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update ev module
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@pluflou
pluflou committed Jun 7, 2024
1 parent 40dfbe8 commit 1284c2e
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36 changes: 34 additions & 2 deletions sg2t/io/loadshapes/ev.py
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@@ -1,8 +1,12 @@
"""Class for obtaining loadshapes from the SPEECh model.
https://github.com/slacgismo/speech/tree/main.
"""

import os
from pathlib import Path
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt

from sg2t.transportation.speech import DataSetConfigurations
from sg2t.transportation.speech import SPEECh
from sg2t.transportation.speech import SPEEChGeneralConfiguration
Expand All @@ -14,7 +18,14 @@ def __init__(self, total_evs):
self.total_evs = total_evs # Input number of EVs in simulation
self.weekday_option = 'weekday'
self.dataset = 'Original16' # 'NewData' not implemented yet
self.path_to_data = 'inputs/'
# TODO: simplify below
path = os.path.dirname(os.path.abspath(__file__))
self.path_to_data = os.path.abspath(os.path.join(
path,
os.pardir,
os.pardir,
"transportation/data/")
) +"/"
self.ng = 16 # default number of groups for Original16 dataset
self.g_weights = None # weight for each group
# self.b_weights = None # weight for each behavior
Expand Down Expand Up @@ -84,3 +95,24 @@ def _format_data(self, loadshapes):
loadshapes["Hour"] = pd.date_range("00:00", "23:45", freq="1H").hour
loadshapes.set_index('Hour', inplace=True)
return loadshapes

def plot_loadshapes(self, figsize=(8, 5)):
x = self.loadshapes.index

scaling = 1 / 1000
unit = 'MW'
if np.max(
scaling * self.config.total_load_segments) > 1000: # if any scaled value is over 1000
scaling = (1 / 1000) * (1 / 1000)
unit = 'GW'

plt.figure(figsize=figsize)
for key in self.loadshapes.columns:
val = self.loadshapes[key]
plt.plot(x, scaling * val, label=key)

plt.legend()
plt.xlim([0, np.max(x)])

plt.ylabel(unit)
plt.xlabel('Hour')
4 changes: 4 additions & 0 deletions sg2t/transportation/data/Original16/GMMs/CSVs_of_GMM_properties/weekday_home_0_covs_0.csv
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4 changes: 4 additions & 0 deletions sg2t/transportation/data/Original16/GMMs/CSVs_of_GMM_properties/weekday_home_0_covs_1.csv
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4 changes: 4 additions & 0 deletions sg2t/transportation/data/Original16/GMMs/CSVs_of_GMM_properties/weekday_home_0_covs_2.csv
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4 changes: 4 additions & 0 deletions sg2t/transportation/data/Original16/GMMs/CSVs_of_GMM_properties/weekday_home_0_covs_3.csv
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4 changes: 4 additions & 0 deletions sg2t/transportation/data/Original16/GMMs/CSVs_of_GMM_properties/weekday_home_0_covs_4.csv
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4 changes: 4 additions & 0 deletions sg2t/transportation/data/Original16/GMMs/CSVs_of_GMM_properties/weekday_home_0_covs_6.csv
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4 changes: 4 additions & 0 deletions sg2t/transportation/data/Original16/GMMs/CSVs_of_GMM_properties/weekday_home_2_covs_2.csv
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4 changes: 4 additions & 0 deletions sg2t/transportation/data/Original16/GMMs/CSVs_of_GMM_properties/weekday_home_2_covs_3.csv
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9 changes: 9 additions & 0 deletions sg2t/transportation/data/Original16/GMMs/CSVs_of_GMM_properties/weekday_home_2_weights.csv
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4 changes: 4 additions & 0 deletions sg2t/transportation/data/Original16/GMMs/CSVs_of_GMM_properties/weekday_home_3_covs_3.csv
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4 changes: 4 additions & 0 deletions sg2t/transportation/data/Original16/GMMs/CSVs_of_GMM_properties/weekday_home_3_covs_5.csv
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4 changes: 4 additions & 0 deletions sg2t/transportation/data/Original16/GMMs/CSVs_of_GMM_properties/weekday_home_3_covs_6.csv
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4 changes: 4 additions & 0 deletions sg2t/transportation/data/Original16/GMMs/CSVs_of_GMM_properties/weekday_home_3_covs_7.csv
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9 changes: 9 additions & 0 deletions sg2t/transportation/data/Original16/GMMs/CSVs_of_GMM_properties/weekday_home_3_means.csv
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