23 00:00:00-07:00    0.912598
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998639
   2018-10-14 00:00:00-07:00    0.997277
   2018-10-15 00:00:00-07:00    0.995916
   2018-10-16 00:00:00-07:00    0.994554
                                  ...   
   2023-10-19 00:00:00-07:00    0.922376
   2023-10-20 00:00:00-07:00    0.922376
   2023-10-21 00:00:00-07:00    0.922376
   2023-10-22 00:00:00-07:00    0.922376
   2023-10-23 00:00:00-07:00    0.922376
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998738
   2018-10-14 00:00:00-07:00    0.997477
   2018-10-15 00:00:00-07:00    0.996215
   2018-10-16 00:00:00-07:00    0.994953
                                  ...   
   2023-10-19 00:00:00-07:00    0.909905
   2023-10-20 00:00:00-07:00    0.909905
   2023-10-21 00:00:00-07:00    0.909905
   2023-10-22 00:00:00-07:00    0.909905
   2023-10-23 00:00:00-07:00    0.909905
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998636
   2018-10-14 00:00:00-07:00    0.997273
   2018-10-15 00:00:00-07:00    0.995909
   2018-10-16 00:00:00-07:00    0.994546
                                  ...   
   2023-10-19 00:00:00-07:00    0.951847
   2023-10-20 00:00:00-07:00    0.951847
   2023-10-21 00:00:00-07:00    0.951847
   2023-10-22 00:00:00-07:00    0.951847
   2023-10-23 00:00:00-07:00    0.951847
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997818
   2018-10-14 00:00:00-07:00    0.995637
   2018-10-15 00:00:00-07:00    0.993455
   2018-10-16 00:00:00-07:00    0.991273
                                  ...   
   2023-10-19 00:00:00-07:00    0.941241
   2023-10-20 00:00:00-07:00    0.941241
   2023-10-21 00:00:00-07:00    0.941241
   2023-10-22 00:00:00-07:00    0.941241
   2023-10-23 00:00:00-07:00    0.941241
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997812
   2018-10-14 00:00:00-07:00    0.995625
   2018-10-15 00:00:00-07:00    0.993437
   2018-10-16 00:00:00-07:00    0.991249
                                  ...   
   2023-10-19 00:00:00-07:00    0.911753
   2023-10-20 00:00:00-07:00    0.911753
   2023-10-21 00:00:00-07:00    0.911753
   2023-10-22 00:00:00-07:00    0.911753
   2023-10-23 00:00:00-07:00    0.911753
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999324
   2018-10-14 00:00:00-07:00    0.998648
   2018-10-15 00:00:00-07:00    0.997972
   2018-10-16 00:00:00-07:00    0.997296
                                  ...   
   2023-10-19 00:00:00-07:00    0.977937
   2023-10-20 00:00:00-07:00    0.977937
   2023-10-21 00:00:00-07:00    0.977937
   2023-10-22 00:00:00-07:00    0.977937
   2023-10-23 00:00:00-07:00    0.977937
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999967
   2018-10-14 00:00:00-07:00    0.999933
   2018-10-15 00:00:00-07:00    0.999900
   2018-10-16 00:00:00-07:00    0.999866
                                  ...   
   2023-10-19 00:00:00-07:00    0.995151
   2023-10-20 00:00:00-07:00    0.995151
   2023-10-21 00:00:00-07:00    0.995151
   2023-10-22 00:00:00-07:00    0.995151
   2023-10-23 00:00:00-07:00    0.995151
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999127
   2018-10-14 00:00:00-07:00    0.998254
   2018-10-15 00:00:00-07:00    0.997381
   2018-10-16 00:00:00-07:00    0.996507
                                  ...   
   2023-10-19 00:00:00-07:00    0.917166
   2023-10-20 00:00:00-07:00    0.917166
   2023-10-21 00:00:00-07:00    0.917166
   2023-10-22 00:00:00-07:00    0.917166
   2023-10-23 00:00:00-07:00    0.917166
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998801
   2018-10-14 00:00:00-07:00    0.997602
   2018-10-15 00:00:00-07:00    0.996404
   2018-10-16 00:00:00-07:00    0.995205
                                  ...   
   2023-10-19 00:00:00-07:00    0.937887
   2023-10-20 00:00:00-07:00    0.937887
   2023-10-21 00:00:00-07:00    0.937887
   2023-10-22 00:00:00-07:00    0.937887
   2023-10-23 00:00:00-07:00    0.937887
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998255
   2018-10-14 00:00:00-07:00    0.996511
   2018-10-15 00:00:00-07:00    0.994766
   2018-10-16 00:00:00-07:00    0.993022
                                  ...   
   2023-10-19 00:00:00-07:00    0.980853
   2023-10-20 00:00:00-07:00    0.980853
   2023-10-21 00:00:00-07:00    0.980853
   2023-10-22 00:00:00-07:00    0.980853
   2023-10-23 00:00:00-07:00    0.980853
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998744
   2018-10-14 00:00:00-07:00    0.997489
   2018-10-15 00:00:00-07:00    0.996233
   2018-10-16 00:00:00-07:00    0.994978
                                  ...   
   2023-10-19 00:00:00-07:00    0.910760
   2023-10-20 00:00:00-07:00    0.910760
   2023-10-21 00:00:00-07:00    0.910760
   2023-10-22 00:00:00-07:00    0.910760
   2023-10-23 00:00:00-07:00    0.910760
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997945
   2018-10-14 00:00:00-07:00    0.995891
   2018-10-15 00:00:00-07:00    0.993836
   2018-10-16 00:00:00-07:00    0.991781
                                  ...   
   2023-10-19 00:00:00-07:00    0.916260
   2023-10-20 00:00:00-07:00    0.916260
   2023-10-21 00:00:00-07:00    0.916260
   2023-10-22 00:00:00-07:00    0.916260
   2023-10-23 00:00:00-07:00    0.916260
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998861
   2018-10-14 00:00:00-07:00    0.997721
   2018-10-15 00:00:00-07:00    0.996582
   2018-10-16 00:00:00-07:00    0.995443
                                  ...   
   2023-10-19 00:00:00-07:00    0.991894
   2023-10-20 00:00:00-07:00    0.991894
   2023-10-21 00:00:00-07:00    0.991894
   2023-10-22 00:00:00-07:00    0.991894
   2023-10-23 00:00:00-07:00    0.991894
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997521
   2018-10-14 00:00:00-07:00    0.995042
   2018-10-15 00:00:00-07:00    0.992562
   2018-10-16 00:00:00-07:00    0.990083
                                  ...   
   2023-10-19 00:00:00-07:00    0.968816
   2023-10-20 00:00:00-07:00    0.968816
   2023-10-21 00:00:00-07:00    0.968816
   2023-10-22 00:00:00-07:00    0.968816
   2023-10-23 00:00:00-07:00    0.968816
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998136
   2018-10-14 00:00:00-07:00    0.996272
   2018-10-15 00:00:00-07:00    0.994408
   2018-10-16 00:00:00-07:00    0.992544
                                  ...   
   2023-10-19 00:00:00-07:00    0.998587
   2023-10-20 00:00:00-07:00    0.998587
   2023-10-21 00:00:00-07:00    0.998587
   2023-10-22 00:00:00-07:00    0.998587
   2023-10-23 00:00:00-07:00    0.998587
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998794
   2018-10-14 00:00:00-07:00    0.997588
   2018-10-15 00:00:00-07:00    0.996382
   2018-10-16 00:00:00-07:00    0.995175
                                  ...   
   2023-10-19 00:00:00-07:00    0.950929
   2023-10-20 00:00:00-07:00    0.950929
   2023-10-21 00:00:00-07:00    0.950929
   2023-10-22 00:00:00-07:00    0.950929
   2023-10-23 00:00:00-07:00    0.950929
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999913
   2018-10-14 00:00:00-07:00    0.999826
   2018-10-15 00:00:00-07:00    0.999739
   2018-10-16 00:00:00-07:00    0.999652
                                  ...   
   2023-10-19 00:00:00-07:00    0.974754
   2023-10-20 00:00:00-07:00    0.974754
   2023-10-21 00:00:00-07:00    0.974754
   2023-10-22 00:00:00-07:00    0.974754
   2023-10-23 00:00:00-07:00    0.974754
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999335
   2018-10-14 00:00:00-07:00    0.998669
   2018-10-15 00:00:00-07:00    0.998004
   2018-10-16 00:00:00-07:00    0.997339
                                  ...   
   2023-10-19 00:00:00-07:00    0.950856
   2023-10-20 00:00:00-07:00    0.950856
   2023-10-21 00:00:00-07:00    0.950856
   2023-10-22 00:00:00-07:00    0.950856
   2023-10-23 00:00:00-07:00    0.950856
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999233
   2018-10-14 00:00:00-07:00    0.998466
   2018-10-15 00:00:00-07:00    0.997699
   2018-10-16 00:00:00-07:00    0.996932
                                  ...   
   2023-10-19 00:00:00-07:00    0.947952
   2023-10-20 00:00:00-07:00    0.947952
   2023-10-21 00:00:00-07:00    0.947952
   2023-10-22 00:00:00-07:00    0.947952
   2023-10-23 00:00:00-07:00    0.947952
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997561
   2018-10-14 00:00:00-07:00    0.995122
   2018-10-15 00:00:00-07:00    0.992682
   2018-10-16 00:00:00-07:00    0.990243
                                  ...   
   2023-10-19 00:00:00-07:00    0.977241
   2023-10-20 00:00:00-07:00    0.977241
   2023-10-21 00:00:00-07:00    0.977241
   2023-10-22 00:00:00-07:00    0.977241
   2023-10-23 00:00:00-07:00    0.977241
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997564
   2018-10-14 00:00:00-07:00    0.995129
   2018-10-15 00:00:00-07:00    0.992693
   2018-10-16 00:00:00-07:00    0.990258
                                  ...   
   2023-10-19 00:00:00-07:00    0.940530
   2023-10-20 00:00:00-07:00    0.940530
   2023-10-21 00:00:00-07:00    0.940530
   2023-10-22 00:00:00-07:00    0.940530
   2023-10-23 00:00:00-07:00    0.940530
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999270
   2018-10-14 00:00:00-07:00    0.998540
   2018-10-15 00:00:00-07:00    0.997810
   2018-10-16 00:00:00-07:00    0.997080
                                  ...   
   2023-10-19 00:00:00-07:00    0.937637
   2023-10-20 00:00:00-07:00    0.937637
   2023-10-21 00:00:00-07:00    0.937637
   2023-10-22 00:00:00-07:00    0.937637
   2023-10-23 00:00:00-07:00    0.937637
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997772
   2018-10-14 00:00:00-07:00    0.995544
   2018-10-15 00:00:00-07:00    0.993316
   2018-10-16 00:00:00-07:00    0.991088
                                  ...   
   2023-10-19 00:00:00-07:00    0.990185
   2023-10-20 00:00:00-07:00    0.990185
   2023-10-21 00:00:00-07:00    0.990185
   2023-10-22 00:00:00-07:00    0.990185
   2023-10-23 00:00:00-07:00    0.990185
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998805
   2018-10-14 00:00:00-07:00    0.997611
   2018-10-15 00:00:00-07:00    0.996416
   2018-10-16 00:00:00-07:00    0.995221
                                  ...   
   2023-10-19 00:00:00-07:00    0.924952
   2023-10-20 00:00:00-07:00    0.924952
   2023-10-21 00:00:00-07:00    0.924952
   2023-10-22 00:00:00-07:00    0.924952
   2023-10-23 00:00:00-07:00    0.924952
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998532
   2018-10-14 00:00:00-07:00    0.997063
   2018-10-15 00:00:00-07:00    0.995595
   2018-10-16 00:00:00-07:00    0.994126
                                  ...   
   2023-10-19 00:00:00-07:00    0.976049
   2023-10-20 00:00:00-07:00    0.976049
   2023-10-21 00:00:00-07:00    0.976049
   2023-10-22 00:00:00-07:00    0.976049
   2023-10-23 00:00:00-07:00    0.976049
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999676
   2018-10-14 00:00:00-07:00    0.999352
   2018-10-15 00:00:00-07:00    0.999029
   2018-10-16 00:00:00-07:00    0.998705
                                  ...   
   2023-10-19 00:00:00-07:00    0.954159
   2023-10-20 00:00:00-07:00    0.954159
   2023-10-21 00:00:00-07:00    0.954159
   2023-10-22 00:00:00-07:00    0.954159
   2023-10-23 00:00:00-07:00    0.954159
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999239
   2018-10-14 00:00:00-07:00    0.998478
   2018-10-15 00:00:00-07:00    0.997717
   2018-10-16 00:00:00-07:00    0.996956
                                  ...   
   2023-10-19 00:00:00-07:00    0.969035
   2023-10-20 00:00:00-07:00    0.969035
   2023-10-21 00:00:00-07:00    0.969035
   2023-10-22 00:00:00-07:00    0.969035
   2023-10-23 00:00:00-07:00    0.969035
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998168
   2018-10-14 00:00:00-07:00    0.996337
   2018-10-15 00:00:00-07:00    0.994505
   2018-10-16 00:00:00-07:00    0.992673
                                  ...   
   2023-10-19 00:00:00-07:00    0.979971
   2023-10-20 00:00:00-07:00    0.979971
   2023-10-21 00:00:00-07:00    0.979971
   2023-10-22 00:00:00-07:00    0.979971
   2023-10-23 00:00:00-07:00    0.979971
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998543
   2018-10-14 00:00:00-07:00    0.997086
   2018-10-15 00:00:00-07:00    0.995629
   2018-10-16 00:00:00-07:00    0.994172
                                  ...   
   2023-10-19 00:00:00-07:00    0.981456
   2023-10-20 00:00:00-07:00    0.981456
   2023-10-21 00:00:00-07:00    0.981456
   2023-10-22 00:00:00-07:00    0.981456
   2023-10-23 00:00:00-07:00    0.981456
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998419
   2018-10-14 00:00:00-07:00    0.996837
   2018-10-15 00:00:00-07:00    0.995256
   2018-10-16 00:00:00-07:00    0.993675
                                  ...   
   2023-10-19 00:00:00-07:00    0.986325
   2023-10-20 00:00:00-07:00    0.986325
   2023-10-21 00:00:00-07:00    0.986325
   2023-10-22 00:00:00-07:00    0.986325
   2023-10-23 00:00:00-07:00    0.986325
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997754
   2018-10-14 00:00:00-07:00    0.995509
   2018-10-15 00:00:00-07:00    0.993263
   2018-10-16 00:00:00-07:00    0.991018
                                  ...   
   2023-10-19 00:00:00-07:00    0.948680
   2023-10-20 00:00:00-07:00    0.948680
   2023-10-21 00:00:00-07:00    0.948680
   2023-10-22 00:00:00-07:00    0.948680
   2023-10-23 00:00:00-07:00    0.948680
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999972
   2018-10-14 00:00:00-07:00    0.999944
   2018-10-15 00:00:00-07:00    0.999915
   2018-10-16 00:00:00-07:00    0.999887
                                  ...   
   2023-10-19 00:00:00-07:00    0.951857
   2023-10-20 00:00:00-07:00    0.951857
   2023-10-21 00:00:00-07:00    0.951857
   2023-10-22 00:00:00-07:00    0.951857
   2023-10-23 00:00:00-07:00    0.951857
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998388
   2018-10-14 00:00:00-07:00    0.996776
   2018-10-15 00:00:00-07:00    0.995164
   2018-10-16 00:00:00-07:00    0.993552
                                  ...   
   2023-10-19 00:00:00-07:00    0.993198
   2023-10-20 00:00:00-07:00    0.993198
   2023-10-21 00:00:00-07:00    0.993198
   2023-10-22 00:00:00-07:00    0.993198
   2023-10-23 00:00:00-07:00    0.993198
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999869
   2018-10-14 00:00:00-07:00    0.999738
   2018-10-15 00:00:00-07:00    0.999608
   2018-10-16 00:00:00-07:00    0.999477
                                  ...   
   2023-10-19 00:00:00-07:00    0.952373
   2023-10-20 00:00:00-07:00    0.952373
   2023-10-21 00:00:00-07:00    0.952373
   2023-10-22 00:00:00-07:00    0.952373
   2023-10-23 00:00:00-07:00    0.952373
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999871
   2018-10-14 00:00:00-07:00    0.999742
   2018-10-15 00:00:00-07:00    0.999613
   2018-10-16 00:00:00-07:00    0.999484
                                  ...   
   2023-10-19 00:00:00-07:00    0.936777
   2023-10-20 00:00:00-07:00    0.936777
   2023-10-21 00:00:00-07:00    0.936777
   2023-10-22 00:00:00-07:00    0.936777
   2023-10-23 00:00:00-07:00    0.936777
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999621
   2018-10-14 00:00:00-07:00    0.999242
   2018-10-15 00:00:00-07:00    0.998863
   2018-10-16 00:00:00-07:00    0.998484
                                  ...   
   2023-10-19 00:00:00-07:00    0.940735
   2023-10-20 00:00:00-07:00    0.940735
   2023-10-21 00:00:00-07:00    0.940735
   2023-10-22 00:00:00-07:00    0.940735
   2023-10-23 00:00:00-07:00    0.940735
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998804
   2018-10-14 00:00:00-07:00    0.997609
   2018-10-15 00:00:00-07:00    0.996413
   2018-10-16 00:00:00-07:00    0.995217
                                  ...   
   2023-10-19 00:00:00-07:00    0.936690
   2023-10-20 00:00:00-07:00    0.936690
   2023-10-21 00:00:00-07:00    0.936690
   2023-10-22 00:00:00-07:00    0.936690
   2023-10-23 00:00:00-07:00    0.936690
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998080
   2018-10-14 00:00:00-07:00    0.996159
   2018-10-15 00:00:00-07:00    0.994239
   2018-10-16 00:00:00-07:00    0.992318
                                  ...   
   2023-10-19 00:00:00-07:00    0.950860
   2023-10-20 00:00:00-07:00    0.950860
   2023-10-21 00:00:00-07:00    0.950860
   2023-10-22 00:00:00-07:00    0.950860
   2023-10-23 00:00:00-07:00    0.950860
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999360
   2018-10-14 00:00:00-07:00    0.998721
   2018-10-15 00:00:00-07:00    0.998081
   2018-10-16 00:00:00-07:00    0.997442
                                  ...   
   2023-10-19 00:00:00-07:00    0.918505
   2023-10-20 00:00:00-07:00    0.918505
   2023-10-21 00:00:00-07:00    0.918505
   2023-10-22 00:00:00-07:00    0.918505
   2023-10-23 00:00:00-07:00    0.918505
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999152
   2018-10-14 00:00:00-07:00    0.998304
   2018-10-15 00:00:00-07:00    0.997457
   2018-10-16 00:00:00-07:00    0.996609
                                  ...   
   2023-10-19 00:00:00-07:00    0.967235
   2023-10-20 00:00:00-07:00    0.967235
   2023-10-21 00:00:00-07:00    0.967235
   2023-10-22 00:00:00-07:00    0.967235
   2023-10-23 00:00:00-07:00    0.967235
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999098
   2018-10-14 00:00:00-07:00    0.998196
   2018-10-15 00:00:00-07:00    0.997294
   2018-10-16 00:00:00-07:00    0.996392
                                  ...   
   2023-10-19 00:00:00-07:00    0.999503
   2023-10-20 00:00:00-07:00    0.999503
   2023-10-21 00:00:00-07:00    0.999503
   2023-10-22 00:00:00-07:00    0.999503
   2023-10-23 00:00:00-07:00    0.999503
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997702
   2018-10-14 00:00:00-07:00    0.995403
   2018-10-15 00:00:00-07:00    0.993105
   2018-10-16 00:00:00-07:00    0.990807
                                  ...   
   2023-10-19 00:00:00-07:00    0.924674
   2023-10-20 00:00:00-07:00    0.924674
   2023-10-21 00:00:00-07:00    0.924674
   2023-10-22 00:00:00-07:00    0.924674
   2023-10-23 00:00:00-07:00    0.924674
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998857
   2018-10-14 00:00:00-07:00    0.997713
   2018-10-15 00:00:00-07:00    0.996570
   2018-10-16 00:00:00-07:00    0.995427
                                  ...   
   2023-10-19 00:00:00-07:00    0.943667
   2023-10-20 00:00:00-07:00    0.943667
   2023-10-21 00:00:00-07:00    0.943667
   2023-10-22 00:00:00-07:00    0.943667
   2023-10-23 00:00:00-07:00    0.943667
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998674
   2018-10-14 00:00:00-07:00    0.997348
   2018-10-15 00:00:00-07:00    0.996022
   2018-10-16 00:00:00-07:00    0.994696
                                  ...   
   2023-10-19 00:00:00-07:00    0.953919
   2023-10-20 00:00:00-07:00    0.953919
   2023-10-21 00:00:00-07:00    0.953919
   2023-10-22 00:00:00-07:00    0.953919
   2023-10-23 00:00:00-07:00    0.953919
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998581
   2018-10-14 00:00:00-07:00    0.997162
   2018-10-15 00:00:00-07:00    0.995744
   2018-10-16 00:00:00-07:00    0.994325
                                  ...   
   2023-10-19 00:00:00-07:00    0.969042
   2023-10-20 00:00:00-07:00    0.969042
   2023-10-21 00:00:00-07:00    0.969042
   2023-10-22 00:00:00-07:00    0.969042
   2023-10-23 00:00:00-07:00    0.969042
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998141
   2018-10-14 00:00:00-07:00    0.996283
   2018-10-15 00:00:00-07:00    0.994424
   2018-10-16 00:00:00-07:00    0.992566
                                  ...   
   2023-10-19 00:00:00-07:00    0.961017
   2023-10-20 00:00:00-07:00    0.961017
   2023-10-21 00:00:00-07:00    0.961017
   2023-10-22 00:00:00-07:00    0.961017
   2023-10-23 00:00:00-07:00    0.961017
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998479
   2018-10-14 00:00:00-07:00    0.996958
   2018-10-15 00:00:00-07:00    0.995437
   2018-10-16 00:00:00-07:00    0.993916
                                  ...   
   2023-10-19 00:00:00-07:00    0.949272
   2023-10-20 00:00:00-07:00    0.949272
   2023-10-21 00:00:00-07:00    0.949272
   2023-10-22 00:00:00-07:00    0.949272
   2023-10-23 00:00:00-07:00    0.949272
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999052
   2018-10-14 00:00:00-07:00    0.998104
   2018-10-15 00:00:00-07:00    0.997155
   2018-10-16 00:00:00-07:00    0.996207
                                  ...   
   2023-10-19 00:00:00-07:00    0.989794
   2023-10-20 00:00:00-07:00    0.989794
   2023-10-21 00:00:00-07:00    0.989794
   2023-10-22 00:00:00-07:00    0.989794
   2023-10-23 00:00:00-07:00    0.989794
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998805
   2018-10-14 00:00:00-07:00    0.997610
   2018-10-15 00:00:00-07:00    0.996416
   2018-10-16 00:00:00-07:00    0.995221
                                  ...   
   2023-10-19 00:00:00-07:00    0.996811
   2023-10-20 00:00:00-07:00    0.996811
   2023-10-21 00:00:00-07:00    0.996811
   2023-10-22 00:00:00-07:00    0.996811
   2023-10-23 00:00:00-07:00    0.996811
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999835
   2018-10-14 00:00:00-07:00    0.999669
   2018-10-15 00:00:00-07:00    0.999504
   2018-10-16 00:00:00-07:00    0.999339
                                  ...   
   2023-10-19 00:00:00-07:00    0.974187
   2023-10-20 00:00:00-07:00    0.974187
   2023-10-21 00:00:00-07:00    0.974187
   2023-10-22 00:00:00-07:00    0.974187
   2023-10-23 00:00:00-07:00    0.974187
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998532
   2018-10-14 00:00:00-07:00    0.997064
   2018-10-15 00:00:00-07:00    0.995597
   2018-10-16 00:00:00-07:00    0.994129
                                  ...   
   2023-10-19 00:00:00-07:00    0.932885
   2023-10-20 00:00:00-07:00    0.932885
   2023-10-21 00:00:00-07:00    0.932885
   2023-10-22 00:00:00-07:00    0.932885
   2023-10-23 00:00:00-07:00    0.932885
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999259
   2018-10-14 00:00:00-07:00    0.998518
   2018-10-15 00:00:00-07:00    0.997777
   2018-10-16 00:00:00-07:00    0.997036
                                  ...   
   2023-10-19 00:00:00-07:00    0.954256
   2023-10-20 00:00:00-07:00    0.954256
   2023-10-21 00:00:00-07:00    0.954256
   2023-10-22 00:00:00-07:00    0.954256
   2023-10-23 00:00:00-07:00    0.954256
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997653
   2018-10-14 00:00:00-07:00    0.995306
   2018-10-15 00:00:00-07:00    0.992960
   2018-10-16 00:00:00-07:00    0.990613
                                  ...   
   2023-10-19 00:00:00-07:00    0.950892
   2023-10-20 00:00:00-07:00    0.950892
   2023-10-21 00:00:00-07:00    0.950892
   2023-10-22 00:00:00-07:00    0.950892
   2023-10-23 00:00:00-07:00    0.950892
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999699
   2018-10-14 00:00:00-07:00    0.999399
   2018-10-15 00:00:00-07:00    0.999098
   2018-10-16 00:00:00-07:00    0.998798
                                  ...   
   2023-10-19 00:00:00-07:00    0.911024
   2023-10-20 00:00:00-07:00    0.911024
   2023-10-21 00:00:00-07:00    0.911024
   2023-10-22 00:00:00-07:00    0.911024
   2023-10-23 00:00:00-07:00    0.911024
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998150
   2018-10-14 00:00:00-07:00    0.996301
   2018-10-15 00:00:00-07:00    0.994451
   2018-10-16 00:00:00-07:00    0.992601
                                  ...   
   2023-10-19 00:00:00-07:00    0.950064
   2023-10-20 00:00:00-07:00    0.950064
   2023-10-21 00:00:00-07:00    0.950064
   2023-10-22 00:00:00-07:00    0.950064
   2023-10-23 00:00:00-07:00    0.950064
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999047
   2018-10-14 00:00:00-07:00    0.998094
   2018-10-15 00:00:00-07:00    0.997141
   2018-10-16 00:00:00-07:00    0.996188
                                  ...   
   2023-10-19 00:00:00-07:00    0.976993
   2023-10-20 00:00:00-07:00    0.976993
   2023-10-21 00:00:00-07:00    0.976993
   2023-10-22 00:00:00-07:00    0.976993
   2023-10-23 00:00:00-07:00    0.976993
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998099
   2018-10-14 00:00:00-07:00    0.996197
   2018-10-15 00:00:00-07:00    0.994296
   2018-10-16 00:00:00-07:00    0.992394
                                  ...   
   2023-10-19 00:00:00-07:00    0.916963
   2023-10-20 00:00:00-07:00    0.916963
   2023-10-21 00:00:00-07:00    0.916963
   2023-10-22 00:00:00-07:00    0.916963
   2023-10-23 00:00:00-07:00    0.916963
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998536
   2018-10-14 00:00:00-07:00    0.997072
   2018-10-15 00:00:00-07:00    0.995608
   2018-10-16 00:00:00-07:00    0.994144
                                  ...   
   2023-10-19 00:00:00-07:00    0.948906
   2023-10-20 00:00:00-07:00    0.948906
   2023-10-21 00:00:00-07:00    0.948906
   2023-10-22 00:00:00-07:00    0.948906
   2023-10-23 00:00:00-07:00    0.948906
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997860
   2018-10-14 00:00:00-07:00    0.995719
   2018-10-15 00:00:00-07:00    0.993579
   2018-10-16 00:00:00-07:00    0.991439
                                  ...   
   2023-10-19 00:00:00-07:00    0.990413
   2023-10-20 00:00:00-07:00    0.990413
   2023-10-21 00:00:00-07:00    0.990413
   2023-10-22 00:00:00-07:00    0.990413
   2023-10-23 00:00:00-07:00    0.990413
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998884
   2018-10-14 00:00:00-07:00    0.997768
   2018-10-15 00:00:00-07:00    0.996652
   2018-10-16 00:00:00-07:00    0.995536
                                  ...   
   2023-10-19 00:00:00-07:00    0.996045
   2023-10-20 00:00:00-07:00    0.996045
   2023-10-21 00:00:00-07:00    0.996045
   2023-10-22 00:00:00-07:00    0.996045
   2023-10-23 00:00:00-07:00    0.996045
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998223
   2018-10-14 00:00:00-07:00    0.996445
   2018-10-15 00:00:00-07:00    0.994668
   2018-10-16 00:00:00-07:00    0.992891
                                  ...   
   2023-10-19 00:00:00-07:00    0.948368
   2023-10-20 00:00:00-07:00    0.948368
   2023-10-21 00:00:00-07:00    0.948368
   2023-10-22 00:00:00-07:00    0.948368
   2023-10-23 00:00:00-07:00    0.948368
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999055
   2018-10-14 00:00:00-07:00    0.998111
   2018-10-15 00:00:00-07:00    0.997166
   2018-10-16 00:00:00-07:00    0.996222
                                  ...   
   2023-10-19 00:00:00-07:00    0.933407
   2023-10-20 00:00:00-07:00    0.933407
   2023-10-21 00:00:00-07:00    0.933407
   2023-10-22 00:00:00-07:00    0.933407
   2023-10-23 00:00:00-07:00    0.933407
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998155
   2018-10-14 00:00:00-07:00    0.996311
   2018-10-15 00:00:00-07:00    0.994466
   2018-10-16 00:00:00-07:00    0.992622
                                  ...   
   2023-10-19 00:00:00-07:00    0.928892
   2023-10-20 00:00:00-07:00    0.928892
   2023-10-21 00:00:00-07:00    0.928892
   2023-10-22 00:00:00-07:00    0.928892
   2023-10-23 00:00:00-07:00    0.928892
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997794
   2018-10-14 00:00:00-07:00    0.995589
   2018-10-15 00:00:00-07:00    0.993383
   2018-10-16 00:00:00-07:00    0.991178
                                  ...   
   2023-10-19 00:00:00-07:00    0.922259
   2023-10-20 00:00:00-07:00    0.922259
   2023-10-21 00:00:00-07:00    0.922259
   2023-10-22 00:00:00-07:00    0.922259
   2023-10-23 00:00:00-07:00    0.922259
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997736
   2018-10-14 00:00:00-07:00    0.995471
   2018-10-15 00:00:00-07:00    0.993207
   2018-10-16 00:00:00-07:00    0.990942
                                  ...   
   2023-10-19 00:00:00-07:00    0.969738
   2023-10-20 00:00:00-07:00    0.969738
   2023-10-21 00:00:00-07:00    0.969738
   2023-10-22 00:00:00-07:00    0.969738
   2023-10-23 00:00:00-07:00    0.969738
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997991
   2018-10-14 00:00:00-07:00    0.995982
   2018-10-15 00:00:00-07:00    0.993973
   2018-10-16 00:00:00-07:00    0.991964
                                  ...   
   2023-10-19 00:00:00-07:00    0.914201
   2023-10-20 00:00:00-07:00    0.914201
   2023-10-21 00:00:00-07:00    0.914201
   2023-10-22 00:00:00-07:00    0.914201
   2023-10-23 00:00:00-07:00    0.914201
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999685
   2018-10-14 00:00:00-07:00    0.999371
   2018-10-15 00:00:00-07:00    0.999056
   2018-10-16 00:00:00-07:00    0.998742
                                  ...   
   2023-10-19 00:00:00-07:00    0.998824
   2023-10-20 00:00:00-07:00    0.998824
   2023-10-21 00:00:00-07:00    0.998824
   2023-10-22 00:00:00-07:00    0.998824
   2023-10-23 00:00:00-07:00    0.998824
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997574
   2018-10-14 00:00:00-07:00    0.995149
   2018-10-15 00:00:00-07:00    0.992723
   2018-10-16 00:00:00-07:00    0.990297
                                  ...   
   2023-10-19 00:00:00-07:00    0.919701
   2023-10-20 00:00:00-07:00    0.919701
   2023-10-21 00:00:00-07:00    0.919701
   2023-10-22 00:00:00-07:00    0.919701
   2023-10-23 00:00:00-07:00    0.919701
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997974
   2018-10-14 00:00:00-07:00    0.995949
   2018-10-15 00:00:00-07:00    0.993923
   2018-10-16 00:00:00-07:00    0.991898
                                  ...   
   2023-10-19 00:00:00-07:00    0.929876
   2023-10-20 00:00:00-07:00    0.929876
   2023-10-21 00:00:00-07:00    0.929876
   2023-10-22 00:00:00-07:00    0.929876
   2023-10-23 00:00:00-07:00    0.929876
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999356
   2018-10-14 00:00:00-07:00    0.998712
   2018-10-15 00:00:00-07:00    0.998068
   2018-10-16 00:00:00-07:00    0.997424
                                  ...   
   2023-10-19 00:00:00-07:00    0.942997
   2023-10-20 00:00:00-07:00    0.942997
   2023-10-21 00:00:00-07:00    0.942997
   2023-10-22 00:00:00-07:00    0.942997
   2023-10-23 00:00:00-07:00    0.942997
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998958
   2018-10-14 00:00:00-07:00    0.997917
   2018-10-15 00:00:00-07:00    0.996875
   2018-10-16 00:00:00-07:00    0.995834
                                  ...   
   2023-10-19 00:00:00-07:00    0.993703
   2023-10-20 00:00:00-07:00    0.993703
   2023-10-21 00:00:00-07:00    0.993703
   2023-10-22 00:00:00-07:00    0.993703
   2023-10-23 00:00:00-07:00    0.993703
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998415
   2018-10-14 00:00:00-07:00    0.996830
   2018-10-15 00:00:00-07:00    0.995245
   2018-10-16 00:00:00-07:00    0.993660
                                  ...   
   2023-10-19 00:00:00-07:00    0.957698
   2023-10-20 00:00:00-07:00    0.957698
   2023-10-21 00:00:00-07:00    0.957698
   2023-10-22 00:00:00-07:00    0.957698
   2023-10-23 00:00:00-07:00    0.957698
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998099
   2018-10-14 00:00:00-07:00    0.996198
   2018-10-15 00:00:00-07:00    0.994297
   2018-10-16 00:00:00-07:00    0.992395
                                  ...   
   2023-10-19 00:00:00-07:00    0.945443
   2023-10-20 00:00:00-07:00    0.945443
   2023-10-21 00:00:00-07:00    0.945443
   2023-10-22 00:00:00-07:00    0.945443
   2023-10-23 00:00:00-07:00    0.945443
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998315
   2018-10-14 00:00:00-07:00    0.996630
   2018-10-15 00:00:00-07:00    0.994946
   2018-10-16 00:00:00-07:00    0.993261
                                  ...   
   2023-10-19 00:00:00-07:00    0.988624
   2023-10-20 00:00:00-07:00    0.988624
   2023-10-21 00:00:00-07:00    0.988624
   2023-10-22 00:00:00-07:00    0.988624
   2023-10-23 00:00:00-07:00    0.988624
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997790
   2018-10-14 00:00:00-07:00    0.995581
   2018-10-15 00:00:00-07:00    0.993371
   2018-10-16 00:00:00-07:00    0.991161
                                  ...   
   2023-10-19 00:00:00-07:00    0.965233
   2023-10-20 00:00:00-07:00    0.965233
   2023-10-21 00:00:00-07:00    0.965233
   2023-10-22 00:00:00-07:00    0.965233
   2023-10-23 00:00:00-07:00    0.965233
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997880
   2018-10-14 00:00:00-07:00    0.995761
   2018-10-15 00:00:00-07:00    0.993641
   2018-10-16 00:00:00-07:00    0.991522
                                  ...   
   2023-10-19 00:00:00-07:00    0.923053
   2023-10-20 00:00:00-07:00    0.923053
   2023-10-21 00:00:00-07:00    0.923053
   2023-10-22 00:00:00-07:00    0.923053
   2023-10-23 00:00:00-07:00    0.923053
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997949
   2018-10-14 00:00:00-07:00    0.995898
   2018-10-15 00:00:00-07:00    0.993846
   2018-10-16 00:00:00-07:00    0.991795
                                  ...   
   2023-10-19 00:00:00-07:00    0.920784
   2023-10-20 00:00:00-07:00    0.920784
   2023-10-21 00:00:00-07:00    0.920784
   2023-10-22 00:00:00-07:00    0.920784
   2023-10-23 00:00:00-07:00    0.920784
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999154
   2018-10-14 00:00:00-07:00    0.998309
   2018-10-15 00:00:00-07:00    0.997463
   2018-10-16 00:00:00-07:00    0.996618
                                  ...   
   2023-10-19 00:00:00-07:00    0.982717
   2023-10-20 00:00:00-07:00    0.982717
   2023-10-21 00:00:00-07:00    0.982717
   2023-10-22 00:00:00-07:00    0.982717
   2023-10-23 00:00:00-07:00    0.982717
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999539
   2018-10-14 00:00:00-07:00    0.999077
   2018-10-15 00:00:00-07:00    0.998616
   2018-10-16 00:00:00-07:00    0.998154
                                  ...   
   2023-10-19 00:00:00-07:00    0.926218
   2023-10-20 00:00:00-07:00    0.926218
   2023-10-21 00:00:00-07:00    0.926218
   2023-10-22 00:00:00-07:00    0.926218
   2023-10-23 00:00:00-07:00    0.926218
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997703
   2018-10-14 00:00:00-07:00    0.995407
   2018-10-15 00:00:00-07:00    0.993110
   2018-10-16 00:00:00-07:00    0.990813
                                  ...   
   2023-10-19 00:00:00-07:00    0.999163
   2023-10-20 00:00:00-07:00    0.999163
   2023-10-21 00:00:00-07:00    0.999163
   2023-10-22 00:00:00-07:00    0.999163
   2023-10-23 00:00:00-07:00    0.999163
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998040
   2018-10-14 00:00:00-07:00    0.996080
   2018-10-15 00:00:00-07:00    0.994121
   2018-10-16 00:00:00-07:00    0.992161
                                  ...   
   2023-10-19 00:00:00-07:00    0.993731
   2023-10-20 00:00:00-07:00    0.993731
   2023-10-21 00:00:00-07:00    0.993731
   2023-10-22 00:00:00-07:00    0.993731
   2023-10-23 00:00:00-07:00    0.993731
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998035
   2018-10-14 00:00:00-07:00    0.996069
   2018-10-15 00:00:00-07:00    0.994104
   2018-10-16 00:00:00-07:00    0.992139
                                  ...   
   2023-10-19 00:00:00-07:00    0.953989
   2023-10-20 00:00:00-07:00    0.953989
   2023-10-21 00:00:00-07:00    0.953989
   2023-10-22 00:00:00-07:00    0.953989
   2023-10-23 00:00:00-07:00    0.953989
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997624
   2018-10-14 00:00:00-07:00    0.995249
   2018-10-15 00:00:00-07:00    0.992873
   2018-10-16 00:00:00-07:00    0.990498
                                  ...   
   2023-10-19 00:00:00-07:00    0.951794
   2023-10-20 00:00:00-07:00    0.951794
   2023-10-21 00:00:00-07:00    0.951794
   2023-10-22 00:00:00-07:00    0.951794
   2023-10-23 00:00:00-07:00    0.951794
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999824
   2018-10-14 00:00:00-07:00    0.999647
   2018-10-15 00:00:00-07:00    0.999471
   2018-10-16 00:00:00-07:00    0.999295
                                  ...   
   2023-10-19 00:00:00-07:00    0.901064
   2023-10-20 00:00:00-07:00    0.901064
   2023-10-21 00:00:00-07:00    0.901064
   2023-10-22 00:00:00-07:00    0.901064
   2023-10-23 00:00:00-07:00    0.901064
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999309
   2018-10-14 00:00:00-07:00    0.998618
   2018-10-15 00:00:00-07:00    0.997926
   2018-10-16 00:00:00-07:00    0.997235
                                  ...   
   2023-10-19 00:00:00-07:00    0.987790
   2023-10-20 00:00:00-07:00    0.987790
   2023-10-21 00:00:00-07:00    0.987790
   2023-10-22 00:00:00-07:00    0.987790
   2023-10-23 00:00:00-07:00    0.987790
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998403
   2018-10-14 00:00:00-07:00    0.996806
   2018-10-15 00:00:00-07:00    0.995208
   2018-10-16 00:00:00-07:00    0.993611
                                  ...   
   2023-10-19 00:00:00-07:00    0.946881
   2023-10-20 00:00:00-07:00    0.946881
   2023-10-21 00:00:00-07:00    0.946881
   2023-10-22 00:00:00-07:00    0.946881
   2023-10-23 00:00:00-07:00    0.946881
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999687
   2018-10-14 00:00:00-07:00    0.999375
   2018-10-15 00:00:00-07:00    0.999062
   2018-10-16 00:00:00-07:00    0.998749
                                  ...   
   2023-10-19 00:00:00-07:00    0.997620
   2023-10-20 00:00:00-07:00    0.997620
   2023-10-21 00:00:00-07:00    0.997620
   2023-10-22 00:00:00-07:00    0.997620
   2023-10-23 00:00:00-07:00    0.997620
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999450
   2018-10-14 00:00:00-07:00    0.998900
   2018-10-15 00:00:00-07:00    0.998349
   2018-10-16 00:00:00-07:00    0.997799
                                  ...   
   2023-10-19 00:00:00-07:00    0.993914
   2023-10-20 00:00:00-07:00    0.993914
   2023-10-21 00:00:00-07:00    0.993914
   2023-10-22 00:00:00-07:00    0.993914
   2023-10-23 00:00:00-07:00    0.993914
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997544
   2018-10-14 00:00:00-07:00    0.995088
   2018-10-15 00:00:00-07:00    0.992632
   2018-10-16 00:00:00-07:00    0.990177
                                  ...   
   2023-10-19 00:00:00-07:00    0.913661
   2023-10-20 00:00:00-07:00    0.913661
   2023-10-21 00:00:00-07:00    0.913661
   2023-10-22 00:00:00-07:00    0.913661
   2023-10-23 00:00:00-07:00    0.913661
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999422
   2018-10-14 00:00:00-07:00    0.998845
   2018-10-15 00:00:00-07:00    0.998267
   2018-10-16 00:00:00-07:00    0.997689
                                  ...   
   2023-10-19 00:00:00-07:00    0.999555
   2023-10-20 00:00:00-07:00    0.999555
   2023-10-21 00:00:00-07:00    0.999555
   2023-10-22 00:00:00-07:00    0.999555
   2023-10-23 00:00:00-07:00    0.999555
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997621
   2018-10-14 00:00:00-07:00    0.995242
   2018-10-15 00:00:00-07:00    0.992863
   2018-10-16 00:00:00-07:00    0.990484
                                  ...   
   2023-10-19 00:00:00-07:00    0.956074
   2023-10-20 00:00:00-07:00    0.956074
   2023-10-21 00:00:00-07:00    0.956074
   2023-10-22 00:00:00-07:00    0.956074
   2023-10-23 00:00:00-07:00    0.956074
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999754
   2018-10-14 00:00:00-07:00    0.999508
   2018-10-15 00:00:00-07:00    0.999262
   2018-10-16 00:00:00-07:00    0.999016
                                  ...   
   2023-10-19 00:00:00-07:00    0.928726
   2023-10-20 00:00:00-07:00    0.928726
   2023-10-21 00:00:00-07:00    0.928726
   2023-10-22 00:00:00-07:00    0.928726
   2023-10-23 00:00:00-07:00    0.928726
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999638
   2018-10-14 00:00:00-07:00    0.999276
   2018-10-15 00:00:00-07:00    0.998915
   2018-10-16 00:00:00-07:00    0.998553
                                  ...   
   2023-10-19 00:00:00-07:00    0.999768
   2023-10-20 00:00:00-07:00    0.999768
   2023-10-21 00:00:00-07:00    0.999768
   2023-10-22 00:00:00-07:00    0.999768
   2023-10-23 00:00:00-07:00    0.999768
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997758
   2018-10-14 00:00:00-07:00    0.995516
   2018-10-15 00:00:00-07:00    0.993274
   2018-10-16 00:00:00-07:00    0.991031
                                  ...   
   2023-10-19 00:00:00-07:00    0.909984
   2023-10-20 00:00:00-07:00    0.909984
   2023-10-21 00:00:00-07:00    0.909984
   2023-10-22 00:00:00-07:00    0.909984
   2023-10-23 00:00:00-07:00    0.909984
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998752
   2018-10-14 00:00:00-07:00    0.997505
   2018-10-15 00:00:00-07:00    0.996257
   2018-10-16 00:00:00-07:00    0.995009
                                  ...   
   2023-10-19 00:00:00-07:00    0.981743
   2023-10-20 00:00:00-07:00    0.981743
   2023-10-21 00:00:00-07:00    0.981743
   2023-10-22 00:00:00-07:00    0.981743
   2023-10-23 00:00:00-07:00    0.981743
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998410
   2018-10-14 00:00:00-07:00    0.996819
   2018-10-15 00:00:00-07:00    0.995229
   2018-10-16 00:00:00-07:00    0.993639
                                  ...   
   2023-10-19 00:00:00-07:00    0.988363
   2023-10-20 00:00:00-07:00    0.988363
   2023-10-21 00:00:00-07:00    0.988363
   2023-10-22 00:00:00-07:00    0.988363
   2023-10-23 00:00:00-07:00    0.988363
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999604
   2018-10-14 00:00:00-07:00    0.999208
   2018-10-15 00:00:00-07:00    0.998812
   2018-10-16 00:00:00-07:00    0.998416
                                  ...   
   2023-10-19 00:00:00-07:00    0.976481
   2023-10-20 00:00:00-07:00    0.976481
   2023-10-21 00:00:00-07:00    0.976481
   2023-10-22 00:00:00-07:00    0.976481
   2023-10-23 00:00:00-07:00    0.976481
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999883
   2018-10-14 00:00:00-07:00    0.999766
   2018-10-15 00:00:00-07:00    0.999648
   2018-10-16 00:00:00-07:00    0.999531
                                  ...   
   2023-10-19 00:00:00-07:00    0.943804
   2023-10-20 00:00:00-07:00    0.943804
   2023-10-21 00:00:00-07:00    0.943804
   2023-10-22 00:00:00-07:00    0.943804
   2023-10-23 00:00:00-07:00    0.943804
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999394
   2018-10-14 00:00:00-07:00    0.998787
   2018-10-15 00:00:00-07:00    0.998181
   2018-10-16 00:00:00-07:00    0.997575
                                  ...   
   2023-10-19 00:00:00-07:00    0.952214
   2023-10-20 00:00:00-07:00    0.952214
   2023-10-21 00:00:00-07:00    0.952214
   2023-10-22 00:00:00-07:00    0.952214
   2023-10-23 00:00:00-07:00    0.952214
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997826
   2018-10-14 00:00:00-07:00    0.995653
   2018-10-15 00:00:00-07:00    0.993479
   2018-10-16 00:00:00-07:00    0.991305
                                  ...   
   2023-10-19 00:00:00-07:00    0.958001
   2023-10-20 00:00:00-07:00    0.958001
   2023-10-21 00:00:00-07:00    0.958001
   2023-10-22 00:00:00-07:00    0.958001
   2023-10-23 00:00:00-07:00    0.958001
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997817
   2018-10-14 00:00:00-07:00    0.995635
   2018-10-15 00:00:00-07:00    0.993452
   2018-10-16 00:00:00-07:00    0.991269
                                  ...   
   2023-10-19 00:00:00-07:00    0.940605
   2023-10-20 00:00:00-07:00    0.940605
   2023-10-21 00:00:00-07:00    0.940605
   2023-10-22 00:00:00-07:00    0.940605
   2023-10-23 00:00:00-07:00    0.940605
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998179
   2018-10-14 00:00:00-07:00    0.996358
   2018-10-15 00:00:00-07:00    0.994537
   2018-10-16 00:00:00-07:00    0.992716
                                  ...   
   2023-10-19 00:00:00-07:00    0.980619
   2023-10-20 00:00:00-07:00    0.980619
   2023-10-21 00:00:00-07:00    0.980619
   2023-10-22 00:00:00-07:00    0.980619
   2023-10-23 00:00:00-07:00    0.980619
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997630
   2018-10-14 00:00:00-07:00    0.995260
   2018-10-15 00:00:00-07:00    0.992891
   2018-10-16 00:00:00-07:00    0.990521
                                  ...   
   2023-10-19 00:00:00-07:00    0.988926
   2023-10-20 00:00:00-07:00    0.988926
   2023-10-21 00:00:00-07:00    0.988926
   2023-10-22 00:00:00-07:00    0.988926
   2023-10-23 00:00:00-07:00    0.988926
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997559
   2018-10-14 00:00:00-07:00    0.995117
   2018-10-15 00:00:00-07:00    0.992676
   2018-10-16 00:00:00-07:00    0.990234
                                  ...   
   2023-10-19 00:00:00-07:00    0.967488
   2023-10-20 00:00:00-07:00    0.967488
   2023-10-21 00:00:00-07:00    0.967488
   2023-10-22 00:00:00-07:00    0.967488
   2023-10-23 00:00:00-07:00    0.967488
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997604
   2018-10-14 00:00:00-07:00    0.995208
   2018-10-15 00:00:00-07:00    0.992812
   2018-10-16 00:00:00-07:00    0.990416
                                  ...   
   2023-10-19 00:00:00-07:00    0.962178
   2023-10-20 00:00:00-07:00    0.962178
   2023-10-21 00:00:00-07:00    0.962178
   2023-10-22 00:00:00-07:00    0.962178
   2023-10-23 00:00:00-07:00    0.962178
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999988
   2018-10-14 00:00:00-07:00    0.999976
   2018-10-15 00:00:00-07:00    0.999964
   2018-10-16 00:00:00-07:00    0.999952
                                  ...   
   2023-10-19 00:00:00-07:00    0.972486
   2023-10-20 00:00:00-07:00    0.972486
   2023-10-21 00:00:00-07:00    0.972486
   2023-10-22 00:00:00-07:00    0.972486
   2023-10-23 00:00:00-07:00    0.972486
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998259
   2018-10-14 00:00:00-07:00    0.996519
   2018-10-15 00:00:00-07:00    0.994778
   2018-10-16 00:00:00-07:00    0.993038
                                  ...   
   2023-10-19 00:00:00-07:00    0.984602
   2023-10-20 00:00:00-07:00    0.984602
   2023-10-21 00:00:00-07:00    0.984602
   2023-10-22 00:00:00-07:00    0.984602
   2023-10-23 00:00:00-07:00    0.984602
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998296
   2018-10-14 00:00:00-07:00    0.996593
   2018-10-15 00:00:00-07:00    0.994889
   2018-10-16 00:00:00-07:00    0.993185
                                  ...   
   2023-10-19 00:00:00-07:00    0.953129
   2023-10-20 00:00:00-07:00    0.953129
   2023-10-21 00:00:00-07:00    0.953129
   2023-10-22 00:00:00-07:00    0.953129
   2023-10-23 00:00:00-07:00    0.953129
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999001
   2018-10-14 00:00:00-07:00    0.998003
   2018-10-15 00:00:00-07:00    0.997004
   2018-10-16 00:00:00-07:00    0.996005
                                  ...   
   2023-10-19 00:00:00-07:00    0.988859
   2023-10-20 00:00:00-07:00    0.988859
   2023-10-21 00:00:00-07:00    0.988859
   2023-10-22 00:00:00-07:00    0.988859
   2023-10-23 00:00:00-07:00    0.988859
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998316
   2018-10-14 00:00:00-07:00    0.996632
   2018-10-15 00:00:00-07:00    0.994948
   2018-10-16 00:00:00-07:00    0.993263
                                  ...   
   2023-10-19 00:00:00-07:00    0.959051
   2023-10-20 00:00:00-07:00    0.959051
   2023-10-21 00:00:00-07:00    0.959051
   2023-10-22 00:00:00-07:00    0.959051
   2023-10-23 00:00:00-07:00    0.959051
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999173
   2018-10-14 00:00:00-07:00    0.998347
   2018-10-15 00:00:00-07:00    0.997520
   2018-10-16 00:00:00-07:00    0.996693
                                  ...   
   2023-10-19 00:00:00-07:00    0.974312
   2023-10-20 00:00:00-07:00    0.974312
   2023-10-21 00:00:00-07:00    0.974312
   2023-10-22 00:00:00-07:00    0.974312
   2023-10-23 00:00:00-07:00    0.974312
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999562
   2018-10-14 00:00:00-07:00    0.999124
   2018-10-15 00:00:00-07:00    0.998687
   2018-10-16 00:00:00-07:00    0.998249
                                  ...   
   2023-10-19 00:00:00-07:00    0.943556
   2023-10-20 00:00:00-07:00    0.943556
   2023-10-21 00:00:00-07:00    0.943556
   2023-10-22 00:00:00-07:00    0.943556
   2023-10-23 00:00:00-07:00    0.943556
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998198
   2018-10-14 00:00:00-07:00    0.996396
   2018-10-15 00:00:00-07:00    0.994594
   2018-10-16 00:00:00-07:00    0.992793
                                  ...   
   2023-10-19 00:00:00-07:00    0.996303
   2023-10-20 00:00:00-07:00    0.996303
   2023-10-21 00:00:00-07:00    0.996303
   2023-10-22 00:00:00-07:00    0.996303
   2023-10-23 00:00:00-07:00    0.996303
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998856
   2018-10-14 00:00:00-07:00    0.997712
   2018-10-15 00:00:00-07:00    0.996568
   2018-10-16 00:00:00-07:00    0.995424
                                  ...   
   2023-10-19 00:00:00-07:00    0.990113
   2023-10-20 00:00:00-07:00    0.990113
   2023-10-21 00:00:00-07:00    0.990113
   2023-10-22 00:00:00-07:00    0.990113
   2023-10-23 00:00:00-07:00    0.990113
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999167
   2018-10-14 00:00:00-07:00    0.998333
   2018-10-15 00:00:00-07:00    0.997500
   2018-10-16 00:00:00-07:00    0.996666
                                  ...   
   2023-10-19 00:00:00-07:00    0.939572
   2023-10-20 00:00:00-07:00    0.939572
   2023-10-21 00:00:00-07:00    0.939572
   2023-10-22 00:00:00-07:00    0.939572
   2023-10-23 00:00:00-07:00    0.939572
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998448
   2018-10-14 00:00:00-07:00    0.996895
   2018-10-15 00:00:00-07:00    0.995343
   2018-10-16 00:00:00-07:00    0.993791
                                  ...   
   2023-10-19 00:00:00-07:00    0.913392
   2023-10-20 00:00:00-07:00    0.913392
   2023-10-21 00:00:00-07:00    0.913392
   2023-10-22 00:00:00-07:00    0.913392
   2023-10-23 00:00:00-07:00    0.913392
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999901
   2018-10-14 00:00:00-07:00    0.999803
   2018-10-15 00:00:00-07:00    0.999704
   2018-10-16 00:00:00-07:00    0.999605
                                  ...   
   2023-10-19 00:00:00-07:00    0.929758
   2023-10-20 00:00:00-07:00    0.929758
   2023-10-21 00:00:00-07:00    0.929758
   2023-10-22 00:00:00-07:00    0.929758
   2023-10-23 00:00:00-07:00    0.929758
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997682
   2018-10-14 00:00:00-07:00    0.995363
   2018-10-15 00:00:00-07:00    0.993045
   2018-10-16 00:00:00-07:00    0.990726
                                  ...   
   2023-10-19 00:00:00-07:00    0.931473
   2023-10-20 00:00:00-07:00    0.931473
   2023-10-21 00:00:00-07:00    0.931473
   2023-10-22 00:00:00-07:00    0.931473
   2023-10-23 00:00:00-07:00    0.931473
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998894
   2018-10-14 00:00:00-07:00    0.997787
   2018-10-15 00:00:00-07:00    0.996681
   2018-10-16 00:00:00-07:00    0.995574
                                  ...   
   2023-10-19 00:00:00-07:00    0.961479
   2023-10-20 00:00:00-07:00    0.961479
   2023-10-21 00:00:00-07:00    0.961479
   2023-10-22 00:00:00-07:00    0.961479
   2023-10-23 00:00:00-07:00    0.961479
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998977
   2018-10-14 00:00:00-07:00    0.997954
   2018-10-15 00:00:00-07:00    0.996931
   2018-10-16 00:00:00-07:00    0.995908
                                  ...   
   2023-10-19 00:00:00-07:00    0.920589
   2023-10-20 00:00:00-07:00    0.920589
   2023-10-21 00:00:00-07:00    0.920589
   2023-10-22 00:00:00-07:00    0.920589
   2023-10-23 00:00:00-07:00    0.920589
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998498
   2018-10-14 00:00:00-07:00    0.996995
   2018-10-15 00:00:00-07:00    0.995493
   2018-10-16 00:00:00-07:00    0.993990
                                  ...   
   2023-10-19 00:00:00-07:00    0.939432
   2023-10-20 00:00:00-07:00    0.939432
   2023-10-21 00:00:00-07:00    0.939432
   2023-10-22 00:00:00-07:00    0.939432
   2023-10-23 00:00:00-07:00    0.939432
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998043
   2018-10-14 00:00:00-07:00    0.996086
   2018-10-15 00:00:00-07:00    0.994129
   2018-10-16 00:00:00-07:00    0.992172
                                  ...   
   2023-10-19 00:00:00-07:00    0.927524
   2023-10-20 00:00:00-07:00    0.927524
   2023-10-21 00:00:00-07:00    0.927524
   2023-10-22 00:00:00-07:00    0.927524
   2023-10-23 00:00:00-07:00    0.927524
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998201
   2018-10-14 00:00:00-07:00    0.996402
   2018-10-15 00:00:00-07:00    0.994603
   2018-10-16 00:00:00-07:00    0.992805
                                  ...   
   2023-10-19 00:00:00-07:00    0.992836
   2023-10-20 00:00:00-07:00    0.992836
   2023-10-21 00:00:00-07:00    0.992836
   2023-10-22 00:00:00-07:00    0.992836
   2023-10-23 00:00:00-07:00    0.992836
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999832
   2018-10-14 00:00:00-07:00    0.999663
   2018-10-15 00:00:00-07:00    0.999495
   2018-10-16 00:00:00-07:00    0.999326
                                  ...   
   2023-10-19 00:00:00-07:00    0.957016
   2023-10-20 00:00:00-07:00    0.957016
   2023-10-21 00:00:00-07:00    0.957016
   2023-10-22 00:00:00-07:00    0.957016
   2023-10-23 00:00:00-07:00    0.957016
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998811
   2018-10-14 00:00:00-07:00    0.997621
   2018-10-15 00:00:00-07:00    0.996432
   2018-10-16 00:00:00-07:00    0.995242
                                  ...   
   2023-10-19 00:00:00-07:00    0.988349
   2023-10-20 00:00:00-07:00    0.988349
   2023-10-21 00:00:00-07:00    0.988349
   2023-10-22 00:00:00-07:00    0.988349
   2023-10-23 00:00:00-07:00    0.988349
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998823
   2018-10-14 00:00:00-07:00    0.997646
   2018-10-15 00:00:00-07:00    0.996469
   2018-10-16 00:00:00-07:00    0.995292
                                  ...   
   2023-10-19 00:00:00-07:00    0.937940
   2023-10-20 00:00:00-07:00    0.937940
   2023-10-21 00:00:00-07:00    0.937940
   2023-10-22 00:00:00-07:00    0.937940
   2023-10-23 00:00:00-07:00    0.937940
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998140
   2018-10-14 00:00:00-07:00    0.996281
   2018-10-15 00:00:00-07:00    0.994421
   2018-10-16 00:00:00-07:00    0.992562
                                  ...   
   2023-10-19 00:00:00-07:00    0.951826
   2023-10-20 00:00:00-07:00    0.951826
   2023-10-21 00:00:00-07:00    0.951826
   2023-10-22 00:00:00-07:00    0.951826
   2023-10-23 00:00:00-07:00    0.951826
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998985
   2018-10-14 00:00:00-07:00    0.997971
   2018-10-15 00:00:00-07:00    0.996956
   2018-10-16 00:00:00-07:00    0.995941
                                  ...   
   2023-10-19 00:00:00-07:00    0.971257
   2023-10-20 00:00:00-07:00    0.971257
   2023-10-21 00:00:00-07:00    0.971257
   2023-10-22 00:00:00-07:00    0.971257
   2023-10-23 00:00:00-07:00    0.971257
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999768
   2018-10-14 00:00:00-07:00    0.999536
   2018-10-15 00:00:00-07:00    0.999304
   2018-10-16 00:00:00-07:00    0.999072
                                  ...   
   2023-10-19 00:00:00-07:00    0.936063
   2023-10-20 00:00:00-07:00    0.936063
   2023-10-21 00:00:00-07:00    0.936063
   2023-10-22 00:00:00-07:00    0.936063
   2023-10-23 00:00:00-07:00    0.936063
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998697
   2018-10-14 00:00:00-07:00    0.997394
   2018-10-15 00:00:00-07:00    0.996090
   2018-10-16 00:00:00-07:00    0.994787
                                  ...   
   2023-10-19 00:00:00-07:00    0.902257
   2023-10-20 00:00:00-07:00    0.902257
   2023-10-21 00:00:00-07:00    0.902257
   2023-10-22 00:00:00-07:00    0.902257
   2023-10-23 00:00:00-07:00    0.902257
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999585
   2018-10-14 00:00:00-07:00    0.999169
   2018-10-15 00:00:00-07:00    0.998754
   2018-10-16 00:00:00-07:00    0.998339
                                  ...   
   2023-10-19 00:00:00-07:00    0.968302
   2023-10-20 00:00:00-07:00    0.968302
   2023-10-21 00:00:00-07:00    0.968302
   2023-10-22 00:00:00-07:00    0.968302
   2023-10-23 00:00:00-07:00    0.968302
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997582
   2018-10-14 00:00:00-07:00    0.995164
   2018-10-15 00:00:00-07:00    0.992746
   2018-10-16 00:00:00-07:00    0.990328
                                  ...   
   2023-10-19 00:00:00-07:00    0.968354
   2023-10-20 00:00:00-07:00    0.968354
   2023-10-21 00:00:00-07:00    0.968354
   2023-10-22 00:00:00-07:00    0.968354
   2023-10-23 00:00:00-07:00    0.968354
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999089
   2018-10-14 00:00:00-07:00    0.998179
   2018-10-15 00:00:00-07:00    0.997268
   2018-10-16 00:00:00-07:00    0.996357
                                  ...   
   2023-10-19 00:00:00-07:00    0.959235
   2023-10-20 00:00:00-07:00    0.959235
   2023-10-21 00:00:00-07:00    0.959235
   2023-10-22 00:00:00-07:00    0.959235
   2023-10-23 00:00:00-07:00    0.959235
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998315
   2018-10-14 00:00:00-07:00    0.996630
   2018-10-15 00:00:00-07:00    0.994945
   2018-10-16 00:00:00-07:00    0.993260
                                  ...   
   2023-10-19 00:00:00-07:00    0.982469
   2023-10-20 00:00:00-07:00    0.982469
   2023-10-21 00:00:00-07:00    0.982469
   2023-10-22 00:00:00-07:00    0.982469
   2023-10-23 00:00:00-07:00    0.982469
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999043
   2018-10-14 00:00:00-07:00    0.998086
   2018-10-15 00:00:00-07:00    0.997129
   2018-10-16 00:00:00-07:00    0.996172
                                  ...   
   2023-10-19 00:00:00-07:00    0.992482
   2023-10-20 00:00:00-07:00    0.992482
   2023-10-21 00:00:00-07:00    0.992482
   2023-10-22 00:00:00-07:00    0.992482
   2023-10-23 00:00:00-07:00    0.992482
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999038
   2018-10-14 00:00:00-07:00    0.998075
   2018-10-15 00:00:00-07:00    0.997113
   2018-10-16 00:00:00-07:00    0.996150
                                  ...   
   2023-10-19 00:00:00-07:00    0.965592
   2023-10-20 00:00:00-07:00    0.965592
   2023-10-21 00:00:00-07:00    0.965592
   2023-10-22 00:00:00-07:00    0.965592
   2023-10-23 00:00:00-07:00    0.965592
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999208
   2018-10-14 00:00:00-07:00    0.998415
   2018-10-15 00:00:00-07:00    0.997623
   2018-10-16 00:00:00-07:00    0.996830
                                  ...   
   2023-10-19 00:00:00-07:00    0.916396
   2023-10-20 00:00:00-07:00    0.916396
   2023-10-21 00:00:00-07:00    0.916396
   2023-10-22 00:00:00-07:00    0.916396
   2023-10-23 00:00:00-07:00    0.916396
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999662
   2018-10-14 00:00:00-07:00    0.999325
   2018-10-15 00:00:00-07:00    0.998987
   2018-10-16 00:00:00-07:00    0.998649
                                  ...   
   2023-10-19 00:00:00-07:00    0.932642
   2023-10-20 00:00:00-07:00    0.932642
   2023-10-21 00:00:00-07:00    0.932642
   2023-10-22 00:00:00-07:00    0.932642
   2023-10-23 00:00:00-07:00    0.932642
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998797
   2018-10-14 00:00:00-07:00    0.997594
   2018-10-15 00:00:00-07:00    0.996390
   2018-10-16 00:00:00-07:00    0.995187
                                  ...   
   2023-10-19 00:00:00-07:00    0.940682
   2023-10-20 00:00:00-07:00    0.940682
   2023-10-21 00:00:00-07:00    0.940682
   2023-10-22 00:00:00-07:00    0.940682
   2023-10-23 00:00:00-07:00    0.940682
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998444
   2018-10-14 00:00:00-07:00    0.996889
   2018-10-15 00:00:00-07:00    0.995333
   2018-10-16 00:00:00-07:00    0.993777
                                  ...   
   2023-10-19 00:00:00-07:00    0.931053
   2023-10-20 00:00:00-07:00    0.931053
   2023-10-21 00:00:00-07:00    0.931053
   2023-10-22 00:00:00-07:00    0.931053
   2023-10-23 00:00:00-07:00    0.931053
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999667
   2018-10-14 00:00:00-07:00    0.999334
   2018-10-15 00:00:00-07:00    0.999002
   2018-10-16 00:00:00-07:00    0.998669
                                  ...   
   2023-10-19 00:00:00-07:00    0.990184
   2023-10-20 00:00:00-07:00    0.990184
   2023-10-21 00:00:00-07:00    0.990184
   2023-10-22 00:00:00-07:00    0.990184
   2023-10-23 00:00:00-07:00    0.990184
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998770
   2018-10-14 00:00:00-07:00    0.997540
   2018-10-15 00:00:00-07:00    0.996310
   2018-10-16 00:00:00-07:00    0.995081
                                  ...   
   2023-10-19 00:00:00-07:00    0.964971
   2023-10-20 00:00:00-07:00    0.964971
   2023-10-21 00:00:00-07:00    0.964971
   2023-10-22 00:00:00-07:00    0.964971
   2023-10-23 00:00:00-07:00    0.964971
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999053
   2018-10-14 00:00:00-07:00    0.998106
   2018-10-15 00:00:00-07:00    0.997159
   2018-10-16 00:00:00-07:00    0.996213
                                  ...   
   2023-10-19 00:00:00-07:00    0.999388
   2023-10-20 00:00:00-07:00    0.999388
   2023-10-21 00:00:00-07:00    0.999388
   2023-10-22 00:00:00-07:00    0.999388
   2023-10-23 00:00:00-07:00    0.999388
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998894
   2018-10-14 00:00:00-07:00    0.997789
   2018-10-15 00:00:00-07:00    0.996683
   2018-10-16 00:00:00-07:00    0.995577
                                  ...   
   2023-10-19 00:00:00-07:00    0.940647
   2023-10-20 00:00:00-07:00    0.940647
   2023-10-21 00:00:00-07:00    0.940647
   2023-10-22 00:00:00-07:00    0.940647
   2023-10-23 00:00:00-07:00    0.940647
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998115
   2018-10-14 00:00:00-07:00    0.996230
   2018-10-15 00:00:00-07:00    0.994345
   2018-10-16 00:00:00-07:00    0.992460
                                  ...   
   2023-10-19 00:00:00-07:00    0.963794
   2023-10-20 00:00:00-07:00    0.963794
   2023-10-21 00:00:00-07:00    0.963794
   2023-10-22 00:00:00-07:00    0.963794
   2023-10-23 00:00:00-07:00    0.963794
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997664
   2018-10-14 00:00:00-07:00    0.995327
   2018-10-15 00:00:00-07:00    0.992991
   2018-10-16 00:00:00-07:00    0.990655
                                  ...   
   2023-10-19 00:00:00-07:00    0.961876
   2023-10-20 00:00:00-07:00    0.961876
   2023-10-21 00:00:00-07:00    0.961876
   2023-10-22 00:00:00-07:00    0.961876
   2023-10-23 00:00:00-07:00    0.961876
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998165
   2018-10-14 00:00:00-07:00    0.996330
   2018-10-15 00:00:00-07:00    0.994495
   2018-10-16 00:00:00-07:00    0.992659
                                  ...   
   2023-10-19 00:00:00-07:00    0.998505
   2023-10-20 00:00:00-07:00    0.998505
   2023-10-21 00:00:00-07:00    0.998505
   2023-10-22 00:00:00-07:00    0.998505
   2023-10-23 00:00:00-07:00    0.998505
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999387
   2018-10-14 00:00:00-07:00    0.998773
   2018-10-15 00:00:00-07:00    0.998160
   2018-10-16 00:00:00-07:00    0.997547
                                  ...   
   2023-10-19 00:00:00-07:00    0.991827
   2023-10-20 00:00:00-07:00    0.991827
   2023-10-21 00:00:00-07:00    0.991827
   2023-10-22 00:00:00-07:00    0.991827
   2023-10-23 00:00:00-07:00    0.991827
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999210
   2018-10-14 00:00:00-07:00    0.998421
   2018-10-15 00:00:00-07:00    0.997631
   2018-10-16 00:00:00-07:00    0.996841
                                  ...   
   2023-10-19 00:00:00-07:00    0.960762
   2023-10-20 00:00:00-07:00    0.960762
   2023-10-21 00:00:00-07:00    0.960762
   2023-10-22 00:00:00-07:00    0.960762
   2023-10-23 00:00:00-07:00    0.960762
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998645
   2018-10-14 00:00:00-07:00    0.997290
   2018-10-15 00:00:00-07:00    0.995935
   2018-10-16 00:00:00-07:00    0.994580
                                  ...   
   2023-10-19 00:00:00-07:00    0.983403
   2023-10-20 00:00:00-07:00    0.983403
   2023-10-21 00:00:00-07:00    0.983403
   2023-10-22 00:00:00-07:00    0.983403
   2023-10-23 00:00:00-07:00    0.983403
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999974
   2018-10-14 00:00:00-07:00    0.999948
   2018-10-15 00:00:00-07:00    0.999923
   2018-10-16 00:00:00-07:00    0.999897
                                  ...   
   2023-10-19 00:00:00-07:00    0.914861
   2023-10-20 00:00:00-07:00    0.914861
   2023-10-21 00:00:00-07:00    0.914861
   2023-10-22 00:00:00-07:00    0.914861
   2023-10-23 00:00:00-07:00    0.914861
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998253
   2018-10-14 00:00:00-07:00    0.996506
   2018-10-15 00:00:00-07:00    0.994759
   2018-10-16 00:00:00-07:00    0.993012
                                  ...   
   2023-10-19 00:00:00-07:00    0.964493
   2023-10-20 00:00:00-07:00    0.964493
   2023-10-21 00:00:00-07:00    0.964493
   2023-10-22 00:00:00-07:00    0.964493
   2023-10-23 00:00:00-07:00    0.964493
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998003
   2018-10-14 00:00:00-07:00    0.996006
   2018-10-15 00:00:00-07:00    0.994009
   2018-10-16 00:00:00-07:00    0.992012
                                  ...   
   2023-10-19 00:00:00-07:00    0.997767
   2023-10-20 00:00:00-07:00    0.997767
   2023-10-21 00:00:00-07:00    0.997767
   2023-10-22 00:00:00-07:00    0.997767
   2023-10-23 00:00:00-07:00    0.997767
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999535
   2018-10-14 00:00:00-07:00    0.999070
   2018-10-15 00:00:00-07:00    0.998605
   2018-10-16 00:00:00-07:00    0.998140
                                  ...   
   2023-10-19 00:00:00-07:00    0.995304
   2023-10-20 00:00:00-07:00    0.995304
   2023-10-21 00:00:00-07:00    0.995304
   2023-10-22 00:00:00-07:00    0.995304
   2023-10-23 00:00:00-07:00    0.995304
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998385
   2018-10-14 00:00:00-07:00    0.996769
   2018-10-15 00:00:00-07:00    0.995154
   2018-10-16 00:00:00-07:00    0.993539
                                  ...   
   2023-10-19 00:00:00-07:00    0.988055
   2023-10-20 00:00:00-07:00    0.988055
   2023-10-21 00:00:00-07:00    0.988055
   2023-10-22 00:00:00-07:00    0.988055
   2023-10-23 00:00:00-07:00    0.988055
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999264
   2018-10-14 00:00:00-07:00    0.998528
   2018-10-15 00:00:00-07:00    0.997792
   2018-10-16 00:00:00-07:00    0.997056
                                  ...   
   2023-10-19 00:00:00-07:00    0.978420
   2023-10-20 00:00:00-07:00    0.978420
   2023-10-21 00:00:00-07:00    0.978420
   2023-10-22 00:00:00-07:00    0.978420
   2023-10-23 00:00:00-07:00    0.978420
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999440
   2018-10-14 00:00:00-07:00    0.998880
   2018-10-15 00:00:00-07:00    0.998320
   2018-10-16 00:00:00-07:00    0.997759
                                  ...   
   2023-10-19 00:00:00-07:00    0.974217
   2023-10-20 00:00:00-07:00    0.974217
   2023-10-21 00:00:00-07:00    0.974217
   2023-10-22 00:00:00-07:00    0.974217
   2023-10-23 00:00:00-07:00    0.974217
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998506
   2018-10-14 00:00:00-07:00    0.997013
   2018-10-15 00:00:00-07:00    0.995519
   2018-10-16 00:00:00-07:00    0.994026
                                  ...   
   2023-10-19 00:00:00-07:00    0.955427
   2023-10-20 00:00:00-07:00    0.955427
   2023-10-21 00:00:00-07:00    0.955427
   2023-10-22 00:00:00-07:00    0.955427
   2023-10-23 00:00:00-07:00    0.955427
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999475
   2018-10-14 00:00:00-07:00    0.998949
   2018-10-15 00:00:00-07:00    0.998424
   2018-10-16 00:00:00-07:00    0.997898
                                  ...   
   2023-10-19 00:00:00-07:00    0.931175
   2023-10-20 00:00:00-07:00    0.931175
   2023-10-21 00:00:00-07:00    0.931175
   2023-10-22 00:00:00-07:00    0.931175
   2023-10-23 00:00:00-07:00    0.931175
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999717
   2018-10-14 00:00:00-07:00    0.999435
   2018-10-15 00:00:00-07:00    0.999152
   2018-10-16 00:00:00-07:00    0.998870
                                  ...   
   2023-10-19 00:00:00-07:00    0.987913
   2023-10-20 00:00:00-07:00    0.987913
   2023-10-21 00:00:00-07:00    0.987913
   2023-10-22 00:00:00-07:00    0.987913
   2023-10-23 00:00:00-07:00    0.987913
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998952
   2018-10-14 00:00:00-07:00    0.997905
   2018-10-15 00:00:00-07:00    0.996857
   2018-10-16 00:00:00-07:00    0.995809
                                  ...   
   2023-10-19 00:00:00-07:00    0.930777
   2023-10-20 00:00:00-07:00    0.930777
   2023-10-21 00:00:00-07:00    0.930777
   2023-10-22 00:00:00-07:00    0.930777
   2023-10-23 00:00:00-07:00    0.930777
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997703
   2018-10-14 00:00:00-07:00    0.995406
   2018-10-15 00:00:00-07:00    0.993108
   2018-10-16 00:00:00-07:00    0.990811
                                  ...   
   2023-10-19 00:00:00-07:00    0.999675
   2023-10-20 00:00:00-07:00    0.999675
   2023-10-21 00:00:00-07:00    0.999675
   2023-10-22 00:00:00-07:00    0.999675
   2023-10-23 00:00:00-07:00    0.999675
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999737
   2018-10-14 00:00:00-07:00    0.999473
   2018-10-15 00:00:00-07:00    0.999210
   2018-10-16 00:00:00-07:00    0.998947
                                  ...   
   2023-10-19 00:00:00-07:00    0.958236
   2023-10-20 00:00:00-07:00    0.958236
   2023-10-21 00:00:00-07:00    0.958236
   2023-10-22 00:00:00-07:00    0.958236
   2023-10-23 00:00:00-07:00    0.958236
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998000
   2018-10-14 00:00:00-07:00    0.996000
   2018-10-15 00:00:00-07:00    0.994000
   2018-10-16 00:00:00-07:00    0.992001
                                  ...   
   2023-10-19 00:00:00-07:00    0.947551
   2023-10-20 00:00:00-07:00    0.947551
   2023-10-21 00:00:00-07:00    0.947551
   2023-10-22 00:00:00-07:00    0.947551
   2023-10-23 00:00:00-07:00    0.947551
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998772
   2018-10-14 00:00:00-07:00    0.997543
   2018-10-15 00:00:00-07:00    0.996315
   2018-10-16 00:00:00-07:00    0.995087
                                  ...   
   2023-10-19 00:00:00-07:00    0.962698
   2023-10-20 00:00:00-07:00    0.962698
   2023-10-21 00:00:00-07:00    0.962698
   2023-10-22 00:00:00-07:00    0.962698
   2023-10-23 00:00:00-07:00    0.962698
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998811
   2018-10-14 00:00:00-07:00    0.997623
   2018-10-15 00:00:00-07:00    0.996434
   2018-10-16 00:00:00-07:00    0.995245
                                  ...   
   2023-10-19 00:00:00-07:00    0.931132
   2023-10-20 00:00:00-07:00    0.931132
   2023-10-21 00:00:00-07:00    0.931132
   2023-10-22 00:00:00-07:00    0.931132
   2023-10-23 00:00:00-07:00    0.931132
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998248
   2018-10-14 00:00:00-07:00    0.996495
   2018-10-15 00:00:00-07:00    0.994743
   2018-10-16 00:00:00-07:00    0.992990
                                  ...   
   2023-10-19 00:00:00-07:00    0.990661
   2023-10-20 00:00:00-07:00    0.990661
   2023-10-21 00:00:00-07:00    0.990661
   2023-10-22 00:00:00-07:00    0.990661
   2023-10-23 00:00:00-07:00    0.990661
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998890
   2018-10-14 00:00:00-07:00    0.997780
   2018-10-15 00:00:00-07:00    0.996669
   2018-10-16 00:00:00-07:00    0.995559
                                  ...   
   2023-10-19 00:00:00-07:00    0.917371
   2023-10-20 00:00:00-07:00    0.917371
   2023-10-21 00:00:00-07:00    0.917371
   2023-10-22 00:00:00-07:00    0.917371
   2023-10-23 00:00:00-07:00    0.917371
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998449
   2018-10-14 00:00:00-07:00    0.996898
   2018-10-15 00:00:00-07:00    0.995347
   2018-10-16 00:00:00-07:00    0.993796
                                  ...   
   2023-10-19 00:00:00-07:00    0.966140
   2023-10-20 00:00:00-07:00    0.966140
   2023-10-21 00:00:00-07:00    0.966140
   2023-10-22 00:00:00-07:00    0.966140
   2023-10-23 00:00:00-07:00    0.966140
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998355
   2018-10-14 00:00:00-07:00    0.996710
   2018-10-15 00:00:00-07:00    0.995066
   2018-10-16 00:00:00-07:00    0.993421
                                  ...   
   2023-10-19 00:00:00-07:00    0.953219
   2023-10-20 00:00:00-07:00    0.953219
   2023-10-21 00:00:00-07:00    0.953219
   2023-10-22 00:00:00-07:00    0.953219
   2023-10-23 00:00:00-07:00    0.953219
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999668
   2018-10-14 00:00:00-07:00    0.999336
   2018-10-15 00:00:00-07:00    0.999005
   2018-10-16 00:00:00-07:00    0.998673
                                  ...   
   2023-10-19 00:00:00-07:00    0.939161
   2023-10-20 00:00:00-07:00    0.939161
   2023-10-21 00:00:00-07:00    0.939161
   2023-10-22 00:00:00-07:00    0.939161
   2023-10-23 00:00:00-07:00    0.939161
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998513
   2018-10-14 00:00:00-07:00    0.997026
   2018-10-15 00:00:00-07:00    0.995540
   2018-10-16 00:00:00-07:00    0.994053
                                  ...   
   2023-10-19 00:00:00-07:00    0.986915
   2023-10-20 00:00:00-07:00    0.986915
   2023-10-21 00:00:00-07:00    0.986915
   2023-10-22 00:00:00-07:00    0.986915
   2023-10-23 00:00:00-07:00    0.986915
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999669
   2018-10-14 00:00:00-07:00    0.999338
   2018-10-15 00:00:00-07:00    0.999007
   2018-10-16 00:00:00-07:00    0.998676
                                  ...   
   2023-10-19 00:00:00-07:00    0.933986
   2023-10-20 00:00:00-07:00    0.933986
   2023-10-21 00:00:00-07:00    0.933986
   2023-10-22 00:00:00-07:00    0.933986
   2023-10-23 00:00:00-07:00    0.933986
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998165
   2018-10-14 00:00:00-07:00    0.996330
   2018-10-15 00:00:00-07:00    0.994495
   2018-10-16 00:00:00-07:00    0.992661
                                  ...   
   2023-10-19 00:00:00-07:00    0.948832
   2023-10-20 00:00:00-07:00    0.948832
   2023-10-21 00:00:00-07:00    0.948832
   2023-10-22 00:00:00-07:00    0.948832
   2023-10-23 00:00:00-07:00    0.948832
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997963
   2018-10-14 00:00:00-07:00    0.995927
   2018-10-15 00:00:00-07:00    0.993890
   2018-10-16 00:00:00-07:00    0.991853
                                  ...   
   2023-10-19 00:00:00-07:00    0.961669
   2023-10-20 00:00:00-07:00    0.961669
   2023-10-21 00:00:00-07:00    0.961669
   2023-10-22 00:00:00-07:00    0.961669
   2023-10-23 00:00:00-07:00    0.961669
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998219
   2018-10-14 00:00:00-07:00    0.996439
   2018-10-15 00:00:00-07:00    0.994658
   2018-10-16 00:00:00-07:00    0.992877
                                  ...   
   2023-10-19 00:00:00-07:00    0.994142
   2023-10-20 00:00:00-07:00    0.994142
   2023-10-21 00:00:00-07:00    0.994142
   2023-10-22 00:00:00-07:00    0.994142
   2023-10-23 00:00:00-07:00    0.994142
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999843
   2018-10-14 00:00:00-07:00    0.999685
   2018-10-15 00:00:00-07:00    0.999528
   2018-10-16 00:00:00-07:00    0.999370
                                  ...   
   2023-10-19 00:00:00-07:00    0.981780
   2023-10-20 00:00:00-07:00    0.981780
   2023-10-21 00:00:00-07:00    0.981780
   2023-10-22 00:00:00-07:00    0.981780
   2023-10-23 00:00:00-07:00    0.981780
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997942
   2018-10-14 00:00:00-07:00    0.995884
   2018-10-15 00:00:00-07:00    0.993827
   2018-10-16 00:00:00-07:00    0.991769
                                  ...   
   2023-10-19 00:00:00-07:00    0.919645
   2023-10-20 00:00:00-07:00    0.919645
   2023-10-21 00:00:00-07:00    0.919645
   2023-10-22 00:00:00-07:00    0.919645
   2023-10-23 00:00:00-07:00    0.919645
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999960
   2018-10-14 00:00:00-07:00    0.999921
   2018-10-15 00:00:00-07:00    0.999881
   2018-10-16 00:00:00-07:00    0.999841
                                  ...   
   2023-10-19 00:00:00-07:00    0.980289
   2023-10-20 00:00:00-07:00    0.980289
   2023-10-21 00:00:00-07:00    0.980289
   2023-10-22 00:00:00-07:00    0.980289
   2023-10-23 00:00:00-07:00    0.980289
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999982
   2018-10-14 00:00:00-07:00    0.999965
   2018-10-15 00:00:00-07:00    0.999947
   2018-10-16 00:00:00-07:00    0.999929
                                  ...   
   2023-10-19 00:00:00-07:00    0.951849
   2023-10-20 00:00:00-07:00    0.951849
   2023-10-21 00:00:00-07:00    0.951849
   2023-10-22 00:00:00-07:00    0.951849
   2023-10-23 00:00:00-07:00    0.951849
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997879
   2018-10-14 00:00:00-07:00    0.995758
   2018-10-15 00:00:00-07:00    0.993637
   2018-10-16 00:00:00-07:00    0.991515
                                  ...   
   2023-10-19 00:00:00-07:00    0.935468
   2023-10-20 00:00:00-07:00    0.935468
   2023-10-21 00:00:00-07:00    0.935468
   2023-10-22 00:00:00-07:00    0.935468
   2023-10-23 00:00:00-07:00    0.935468
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999362
   2018-10-14 00:00:00-07:00    0.998724
   2018-10-15 00:00:00-07:00    0.998086
   2018-10-16 00:00:00-07:00    0.997448
                                  ...   
   2023-10-19 00:00:00-07:00    0.951038
   2023-10-20 00:00:00-07:00    0.951038
   2023-10-21 00:00:00-07:00    0.951038
   2023-10-22 00:00:00-07:00    0.951038
   2023-10-23 00:00:00-07:00    0.951038
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998981
   2018-10-14 00:00:00-07:00    0.997962
   2018-10-15 00:00:00-07:00    0.996943
   2018-10-16 00:00:00-07:00    0.995924
                                  ...   
   2023-10-19 00:00:00-07:00    0.999712
   2023-10-20 00:00:00-07:00    0.999712
   2023-10-21 00:00:00-07:00    0.999712
   2023-10-22 00:00:00-07:00    0.999712
   2023-10-23 00:00:00-07:00    0.999712
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999264
   2018-10-14 00:00:00-07:00    0.998528
   2018-10-15 00:00:00-07:00    0.997791
   2018-10-16 00:00:00-07:00    0.997055
                                  ...   
   2023-10-19 00:00:00-07:00    0.907229
   2023-10-20 00:00:00-07:00    0.907229
   2023-10-21 00:00:00-07:00    0.907229
   2023-10-22 00:00:00-07:00    0.907229
   2023-10-23 00:00:00-07:00    0.907229
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998907
   2018-10-14 00:00:00-07:00    0.997814
   2018-10-15 00:00:00-07:00    0.996720
   2018-10-16 00:00:00-07:00    0.995627
                                  ...   
   2023-10-19 00:00:00-07:00    0.951592
   2023-10-20 00:00:00-07:00    0.951592
   2023-10-21 00:00:00-07:00    0.951592
   2023-10-22 00:00:00-07:00    0.951592
   2023-10-23 00:00:00-07:00    0.951592
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999249
   2018-10-14 00:00:00-07:00    0.998497
   2018-10-15 00:00:00-07:00    0.997746
   2018-10-16 00:00:00-07:00    0.996994
                                  ...   
   2023-10-19 00:00:00-07:00    0.956068
   2023-10-20 00:00:00-07:00    0.956068
   2023-10-21 00:00:00-07:00    0.956068
   2023-10-22 00:00:00-07:00    0.956068
   2023-10-23 00:00:00-07:00    0.956068
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999357
   2018-10-14 00:00:00-07:00    0.998714
   2018-10-15 00:00:00-07:00    0.998071
   2018-10-16 00:00:00-07:00    0.997428
                                  ...   
   2023-10-19 00:00:00-07:00    0.991595
   2023-10-20 00:00:00-07:00    0.991595
   2023-10-21 00:00:00-07:00    0.991595
   2023-10-22 00:00:00-07:00    0.991595
   2023-10-23 00:00:00-07:00    0.991595
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999692
   2018-10-14 00:00:00-07:00    0.999383
   2018-10-15 00:00:00-07:00    0.999075
   2018-10-16 00:00:00-07:00    0.998767
                                  ...   
   2023-10-19 00:00:00-07:00    0.969122
   2023-10-20 00:00:00-07:00    0.969122
   2023-10-21 00:00:00-07:00    0.969122
   2023-10-22 00:00:00-07:00    0.969122
   2023-10-23 00:00:00-07:00    0.969122
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999049
   2018-10-14 00:00:00-07:00    0.998098
   2018-10-15 00:00:00-07:00    0.997147
   2018-10-16 00:00:00-07:00    0.996196
                                  ...   
   2023-10-19 00:00:00-07:00    0.919578
   2023-10-20 00:00:00-07:00    0.919578
   2023-10-21 00:00:00-07:00    0.919578
   2023-10-22 00:00:00-07:00    0.919578
   2023-10-23 00:00:00-07:00    0.919578
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998766
   2018-10-14 00:00:00-07:00    0.997532
   2018-10-15 00:00:00-07:00    0.996298
   2018-10-16 00:00:00-07:00    0.995063
                                  ...   
   2023-10-19 00:00:00-07:00    0.936823
   2023-10-20 00:00:00-07:00    0.936823
   2023-10-21 00:00:00-07:00    0.936823
   2023-10-22 00:00:00-07:00    0.936823
   2023-10-23 00:00:00-07:00    0.936823
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997883
   2018-10-14 00:00:00-07:00    0.995766
   2018-10-15 00:00:00-07:00    0.993650
   2018-10-16 00:00:00-07:00    0.991533
                                  ...   
   2023-10-19 00:00:00-07:00    0.934890
   2023-10-20 00:00:00-07:00    0.934890
   2023-10-21 00:00:00-07:00    0.934890
   2023-10-22 00:00:00-07:00    0.934890
   2023-10-23 00:00:00-07:00    0.934890
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998339
   2018-10-14 00:00:00-07:00    0.996678
   2018-10-15 00:00:00-07:00    0.995016
   2018-10-16 00:00:00-07:00    0.993355
                                  ...   
   2023-10-19 00:00:00-07:00    0.984351
   2023-10-20 00:00:00-07:00    0.984351
   2023-10-21 00:00:00-07:00    0.984351
   2023-10-22 00:00:00-07:00    0.984351
   2023-10-23 00:00:00-07:00    0.984351
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999845
   2018-10-14 00:00:00-07:00    0.999689
   2018-10-15 00:00:00-07:00    0.999534
   2018-10-16 00:00:00-07:00    0.999378
                                  ...   
   2023-10-19 00:00:00-07:00    0.982507
   2023-10-20 00:00:00-07:00    0.982507
   2023-10-21 00:00:00-07:00    0.982507
   2023-10-22 00:00:00-07:00    0.982507
   2023-10-23 00:00:00-07:00    0.982507
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998200
   2018-10-14 00:00:00-07:00    0.996399
   2018-10-15 00:00:00-07:00    0.994599
   2018-10-16 00:00:00-07:00    0.992799
                                  ...   
   2023-10-19 00:00:00-07:00    0.923352
   2023-10-20 00:00:00-07:00    0.923352
   2023-10-21 00:00:00-07:00    0.923352
   2023-10-22 00:00:00-07:00    0.923352
   2023-10-23 00:00:00-07:00    0.923352
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999782
   2018-10-14 00:00:00-07:00    0.999564
   2018-10-15 00:00:00-07:00    0.999346
   2018-10-16 00:00:00-07:00    0.999128
                                  ...   
   2023-10-19 00:00:00-07:00    0.937661
   2023-10-20 00:00:00-07:00    0.937661
   2023-10-21 00:00:00-07:00    0.937661
   2023-10-22 00:00:00-07:00    0.937661
   2023-10-23 00:00:00-07:00    0.937661
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999917
   2018-10-14 00:00:00-07:00    0.999834
   2018-10-15 00:00:00-07:00    0.999751
   2018-10-16 00:00:00-07:00    0.999669
                                  ...   
   2023-10-19 00:00:00-07:00    0.993130
   2023-10-20 00:00:00-07:00    0.993130
   2023-10-21 00:00:00-07:00    0.993130
   2023-10-22 00:00:00-07:00    0.993130
   2023-10-23 00:00:00-07:00    0.993130
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999950
   2018-10-14 00:00:00-07:00    0.999900
   2018-10-15 00:00:00-07:00    0.999850
   2018-10-16 00:00:00-07:00    0.999800
                                  ...   
   2023-10-19 00:00:00-07:00    0.937654
   2023-10-20 00:00:00-07:00    0.937654
   2023-10-21 00:00:00-07:00    0.937654
   2023-10-22 00:00:00-07:00    0.937654
   2023-10-23 00:00:00-07:00    0.937654
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999281
   2018-10-14 00:00:00-07:00    0.998561
   2018-10-15 00:00:00-07:00    0.997842
   2018-10-16 00:00:00-07:00    0.997122
                                  ...   
   2023-10-19 00:00:00-07:00    0.960537
   2023-10-20 00:00:00-07:00    0.960537
   2023-10-21 00:00:00-07:00    0.960537
   2023-10-22 00:00:00-07:00    0.960537
   2023-10-23 00:00:00-07:00    0.960537
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999300
   2018-10-14 00:00:00-07:00    0.998601
   2018-10-15 00:00:00-07:00    0.997901
   2018-10-16 00:00:00-07:00    0.997201
                                  ...   
   2023-10-19 00:00:00-07:00    0.946334
   2023-10-20 00:00:00-07:00    0.946334
   2023-10-21 00:00:00-07:00    0.946334
   2023-10-22 00:00:00-07:00    0.946334
   2023-10-23 00:00:00-07:00    0.946334
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999197
   2018-10-14 00:00:00-07:00    0.998394
   2018-10-15 00:00:00-07:00    0.997591
   2018-10-16 00:00:00-07:00    0.996788
                                  ...   
   2023-10-19 00:00:00-07:00    0.995098
   2023-10-20 00:00:00-07:00    0.995098
   2023-10-21 00:00:00-07:00    0.995098
   2023-10-22 00:00:00-07:00    0.995098
   2023-10-23 00:00:00-07:00    0.995098
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997564
   2018-10-14 00:00:00-07:00    0.995127
   2018-10-15 00:00:00-07:00    0.992691
   2018-10-16 00:00:00-07:00    0.990255
                                  ...   
   2023-10-19 00:00:00-07:00    0.932023
   2023-10-20 00:00:00-07:00    0.932023
   2023-10-21 00:00:00-07:00    0.932023
   2023-10-22 00:00:00-07:00    0.932023
   2023-10-23 00:00:00-07:00    0.932023
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998467
   2018-10-14 00:00:00-07:00    0.996934
   2018-10-15 00:00:00-07:00    0.995401
   2018-10-16 00:00:00-07:00    0.993868
                                  ...   
   2023-10-19 00:00:00-07:00    0.957966
   2023-10-20 00:00:00-07:00    0.957966
   2023-10-21 00:00:00-07:00    0.957966
   2023-10-22 00:00:00-07:00    0.957966
   2023-10-23 00:00:00-07:00    0.957966
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999567
   2018-10-14 00:00:00-07:00    0.999135
   2018-10-15 00:00:00-07:00    0.998702
   2018-10-16 00:00:00-07:00    0.998270
                                  ...   
   2023-10-19 00:00:00-07:00    0.925936
   2023-10-20 00:00:00-07:00    0.925936
   2023-10-21 00:00:00-07:00    0.925936
   2023-10-22 00:00:00-07:00    0.925936
   2023-10-23 00:00:00-07:00    0.925936
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999068
   2018-10-14 00:00:00-07:00    0.998135
   2018-10-15 00:00:00-07:00    0.997203
   2018-10-16 00:00:00-07:00    0.996271
                                  ...   
   2023-10-19 00:00:00-07:00    0.934423
   2023-10-20 00:00:00-07:00    0.934423
   2023-10-21 00:00:00-07:00    0.934423
   2023-10-22 00:00:00-07:00    0.934423
   2023-10-23 00:00:00-07:00    0.934423
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998215
   2018-10-14 00:00:00-07:00    0.996430
   2018-10-15 00:00:00-07:00    0.994645
   2018-10-16 00:00:00-07:00    0.992861
                                  ...   
   2023-10-19 00:00:00-07:00    0.966281
   2023-10-20 00:00:00-07:00    0.966281
   2023-10-21 00:00:00-07:00    0.966281
   2023-10-22 00:00:00-07:00    0.966281
   2023-10-23 00:00:00-07:00    0.966281
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998262
   2018-10-14 00:00:00-07:00    0.996524
   2018-10-15 00:00:00-07:00    0.994786
   2018-10-16 00:00:00-07:00    0.993048
                                  ...   
   2023-10-19 00:00:00-07:00    0.982237
   2023-10-20 00:00:00-07:00    0.982237
   2023-10-21 00:00:00-07:00    0.982237
   2023-10-22 00:00:00-07:00    0.982237
   2023-10-23 00:00:00-07:00    0.982237
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998612
   2018-10-14 00:00:00-07:00    0.997225
   2018-10-15 00:00:00-07:00    0.995837
   2018-10-16 00:00:00-07:00    0.994450
                                  ...   
   2023-10-19 00:00:00-07:00    0.918806
   2023-10-20 00:00:00-07:00    0.918806
   2023-10-21 00:00:00-07:00    0.918806
   2023-10-22 00:00:00-07:00    0.918806
   2023-10-23 00:00:00-07:00    0.918806
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998149
   2018-10-14 00:00:00-07:00    0.996297
   2018-10-15 00:00:00-07:00    0.994446
   2018-10-16 00:00:00-07:00    0.992594
                                  ...   
   2023-10-19 00:00:00-07:00    0.970013
   2023-10-20 00:00:00-07:00    0.970013
   2023-10-21 00:00:00-07:00    0.970013
   2023-10-22 00:00:00-07:00    0.970013
   2023-10-23 00:00:00-07:00    0.970013
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999722
   2018-10-14 00:00:00-07:00    0.999444
   2018-10-15 00:00:00-07:00    0.999165
   2018-10-16 00:00:00-07:00    0.998887
                                  ...   
   2023-10-19 00:00:00-07:00    0.972740
   2023-10-20 00:00:00-07:00    0.972740
   2023-10-21 00:00:00-07:00    0.972740
   2023-10-22 00:00:00-07:00    0.972740
   2023-10-23 00:00:00-07:00    0.972740
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997893
   2018-10-14 00:00:00-07:00    0.995786
   2018-10-15 00:00:00-07:00    0.993679
   2018-10-16 00:00:00-07:00    0.991572
                                  ...   
   2023-10-19 00:00:00-07:00    0.989738
   2023-10-20 00:00:00-07:00    0.989738
   2023-10-21 00:00:00-07:00    0.989738
   2023-10-22 00:00:00-07:00    0.989738
   2023-10-23 00:00:00-07:00    0.989738
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999952
   2018-10-14 00:00:00-07:00    0.999905
   2018-10-15 00:00:00-07:00    0.999857
   2018-10-16 00:00:00-07:00    0.999809
                                  ...   
   2023-10-19 00:00:00-07:00    0.954097
   2023-10-20 00:00:00-07:00    0.954097
   2023-10-21 00:00:00-07:00    0.954097
   2023-10-22 00:00:00-07:00    0.954097
   2023-10-23 00:00:00-07:00    0.954097
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999227
   2018-10-14 00:00:00-07:00    0.998454
   2018-10-15 00:00:00-07:00    0.997681
   2018-10-16 00:00:00-07:00    0.996908
                                  ...   
   2023-10-19 00:00:00-07:00    0.986923
   2023-10-20 00:00:00-07:00    0.986923
   2023-10-21 00:00:00-07:00    0.986923
   2023-10-22 00:00:00-07:00    0.986923
   2023-10-23 00:00:00-07:00    0.986923
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997767
   2018-10-14 00:00:00-07:00    0.995534
   2018-10-15 00:00:00-07:00    0.993300
   2018-10-16 00:00:00-07:00    0.991067
                                  ...   
   2023-10-19 00:00:00-07:00    0.967523
   2023-10-20 00:00:00-07:00    0.967523
   2023-10-21 00:00:00-07:00    0.967523
   2023-10-22 00:00:00-07:00    0.967523
   2023-10-23 00:00:00-07:00    0.967523
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998432
   2018-10-14 00:00:00-07:00    0.996863
   2018-10-15 00:00:00-07:00    0.995295
   2018-10-16 00:00:00-07:00    0.993727
                                  ...   
   2023-10-19 00:00:00-07:00    0.969502
   2023-10-20 00:00:00-07:00    0.969502
   2023-10-21 00:00:00-07:00    0.969502
   2023-10-22 00:00:00-07:00    0.969502
   2023-10-23 00:00:00-07:00    0.969502
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998097
   2018-10-14 00:00:00-07:00    0.996194
   2018-10-15 00:00:00-07:00    0.994291
   2018-10-16 00:00:00-07:00    0.992388
                                  ...   
   2023-10-19 00:00:00-07:00    0.990195
   2023-10-20 00:00:00-07:00    0.990195
   2023-10-21 00:00:00-07:00    0.990195
   2023-10-22 00:00:00-07:00    0.990195
   2023-10-23 00:00:00-07:00    0.990195
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998188
   2018-10-14 00:00:00-07:00    0.996375
   2018-10-15 00:00:00-07:00    0.994563
   2018-10-16 00:00:00-07:00    0.992750
                                  ...   
   2023-10-19 00:00:00-07:00    0.978026
   2023-10-20 00:00:00-07:00    0.978026
   2023-10-21 00:00:00-07:00    0.978026
   2023-10-22 00:00:00-07:00    0.978026
   2023-10-23 00:00:00-07:00    0.978026
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998833
   2018-10-14 00:00:00-07:00    0.997665
   2018-10-15 00:00:00-07:00    0.996498
   2018-10-16 00:00:00-07:00    0.995331
                                  ...   
   2023-10-19 00:00:00-07:00    0.935097
   2023-10-20 00:00:00-07:00    0.935097
   2023-10-21 00:00:00-07:00    0.935097
   2023-10-22 00:00:00-07:00    0.935097
   2023-10-23 00:00:00-07:00    0.935097
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998056
   2018-10-14 00:00:00-07:00    0.996112
   2018-10-15 00:00:00-07:00    0.994168
   2018-10-16 00:00:00-07:00    0.992224
                                  ...   
   2023-10-19 00:00:00-07:00    0.974115
   2023-10-20 00:00:00-07:00    0.974115
   2023-10-21 00:00:00-07:00    0.974115
   2023-10-22 00:00:00-07:00    0.974115
   2023-10-23 00:00:00-07:00    0.974115
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997900
   2018-10-14 00:00:00-07:00    0.995799
   2018-10-15 00:00:00-07:00    0.993699
   2018-10-16 00:00:00-07:00    0.991599
                                  ...   
   2023-10-19 00:00:00-07:00    0.977911
   2023-10-20 00:00:00-07:00    0.977911
   2023-10-21 00:00:00-07:00    0.977911
   2023-10-22 00:00:00-07:00    0.977911
   2023-10-23 00:00:00-07:00    0.977911
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998922
   2018-10-14 00:00:00-07:00    0.997844
   2018-10-15 00:00:00-07:00    0.996766
   2018-10-16 00:00:00-07:00    0.995689
                                  ...   
   2023-10-19 00:00:00-07:00    0.932319
   2023-10-20 00:00:00-07:00    0.932319
   2023-10-21 00:00:00-07:00    0.932319
   2023-10-22 00:00:00-07:00    0.932319
   2023-10-23 00:00:00-07:00    0.932319
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999762
   2018-10-14 00:00:00-07:00    0.999524
   2018-10-15 00:00:00-07:00    0.999286
   2018-10-16 00:00:00-07:00    0.999049
                                  ...   
   2023-10-19 00:00:00-07:00    0.984429
   2023-10-20 00:00:00-07:00    0.984429
   2023-10-21 00:00:00-07:00    0.984429
   2023-10-22 00:00:00-07:00    0.984429
   2023-10-23 00:00:00-07:00    0.984429
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999265
   2018-10-14 00:00:00-07:00    0.998530
   2018-10-15 00:00:00-07:00    0.997795
   2018-10-16 00:00:00-07:00    0.997060
                                  ...   
   2023-10-19 00:00:00-07:00    0.996113
   2023-10-20 00:00:00-07:00    0.996113
   2023-10-21 00:00:00-07:00    0.996113
   2023-10-22 00:00:00-07:00    0.996113
   2023-10-23 00:00:00-07:00    0.996113
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997676
   2018-10-14 00:00:00-07:00    0.995352
   2018-10-15 00:00:00-07:00    0.993027
   2018-10-16 00:00:00-07:00    0.990703
                                  ...   
   2023-10-19 00:00:00-07:00    0.923983
   2023-10-20 00:00:00-07:00    0.923983
   2023-10-21 00:00:00-07:00    0.923983
   2023-10-22 00:00:00-07:00    0.923983
   2023-10-23 00:00:00-07:00    0.923983
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998393
   2018-10-14 00:00:00-07:00    0.996785
   2018-10-15 00:00:00-07:00    0.995178
   2018-10-16 00:00:00-07:00    0.993570
                                  ...   
   2023-10-19 00:00:00-07:00    0.977716
   2023-10-20 00:00:00-07:00    0.977716
   2023-10-21 00:00:00-07:00    0.977716
   2023-10-22 00:00:00-07:00    0.977716
   2023-10-23 00:00:00-07:00    0.977716
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998374
   2018-10-14 00:00:00-07:00    0.996748
   2018-10-15 00:00:00-07:00    0.995122
   2018-10-16 00:00:00-07:00    0.993496
                                  ...   
   2023-10-19 00:00:00-07:00    0.988718
   2023-10-20 00:00:00-07:00    0.988718
   2023-10-21 00:00:00-07:00    0.988718
   2023-10-22 00:00:00-07:00    0.988718
   2023-10-23 00:00:00-07:00    0.988718
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998547
   2018-10-14 00:00:00-07:00    0.997095
   2018-10-15 00:00:00-07:00    0.995642
   2018-10-16 00:00:00-07:00    0.994189
                                  ...   
   2023-10-19 00:00:00-07:00    0.941102
   2023-10-20 00:00:00-07:00    0.941102
   2023-10-21 00:00:00-07:00    0.941102
   2023-10-22 00:00:00-07:00    0.941102
   2023-10-23 00:00:00-07:00    0.941102
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998831
   2018-10-14 00:00:00-07:00    0.997661
   2018-10-15 00:00:00-07:00    0.996492
   2018-10-16 00:00:00-07:00    0.995322
                                  ...   
   2023-10-19 00:00:00-07:00    0.999532
   2023-10-20 00:00:00-07:00    0.999532
   2023-10-21 00:00:00-07:00    0.999532
   2023-10-22 00:00:00-07:00    0.999532
   2023-10-23 00:00:00-07:00    0.999532
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997593
   2018-10-14 00:00:00-07:00    0.995185
   2018-10-15 00:00:00-07:00    0.992778
   2018-10-16 00:00:00-07:00    0.990370
                                  ...   
   2023-10-19 00:00:00-07:00    0.938202
   2023-10-20 00:00:00-07:00    0.938202
   2023-10-21 00:00:00-07:00    0.938202
   2023-10-22 00:00:00-07:00    0.938202
   2023-10-23 00:00:00-07:00    0.938202
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999141
   2018-10-14 00:00:00-07:00    0.998282
   2018-10-15 00:00:00-07:00    0.997423
   2018-10-16 00:00:00-07:00    0.996564
                                  ...   
   2023-10-19 00:00:00-07:00    0.892498
   2023-10-20 00:00:00-07:00    0.892498
   2023-10-21 00:00:00-07:00    0.892498
   2023-10-22 00:00:00-07:00    0.892498
   2023-10-23 00:00:00-07:00    0.892498
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999853
   2018-10-14 00:00:00-07:00    0.999706
   2018-10-15 00:00:00-07:00    0.999559
   2018-10-16 00:00:00-07:00    0.999412
                                  ...   
   2023-10-19 00:00:00-07:00    0.940946
   2023-10-20 00:00:00-07:00    0.940946
   2023-10-21 00:00:00-07:00    0.940946
   2023-10-22 00:00:00-07:00    0.940946
   2023-10-23 00:00:00-07:00    0.940946
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998641
   2018-10-14 00:00:00-07:00    0.997281
   2018-10-15 00:00:00-07:00    0.995922
   2018-10-16 00:00:00-07:00    0.994562
                                  ...   
   2023-10-19 00:00:00-07:00    0.913983
   2023-10-20 00:00:00-07:00    0.913983
   2023-10-21 00:00:00-07:00    0.913983
   2023-10-22 00:00:00-07:00    0.913983
   2023-10-23 00:00:00-07:00    0.913983
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997721
   2018-10-14 00:00:00-07:00    0.995442
   2018-10-15 00:00:00-07:00    0.993164
   2018-10-16 00:00:00-07:00    0.990885
                                  ...   
   2023-10-19 00:00:00-07:00    0.955170
   2023-10-20 00:00:00-07:00    0.955170
   2023-10-21 00:00:00-07:00    0.955170
   2023-10-22 00:00:00-07:00    0.955170
   2023-10-23 00:00:00-07:00    0.955170
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999118
   2018-10-14 00:00:00-07:00    0.998236
   2018-10-15 00:00:00-07:00    0.997354
   2018-10-16 00:00:00-07:00    0.996472
                                  ...   
   2023-10-19 00:00:00-07:00    0.927012
   2023-10-20 00:00:00-07:00    0.927012
   2023-10-21 00:00:00-07:00    0.927012
   2023-10-22 00:00:00-07:00    0.927012
   2023-10-23 00:00:00-07:00    0.927012
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999986
   2018-10-14 00:00:00-07:00    0.999971
   2018-10-15 00:00:00-07:00    0.999957
   2018-10-16 00:00:00-07:00    0.999943
                                  ...   
   2023-10-19 00:00:00-07:00    0.915105
   2023-10-20 00:00:00-07:00    0.915105
   2023-10-21 00:00:00-07:00    0.915105
   2023-10-22 00:00:00-07:00    0.915105
   2023-10-23 00:00:00-07:00    0.915105
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999864
   2018-10-14 00:00:00-07:00    0.999728
   2018-10-15 00:00:00-07:00    0.999592
   2018-10-16 00:00:00-07:00    0.999457
                                  ...   
   2023-10-19 00:00:00-07:00    0.990458
   2023-10-20 00:00:00-07:00    0.990458
   2023-10-21 00:00:00-07:00    0.990458
   2023-10-22 00:00:00-07:00    0.990458
   2023-10-23 00:00:00-07:00    0.990458
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999277
   2018-10-14 00:00:00-07:00    0.998554
   2018-10-15 00:00:00-07:00    0.997832
   2018-10-16 00:00:00-07:00    0.997109
                                  ...   
   2023-10-19 00:00:00-07:00    0.939955
   2023-10-20 00:00:00-07:00    0.939955
   2023-10-21 00:00:00-07:00    0.939955
   2023-10-22 00:00:00-07:00    0.939955
   2023-10-23 00:00:00-07:00    0.939955
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999486
   2018-10-14 00:00:00-07:00    0.998972
   2018-10-15 00:00:00-07:00    0.998458
   2018-10-16 00:00:00-07:00    0.997943
                                  ...   
   2023-10-19 00:00:00-07:00    0.954809
   2023-10-20 00:00:00-07:00    0.954809
   2023-10-21 00:00:00-07:00    0.954809
   2023-10-22 00:00:00-07:00    0.954809
   2023-10-23 00:00:00-07:00    0.954809
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999853
   2018-10-14 00:00:00-07:00    0.999705
   2018-10-15 00:00:00-07:00    0.999558
   2018-10-16 00:00:00-07:00    0.999410
                                  ...   
   2023-10-19 00:00:00-07:00    0.998467
   2023-10-20 00:00:00-07:00    0.998467
   2023-10-21 00:00:00-07:00    0.998467
   2023-10-22 00:00:00-07:00    0.998467
   2023-10-23 00:00:00-07:00    0.998467
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999253
   2018-10-14 00:00:00-07:00    0.998506
   2018-10-15 00:00:00-07:00    0.997759
   2018-10-16 00:00:00-07:00    0.997012
                                  ...   
   2023-10-19 00:00:00-07:00    0.983706
   2023-10-20 00:00:00-07:00    0.983706
   2023-10-21 00:00:00-07:00    0.983706
   2023-10-22 00:00:00-07:00    0.983706
   2023-10-23 00:00:00-07:00    0.983706
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999931
   2018-10-14 00:00:00-07:00    0.999861
   2018-10-15 00:00:00-07:00    0.999792
   2018-10-16 00:00:00-07:00    0.999722
                                  ...   
   2023-10-19 00:00:00-07:00    0.968916
   2023-10-20 00:00:00-07:00    0.968916
   2023-10-21 00:00:00-07:00    0.968916
   2023-10-22 00:00:00-07:00    0.968916
   2023-10-23 00:00:00-07:00    0.968916
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998007
   2018-10-14 00:00:00-07:00    0.996014
   2018-10-15 00:00:00-07:00    0.994021
   2018-10-16 00:00:00-07:00    0.992027
                                  ...   
   2023-10-19 00:00:00-07:00    0.982842
   2023-10-20 00:00:00-07:00    0.982842
   2023-10-21 00:00:00-07:00    0.982842
   2023-10-22 00:00:00-07:00    0.982842
   2023-10-23 00:00:00-07:00    0.982842
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997724
   2018-10-14 00:00:00-07:00    0.995448
   2018-10-15 00:00:00-07:00    0.993172
   2018-10-16 00:00:00-07:00    0.990896
                                  ...   
   2023-10-19 00:00:00-07:00    0.948476
   2023-10-20 00:00:00-07:00    0.948476
   2023-10-21 00:00:00-07:00    0.948476
   2023-10-22 00:00:00-07:00    0.948476
   2023-10-23 00:00:00-07:00    0.948476
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999931
   2018-10-14 00:00:00-07:00    0.999862
   2018-10-15 00:00:00-07:00    0.999792
   2018-10-16 00:00:00-07:00    0.999723
                                  ...   
   2023-10-19 00:00:00-07:00    0.961735
   2023-10-20 00:00:00-07:00    0.961735
   2023-10-21 00:00:00-07:00    0.961735
   2023-10-22 00:00:00-07:00    0.961735
   2023-10-23 00:00:00-07:00    0.961735
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998950
   2018-10-14 00:00:00-07:00    0.997901
   2018-10-15 00:00:00-07:00    0.996851
   2018-10-16 00:00:00-07:00    0.995802
                                  ...   
   2023-10-19 00:00:00-07:00    0.909663
   2023-10-20 00:00:00-07:00    0.909663
   2023-10-21 00:00:00-07:00    0.909663
   2023-10-22 00:00:00-07:00    0.909663
   2023-10-23 00:00:00-07:00    0.909663
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997914
   2018-10-14 00:00:00-07:00    0.995827
   2018-10-15 00:00:00-07:00    0.993741
   2018-10-16 00:00:00-07:00    0.991654
                                  ...   
   2023-10-19 00:00:00-07:00    0.916229
   2023-10-20 00:00:00-07:00    0.916229
   2023-10-21 00:00:00-07:00    0.916229
   2023-10-22 00:00:00-07:00    0.916229
   2023-10-23 00:00:00-07:00    0.916229
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997646
   2018-10-14 00:00:00-07:00    0.995292
   2018-10-15 00:00:00-07:00    0.992939
   2018-10-16 00:00:00-07:00    0.990585
                                  ...   
   2023-10-19 00:00:00-07:00    0.953317
   2023-10-20 00:00:00-07:00    0.953317
   2023-10-21 00:00:00-07:00    0.953317
   2023-10-22 00:00:00-07:00    0.953317
   2023-10-23 00:00:00-07:00    0.953317
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998899
   2018-10-14 00:00:00-07:00    0.997799
   2018-10-15 00:00:00-07:00    0.996698
   2018-10-16 00:00:00-07:00    0.995598
                                  ...   
   2023-10-19 00:00:00-07:00    0.938748
   2023-10-20 00:00:00-07:00    0.938748
   2023-10-21 00:00:00-07:00    0.938748
   2023-10-22 00:00:00-07:00    0.938748
   2023-10-23 00:00:00-07:00    0.938748
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999843
   2018-10-14 00:00:00-07:00    0.999687
   2018-10-15 00:00:00-07:00    0.999530
   2018-10-16 00:00:00-07:00    0.999373
                                  ...   
   2023-10-19 00:00:00-07:00    0.945099
   2023-10-20 00:00:00-07:00    0.945099
   2023-10-21 00:00:00-07:00    0.945099
   2023-10-22 00:00:00-07:00    0.945099
   2023-10-23 00:00:00-07:00    0.945099
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997536
   2018-10-14 00:00:00-07:00    0.995072
   2018-10-15 00:00:00-07:00    0.992608
   2018-10-16 00:00:00-07:00    0.990144
                                  ...   
   2023-10-19 00:00:00-07:00    0.924524
   2023-10-20 00:00:00-07:00    0.924524
   2023-10-21 00:00:00-07:00    0.924524
   2023-10-22 00:00:00-07:00    0.924524
   2023-10-23 00:00:00-07:00    0.924524
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998132
   2018-10-14 00:00:00-07:00    0.996264
   2018-10-15 00:00:00-07:00    0.994396
   2018-10-16 00:00:00-07:00    0.992528
                                  ...   
   2023-10-19 00:00:00-07:00    0.995512
   2023-10-20 00:00:00-07:00    0.995512
   2023-10-21 00:00:00-07:00    0.995512
   2023-10-22 00:00:00-07:00    0.995512
   2023-10-23 00:00:00-07:00    0.995512
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999685
   2018-10-14 00:00:00-07:00    0.999371
   2018-10-15 00:00:00-07:00    0.999056
   2018-10-16 00:00:00-07:00    0.998742
                                  ...   
   2023-10-19 00:00:00-07:00    0.927658
   2023-10-20 00:00:00-07:00    0.927658
   2023-10-21 00:00:00-07:00    0.927658
   2023-10-22 00:00:00-07:00    0.927658
   2023-10-23 00:00:00-07:00    0.927658
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998091
   2018-10-14 00:00:00-07:00    0.996183
   2018-10-15 00:00:00-07:00    0.994274
   2018-10-16 00:00:00-07:00    0.992366
                                  ...   
   2023-10-19 00:00:00-07:00    0.941101
   2023-10-20 00:00:00-07:00    0.941101
   2023-10-21 00:00:00-07:00    0.941101
   2023-10-22 00:00:00-07:00    0.941101
   2023-10-23 00:00:00-07:00    0.941101
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998354
   2018-10-14 00:00:00-07:00    0.996708
   2018-10-15 00:00:00-07:00    0.995061
   2018-10-16 00:00:00-07:00    0.993415
                                  ...   
   2023-10-19 00:00:00-07:00    0.986750
   2023-10-20 00:00:00-07:00    0.986750
   2023-10-21 00:00:00-07:00    0.986750
   2023-10-22 00:00:00-07:00    0.986750
   2023-10-23 00:00:00-07:00    0.986750
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999764
   2018-10-14 00:00:00-07:00    0.999528
   2018-10-15 00:00:00-07:00    0.999292
   2018-10-16 00:00:00-07:00    0.999056
                                  ...   
   2023-10-19 00:00:00-07:00    0.944885
   2023-10-20 00:00:00-07:00    0.944885
   2023-10-21 00:00:00-07:00    0.944885
   2023-10-22 00:00:00-07:00    0.944885
   2023-10-23 00:00:00-07:00    0.944885
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998151
   2018-10-14 00:00:00-07:00    0.996302
   2018-10-15 00:00:00-07:00    0.994453
   2018-10-16 00:00:00-07:00    0.992604
                                  ...   
   2023-10-19 00:00:00-07:00    0.954954
   2023-10-20 00:00:00-07:00    0.954954
   2023-10-21 00:00:00-07:00    0.954954
   2023-10-22 00:00:00-07:00    0.954954
   2023-10-23 00:00:00-07:00    0.954954
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997669
   2018-10-14 00:00:00-07:00    0.995338
   2018-10-15 00:00:00-07:00    0.993007
   2018-10-16 00:00:00-07:00    0.990676
                                  ...   
   2023-10-19 00:00:00-07:00    0.933822
   2023-10-20 00:00:00-07:00    0.933822
   2023-10-21 00:00:00-07:00    0.933822
   2023-10-22 00:00:00-07:00    0.933822
   2023-10-23 00:00:00-07:00    0.933822
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998647
   2018-10-14 00:00:00-07:00    0.997295
   2018-10-15 00:00:00-07:00    0.995942
   2018-10-16 00:00:00-07:00    0.994589
                                  ...   
   2023-10-19 00:00:00-07:00    0.912673
   2023-10-20 00:00:00-07:00    0.912673
   2023-10-21 00:00:00-07:00    0.912673
   2023-10-22 00:00:00-07:00    0.912673
   2023-10-23 00:00:00-07:00    0.912673
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999841
   2018-10-14 00:00:00-07:00    0.999683
   2018-10-15 00:00:00-07:00    0.999524
   2018-10-16 00:00:00-07:00    0.999366
                                  ...   
   2023-10-19 00:00:00-07:00    0.972420
   2023-10-20 00:00:00-07:00    0.972420
   2023-10-21 00:00:00-07:00    0.972420
   2023-10-22 00:00:00-07:00    0.972420
   2023-10-23 00:00:00-07:00    0.972420
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998016
   2018-10-14 00:00:00-07:00    0.996031
   2018-10-15 00:00:00-07:00    0.994047
   2018-10-16 00:00:00-07:00    0.992063
                                  ...   
   2023-10-19 00:00:00-07:00    0.928735
   2023-10-20 00:00:00-07:00    0.928735
   2023-10-21 00:00:00-07:00    0.928735
   2023-10-22 00:00:00-07:00    0.928735
   2023-10-23 00:00:00-07:00    0.928735
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999463
   2018-10-14 00:00:00-07:00    0.998927
   2018-10-15 00:00:00-07:00    0.998390
   2018-10-16 00:00:00-07:00    0.997853
                                  ...   
   2023-10-19 00:00:00-07:00    0.910179
   2023-10-20 00:00:00-07:00    0.910179
   2023-10-21 00:00:00-07:00    0.910179
   2023-10-22 00:00:00-07:00    0.910179
   2023-10-23 00:00:00-07:00    0.910179
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999413
   2018-10-14 00:00:00-07:00    0.998825
   2018-10-15 00:00:00-07:00    0.998238
   2018-10-16 00:00:00-07:00    0.997650
                                  ...   
   2023-10-19 00:00:00-07:00    0.916415
   2023-10-20 00:00:00-07:00    0.916415
   2023-10-21 00:00:00-07:00    0.916415
   2023-10-22 00:00:00-07:00    0.916415
   2023-10-23 00:00:00-07:00    0.916415
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998781
   2018-10-14 00:00:00-07:00    0.997563
   2018-10-15 00:00:00-07:00    0.996344
   2018-10-16 00:00:00-07:00    0.995126
                                  ...   
   2023-10-19 00:00:00-07:00    0.939491
   2023-10-20 00:00:00-07:00    0.939491
   2023-10-21 00:00:00-07:00    0.939491
   2023-10-22 00:00:00-07:00    0.939491
   2023-10-23 00:00:00-07:00    0.939491
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997776
   2018-10-14 00:00:00-07:00    0.995551
   2018-10-15 00:00:00-07:00    0.993327
   2018-10-16 00:00:00-07:00    0.991102
                                  ...   
   2023-10-19 00:00:00-07:00    0.957372
   2023-10-20 00:00:00-07:00    0.957372
   2023-10-21 00:00:00-07:00    0.957372
   2023-10-22 00:00:00-07:00    0.957372
   2023-10-23 00:00:00-07:00    0.957372
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999887
   2018-10-14 00:00:00-07:00    0.999774
   2018-10-15 00:00:00-07:00    0.999661
   2018-10-16 00:00:00-07:00    0.999548
                                  ...   
   2023-10-19 00:00:00-07:00    0.976016
   2023-10-20 00:00:00-07:00    0.976016
   2023-10-21 00:00:00-07:00    0.976016
   2023-10-22 00:00:00-07:00    0.976016
   2023-10-23 00:00:00-07:00    0.976016
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999651
   2018-10-14 00:00:00-07:00    0.999302
   2018-10-15 00:00:00-07:00    0.998953
   2018-10-16 00:00:00-07:00    0.998604
                                  ...   
   2023-10-19 00:00:00-07:00    0.967246
   2023-10-20 00:00:00-07:00    0.967246
   2023-10-21 00:00:00-07:00    0.967246
   2023-10-22 00:00:00-07:00    0.967246
   2023-10-23 00:00:00-07:00    0.967246
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997770
   2018-10-14 00:00:00-07:00    0.995540
   2018-10-15 00:00:00-07:00    0.993310
   2018-10-16 00:00:00-07:00    0.991080
                                  ...   
   2023-10-19 00:00:00-07:00    0.988395
   2023-10-20 00:00:00-07:00    0.988395
   2023-10-21 00:00:00-07:00    0.988395
   2023-10-22 00:00:00-07:00    0.988395
   2023-10-23 00:00:00-07:00    0.988395
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997803
   2018-10-14 00:00:00-07:00    0.995606
   2018-10-15 00:00:00-07:00    0.993410
   2018-10-16 00:00:00-07:00    0.991213
                                  ...   
   2023-10-19 00:00:00-07:00    0.983086
   2023-10-20 00:00:00-07:00    0.983086
   2023-10-21 00:00:00-07:00    0.983086
   2023-10-22 00:00:00-07:00    0.983086
   2023-10-23 00:00:00-07:00    0.983086
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999879
   2018-10-14 00:00:00-07:00    0.999757
   2018-10-15 00:00:00-07:00    0.999636
   2018-10-16 00:00:00-07:00    0.999514
                                  ...   
   2023-10-19 00:00:00-07:00    0.972608
   2023-10-20 00:00:00-07:00    0.972608
   2023-10-21 00:00:00-07:00    0.972608
   2023-10-22 00:00:00-07:00    0.972608
   2023-10-23 00:00:00-07:00    0.972608
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997965
   2018-10-14 00:00:00-07:00    0.995930
   2018-10-15 00:00:00-07:00    0.993896
   2018-10-16 00:00:00-07:00    0.991861
                                  ...   
   2023-10-19 00:00:00-07:00    0.953591
   2023-10-20 00:00:00-07:00    0.953591
   2023-10-21 00:00:00-07:00    0.953591
   2023-10-22 00:00:00-07:00    0.953591
   2023-10-23 00:00:00-07:00    0.953591
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999186
   2018-10-14 00:00:00-07:00    0.998371
   2018-10-15 00:00:00-07:00    0.997557
   2018-10-16 00:00:00-07:00    0.996742
                                  ...   
   2023-10-19 00:00:00-07:00    0.921674
   2023-10-20 00:00:00-07:00    0.921674
   2023-10-21 00:00:00-07:00    0.921674
   2023-10-22 00:00:00-07:00    0.921674
   2023-10-23 00:00:00-07:00    0.921674
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999058
   2018-10-14 00:00:00-07:00    0.998117
   2018-10-15 00:00:00-07:00    0.997175
   2018-10-16 00:00:00-07:00    0.996233
                                  ...   
   2023-10-19 00:00:00-07:00    0.974754
   2023-10-20 00:00:00-07:00    0.974754
   2023-10-21 00:00:00-07:00    0.974754
   2023-10-22 00:00:00-07:00    0.974754
   2023-10-23 00:00:00-07:00    0.974754
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998730
   2018-10-14 00:00:00-07:00    0.997461
   2018-10-15 00:00:00-07:00    0.996191
   2018-10-16 00:00:00-07:00    0.994922
                                  ...   
   2023-10-19 00:00:00-07:00    0.913254
   2023-10-20 00:00:00-07:00    0.913254
   2023-10-21 00:00:00-07:00    0.913254
   2023-10-22 00:00:00-07:00    0.913254
   2023-10-23 00:00:00-07:00    0.913254
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999973
   2018-10-14 00:00:00-07:00    0.999945
   2018-10-15 00:00:00-07:00    0.999918
   2018-10-16 00:00:00-07:00    0.999890
                                  ...   
   2023-10-19 00:00:00-07:00    0.982100
   2023-10-20 00:00:00-07:00    0.982100
   2023-10-21 00:00:00-07:00    0.982100
   2023-10-22 00:00:00-07:00    0.982100
   2023-10-23 00:00:00-07:00    0.982100
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997860
   2018-10-14 00:00:00-07:00    0.995720
   2018-10-15 00:00:00-07:00    0.993580
   2018-10-16 00:00:00-07:00    0.991440
                                  ...   
   2023-10-19 00:00:00-07:00    0.931997
   2023-10-20 00:00:00-07:00    0.931997
   2023-10-21 00:00:00-07:00    0.931997
   2023-10-22 00:00:00-07:00    0.931997
   2023-10-23 00:00:00-07:00    0.931997
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999318
   2018-10-14 00:00:00-07:00    0.998636
   2018-10-15 00:00:00-07:00    0.997954
   2018-10-16 00:00:00-07:00    0.997272
                                  ...   
   2023-10-19 00:00:00-07:00    0.966791
   2023-10-20 00:00:00-07:00    0.966791
   2023-10-21 00:00:00-07:00    0.966791
   2023-10-22 00:00:00-07:00    0.966791
   2023-10-23 00:00:00-07:00    0.966791
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999241
   2018-10-14 00:00:00-07:00    0.998483
   2018-10-15 00:00:00-07:00    0.997724
   2018-10-16 00:00:00-07:00    0.996965
                                  ...   
   2023-10-19 00:00:00-07:00    0.984576
   2023-10-20 00:00:00-07:00    0.984576
   2023-10-21 00:00:00-07:00    0.984576
   2023-10-22 00:00:00-07:00    0.984576
   2023-10-23 00:00:00-07:00    0.984576
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998972
   2018-10-14 00:00:00-07:00    0.997943
   2018-10-15 00:00:00-07:00    0.996915
   2018-10-16 00:00:00-07:00    0.995886
                                  ...   
   2023-10-19 00:00:00-07:00    0.954153
   2023-10-20 00:00:00-07:00    0.954153
   2023-10-21 00:00:00-07:00    0.954153
   2023-10-22 00:00:00-07:00    0.954153
   2023-10-23 00:00:00-07:00    0.954153
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999909
   2018-10-14 00:00:00-07:00    0.999818
   2018-10-15 00:00:00-07:00    0.999727
   2018-10-16 00:00:00-07:00    0.999635
                                  ...   
   2023-10-19 00:00:00-07:00    0.957623
   2023-10-20 00:00:00-07:00    0.957623
   2023-10-21 00:00:00-07:00    0.957623
   2023-10-22 00:00:00-07:00    0.957623
   2023-10-23 00:00:00-07:00    0.957623
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998361
   2018-10-14 00:00:00-07:00    0.996722
   2018-10-15 00:00:00-07:00    0.995083
   2018-10-16 00:00:00-07:00    0.993444
                                  ...   
   2023-10-19 00:00:00-07:00    0.986701
   2023-10-20 00:00:00-07:00    0.986701
   2023-10-21 00:00:00-07:00    0.986701
   2023-10-22 00:00:00-07:00    0.986701
   2023-10-23 00:00:00-07:00    0.986701
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999515
   2018-10-14 00:00:00-07:00    0.999029
   2018-10-15 00:00:00-07:00    0.998544
   2018-10-16 00:00:00-07:00    0.998058
                                  ...   
   2023-10-19 00:00:00-07:00    0.920904
   2023-10-20 00:00:00-07:00    0.920904
   2023-10-21 00:00:00-07:00    0.920904
   2023-10-22 00:00:00-07:00    0.920904
   2023-10-23 00:00:00-07:00    0.920904
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998462
   2018-10-14 00:00:00-07:00    0.996924
   2018-10-15 00:00:00-07:00    0.995385
   2018-10-16 00:00:00-07:00    0.993847
                                  ...   
   2023-10-19 00:00:00-07:00    0.998420
   2023-10-20 00:00:00-07:00    0.998420
   2023-10-21 00:00:00-07:00    0.998420
   2023-10-22 00:00:00-07:00    0.998420
   2023-10-23 00:00:00-07:00    0.998420
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997758
   2018-10-14 00:00:00-07:00    0.995517
   2018-10-15 00:00:00-07:00    0.993275
   2018-10-16 00:00:00-07:00    0.991033
                                  ...   
   2023-10-19 00:00:00-07:00    0.929774
   2023-10-20 00:00:00-07:00    0.929774
   2023-10-21 00:00:00-07:00    0.929774
   2023-10-22 00:00:00-07:00    0.929774
   2023-10-23 00:00:00-07:00    0.929774
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997856
   2018-10-14 00:00:00-07:00    0.995713
   2018-10-15 00:00:00-07:00    0.993569
   2018-10-16 00:00:00-07:00    0.991425
                                  ...   
   2023-10-19 00:00:00-07:00    0.945614
   2023-10-20 00:00:00-07:00    0.945614
   2023-10-21 00:00:00-07:00    0.945614
   2023-10-22 00:00:00-07:00    0.945614
   2023-10-23 00:00:00-07:00    0.945614
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998854
   2018-10-14 00:00:00-07:00    0.997709
   2018-10-15 00:00:00-07:00    0.996563
   2018-10-16 00:00:00-07:00    0.995417
                                  ...   
   2023-10-19 00:00:00-07:00    0.991062
   2023-10-20 00:00:00-07:00    0.991062
   2023-10-21 00:00:00-07:00    0.991062
   2023-10-22 00:00:00-07:00    0.991062
   2023-10-23 00:00:00-07:00    0.991062
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999256
   2018-10-14 00:00:00-07:00    0.998512
   2018-10-15 00:00:00-07:00    0.997769
   2018-10-16 00:00:00-07:00    0.997025
                                  ...   
   2023-10-19 00:00:00-07:00    0.948998
   2023-10-20 00:00:00-07:00    0.948998
   2023-10-21 00:00:00-07:00    0.948998
   2023-10-22 00:00:00-07:00    0.948998
   2023-10-23 00:00:00-07:00    0.948998
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998372
   2018-10-14 00:00:00-07:00    0.996744
   2018-10-15 00:00:00-07:00    0.995116
   2018-10-16 00:00:00-07:00    0.993488
                                  ...   
   2023-10-19 00:00:00-07:00    0.947743
   2023-10-20 00:00:00-07:00    0.947743
   2023-10-21 00:00:00-07:00    0.947743
   2023-10-22 00:00:00-07:00    0.947743
   2023-10-23 00:00:00-07:00    0.947743
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999730
   2018-10-14 00:00:00-07:00    0.999460
   2018-10-15 00:00:00-07:00    0.999190
   2018-10-16 00:00:00-07:00    0.998920
                                  ...   
   2023-10-19 00:00:00-07:00    0.959977
   2023-10-20 00:00:00-07:00    0.959977
   2023-10-21 00:00:00-07:00    0.959977
   2023-10-22 00:00:00-07:00    0.959977
   2023-10-23 00:00:00-07:00    0.959977
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998324
   2018-10-14 00:00:00-07:00    0.996648
   2018-10-15 00:00:00-07:00    0.994973
   2018-10-16 00:00:00-07:00    0.993297
                                  ...   
   2023-10-19 00:00:00-07:00    0.987102
   2023-10-20 00:00:00-07:00    0.987102
   2023-10-21 00:00:00-07:00    0.987102
   2023-10-22 00:00:00-07:00    0.987102
   2023-10-23 00:00:00-07:00    0.987102
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998160
   2018-10-14 00:00:00-07:00    0.996321
   2018-10-15 00:00:00-07:00    0.994481
   2018-10-16 00:00:00-07:00    0.992642
                                  ...   
   2023-10-19 00:00:00-07:00    0.913677
   2023-10-20 00:00:00-07:00    0.913677
   2023-10-21 00:00:00-07:00    0.913677
   2023-10-22 00:00:00-07:00    0.913677
   2023-10-23 00:00:00-07:00    0.913677
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997581
   2018-10-14 00:00:00-07:00    0.995162
   2018-10-15 00:00:00-07:00    0.992742
   2018-10-16 00:00:00-07:00    0.990323
                                  ...   
   2023-10-19 00:00:00-07:00    0.966411
   2023-10-20 00:00:00-07:00    0.966411
   2023-10-21 00:00:00-07:00    0.966411
   2023-10-22 00:00:00-07:00    0.966411
   2023-10-23 00:00:00-07:00    0.966411
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998497
   2018-10-14 00:00:00-07:00    0.996994
   2018-10-15 00:00:00-07:00    0.995492
   2018-10-16 00:00:00-07:00    0.993989
                                  ...   
   2023-10-19 00:00:00-07:00    0.994440
   2023-10-20 00:00:00-07:00    0.994440
   2023-10-21 00:00:00-07:00    0.994440
   2023-10-22 00:00:00-07:00    0.994440
   2023-10-23 00:00:00-07:00    0.994440
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998110
   2018-10-14 00:00:00-07:00    0.996220
   2018-10-15 00:00:00-07:00    0.994330
   2018-10-16 00:00:00-07:00    0.992439
                                  ...   
   2023-10-19 00:00:00-07:00    0.924422
   2023-10-20 00:00:00-07:00    0.924422
   2023-10-21 00:00:00-07:00    0.924422
   2023-10-22 00:00:00-07:00    0.924422
   2023-10-23 00:00:00-07:00    0.924422
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998153
   2018-10-14 00:00:00-07:00    0.996306
   2018-10-15 00:00:00-07:00    0.994459
   2018-10-16 00:00:00-07:00    0.992612
                                  ...   
   2023-10-19 00:00:00-07:00    0.970389
   2023-10-20 00:00:00-07:00    0.970389
   2023-10-21 00:00:00-07:00    0.970389
   2023-10-22 00:00:00-07:00    0.970389
   2023-10-23 00:00:00-07:00    0.970389
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998444
   2018-10-14 00:00:00-07:00    0.996888
   2018-10-15 00:00:00-07:00    0.995332
   2018-10-16 00:00:00-07:00    0.993776
                                  ...   
   2023-10-19 00:00:00-07:00    0.953769
   2023-10-20 00:00:00-07:00    0.953769
   2023-10-21 00:00:00-07:00    0.953769
   2023-10-22 00:00:00-07:00    0.953769
   2023-10-23 00:00:00-07:00    0.953769
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998016
   2018-10-14 00:00:00-07:00    0.996032
   2018-10-15 00:00:00-07:00    0.994048
   2018-10-16 00:00:00-07:00    0.992065
                                  ...   
   2023-10-19 00:00:00-07:00    0.925402
   2023-10-20 00:00:00-07:00    0.925402
   2023-10-21 00:00:00-07:00    0.925402
   2023-10-22 00:00:00-07:00    0.925402
   2023-10-23 00:00:00-07:00    0.925402
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998952
   2018-10-14 00:00:00-07:00    0.997904
   2018-10-15 00:00:00-07:00    0.996857
   2018-10-16 00:00:00-07:00    0.995809
                                  ...   
   2023-10-19 00:00:00-07:00    0.944579
   2023-10-20 00:00:00-07:00    0.944579
   2023-10-21 00:00:00-07:00    0.944579
   2023-10-22 00:00:00-07:00    0.944579
   2023-10-23 00:00:00-07:00    0.944579
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997627
   2018-10-14 00:00:00-07:00    0.995254
   2018-10-15 00:00:00-07:00    0.992881
   2018-10-16 00:00:00-07:00    0.990507
                                  ...   
   2023-10-19 00:00:00-07:00    0.957462
   2023-10-20 00:00:00-07:00    0.957462
   2023-10-21 00:00:00-07:00    0.957462
   2023-10-22 00:00:00-07:00    0.957462
   2023-10-23 00:00:00-07:00    0.957462
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999123
   2018-10-14 00:00:00-07:00    0.998246
   2018-10-15 00:00:00-07:00    0.997370
   2018-10-16 00:00:00-07:00    0.996493
                                  ...   
   2023-10-19 00:00:00-07:00    0.950288
   2023-10-20 00:00:00-07:00    0.950288
   2023-10-21 00:00:00-07:00    0.950288
   2023-10-22 00:00:00-07:00    0.950288
   2023-10-23 00:00:00-07:00    0.950288
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998794
   2018-10-14 00:00:00-07:00    0.997588
   2018-10-15 00:00:00-07:00    0.996382
   2018-10-16 00:00:00-07:00    0.995176
                                  ...   
   2023-10-19 00:00:00-07:00    0.940809
   2023-10-20 00:00:00-07:00    0.940809
   2023-10-21 00:00:00-07:00    0.940809
   2023-10-22 00:00:00-07:00    0.940809
   2023-10-23 00:00:00-07:00    0.940809
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999734
   2018-10-14 00:00:00-07:00    0.999468
   2018-10-15 00:00:00-07:00    0.999202
   2018-10-16 00:00:00-07:00    0.998936
                                  ...   
   2023-10-19 00:00:00-07:00    0.946252
   2023-10-20 00:00:00-07:00    0.946252
   2023-10-21 00:00:00-07:00    0.946252
   2023-10-22 00:00:00-07:00    0.946252
   2023-10-23 00:00:00-07:00    0.946252
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999924
   2018-10-14 00:00:00-07:00    0.999848
   2018-10-15 00:00:00-07:00    0.999773
   2018-10-16 00:00:00-07:00    0.999697
                                  ...   
   2023-10-19 00:00:00-07:00    0.991349
   2023-10-20 00:00:00-07:00    0.991349
   2023-10-21 00:00:00-07:00    0.991349
   2023-10-22 00:00:00-07:00    0.991349
   2023-10-23 00:00:00-07:00    0.991349
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999309
   2018-10-14 00:00:00-07:00    0.998618
   2018-10-15 00:00:00-07:00    0.997927
   2018-10-16 00:00:00-07:00    0.997236
                                  ...   
   2023-10-19 00:00:00-07:00    0.999658
   2023-10-20 00:00:00-07:00    0.999658
   2023-10-21 00:00:00-07:00    0.999658
   2023-10-22 00:00:00-07:00    0.999658
   2023-10-23 00:00:00-07:00    0.999658
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997876
   2018-10-14 00:00:00-07:00    0.995752
   2018-10-15 00:00:00-07:00    0.993628
   2018-10-16 00:00:00-07:00    0.991504
                                  ...   
   2023-10-19 00:00:00-07:00    0.921906
   2023-10-20 00:00:00-07:00    0.921906
   2023-10-21 00:00:00-07:00    0.921906
   2023-10-22 00:00:00-07:00    0.921906
   2023-10-23 00:00:00-07:00    0.921906
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998666
   2018-10-14 00:00:00-07:00    0.997332
   2018-10-15 00:00:00-07:00    0.995998
   2018-10-16 00:00:00-07:00    0.994664
                                  ...   
   2023-10-19 00:00:00-07:00    0.911550
   2023-10-20 00:00:00-07:00    0.911550
   2023-10-21 00:00:00-07:00    0.911550
   2023-10-22 00:00:00-07:00    0.911550
   2023-10-23 00:00:00-07:00    0.911550
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998081
   2018-10-14 00:00:00-07:00    0.996162
   2018-10-15 00:00:00-07:00    0.994243
   2018-10-16 00:00:00-07:00    0.992325
                                  ...   
   2023-10-19 00:00:00-07:00    0.944620
   2023-10-20 00:00:00-07:00    0.944620
   2023-10-21 00:00:00-07:00    0.944620
   2023-10-22 00:00:00-07:00    0.944620
   2023-10-23 00:00:00-07:00    0.944620
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997862
   2018-10-14 00:00:00-07:00    0.995723
   2018-10-15 00:00:00-07:00    0.993585
   2018-10-16 00:00:00-07:00    0.991446
                                  ...   
   2023-10-19 00:00:00-07:00    0.940516
   2023-10-20 00:00:00-07:00    0.940516
   2023-10-21 00:00:00-07:00    0.940516
   2023-10-22 00:00:00-07:00    0.940516
   2023-10-23 00:00:00-07:00    0.940516
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999830
   2018-10-14 00:00:00-07:00    0.999659
   2018-10-15 00:00:00-07:00    0.999489
   2018-10-16 00:00:00-07:00    0.999319
                                  ...   
   2023-10-19 00:00:00-07:00    0.956334
   2023-10-20 00:00:00-07:00    0.956334
   2023-10-21 00:00:00-07:00    0.956334
   2023-10-22 00:00:00-07:00    0.956334
   2023-10-23 00:00:00-07:00    0.956334
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999474
   2018-10-14 00:00:00-07:00    0.998948
   2018-10-15 00:00:00-07:00    0.998422
   2018-10-16 00:00:00-07:00    0.997896
                                  ...   
   2023-10-19 00:00:00-07:00    0.943126
   2023-10-20 00:00:00-07:00    0.943126
   2023-10-21 00:00:00-07:00    0.943126
   2023-10-22 00:00:00-07:00    0.943126
   2023-10-23 00:00:00-07:00    0.943126
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997893
   2018-10-14 00:00:00-07:00    0.995786
   2018-10-15 00:00:00-07:00    0.993679
   2018-10-16 00:00:00-07:00    0.991572
                                  ...   
   2023-10-19 00:00:00-07:00    0.973885
   2023-10-20 00:00:00-07:00    0.973885
   2023-10-21 00:00:00-07:00    0.973885
   2023-10-22 00:00:00-07:00    0.973885
   2023-10-23 00:00:00-07:00    0.973885
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.00000
   2018-10-13 00:00:00-07:00    0.99938
   2018-10-14 00:00:00-07:00    0.99876
   2018-10-15 00:00:00-07:00    0.99814
   2018-10-16 00:00:00-07:00    0.99752
                                 ...   
   2023-10-19 00:00:00-07:00    0.99196
   2023-10-20 00:00:00-07:00    0.99196
   2023-10-21 00:00:00-07:00    0.99196
   2023-10-22 00:00:00-07:00    0.99196
   2023-10-23 00:00:00-07:00    0.99196
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998004
   2018-10-14 00:00:00-07:00    0.996009
   2018-10-15 00:00:00-07:00    0.994013
   2018-10-16 00:00:00-07:00    0.992018
                                  ...   
   2023-10-19 00:00:00-07:00    0.971257
   2023-10-20 00:00:00-07:00    0.971257
   2023-10-21 00:00:00-07:00    0.971257
   2023-10-22 00:00:00-07:00    0.971257
   2023-10-23 00:00:00-07:00    0.971257
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997577
   2018-10-14 00:00:00-07:00    0.995155
   2018-10-15 00:00:00-07:00    0.992732
   2018-10-16 00:00:00-07:00    0.990310
                                  ...   
   2023-10-19 00:00:00-07:00    0.986665
   2023-10-20 00:00:00-07:00    0.986665
   2023-10-21 00:00:00-07:00    0.986665
   2023-10-22 00:00:00-07:00    0.986665
   2023-10-23 00:00:00-07:00    0.986665
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999209
   2018-10-14 00:00:00-07:00    0.998418
   2018-10-15 00:00:00-07:00    0.997627
   2018-10-16 00:00:00-07:00    0.996836
                                  ...   
   2023-10-19 00:00:00-07:00    0.924674
   2023-10-20 00:00:00-07:00    0.924674
   2023-10-21 00:00:00-07:00    0.924674
   2023-10-22 00:00:00-07:00    0.924674
   2023-10-23 00:00:00-07:00    0.924674
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998321
   2018-10-14 00:00:00-07:00    0.996642
   2018-10-15 00:00:00-07:00    0.994963
   2018-10-16 00:00:00-07:00    0.993284
                                  ...   
   2023-10-19 00:00:00-07:00    0.944829
   2023-10-20 00:00:00-07:00    0.944829
   2023-10-21 00:00:00-07:00    0.944829
   2023-10-22 00:00:00-07:00    0.944829
   2023-10-23 00:00:00-07:00    0.944829
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997933
   2018-10-14 00:00:00-07:00    0.995866
   2018-10-15 00:00:00-07:00    0.993798
   2018-10-16 00:00:00-07:00    0.991731
                                  ...   
   2023-10-19 00:00:00-07:00    0.985183
   2023-10-20 00:00:00-07:00    0.985183
   2023-10-21 00:00:00-07:00    0.985183
   2023-10-22 00:00:00-07:00    0.985183
   2023-10-23 00:00:00-07:00    0.985183
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998721
   2018-10-14 00:00:00-07:00    0.997441
   2018-10-15 00:00:00-07:00    0.996162
   2018-10-16 00:00:00-07:00    0.994882
                                  ...   
   2023-10-19 00:00:00-07:00    0.963183
   2023-10-20 00:00:00-07:00    0.963183
   2023-10-21 00:00:00-07:00    0.963183
   2023-10-22 00:00:00-07:00    0.963183
   2023-10-23 00:00:00-07:00    0.963183
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997582
   2018-10-14 00:00:00-07:00    0.995164
   2018-10-15 00:00:00-07:00    0.992746
   2018-10-16 00:00:00-07:00    0.990328
                                  ...   
   2023-10-19 00:00:00-07:00    0.975285
   2023-10-20 00:00:00-07:00    0.975285
   2023-10-21 00:00:00-07:00    0.975285
   2023-10-22 00:00:00-07:00    0.975285
   2023-10-23 00:00:00-07:00    0.975285
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998647
   2018-10-14 00:00:00-07:00    0.997295
   2018-10-15 00:00:00-07:00    0.995942
   2018-10-16 00:00:00-07:00    0.994589
                                  ...   
   2023-10-19 00:00:00-07:00    0.917025
   2023-10-20 00:00:00-07:00    0.917025
   2023-10-21 00:00:00-07:00    0.917025
   2023-10-22 00:00:00-07:00    0.917025
   2023-10-23 00:00:00-07:00    0.917025
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998897
   2018-10-14 00:00:00-07:00    0.997794
   2018-10-15 00:00:00-07:00    0.996691
   2018-10-16 00:00:00-07:00    0.995588
                                  ...   
   2023-10-19 00:00:00-07:00    0.971931
   2023-10-20 00:00:00-07:00    0.971931
   2023-10-21 00:00:00-07:00    0.971931
   2023-10-22 00:00:00-07:00    0.971931
   2023-10-23 00:00:00-07:00    0.971931
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999534
   2018-10-14 00:00:00-07:00    0.999069
   2018-10-15 00:00:00-07:00    0.998603
   2018-10-16 00:00:00-07:00    0.998138
                                  ...   
   2023-10-19 00:00:00-07:00    0.961799
   2023-10-20 00:00:00-07:00    0.961799
   2023-10-21 00:00:00-07:00    0.961799
   2023-10-22 00:00:00-07:00    0.961799
   2023-10-23 00:00:00-07:00    0.961799
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999931
   2018-10-14 00:00:00-07:00    0.999863
   2018-10-15 00:00:00-07:00    0.999794
   2018-10-16 00:00:00-07:00    0.999725
                                  ...   
   2023-10-19 00:00:00-07:00    0.915130
   2023-10-20 00:00:00-07:00    0.915130
   2023-10-21 00:00:00-07:00    0.915130
   2023-10-22 00:00:00-07:00    0.915130
   2023-10-23 00:00:00-07:00    0.915130
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998783
   2018-10-14 00:00:00-07:00    0.997566
   2018-10-15 00:00:00-07:00    0.996349
   2018-10-16 00:00:00-07:00    0.995132
                                  ...   
   2023-10-19 00:00:00-07:00    0.982481
   2023-10-20 00:00:00-07:00    0.982481
   2023-10-21 00:00:00-07:00    0.982481
   2023-10-22 00:00:00-07:00    0.982481
   2023-10-23 00:00:00-07:00    0.982481
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999975
   2018-10-14 00:00:00-07:00    0.999950
   2018-10-15 00:00:00-07:00    0.999925
   2018-10-16 00:00:00-07:00    0.999900
                                  ...   
   2023-10-19 00:00:00-07:00    0.948667
   2023-10-20 00:00:00-07:00    0.948667
   2023-10-21 00:00:00-07:00    0.948667
   2023-10-22 00:00:00-07:00    0.948667
   2023-10-23 00:00:00-07:00    0.948667
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999149
   2018-10-14 00:00:00-07:00    0.998299
   2018-10-15 00:00:00-07:00    0.997448
   2018-10-16 00:00:00-07:00    0.996597
                                  ...   
   2023-10-19 00:00:00-07:00    0.944212
   2023-10-20 00:00:00-07:00    0.944212
   2023-10-21 00:00:00-07:00    0.944212
   2023-10-22 00:00:00-07:00    0.944212
   2023-10-23 00:00:00-07:00    0.944212
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998700
   2018-10-14 00:00:00-07:00    0.997400
   2018-10-15 00:00:00-07:00    0.996101
   2018-10-16 00:00:00-07:00    0.994801
                                  ...   
   2023-10-19 00:00:00-07:00    0.948472
   2023-10-20 00:00:00-07:00    0.948472
   2023-10-21 00:00:00-07:00    0.948472
   2023-10-22 00:00:00-07:00    0.948472
   2023-10-23 00:00:00-07:00    0.948472
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997901
   2018-10-14 00:00:00-07:00    0.995802
   2018-10-15 00:00:00-07:00    0.993703
   2018-10-16 00:00:00-07:00    0.991604
                                  ...   
   2023-10-19 00:00:00-07:00    0.919196
   2023-10-20 00:00:00-07:00    0.919196
   2023-10-21 00:00:00-07:00    0.919196
   2023-10-22 00:00:00-07:00    0.919196
   2023-10-23 00:00:00-07:00    0.919196
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999507
   2018-10-14 00:00:00-07:00    0.999013
   2018-10-15 00:00:00-07:00    0.998520
   2018-10-16 00:00:00-07:00    0.998026
                                  ...   
   2023-10-19 00:00:00-07:00    0.961438
   2023-10-20 00:00:00-07:00    0.961438
   2023-10-21 00:00:00-07:00    0.961438
   2023-10-22 00:00:00-07:00    0.961438
   2023-10-23 00:00:00-07:00    0.961438
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998084
   2018-10-14 00:00:00-07:00    0.996168
   2018-10-15 00:00:00-07:00    0.994252
   2018-10-16 00:00:00-07:00    0.992337
                                  ...   
   2023-10-19 00:00:00-07:00    0.951798
   2023-10-20 00:00:00-07:00    0.951798
   2023-10-21 00:00:00-07:00    0.951798
   2023-10-22 00:00:00-07:00    0.951798
   2023-10-23 00:00:00-07:00    0.951798
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999488
   2018-10-14 00:00:00-07:00    0.998976
   2018-10-15 00:00:00-07:00    0.998465
   2018-10-16 00:00:00-07:00    0.997953
                                  ...   
   2023-10-19 00:00:00-07:00    0.999614
   2023-10-20 00:00:00-07:00    0.999614
   2023-10-21 00:00:00-07:00    0.999614
   2023-10-22 00:00:00-07:00    0.999614
   2023-10-23 00:00:00-07:00    0.999614
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998305
   2018-10-14 00:00:00-07:00    0.996610
   2018-10-15 00:00:00-07:00    0.994915
   2018-10-16 00:00:00-07:00    0.993221
                                  ...   
   2023-10-19 00:00:00-07:00    0.989163
   2023-10-20 00:00:00-07:00    0.989163
   2023-10-21 00:00:00-07:00    0.989163
   2023-10-22 00:00:00-07:00    0.989163
   2023-10-23 00:00:00-07:00    0.989163
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999025
   2018-10-14 00:00:00-07:00    0.998050
   2018-10-15 00:00:00-07:00    0.997075
   2018-10-16 00:00:00-07:00    0.996101
                                  ...   
   2023-10-19 00:00:00-07:00    0.941480
   2023-10-20 00:00:00-07:00    0.941480
   2023-10-21 00:00:00-07:00    0.941480
   2023-10-22 00:00:00-07:00    0.941480
   2023-10-23 00:00:00-07:00    0.941480
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999167
   2018-10-14 00:00:00-07:00    0.998334
   2018-10-15 00:00:00-07:00    0.997500
   2018-10-16 00:00:00-07:00    0.996667
                                  ...   
   2023-10-19 00:00:00-07:00    0.949995
   2023-10-20 00:00:00-07:00    0.949995
   2023-10-21 00:00:00-07:00    0.949995
   2023-10-22 00:00:00-07:00    0.949995
   2023-10-23 00:00:00-07:00    0.949995
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998815
   2018-10-14 00:00:00-07:00    0.997630
   2018-10-15 00:00:00-07:00    0.996445
   2018-10-16 00:00:00-07:00    0.995260
                                  ...   
   2023-10-19 00:00:00-07:00    0.938771
   2023-10-20 00:00:00-07:00    0.938771
   2023-10-21 00:00:00-07:00    0.938771
   2023-10-22 00:00:00-07:00    0.938771
   2023-10-23 00:00:00-07:00    0.938771
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999132
   2018-10-14 00:00:00-07:00    0.998263
   2018-10-15 00:00:00-07:00    0.997395
   2018-10-16 00:00:00-07:00    0.996526
                                  ...   
   2023-10-19 00:00:00-07:00    0.919522
   2023-10-20 00:00:00-07:00    0.919522
   2023-10-21 00:00:00-07:00    0.919522
   2023-10-22 00:00:00-07:00    0.919522
   2023-10-23 00:00:00-07:00    0.919522
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999643
   2018-10-14 00:00:00-07:00    0.999287
   2018-10-15 00:00:00-07:00    0.998930
   2018-10-16 00:00:00-07:00    0.998574
                                  ...   
   2023-10-19 00:00:00-07:00    0.965335
   2023-10-20 00:00:00-07:00    0.965335
   2023-10-21 00:00:00-07:00    0.965335
   2023-10-22 00:00:00-07:00    0.965335
   2023-10-23 00:00:00-07:00    0.965335
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999707
   2018-10-14 00:00:00-07:00    0.999414
   2018-10-15 00:00:00-07:00    0.999121
   2018-10-16 00:00:00-07:00    0.998828
                                  ...   
   2023-10-19 00:00:00-07:00    0.925293
   2023-10-20 00:00:00-07:00    0.925293
   2023-10-21 00:00:00-07:00    0.925293
   2023-10-22 00:00:00-07:00    0.925293
   2023-10-23 00:00:00-07:00    0.925293
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997794
   2018-10-14 00:00:00-07:00    0.995589
   2018-10-15 00:00:00-07:00    0.993383
   2018-10-16 00:00:00-07:00    0.991178
                                  ...   
   2023-10-19 00:00:00-07:00    0.920066
   2023-10-20 00:00:00-07:00    0.920066
   2023-10-21 00:00:00-07:00    0.920066
   2023-10-22 00:00:00-07:00    0.920066
   2023-10-23 00:00:00-07:00    0.920066
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999022
   2018-10-14 00:00:00-07:00    0.998044
   2018-10-15 00:00:00-07:00    0.997066
   2018-10-16 00:00:00-07:00    0.996088
                                  ...   
   2023-10-19 00:00:00-07:00    0.933405
   2023-10-20 00:00:00-07:00    0.933405
   2023-10-21 00:00:00-07:00    0.933405
   2023-10-22 00:00:00-07:00    0.933405
   2023-10-23 00:00:00-07:00    0.933405
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997799
   2018-10-14 00:00:00-07:00    0.995597
   2018-10-15 00:00:00-07:00    0.993396
   2018-10-16 00:00:00-07:00    0.991194
                                  ...   
   2023-10-19 00:00:00-07:00    0.988345
   2023-10-20 00:00:00-07:00    0.988345
   2023-10-21 00:00:00-07:00    0.988345
   2023-10-22 00:00:00-07:00    0.988345
   2023-10-23 00:00:00-07:00    0.988345
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999629
   2018-10-14 00:00:00-07:00    0.999258
   2018-10-15 00:00:00-07:00    0.998888
   2018-10-16 00:00:00-07:00    0.998517
                                  ...   
   2023-10-19 00:00:00-07:00    0.944049
   2023-10-20 00:00:00-07:00    0.944049
   2023-10-21 00:00:00-07:00    0.944049
   2023-10-22 00:00:00-07:00    0.944049
   2023-10-23 00:00:00-07:00    0.944049
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999780
   2018-10-14 00:00:00-07:00    0.999560
   2018-10-15 00:00:00-07:00    0.999340
   2018-10-16 00:00:00-07:00    0.999120
                                  ...   
   2023-10-19 00:00:00-07:00    0.983703
   2023-10-20 00:00:00-07:00    0.983703
   2023-10-21 00:00:00-07:00    0.983703
   2023-10-22 00:00:00-07:00    0.983703
   2023-10-23 00:00:00-07:00    0.983703
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998991
   2018-10-14 00:00:00-07:00    0.997983
   2018-10-15 00:00:00-07:00    0.996974
   2018-10-16 00:00:00-07:00    0.995965
                                  ...   
   2023-10-19 00:00:00-07:00    0.970130
   2023-10-20 00:00:00-07:00    0.970130
   2023-10-21 00:00:00-07:00    0.970130
   2023-10-22 00:00:00-07:00    0.970130
   2023-10-23 00:00:00-07:00    0.970130
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998423
   2018-10-14 00:00:00-07:00    0.996846
   2018-10-15 00:00:00-07:00    0.995269
   2018-10-16 00:00:00-07:00    0.993692
                                  ...   
   2023-10-19 00:00:00-07:00    0.956090
   2023-10-20 00:00:00-07:00    0.956090
   2023-10-21 00:00:00-07:00    0.956090
   2023-10-22 00:00:00-07:00    0.956090
   2023-10-23 00:00:00-07:00    0.956090
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998329
   2018-10-14 00:00:00-07:00    0.996657
   2018-10-15 00:00:00-07:00    0.994986
   2018-10-16 00:00:00-07:00    0.993314
                                  ...   
   2023-10-19 00:00:00-07:00    0.986730
   2023-10-20 00:00:00-07:00    0.986730
   2023-10-21 00:00:00-07:00    0.986730
   2023-10-22 00:00:00-07:00    0.986730
   2023-10-23 00:00:00-07:00    0.986730
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999965
   2018-10-14 00:00:00-07:00    0.999930
   2018-10-15 00:00:00-07:00    0.999895
   2018-10-16 00:00:00-07:00    0.999860
                                  ...   
   2023-10-19 00:00:00-07:00    0.947036
   2023-10-20 00:00:00-07:00    0.947036
   2023-10-21 00:00:00-07:00    0.947036
   2023-10-22 00:00:00-07:00    0.947036
   2023-10-23 00:00:00-07:00    0.947036
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998057
   2018-10-14 00:00:00-07:00    0.996113
   2018-10-15 00:00:00-07:00    0.994170
   2018-10-16 00:00:00-07:00    0.992226
                                  ...   
   2023-10-19 00:00:00-07:00    0.922870
   2023-10-20 00:00:00-07:00    0.922870
   2023-10-21 00:00:00-07:00    0.922870
   2023-10-22 00:00:00-07:00    0.922870
   2023-10-23 00:00:00-07:00    0.922870
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998319
   2018-10-14 00:00:00-07:00    0.996638
   2018-10-15 00:00:00-07:00    0.994957
   2018-10-16 00:00:00-07:00    0.993277
                                  ...   
   2023-10-19 00:00:00-07:00    0.919522
   2023-10-20 00:00:00-07:00    0.919522
   2023-10-21 00:00:00-07:00    0.919522
   2023-10-22 00:00:00-07:00    0.919522
   2023-10-23 00:00:00-07:00    0.919522
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999159
   2018-10-14 00:00:00-07:00    0.998317
   2018-10-15 00:00:00-07:00    0.997476
   2018-10-16 00:00:00-07:00    0.996634
                                  ...   
   2023-10-19 00:00:00-07:00    0.928729
   2023-10-20 00:00:00-07:00    0.928729
   2023-10-21 00:00:00-07:00    0.928729
   2023-10-22 00:00:00-07:00    0.928729
   2023-10-23 00:00:00-07:00    0.928729
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999382
   2018-10-14 00:00:00-07:00    0.998765
   2018-10-15 00:00:00-07:00    0.998147
   2018-10-16 00:00:00-07:00    0.997530
                                  ...   
   2023-10-19 00:00:00-07:00    0.948294
   2023-10-20 00:00:00-07:00    0.948294
   2023-10-21 00:00:00-07:00    0.948294
   2023-10-22 00:00:00-07:00    0.948294
   2023-10-23 00:00:00-07:00    0.948294
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998478
   2018-10-14 00:00:00-07:00    0.996956
   2018-10-15 00:00:00-07:00    0.995434
   2018-10-16 00:00:00-07:00    0.993912
                                  ...   
   2023-10-19 00:00:00-07:00    0.997731
   2023-10-20 00:00:00-07:00    0.997731
   2023-10-21 00:00:00-07:00    0.997731
   2023-10-22 00:00:00-07:00    0.997731
   2023-10-23 00:00:00-07:00    0.997731
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998236
   2018-10-14 00:00:00-07:00    0.996472
   2018-10-15 00:00:00-07:00    0.994708
   2018-10-16 00:00:00-07:00    0.992944
                                  ...   
   2023-10-19 00:00:00-07:00    0.935839
   2023-10-20 00:00:00-07:00    0.935839
   2023-10-21 00:00:00-07:00    0.935839
   2023-10-22 00:00:00-07:00    0.935839
   2023-10-23 00:00:00-07:00    0.935839
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999457
   2018-10-14 00:00:00-07:00    0.998914
   2018-10-15 00:00:00-07:00    0.998371
   2018-10-16 00:00:00-07:00    0.997827
                                  ...   
   2023-10-19 00:00:00-07:00    0.962061
   2023-10-20 00:00:00-07:00    0.962061
   2023-10-21 00:00:00-07:00    0.962061
   2023-10-22 00:00:00-07:00    0.962061
   2023-10-23 00:00:00-07:00    0.962061
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998182
   2018-10-14 00:00:00-07:00    0.996364
   2018-10-15 00:00:00-07:00    0.994546
   2018-10-16 00:00:00-07:00    0.992729
                                  ...   
   2023-10-19 00:00:00-07:00    0.918550
   2023-10-20 00:00:00-07:00    0.918550
   2023-10-21 00:00:00-07:00    0.918550
   2023-10-22 00:00:00-07:00    0.918550
   2023-10-23 00:00:00-07:00    0.918550
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999896
   2018-10-14 00:00:00-07:00    0.999791
   2018-10-15 00:00:00-07:00    0.999687
   2018-10-16 00:00:00-07:00    0.999583
                                  ...   
   2023-10-19 00:00:00-07:00    0.940225
   2023-10-20 00:00:00-07:00    0.940225
   2023-10-21 00:00:00-07:00    0.940225
   2023-10-22 00:00:00-07:00    0.940225
   2023-10-23 00:00:00-07:00    0.940225
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999624
   2018-10-14 00:00:00-07:00    0.999248
   2018-10-15 00:00:00-07:00    0.998872
   2018-10-16 00:00:00-07:00    0.998496
                                  ...   
   2023-10-19 00:00:00-07:00    0.984710
   2023-10-20 00:00:00-07:00    0.984710
   2023-10-21 00:00:00-07:00    0.984710
   2023-10-22 00:00:00-07:00    0.984710
   2023-10-23 00:00:00-07:00    0.984710
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999284
   2018-10-14 00:00:00-07:00    0.998568
   2018-10-15 00:00:00-07:00    0.997852
   2018-10-16 00:00:00-07:00    0.997136
                                  ...   
   2023-10-19 00:00:00-07:00    0.994977
   2023-10-20 00:00:00-07:00    0.994977
   2023-10-21 00:00:00-07:00    0.994977
   2023-10-22 00:00:00-07:00    0.994977
   2023-10-23 00:00:00-07:00    0.994977
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998017
   2018-10-14 00:00:00-07:00    0.996034
   2018-10-15 00:00:00-07:00    0.994050
   2018-10-16 00:00:00-07:00    0.992067
                                  ...   
   2023-10-19 00:00:00-07:00    0.999152
   2023-10-20 00:00:00-07:00    0.999152
   2023-10-21 00:00:00-07:00    0.999152
   2023-10-22 00:00:00-07:00    0.999152
   2023-10-23 00:00:00-07:00    0.999152
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998978
   2018-10-14 00:00:00-07:00    0.997955
   2018-10-15 00:00:00-07:00    0.996933
   2018-10-16 00:00:00-07:00    0.995911
                                  ...   
   2023-10-19 00:00:00-07:00    0.924784
   2023-10-20 00:00:00-07:00    0.924784
   2023-10-21 00:00:00-07:00    0.924784
   2023-10-22 00:00:00-07:00    0.924784
   2023-10-23 00:00:00-07:00    0.924784
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997937
   2018-10-14 00:00:00-07:00    0.995874
   2018-10-15 00:00:00-07:00    0.993812
   2018-10-16 00:00:00-07:00    0.991749
                                  ...   
   2023-10-19 00:00:00-07:00    0.945957
   2023-10-20 00:00:00-07:00    0.945957
   2023-10-21 00:00:00-07:00    0.945957
   2023-10-22 00:00:00-07:00    0.945957
   2023-10-23 00:00:00-07:00    0.945957
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999219
   2018-10-14 00:00:00-07:00    0.998437
   2018-10-15 00:00:00-07:00    0.997656
   2018-10-16 00:00:00-07:00    0.996875
                                  ...   
   2023-10-19 00:00:00-07:00    0.928876
   2023-10-20 00:00:00-07:00    0.928876
   2023-10-21 00:00:00-07:00    0.928876
   2023-10-22 00:00:00-07:00    0.928876
   2023-10-23 00:00:00-07:00    0.928876
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999638
   2018-10-14 00:00:00-07:00    0.999276
   2018-10-15 00:00:00-07:00    0.998914
   2018-10-16 00:00:00-07:00    0.998552
                                  ...   
   2023-10-19 00:00:00-07:00    0.993445
   2023-10-20 00:00:00-07:00    0.993445
   2023-10-21 00:00:00-07:00    0.993445
   2023-10-22 00:00:00-07:00    0.993445
   2023-10-23 00:00:00-07:00    0.993445
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999192
   2018-10-14 00:00:00-07:00    0.998383
   2018-10-15 00:00:00-07:00    0.997575
   2018-10-16 00:00:00-07:00    0.996766
                                  ...   
   2023-10-19 00:00:00-07:00    0.950801
   2023-10-20 00:00:00-07:00    0.950801
   2023-10-21 00:00:00-07:00    0.950801
   2023-10-22 00:00:00-07:00    0.950801
   2023-10-23 00:00:00-07:00    0.950801
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998536
   2018-10-14 00:00:00-07:00    0.997072
   2018-10-15 00:00:00-07:00    0.995608
   2018-10-16 00:00:00-07:00    0.994143
                                  ...   
   2023-10-19 00:00:00-07:00    0.971945
   2023-10-20 00:00:00-07:00    0.971945
   2023-10-21 00:00:00-07:00    0.971945
   2023-10-22 00:00:00-07:00    0.971945
   2023-10-23 00:00:00-07:00    0.971945
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999391
   2018-10-14 00:00:00-07:00    0.998783
   2018-10-15 00:00:00-07:00    0.998174
   2018-10-16 00:00:00-07:00    0.997566
                                  ...   
   2023-10-19 00:00:00-07:00    0.948126
   2023-10-20 00:00:00-07:00    0.948126
   2023-10-21 00:00:00-07:00    0.948126
   2023-10-22 00:00:00-07:00    0.948126
   2023-10-23 00:00:00-07:00    0.948126
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999166
   2018-10-14 00:00:00-07:00    0.998332
   2018-10-15 00:00:00-07:00    0.997498
   2018-10-16 00:00:00-07:00    0.996663
                                  ...   
   2023-10-19 00:00:00-07:00    0.918180
   2023-10-20 00:00:00-07:00    0.918180
   2023-10-21 00:00:00-07:00    0.918180
   2023-10-22 00:00:00-07:00    0.918180
   2023-10-23 00:00:00-07:00    0.918180
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997675
   2018-10-14 00:00:00-07:00    0.995350
   2018-10-15 00:00:00-07:00    0.993026
   2018-10-16 00:00:00-07:00    0.990701
                                  ...   
   2023-10-19 00:00:00-07:00    0.927852
   2023-10-20 00:00:00-07:00    0.927852
   2023-10-21 00:00:00-07:00    0.927852
   2023-10-22 00:00:00-07:00    0.927852
   2023-10-23 00:00:00-07:00    0.927852
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999332
   2018-10-14 00:00:00-07:00    0.998664
   2018-10-15 00:00:00-07:00    0.997996
   2018-10-16 00:00:00-07:00    0.997328
                                  ...   
   2023-10-19 00:00:00-07:00    0.963129
   2023-10-20 00:00:00-07:00    0.963129
   2023-10-21 00:00:00-07:00    0.963129
   2023-10-22 00:00:00-07:00    0.963129
   2023-10-23 00:00:00-07:00    0.963129
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999445
   2018-10-14 00:00:00-07:00    0.998889
   2018-10-15 00:00:00-07:00    0.998334
   2018-10-16 00:00:00-07:00    0.997778
                                  ...   
   2023-10-19 00:00:00-07:00    0.955844
   2023-10-20 00:00:00-07:00    0.955844
   2023-10-21 00:00:00-07:00    0.955844
   2023-10-22 00:00:00-07:00    0.955844
   2023-10-23 00:00:00-07:00    0.955844
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997668
   2018-10-14 00:00:00-07:00    0.995337
   2018-10-15 00:00:00-07:00    0.993005
   2018-10-16 00:00:00-07:00    0.990673
                                  ...   
   2023-10-19 00:00:00-07:00    0.916259
   2023-10-20 00:00:00-07:00    0.916259
   2023-10-21 00:00:00-07:00    0.916259
   2023-10-22 00:00:00-07:00    0.916259
   2023-10-23 00:00:00-07:00    0.916259
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999837
   2018-10-14 00:00:00-07:00    0.999673
   2018-10-15 00:00:00-07:00    0.999510
   2018-10-16 00:00:00-07:00    0.999346
                                  ...   
   2023-10-19 00:00:00-07:00    0.932437
   2023-10-20 00:00:00-07:00    0.932437
   2023-10-21 00:00:00-07:00    0.932437
   2023-10-22 00:00:00-07:00    0.932437
   2023-10-23 00:00:00-07:00    0.932437
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999779
   2018-10-14 00:00:00-07:00    0.999558
   2018-10-15 00:00:00-07:00    0.999337
   2018-10-16 00:00:00-07:00    0.999116
                                  ...   
   2023-10-19 00:00:00-07:00    0.980897
   2023-10-20 00:00:00-07:00    0.980897
   2023-10-21 00:00:00-07:00    0.980897
   2023-10-22 00:00:00-07:00    0.980897
   2023-10-23 00:00:00-07:00    0.980897
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998635
   2018-10-14 00:00:00-07:00    0.997270
   2018-10-15 00:00:00-07:00    0.995905
   2018-10-16 00:00:00-07:00    0.994539
                                  ...   
   2023-10-19 00:00:00-07:00    0.989889
   2023-10-20 00:00:00-07:00    0.989889
   2023-10-21 00:00:00-07:00    0.989889
   2023-10-22 00:00:00-07:00    0.989889
   2023-10-23 00:00:00-07:00    0.989889
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997640
   2018-10-14 00:00:00-07:00    0.995279
   2018-10-15 00:00:00-07:00    0.992919
   2018-10-16 00:00:00-07:00    0.990558
                                  ...   
   2023-10-19 00:00:00-07:00    0.960482
   2023-10-20 00:00:00-07:00    0.960482
   2023-10-21 00:00:00-07:00    0.960482
   2023-10-22 00:00:00-07:00    0.960482
   2023-10-23 00:00:00-07:00    0.960482
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998455
   2018-10-14 00:00:00-07:00    0.996910
   2018-10-15 00:00:00-07:00    0.995365
   2018-10-16 00:00:00-07:00    0.993820
                                  ...   
   2023-10-19 00:00:00-07:00    0.966921
   2023-10-20 00:00:00-07:00    0.966921
   2023-10-21 00:00:00-07:00    0.966921
   2023-10-22 00:00:00-07:00    0.966921
   2023-10-23 00:00:00-07:00    0.966921
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999927
   2018-10-14 00:00:00-07:00    0.999854
   2018-10-15 00:00:00-07:00    0.999781
   2018-10-16 00:00:00-07:00    0.999708
                                  ...   
   2023-10-19 00:00:00-07:00    0.943941
   2023-10-20 00:00:00-07:00    0.943941
   2023-10-21 00:00:00-07:00    0.943941
   2023-10-22 00:00:00-07:00    0.943941
   2023-10-23 00:00:00-07:00    0.943941
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.998949
   2018-10-14 00:00:00-07:00    0.997899
   2018-10-15 00:00:00-07:00    0.996848
   2018-10-16 00:00:00-07:00    0.995797
                                  ...   
   2023-10-19 00:00:00-07:00    0.996454
   2023-10-20 00:00:00-07:00    0.996454
   2023-10-21 00:00:00-07:00    0.996454
   2023-10-22 00:00:00-07:00    0.996454
   2023-10-23 00:00:00-07:00    0.996454
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999111
   2018-10-14 00:00:00-07:00    0.998223
   2018-10-15 00:00:00-07:00    0.997334
   2018-10-16 00:00:00-07:00    0.996445
                                  ...   
   2023-10-19 00:00:00-07:00    0.948286
   2023-10-20 00:00:00-07:00    0.948286
   2023-10-21 00:00:00-07:00    0.948286
   2023-10-22 00:00:00-07:00    0.948286
   2023-10-23 00:00:00-07:00    0.948286
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997715
   2018-10-14 00:00:00-07:00    0.995429
   2018-10-15 00:00:00-07:00    0.993144
   2018-10-16 00:00:00-07:00    0.990859
                                  ...   
   2023-10-19 00:00:00-07:00    0.939651
   2023-10-20 00:00:00-07:00    0.939651
   2023-10-21 00:00:00-07:00    0.939651
   2023-10-22 00:00:00-07:00    0.939651
   2023-10-23 00:00:00-07:00    0.939651
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999817
   2018-10-14 00:00:00-07:00    0.999635
   2018-10-15 00:00:00-07:00    0.999452
   2018-10-16 00:00:00-07:00    0.999270
                                  ...   
   2023-10-19 00:00:00-07:00    0.998974
   2023-10-20 00:00:00-07:00    0.998974
   2023-10-21 00:00:00-07:00    0.998974
   2023-10-22 00:00:00-07:00    0.998974
   2023-10-23 00:00:00-07:00    0.998974
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.997734
   2018-10-14 00:00:00-07:00    0.995468
   2018-10-15 00:00:00-07:00    0.993202
   2018-10-16 00:00:00-07:00    0.990936
                                  ...   
   2023-10-19 00:00:00-07:00    0.999983
   2023-10-20 00:00:00-07:00    0.999983
   2023-10-21 00:00:00-07:00    0.999983
   2023-10-22 00:00:00-07:00    0.999983
   2023-10-23 00:00:00-07:00    0.999983
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999047
   2018-10-14 00:00:00-07:00    0.998093
   2018-10-15 00:00:00-07:00    0.997140
   2018-10-16 00:00:00-07:00    0.996187
                                  ...   
   2023-10-19 00:00:00-07:00    0.922749
   2023-10-20 00:00:00-07:00    0.922749
   2023-10-21 00:00:00-07:00    0.922749
   2023-10-22 00:00:00-07:00    0.922749
   2023-10-23 00:00:00-07:00    0.922749
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64,
   date
   2018-10-12 00:00:00-07:00    1.000000
   2018-10-13 00:00:00-07:00    0.999442
   2018-10-14 00:00:00-07:00    0.998883
   2018-10-15 00:00:00-07:00    0.998325
   2018-10-16 00:00:00-07:00    0.997766
                                  ...   
   2023-10-19 00:00:00-07:00    0.993233
   2023-10-20 00:00:00-07:00    0.993233
   2023-10-21 00:00:00-07:00    0.993233
   2023-10-22 00:00:00-07:00    0.993233
   2023-10-23 00:00:00-07:00    0.993233
   Name: stochastic_soiling_profile, Length: 1838, dtype: float64],
  'soiling_interval_summary':                        start                       end  soiling_rate  \
  0  2018-10-12 00:00:00-07:00 2018-10-28 00:00:00-07:00     -0.000740   
  1  2018-10-29 00:00:00-07:00 2018-10-29 00:00:00-07:00      0.000000   
  2  2018-10-30 00:00:00-07:00 2019-01-08 00:00:00-08:00      0.000000   
  3  2019-01-09 00:00:00-08:00 2019-01-18 00:00:00-08:00      0.000000   
  4  2019-01-19 00:00:00-08:00 2019-02-06 00:00:00-08:00      0.000000   
  ..                       ...                       ...           ...   
  94 2023-08-02 00:00:00-07:00 2023-08-02 00:00:00-07:00      0.000000   
  95 2023-08-03 00:00:00-07:00 2023-08-04 00:00:00-07:00      0.000000   
  96 2023-08-05 00:00:00-07:00 2023-09-29 00:00:00-07:00     -0.001564   
  97 2023-09-30 00:00:00-07:00 2023-09-30 00:00:00-07:00      0.000000   
  98 2023-10-01 00:00:00-07:00 2023-10-23 00:00:00-07:00      0.000000   
  
      soiling_rate_low  soiling_rate_high  inferred_start_loss  \
  0          -0.002496           0.000000             1.001649   
  1           0.000000           0.000000             0.971510   
  2           0.000000           0.000000             1.030356   
  3           0.000000           0.000000             0.979480   
  4           0.000000           0.000000             0.973890   
  ..               ...                ...                  ...   
  94          0.000000           0.000000             1.013393   
  95          0.000000           0.000000             0.992821   
  96         -0.001779          -0.001364             1.023376   
  97          0.000000           0.000000             0.930025   
  98          0.000000           0.000000             0.987184   
  
      inferred_end_loss  length  valid  
  0            0.989811      16   True  
  1            0.971510       0  False  
  2            1.030356      70  False  
  3            0.979480       9  False  
  4            0.986535      18  False  
  ..                ...     ...    ...  
  94           1.013393       0  False  
  95           0.992821       1  False  
  96           0.937377      55   True  
  97           0.930025       0  False  
  98           0.991311      22  False  
  
  [99 rows x 9 columns],
  'soiling_ratio_perfect_clean': date
  2018-10-12 00:00:00-07:00    1.000000
  2018-10-13 00:00:00-07:00    0.999260
  2018-10-14 00:00:00-07:00    0.998520
  2018-10-15 00:00:00-07:00    0.997780
  2018-10-16 00:00:00-07:00    0.997040
                                 ...   
  2023-09-25 00:00:00-07:00    0.920255
  2023-09-26 00:00:00-07:00    0.918691
  2023-09-27 00:00:00-07:00    0.917128
  2023-09-28 00:00:00-07:00    0.915564
  2023-09-29 00:00:00-07:00    0.914001
  Name: loss_perfect_clean, Length: 806, dtype: float64}}
interval_summary = ta.results['sensor']['srr_soiling']['calc_info']['soiling_interval_summary']
interval_summary[interval_summary['valid']].head(10)
start end soiling_rate soiling_rate_low soiling_rate_high inferred_start_loss inferred_end_loss length valid
0 2018-10-12 00:00:00-07:00 2018-10-28 00:00:00-07:00 -0.000740 -0.002496 0.000000 1.001649 0.989811 16 True
7 2019-02-26 00:00:00-08:00 2019-03-12 00:00:00-07:00 -0.003319 -0.009904 0.000000 1.026305 0.979845 14 True
14 2019-09-19 00:00:00-07:00 2019-12-05 00:00:00-08:00 -0.000830 -0.001158 -0.000492 1.013783 0.949870 77 True
25 2020-04-18 00:00:00-07:00 2020-05-16 00:00:00-07:00 -0.000513 -0.001529 0.000000 1.025881 1.011519 28 True
29 2020-05-23 00:00:00-07:00 2020-08-15 00:00:00-07:00 -0.000586 -0.000788 -0.000402 1.032514 0.983272 84 True
30 2020-08-16 00:00:00-07:00 2020-11-09 00:00:00-08:00 -0.002443 -0.002617 -0.002275 1.024833 0.817158 85 True
34 2020-11-17 00:00:00-08:00 2020-12-28 00:00:00-08:00 -0.002139 -0.003035 -0.001204 0.947794 0.860104 41 True
40 2021-02-08 00:00:00-08:00 2021-02-15 00:00:00-08:00 -0.004231 -0.009438 0.000000 1.028590 0.998973 7 True
48 2021-07-09 00:00:00-07:00 2021-07-24 00:00:00-07:00 -0.003557 -0.013582 0.000000 1.172638 1.119285 15 True
53 2021-08-19 00:00:00-07:00 2021-10-18 00:00:00-07:00 -0.002251 -0.002728 -0.001733 1.060077 0.925012 60 True

Soiling plots#

Soiling intervals

fig = ta.plot_soiling_interval('sensor', ymin=0.3, ymax=1.3);
/Users/mdecegli/opt/anaconda3/envs/oss_webinar/lib/python3.10/site-packages/rdtools/plotting.py:225: UserWarning:

The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.
_images/59465cea32cb9568a5d6ed016c3dddf137624dc312db398edbe8882b1ff19ba8.png

Soiling plots#

Soiling rate histogram

fig = ta.plot_soiling_rate_histogram('sensor', bins=10);
/Users/mdecegli/opt/anaconda3/envs/oss_webinar/lib/python3.10/site-packages/rdtools/plotting.py:265: UserWarning:

The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.
_images/4c4a463ae3a83c09e9f0287fa0c337095b577b5be3f74e8a6c4194883f785144.png

Soiling plots#

Monte Carlo visualization

fig = ta.plot_soiling_monte_carlo('sensor', profile_alpha=0.01, profiles=500);
/Users/mdecegli/opt/anaconda3/envs/oss_webinar/lib/python3.10/site-packages/rdtools/plotting.py:165: UserWarning:

The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.
_images/9f815cd188cd2800174b6e0097531aadcdb8223c503b10061962c03433a2e77c.png

Soiling summary statistics#

Let’s look at how to calculate the summary statistics that you will find on NREL’s soiling map (https://www.nrel.gov/pv/soiling.html)

Screenshot%202024-03-15%20at%2010.37.44%20AM.png

Soiling summary statistics#

Monthly soiling rates#

Screenshot%202024-03-15%20at%209.30.14%20AM.png

rdtools.soiling.monthly_soiling_rates(interval_summary, confidence_level=95)
month soiling_rate_median soiling_rate_low soiling_rate_high interval_count
0 1 NaN NaN NaN 0
1 2 -0.005917 -0.008580 -0.001914 2
2 3 -0.003153 -0.009153 -0.000160 3
3 4 -0.000432 -0.001526 -0.000078 3
4 5 -0.000428 -0.001394 -0.000137 3
5 6 -0.000462 -0.000768 -0.000218 2
6 7 -0.000592 -0.012253 -0.000229 3
7 8 -0.001730 -0.003784 -0.000459 5
8 9 -0.002076 -0.003506 -0.000622 6
9 10 -0.001750 -0.002643 -0.000234 6
10 11 -0.001981 -0.004462 -0.000392 7
11 12 -0.002114 -0.004330 -0.000656 4

Soiling summary statistics#

Annual soiling ratios#

Screenshot%202024-03-15%20at%209.30.04%20AM.png

rdtools.soiling.annual_soiling_ratios(ta.results['sensor']['srr_soiling']['calc_info']['stochastic_soiling_profiles'],
                                      ta.sensor_aggregated_insolation,
                                      confidence_level=95)
year soiling_ratio_median soiling_ratio_low soiling_ratio_high
0 2018 0.990947 0.982081 0.999542
1 2019 0.967458 0.908078 0.991381
2 2020 0.948237 0.925721 0.961360
3 2021 0.959526 0.931295 0.976924
4 2022 0.959789 0.916436 0.981862
5 2023 0.961763 0.935805 0.974353

Let’s try swapping in satellite irradiance data#

https://nsrdb.nrel.gov/ Screenshot%202024-03-15%20at%209.34.35%20AM.png

nsrdb_files = glob.glob('data/NSRDB/*.csv')

df_list = []
for f in nsrdb_files:
    nsrdb, nsrdb_meta = pvlib.iotools.read_psm3(f, map_variables=True)
    df_list.append(nsrdb)
nsrdb = pd.concat(df_list)
nsrdb.sort_index(inplace=True)
nsrdb.index = nsrdb.index.tz_convert(tz)

def int_ave(df):
    "use the trapezoidal rule to convert a dataframe to a right-labeled interval average"
    return (df.shift(1) + df) / 2

nsrdb = int_ave(nsrdb)

azimuth = metadata['Mount']['Mount 0']['azimuth']
tilt = metadata['Mount']['Mount 0']['tilt']
lat = metadata['Site']['latitude']
lon = metadata['Site']['longitude']

def calc_poa(surface_tilt, surface_azimuth, albedo, solar_position,
             ghi, dni, dhi, location, **kwargs):
    """
    Estimate POA irradiance. PVWatts v5 uses a similar but slightly different
    method for near-horizon diffuse irradiance.

    Parameters
    ----------
    surface_tilt, surface_azimuth : numeric
        Array orientation [degrees]
    albedo : numeric
        Ground albedo
    solar_position : pd.DataFrame
        Solar position
    ghi, dni, dhi : numeric
        The three irradiance components
    location : pvlib.location.Location
        pvlib Location for the point of interest
    **kwargs
        Extra arguments passed to ``pvlib.irradiance.get_total_irradiance``.

    Returns
    -------
    poa : pd.DataFrame
        POA irradiance components, including ``poa_global``.
    """
    df_airmass = location.get_airmass(ghi.index, solar_position)
    dni_et = pvlib.irradiance.get_extra_radiation(ghi.index.dayofyear)

    poa = pvlib.irradiance.get_total_irradiance(
        surface_tilt,
        surface_azimuth,
        solar_position['apparent_zenith'],
        solar_position['azimuth'],
        dni,
        ghi,
        dhi,
        albedo=albedo,
        airmass=df_airmass['airmass_relative'],
        dni_extra=dni_et,
        model='perez',
        **kwargs)
    # return the entire dict so component calculations can be done
    return poa.fillna(0)

loc = pvlib.location.Location(lat, lon, tz = tz)
solar_position = loc.get_solarposition(nsrdb.index)

nsrdb_poa = calc_poa(tilt, azimuth, 0.25, solar_position, nsrdb['ghi'], nsrdb['dni'], nsrdb['dhi'], loc)

Inverter 1 results with satellite irradiance data#

ta = rdtools.TrendAnalysis(inv1_qa,
                           nsrdb_poa['poa_global'],
                           temperature_ambient=(temperature_qa-32)*(5/9), # convert from F
                           gamma_pdc = -0.0041, # from data sheet
                           windspeed=df_env['wind_speed_o_149576'].asfreq('60T'),
                           temperature_model='open_rack_glass_polymer'
                           )
ta.filter_params.pop('clip_filter')
ta.sensor_analysis(yoy_kwargs={'confidence_level':95})
fig = ta.plot_degradation_summary('sensor', summary_title='inv_01_ac_power_inv_149583 NSRDB', scatter_ymin=0.4, scatter_ymax=1.5)
ax1, ax2 = fig.get_axes()
ax1.collections[0].set_linewidth(0)
_images/62e4227392979a4837a0a26eb5a9dc1e940b52460daddd33a6c8acf4dcbdbec2.png

Discrepancy between NSRDB and sensor results#

Systematic differences suggest irradiance sensor drift over time#

More in depth study required to confirm the details

nsrdb_sensor_compare-3.png (DC degradation, axes modified to remove outliers)