Gasoline Pricing, Tax, and Consumptions in the U.S¶
In [1]:
# ODIN-Project Dependencies
from odin_eia_db.engine.odin_spark import ODINSpark
from odin_eia_db.utils.odin_secrets_manager import ODINSecretsManager
from odin_eia_db.gasoline_pricing import ODINGasolinePricing
from odin_eia_db.crude_oils import ODINCrudeOilsImport
from odin_eia_db.utils.constants import TBL_NAME, INVERSE_US_REGIONS, PADD_AREAS, US_REGIONS
from odin_eia_db.statistics.odin_sarimax import optimize_sarimax, optimize_samirx_with_exog
from eia.utils.constants import INVERSE_STATES, STATES_LOOKUP
from eia.utils.aws_athena import AWSAthena
from pyspark.sql import functions as f
from pyspark.sql.types import DecimalType
from statsmodels.tsa.seasonal import STL
from statsmodels.tsa.statespace.sarimax import SARIMAX
from statsmodels.tsa.stattools import adfuller
from statsmodels.graphics.tsaplots import plot_acf, plot_pacf
from statsmodels.stats.diagnostic import acorr_ljungbox
from sklearn import metrics
import re
import sys
import time
from datetime import datetime
import pandas as pd
import numpy as np
import pymysql
import warnings
import json
import urllib
import os
from itertools import product
import logging
import matplotlib.pyplot as plt
import seaborn as sns
from typing import List, Dict
plt.style.use('ggplot')
warnings.filterwarnings('ignore')
Helper Functions¶
In [2]:
@f.udf
def convert_to_transc_date(transc_date) -> str:
"""
FUNCTION
convert_to_transc_date
DESCRIPTION
ODIN-Spark helper function to label transc_date AS `%Y-%m-%d` or INVALID_TRANSC
RETURN
A string object (`%Y-%m-%d` or INVALID_TRANSC)
"""
try:
return pd.to_datetime(transc_date).strftime('%Y-%m-%d')
except:
return "INVALID_TRANSC"
@f.udf
def mapped_padd_district(state_name: str) -> str:
"""
FUNCTION
mapped_padd_district
DESCRIPTION
ODIN-Spark helper function to mapped a given state_name into its PADD district
RETURN
A string object (PADD District (e.q., PADD 1, PADD 2, etc.)
"""
return PADD_AREAS.get( INVERSE_US_REGIONS.get( INVERSE_STATES.get(state_name) ), 'N/A' )
@f.udf
def get_month_name(transc_date: str):
"""
FUNCTION
get_month_name
DESCRIPTION
ODIN-Spark helper function to convert timestamp into transc_date format %Y-%m-%d
RETURN
A pandas.datetime object
"""
return pd.to_datetime(transc_date if transc_date else datetime.today().strftime('%Y-%m-%d') ).month_name()
@f.udf
def convert_gasoline_price_to_decimal(price: float):
"""
FUNCTION
convert_gasoline_price_to_decimal
DESCRIPTION
ODIN-Spark helper function to current_gasoline_price into its decimal representation
RETURN
A string object
"""
try:
return str(float(price))
except:
return "0.0"
def get_gasoline_prices_by_products(url: str) -> 'DataFrame':
"""
FUNCTION
get_gasoline_prices_by_products
DESCRIPTION
Get current gasoline pricing by their products from EIA.gov
PARAMETER
None
RETURN
DataFrame with the following attributes: period, duoarea, area-name, product, product-name, process, process-name, series, series-description, value, units
EXAMPLES
>>> gasoline_price_by_prodcuts: 'DataFrame' = get_gasoline_prices_by_products()
>>> period duoarea area-name product product-name process process-name series series-description value units
0 2022-02 NUS U.S. EPMR Regular Gasoline PTA Retail Sales by All Sellers EMA_EPMR_PTA_NUS_DPG U.S. Regular Gasoline Retail Sales by All Sell... None $/GAL
"""
if not url:
return ValueError("[ ERROR ] Please provide the a valid EIA url!!!")
headers: Dict = {'accept': "application/json, text/plain, */*",
'user-agent': 'Mozilla/5.0 (Windows NT 6.1; WOW64; rv:46.0) Gecko/20120121 Firefox/46.0'}
try:
return pd.DataFrame( json.loads( urllib.request.urlopen(urllib.request.Request(url=url, headers=headers) ).read().decode('utf-8') ).get('response').get('data') )
except ConnectionError as e:
raise ConnectionError(f"[ ERROR ] Unable to fetch the data. Please try again or check your API key!!!")
ODIN-Resources¶
In [2]:
odin_secrets: ODINSecretsManager = ODINSecretsManager()
user,passwd,host,db, _ = list(odin_secrets.get_secrets(secret_name='mysql_develoment').values())
odin_athena: AWSAthena = AWSAthena()
con: 'ODIN-MySQL' = pymysql.connect(user=user, passwd=passwd, host=host, db=db)
odin_eia: ODINGasolinePricing = ODINGasolinePricing()
odin_crude_oil: ODINCrudeOilsImport = ODINCrudeOilsImport()
DST_PATH: str = os.path.expanduser("~/Development/datasets/")
FAILED: str = "[ \033[91mFAILED\033[0m ]"
SUCCESS: str = "[ \033[92mSUCCESS\033[0m ]"
logging.basicConfig(level=logging.INFO)
log = logging.getLogger(__name__)
log.setLevel(logging.DEBUG)
INFO:botocore.credentials:Found credentials in shared credentials file: ~/.aws/credentials
Gasoline Taxes (State & Federal)¶
In [9]:
sheets_name: List[str] = [ f'January {year}' for year in range(2023,2025)[-1::-1] ]
sheets_name.append("July 2023")
all_taxes: List = []
for sheet_name in sheets_name:
tax_df: 'DataFrame' = pd.read_excel("https://www.eia.gov/petroleum/marketing/monthly/xls/fueltaxes.xlsx", sheet_name=sheet_name)
current_month, current_year = sheet_name.split(' ')[0].strip(), sheet_name.split(' ')[-1].strip()
current_tax: 'DataFrame' = tax_df.iloc[5:63,:10].drop('Unnamed: 5',axis=1)
current_tax.columns = current_tax.iloc[0]
current_tax = current_tax.iloc[3:]
current_tax = current_tax.rename({np.nan: 'State' }, axis=1).replace({np.nan:0.0}) # May,2023 - Present
current_tax['State'] = current_tax['State'].apply(lambda row: re.sub("\[.*.", "", row) )
current_tax.loc[:, 'Month'] = current_month
current_tax.loc[:, 'Year' ] = current_year
all_taxes.extend(current_tax.to_dict(orient='records'))
tax_df: 'DataFrame' = pd.DataFrame(all_taxes)
tax_df['TaxMonth'] = tax_df['Month'].apply(lambda row: 1 if row == 'January' else 7 )
tax_df['tax_month'] = pd.to_datetime( tax_df.apply(lambda row: "%s-%s" % (row['Year'], row['TaxMonth'] ) , axis=1) )
tax_df['PADD_DISTRICT'] = tax_df['State'].apply(lambda row: PADD_AREAS.get( INVERSE_US_REGIONS.get(row ), "INVALID" ) )
Average Gasoline Tax for transportation by US state in (US cents/gallon) as of October 2021¶
In [3]:
tax_df: 'DataFrame' = pd.io.html.read_html("https://en.wikipedia.org/wiki/Fuel_taxes_in_the_United_States")[0]
tax_df['Gasoline tax (¢/gal) (excludes federal tax of 18.4¢/gal)'] = tax_df['Gasoline tax (¢/gal) (excludes federal tax of 18.4¢/gal)'].astype(str).apply(lambda row: row.replace("[9]", "")).astype(float)
tax_df['Notes'] = tax_df['Notes'].replace({np.nan: "N/A"})
tax_df = tax_df.rename({tax_df.columns.tolist()[1]: 'Gasoline tax (¢/gal)'}, axis=1)
tax_df['federal tax of 18.4¢/gal']= [18.4] *tax_df.shape[0]
tax_df['PADD_District'] = tax_df['State'].apply(lambda row: PADD_AREAS.get( INVERSE_US_REGIONS.get(row) , 'N/A' ) )
padd_district, avg_state_tax = zip(*tax_df.query("PADD_District != 'N/A' ").groupby('PADD_District')['Gasoline tax (¢/gal)'].mean().apply(lambda row: round(row, 2) ).to_dict().items() )
In [79]:
fig = plt.figure(figsize=(14,13))
ax = fig.add_subplot(2,1,1)
tax_df[tax_df.columns.tolist()[:2] + [ tax_df.columns[-2] ] ].sort_values(by=tax_df.columns.tolist()[1], ascending=True).set_index('State').plot(kind='barh', stacked=True, ax=ax)
ax.set_title("Gasoline Taxes (U.S)", fontweight='bold', fontsize=16)
ax.set_yticklabels(ax.get_yticklabels(), fontweight='bold')
ax.set_xlabel("Cents", fontweight='bold')
states, taxes = zip(*tax_df[tax_df.columns.tolist()[:2] + [ tax_df.columns[-2] ] ].sort_values(by=tax_df.columns.tolist()[1], ascending=True).set_index('State').apply(lambda row: row[tax_df.columns.tolist()[1]] + row[tax_df.columns.tolist()[-2]] , axis=1).to_dict().items())
for index,tax in enumerate(taxes):
ax.annotate(text=f"{tax-18.4:.2f}", xy=(tax + 0.2,index))
ax = fig.add_subplot(2,1,2)
ax.bar(x=list(padd_district), height=list(avg_state_tax), hatch='//', ec='k')
ax.set_title("Average State Tax by PADD District", fontweight='bold', fontsize=16)
ax.set_ylabel("Cents", fontweight='bold')
for index,state_tax in enumerate(avg_state_tax):
ax.annotate(text=f"{state_tax:.2f} Cents", xy=(index - 0.05, state_tax + 0.184), fontweight='bold')
plt.tight_layout()
ODIN-Legacy Pricing¶
In [6]:
query: str = """
SELECT
l.gas_station AS `gas_station_name`,
l.price,
l.timestamp AS `postedtime`,
l.state,
l.latitude,
l.longitude,
CONCAT( l.address, ', ', l.city, ', ', l.state, ', ', l.zip_code ) AS `store_address`
FROM legacy_gasoline_pricing l
"""
legacy_pricing: ODINSpark = ODINSpark(app_name='ODIN Legacy Pricing').exec_odin_mysql_query(query=query)
legacy_pricing.show(5)
DEBUG:odin_eia_db.engine.odin_spark:
..` ./sdmds:`
+dmmds+-` -+ymmmmmmmmdo:` ./osyyy/`
`ommmmmmmmdhso:` ./shmmmmmmmmmmmmmmds/. ./ohmmmdmdmm/
+mmmmmmmmmmmmmmmhy+//:://///++shdmmmmmmmmmmhsdmmmmmmmmmddyso+/::--.-://+syhdmmmmmmmmmmmmh`
:dmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmm+
.hdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmsooodmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd.
ommmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmh+osoymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmm/
:dmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+oohmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmms
`hdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdsoo+ososmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd.
/dmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmyoo++ooooymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmo
`ydmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmhoooooooooodmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd`
:mmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+o+ooooosmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmm/
ommmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmy+o+o+o+o+oooymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmy
ydmmmdddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmhooo+ooo+oo+ooodmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd.
.dmmmddddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+oo+o+ooo+oosmmmmmmmmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmd:
-dmmmmddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmsoo+oooo+oo+oooo+hmmmmmmmmmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmdo
+dmmmmdmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmh+oo+oooooooooooooodmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdy
sdmmmmddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+ooooo+o+oooooo+smmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdh
ymmmmddsoosssssyyyyyyyhhhhhhhhhhhhhhhhhs+o+o++o+o++oooooooo+hhhddddddddddddddmdmmmddmdmdmdmdmmmmmmmd
hmmmmdddyo+++++++++ooo+++o+oooooooooooooo+oosyyyhhhddhdddddyssssoooooooooooooooooooosoooooooymmmmmmd
hmmmmddmmdhso++++++++o++o+++ooo++++o+++ohhdddmddddddddddddddddddhy+++o++oo+oooooooooo+++++shdmmmmmmh
ymmmmdddmmmmdyso++++o+o+ooooooooooo+oshdmddddddddmddddddddddddhyso+oooooo++o++o+o++o++oshdmmmmmmmmdh
ydmmmddmmmmmdmmdyso+o++oooooooo+++o+ddddddmddddmddddddddddddddddhyo+oo+o+++o+++++++oshddmmmmmmmmmmdy
odmmmdddmdmddmmmmmhyoo++o+o+ooo+o+osddmmdddddddddddddddddddddddhyso++o++++++++++ooydmmmmmdmmmmmmmmdo
/dmmmdddmddmdmmmmmmmdysoo++++oo+o+oddddmdddddddddddddddddddddddddyo++++o++++++oyddmmmmmmmmmmmmmmmmd/
.dmmmmdddddmddmmmmmmmmmdyso+++o+ooyddmmdmddddddddmddddddddddddddysoooo++++ooyhdmmdmmmmmmmmmmmmmmmdd`
`ydmmmdddddmmddmmmmmmmmmmdhso++++sdddmmmmdddddddmmddddddddddddmddyo+++++oyhdmmmmmmmmmmmmmmmmmmmmmds
+dmmmdddddddddmmmmmmmmmmmmmdysoohdmdmmmmmdddddddmmdddddddddddddhyo++oyhdmmmmmmmmmmmmmmmmmmmmmmmmd:
-dmmmddddddddmmmmmmmmmmmmmmmmdhooyddmdmmmddddmdddddddddddddddddy+oyhdmmmmmmmmmmmmmmmmmmmmmdmmmmdy`
`ydmmmdddddddddddmmmmmmmmmmmmmyoohddddmmmdddmmmddmddmdddddddddds+sdmmmmmmmmmmmmmmmmmmmmmmmmmmmmd/
:dmmmddddmddddddmmmmmmmmmmmddoo+yddddddmdmmmmmdddddddddddddddddy+ymmmmmmdmmmmmdmmmmmmmmmmmmmmdh`
sdmmmddddddmddmmmmmmmmmmmmdso+oosyyyydddmmddddddddddddddddddyos+odmmmmmddmmmmmmmmdmmmmmmmmmmdo
-dmmmdddddddmdmmmmmmmmdmmmyoo++o+o++oyddmdddddddddddddddddddh+o++sdmmmmdmmmmmmmmmmmmmmmmmmmmy`
odmmdddddddmmmmmmmmmmddmhoooooo+oo++ydddddhhyosssdddddddddso+++o+hmdmmmmmmmmmmmmdmmdmmmmmmd-
`hdmmmdddddmdmmmdmmmmdddoo++oo+++o++hddhso+++++++oydddddddyo+++o+oddmmmmmmdmmmmmmmmmmmmmmdo
-hdmmdddddmdddddmddmmdy++++oo++++o+hys++ooshyso+++yddddyso++++o++ydmmmmmmmmmdmmmmddmmmmdy`
/ddmdddddddmdddmmmmmh+o+++oo+++++++++oshdddddhyoooyhddy++++++++++ddmdmmmdmdmmmmmddmmmdh-
`sdmmmdddddddmdmmmmdo++++oo++++++++oydddmdddddddhyoosyo+++++o++o+ydddddddmdmmmmmmmmmmd:
`yddmmdddddmmmmmmms++++o++++++ooyddddmmdmdmdddmdddys+++++++o+++oodddmddddddmmddmmmdd+
-ydmmmddddddddmmh++++++o++oshddddddmmmdddddddddddddhyoo+++o+++o+sdddmddmmmddddmmmd+
.hdmmmdmddddddds++++++osydmmdddddmmddddddddddddddddddhso++++++oohdmmmddddddmmmddo`
-ydmmmmdddddds++++ooyhdmmdmmmddddmdddmdmddddddmddddddddyso+++++odddmddddddmmddo`
.ydmmmddddddoo+oyhdmmmmmdmmmddddddddmdddmddddddddddddddddyo++++sddmdddddmmdd+`
`sdmmmmmdds+shddmdmmmmmmddmdddddddddddddddddddddddddddddddhs+++hdddddmmmdd+`
`+ddmmmddyhddmmmmmmmmmdddmdddddddddddddddddddddddddddddddmdhsosddddmmmdh/
:hdmmmddddddmmmmdmmmddddddddddddddddddddddddddddddddddddddddddddmmmdh-
.sdmmmdddmmmmmmmdmdmmddddddddddddddddddddddddddddddddddddddddmmmddy.
/hdmmmmmmmmmddddddmddddddddddddddddddddddddddddddddddddddmmmmdh/`
.sddmmmmddddddddddddddddddddddddddddddddddddddddddddddddddddo.
/hdmdmmdmddddddmdmddddddddddddddddddddddddddddddddddddddo-
.odddmdmddddddmdmddddddddddddddddmdddddddddddddmdddddo-
.+hddmdmddddmdddddddddddddddddddddddddddddddddddh+.
`/yddddmddddmddddddddddddddddddmddddddddddddy/`
`:sddddddddddddddddddddddddmddddddddmddds:
./ydddddddddddddddddddddddddddddddy/`
-+hdddddddddddddddddddddddddy+.
`-ohdddddddddddddddddddy/.
-+yddddddddddddyo-`
.:oyddddhs/.
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[ OK ] Launching ODIN @2024-06-22T10:24:30.826218
DEBUG:odin_eia_db.engine.odin_spark:[ OK ] Loading Spark Configuration For ODIN-Project...
:: loading settings :: url = jar:file:/opt/spark-3.5.1-bin-hadoop3/jars/ivy-2.5.1.jar!/org/apache/ivy/core/settings/ivysettings.xml
Ivy Default Cache set to: /home/ubuntu/.ivy2/cache
The jars for the packages stored in: /home/ubuntu/.ivy2/jars
org.apache.hadoop#hadoop-aws added as a dependency
com.amazonaws#aws-java-sdk-bundle added as a dependency
:: resolving dependencies :: org.apache.spark#spark-submit-parent-1199034b-d239-4d5f-a861-935ec98fdce2;1.0
confs: [default]
found org.apache.hadoop#hadoop-aws;3.3.1 in central
found com.amazonaws#aws-java-sdk-bundle;1.11.901 in central
found org.wildfly.openssl#wildfly-openssl;1.0.7.Final in central
:: resolution report :: resolve 416ms :: artifacts dl 17ms
:: modules in use:
com.amazonaws#aws-java-sdk-bundle;1.11.901 from central in [default]
org.apache.hadoop#hadoop-aws;3.3.1 from central in [default]
org.wildfly.openssl#wildfly-openssl;1.0.7.Final from central in [default]
---------------------------------------------------------------------
| | modules || artifacts |
| conf | number| search|dwnlded|evicted|| number|dwnlded|
---------------------------------------------------------------------
| default | 3 | 0 | 0 | 0 || 3 | 0 |
---------------------------------------------------------------------
:: retrieving :: org.apache.spark#spark-submit-parent-1199034b-d239-4d5f-a861-935ec98fdce2
confs: [default]
0 artifacts copied, 3 already retrieved (0kB/6ms)
24/06/22 10:24:36 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
Setting default log level to "WARN".
To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).
DEBUG:odin_eia_db.engine.odin_spark:[ OK ] Loading Hadoop Configuration For ODIN-Project...
+--------------------+-----+----------+-----+---------------+----------------+--------------------+ | gas_station_name|price|postedtime|state| latitude| longitude| store_address| +--------------------+-----+----------+-----+---------------+----------------+--------------------+ | Shell| 0.0| NULL| PR| 18.469372| -67.152922|FR9W+QRV, Ave Dr ...| |Torrecilla Servic...| 0.0| NULL| PR| 18.1892275| -66.3475681|PR-156, Barranqui...| | Texaco| 0.0| NULL| PR| 18.384787| -66.144218|Ave. Aguas Buenas...| | Shell| 0.0| NULL| FL|28.308393432147| -81.42654620111|2201 W Columbia A...| | Marathon| 0.0| NULL| FL|26.286835556923|-80.110695362091|4517 N Dixie Hwy,...| +--------------------+-----+----------+-----+---------------+----------------+--------------------+ only showing top 5 rows
Current Gasoline Pricing¶
In [7]:
query: str = """
SELECT
g.gas_station_name,
g.price,
g.postedtime,
g.state,
g.latitude,
g.longitude,
CONCAT( g.address, ', ', g.city, ', ', g.state, ', ', g.zip_code ) AS `store_address`
FROM gasoline_pricing g
"""
gasoline_pricing: ODINSpark = ODINSpark(app_name="Current Gasoline Pricing").exec_odin_mysql_query(query=query)
# Merged Legacy & Current Pricing Together
merged_pricing: 'DataFrame' = gasoline_pricing.union(legacy_pricing)
merged_pricing = merged_pricing.dropna(subset=['gas_station_name', 'latitude', 'longitude' ] )
merged_pricing = merged_pricing.dropna(subset='postedtime')
merged_pricing = merged_pricing.withColumn('price', convert_gasoline_price_to_decimal('price').cast('double').alias('price') )
merged_pricing = merged_pricing.withColumn('transc_date', f.date_format('postedtime', 'yyyy-MM-dd').alias('transc_date') )
merged_pricing = merged_pricing.withColumn('padd_district', mapped_padd_district('state').alias('padd_district') )
merged_pricing = merged_pricing.withColumn('state', f.trim( f.when( f.length( f.trim('state').alias('state')) == 2, f.col('state')).otherwise("Invalid").alias('state')).alias('state') )
merged_pricing = merged_pricing.filter("state != 'Invalid' ").filter("postedtime != 'None' ").orderBy('transc_date')
merged_pricing.show(5)
DEBUG:odin_eia_db.engine.odin_spark:
..` ./sdmds:`
+dmmds+-` -+ymmmmmmmmdo:` ./osyyy/`
`ommmmmmmmdhso:` ./shmmmmmmmmmmmmmmds/. ./ohmmmdmdmm/
+mmmmmmmmmmmmmmmhy+//:://///++shdmmmmmmmmmmhsdmmmmmmmmmddyso+/::--.-://+syhdmmmmmmmmmmmmh`
:dmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmm+
.hdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmsooodmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd.
ommmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmh+osoymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmm/
:dmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+oohmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmms
`hdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdsoo+ososmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd.
/dmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmyoo++ooooymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmo
`ydmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmhoooooooooodmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd`
:mmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+o+ooooosmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmm/
ommmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmy+o+o+o+o+oooymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmy
ydmmmdddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmhooo+ooo+oo+ooodmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd.
.dmmmddddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+oo+o+ooo+oosmmmmmmmmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmd:
-dmmmmddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmsoo+oooo+oo+oooo+hmmmmmmmmmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmdo
+dmmmmdmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmh+oo+oooooooooooooodmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdy
sdmmmmddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+ooooo+o+oooooo+smmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdh
ymmmmddsoosssssyyyyyyyhhhhhhhhhhhhhhhhhs+o+o++o+o++oooooooo+hhhddddddddddddddmdmmmddmdmdmdmdmmmmmmmd
hmmmmdddyo+++++++++ooo+++o+oooooooooooooo+oosyyyhhhddhdddddyssssoooooooooooooooooooosoooooooymmmmmmd
hmmmmddmmdhso++++++++o++o+++ooo++++o+++ohhdddmddddddddddddddddddhy+++o++oo+oooooooooo+++++shdmmmmmmh
ymmmmdddmmmmdyso++++o+o+ooooooooooo+oshdmddddddddmddddddddddddhyso+oooooo++o++o+o++o++oshdmmmmmmmmdh
ydmmmddmmmmmdmmdyso+o++oooooooo+++o+ddddddmddddmddddddddddddddddhyo+oo+o+++o+++++++oshddmmmmmmmmmmdy
odmmmdddmdmddmmmmmhyoo++o+o+ooo+o+osddmmdddddddddddddddddddddddhyso++o++++++++++ooydmmmmmdmmmmmmmmdo
/dmmmdddmddmdmmmmmmmdysoo++++oo+o+oddddmdddddddddddddddddddddddddyo++++o++++++oyddmmmmmmmmmmmmmmmmd/
.dmmmmdddddmddmmmmmmmmmdyso+++o+ooyddmmdmddddddddmddddddddddddddysoooo++++ooyhdmmdmmmmmmmmmmmmmmmdd`
`ydmmmdddddmmddmmmmmmmmmmdhso++++sdddmmmmdddddddmmddddddddddddmddyo+++++oyhdmmmmmmmmmmmmmmmmmmmmmds
+dmmmdddddddddmmmmmmmmmmmmmdysoohdmdmmmmmdddddddmmdddddddddddddhyo++oyhdmmmmmmmmmmmmmmmmmmmmmmmmd:
-dmmmddddddddmmmmmmmmmmmmmmmmdhooyddmdmmmddddmdddddddddddddddddy+oyhdmmmmmmmmmmmmmmmmmmmmmdmmmmdy`
`ydmmmdddddddddddmmmmmmmmmmmmmyoohddddmmmdddmmmddmddmdddddddddds+sdmmmmmmmmmmmmmmmmmmmmmmmmmmmmd/
:dmmmddddmddddddmmmmmmmmmmmddoo+yddddddmdmmmmmdddddddddddddddddy+ymmmmmmdmmmmmdmmmmmmmmmmmmmmdh`
sdmmmddddddmddmmmmmmmmmmmmdso+oosyyyydddmmddddddddddddddddddyos+odmmmmmddmmmmmmmmdmmmmmmmmmmdo
-dmmmdddddddmdmmmmmmmmdmmmyoo++o+o++oyddmdddddddddddddddddddh+o++sdmmmmdmmmmmmmmmmmmmmmmmmmmy`
odmmdddddddmmmmmmmmmmddmhoooooo+oo++ydddddhhyosssdddddddddso+++o+hmdmmmmmmmmmmmmdmmdmmmmmmd-
`hdmmmdddddmdmmmdmmmmdddoo++oo+++o++hddhso+++++++oydddddddyo+++o+oddmmmmmmdmmmmmmmmmmmmmmdo
-hdmmdddddmdddddmddmmdy++++oo++++o+hys++ooshyso+++yddddyso++++o++ydmmmmmmmmmdmmmmddmmmmdy`
/ddmdddddddmdddmmmmmh+o+++oo+++++++++oshdddddhyoooyhddy++++++++++ddmdmmmdmdmmmmmddmmmdh-
`sdmmmdddddddmdmmmmdo++++oo++++++++oydddmdddddddhyoosyo+++++o++o+ydddddddmdmmmmmmmmmmd:
`yddmmdddddmmmmmmms++++o++++++ooyddddmmdmdmdddmdddys+++++++o+++oodddmddddddmmddmmmdd+
-ydmmmddddddddmmh++++++o++oshddddddmmmdddddddddddddhyoo+++o+++o+sdddmddmmmddddmmmd+
.hdmmmdmddddddds++++++osydmmdddddmmddddddddddddddddddhso++++++oohdmmmddddddmmmddo`
-ydmmmmdddddds++++ooyhdmmdmmmddddmdddmdmddddddmddddddddyso+++++odddmddddddmmddo`
.ydmmmddddddoo+oyhdmmmmmdmmmddddddddmdddmddddddddddddddddyo++++sddmdddddmmdd+`
`sdmmmmmdds+shddmdmmmmmmddmdddddddddddddddddddddddddddddddhs+++hdddddmmmdd+`
`+ddmmmddyhddmmmmmmmmmdddmdddddddddddddddddddddddddddddddmdhsosddddmmmdh/
:hdmmmddddddmmmmdmmmddddddddddddddddddddddddddddddddddddddddddddmmmdh-
.sdmmmdddmmmmmmmdmdmmddddddddddddddddddddddddddddddddddddddddmmmddy.
/hdmmmmmmmmmddddddmddddddddddddddddddddddddddddddddddddddmmmmdh/`
.sddmmmmddddddddddddddddddddddddddddddddddddddddddddddddddddo.
/hdmdmmdmddddddmdmddddddddddddddddddddddddddddddddddddddo-
.odddmdmddddddmdmddddddddddddddddmdddddddddddddmdddddo-
.+hddmdmddddmdddddddddddddddddddddddddddddddddddh+.
`/yddddmddddmddddddddddddddddddmddddddddddddy/`
`:sddddddddddddddddddddddddmddddddddmddds:
./ydddddddddddddddddddddddddddddddy/`
-+hdddddddddddddddddddddddddy+.
`-ohdddddddddddddddddddy/.
-+yddddddddddddyo-`
.:oyddddhs/.
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[ OK ] Launching ODIN @2024-06-22T10:25:02.196548
DEBUG:odin_eia_db.engine.odin_spark:[ OK ] Loading Spark Configuration For ODIN-Project...
DEBUG:odin_eia_db.engine.odin_spark:[ OK ] Loading Hadoop Configuration For ODIN-Project...
[Stage 1:=============================> (1 + 1) / 2]
+-------------------+-----+--------------------+-----+---------------+-----------------+--------------------+-----------+-------------+ | gas_station_name|price| postedtime|state| latitude| longitude| store_address|transc_date|padd_district| +-------------------+-----+--------------------+-----+---------------+-----------------+--------------------+-----------+-------------+ | Chevron| 2.89|2023-05-19T21:28:...| GA|33.353470102796| -84.120844602584|4860 Bill Gardner...| 2023-05-19| PADD 3| | Bolla Market| 3.23|2023-05-19T19:20:...| NY| 40.692028| -73.39747|1201 Sunrise Hwy,...| 2023-05-19| PADD 1| | Safeway| 4.57|2023-05-19T16:45:...| HI| 21.32794650025|-158.021469712257|91-1119 Keaunui D...| 2023-05-19| PADD 5| | Hanson Mart| 3.19|2023-05-19T16:42:...| MD|39.424574738401| -76.312236785888|1713 Hanson Rd, E...| 2023-05-19| PADD 1| |Jan’s Smoke Shop II| 3.1|2023-05-19T22:20:...| NY|43.051360648161| -78.450712119398|383 Bloomingdale ...| 2023-05-19| PADD 1| +-------------------+-----+--------------------+-----+---------------+-----------------+--------------------+-----------+-------------+ only showing top 5 rows
In [6]:
merged_pricing.printSchema()
root |-- gas_station_name: string (nullable = true) |-- price: double (nullable = true) |-- postedtime: string (nullable = true) |-- state: string (nullable = true) |-- latitude: string (nullable = true) |-- longitude: string (nullable = true) |-- store_address: string (nullable = true) |-- transc_date: string (nullable = true)
Avg Gasoline Pricing (EIA)¶
In [7]:
ca_df: 'CaliforniaPricing' = merged_pricing.filter(f.col('state') == 'CA' ).withColumn('before_tax', f.round( (f.col('price') - (0.6698 + 0.184 )).alias('before_tax'), 2) )
ca_df = ca_df.withColumn('transc_date', f.date_format('postedtime', 'yyyy-MM-dd' ) )
ca_df = ca_df.withColumn('month_name', get_month_name(f.col('transc_date')) )
ca_df = ca_df.dropna(subset='transc_date')
daily_pricing: List[Dict] = [ item.asDict() for item in ca_df.select('postedtime', 'price', 'before_tax' ).collect() ]
daily_pricing_df: 'DataFrame' = pd.DataFrame( daily_pricing)
daily_pricing_df = daily_pricing_df.astype(str).query(f"postedtime != 'None' ")
daily_pricing_df['postedtime'] = pd.to_datetime(daily_pricing_df['postedtime'] )
daily_pricing_df['price'] = daily_pricing_df['price'].astype(float)
daily_pricing_df['before_tax'] = daily_pricing_df['before_tax'].astype(float)
premium_gasoline_ca: 'DataFrame' = odin_eia.get_conventional_premium_gasoline(state_name='california')
premium_gasoline_ca['period'] = pd.to_datetime(premium_gasoline_ca['period'] )
premium_gasoline_ca = premium_gasoline_ca.rename({'value': 'avg_price'}, axis=1)
ca_df.show(5)
[Stage 3:> (0 + 1) / 1]
+------------------+-----+--------------------+-----+---------------+-----------------+--------------------+-----------+----------+----------+ | gas_station_name|price| postedtime|state| latitude| longitude| store_address|transc_date|before_tax|month_name| +------------------+-----+--------------------+-----+---------------+-----------------+--------------------+-----------+----------+----------+ |Wintun Mini Market| 4.32|2024-05-05T15:25:...| CA| 39.25746| -122.03053|3790 State Hwy 45...| 2024-05-05| 3.47| May| | Sinclair| 4.49|2024-05-06T11:55:...| CA| 33.870384| -117.943363|1101 W Commonweal...| 2024-05-06| 3.64| May| | Sinclair| 4.59|2024-05-06T13:07:...| CA| 33.870384| -117.943363|1101 W Commonweal...| 2024-05-06| 3.74| May| | Costco| 4.39|2024-05-06T14:26:...| CA|33.802444959425|-116.388974413276|72800 Dinah Shore...| 2024-05-06| 3.54| May| |Roadrunner Express| 4.43|2024-05-06T15:01:...| CA| 33.789657| -116.928135|2214 Lake Park Dr...| 2024-05-06| 3.58| May| +------------------+-----+--------------------+-----+---------------+-----------------+--------------------+-----------+----------+----------+ only showing top 5 rows
Distribution of Daily Gasoline Pricing and Average Premium Gasoline Pricing in California¶
- Highest State + Federal Tax
In [16]:
fig = plt.figure(figsize=(20,5))
# Daily Gasoline Pricing
ax = fig.add_subplot(1,3,1)
mean: float = daily_pricing_df['price'].mean()
median: float = daily_pricing_df['price'].median()
sns.distplot( daily_pricing_df['price'],ax=ax )
ax.set_title("Distribution of Daily Gasoline Pricing in CA", fontweight='bold', fontsize=12)
ax.vlines(x=mean, ymin=0.0, ymax=ax.get_ylim()[1], label=f"Mean: {mean:.2f}", linestyles='-.', color='black')
ax.vlines(x=median, ymin=0.0, ymax=ax.get_ylim()[1], label=f"Median: {median:.2f}", linestyles='--')
ax.legend(title="Stats", fancybox=True, shadow=True)
# Average Premium Gasoline Pricing
ax = fig.add_subplot(1,3,2)
mean: float = premium_gasoline_ca['avg_price'].mean()
median: float = premium_gasoline_ca['avg_price'].median()
sns.distplot( premium_gasoline_ca['avg_price'],ax=ax )
ax.set_title("Distribution of Average Premium Gasoline Pricing in CA", fontweight='bold', fontsize=12)
ax.vlines(x=mean, ymin=0.0, ymax=ax.get_ylim()[1], label=f"Mean: {mean:.2f}", linestyles='-.', color='black')
ax.vlines(x=median, ymin=0.0, ymax=ax.get_ylim()[1], label=f"Median: {median:.2f}", linestyles='--')
ax.legend(title="Stats", fancybox=True, shadow=True)
# Before Tax Pricing (Daily)
ax = fig.add_subplot(1,3,3)
mean: float = daily_pricing_df['before_tax'].mean()
median: float = daily_pricing_df['before_tax'].median()
sns.distplot( daily_pricing_df['before_tax'],ax=ax )
ax.set_title("Distribution of Daily Gasoline Pricing (Before Tax) in CA", fontweight='bold', fontsize=12)
ax.vlines(x=mean, ymin=0.0, ymax=ax.get_ylim()[1], label=f"Mean: {mean:.2f}", linestyles='-.', color='black')
ax.vlines(x=median, ymin=0.0, ymax=ax.get_ylim()[1], label=f"Median: {median:.2f}", linestyles='--')
ax.legend(title="Stats", fancybox=True, shadow=True)
plt.tight_layout()
Avg Daily/Weekly Regular & Premium Gasoline Price Trends (Duration: May - June 2024)¶
In [18]:
avg_gasoline_price: 'DataFrame' = pd.DataFrame([ item.asDict() for item in ca_df.groupBy('transc_date').agg(f.round(f.avg('price'), 2).alias('avg_price') ).collect() ])
avg_gasoline_price['transc_date'] = pd.to_datetime(avg_gasoline_price['transc_date'] )
fig = plt.figure(figsize=(22,5))
ax = fig.add_subplot(1,2,1)
avg_gasoline_price.set_index('transc_date')['avg_price'].plot(ax=ax)
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax.set_title("Avg Daily Regular Gasoline Price Trends in CA", fontweight='bold', fontsize=14)
ax = fig.add_subplot(1,2,2)
premium_gasoline_ca.set_index('period')['avg_price'].sort_index().plot(ax=ax)
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax.set_title("Avg Weekly Premium Gasoline Price Trends", fontweight='bold', fontsize=14)
ax.axvspan(xmin=2789 , xmax=2840, ec='k', fc='lightgray', hatch='//')
plt.tight_layout()
Average Gasoline Price by State¶
In [97]:
avg_gasoline_prices_by_state: 'DataFrame' = pd.DataFrame( [ item.asDict() for item in merged_pricing.filter("state != 'Invalid' ").groupBy('state').agg(f.round( f.avg('price'),2 ).alias('avg_price') ).orderBy('avg_price').collect() ] )
states,avg_prices = zip(*avg_gasoline_prices_by_state.set_index('state').to_dict().get('avg_price').items() )
In [110]:
fig = plt.figure(figsize=(15,5))
ax = fig.add_subplot()
ax.bar(x=list(states), height=list(avg_prices), ec='k', hatch='//')
ax.set_title("Average Gasoline Price By State", fontweight='bold', fontsize=16)
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax.set_xlabel("State", fontweight='bold')
for index,price in enumerate(avg_prices):
ax.annotate(text=f"{price:.2f}", xy=(index,price + 0.1), rotation=35)
plt.tight_layout()
Average Gasoline Price by PADD District¶
In [69]:
merged_pricing.filter( "padd_district != 'N/A' ").filter("padd_district != 'Not Applicable' " ).groupBy('padd_district').agg(f.round( f.avg('price'),2).alias('avg_price') ).orderBy('avg_price').show()
[Stage 43:=============================> (1 + 1) / 2]
+-------------+---------+ |padd_district|avg_price| +-------------+---------+ | PADD 3| 2.82| | PADD 2| 2.97| | PADD 1| 3.17| | PADD 5| 3.42| +-------------+---------+
Gasoline Prices by Formulation, Grade, Sales Type (EIA)¶
In [16]:
odin_secrets.get_secrets(secret_name='afghan_project').get('eia_url')
Out[16]:
'https://api.eia.gov/v2/petroleum/pri/allmg/data/?api_key=3zjKYxV86AqtJWSRoAECir1wQFscVu6lxXnRVKG8&frequency=monthly&data[0]=value&facets[series][]=EMA_EPMR_PTA_NUS_DPG&start=1983-01&end=2022-03&sort[0][column]=period&sort[0][direction]=desc&offset=0&length=5000'
In [17]:
gasoline_price_by_prodcuts: 'DataFrame' = get_gasoline_prices_by_products(url=odin_secrets.get_secrets(secret_name='afghan_project').get('eia_url'))
gasoline_price_by_prodcuts['period'] = gasoline_price_by_prodcuts['period'].apply(lambda row: pd.to_datetime( "%s-01" % (row) ) )
gasoline_price_by_prodcuts['value'] = gasoline_price_by_prodcuts['value'].astype(float)
gasoline_price_by_prodcuts.head(10)
Out[17]:
| period | duoarea | area-name | product | product-name | process | process-name | series | series-description | value | units | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2022-02-01 | NUS | U.S. | EPMR | Regular Gasoline | PTA | Retail Sales by All Sellers | EMA_EPMR_PTA_NUS_DPG | U.S. Regular Gasoline Retail Sales by All Sell... | NaN | $/GAL |
| 1 | 2022-01-01 | NUS | U.S. | EPMR | Regular Gasoline | PTA | Retail Sales by All Sellers | EMA_EPMR_PTA_NUS_DPG | U.S. Regular Gasoline Retail Sales by All Sell... | NaN | $/GAL |
| 2 | 2021-12-01 | NUS | U.S. | EPMR | Regular Gasoline | PTA | Retail Sales by All Sellers | EMA_EPMR_PTA_NUS_DPG | U.S. Regular Gasoline Retail Sales by All Sell... | NaN | $/GAL |
| 3 | 2021-11-01 | NUS | U.S. | EPMR | Regular Gasoline | PTA | Retail Sales by All Sellers | EMA_EPMR_PTA_NUS_DPG | U.S. Regular Gasoline Retail Sales by All Sell... | NaN | $/GAL |
| 4 | 2021-10-01 | NUS | U.S. | EPMR | Regular Gasoline | PTA | Retail Sales by All Sellers | EMA_EPMR_PTA_NUS_DPG | U.S. Regular Gasoline Retail Sales by All Sell... | NaN | $/GAL |
| 5 | 2021-09-01 | NUS | U.S. | EPMR | Regular Gasoline | PTA | Retail Sales by All Sellers | EMA_EPMR_PTA_NUS_DPG | U.S. Regular Gasoline Retail Sales by All Sell... | NaN | $/GAL |
| 6 | 2021-08-01 | NUS | U.S. | EPMR | Regular Gasoline | PTA | Retail Sales by All Sellers | EMA_EPMR_PTA_NUS_DPG | U.S. Regular Gasoline Retail Sales by All Sell... | NaN | $/GAL |
| 7 | 2021-07-01 | NUS | U.S. | EPMR | Regular Gasoline | PTA | Retail Sales by All Sellers | EMA_EPMR_PTA_NUS_DPG | U.S. Regular Gasoline Retail Sales by All Sell... | NaN | $/GAL |
| 8 | 2021-06-01 | NUS | U.S. | EPMR | Regular Gasoline | PTA | Retail Sales by All Sellers | EMA_EPMR_PTA_NUS_DPG | U.S. Regular Gasoline Retail Sales by All Sell... | NaN | $/GAL |
| 9 | 2021-05-01 | NUS | U.S. | EPMR | Regular Gasoline | PTA | Retail Sales by All Sellers | EMA_EPMR_PTA_NUS_DPG | U.S. Regular Gasoline Retail Sales by All Sell... | NaN | $/GAL |
In [23]:
fig = plt.figure(figsize=(12,4))
ax = fig.add_subplot()
gasoline_price_by_prodcuts[~gasoline_price_by_prodcuts['value'].isna()].set_index('period')['value'].replace({np.nan:0.0}).sort_index().plot(ax=ax)
ax.set_title("Montly Average Regular Gasoline Price in the U.S", fontweight='bold', fontsize=16)
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
plt.tight_layout()
Gasoline Prices Comparison (CA, PA, HI, WA, TX)¶
Figure 1.2shows that PADD 5 has the highest gasoline avg_price due to higher tax (both state & federal)
In [11]:
comp_prices: 'DataFrame' = merged_pricing.filter("state == 'WA' ").dropna(subset='postedtime').union(merged_pricing.filter("state == 'HI' ").dropna(subset='postedtime')).union(merged_pricing.filter("state == 'CA' ").dropna(subset='postedtime')).union(merged_pricing.filter("state == 'PA' ").dropna(subset='postedtime'))
pricing_comp_df: 'DataFrame' = pd.DataFrame([ item.asDict() for item in comp_prices.select('postedtime', 'padd_district', 'state', 'price' ).collect() ] )
pricing_comp_df['state_name'] = pricing_comp_df['state'].apply(lambda row: INVERSE_STATES.get(row))
# Prices by PADD Districts
padd_prices: 'DataFrame' = pd.DataFrame( [ item.asDict() for item in merged_pricing.filter("padd_district != 'N/A' ").filter("padd_district != 'Not Applicable' ").select('postedtime', 'padd_district', 'state', 'price' ).collect() ] )
padd_prices = padd_prices.astype(str).query("postedtime != 'None' ")
padd_prices['postedtime'] = pd.to_datetime( padd_prices['postedtime'] )
padd_prices['transc_date'] = pd.to_datetime( padd_prices['postedtime'].apply(lambda row: row.strftime('%Y-%m-%d') ) )
padd_prices['price'] = padd_prices['price'].astype(float)
comp_prices.show()
[Stage 2:> (0 + 1) / 1]
+--------------------+-----+--------------------+-----+---------------+-----------------+--------------------+-----------+-------------+ | gas_station_name|price| postedtime|state| latitude| longitude| store_address|transc_date|padd_district| +--------------------+-----+--------------------+-----+---------------+-----------------+--------------------+-----------+-------------+ |Swinomish Markets...| 3.99|2024-05-05T15:26:...| WA| 48.45662| -122.51837|12939 Casino Dr, ...| 2024-05-05| PADD 5| | Sunval| 3.98|2024-05-05T19:56:...| WA| 47.104443| -119.310603|2777 W Broadway A...| 2024-05-05| PADD 5| | US Big Mini Mart| 4.03|2024-05-05T17:42:...| WA| 48.47508| -122.33588|157 S Burlington ...| 2024-05-05| PADD 5| |Half-Sun Travel P...| 3.89|2024-05-05T22:40:...| WA|47.099153135983|-119.318540096283|420 S Wanapum Dr,...| 2024-05-05| PADD 5| | Topp Stop| 3.91|2024-05-05T21:51:...| WA| 46.37534| -120.32049|321 S Elm St , To...| 2024-05-05| PADD 5| | Safeway| 3.91|2024-05-05T21:51:...| WA|46.375392595805|-120.321396589279|711 W 1st Ave, To...| 2024-05-05| PADD 5| |Wheeler's Kountry...| 3.93|2024-05-06T01:03:...| WA| 46.44823| -120.48016|2421 W Wapato Rd,...| 2024-05-05| PADD 5| | Noisy Waters| 3.95|2024-05-06T16:17:...| WA|48.627729414764|-118.123545996195|34291 WA-20, Kett...| 2024-05-06| PADD 5| | 76| 3.9|2024-05-06T17:15:...| WA| 46.44828| -120.4317|61 W Wapato Rd, W...| 2024-05-06| PADD 5| | 76| 3.95|2024-05-06T17:15:...| WA| 46.44828| -120.4317|61 W Wapato Rd, W...| 2024-05-06| PADD 5| | Love's Travel Stop| 3.99|2024-05-06T17:52:...| WA| 47.102584| -119.341493|4315 Prichard Rd,...| 2024-05-06| PADD 5| | Super Duper| 4.07|2024-05-06T18:31:...| WA| 48.427264| -122.362976|17768 WA-536, Mou...| 2024-05-06| PADD 5| | Hwy 97 Truck Plaza| 3.94|2024-05-06T20:52:...| WA| 46.3679298| -120.3189186|61313 Hwy 97, Top...| 2024-05-06| PADD 5| | Love's Travel Stop| 3.99|2024-05-06T22:52:...| WA| 47.102584| -119.341493|4315 Prichard Rd,...| 2024-05-06| PADD 5| | Love's Travel Stop| 3.99|2024-05-06T22:52:...| WA| 47.102584| -119.341493|4315 Prichard Rd,...| 2024-05-06| PADD 5| | US Big Mini Mart| 4.03|2024-05-06T23:34:...| WA| 48.47508| -122.33588|157 S Burlington ...| 2024-05-06| PADD 5| | Love's Travel Stop| 3.99|2024-05-06T23:52:...| WA| 47.102584| -119.341493|4315 Prichard Rd,...| 2024-05-06| PADD 5| | Midway Gas & Food| 3.99|2024-05-07T02:36:...| WA|48.891851887349|-122.486164569855|6905 Guide Meridi...| 2024-05-06| PADD 5| |Angel of the Wind...| 3.94|2024-05-07T03:14:...| WA|48.212686981868|-122.183493375778|3438 Stoluckquami...| 2024-05-06| PADD 5| | Love's Travel Stop| 3.99|2024-05-07T03:52:...| WA| 47.102584| -119.341493|4315 Prichard Rd,...| 2024-05-06| PADD 5| +--------------------+-----+--------------------+-----+---------------+-----------------+--------------------+-----------+-------------+ only showing top 20 rows
In [80]:
fig = plt.figure(figsize=(20,8))
ax = fig.add_subplot(1,2,1)
pricing_comp_df.query("padd_district != 'N/A' ").sort_values(by='state_name').boxplot(column='price', by='state_name' , ax=ax)
ax.set_title("AVG Gasoline Price Comparison (PADD 3 vs. PADD 5)", fontweight='bold', fontsize=16) # TX having the lowest tax_rate
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax.set_xticklabels(ax.get_xticklabels() , fontweight='bold' )
ax.set_xlabel("Figure 1.1: State Name", fontweight='bold')
ax = fig.add_subplot(1,2,2)
padd_prices.boxplot(by='padd_district', column='price', ax=ax) # PADD 5 has the highest tax_rate (both state & federal)
ax.set_title("BoxPlot: Gasoline Price by PADD District", fontweight='bold', fontsize=16)
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax.set_xticklabels(ax.get_xticklabels() , fontweight='bold' )
ax.set_xlabel("Figure 1.2: PADD Districts", fontweight='bold')
plt.tight_layout()
Daily, Weekly, and Monthly Average Gasoline Price Trends by PADD District¶
In [147]:
fig = plt.figure(figsize=(12,15))
ax = fig.add_subplot(3,1,1)
padd_prices.groupby(['padd_district' , 'transc_date'])['price'].mean().unstack('padd_district').replace({np.nan:0.0}).plot(ax=ax)
ax.set_title("Daily Average Gasoline Price Trends by PADD District", fontweight='bold', fontsize=16)
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax.legend(title='PADD District', fancybox=True, shadow=True, bbox_to_anchor=(1,1))
ax = fig.add_subplot(3,1,2)
padd_prices.groupby(['transc_date', 'padd_district'])['price'].mean().unstack('padd_district').replace({np.nan:0.0}).resample('W').mean().plot(ax=ax)
ax.set_title("Weekly Average Gasoline Price Trends by PADD District", fontweight='bold', fontsize=16)
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax.legend(title='PADD District', fancybox=True, shadow=True, bbox_to_anchor=(1,1))
ax = fig.add_subplot(3,1,3)
padd_prices.groupby(['transc_date', 'padd_district'])['price'].mean().unstack('padd_district').replace({np.nan:0.0}).resample('M').mean().plot(ax=ax)
ax.set_title("Monthly Average Gasoline Price Trends by PADD District", fontweight='bold', fontsize=16)
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax.legend(title='PADD District', fancybox=True, shadow=True, bbox_to_anchor=(1,1))
plt.tight_layout()
Forecast Gasoline Pricing in PADD 5 District¶
- Model One: Endog: (price)
- Model Two: Endog: (price) Exog: (
State,State tax,Other taxes & Fees[2],Total State[3],State & Federal,Month,Year) - Model Three: Endog: (price) Exog: (
Taxes(both State & Fed) +Import/Exportbased on PADD District )
In [10]:
gasoline_prices_df: 'DataFrame' = pd.DataFrame([ item.asDict() for item in merged_pricing.filter("padd_district == 'PADD 5' ").groupBy('transc_date').agg(f.round( f.avg('price'),2).alias('avg_price') ).orderBy('transc_date').collect() ]) # mem_alloc: 5.78G
gasoline_prices_df['transc_date'] = pd.to_datetime(gasoline_prices_df['transc_date'] )
gasoline_prices_df['year'] = gasoline_prices_df['transc_date'].apply(lambda row: row.year)
gasoline_prices_df['month'] = gasoline_prices_df['transc_date'].apply(lambda row: row.month)
# Average Tax for PADD 5 (both State/Fed)
avg_tax_padd5: 'DataFrame' = tax_df[ tax_df.query("PADD_DISTRICT == 'PADD 5' ").iloc[:,1:5].columns.tolist() + ['tax_month'] ].groupby('tax_month')[tax_df.columns.tolist()[2:5] ].mean()
Applying Federal & State Taxes on PADD-5 Daily Gasoline Pricing¶
In [8]:
results: List = [] # exog_variables
for r in gasoline_prices_df.iterrows():
current_tax_bracket: 'DataFrame' = avg_tax_padd5.iloc[pd.DataFrame( avg_tax_padd5.index ).apply(lambda row: r[1]['transc_date'] > pd.to_datetime( row) ).replace({False:np.nan}).dropna().index.tolist() ].sort_index().tail(1)
current_row: Dict = current_tax_bracket.to_dict(orient='records')[0] if current_tax_bracket.to_dict(orient='records') else {'Other taxes & Fees[2]': 0.0, 'Total State[3]': 0.0, 'State & Federal': 0 }
results.append({**{'transc_date': r[1]['transc_date'],
'avg_price':r[1]['avg_price']}, **current_row} )
padd5_pricing_df: 'DataFrame' = pd.DataFrame( results)
PADD 5 Gasoline Pricing Seasonal Trend-Decomposition¶
- The seasonal graph shows that there is a weekly cyclical pattern (i.e., 2023-07 2023-09), indicating there is a seaonal pattern.
In [158]:
padd_decomp: STL = STL(padd5_pricing_df.set_index('transc_date')['avg_price'], period=7 ).fit()
fig = plt.figure(figsize=(20,10))
ax = fig.add_subplot(2,2,1)
padd_decomp.observed.plot(ax=ax)
ax.set_title("Weekly Gasoline Observed", fontweight='bold')
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax = fig.add_subplot(2,2,2)
padd_decomp.trend.plot(ax=ax)
ax.set_title("Weekly Gasoline Trend", fontweight='bold')
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax = fig.add_subplot(2,2,3)
padd_decomp.seasonal.plot(ax=ax)
ax.set_title("Weekly Gasoline Seasonal", fontweight='bold') # There is a weekly cyclical pattern (i.e., 2023-07 2023-09), indicating there is a seaonal pattern
ax = fig.add_subplot(2,2,4)
padd_decomp.resid.plot(ax=ax)
ax.set_title("Weekly Gasoline Residuals", fontweight='bold')
fig.autofmt_xdate()
Plotting Autocorrelation and Partial-Autocorrelation for Gasoline Pricing PADD5¶
- Looking at the 100 lags, the sinusoidal/decaying pattern for the acf plots indicates that there is a presence of autoregressive process.
- Looking at the 100 steps, the sinusoidal/decaying pattern for the partial-autocorrelation plot indicates that there is a mix between
AR&MAprocesses. - Also, the seasonal graph above shows that there is a seasonal/cyclical pattern.
In [203]:
fig = plt.figure(figsize=(15,4))
ax = fig.add_subplot(1,2,1)
acf_ax = plot_acf(padd5_pricing_df.set_index('transc_date')['avg_price'], lags=100, ax=ax)
ax = fig.add_subplot(1,2,2)
pacf_ax = plot_pacf(padd5_pricing_df.set_index('transc_date')['avg_price'], lags=100, ax=ax)
Applying Adfuller Test on PADD-5 Weekly Gasoline Pricing¶
In [176]:
results: adfuller= list(adfuller( padd5_pricing_df.set_index('transc_date')['avg_price'] ))[:2]
pd.DataFrame(results).transpose().rename({0:'Adfuller', 1: 'P-Value'},axis=1)
Out[176]:
| Adfuller | P-Value | |
|---|---|---|
| 0 | -1.742881 | 0.409165 |
Applying First Order Differencing¶
- NOTE: Because p-value still > 0.05
In [178]:
integration_diff: int = np.diff(padd5_pricing_df.set_index('transc_date')['avg_price'])
results: adfuller= list(adfuller( integration_diff))[:2]
pd.DataFrame(results).transpose().rename({0:'Adfuller', 1: 'P-Value'},axis=1)
Out[178]:
| Adfuller | P-Value | |
|---|---|---|
| 0 | -2.562733 | 0.100947 |
Applying Seasonal Differencing¶
- NOTE: Now p-value is < 0.05 and Adfuller is big negative number
In [179]:
seasonal_diff: int = np.diff(integration_diff)
results: adfuller= list(adfuller( seasonal_diff))[:2]
pd.DataFrame(results).transpose().rename({0:'Adfuller', 1: 'P-Value'},axis=1)
Out[179]:
| Adfuller | P-Value | |
|---|---|---|
| 0 | -8.939305 | 9.347057e-15 |
Find The lowest AIC¶
- NOTE: find the model which has the lowest AIC score and capture the weekly seasonal trends
In [13]:
df: 'Series' = padd5_pricing_df.set_index('transc_date')['avg_price']
pkl_path: str = os.path.join(DST_PATH, 'model_one_padd5_comp_jobs.pkl' )
p,q,P,Q = 7,7,7,7
d,D = 1,1 # apply both first-order & seasonal differencing
s: int = 7 # weekly gasoline pricing trends
optimize_sarimax(p_size=p, d=d, q_size=q, P_size=P, D=D, Q_size=Q, s=s, pkl_path=pkl_path, df=df)
DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Starting at index 1700 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Job Started at 2024-06-19T21:28:26.247482 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(4,1,6,7) @21:28:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,1,0,7) @21:28:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,1,1,7) @21:28:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,1,2,7) @21:28:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,1,3,7) @21:28:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,1,4,7) @21:28:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,1,5,7) @21:28:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,1,6,7) @21:28:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,1,0,7) @21:28:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,1,1,7) @21:28:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,1,2,7) @21:28:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,1,3,7) @21:28:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,1,4,7) @21:28:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,1,5,7) @21:28:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,1,6,7) @21:28:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,1,0,7) @21:28:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,1,1,7) @21:28:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,1,2,7) @21:28:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,1,3,7) @21:28:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,1,4,7) @21:28:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,1,5,7) @21:28:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,1,6,7) @21:28:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,1,0,7) @21:28:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,1,1,7) @21:28:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,1,2,7) @21:28:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,1,3,7) @21:28:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,1,4,7) @21:28:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,1,5,7) @21:28:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,1,6,7) @21:28:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,1,0,7) @21:28:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,1,1,7) @21:28:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,1,2,7) @21:28:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,1,3,7) @21:28:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,1,4,7) @21:28:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,1,5,7) @21:28:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,1,6,7) @21:28:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,1,0,7) @21:28:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,1,1,7) @21:28:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,1,2,7) @21:28:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,1,3,7) @21:28:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,1,4,7) @21:28:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,1,5,7) @21:28:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,1,6,7) @21:28:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,1,0,7) @21:28:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,1,1,7) @21:28:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,1,2,7) @21:28:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,1,3,7) @21:28:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,1,4,7) @21:28:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,1,5,7) @21:28:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,1,6,7) @21:28:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,1,0,7) @21:28:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,1,1,7) @21:28:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,1,2,7) @21:28:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,1,3,7) @21:28:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,1,4,7) @21:28:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,1,5,7) @21:28:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,1,6,7) @21:28:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,1,0,7) @21:28:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,1,1,7) @21:28:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,1,2,7) @21:28:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,1,3,7) @21:28:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,1,4,7) @21:28:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,1,5,7) @21:28:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,1,6,7) @21:28:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,1,0,7) @21:28:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,1,1,7) @21:28:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,1,2,7) @21:28:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,1,3,7) @21:28:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,1,4,7) @21:28:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,1,5,7) @21:28:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,1,6,7) @21:28:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,1,0,7) @21:28:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,1,1,7) @21:28:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,1,2,7) @21:28:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,1,3,7) @21:28:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,1,4,7) @21:28:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,1,5,7) @21:28:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,1,6,7) @21:28:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,1,0,7) @21:28:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,1,1,7) @21:28:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,1,2,7) @21:28:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,1,3,7) @21:28:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,1,4,7) @21:28:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,1,5,7) @21:28:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,1,6,7) @21:28:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,1,0,7) @21:28:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,1,1,7) @21:28:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,1,2,7) @21:28:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,1,3,7) @21:28:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,1,4,7) @21:28:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,1,5,7) @21:28:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,1,6,7) @21:28:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,1,0,7) @21:28:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,1,1,7) @21:28:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,1,2,7) @21:28:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,1,3,7) @21:28:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,1,4,7) @21:28:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,1,5,7) @21:28:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,1,6,7) @21:28:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,1,0,7) @21:28:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,1,1,7) @21:28:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,1,2,7) @21:28:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,1,3,7) @21:28:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,1,4,7) @21:28:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,1,5,7) @21:28:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,1,6,7) @21:28:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,1,0,7) @21:28:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,1,1,7) @21:28:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,1,2,7) @21:28:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,1,3,7) @21:28:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,1,4,7) @21:28:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,1,5,7) @21:28:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,1,6,7) @21:28:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,1,0,7) @21:28:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,1,1,7) @21:28:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,1,2,7) @21:28:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,1,3,7) @21:28:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,1,4,7) @21:28:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,1,5,7) @21:28:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,1,6,7) @21:28:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,1,0,7) @21:28:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,1,1,7) @21:28:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,1,2,7) @21:28:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,1,3,7) @21:28:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,1,4,7) @21:28:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,1,5,7) @21:28:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,1,6,7) @21:28:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,1,0,7) @21:28:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,1,1,7) @21:28:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,1,2,7) @21:28:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,1,3,7) @21:28:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,1,4,7) @21:28:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,1,5,7) @21:28:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,1,6,7) @21:28:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,1,0,7) @21:28:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,1,1,7) @21:28:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,1,2,7) @21:28:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,1,3,7) @21:28:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,1,4,7) @21:28:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,1,5,7) @21:28:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,1,6,7) @21:28:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,1,0,7) @21:28:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,1,1,7) @21:28:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,1,2,7) @21:28:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,1,3,7) @21:28:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,1,4,7) @21:28:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,1,5,7) @21:28:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,1,6,7) @21:28:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,1,0,7) @21:28:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,1,1,7) @21:28:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,1,2,7) @21:28:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,1,3,7) @21:28:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,1,4,7) @21:28:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,1,5,7) @21:28:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,1,6,7) @21:28:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,1,0,7) @21:28:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,1,1,7) @21:28:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,1,2,7) @21:28:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,1,3,7) @21:28:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,1,4,7) @21:28:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,1,5,7) @21:28:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,1,6,7) @21:28:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,1,0,7) @21:28:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,1,1,7) @21:28:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,1,2,7) @21:28:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,1,3,7) @21:28:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,1,4,7) @21:28:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,1,5,7) @21:28:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,1,6,7) @21:28:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,1,0,7) @21:28:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,1,1,7) @21:28:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,1,2,7) @21:28:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,1,3,7) @21:28:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,1,4,7) @21:28:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,1,5,7) @21:28:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,1,6,7) @21:28:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,1,0,7) @21:28:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,1,1,7) @21:28:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,1,2,7) @21:28:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,1,3,7) @21:28:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,1,4,7) @21:28:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,1,5,7) @21:28:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,1,6,7) @21:28:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,1,0,7) @21:28:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,1,1,7) @21:28:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,1,2,7) @21:28:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,1,3,7) @21:28:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,1,4,7) @21:28:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,1,5,7) @21:28:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,1,6,7) @21:28:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,1,0,7) @21:28:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,1,1,7) @21:28:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,1,2,7) @21:28:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,1,3,7) @21:28:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,1,4,7) @21:28:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,1,5,7) @21:28:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,1,6,7) @21:28:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,1,0,7) @21:28:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,1,1,7) @21:28:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,1,2,7) @21:28:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,1,3,7) @21:28:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,1,4,7) @21:28:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,1,5,7) @21:28:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,1,6,7) @21:28:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,1,0,7) @21:28:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,1,1,7) @21:28:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,1,2,7) @21:28:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,1,3,7) @21:28:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,1,4,7) @21:28:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,1,5,7) @21:28:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,1,6,7) @21:28:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,1,0,7) @21:28:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,1,1,7) @21:28:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,1,2,7) @21:28:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,1,3,7) @21:28:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,1,4,7) @21:28:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,1,5,7) @21:28:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,1,6,7) @21:28:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,1,0,7) @21:28:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,1,1,7) @21:28:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,1,2,7) @21:28:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,1,3,7) @21:28:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,1,4,7) @21:28:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,1,5,7) @21:28:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,1,6,7) @21:28:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,1,0,7) @21:28:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,1,1,7) @21:28:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,1,2,7) @21:28:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,1,3,7) @21:28:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,1,4,7) @21:28:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,1,5,7) @21:28:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,1,6,7) @21:28:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,1,0,7) @21:28:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,1,1,7) @21:28:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,1,2,7) @21:28:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,1,3,7) @21:28:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,1,4,7) @21:28:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,1,5,7) @21:28:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,1,6,7) @21:28:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,1,0,7) @21:28:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,1,1,7) @21:28:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,1,2,7) @21:28:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,1,3,7) @21:28:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,1,4,7) @21:28:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,1,5,7) @21:28:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,1,6,7) @21:28:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,1,0,7) @21:28:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,1,1,7) @21:28:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,1,2,7) @21:28:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,1,3,7) @21:28:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,1,4,7) @21:28:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,1,5,7) @21:28:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,1,6,7) @21:28:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,1,0,7) @21:28:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,1,1,7) @21:28:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,1,2,7) @21:28:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,1,3,7) @21:28:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,1,4,7) @21:28:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,1,5,7) @21:28:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,1,6,7) @21:28:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,1,0,7) @21:28:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,1,1,7) @21:28:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,1,2,7) @21:29:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,1,3,7) @21:29:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,1,4,7) @21:29:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,1,5,7) @21:29:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,1,6,7) @21:29:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,1,0,7) @21:29:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,1,1,7) @21:29:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,1,2,7) @21:29:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,1,3,7) @21:29:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,1,4,7) @21:29:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,1,5,7) @21:29:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,1,6,7) @21:29:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,1,0,7) @21:29:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,1,1,7) @21:29:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,1,2,7) @21:29:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,1,3,7) @21:29:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,1,4,7) @21:29:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,1,5,7) @21:29:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,1,6,7) @21:29:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,1,0,7) @21:29:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,1,1,7) @21:29:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,1,2,7) @21:29:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,1,3,7) @21:29:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,1,4,7) @21:29:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,1,5,7) @21:29:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,1,6,7) @21:29:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,1,0,7) @21:29:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,1,1,7) @21:29:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,1,2,7) @21:29:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,1,3,7) @21:29:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,1,4,7) @21:29:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,1,5,7) @21:29:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,1,6,7) @21:29:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,1,0,7) @21:29:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,1,1,7) @21:29:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,1,2,7) @21:29:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,1,3,7) @21:29:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,1,4,7) @21:29:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,1,5,7) @21:29:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,1,6,7) @21:29:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,1,0,7) @21:29:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,1,1,7) @21:29:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,1,2,7) @21:29:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,1,3,7) @21:29:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,1,4,7) @21:29:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,1,5,7) @21:29:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,1,6,7) @21:29:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,1,0,7) @21:29:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,1,1,7) @21:29:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,1,2,7) @21:29:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,1,3,7) @21:29:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,1,4,7) @21:29:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,1,5,7) @21:29:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,1,6,7) @21:29:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,1,0,7) @21:29:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,1,1,7) @21:29:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,1,2,7) @21:29:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,1,3,7) @21:29:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,1,4,7) @21:29:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,1,5,7) @21:29:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,1,6,7) @21:29:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,1,0,7) @21:29:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,1,1,7) @21:29:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,1,2,7) @21:29:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,1,3,7) @21:29:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,1,4,7) @21:29:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,1,5,7) @21:29:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,1,6,7) @21:29:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,1,0,7) @21:29:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,1,1,7) @21:29:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,1,2,7) @21:29:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,1,3,7) @21:29:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,1,4,7) @21:29:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,1,5,7) @21:29:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,1,6,7) @21:29:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,1,0,7) @21:29:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,1,1,7) @21:29:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,1,2,7) @21:29:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,1,3,7) @21:29:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,1,4,7) @21:29:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,1,5,7) @21:29:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,1,6,7) @21:29:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,1,0,7) @21:29:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,1,1,7) @21:29:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,1,2,7) @21:29:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,1,3,7) @21:29:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,1,4,7) @21:29:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,1,5,7) @21:29:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,1,6,7) @21:29:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,1,0,7) @21:29:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,1,1,7) @21:29:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,1,2,7) @21:29:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,1,3,7) @21:29:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,1,4,7) @21:29:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,1,5,7) @21:29:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,1,6,7) @21:29:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,1,0,7) @21:29:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,1,1,7) @21:29:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,1,2,7) @21:29:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,1,3,7) @21:29:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,1,4,7) @21:29:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,1,5,7) @21:29:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,1,6,7) @21:29:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,1,0,7) @21:29:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,1,1,7) @21:29:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,1,2,7) @21:29:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,1,3,7) @21:29:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,1,4,7) @21:29:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,1,5,7) @21:29:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,1,6,7) @21:29:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,1,0,7) @21:29:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,1,1,7) @21:29:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,1,2,7) @21:29:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,1,3,7) @21:29:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,1,4,7) @21:29:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,1,5,7) @21:29:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,1,6,7) @21:29:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,1,0,7) @21:29:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,1,1,7) @21:29:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,1,2,7) @21:29:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,1,3,7) @21:29:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,1,4,7) @21:29:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,1,5,7) @21:29:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,1,6,7) @21:29:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,1,0,7) @21:29:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,1,1,7) @21:29:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,1,2,7) @21:29:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,1,3,7) @21:29:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,1,4,7) @21:29:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,1,5,7) @21:29:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,1,6,7) @21:29:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,1,0,7) @21:29:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,1,1,7) @21:29:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,1,2,7) @21:29:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,1,3,7) @21:29:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,1,4,7) @21:29:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,1,5,7) @21:29:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,1,6,7) @21:29:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,1,0,7) @21:29:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,1,1,7) @21:29:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,1,2,7) @21:29:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,1,3,7) @21:29:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,1,4,7) @21:29:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,1,5,7) @21:29:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,1,6,7) @21:29:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,1,0,7) @21:29:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,1,1,7) @21:29:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,1,2,7) @21:29:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,1,3,7) @21:29:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,1,4,7) @21:29:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,1,5,7) @21:29:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,1,6,7) @21:29:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,1,0,7) @21:29:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,1,1,7) @21:29:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,1,2,7) @21:29:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,1,3,7) @21:29:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,1,4,7) @21:29:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,1,5,7) @21:29:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,1,6,7) @21:29:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,1,0,7) @21:29:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,1,1,7) @21:29:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,1,2,7) @21:29:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,1,3,7) @21:29:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,1,4,7) @21:29:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,1,5,7) @21:29:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,1,6,7) @21:29:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,1,0,7) @21:29:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,1,1,7) @21:29:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,1,2,7) @21:29:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,1,3,7) @21:29:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,1,4,7) @21:29:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,1,5,7) @21:29:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,1,6,7) @21:29:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,1,0,7) @21:29:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,1,1,7) @21:29:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,1,2,7) @21:29:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,1,3,7) @21:29:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,1,4,7) @21:29:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,1,5,7) @21:29:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,1,6,7) @21:29:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,1,0,7) @21:29:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,1,1,7) @21:29:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,1,2,7) @21:29:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,1,3,7) @21:29:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,1,4,7) @21:29:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,1,5,7) @21:29:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,1,6,7) @21:29:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,1,0,7) @21:29:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,1,1,7) @21:29:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,1,2,7) @21:29:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,1,3,7) @21:29:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,1,4,7) @21:29:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,1,5,7) @21:29:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,1,6,7) @21:29:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,1,0,7) @21:29:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,1,1,7) @21:29:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,1,2,7) @21:29:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,1,3,7) @21:29:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,1,4,7) @21:29:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,1,5,7) @21:29:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,1,6,7) @21:29:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,1,0,7) @21:29:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,1,1,7) @21:29:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,1,2,7) @21:29:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,1,3,7) @21:29:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,1,4,7) @21:29:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,1,5,7) @21:29:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,1,6,7) @21:29:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,1,0,7) @21:29:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,1,1,7) @21:29:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,1,2,7) @21:29:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,1,3,7) @21:29:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,1,4,7) @21:29:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,1,5,7) @21:29:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,1,6,7) @21:29:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,1,0,7) @21:29:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,1,1,7) @21:29:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,1,2,7) @21:29:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,1,3,7) @21:29:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,1,4,7) @21:29:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,1,5,7) @21:29:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,1,6,7) @21:29:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,1,0,7) @21:29:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,1,1,7) @21:29:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,1,2,7) @21:29:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,1,3,7) @21:29:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,1,4,7) @21:29:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,1,5,7) @21:29:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,1,6,7) @21:29:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,1,0,7) @21:29:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,1,1,7) @21:29:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,1,2,7) @21:29:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,1,3,7) @21:29:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,1,4,7) @21:29:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,1,5,7) @21:29:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,1,6,7) @21:29:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,1,0,7) @21:29:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,1,1,7) @21:29:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,1,2,7) @21:29:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,1,3,7) @21:29:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,1,4,7) @21:29:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,1,5,7) @21:29:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,1,6,7) @21:29:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,1,0,7) @21:29:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,1,1,7) @21:29:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,1,2,7) @21:29:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,1,3,7) @21:29:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,1,4,7) @21:29:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,1,5,7) @21:29:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,1,6,7) @21:29:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,1,0,7) @21:29:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,1,1,7) @21:29:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,1,2,7) @21:29:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,1,3,7) @21:29:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,1,4,7) @21:29:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,1,5,7) @21:29:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,1,6,7) @21:29:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,1,0,7) @21:29:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,1,1,7) @21:29:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,1,2,7) @21:29:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,1,3,7) @21:29:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,1,4,7) @21:29:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,1,5,7) @21:29:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,1,6,7) @21:29:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,1,0,7) @21:29:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,1,1,7) @21:29:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,1,2,7) @21:29:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,1,3,7) @21:29:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,1,4,7) @21:29:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,1,5,7) @21:29:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,1,6,7) @21:29:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,1,0,7) @21:29:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,1,1,7) @21:29:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,1,2,7) @21:29:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,1,3,7) @21:29:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,1,4,7) @21:29:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,1,5,7) @21:29:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,1,6,7) @21:29:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,1,0,7) @21:29:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,1,1,7) @21:29:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,1,2,7) @21:29:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,1,3,7) @21:29:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,1,4,7) @21:29:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,1,5,7) @21:29:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,1,6,7) @21:29:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,1,0,7) @21:29:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,1,1,7) @21:29:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,1,2,7) @21:29:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,1,3,7) @21:29:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,1,4,7) @21:29:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,1,5,7) @21:29:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,1,6,7) @21:29:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,1,0,7) @21:29:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,1,1,7) @21:29:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,1,2,7) @21:29:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,1,3,7) @21:29:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,1,4,7) @21:29:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,1,5,7) @21:29:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,1,6,7) @21:29:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,1,0,7) @21:29:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,1,1,7) @21:29:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,1,2,7) @21:29:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,1,3,7) @21:29:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,1,4,7) @21:29:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,1,5,7) @21:29:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,1,6,7) @21:29:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,1,0,7) @21:29:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,1,1,7) @21:29:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,1,2,7) @21:29:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,1,3,7) @21:29:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,1,4,7) @21:29:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,1,5,7) @21:29:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,1,6,7) @21:29:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,1,0,7) @21:29:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,1,1,7) @21:29:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,1,2,7) @21:29:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,1,3,7) @21:29:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,1,4,7) @21:29:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,1,5,7) @21:29:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,1,6,7) @21:29:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,1,0,7) @21:29:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,1,1,7) @21:29:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,1,2,7) @21:29:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,1,3,7) @21:29:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,1,4,7) @21:29:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,1,5,7) @21:29:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,1,6,7) @21:29:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,1,0,7) @21:29:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,1,1,7) @21:29:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,1,2,7) @21:29:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,1,3,7) @21:29:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,1,4,7) @21:29:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,1,5,7) @21:29:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,1,6,7) @21:29:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,1,0,7) @21:29:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,1,1,7) @21:29:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,1,2,7) @21:29:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,1,3,7) @21:29:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,1,4,7) @21:29:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,1,5,7) @21:29:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,1,6,7) @21:29:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,1,0,7) @21:29:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,1,1,7) @21:29:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,1,2,7) @21:29:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,1,3,7) @21:29:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,1,4,7) @21:29:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,1,5,7) @21:29:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,1,6,7) @21:29:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,1,0,7) @21:29:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,1,1,7) @21:29:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,1,2,7) @21:29:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,1,3,7) @21:29:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,1,4,7) @21:29:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,1,5,7) @21:29:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,1,6,7) @21:29:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,1,0,7) @21:29:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,1,1,7) @21:29:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,1,2,7) @21:29:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,1,3,7) @21:29:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,1,4,7) @21:29:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,1,5,7) @21:29:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,1,6,7) @21:29:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,1,0,7) @21:29:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,1,1,7) @21:29:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,1,2,7) @21:29:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,1,3,7) @21:29:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,1,4,7) @21:29:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,1,5,7) @21:29:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,1,6,7) @21:29:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,1,0,7) @21:29:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,1,1,7) @21:29:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,1,2,7) @21:29:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,1,3,7) @21:29:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,1,4,7) @21:29:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,1,5,7) @21:29:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,1,6,7) @21:29:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,1,0,7) @21:29:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,1,1,7) @21:29:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,1,2,7) @21:29:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,1,3,7) @21:29:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,1,4,7) @21:29:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,1,5,7) @21:29:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,1,6,7) @21:29:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,1,0,7) @21:29:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,1,1,7) @21:29:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,1,2,7) @21:29:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,1,3,7) @21:29:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,1,4,7) @21:29:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,1,5,7) @21:29:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,1,6,7) @21:29:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,1,0,7) @21:29:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,1,1,7) @21:29:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,1,2,7) @21:29:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,1,3,7) @21:29:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,1,4,7) @21:29:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,1,5,7) @21:29:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,1,6,7) @21:29:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,1,0,7) @21:29:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,1,1,7) @21:29:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,1,2,7) @21:29:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,1,3,7) @21:29:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,1,4,7) @21:29:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,1,5,7) @21:29:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,1,6,7) @21:29:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,1,0,7) @21:29:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,1,1,7) @21:29:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,1,2,7) @21:29:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,1,3,7) @21:29:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,1,4,7) @21:29:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,1,5,7) @21:29:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,1,6,7) @21:29:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,1,0,7) @21:29:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,1,1,7) @21:29:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,1,2,7) @21:29:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,1,3,7) @21:29:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,1,4,7) @21:30:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,1,5,7) @21:30:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,1,6,7) @21:30:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,1,0,7) @21:30:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,1,1,7) @21:30:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,1,2,7) @21:30:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,1,3,7) @21:30:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,1,4,7) @21:30:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,1,5,7) @21:30:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,1,6,7) @21:30:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,1,0,7) @21:30:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,1,1,7) @21:30:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,1,2,7) @21:30:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,1,3,7) @21:30:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,1,4,7) @21:30:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,1,5,7) @21:30:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,1,6,7) @21:30:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,1,0,7) @21:30:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,1,1,7) @21:30:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,1,2,7) @21:30:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,1,3,7) @21:30:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,1,4,7) @21:30:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,1,5,7) @21:30:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,1,6,7) @21:30:04
In [19]:
pd.read_pickle(pkl_path).sort_values(by='AIC').head(10)
Out[19]:
| p | q | P | Q | AIC | |
|---|---|---|---|---|---|
| 1129 | 3 | 2 | 0 | 1 | -1154.879316 |
| 1031 | 3 | 0 | 0 | 1 | -1152.429246 |
| 1374 | 4 | 0 | 0 | 1 | -1152.309509 |
| 1423 | 4 | 1 | 0 | 1 | -1146.497878 |
| 1080 | 3 | 1 | 0 | 1 | -1146.445939 |
| 1136 | 3 | 2 | 1 | 1 | -1145.860237 |
| 688 | 2 | 0 | 0 | 1 | -1145.783975 |
| 51 | 0 | 1 | 0 | 1 | -1145.411322 |
| 695 | 2 | 0 | 1 | 1 | -1145.317970 |
| 737 | 2 | 1 | 0 | 1 | -1144.685063 |
Model One: SARIMAX(3,1,2)(1,1,1,7)¶
In [23]:
train: 'Series' = df[:int(df.shape[0] * 0.8)]
test: 'Series' = df[ int(df.shape[0] * 0.8):]
In [38]:
model_one: 'SARIMAX' = SARIMAX(endog=train,
order=(3,1,2),
seasonal_order=(1,1,1,7),
simple_differencing=True,
enforce_stationarity=True).fit(disp=False)
In [39]:
model_one.summary()
Out[39]:
| Dep. Variable: | D.DS7.avg_price | No. Observations: | 308 |
|---|---|---|---|
| Model: | SARIMAX(3, 0, 2)x(1, 0, [1], 7) | Log Likelihood | 400.008 |
| Date: | Wed, 19 Jun 2024 | AIC | -784.017 |
| Time: | 21:44:05 | BIC | -754.176 |
| Sample: | 0 | HQIC | -772.085 |
| - 308 | |||
| Covariance Type: | opg |
| coef | std err | z | P>|z| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| ar.L1 | -0.0987 | 6.181 | -0.016 | 0.987 | -12.212 | 12.015 |
| ar.L2 | -0.2667 | 0.946 | -0.282 | 0.778 | -2.122 | 1.588 |
| ar.L3 | -0.0042 | 1.164 | -0.004 | 0.997 | -2.285 | 2.277 |
| ma.L1 | -0.0949 | 6.183 | -0.015 | 0.988 | -12.214 | 12.024 |
| ma.L2 | 0.0927 | 0.597 | 0.155 | 0.877 | -1.077 | 1.263 |
| ar.S.L7 | -0.2361 | 0.033 | -7.261 | 0.000 | -0.300 | -0.172 |
| ma.S.L7 | -0.4474 | 0.043 | -10.504 | 0.000 | -0.531 | -0.364 |
| sigma2 | 0.0043 | 0.000 | 33.393 | 0.000 | 0.004 | 0.005 |
| Ljung-Box (L1) (Q): | 1.77 | Jarque-Bera (JB): | 52427.55 |
|---|---|---|---|
| Prob(Q): | 0.18 | Prob(JB): | 0.00 |
| Heteroskedasticity (H): | 0.09 | Skew: | 6.17 |
| Prob(H) (two-sided): | 0.00 | Kurtosis: | 65.71 |
Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step).
Model One Diagnostic Plot¶
In [40]:
model_one_diag = model_one.plot_diagnostics(figsize=(15,8)) # errors not random
Model One LJungbox Test¶
- Model one cannot correctly capture the weekly seasonal price, since p-values after lag 6 < 0.05 (the errors are not random).
In [43]:
pd.DataFrame( acorr_ljungbox(model_one.resid, period=10)['lb_pvalue'] ) # residuals are correlated after lag > 6
Out[43]:
| lb_pvalue | |
|---|---|
| 1 | 8.787588e-02 |
| 2 | 3.145085e-02 |
| 3 | 6.984943e-02 |
| 4 | 1.279307e-01 |
| 5 | 1.714816e-01 |
| 6 | 2.570624e-01 |
| 7 | 7.362991e-08 |
| 8 | 7.128217e-08 |
| 9 | 1.289696e-07 |
| 10 | 3.174681e-07 |
| 11 | 7.248599e-07 |
| 12 | 1.372231e-06 |
| 13 | 2.482807e-06 |
| 14 | 2.619107e-07 |
| 15 | 5.409852e-07 |
| 16 | 6.308911e-07 |
| 17 | 1.257255e-06 |
| 18 | 2.021812e-06 |
| 19 | 3.675018e-06 |
| 20 | 6.767946e-06 |
Model One Revision¶
- Aggregate gasoline pricing weekly for PADD 5 District
In [5]:
padd5_district: List[str] = [ STATES_LOOKUP.get(state) for state, region in INVERSE_US_REGIONS.items() if PADD_AREAS.get(region) == 'PADD 5' ]
args: str = ', '.join(map(lambda item: "'%s'" % (item), padd5_district))
In [6]:
query: str = f"""
(SELECT
DATE_FORMAT(g.postedtime, '%Y-%m-%d' ) AS `transc_date`,
CAST(g.price AS DECIMAL ) AS `price`
FROM gasoline_pricing g
WHERE g.state IN ({args}) AND g.price != 0)
UNION ALL
(SELECT
DATE_FORMAT(l.timestamp, '%Y-%m-%d' ) AS `transc_date`,
CAST(l.price AS DECIMAL ) AS `price`
FROM legacy_gasoline_pricing l
WHERE l.state IN ({args}) AND l.price != 0 )
"""
historical_pricing: 'DataFrame' = ODINSpark(app_name='Forecast Gasoline Pricing in PADD 5 District').exec_odin_mysql_query(query=query)
DEBUG:odin_eia_db.engine.odin_spark:
..` ./sdmds:`
+dmmds+-` -+ymmmmmmmmdo:` ./osyyy/`
`ommmmmmmmdhso:` ./shmmmmmmmmmmmmmmds/. ./ohmmmdmdmm/
+mmmmmmmmmmmmmmmhy+//:://///++shdmmmmmmmmmmhsdmmmmmmmmmddyso+/::--.-://+syhdmmmmmmmmmmmmh`
:dmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmm+
.hdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmsooodmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd.
ommmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmh+osoymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmm/
:dmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+oohmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmms
`hdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdsoo+ososmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd.
/dmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmyoo++ooooymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmo
`ydmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmhoooooooooodmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd`
:mmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+o+ooooosmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmm/
ommmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmy+o+o+o+o+oooymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmy
ydmmmdddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmhooo+ooo+oo+ooodmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd.
.dmmmddddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+oo+o+ooo+oosmmmmmmmmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmd:
-dmmmmddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmsoo+oooo+oo+oooo+hmmmmmmmmmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmdo
+dmmmmdmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmh+oo+oooooooooooooodmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdy
sdmmmmddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+ooooo+o+oooooo+smmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdh
ymmmmddsoosssssyyyyyyyhhhhhhhhhhhhhhhhhs+o+o++o+o++oooooooo+hhhddddddddddddddmdmmmddmdmdmdmdmmmmmmmd
hmmmmdddyo+++++++++ooo+++o+oooooooooooooo+oosyyyhhhddhdddddyssssoooooooooooooooooooosoooooooymmmmmmd
hmmmmddmmdhso++++++++o++o+++ooo++++o+++ohhdddmddddddddddddddddddhy+++o++oo+oooooooooo+++++shdmmmmmmh
ymmmmdddmmmmdyso++++o+o+ooooooooooo+oshdmddddddddmddddddddddddhyso+oooooo++o++o+o++o++oshdmmmmmmmmdh
ydmmmddmmmmmdmmdyso+o++oooooooo+++o+ddddddmddddmddddddddddddddddhyo+oo+o+++o+++++++oshddmmmmmmmmmmdy
odmmmdddmdmddmmmmmhyoo++o+o+ooo+o+osddmmdddddddddddddddddddddddhyso++o++++++++++ooydmmmmmdmmmmmmmmdo
/dmmmdddmddmdmmmmmmmdysoo++++oo+o+oddddmdddddddddddddddddddddddddyo++++o++++++oyddmmmmmmmmmmmmmmmmd/
.dmmmmdddddmddmmmmmmmmmdyso+++o+ooyddmmdmddddddddmddddddddddddddysoooo++++ooyhdmmdmmmmmmmmmmmmmmmdd`
`ydmmmdddddmmddmmmmmmmmmmdhso++++sdddmmmmdddddddmmddddddddddddmddyo+++++oyhdmmmmmmmmmmmmmmmmmmmmmds
+dmmmdddddddddmmmmmmmmmmmmmdysoohdmdmmmmmdddddddmmdddddddddddddhyo++oyhdmmmmmmmmmmmmmmmmmmmmmmmmd:
-dmmmddddddddmmmmmmmmmmmmmmmmdhooyddmdmmmddddmdddddddddddddddddy+oyhdmmmmmmmmmmmmmmmmmmmmmdmmmmdy`
`ydmmmdddddddddddmmmmmmmmmmmmmyoohddddmmmdddmmmddmddmdddddddddds+sdmmmmmmmmmmmmmmmmmmmmmmmmmmmmd/
:dmmmddddmddddddmmmmmmmmmmmddoo+yddddddmdmmmmmdddddddddddddddddy+ymmmmmmdmmmmmdmmmmmmmmmmmmmmdh`
sdmmmddddddmddmmmmmmmmmmmmdso+oosyyyydddmmddddddddddddddddddyos+odmmmmmddmmmmmmmmdmmmmmmmmmmdo
-dmmmdddddddmdmmmmmmmmdmmmyoo++o+o++oyddmdddddddddddddddddddh+o++sdmmmmdmmmmmmmmmmmmmmmmmmmmy`
odmmdddddddmmmmmmmmmmddmhoooooo+oo++ydddddhhyosssdddddddddso+++o+hmdmmmmmmmmmmmmdmmdmmmmmmd-
`hdmmmdddddmdmmmdmmmmdddoo++oo+++o++hddhso+++++++oydddddddyo+++o+oddmmmmmmdmmmmmmmmmmmmmmdo
-hdmmdddddmdddddmddmmdy++++oo++++o+hys++ooshyso+++yddddyso++++o++ydmmmmmmmmmdmmmmddmmmmdy`
/ddmdddddddmdddmmmmmh+o+++oo+++++++++oshdddddhyoooyhddy++++++++++ddmdmmmdmdmmmmmddmmmdh-
`sdmmmdddddddmdmmmmdo++++oo++++++++oydddmdddddddhyoosyo+++++o++o+ydddddddmdmmmmmmmmmmd:
`yddmmdddddmmmmmmms++++o++++++ooyddddmmdmdmdddmdddys+++++++o+++oodddmddddddmmddmmmdd+
-ydmmmddddddddmmh++++++o++oshddddddmmmdddddddddddddhyoo+++o+++o+sdddmddmmmddddmmmd+
.hdmmmdmddddddds++++++osydmmdddddmmddddddddddddddddddhso++++++oohdmmmddddddmmmddo`
-ydmmmmdddddds++++ooyhdmmdmmmddddmdddmdmddddddmddddddddyso+++++odddmddddddmmddo`
.ydmmmddddddoo+oyhdmmmmmdmmmddddddddmdddmddddddddddddddddyo++++sddmdddddmmdd+`
`sdmmmmmdds+shddmdmmmmmmddmdddddddddddddddddddddddddddddddhs+++hdddddmmmdd+`
`+ddmmmddyhddmmmmmmmmmdddmdddddddddddddddddddddddddddddddmdhsosddddmmmdh/
:hdmmmddddddmmmmdmmmddddddddddddddddddddddddddddddddddddddddddddmmmdh-
.sdmmmdddmmmmmmmdmdmmddddddddddddddddddddddddddddddddddddddddmmmddy.
/hdmmmmmmmmmddddddmddddddddddddddddddddddddddddddddddddddmmmmdh/`
.sddmmmmddddddddddddddddddddddddddddddddddddddddddddddddddddo.
/hdmdmmdmddddddmdmddddddddddddddddddddddddddddddddddddddo-
.odddmdmddddddmdmddddddddddddddddmdddddddddddddmdddddo-
.+hddmdmddddmdddddddddddddddddddddddddddddddddddh+.
`/yddddmddddmddddddddddddddddddmddddddddddddy/`
`:sddddddddddddddddddddddddmddddddddmddds:
./ydddddddddddddddddddddddddddddddy/`
-+hdddddddddddddddddddddddddy+.
`-ohdddddddddddddddddddy/.
-+yddddddddddddyo-`
.:oyddddhs/.
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[ OK ] Launching ODIN @2024-06-20T17:48:10.933182
DEBUG:odin_eia_db.engine.odin_spark:[ OK ] Loading Spark Configuration For ODIN-Project...
:: loading settings :: url = jar:file:/opt/spark-3.5.1-bin-hadoop3/jars/ivy-2.5.1.jar!/org/apache/ivy/core/settings/ivysettings.xml
Ivy Default Cache set to: /home/ubuntu/.ivy2/cache
The jars for the packages stored in: /home/ubuntu/.ivy2/jars
org.apache.hadoop#hadoop-aws added as a dependency
com.amazonaws#aws-java-sdk-bundle added as a dependency
:: resolving dependencies :: org.apache.spark#spark-submit-parent-9dd904ca-b6d6-4ed2-8711-64f948d6e0f8;1.0
confs: [default]
found org.apache.hadoop#hadoop-aws;3.3.1 in central
found com.amazonaws#aws-java-sdk-bundle;1.11.901 in central
found org.wildfly.openssl#wildfly-openssl;1.0.7.Final in central
:: resolution report :: resolve 305ms :: artifacts dl 11ms
:: modules in use:
com.amazonaws#aws-java-sdk-bundle;1.11.901 from central in [default]
org.apache.hadoop#hadoop-aws;3.3.1 from central in [default]
org.wildfly.openssl#wildfly-openssl;1.0.7.Final from central in [default]
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| default | 3 | 0 | 0 | 0 || 3 | 0 |
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:: retrieving :: org.apache.spark#spark-submit-parent-9dd904ca-b6d6-4ed2-8711-64f948d6e0f8
confs: [default]
0 artifacts copied, 3 already retrieved (0kB/6ms)
24/06/20 17:48:14 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
Setting default log level to "WARN".
To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).
DEBUG:odin_eia_db.engine.odin_spark:[ OK ] Loading Hadoop Configuration For ODIN-Project...
In [8]:
gasoline_weekly_pricing: 'DataFrame' = pd.DataFrame( [ item.asDict() for item in historical_pricing.groupBy(f.window('transc_date', '1 Week')).agg(f.round( f.avg('price'),2).alias('avg_price')).fillna(0.0).collect() ] )
gasoline_weekly_pricing['transc_date'] = gasoline_weekly_pricing['window'].apply(lambda row: row[1].strftime('%Y-%m-%d'))
gasoline_weekly_pricing['transc_date'] = pd.to_datetime( gasoline_weekly_pricing['transc_date'])
gasoline_weekly_pricing['avg_price'] = gasoline_weekly_pricing['avg_price'].astype(float)
# Premium Gasoling (Source: EIA.gov)
premium_gasoline_pricing: 'PADD5-District' = odin_eia.get_conventional_premium_gasoline(state_name='washington')[['period','value']].to_dict(orient='records') + \
odin_eia.get_conventional_premium_gasoline(state_name='colorado')[['period','value']].to_dict(orient='records') + \
odin_eia.get_conventional_premium_gasoline(state_name='california')[['period','value']].to_dict(orient='records')
bench_mark_df: 'DataFrame' = pd.DataFrame( premium_gasoline_pricing)
bench_mark_df['value'] = bench_mark_df['value'].astype(float)
bench_mark_df['period'] = pd.to_datetime(bench_mark_df['period'])
weekly_pricing_padd5: 'Series' = gasoline_weekly_pricing.set_index('transc_date')['avg_price']
In [89]:
fig = plt.figure(figsize=(15,4))
ax = fig.add_subplot(1,2,1)
gasoline_weekly_pricing.set_index('transc_date')['avg_price'].sort_index().plot(ax=ax)
ax.set_title("Weekly Average Gasoline Price in PADD 5 District (All)", fontweight='bold', fontsize=13)
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax = fig.add_subplot(1,2,2)
bench_mark_df.set_index('period').resample('W')['value'].mean().loc['2023-05':].plot(ax=ax)
ax.set_title("Weekly Average Gasoline Price in PADD 5 District for (CA,CO,WA)", fontweight='bold', fontsize=13)
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
plt.tight_layout()
Weekly Gasoline Price Mean and Variance Overtime in PADD 5 District¶
In [40]:
fig = plt.figure(figsize=(12,4))
ax = fig.add_subplot(1,2,1)
pd.DataFrame( [ weekly_pricing_padd5.sort_index().iloc[:index].var() for index in range(weekly_pricing_padd5.shape[0]) ] ).replace({np.nan:0.0}).rename({0:'weekly_price_variance'},axis=1).plot(ax=ax)
ax.set_title("Weekly Gasoline Price Variance Overtime in PADD 5 District", fontweight='bold', fontsize=12)
ax = fig.add_subplot(1,2,2)
pd.DataFrame( [ weekly_pricing_padd5.sort_index().iloc[:index].mean() for index in range(weekly_pricing_padd5.shape[0]) ] ).replace({np.nan:0.0}).rename({0:'weekly_price_variance'},axis=1).plot(ax=ax)
ax.set_title("Weekly Gasoline Price Mean Overtime in PADD 5 District", fontweight='bold', fontsize=12)
plt.tight_layout()
Decompose Seasonal Trend Weekly Gasoline Pricing¶
In [17]:
padd5_stl: STL = STL( weekly_pricing_padd5, period=7).fit()
fig = plt.figure(figsize=(20,10))
ax = fig.add_subplot(2,2,1)
padd5_stl.observed.plot(ax=ax)
ax.set_title("PADD 5: Weekly Gasoline Price Observed", fontweight='bold', fontsize=12)
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax = fig.add_subplot(2,2,2)
padd5_stl.trend.plot(ax=ax)
ax.set_title("PADD 5: Weekly Gasoline Price Trend", fontweight='bold', fontsize=12)
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax = fig.add_subplot(2,2,3)
padd5_stl.seasonal.plot(ax=ax)
ax.set_title("PADD 5: Weekly Gasoline Price Seasonal", fontweight='bold', fontsize=12)
ax = fig.add_subplot(2,2,4)
padd5_stl.resid.plot(ax=ax)
ax.set_title("PADD 5: Weekly Gasoline Price Residuals", fontweight='bold', fontsize=12)
fig.autofmt_xdate()
plt.tight_layout()
Plot Autocorrelation and Partial Autocorrelation¶
- The autocorrelation plot shows that there is no correlation after lag zero, which indicates that we are dealing with a random walk (There is no relations between them/lags).
In [43]:
fig = plt.figure(figsize=(12,5))
ax = fig.add_subplot(1,2,1)
revison_acf = plot_acf(weekly_pricing_padd5, lags=20, ax=ax)
ax = fig.add_subplot(1,2,2)
revison_pacf = plot_pacf(weekly_pricing_padd5, lags=20, ax=ax)
plt.tight_layout()
Model-One Revision Adfuller Test¶
- The p-value is less than 0.05, indicating the current pricing is stationary, therefore there is no need to apply differencing at this time.
In [99]:
model_one_adfuller = adfuller(weekly_pricing_padd5)
pd.DataFrame({'AdFuller-Score': model_one_adfuller[0] , 'P-Value': model_one_adfuller[1] }, index=[1])
Out[99]:
| AdFuller-Score | P-Value | |
|---|---|---|
| 1 | -7.968735 | 2.818564e-12 |
In [47]:
p,d,q = 7,1,7
P,D,Q = 7,0,7
w: int = 7
pkl_path: str = os.path.expanduser("~/Development/datasets/model_one_revision_padd5.pkl")
optimize_sarimax(p_size=p, d=d, q_size=q, P_size=P, D=D, Q_size=Q, s=w, pkl_path=pkl_path, df=weekly_pricing_padd5)
DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Starting at index 0 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Job Started at 2024-06-20T18:15:51.795712 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(0,0,0,7) @18:15:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(0,0,1,7) @18:15:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(0,0,2,7) @18:15:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(0,0,3,7) @18:15:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(0,0,4,7) @18:15:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(0,0,5,7) @18:15:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(0,0,6,7) @18:15:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(1,0,0,7) @18:15:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(1,0,1,7) @18:15:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(1,0,2,7) @18:15:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(1,0,3,7) @18:15:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(1,0,4,7) @18:15:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(1,0,5,7) @18:15:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(1,0,6,7) @18:15:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(2,0,0,7) @18:15:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(2,0,1,7) @18:15:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(2,0,2,7) @18:15:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(2,0,3,7) 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SARIMAX(0,1,0)(3,0,6,7) @18:15:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(4,0,0,7) @18:15:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(4,0,1,7) @18:15:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(4,0,2,7) @18:15:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(4,0,3,7) @18:15:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(4,0,4,7) @18:15:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(4,0,5,7) @18:15:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(4,0,6,7) @18:15:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(5,0,0,7) @18:15:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,0)(5,0,1,7) @18:15:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS 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@18:15:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(1,0,1,7) @18:15:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(1,0,2,7) @18:15:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(1,0,3,7) @18:15:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(1,0,4,7) @18:15:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(1,0,5,7) @18:15:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(1,0,6,7) @18:15:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(2,0,0,7) @18:15:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(2,0,1,7) @18:15:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(2,0,2,7) @18:15:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model 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]Running model SARIMAX(0,1,1)(3,0,6,7) @18:15:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(4,0,0,7) @18:15:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(4,0,1,7) @18:15:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(4,0,2,7) @18:15:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(4,0,3,7) @18:15:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(4,0,4,7) @18:15:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(4,0,5,7) @18:15:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(4,0,6,7) @18:15:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(5,0,0,7) @18:15:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(5,0,1,7) @18:15:57 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@18:15:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(6,0,5,7) @18:15:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,1)(6,0,6,7) @18:15:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(0,0,0,7) @18:15:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(0,0,1,7) @18:15:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(0,0,2,7) @18:15:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(0,0,3,7) @18:15:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(0,0,4,7) @18:15:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(0,0,5,7) @18:15:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(0,0,6,7) @18:15:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(1,0,0,7) @18:15:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(1,0,1,7) @18:15:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(1,0,2,7) @18:15:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(1,0,3,7) @18:15:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(1,0,4,7) @18:15:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(1,0,5,7) @18:15:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(1,0,6,7) @18:15:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(2,0,0,7) @18:15:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(2,0,1,7) @18:15:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(2,0,2,7) @18:15:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(2,0,3,7) @18:15:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(2,0,4,7) @18:15:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(2,0,5,7) @18:15:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(2,0,6,7) @18:15:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(3,0,0,7) @18:15:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(3,0,1,7) @18:15:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(3,0,2,7) @18:15:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(3,0,3,7) @18:15:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(3,0,4,7) @18:16:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(3,0,5,7) @18:16:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(3,0,6,7) @18:16:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(4,0,0,7) @18:16:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(4,0,1,7) @18:16:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(4,0,2,7) @18:16:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(4,0,3,7) @18:16:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(4,0,4,7) @18:16:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(4,0,5,7) @18:16:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(4,0,6,7) @18:16:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(5,0,0,7) @18:16:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(5,0,1,7) @18:16:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(5,0,2,7) @18:16:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(5,0,3,7) @18:16:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(5,0,4,7) @18:16:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(5,0,5,7) @18:16:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(5,0,6,7) @18:16:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(6,0,0,7) @18:16:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(6,0,1,7) @18:16:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(6,0,2,7) @18:16:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(6,0,3,7) @18:16:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(6,0,4,7) @18:16:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(6,0,5,7) @18:16:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,2)(6,0,6,7) @18:16:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(0,0,0,7) @18:16:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(0,0,1,7) @18:16:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(0,0,2,7) @18:16:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(0,0,3,7) @18:16:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(0,0,4,7) @18:16:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(0,0,5,7) @18:16:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(0,0,6,7) @18:16:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(1,0,0,7) @18:16:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(1,0,1,7) @18:16:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(1,0,2,7) @18:16:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(1,0,3,7) @18:16:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(1,0,4,7) @18:16:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(1,0,5,7) @18:16:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(1,0,6,7) @18:16:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(2,0,0,7) @18:16:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(2,0,1,7) @18:16:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(2,0,2,7) @18:16:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(2,0,3,7) @18:16:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(2,0,4,7) @18:16:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(2,0,5,7) @18:16:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(2,0,6,7) @18:16:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(3,0,0,7) @18:16:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(3,0,1,7) @18:16:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(3,0,2,7) @18:16:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(3,0,3,7) @18:16:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(3,0,4,7) @18:16:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(3,0,5,7) @18:16:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(3,0,6,7) @18:16:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(4,0,0,7) @18:16:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(4,0,1,7) @18:16:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(4,0,2,7) @18:16:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(4,0,3,7) @18:16:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(4,0,4,7) @18:16:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(4,0,5,7) @18:16:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(4,0,6,7) @18:16:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(5,0,0,7) @18:16:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(5,0,1,7) @18:16:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(5,0,2,7) @18:16:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(5,0,3,7) @18:16:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(5,0,4,7) @18:16:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(5,0,5,7) @18:16:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(5,0,6,7) @18:16:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(6,0,0,7) @18:16:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(6,0,1,7) @18:16:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(6,0,2,7) @18:16:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(6,0,3,7) @18:16:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(6,0,4,7) @18:16:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(6,0,5,7) @18:16:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,3)(6,0,6,7) @18:16:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(0,0,0,7) @18:16:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(0,0,1,7) @18:16:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(0,0,2,7) @18:16:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(0,0,3,7) @18:16:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(0,0,4,7) @18:16:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(0,0,5,7) @18:16:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(0,0,6,7) @18:16:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(1,0,0,7) @18:16:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(1,0,1,7) @18:16:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(1,0,2,7) @18:16:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(1,0,3,7) @18:16:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(1,0,4,7) @18:16:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(1,0,5,7) @18:16:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(1,0,6,7) @18:16:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(2,0,0,7) @18:16:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(2,0,1,7) @18:16:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(2,0,2,7) @18:16:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(2,0,3,7) @18:16:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(2,0,4,7) @18:16:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(2,0,5,7) @18:16:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(2,0,6,7) @18:16:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(3,0,0,7) @18:16:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(3,0,1,7) @18:16:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(3,0,2,7) @18:16:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(3,0,3,7) @18:16:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(3,0,4,7) @18:16:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(3,0,5,7) @18:16:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(3,0,6,7) @18:16:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(4,0,0,7) @18:16:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(4,0,1,7) @18:16:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(4,0,2,7) @18:16:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(4,0,3,7) @18:16:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(4,0,4,7) @18:16:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(4,0,5,7) @18:16:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(4,0,6,7) @18:16:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(5,0,0,7) @18:16:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(5,0,1,7) @18:16:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(5,0,2,7) @18:16:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(5,0,3,7) @18:16:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(5,0,4,7) @18:16:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(5,0,5,7) @18:16:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(5,0,6,7) @18:16:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(6,0,0,7) @18:16:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(6,0,1,7) @18:16:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(6,0,2,7) @18:16:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(6,0,3,7) @18:16:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(6,0,4,7) @18:16:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(6,0,5,7) @18:16:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,4)(6,0,6,7) @18:16:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(0,0,0,7) @18:16:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(0,0,1,7) @18:16:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(0,0,2,7) @18:16:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(0,0,3,7) @18:16:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(0,0,4,7) @18:16:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(0,0,5,7) @18:16:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(0,0,6,7) @18:16:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(1,0,0,7) @18:16:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(1,0,1,7) @18:16:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(1,0,2,7) @18:16:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(1,0,3,7) @18:16:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(1,0,4,7) @18:16:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(1,0,5,7) @18:16:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(1,0,6,7) @18:16:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(2,0,0,7) @18:16:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(2,0,1,7) @18:16:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(2,0,2,7) @18:16:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(2,0,3,7) @18:16:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(2,0,4,7) @18:16:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(2,0,5,7) @18:16:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(2,0,6,7) @18:16:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(3,0,0,7) @18:16:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(3,0,1,7) @18:16:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(3,0,2,7) @18:16:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(3,0,3,7) @18:16:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(3,0,4,7) @18:16:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(3,0,5,7) @18:16:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(3,0,6,7) @18:16:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(4,0,0,7) @18:16:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(4,0,1,7) @18:16:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(4,0,2,7) @18:16:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(4,0,3,7) @18:16:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(4,0,4,7) @18:16:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(4,0,5,7) @18:16:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(4,0,6,7) @18:16:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(5,0,0,7) @18:16:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(5,0,1,7) @18:16:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(5,0,2,7) @18:16:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(5,0,3,7) @18:16:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(5,0,4,7) @18:16:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(5,0,5,7) @18:16:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(5,0,6,7) @18:16:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(6,0,0,7) @18:16:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(6,0,1,7) @18:16:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(6,0,2,7) @18:16:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(6,0,3,7) @18:16:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(6,0,4,7) @18:16:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(6,0,5,7) @18:16:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,5)(6,0,6,7) @18:16:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(0,0,0,7) @18:16:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(0,0,1,7) @18:16:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(0,0,2,7) @18:16:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(0,0,3,7) @18:16:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(0,0,4,7) @18:16:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(0,0,5,7) @18:16:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(0,0,6,7) @18:16:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(1,0,0,7) @18:16:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(1,0,1,7) @18:16:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(1,0,2,7) @18:16:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(1,0,3,7) @18:16:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(1,0,4,7) @18:16:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(1,0,5,7) @18:16:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(1,0,6,7) @18:16:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(2,0,0,7) @18:16:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(2,0,1,7) @18:16:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(2,0,2,7) @18:16:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(2,0,3,7) @18:16:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(2,0,4,7) @18:16:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(2,0,5,7) @18:16:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(2,0,6,7) @18:16:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(3,0,0,7) @18:16:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(3,0,1,7) @18:16:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(3,0,2,7) @18:16:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(3,0,3,7) @18:16:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(3,0,4,7) @18:16:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(3,0,5,7) @18:16:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(3,0,6,7) @18:16:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(4,0,0,7) @18:16:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(4,0,1,7) @18:16:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(4,0,2,7) @18:16:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(4,0,3,7) @18:16:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(4,0,4,7) @18:16:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(4,0,5,7) @18:16:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(4,0,6,7) @18:16:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(5,0,0,7) @18:16:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(5,0,1,7) @18:16:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(5,0,2,7) @18:16:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(5,0,3,7) @18:16:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(5,0,4,7) @18:16:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(5,0,5,7) @18:16:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(5,0,6,7) @18:16:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(6,0,0,7) @18:16:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(6,0,1,7) @18:16:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(6,0,2,7) @18:16:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(6,0,3,7) @18:16:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(6,0,4,7) @18:16:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(6,0,5,7) @18:16:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(0,1,6)(6,0,6,7) @18:16:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(0,0,0,7) @18:16:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(0,0,1,7) @18:16:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(0,0,2,7) @18:16:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(0,0,3,7) @18:16:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(0,0,4,7) @18:16:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(0,0,5,7) @18:16:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(0,0,6,7) @18:16:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(1,0,0,7) @18:16:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(1,0,1,7) @18:16:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(1,0,2,7) @18:16:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(1,0,3,7) @18:16:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(1,0,4,7) @18:16:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(1,0,5,7) @18:16:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(1,0,6,7) @18:16:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(2,0,0,7) @18:16:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(2,0,1,7) @18:16:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(2,0,2,7) @18:16:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(2,0,3,7) @18:16:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(2,0,4,7) @18:16:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(2,0,5,7) @18:16:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(2,0,6,7) @18:16:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(3,0,0,7) @18:16:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(3,0,1,7) @18:16:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(3,0,2,7) @18:16:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(3,0,3,7) @18:16:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(3,0,4,7) @18:16:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(3,0,5,7) @18:16:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(3,0,6,7) @18:16:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(4,0,0,7) @18:16:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(4,0,1,7) @18:16:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(4,0,2,7) @18:16:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(4,0,3,7) @18:16:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(4,0,4,7) @18:16:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(4,0,5,7) @18:16:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(4,0,6,7) @18:16:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(5,0,0,7) @18:16:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(5,0,1,7) @18:16:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(5,0,2,7) @18:16:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(5,0,3,7) @18:16:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(5,0,4,7) @18:16:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(5,0,5,7) @18:16:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(5,0,6,7) @18:16:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(6,0,0,7) @18:16:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(6,0,1,7) @18:16:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(6,0,2,7) @18:16:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(6,0,3,7) @18:16:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(6,0,4,7) @18:16:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(6,0,5,7) @18:16:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,0)(6,0,6,7) @18:16:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(0,0,0,7) @18:16:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(0,0,1,7) @18:16:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(0,0,2,7) @18:16:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(0,0,3,7) @18:16:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(0,0,4,7) @18:16:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(0,0,5,7) @18:16:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(0,0,6,7) @18:16:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(1,0,0,7) @18:16:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(1,0,1,7) @18:16:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(1,0,2,7) @18:16:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(1,0,3,7) @18:16:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(1,0,4,7) @18:16:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(1,0,5,7) @18:16:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(1,0,6,7) @18:16:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(2,0,0,7) @18:16:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(2,0,1,7) @18:16:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(2,0,2,7) @18:16:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(2,0,3,7) @18:16:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(2,0,4,7) @18:16:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(2,0,5,7) @18:16:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(2,0,6,7) @18:16:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(3,0,0,7) @18:16:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(3,0,1,7) @18:16:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(3,0,2,7) @18:16:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(3,0,3,7) @18:16:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(3,0,4,7) @18:16:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(3,0,5,7) @18:16:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(3,0,6,7) @18:16:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(4,0,0,7) @18:16:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(4,0,1,7) @18:16:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(4,0,2,7) @18:16:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(4,0,3,7) @18:16:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(4,0,4,7) @18:16:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(4,0,5,7) @18:16:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(4,0,6,7) @18:16:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(5,0,0,7) @18:16:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(5,0,1,7) @18:16:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(5,0,2,7) @18:16:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(5,0,3,7) @18:16:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(5,0,4,7) @18:16:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(5,0,5,7) @18:16:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(5,0,6,7) @18:16:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(6,0,0,7) @18:16:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(6,0,1,7) @18:16:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(6,0,2,7) @18:16:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(6,0,3,7) @18:16:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(6,0,4,7) @18:16:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(6,0,5,7) @18:16:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,1)(6,0,6,7) @18:16:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(0,0,0,7) @18:16:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(0,0,1,7) @18:16:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(0,0,2,7) @18:16:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(0,0,3,7) @18:16:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(0,0,4,7) @18:16:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(0,0,5,7) @18:16:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(0,0,6,7) @18:16:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(1,0,0,7) @18:16:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(1,0,1,7) @18:16:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(1,0,2,7) @18:16:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(1,0,3,7) @18:16:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(1,0,4,7) @18:16:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(1,0,5,7) @18:16:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(1,0,6,7) @18:16:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(2,0,0,7) @18:16:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(2,0,1,7) @18:16:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(2,0,2,7) @18:16:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(2,0,3,7) @18:16:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(2,0,4,7) @18:16:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(2,0,5,7) @18:16:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(2,0,6,7) @18:16:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(3,0,0,7) @18:16:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(3,0,1,7) @18:16:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(3,0,2,7) @18:16:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(3,0,3,7) @18:16:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(3,0,4,7) @18:16:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(3,0,5,7) @18:16:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(3,0,6,7) @18:16:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(4,0,0,7) @18:16:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(4,0,1,7) @18:16:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(4,0,2,7) @18:16:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(4,0,3,7) @18:16:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(4,0,4,7) @18:16:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(4,0,5,7) @18:16:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(4,0,6,7) @18:16:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(5,0,0,7) @18:16:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(5,0,1,7) @18:16:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(5,0,2,7) @18:16:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(5,0,3,7) @18:16:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(5,0,4,7) @18:16:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(5,0,5,7) @18:16:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(5,0,6,7) @18:16:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(6,0,0,7) @18:16:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(6,0,1,7) @18:16:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(6,0,2,7) @18:16:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(6,0,3,7) @18:16:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(6,0,4,7) @18:16:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(6,0,5,7) @18:16:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,2)(6,0,6,7) @18:16:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(0,0,0,7) @18:16:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(0,0,1,7) @18:16:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(0,0,2,7) @18:16:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(0,0,3,7) @18:16:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(0,0,4,7) @18:16:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(0,0,5,7) @18:16:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(0,0,6,7) @18:16:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(1,0,0,7) @18:16:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(1,0,1,7) @18:16:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(1,0,2,7) @18:16:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(1,0,3,7) @18:16:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(1,0,4,7) @18:16:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(1,0,5,7) @18:16:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(1,0,6,7) @18:16:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(2,0,0,7) @18:16:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(2,0,1,7) @18:16:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(2,0,2,7) @18:16:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(2,0,3,7) @18:16:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(2,0,4,7) @18:16:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(2,0,5,7) @18:16:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(2,0,6,7) @18:16:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(3,0,0,7) @18:16:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(3,0,1,7) @18:16:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(3,0,2,7) @18:16:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(3,0,3,7) @18:16:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(3,0,4,7) @18:16:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(3,0,5,7) @18:16:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(3,0,6,7) @18:16:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(4,0,0,7) @18:16:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(4,0,1,7) @18:16:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(4,0,2,7) @18:16:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(4,0,3,7) @18:16:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(4,0,4,7) @18:16:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(4,0,5,7) @18:16:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(4,0,6,7) @18:16:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(5,0,0,7) @18:16:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(5,0,1,7) @18:16:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(5,0,2,7) @18:16:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(5,0,3,7) @18:16:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(5,0,4,7) @18:16:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(5,0,5,7) @18:16:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(5,0,6,7) @18:16:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(6,0,0,7) @18:16:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(6,0,1,7) @18:16:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(6,0,2,7) @18:16:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(6,0,3,7) @18:16:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(6,0,4,7) @18:16:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(6,0,5,7) @18:16:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,3)(6,0,6,7) @18:16:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(0,0,0,7) @18:16:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(0,0,1,7) @18:16:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(0,0,2,7) @18:16:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(0,0,3,7) @18:16:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(0,0,4,7) @18:16:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(0,0,5,7) @18:16:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(0,0,6,7) @18:16:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(1,0,0,7) @18:16:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(1,0,1,7) @18:16:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(1,0,2,7) @18:16:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(1,0,3,7) @18:16:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(1,0,4,7) @18:16:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(1,0,5,7) @18:16:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(1,0,6,7) @18:16:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(2,0,0,7) @18:16:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(2,0,1,7) @18:16:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(2,0,2,7) @18:16:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(2,0,3,7) @18:16:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(2,0,4,7) @18:16:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(2,0,5,7) @18:16:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(2,0,6,7) @18:16:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(3,0,0,7) @18:16:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(3,0,1,7) @18:16:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(3,0,2,7) @18:16:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(3,0,3,7) @18:16:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(3,0,4,7) @18:16:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(3,0,5,7) @18:16:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(3,0,6,7) @18:16:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(4,0,0,7) @18:16:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(4,0,1,7) @18:16:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(4,0,2,7) @18:16:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(4,0,3,7) @18:16:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(4,0,4,7) @18:16:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(4,0,5,7) @18:16:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(4,0,6,7) @18:16:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(5,0,0,7) @18:16:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(5,0,1,7) @18:16:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(5,0,2,7) @18:16:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(5,0,3,7) @18:16:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(5,0,4,7) @18:16:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(5,0,5,7) @18:16:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(5,0,6,7) @18:16:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(6,0,0,7) @18:16:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(6,0,1,7) @18:16:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(6,0,2,7) @18:16:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(6,0,3,7) @18:16:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(6,0,4,7) @18:16:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(6,0,5,7) @18:16:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,4)(6,0,6,7) @18:16:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(0,0,0,7) @18:16:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(0,0,1,7) @18:16:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(0,0,2,7) @18:16:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(0,0,3,7) @18:16:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(0,0,4,7) @18:16:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(0,0,5,7) @18:16:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(0,0,6,7) @18:16:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(1,0,0,7) @18:16:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(1,0,1,7) @18:16:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(1,0,2,7) @18:16:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(1,0,3,7) @18:16:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(1,0,4,7) @18:16:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(1,0,5,7) @18:16:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(1,0,6,7) @18:16:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(2,0,0,7) @18:16:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(2,0,1,7) @18:16:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(2,0,2,7) @18:16:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(2,0,3,7) @18:16:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(2,0,4,7) @18:16:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(2,0,5,7) @18:16:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(2,0,6,7) @18:16:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(3,0,0,7) @18:16:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(3,0,1,7) @18:16:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(3,0,2,7) @18:16:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(3,0,3,7) @18:16:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(3,0,4,7) @18:16:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(3,0,5,7) @18:16:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(3,0,6,7) @18:16:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(4,0,0,7) @18:16:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(4,0,1,7) @18:16:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(4,0,2,7) @18:16:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(4,0,3,7) @18:16:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(4,0,4,7) @18:16:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(4,0,5,7) @18:16:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(4,0,6,7) @18:16:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(5,0,0,7) @18:16:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(5,0,1,7) @18:16:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(5,0,2,7) @18:16:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(5,0,3,7) @18:16:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(5,0,4,7) @18:16:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(5,0,5,7) @18:16:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(5,0,6,7) @18:16:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(6,0,0,7) @18:16:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(6,0,1,7) @18:16:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(6,0,2,7) @18:16:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(6,0,3,7) @18:16:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(6,0,4,7) @18:16:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(6,0,5,7) @18:16:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,5)(6,0,6,7) @18:16:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(0,0,0,7) @18:16:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(0,0,1,7) @18:16:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(0,0,2,7) @18:16:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(0,0,3,7) @18:16:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(0,0,4,7) @18:16:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(0,0,5,7) @18:16:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(0,0,6,7) @18:16:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(1,0,0,7) @18:16:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(1,0,1,7) @18:16:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(1,0,2,7) @18:16:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(1,0,3,7) @18:16:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(1,0,4,7) @18:16:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(1,0,5,7) @18:16:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(1,0,6,7) @18:16:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(2,0,0,7) @18:16:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(2,0,1,7) @18:16:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(2,0,2,7) @18:16:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(2,0,3,7) @18:16:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(2,0,4,7) @18:16:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(2,0,5,7) @18:16:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(2,0,6,7) @18:16:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(3,0,0,7) @18:16:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(3,0,1,7) @18:16:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(3,0,2,7) @18:16:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(3,0,3,7) @18:16:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(3,0,4,7) @18:16:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(3,0,5,7) @18:16:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(3,0,6,7) @18:16:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(4,0,0,7) @18:16:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(4,0,1,7) @18:16:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(4,0,2,7) @18:16:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(4,0,3,7) @18:16:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(4,0,4,7) @18:16:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(4,0,5,7) @18:16:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(4,0,6,7) @18:16:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(5,0,0,7) @18:16:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(5,0,1,7) @18:16:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(5,0,2,7) @18:16:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(5,0,3,7) @18:16:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(5,0,4,7) @18:16:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(5,0,5,7) @18:16:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(5,0,6,7) @18:16:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(6,0,0,7) @18:16:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(6,0,1,7) @18:16:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(6,0,2,7) @18:16:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(6,0,3,7) @18:16:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(6,0,4,7) @18:16:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(6,0,5,7) @18:16:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(1,1,6)(6,0,6,7) @18:16:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(0,0,0,7) @18:16:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(0,0,1,7) @18:16:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(0,0,2,7) @18:16:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(0,0,3,7) @18:16:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(0,0,4,7) @18:16:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(0,0,5,7) @18:16:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(0,0,6,7) @18:16:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(1,0,0,7) @18:16:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(1,0,1,7) @18:16:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(1,0,2,7) @18:16:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(1,0,3,7) @18:16:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(1,0,4,7) @18:16:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(1,0,5,7) @18:16:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(1,0,6,7) @18:16:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(2,0,0,7) @18:16:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(2,0,1,7) @18:16:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(2,0,2,7) @18:16:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(2,0,3,7) @18:16:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(2,0,4,7) @18:16:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(2,0,5,7) @18:16:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(2,0,6,7) @18:16:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(3,0,0,7) @18:16:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(3,0,1,7) @18:16:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(3,0,2,7) @18:16:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(3,0,3,7) @18:16:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(3,0,4,7) @18:16:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(3,0,5,7) @18:16:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(3,0,6,7) @18:16:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(4,0,0,7) @18:16:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(4,0,1,7) @18:16:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(4,0,2,7) @18:16:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(4,0,3,7) @18:16:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(4,0,4,7) @18:16:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(4,0,5,7) @18:16:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(4,0,6,7) @18:16:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(5,0,0,7) @18:16:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(5,0,1,7) @18:16:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(5,0,2,7) @18:16:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(5,0,3,7) @18:16:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(5,0,4,7) @18:16:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(5,0,5,7) @18:16:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(5,0,6,7) @18:16:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(6,0,0,7) @18:16:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(6,0,1,7) @18:16:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(6,0,2,7) @18:16:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(6,0,3,7) @18:16:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(6,0,4,7) @18:16:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(6,0,5,7) @18:16:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,0)(6,0,6,7) @18:16:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(0,0,0,7) @18:16:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(0,0,1,7) @18:16:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(0,0,2,7) @18:16:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(0,0,3,7) @18:16:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(0,0,4,7) @18:16:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(0,0,5,7) @18:16:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(0,0,6,7) @18:16:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(1,0,0,7) @18:16:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(1,0,1,7) @18:16:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(1,0,2,7) @18:16:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(1,0,3,7) @18:16:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(1,0,4,7) @18:16:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(1,0,5,7) @18:16:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(1,0,6,7) @18:16:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(2,0,0,7) @18:16:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(2,0,1,7) @18:16:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(2,0,2,7) @18:16:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(2,0,3,7) @18:16:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(2,0,4,7) @18:16:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(2,0,5,7) @18:16:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(2,0,6,7) @18:16:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(3,0,0,7) @18:16:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(3,0,1,7) @18:16:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(3,0,2,7) @18:16:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(3,0,3,7) @18:16:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(3,0,4,7) @18:16:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(3,0,5,7) @18:16:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(3,0,6,7) @18:16:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(4,0,0,7) @18:16:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(4,0,1,7) @18:16:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(4,0,2,7) @18:17:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(4,0,3,7) @18:17:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(4,0,4,7) @18:17:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(4,0,5,7) @18:17:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(4,0,6,7) @18:17:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(5,0,0,7) @18:17:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(5,0,1,7) @18:17:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(5,0,2,7) @18:17:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(5,0,3,7) @18:17:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(5,0,4,7) @18:17:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(5,0,5,7) @18:17:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(5,0,6,7) @18:17:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(6,0,0,7) @18:17:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(6,0,1,7) @18:17:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(6,0,2,7) @18:17:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(6,0,3,7) @18:17:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(6,0,4,7) @18:17:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(6,0,5,7) @18:17:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,1)(6,0,6,7) @18:17:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(0,0,0,7) @18:17:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(0,0,1,7) @18:17:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(0,0,2,7) @18:17:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(0,0,3,7) @18:17:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(0,0,4,7) @18:17:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(0,0,5,7) @18:17:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(0,0,6,7) @18:17:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(1,0,0,7) @18:17:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(1,0,1,7) @18:17:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(1,0,2,7) @18:17:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(1,0,3,7) @18:17:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(1,0,4,7) @18:17:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(1,0,5,7) @18:17:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(1,0,6,7) @18:17:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(2,0,0,7) @18:17:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(2,0,1,7) @18:17:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(2,0,2,7) @18:17:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(2,0,3,7) @18:17:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(2,0,4,7) @18:17:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(2,0,5,7) @18:17:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(2,0,6,7) @18:17:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(3,0,0,7) @18:17:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(3,0,1,7) @18:17:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(3,0,2,7) @18:17:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(3,0,3,7) @18:17:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(3,0,4,7) @18:17:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(3,0,5,7) @18:17:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(3,0,6,7) @18:17:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(4,0,0,7) @18:17:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(4,0,1,7) @18:17:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(4,0,2,7) @18:17:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(4,0,3,7) @18:17:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(4,0,4,7) @18:17:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(4,0,5,7) @18:17:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(4,0,6,7) @18:17:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(5,0,0,7) @18:17:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(5,0,1,7) @18:17:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(5,0,2,7) @18:17:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(5,0,3,7) @18:17:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(5,0,4,7) @18:17:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(5,0,5,7) @18:17:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(5,0,6,7) @18:17:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(6,0,0,7) @18:17:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(6,0,1,7) @18:17:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(6,0,2,7) @18:17:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(6,0,3,7) @18:17:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(6,0,4,7) @18:17:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(6,0,5,7) @18:17:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,2)(6,0,6,7) @18:17:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(0,0,0,7) @18:17:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(0,0,1,7) @18:17:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(0,0,2,7) @18:17:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(0,0,3,7) @18:17:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(0,0,4,7) @18:17:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(0,0,5,7) @18:17:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(0,0,6,7) @18:17:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(1,0,0,7) @18:17:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(1,0,1,7) @18:17:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(1,0,2,7) @18:17:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(1,0,3,7) @18:17:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(1,0,4,7) @18:17:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(1,0,5,7) @18:17:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(1,0,6,7) @18:17:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(2,0,0,7) @18:17:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(2,0,1,7) @18:17:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(2,0,2,7) @18:17:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(2,0,3,7) @18:17:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(2,0,4,7) @18:17:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(2,0,5,7) @18:17:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(2,0,6,7) @18:17:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(3,0,0,7) @18:17:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(3,0,1,7) @18:17:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(3,0,2,7) @18:17:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(3,0,3,7) @18:17:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(3,0,4,7) @18:17:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(3,0,5,7) @18:17:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(3,0,6,7) @18:17:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(4,0,0,7) @18:17:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(4,0,1,7) @18:17:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(4,0,2,7) @18:17:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(4,0,3,7) @18:17:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(4,0,4,7) @18:17:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(4,0,5,7) @18:17:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(4,0,6,7) @18:17:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(5,0,0,7) @18:17:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(5,0,1,7) @18:17:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(5,0,2,7) @18:17:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(5,0,3,7) @18:17:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(5,0,4,7) @18:17:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(5,0,5,7) @18:17:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(5,0,6,7) @18:17:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(6,0,0,7) @18:17:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(6,0,1,7) @18:17:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(6,0,2,7) @18:17:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(6,0,3,7) @18:17:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(6,0,4,7) @18:17:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(6,0,5,7) @18:17:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,3)(6,0,6,7) @18:17:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(0,0,0,7) @18:17:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(0,0,1,7) @18:17:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(0,0,2,7) @18:17:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(0,0,3,7) @18:17:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(0,0,4,7) @18:17:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(0,0,5,7) @18:17:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(0,0,6,7) @18:17:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(1,0,0,7) @18:17:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(1,0,1,7) @18:17:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(1,0,2,7) @18:17:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(1,0,3,7) @18:17:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(1,0,4,7) @18:17:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(1,0,5,7) @18:17:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(1,0,6,7) @18:17:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(2,0,0,7) @18:17:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(2,0,1,7) @18:17:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(2,0,2,7) @18:17:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(2,0,3,7) @18:17:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(2,0,4,7) @18:17:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(2,0,5,7) @18:17:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(2,0,6,7) @18:17:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(3,0,0,7) @18:17:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(3,0,1,7) @18:17:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(3,0,2,7) @18:17:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(3,0,3,7) @18:17:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(3,0,4,7) @18:17:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(3,0,5,7) @18:17:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(3,0,6,7) @18:17:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(4,0,0,7) @18:17:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(4,0,1,7) @18:17:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(4,0,2,7) @18:17:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(4,0,3,7) @18:17:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(4,0,4,7) @18:17:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(4,0,5,7) @18:17:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(4,0,6,7) @18:17:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(5,0,0,7) @18:17:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(5,0,1,7) @18:17:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(5,0,2,7) @18:17:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(5,0,3,7) @18:17:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(5,0,4,7) @18:17:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(5,0,5,7) @18:17:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(5,0,6,7) @18:17:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(6,0,0,7) @18:17:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(6,0,1,7) @18:17:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(6,0,2,7) @18:17:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(6,0,3,7) @18:17:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(6,0,4,7) @18:17:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(6,0,5,7) @18:17:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,4)(6,0,6,7) @18:17:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(0,0,0,7) @18:17:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(0,0,1,7) @18:17:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(0,0,2,7) @18:17:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(0,0,3,7) @18:17:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(0,0,4,7) @18:17:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(0,0,5,7) @18:17:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(0,0,6,7) @18:17:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(1,0,0,7) @18:17:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(1,0,1,7) @18:17:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(1,0,2,7) @18:17:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(1,0,3,7) @18:17:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(1,0,4,7) @18:17:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(1,0,5,7) @18:17:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(1,0,6,7) @18:17:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(2,0,0,7) @18:17:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(2,0,1,7) @18:17:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(2,0,2,7) @18:17:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(2,0,3,7) @18:17:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(2,0,4,7) @18:17:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(2,0,5,7) @18:17:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(2,0,6,7) @18:17:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(3,0,0,7) @18:17:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(3,0,1,7) @18:17:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(3,0,2,7) @18:17:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(3,0,3,7) @18:17:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(3,0,4,7) @18:17:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(3,0,5,7) @18:17:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(3,0,6,7) @18:17:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(4,0,0,7) @18:17:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(4,0,1,7) @18:17:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(4,0,2,7) @18:17:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(4,0,3,7) @18:17:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(4,0,4,7) @18:17:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(4,0,5,7) @18:17:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(4,0,6,7) @18:17:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(5,0,0,7) @18:17:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(5,0,1,7) @18:17:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(5,0,2,7) @18:17:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(5,0,3,7) @18:17:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(5,0,4,7) @18:17:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(5,0,5,7) @18:17:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(5,0,6,7) @18:17:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(6,0,0,7) @18:17:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(6,0,1,7) @18:17:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(6,0,2,7) @18:17:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(6,0,3,7) @18:17:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(6,0,4,7) @18:17:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(6,0,5,7) @18:17:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,5)(6,0,6,7) @18:17:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(0,0,0,7) @18:17:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(0,0,1,7) @18:17:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(0,0,2,7) @18:17:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(0,0,3,7) @18:17:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(0,0,4,7) @18:17:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(0,0,5,7) @18:17:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(0,0,6,7) @18:17:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(1,0,0,7) @18:17:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(1,0,1,7) @18:17:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(1,0,2,7) @18:17:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(1,0,3,7) @18:17:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(1,0,4,7) @18:17:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(1,0,5,7) @18:17:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(1,0,6,7) @18:17:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(2,0,0,7) @18:17:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(2,0,1,7) @18:17:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(2,0,2,7) @18:17:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(2,0,3,7) @18:17:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(2,0,4,7) @18:17:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(2,0,5,7) @18:17:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(2,0,6,7) @18:17:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(3,0,0,7) @18:17:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(3,0,1,7) @18:17:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(3,0,2,7) @18:17:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(3,0,3,7) @18:17:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(3,0,4,7) @18:17:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(3,0,5,7) @18:17:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(3,0,6,7) @18:17:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(4,0,0,7) @18:17:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(4,0,1,7) @18:17:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(4,0,2,7) @18:17:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(4,0,3,7) @18:17:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(4,0,4,7) @18:17:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(4,0,5,7) @18:17:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(4,0,6,7) @18:17:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(5,0,0,7) @18:17:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(5,0,1,7) @18:17:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(5,0,2,7) @18:17:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(5,0,3,7) @18:17:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(5,0,4,7) @18:17:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(5,0,5,7) @18:17:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(5,0,6,7) @18:17:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(6,0,0,7) @18:17:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(6,0,1,7) @18:17:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(6,0,2,7) @18:17:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(6,0,3,7) @18:17:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(6,0,4,7) @18:17:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(6,0,5,7) @18:17:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(2,1,6)(6,0,6,7) @18:17:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(0,0,0,7) @18:17:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(0,0,1,7) @18:17:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(0,0,2,7) @18:17:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(0,0,3,7) @18:17:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(0,0,4,7) @18:17:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(0,0,5,7) @18:17:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(0,0,6,7) @18:17:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(1,0,0,7) @18:17:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(1,0,1,7) @18:17:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(1,0,2,7) @18:17:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(1,0,3,7) @18:17:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(1,0,4,7) @18:17:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(1,0,5,7) @18:17:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(1,0,6,7) @18:17:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(2,0,0,7) @18:17:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(2,0,1,7) @18:17:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(2,0,2,7) @18:17:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(2,0,3,7) @18:17:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(2,0,4,7) @18:17:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(2,0,5,7) @18:17:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(2,0,6,7) @18:17:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(3,0,0,7) @18:17:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(3,0,1,7) @18:17:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(3,0,2,7) @18:17:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(3,0,3,7) @18:17:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(3,0,4,7) @18:17:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(3,0,5,7) @18:17:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(3,0,6,7) @18:17:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(4,0,0,7) @18:17:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(4,0,1,7) @18:17:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(4,0,2,7) @18:17:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(4,0,3,7) @18:17:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(4,0,4,7) @18:17:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(4,0,5,7) @18:17:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(4,0,6,7) @18:17:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(5,0,0,7) @18:17:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(5,0,1,7) @18:17:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(5,0,2,7) @18:17:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(5,0,3,7) @18:17:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(5,0,4,7) @18:17:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(5,0,5,7) @18:17:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(5,0,6,7) @18:17:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(6,0,0,7) @18:17:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(6,0,1,7) @18:17:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(6,0,2,7) @18:17:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(6,0,3,7) @18:17:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(6,0,4,7) @18:17:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(6,0,5,7) @18:17:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,0)(6,0,6,7) @18:17:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(0,0,0,7) @18:17:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(0,0,1,7) @18:17:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(0,0,2,7) @18:17:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(0,0,3,7) @18:17:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(0,0,4,7) @18:17:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(0,0,5,7) @18:17:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(0,0,6,7) @18:17:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(1,0,0,7) @18:17:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(1,0,1,7) @18:17:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(1,0,2,7) @18:17:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(1,0,3,7) @18:17:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(1,0,4,7) @18:17:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(1,0,5,7) @18:17:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(1,0,6,7) @18:17:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(2,0,0,7) @18:17:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(2,0,1,7) @18:17:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(2,0,2,7) @18:17:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(2,0,3,7) @18:17:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(2,0,4,7) @18:17:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(2,0,5,7) @18:17:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(2,0,6,7) @18:17:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(3,0,0,7) @18:17:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(3,0,1,7) @18:17:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(3,0,2,7) @18:17:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(3,0,3,7) @18:17:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(3,0,4,7) @18:17:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(3,0,5,7) @18:17:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(3,0,6,7) @18:17:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(4,0,0,7) @18:17:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(4,0,1,7) @18:17:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(4,0,2,7) @18:17:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(4,0,3,7) @18:17:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(4,0,4,7) @18:17:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(4,0,5,7) @18:17:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(4,0,6,7) @18:17:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(5,0,0,7) @18:17:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(5,0,1,7) @18:17:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(5,0,2,7) @18:17:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(5,0,3,7) @18:17:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(5,0,4,7) @18:17:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(5,0,5,7) @18:17:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(5,0,6,7) @18:17:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(6,0,0,7) @18:17:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(6,0,1,7) @18:17:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(6,0,2,7) @18:17:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(6,0,3,7) @18:17:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(6,0,4,7) @18:17:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(6,0,5,7) @18:17:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,1)(6,0,6,7) @18:17:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(0,0,0,7) @18:17:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(0,0,1,7) @18:17:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(0,0,2,7) @18:17:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(0,0,3,7) @18:17:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(0,0,4,7) @18:17:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(0,0,5,7) @18:17:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(0,0,6,7) @18:17:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(1,0,0,7) @18:17:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(1,0,1,7) @18:17:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(1,0,2,7) @18:17:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(1,0,3,7) @18:17:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(1,0,4,7) @18:17:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(1,0,5,7) @18:17:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(1,0,6,7) @18:17:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(2,0,0,7) @18:17:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(2,0,1,7) @18:17:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(2,0,2,7) @18:17:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(2,0,3,7) @18:17:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(2,0,4,7) @18:17:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(2,0,5,7) @18:17:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(2,0,6,7) @18:17:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(3,0,0,7) @18:17:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(3,0,1,7) @18:17:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(3,0,2,7) @18:17:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(3,0,3,7) @18:17:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(3,0,4,7) @18:17:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(3,0,5,7) @18:17:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(3,0,6,7) @18:17:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(4,0,0,7) @18:17:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(4,0,1,7) @18:17:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(4,0,2,7) @18:17:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(4,0,3,7) @18:17:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(4,0,4,7) @18:17:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(4,0,5,7) @18:17:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(4,0,6,7) @18:17:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(5,0,0,7) @18:17:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(5,0,1,7) @18:17:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(5,0,2,7) @18:17:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(5,0,3,7) @18:17:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(5,0,4,7) @18:17:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(5,0,5,7) @18:17:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(5,0,6,7) @18:17:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(6,0,0,7) @18:17:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(6,0,1,7) @18:17:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(6,0,2,7) @18:17:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(6,0,3,7) @18:17:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(6,0,4,7) @18:17:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(6,0,5,7) @18:17:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,2)(6,0,6,7) @18:17:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(0,0,0,7) @18:17:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(0,0,1,7) @18:17:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(0,0,2,7) @18:17:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(0,0,3,7) @18:17:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(0,0,4,7) @18:17:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(0,0,5,7) @18:17:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(0,0,6,7) @18:17:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(1,0,0,7) @18:17:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(1,0,1,7) @18:17:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(1,0,2,7) @18:17:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(1,0,3,7) @18:17:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(1,0,4,7) @18:17:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(1,0,5,7) @18:17:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(1,0,6,7) @18:17:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(2,0,0,7) @18:17:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(2,0,1,7) @18:17:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(2,0,2,7) @18:17:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(2,0,3,7) @18:17:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(2,0,4,7) @18:17:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(2,0,5,7) @18:17:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(2,0,6,7) @18:17:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(3,0,0,7) @18:17:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(3,0,1,7) @18:17:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(3,0,2,7) @18:17:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(3,0,3,7) @18:17:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(3,0,4,7) @18:17:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(3,0,5,7) @18:17:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(3,0,6,7) @18:17:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(4,0,0,7) @18:17:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(4,0,1,7) @18:17:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(4,0,2,7) @18:17:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(4,0,3,7) @18:17:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(4,0,4,7) @18:17:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(4,0,5,7) @18:17:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(4,0,6,7) @18:17:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(5,0,0,7) @18:17:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(5,0,1,7) @18:17:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(5,0,2,7) @18:17:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(5,0,3,7) @18:17:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(5,0,4,7) @18:17:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(5,0,5,7) @18:17:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(5,0,6,7) @18:17:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(6,0,0,7) @18:17:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(6,0,1,7) @18:17:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(6,0,2,7) @18:17:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(6,0,3,7) @18:17:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(6,0,4,7) @18:17:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(6,0,5,7) @18:17:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,3)(6,0,6,7) @18:17:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(0,0,0,7) @18:17:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(0,0,1,7) @18:17:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(0,0,2,7) @18:17:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(0,0,3,7) @18:17:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(0,0,4,7) @18:17:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(0,0,5,7) @18:17:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(0,0,6,7) @18:17:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(1,0,0,7) @18:17:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(1,0,1,7) @18:17:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(1,0,2,7) @18:17:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(1,0,3,7) @18:17:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(1,0,4,7) @18:17:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(1,0,5,7) @18:17:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(1,0,6,7) @18:17:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(2,0,0,7) @18:17:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(2,0,1,7) @18:17:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(2,0,2,7) @18:17:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(2,0,3,7) @18:17:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(2,0,4,7) @18:17:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(2,0,5,7) @18:17:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(2,0,6,7) @18:17:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(3,0,0,7) @18:17:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(3,0,1,7) @18:17:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(3,0,2,7) @18:17:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(3,0,3,7) @18:17:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(3,0,4,7) @18:17:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(3,0,5,7) @18:17:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(3,0,6,7) @18:17:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(4,0,0,7) @18:17:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(4,0,1,7) @18:17:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(4,0,2,7) @18:17:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(4,0,3,7) @18:17:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(4,0,4,7) @18:17:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(4,0,5,7) @18:17:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(4,0,6,7) @18:17:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(5,0,0,7) @18:17:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(5,0,1,7) @18:17:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(5,0,2,7) @18:17:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(5,0,3,7) @18:17:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(5,0,4,7) @18:17:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(5,0,5,7) @18:17:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(5,0,6,7) @18:17:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(6,0,0,7) @18:17:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(6,0,1,7) @18:17:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(6,0,2,7) @18:17:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(6,0,3,7) @18:17:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(6,0,4,7) @18:17:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(6,0,5,7) @18:17:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,4)(6,0,6,7) @18:17:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(0,0,0,7) @18:17:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(0,0,1,7) @18:17:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(0,0,2,7) @18:17:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(0,0,3,7) @18:17:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(0,0,4,7) @18:17:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(0,0,5,7) @18:17:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(0,0,6,7) @18:17:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(1,0,0,7) @18:17:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(1,0,1,7) @18:17:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(1,0,2,7) @18:17:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(1,0,3,7) @18:17:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(1,0,4,7) @18:17:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(1,0,5,7) @18:17:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(1,0,6,7) @18:17:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(2,0,0,7) @18:17:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(2,0,1,7) @18:17:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(2,0,2,7) @18:17:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(2,0,3,7) @18:17:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(2,0,4,7) @18:17:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(2,0,5,7) @18:17:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(2,0,6,7) @18:17:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(3,0,0,7) @18:17:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(3,0,1,7) @18:17:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(3,0,2,7) @18:17:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(3,0,3,7) @18:17:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(3,0,4,7) @18:17:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(3,0,5,7) @18:17:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(3,0,6,7) @18:17:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(4,0,0,7) @18:17:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(4,0,1,7) @18:17:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(4,0,2,7) @18:17:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(4,0,3,7) @18:17:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(4,0,4,7) @18:17:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(4,0,5,7) @18:17:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(4,0,6,7) @18:17:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(5,0,0,7) @18:17:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(5,0,1,7) @18:17:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(5,0,2,7) @18:17:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(5,0,3,7) @18:17:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(5,0,4,7) @18:17:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(5,0,5,7) @18:17:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(5,0,6,7) @18:17:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(6,0,0,7) @18:17:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(6,0,1,7) @18:17:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(6,0,2,7) @18:17:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(6,0,3,7) @18:17:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(6,0,4,7) @18:17:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(6,0,5,7) @18:17:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,5)(6,0,6,7) @18:17:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(0,0,0,7) @18:17:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(0,0,1,7) @18:17:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(0,0,2,7) @18:17:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(0,0,3,7) @18:17:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(0,0,4,7) @18:17:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(0,0,5,7) @18:17:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(0,0,6,7) @18:18:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(1,0,0,7) @18:18:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(1,0,1,7) @18:18:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(1,0,2,7) @18:18:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(1,0,3,7) @18:18:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(1,0,4,7) @18:18:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(1,0,5,7) @18:18:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(1,0,6,7) @18:18:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(2,0,0,7) @18:18:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(2,0,1,7) @18:18:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(2,0,2,7) @18:18:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(2,0,3,7) @18:18:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(2,0,4,7) @18:18:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(2,0,5,7) @18:18:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(2,0,6,7) @18:18:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(3,0,0,7) @18:18:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(3,0,1,7) @18:18:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(3,0,2,7) @18:18:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(3,0,3,7) @18:18:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(3,0,4,7) @18:18:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(3,0,5,7) @18:18:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(3,0,6,7) @18:18:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(4,0,0,7) @18:18:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(4,0,1,7) @18:18:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(4,0,2,7) @18:18:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(4,0,3,7) @18:18:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(4,0,4,7) @18:18:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(4,0,5,7) @18:18:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(4,0,6,7) @18:18:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(5,0,0,7) @18:18:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(5,0,1,7) @18:18:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(5,0,2,7) @18:18:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(5,0,3,7) @18:18:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(5,0,4,7) @18:18:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(5,0,5,7) @18:18:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(5,0,6,7) @18:18:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(6,0,0,7) @18:18:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(6,0,1,7) @18:18:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(6,0,2,7) @18:18:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(6,0,3,7) @18:18:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(6,0,4,7) @18:18:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(6,0,5,7) @18:18:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(3,1,6)(6,0,6,7) @18:18:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(0,0,0,7) @18:18:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(0,0,1,7) @18:18:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(0,0,2,7) @18:18:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(0,0,3,7) @18:18:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(0,0,4,7) @18:18:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(0,0,5,7) @18:18:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(0,0,6,7) @18:18:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(1,0,0,7) @18:18:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(1,0,1,7) @18:18:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(1,0,2,7) @18:18:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(1,0,3,7) @18:18:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(1,0,4,7) @18:18:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(1,0,5,7) @18:18:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(1,0,6,7) @18:18:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(2,0,0,7) @18:18:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(2,0,1,7) @18:18:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(2,0,2,7) @18:18:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(2,0,3,7) @18:18:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(2,0,4,7) @18:18:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(2,0,5,7) @18:18:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(2,0,6,7) @18:18:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(3,0,0,7) @18:18:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(3,0,1,7) @18:18:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(3,0,2,7) @18:18:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(3,0,3,7) @18:18:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(3,0,4,7) @18:18:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(3,0,5,7) @18:18:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(3,0,6,7) @18:18:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(4,0,0,7) @18:18:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(4,0,1,7) @18:18:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(4,0,2,7) @18:18:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(4,0,3,7) @18:18:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(4,0,4,7) @18:18:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(4,0,5,7) @18:18:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(4,0,6,7) @18:18:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(5,0,0,7) @18:18:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(5,0,1,7) @18:18:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(5,0,2,7) @18:18:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(5,0,3,7) @18:18:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(5,0,4,7) @18:18:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(5,0,5,7) @18:18:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(5,0,6,7) @18:18:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(6,0,0,7) @18:18:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(6,0,1,7) @18:18:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(6,0,2,7) @18:18:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(6,0,3,7) @18:18:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(6,0,4,7) @18:18:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(6,0,5,7) @18:18:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,0)(6,0,6,7) @18:18:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(0,0,0,7) @18:18:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(0,0,1,7) @18:18:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(0,0,2,7) @18:18:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(0,0,3,7) @18:18:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(0,0,4,7) @18:18:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(0,0,5,7) @18:18:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(0,0,6,7) @18:18:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(1,0,0,7) @18:18:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(1,0,1,7) @18:18:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(1,0,2,7) @18:18:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(1,0,3,7) @18:18:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(1,0,4,7) @18:18:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(1,0,5,7) @18:18:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(1,0,6,7) @18:18:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(2,0,0,7) @18:18:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(2,0,1,7) @18:18:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(2,0,2,7) @18:18:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(2,0,3,7) @18:18:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(2,0,4,7) @18:18:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(2,0,5,7) @18:18:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(2,0,6,7) @18:18:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(3,0,0,7) @18:18:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(3,0,1,7) @18:18:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(3,0,2,7) @18:18:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(3,0,3,7) @18:18:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(3,0,4,7) @18:18:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(3,0,5,7) @18:18:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(3,0,6,7) @18:18:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(4,0,0,7) @18:18:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(4,0,1,7) @18:18:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(4,0,2,7) @18:18:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(4,0,3,7) @18:18:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(4,0,4,7) @18:18:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(4,0,5,7) @18:18:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(4,0,6,7) @18:18:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(5,0,0,7) @18:18:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(5,0,1,7) @18:18:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(5,0,2,7) @18:18:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(5,0,3,7) @18:18:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(5,0,4,7) @18:18:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(5,0,5,7) @18:18:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(5,0,6,7) @18:18:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(6,0,0,7) @18:18:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(6,0,1,7) @18:18:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(6,0,2,7) @18:18:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(6,0,3,7) @18:18:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(6,0,4,7) @18:18:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(6,0,5,7) @18:18:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,1)(6,0,6,7) @18:18:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(0,0,0,7) @18:18:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(0,0,1,7) @18:18:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(0,0,2,7) @18:18:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(0,0,3,7) @18:18:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(0,0,4,7) @18:18:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(0,0,5,7) @18:18:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(0,0,6,7) @18:18:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(1,0,0,7) @18:18:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(1,0,1,7) @18:18:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(1,0,2,7) @18:18:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(1,0,3,7) @18:18:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(1,0,4,7) @18:18:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(1,0,5,7) @18:18:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(1,0,6,7) @18:18:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(2,0,0,7) @18:18:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(2,0,1,7) @18:18:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(2,0,2,7) @18:18:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(2,0,3,7) @18:18:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(2,0,4,7) @18:18:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(2,0,5,7) @18:18:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(2,0,6,7) @18:18:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(3,0,0,7) @18:18:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(3,0,1,7) @18:18:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(3,0,2,7) @18:18:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(3,0,3,7) @18:18:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(3,0,4,7) @18:18:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(3,0,5,7) @18:18:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(3,0,6,7) @18:18:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(4,0,0,7) @18:18:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(4,0,1,7) @18:18:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(4,0,2,7) @18:18:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(4,0,3,7) @18:18:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(4,0,4,7) @18:18:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(4,0,5,7) @18:18:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(4,0,6,7) @18:18:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(5,0,0,7) @18:18:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(5,0,1,7) @18:18:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(5,0,2,7) @18:18:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(5,0,3,7) @18:18:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(5,0,4,7) @18:18:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(5,0,5,7) @18:18:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(5,0,6,7) @18:18:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(6,0,0,7) @18:18:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(6,0,1,7) @18:18:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(6,0,2,7) @18:18:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(6,0,3,7) @18:18:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(6,0,4,7) @18:18:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(6,0,5,7) @18:18:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,2)(6,0,6,7) @18:18:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(0,0,0,7) @18:18:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(0,0,1,7) @18:18:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(0,0,2,7) @18:18:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(0,0,3,7) @18:18:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(0,0,4,7) @18:18:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(0,0,5,7) @18:18:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(0,0,6,7) @18:18:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(1,0,0,7) @18:18:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(1,0,1,7) @18:18:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(1,0,2,7) @18:18:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(1,0,3,7) @18:18:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(1,0,4,7) @18:18:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(1,0,5,7) @18:18:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(1,0,6,7) @18:18:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(2,0,0,7) @18:18:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(2,0,1,7) @18:18:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(2,0,2,7) @18:18:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(2,0,3,7) @18:18:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(2,0,4,7) @18:18:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(2,0,5,7) @18:18:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(2,0,6,7) @18:18:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(3,0,0,7) @18:18:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(3,0,1,7) @18:18:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(3,0,2,7) @18:18:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(3,0,3,7) @18:18:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(3,0,4,7) @18:18:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(3,0,5,7) @18:18:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(3,0,6,7) @18:18:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(4,0,0,7) @18:18:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(4,0,1,7) @18:18:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(4,0,2,7) @18:18:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(4,0,3,7) @18:18:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(4,0,4,7) @18:18:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(4,0,5,7) @18:18:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(4,0,6,7) @18:18:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(5,0,0,7) @18:18:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(5,0,1,7) @18:18:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(5,0,2,7) @18:18:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(5,0,3,7) @18:18:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(5,0,4,7) @18:18:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(5,0,5,7) @18:18:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(5,0,6,7) @18:18:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(6,0,0,7) @18:18:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(6,0,1,7) @18:18:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(6,0,2,7) @18:18:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(6,0,3,7) @18:18:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(6,0,4,7) @18:18:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(6,0,5,7) @18:18:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,3)(6,0,6,7) @18:18:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(0,0,0,7) @18:18:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(0,0,1,7) @18:18:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(0,0,2,7) @18:18:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(0,0,3,7) @18:18:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(0,0,4,7) @18:18:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(0,0,5,7) @18:18:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(0,0,6,7) @18:18:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(1,0,0,7) @18:18:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(1,0,1,7) @18:18:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(1,0,2,7) @18:18:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(1,0,3,7) @18:18:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(1,0,4,7) @18:18:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(1,0,5,7) @18:18:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(1,0,6,7) @18:18:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(2,0,0,7) @18:18:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(2,0,1,7) @18:18:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(2,0,2,7) @18:18:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(2,0,3,7) @18:18:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(2,0,4,7) @18:18:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(2,0,5,7) @18:18:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(2,0,6,7) @18:18:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(3,0,0,7) @18:18:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(3,0,1,7) @18:18:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(3,0,2,7) @18:18:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(3,0,3,7) @18:18:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(3,0,4,7) @18:18:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(3,0,5,7) @18:18:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(3,0,6,7) @18:18:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(4,0,0,7) @18:18:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(4,0,1,7) @18:18:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(4,0,2,7) @18:18:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(4,0,3,7) @18:18:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(4,0,4,7) @18:18:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(4,0,5,7) @18:18:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(4,0,6,7) @18:18:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(5,0,0,7) @18:18:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(5,0,1,7) @18:18:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(5,0,2,7) @18:18:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(5,0,3,7) @18:18:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(5,0,4,7) @18:18:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(5,0,5,7) @18:18:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(5,0,6,7) @18:18:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(6,0,0,7) @18:18:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(6,0,1,7) @18:18:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(6,0,2,7) @18:18:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(6,0,3,7) @18:18:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(6,0,4,7) @18:18:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(6,0,5,7) @18:18:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,4)(6,0,6,7) @18:18:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(0,0,0,7) @18:18:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(0,0,1,7) @18:18:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(0,0,2,7) @18:18:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(0,0,3,7) @18:18:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(0,0,4,7) @18:18:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(0,0,5,7) @18:18:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(0,0,6,7) @18:18:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(1,0,0,7) @18:18:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(1,0,1,7) @18:18:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(1,0,2,7) @18:18:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(1,0,3,7) @18:18:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(1,0,4,7) @18:18:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(1,0,5,7) @18:18:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(1,0,6,7) @18:18:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(2,0,0,7) @18:18:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(2,0,1,7) @18:18:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(2,0,2,7) @18:18:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(2,0,3,7) @18:18:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(2,0,4,7) @18:18:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(2,0,5,7) @18:18:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(2,0,6,7) @18:18:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(3,0,0,7) @18:18:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(3,0,1,7) @18:18:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(3,0,2,7) @18:18:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(3,0,3,7) @18:18:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(3,0,4,7) @18:18:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(3,0,5,7) @18:18:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(3,0,6,7) @18:18:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(4,0,0,7) @18:18:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(4,0,1,7) @18:18:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(4,0,2,7) @18:18:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(4,0,3,7) @18:18:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(4,0,4,7) @18:18:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(4,0,5,7) @18:18:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(4,0,6,7) @18:18:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(5,0,0,7) @18:18:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(5,0,1,7) @18:18:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(5,0,2,7) @18:18:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(5,0,3,7) @18:18:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(5,0,4,7) @18:18:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(5,0,5,7) @18:18:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(5,0,6,7) @18:18:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(6,0,0,7) @18:18:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(6,0,1,7) @18:18:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(6,0,2,7) @18:18:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(6,0,3,7) @18:18:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(6,0,4,7) @18:18:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(6,0,5,7) @18:18:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(6,0,6,7) @18:18:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(0,0,0,7) @18:18:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(0,0,1,7) @18:18:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(0,0,2,7) @18:18:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(0,0,3,7) @18:18:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(0,0,4,7) @18:18:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(0,0,5,7) @18:18:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(0,0,6,7) @18:18:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(1,0,0,7) @18:18:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(1,0,1,7) @18:18:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(1,0,2,7) @18:18:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(1,0,3,7) @18:18:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(1,0,4,7) @18:18:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(1,0,5,7) @18:18:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(1,0,6,7) @18:18:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(2,0,0,7) @18:18:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(2,0,1,7) @18:18:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(2,0,2,7) @18:18:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(2,0,3,7) @18:18:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(2,0,4,7) @18:18:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(2,0,5,7) @18:18:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(2,0,6,7) @18:18:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(3,0,0,7) @18:18:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(3,0,1,7) @18:18:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(3,0,2,7) @18:18:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(3,0,3,7) @18:18:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(3,0,4,7) @18:18:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(3,0,5,7) @18:18:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(3,0,6,7) @18:18:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(4,0,0,7) @18:18:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(4,0,1,7) @18:18:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(4,0,2,7) @18:18:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(4,0,3,7) @18:18:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(4,0,4,7) @18:18:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(4,0,5,7) @18:18:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(4,0,6,7) @18:18:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,0,0,7) @18:18:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,0,1,7) @18:18:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,0,2,7) @18:18:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,0,3,7) @18:18:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,0,4,7) @18:18:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,0,5,7) @18:18:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,0,6,7) @18:18:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,0,0,7) @18:18:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,0,1,7) @18:18:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,0,2,7) @18:18:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,0,3,7) @18:18:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,0,4,7) @18:18:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,0,5,7) @18:18:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,0,6,7) @18:18:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,0,0,7) @18:18:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,0,1,7) @18:18:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,0,2,7) @18:18:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,0,3,7) @18:18:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,0,4,7) @18:18:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,0,5,7) @18:18:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,0,6,7) @18:18:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,0,0,7) @18:18:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,0,1,7) @18:18:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,0,2,7) @18:18:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,0,3,7) @18:18:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,0,4,7) @18:18:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,0,5,7) @18:18:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,0,6,7) @18:18:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,0,0,7) @18:18:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,0,1,7) @18:18:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,0,2,7) @18:18:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,0,3,7) @18:18:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,0,4,7) @18:18:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,0,5,7) @18:18:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,0,6,7) @18:18:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,0,0,7) @18:18:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,0,1,7) @18:18:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,0,2,7) @18:18:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,0,3,7) @18:18:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,0,4,7) @18:18:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,0,5,7) @18:18:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,0,6,7) @18:18:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,0,0,7) @18:18:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,0,1,7) @18:18:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,0,2,7) @18:18:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,0,3,7) @18:18:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,0,4,7) @18:18:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,0,5,7) @18:18:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,0,6,7) @18:18:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,0,0,7) @18:18:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,0,1,7) @18:18:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,0,2,7) @18:18:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,0,3,7) @18:18:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,0,4,7) @18:18:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,0,5,7) @18:18:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,0,6,7) @18:18:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,0,0,7) @18:18:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,0,1,7) @18:18:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,0,2,7) @18:18:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,0,3,7) @18:18:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,0,4,7) @18:18:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,0,5,7) @18:18:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,0,6,7) @18:18:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,0,0,7) @18:18:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,0,1,7) @18:18:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,0,2,7) @18:18:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,0,3,7) @18:18:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,0,4,7) @18:18:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,0,5,7) @18:18:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,0,6,7) @18:18:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,0,0,7) @18:18:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,0,1,7) @18:18:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,0,2,7) @18:18:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,0,3,7) @18:18:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,0,4,7) @18:18:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,0,5,7) @18:18:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,0,6,7) @18:18:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,0,0,7) @18:18:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,0,1,7) @18:18:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,0,2,7) @18:18:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,0,3,7) @18:18:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,0,4,7) @18:18:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,0,5,7) @18:18:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,0,6,7) @18:18:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,0,0,7) @18:18:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,0,1,7) @18:18:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,0,2,7) @18:18:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,0,3,7) @18:18:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,0,4,7) @18:18:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,0,5,7) @18:18:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,0,6,7) @18:18:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,0,0,7) @18:18:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,0,1,7) @18:18:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,0,2,7) @18:18:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,0,3,7) @18:18:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,0,4,7) @18:18:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,0,5,7) @18:18:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,0,6,7) @18:18:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,0,0,7) @18:18:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,0,1,7) @18:18:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,0,2,7) @18:18:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,0,3,7) @18:18:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,0,4,7) @18:18:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,0,5,7) @18:18:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,0,6,7) @18:18:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,0,0,7) @18:18:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,0,1,7) @18:18:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,0,2,7) @18:18:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,0,3,7) @18:18:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,0,4,7) @18:18:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,0,5,7) @18:18:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,0,6,7) @18:18:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,0,0,7) @18:18:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,0,1,7) @18:18:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,0,2,7) @18:18:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,0,3,7) @18:18:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,0,4,7) @18:18:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,0,5,7) @18:18:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,0,6,7) @18:18:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,0,0,7) @18:18:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,0,1,7) @18:18:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,0,2,7) @18:18:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,0,3,7) @18:18:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,0,4,7) @18:18:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,0,5,7) @18:18:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,0,6,7) @18:18:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,0,0,7) @18:18:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,0,1,7) @18:18:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,0,2,7) @18:18:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,0,3,7) @18:18:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,0,4,7) @18:18:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,0,5,7) @18:18:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,0,6,7) @18:18:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,0,0,7) @18:18:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,0,1,7) @18:18:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,0,2,7) @18:18:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,0,3,7) @18:18:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,0,4,7) @18:18:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,0,5,7) @18:18:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,0,6,7) @18:18:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,0,0,7) @18:18:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,0,1,7) @18:18:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,0,2,7) @18:18:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,0,3,7) @18:18:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,0,4,7) @18:18:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,0,5,7) @18:18:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,0,6,7) @18:18:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,0,0,7) @18:18:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,0,1,7) @18:18:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,0,2,7) @18:19:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,0,3,7) @18:19:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,0,4,7) @18:19:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,0,5,7) @18:19:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,0,6,7) @18:19:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,0,0,7) @18:19:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,0,1,7) @18:19:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,0,2,7) @18:19:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,0,3,7) @18:19:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,0,4,7) @18:19:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,0,5,7) @18:19:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,0,6,7) @18:19:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,0,0,7) @18:19:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,0,1,7) @18:19:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,0,2,7) @18:19:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,0,3,7) @18:19:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,0,4,7) @18:19:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,0,5,7) @18:19:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,0,6,7) @18:19:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,0,0,7) @18:19:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,0,1,7) @18:19:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,0,2,7) @18:19:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,0,3,7) @18:19:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,0,4,7) @18:19:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,0,5,7) @18:19:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,0,6,7) @18:19:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,0,0,7) @18:19:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,0,1,7) @18:19:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,0,2,7) @18:19:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,0,3,7) @18:19:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,0,4,7) @18:19:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,0,5,7) @18:19:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,0,6,7) @18:19:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,0,0,7) @18:19:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,0,1,7) @18:19:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,0,2,7) @18:19:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,0,3,7) @18:19:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,0,4,7) @18:19:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,0,5,7) @18:19:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,0,6,7) @18:19:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,0,0,7) @18:19:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,0,1,7) @18:19:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,0,2,7) @18:19:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,0,3,7) @18:19:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,0,4,7) @18:19:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,0,5,7) @18:19:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,0,6,7) @18:19:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,0,0,7) @18:19:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,0,1,7) @18:19:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,0,2,7) @18:19:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,0,3,7) @18:19:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,0,4,7) @18:19:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,0,5,7) @18:19:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,0,6,7) @18:19:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,0,0,7) @18:19:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,0,1,7) @18:19:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,0,2,7) @18:19:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,0,3,7) @18:19:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,0,4,7) @18:19:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,0,5,7) @18:19:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,0,6,7) @18:19:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,0,0,7) @18:19:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,0,1,7) @18:19:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,0,2,7) @18:19:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,0,3,7) @18:19:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,0,4,7) @18:19:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,0,5,7) @18:19:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,0,6,7) @18:19:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,0,0,7) @18:19:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,0,1,7) @18:19:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,0,2,7) @18:19:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,0,3,7) @18:19:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,0,4,7) @18:19:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,0,5,7) @18:19:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,0,6,7) @18:19:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,0,0,7) @18:19:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,0,1,7) @18:19:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,0,2,7) @18:19:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,0,3,7) @18:19:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,0,4,7) @18:19:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,0,5,7) @18:19:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,0,6,7) @18:19:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,0,0,7) @18:19:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,0,1,7) @18:19:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,0,2,7) @18:19:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,0,3,7) @18:19:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,0,4,7) @18:19:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,0,5,7) @18:19:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,0,6,7) @18:19:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,0,0,7) @18:19:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,0,1,7) @18:19:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,0,2,7) @18:19:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,0,3,7) @18:19:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,0,4,7) @18:19:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,0,5,7) @18:19:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,0,6,7) @18:19:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,0,0,7) @18:19:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,0,1,7) @18:19:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,0,2,7) @18:19:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,0,3,7) @18:19:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,0,4,7) @18:19:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,0,5,7) @18:19:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,0,6,7) @18:19:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,0,0,7) @18:19:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,0,1,7) @18:19:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,0,2,7) @18:19:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,0,3,7) @18:19:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,0,4,7) @18:19:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,0,5,7) @18:19:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,0,6,7) @18:19:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,0,0,7) @18:19:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,0,1,7) @18:19:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,0,2,7) @18:19:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,0,3,7) @18:19:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,0,4,7) @18:19:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,0,5,7) @18:19:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,0,6,7) @18:19:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,0,0,7) @18:19:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,0,1,7) @18:19:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,0,2,7) @18:19:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,0,3,7) @18:19:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,0,4,7) @18:19:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,0,5,7) @18:19:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,0,6,7) @18:19:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,0,0,7) @18:19:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,0,1,7) @18:19:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,0,2,7) @18:19:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,0,3,7) @18:19:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,0,4,7) @18:19:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,0,5,7) @18:19:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,0,6,7) @18:19:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,0,0,7) @18:19:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,0,1,7) @18:19:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,0,2,7) @18:19:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,0,3,7) @18:19:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,0,4,7) @18:19:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,0,5,7) @18:19:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,0,6,7) @18:19:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,0,0,7) @18:19:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,0,1,7) @18:19:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,0,2,7) @18:19:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,0,3,7) @18:19:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,0,4,7) @18:19:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,0,5,7) @18:19:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,0,6,7) @18:19:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,0,0,7) @18:19:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,0,1,7) @18:19:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,0,2,7) @18:19:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,0,3,7) @18:19:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,0,4,7) @18:19:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,0,5,7) @18:19:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,0,6,7) @18:19:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,0,0,7) @18:19:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,0,1,7) @18:19:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,0,2,7) @18:19:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,0,3,7) @18:19:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,0,4,7) @18:19:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,0,5,7) @18:19:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,0,6,7) @18:19:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,0,0,7) @18:19:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,0,1,7) @18:19:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,0,2,7) @18:19:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,0,3,7) @18:19:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,0,4,7) @18:19:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,0,5,7) @18:19:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,0,6,7) @18:19:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,0,0,7) @18:19:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,0,1,7) @18:19:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,0,2,7) @18:19:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,0,3,7) @18:19:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,0,4,7) @18:19:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,0,5,7) @18:19:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,0,6,7) @18:19:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,0,0,7) @18:19:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,0,1,7) @18:19:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,0,2,7) @18:19:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,0,3,7) @18:19:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,0,4,7) @18:19:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,0,5,7) @18:19:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,0,6,7) @18:19:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,0,0,7) @18:19:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,0,1,7) @18:19:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,0,2,7) @18:19:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,0,3,7) @18:19:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,0,4,7) @18:19:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,0,5,7) @18:19:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,0,6,7) @18:19:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,0,0,7) @18:19:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,0,1,7) @18:19:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,0,2,7) @18:19:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,0,3,7) @18:19:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,0,4,7) @18:19:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,0,5,7) @18:19:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,0,6,7) @18:19:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,0,0,7) @18:19:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,0,1,7) @18:19:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,0,2,7) @18:19:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,0,3,7) @18:19:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,0,4,7) @18:19:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,0,5,7) @18:19:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,0,6,7) @18:19:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,0,0,7) @18:19:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,0,1,7) @18:19:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,0,2,7) @18:19:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,0,3,7) @18:19:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,0,4,7) @18:19:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,0,5,7) @18:19:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,0,6,7) @18:19:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,0,0,7) @18:19:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,0,1,7) @18:19:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,0,2,7) @18:19:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,0,3,7) @18:19:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,0,4,7) @18:19:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,0,5,7) @18:19:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,0,6,7) @18:19:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,0,0,7) @18:19:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,0,1,7) @18:19:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,0,2,7) @18:19:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,0,3,7) @18:19:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,0,4,7) @18:19:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,0,5,7) @18:19:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,0,6,7) @18:19:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,0,0,7) @18:19:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,0,1,7) @18:19:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,0,2,7) @18:19:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,0,3,7) @18:19:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,0,4,7) @18:19:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,0,5,7) @18:19:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,0,6,7) @18:19:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,0,0,7) @18:19:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,0,1,7) @18:19:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,0,2,7) @18:19:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,0,3,7) @18:19:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,0,4,7) @18:19:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,0,5,7) @18:19:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,0,6,7) @18:19:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,0,0,7) @18:19:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,0,1,7) @18:19:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,0,2,7) @18:19:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,0,3,7) @18:19:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,0,4,7) @18:19:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,0,5,7) @18:19:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,0,6,7) @18:19:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,0,0,7) @18:19:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,0,1,7) @18:19:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,0,2,7) @18:19:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,0,3,7) @18:19:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,0,4,7) @18:19:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,0,5,7) @18:19:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,0,6,7) @18:19:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,0,0,7) @18:19:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,0,1,7) @18:19:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,0,2,7) @18:19:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,0,3,7) @18:19:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,0,4,7) @18:19:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,0,5,7) @18:19:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,0,6,7) @18:19:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,0,0,7) @18:19:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,0,1,7) @18:19:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,0,2,7) @18:19:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,0,3,7) @18:19:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,0,4,7) @18:19:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,0,5,7) @18:19:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,0,6,7) @18:19:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,0,0,7) @18:19:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,0,1,7) @18:19:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,0,2,7) @18:19:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,0,3,7) @18:19:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,0,4,7) @18:19:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,0,5,7) @18:19:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,0,6,7) @18:19:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,0,0,7) @18:19:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,0,1,7) @18:19:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,0,2,7) @18:19:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,0,3,7) @18:19:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,0,4,7) @18:19:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,0,5,7) @18:19:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,0,6,7) @18:19:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,0,0,7) @18:19:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,0,1,7) @18:19:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,0,2,7) @18:19:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,0,3,7) @18:19:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,0,4,7) @18:19:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,0,5,7) @18:19:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,0,6,7) @18:19:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,0,0,7) @18:19:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,0,1,7) @18:19:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,0,2,7) @18:19:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,0,3,7) @18:19:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,0,4,7) @18:19:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,0,5,7) @18:19:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,0,6,7) @18:19:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,0,0,7) @18:19:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,0,1,7) @18:19:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,0,2,7) @18:19:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,0,3,7) @18:19:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,0,4,7) @18:19:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,0,5,7) @18:19:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,0,6,7) @18:19:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,0,0,7) @18:19:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,0,1,7) @18:19:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,0,2,7) @18:19:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,0,3,7) @18:19:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,0,4,7) @18:19:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,0,5,7) @18:19:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,0,6,7) @18:19:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,0,0,7) @18:19:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,0,1,7) @18:19:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,0,2,7) @18:19:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,0,3,7) @18:19:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,0,4,7) @18:19:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,0,5,7) @18:19:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,0,6,7) @18:19:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,0,0,7) @18:19:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,0,1,7) @18:19:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,0,2,7) @18:19:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,0,3,7) @18:19:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,0,4,7) @18:19:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,0,5,7) @18:19:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,0,6,7) @18:19:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,0,0,7) @18:19:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,0,1,7) @18:19:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,0,2,7) @18:19:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,0,3,7) @18:19:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,0,4,7) @18:19:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,0,5,7) @18:19:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,0,6,7) @18:19:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,0,0,7) @18:19:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,0,1,7) @18:19:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,0,2,7) @18:19:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,0,3,7) @18:19:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,0,4,7) @18:19:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,0,5,7) @18:19:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,0,6,7) @18:19:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,0,0,7) @18:19:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,0,1,7) @18:19:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,0,2,7) @18:19:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,0,3,7) @18:19:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,0,4,7) @18:19:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,0,5,7) @18:19:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,0,6,7) @18:19:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,0,0,7) @18:19:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,0,1,7) @18:19:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,0,2,7) @18:19:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,0,3,7) @18:19:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,0,4,7) @18:19:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,0,5,7) @18:19:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,0,6,7) @18:19:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,0,0,7) @18:19:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,0,1,7) @18:19:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,0,2,7) @18:19:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,0,3,7) @18:19:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,0,4,7) @18:19:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,0,5,7) @18:19:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,0,6,7) @18:19:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,0,0,7) @18:19:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,0,1,7) @18:19:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,0,2,7) @18:19:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,0,3,7) @18:19:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,0,4,7) @18:19:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,0,5,7) @18:19:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,0,6,7) @18:19:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,0,0,7) @18:19:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,0,1,7) @18:19:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,0,2,7) @18:19:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,0,3,7) @18:19:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,0,4,7) @18:19:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,0,5,7) @18:19:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,0,6,7) @18:19:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,0,0,7) @18:19:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,0,1,7) @18:19:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,0,2,7) @18:19:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,0,3,7) @18:19:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,0,4,7) @18:19:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,0,5,7) @18:19:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,0,6,7) @18:19:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,0,0,7) @18:19:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,0,1,7) @18:19:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,0,2,7) @18:19:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,0,3,7) @18:19:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,0,4,7) @18:19:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,0,5,7) @18:19:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,0,6,7) @18:19:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,0,0,7) @18:19:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,0,1,7) @18:19:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,0,2,7) @18:19:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,0,3,7) @18:19:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,0,4,7) @18:19:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,0,5,7) @18:19:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,0,6,7) @18:19:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,0,0,7) @18:19:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,0,1,7) @18:19:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,0,2,7) @18:19:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,0,3,7) @18:19:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,0,4,7) @18:19:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,0,5,7) @18:19:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,0,6,7) @18:19:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,0,0,7) @18:19:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,0,1,7) @18:19:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,0,2,7) @18:19:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,0,3,7) @18:19:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,0,4,7) @18:19:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,0,5,7) @18:19:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,0,6,7) @18:19:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,0,0,7) @18:19:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,0,1,7) @18:19:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,0,2,7) @18:19:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,0,3,7) @18:19:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,0,4,7) @18:19:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,0,5,7) @18:19:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,0,6,7) @18:19:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,0,0,7) @18:19:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,0,1,7) @18:19:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,0,2,7) @18:19:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,0,3,7) @18:19:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,0,4,7) @18:19:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,0,5,7) @18:19:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,0,6,7) @18:19:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,0,0,7) @18:19:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,0,1,7) @18:19:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,0,2,7) @18:19:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,0,3,7) @18:19:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,0,4,7) @18:19:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,0,5,7) @18:19:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,0,6,7) @18:19:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,0,0,7) @18:19:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,0,1,7) @18:19:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,0,2,7) @18:19:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,0,3,7) @18:19:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,0,4,7) @18:19:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,0,5,7) @18:19:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,0,6,7) @18:19:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,0,0,7) @18:19:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,0,1,7) @18:19:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,0,2,7) @18:19:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,0,3,7) @18:19:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,0,4,7) @18:19:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,0,5,7) @18:19:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,0,6,7) @18:19:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,0,0,7) @18:19:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,0,1,7) @18:19:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,0,2,7) @18:19:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,0,3,7) @18:19:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,0,4,7) @18:19:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,0,5,7) @18:19:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,0,6,7) @18:19:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,0,0,7) @18:19:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,0,1,7) @18:19:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,0,2,7) @18:19:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,0,3,7) @18:19:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,0,4,7) @18:19:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,0,5,7) @18:19:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,0,6,7) @18:19:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,0,0,7) @18:19:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,0,1,7) @18:19:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,0,2,7) @18:19:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,0,3,7) @18:19:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,0,4,7) @18:19:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,0,5,7) @18:19:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,0,6,7) @18:19:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,0,0,7) @18:19:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,0,1,7) @18:19:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,0,2,7) @18:19:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,0,3,7) @18:19:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,0,4,7) @18:19:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,0,5,7) @18:20:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,0,6,7) @18:20:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,0,0,7) @18:20:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,0,1,7) @18:20:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,0,2,7) @18:20:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,0,3,7) @18:20:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,0,4,7) @18:20:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,0,5,7) @18:20:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,0,6,7) @18:20:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,0,0,7) @18:20:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,0,1,7) @18:20:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,0,2,7) @18:20:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,0,3,7) @18:20:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,0,4,7) @18:20:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,0,5,7) @18:20:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,0,6,7) @18:20:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,0,0,7) @18:20:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,0,1,7) @18:20:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,0,2,7) @18:20:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,0,3,7) @18:20:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,0,4,7) @18:20:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,0,5,7) @18:20:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,0,6,7) @18:20:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,0,0,7) @18:20:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,0,1,7) @18:20:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,0,2,7) @18:20:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,0,3,7) @18:20:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,0,4,7) @18:20:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,0,5,7) @18:20:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,0,6,7) @18:20:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,0,0,7) @18:20:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,0,1,7) @18:20:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,0,2,7) @18:20:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,0,3,7) @18:20:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,0,4,7) @18:20:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,0,5,7) @18:20:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,0,6,7) @18:20:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,0,0,7) @18:20:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,0,1,7) @18:20:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,0,2,7) @18:20:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,0,3,7) @18:20:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,0,4,7) @18:20:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,0,5,7) @18:20:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,0,6,7) @18:20:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,0,0,7) @18:20:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,0,1,7) @18:20:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,0,2,7) @18:20:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,0,3,7) @18:20:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,0,4,7) @18:20:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,0,5,7) @18:20:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,0,6,7) @18:20:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,0,0,7) @18:20:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,0,1,7) @18:20:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,0,2,7) @18:20:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,0,3,7) @18:20:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,0,4,7) @18:20:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,0,5,7) @18:20:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,0,6,7) @18:20:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,0,0,7) @18:20:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,0,1,7) @18:20:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,0,2,7) @18:20:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,0,3,7) @18:20:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,0,4,7) @18:20:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,0,5,7) @18:20:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,0,6,7) @18:20:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,0,0,7) @18:20:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,0,1,7) @18:20:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,0,2,7) @18:20:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,0,3,7) @18:20:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,0,4,7) @18:20:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,0,5,7) @18:20:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,0,6,7) @18:20:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,0,0,7) @18:20:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,0,1,7) @18:20:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,0,2,7) @18:20:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,0,3,7) @18:20:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,0,4,7) @18:20:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,0,5,7) @18:20:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,0,6,7) @18:20:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,0,0,7) @18:20:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,0,1,7) @18:20:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,0,2,7) @18:20:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,0,3,7) @18:20:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,0,4,7) @18:20:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,0,5,7) @18:20:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,0,6,7) @18:20:13
TOP 10: Model-One SARIMAX Parameter After the Optimization¶
In [50]:
pd.read_pickle(pkl_path).sort_values(by='AIC').head(10)
Out[50]:
| p | q | P | Q | AIC | |
|---|---|---|---|---|---|
| 0 | 0 | 0 | 0 | 0 | 2.0 |
| 1 | 0 | 0 | 0 | 1 | 4.0 |
| 343 | 1 | 0 | 0 | 0 | 4.0 |
| 7 | 0 | 0 | 1 | 0 | 4.0 |
| 49 | 0 | 1 | 0 | 0 | 4.0 |
| 392 | 1 | 1 | 0 | 0 | 6.0 |
| 350 | 1 | 0 | 1 | 0 | 6.0 |
| 344 | 1 | 0 | 0 | 1 | 6.0 |
| 56 | 0 | 1 | 1 | 0 | 6.0 |
| 686 | 2 | 0 | 0 | 0 | 6.0 |
In [99]:
weekly_pricing_padd5 = weekly_pricing_padd5.sort_index()
train: 'Series' = weekly_pricing_padd5[:int(weekly_pricing_padd5.shape[0] * 0.8)]
test: 'Series' = weekly_pricing_padd5[int(weekly_pricing_padd5.shape[0] * 0.8):]
In [117]:
model_one_revision: SARIMAX = SARIMAX(endog=train,
order=(0,1,0), # using integreation_order 1
seasonal_order=(0,0,0,0),
simple_differencing=False,
enforce_stationarity=False
).fit(disp=False)
model_one_revision.summary()
Out[117]:
| Dep. Variable: | avg_price | No. Observations: | 46 |
|---|---|---|---|
| Model: | SARIMAX(0, 1, 0) | Log Likelihood | 46.828 |
| Date: | Thu, 20 Jun 2024 | AIC | -91.655 |
| Time: | 18:51:40 | BIC | -89.871 |
| Sample: | 05-24-2023 | HQIC | -90.993 |
| - 04-03-2024 | |||
| Covariance Type: | opg |
| coef | std err | z | P>|z| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| sigma2 | 0.0070 | 0.002 | 3.853 | 0.000 | 0.003 | 0.011 |
| Ljung-Box (L1) (Q): | 11.89 | Jarque-Bera (JB): | 1.53 |
|---|---|---|---|
| Prob(Q): | 0.00 | Prob(JB): | 0.46 |
| Heteroskedasticity (H): | 3.45 | Skew: | -0.30 |
| Prob(H) (two-sided): | 0.02 | Kurtosis: | 2.32 |
Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step).
Model-One Revision Ljung-Box Test¶
- Applying the integration order, by setting d=1 shows that the p-value > 0.05.
In [118]:
acorr_ljungbox(model_one_revision.resid, lags=20)
Out[118]:
| lb_stat | lb_pvalue | |
|---|---|---|
| 1 | 0.012417 | 0.911276 |
| 2 | 0.052245 | 0.974216 |
| 3 | 0.076076 | 0.994545 |
| 4 | 0.079753 | 0.999226 |
| 5 | 0.091973 | 0.999868 |
| 6 | 0.091990 | 0.999984 |
| 7 | 0.091991 | 0.999998 |
| 8 | 0.092850 | 1.000000 |
| 9 | 0.096511 | 1.000000 |
| 10 | 0.130869 | 1.000000 |
| 11 | 0.179487 | 1.000000 |
| 12 | 0.183196 | 1.000000 |
| 13 | 0.184234 | 1.000000 |
| 14 | 0.192178 | 1.000000 |
| 15 | 0.212406 | 1.000000 |
| 16 | 0.217363 | 1.000000 |
| 17 | 0.241402 | 1.000000 |
| 18 | 0.395717 | 1.000000 |
| 19 | 0.398793 | 1.000000 |
| 20 | 0.429257 | 1.000000 |
Model One Revision Diagnostic Plot¶
- The correlogram shows that there is a significant coefficient at lag 1-3.
In [103]:
ax = model_one_revision.plot_diagnostics(figsize=(20,10))
Model-One-Revision: Forecasting Weekly Gasoline Pricing in PADD 5 District¶
- Model-One-Revision cannot correctly capture the weekly gasoline pricing, as it predicts the mean value
In [132]:
fig = plt.figure(figsize=(12,4))
ax = fig.add_subplot()
train.plot(ax=ax, label='Training Gasoline Pricing')
test.plot(ax=ax, label='Test Gasoline Pricing', marker='o')
model_one_revision.forecast(steps=test.shape[0]).plot(ax=ax, label='Model One Predictions', marker='s')
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax.legend(bbox_to_anchor=(1,1), title='Model One Revision', fancybox=True, shadow=True)
ax.axvspan(xmin=2831, xmax=2843, alpha=0.3, color='grey')
ax.set_title("Model Comparision: Forecasting Average Weekly Gasoline Pricing in PADD 5 Districts", fontweight='bold', fontsize=12)
plt.tight_layout()
Model Two: Applying Federal and State Tax For Gasoline Pricing in PADD 5 District¶
- Improving Model One by using exogenous variables such as Federal/State Tax
In [12]:
state_tax_padd5: Dict = tax_df.query("PADD_District == 'PADD 5' ").iloc[:,:2].set_index('State').rename({'Gasoline tax (¢/gal)': 'state_tax'}, axis=1 ).to_dict().get('state_tax')
args: str = ','.join( [ "'%s'" % (STATES_LOOKUP.get(state)) for state in state_tax_padd5 ] )
ISO-Butane Production in the U.S¶
- Isobutane is a chemical variation of
butaneand used in gasoline mixtures to help with performance in cold weather (Unit:Thousand Barrels/Day).
In [14]:
isobutane_prod: 'DataFrame' = pd.read_excel( "https://www.eia.gov/dnav/pet/hist_xls/M_EPLLBAI_FPF_NUS_MBBLDm.xls", sheet_name='Data 1')
isobutane_prod.columns = isobutane_prod.iloc[1]
isobutane_prod = isobutane_prod.iloc[2:]
# Different mixtures used during cold weather, such as butane
isobutane_prod['Date'] = pd.to_datetime(isobutane_prod['Date'] )
isobutane_prod.columns = ['Date', 'Value']
isobutane_prod.head()
Out[14]:
| Date | Value | |
|---|---|---|
| 2 | 1981-01-15 | 119 |
| 3 | 1981-02-15 | 114 |
| 4 | 1981-03-15 | 112 |
| 5 | 1981-04-15 | 122 |
| 6 | 1981-05-15 | 120 |
In [57]:
fig = plt.figure(figsize=(12,4))
ax = fig.add_subplot()
isobutane_prod.set_index('Date')['Value'].plot(ax=ax)
ax.set_title("Isobutane Productions in the U.S", fontweight='bold', fontsize=16)
ax.set_ylabel("Thousands Barrels/Day", fontweight='bold')
plt.tight_layout()
fig.autofmt_xdate()
In [15]:
query: str = f"""
WITH gasoline_pricing_in_padd5 AS
(( SELECT
g.state,
DATE_FORMAT(g.postedtime, '%Y-%m-%d' ) AS `transc_date`,
MONTHNAME(DATE_FORMAT(g.postedtime, '%Y-%m-%d' )) AS `month_name`,
MONTH(DATE_FORMAT(g.postedtime, '%Y-%m-%d' )) AS `month`,
CAST(g.price AS DECIMAL ) AS `price`
FROM gasoline_pricing g
WHERE g.state IN ({args}) AND g.state != 'NULL' AND g.price > 0 )
UNION ALL
SELECT
l.state,
DATE_FORMAT(l.timestamp, '%Y-%m-%d' ) AS `transc_date`,
MONTHNAME(DATE_FORMAT(l.timestamp, '%Y-%m-%d' )) AS `month_name`,
MONTH(DATE_FORMAT(l.timestamp, '%Y-%m-%d' )) AS `month`,
CAST(l.price AS DECIMAL ) AS `price`
FROM legacy_gasoline_pricing l
WHERE l.state IN ({args}) AND l.state != 'NULL' AND l.price > 0 )
SELECT
g.state,
g.transc_date,
g.month_name,
g.month,
g.price,
p.value -- unit MBBL
FROM gasoline_pricing_in_padd5 g
JOIN petroleum_motor_gasoline_stocks p ON p.period = DATE_FORMAT(g.transc_date, '%Y-%m' ) -- equals to the stock-period
WHERE p.product_name = 'Total Gasoline' AND p.area_name = 'PADD 5'
"""
gasoline_pricing_df: 'PADD5' = ODINSpark(app_name="PADD 5 District: Gasoline Pricing & Stocks").exec_odin_mysql_query(query=query)
gasoline_pricing_df = gasoline_pricing_df.withColumnRenamed('value', 'stock_value')
DEBUG:odin_eia_db.engine.odin_spark:
..` ./sdmds:`
+dmmds+-` -+ymmmmmmmmdo:` ./osyyy/`
`ommmmmmmmdhso:` ./shmmmmmmmmmmmmmmds/. ./ohmmmdmdmm/
+mmmmmmmmmmmmmmmhy+//:://///++shdmmmmmmmmmmhsdmmmmmmmmmddyso+/::--.-://+syhdmmmmmmmmmmmmh`
:dmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmm+
.hdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmsooodmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd.
ommmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmh+osoymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmm/
:dmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+oohmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmms
`hdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdsoo+ososmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd.
/dmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmyoo++ooooymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmo
`ydmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmhoooooooooodmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd`
:mmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+o+ooooosmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmm/
ommmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmy+o+o+o+o+oooymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmy
ydmmmdddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmhooo+ooo+oo+ooodmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd.
.dmmmddddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+oo+o+ooo+oosmmmmmmmmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmd:
-dmmmmddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmsoo+oooo+oo+oooo+hmmmmmmmmmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmdo
+dmmmmdmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmh+oo+oooooooooooooodmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdy
sdmmmmddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+ooooo+o+oooooo+smmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdh
ymmmmddsoosssssyyyyyyyhhhhhhhhhhhhhhhhhs+o+o++o+o++oooooooo+hhhddddddddddddddmdmmmddmdmdmdmdmmmmmmmd
hmmmmdddyo+++++++++ooo+++o+oooooooooooooo+oosyyyhhhddhdddddyssssoooooooooooooooooooosoooooooymmmmmmd
hmmmmddmmdhso++++++++o++o+++ooo++++o+++ohhdddmddddddddddddddddddhy+++o++oo+oooooooooo+++++shdmmmmmmh
ymmmmdddmmmmdyso++++o+o+ooooooooooo+oshdmddddddddmddddddddddddhyso+oooooo++o++o+o++o++oshdmmmmmmmmdh
ydmmmddmmmmmdmmdyso+o++oooooooo+++o+ddddddmddddmddddddddddddddddhyo+oo+o+++o+++++++oshddmmmmmmmmmmdy
odmmmdddmdmddmmmmmhyoo++o+o+ooo+o+osddmmdddddddddddddddddddddddhyso++o++++++++++ooydmmmmmdmmmmmmmmdo
/dmmmdddmddmdmmmmmmmdysoo++++oo+o+oddddmdddddddddddddddddddddddddyo++++o++++++oyddmmmmmmmmmmmmmmmmd/
.dmmmmdddddmddmmmmmmmmmdyso+++o+ooyddmmdmddddddddmddddddddddddddysoooo++++ooyhdmmdmmmmmmmmmmmmmmmdd`
`ydmmmdddddmmddmmmmmmmmmmdhso++++sdddmmmmdddddddmmddddddddddddmddyo+++++oyhdmmmmmmmmmmmmmmmmmmmmmds
+dmmmdddddddddmmmmmmmmmmmmmdysoohdmdmmmmmdddddddmmdddddddddddddhyo++oyhdmmmmmmmmmmmmmmmmmmmmmmmmd:
-dmmmddddddddmmmmmmmmmmmmmmmmdhooyddmdmmmddddmdddddddddddddddddy+oyhdmmmmmmmmmmmmmmmmmmmmmdmmmmdy`
`ydmmmdddddddddddmmmmmmmmmmmmmyoohddddmmmdddmmmddmddmdddddddddds+sdmmmmmmmmmmmmmmmmmmmmmmmmmmmmd/
:dmmmddddmddddddmmmmmmmmmmmddoo+yddddddmdmmmmmdddddddddddddddddy+ymmmmmmdmmmmmdmmmmmmmmmmmmmmdh`
sdmmmddddddmddmmmmmmmmmmmmdso+oosyyyydddmmddddddddddddddddddyos+odmmmmmddmmmmmmmmdmmmmmmmmmmdo
-dmmmdddddddmdmmmmmmmmdmmmyoo++o+o++oyddmdddddddddddddddddddh+o++sdmmmmdmmmmmmmmmmmmmmmmmmmmy`
odmmdddddddmmmmmmmmmmddmhoooooo+oo++ydddddhhyosssdddddddddso+++o+hmdmmmmmmmmmmmmdmmdmmmmmmd-
`hdmmmdddddmdmmmdmmmmdddoo++oo+++o++hddhso+++++++oydddddddyo+++o+oddmmmmmmdmmmmmmmmmmmmmmdo
-hdmmdddddmdddddmddmmdy++++oo++++o+hys++ooshyso+++yddddyso++++o++ydmmmmmmmmmdmmmmddmmmmdy`
/ddmdddddddmdddmmmmmh+o+++oo+++++++++oshdddddhyoooyhddy++++++++++ddmdmmmdmdmmmmmddmmmdh-
`sdmmmdddddddmdmmmmdo++++oo++++++++oydddmdddddddhyoosyo+++++o++o+ydddddddmdmmmmmmmmmmd:
`yddmmdddddmmmmmmms++++o++++++ooyddddmmdmdmdddmdddys+++++++o+++oodddmddddddmmddmmmdd+
-ydmmmddddddddmmh++++++o++oshddddddmmmdddddddddddddhyoo+++o+++o+sdddmddmmmddddmmmd+
.hdmmmdmddddddds++++++osydmmdddddmmddddddddddddddddddhso++++++oohdmmmddddddmmmddo`
-ydmmmmdddddds++++ooyhdmmdmmmddddmdddmdmddddddmddddddddyso+++++odddmddddddmmddo`
.ydmmmddddddoo+oyhdmmmmmdmmmddddddddmdddmddddddddddddddddyo++++sddmdddddmmdd+`
`sdmmmmmdds+shddmdmmmmmmddmdddddddddddddddddddddddddddddddhs+++hdddddmmmdd+`
`+ddmmmddyhddmmmmmmmmmdddmdddddddddddddddddddddddddddddddmdhsosddddmmmdh/
:hdmmmddddddmmmmdmmmddddddddddddddddddddddddddddddddddddddddddddmmmdh-
.sdmmmdddmmmmmmmdmdmmddddddddddddddddddddddddddddddddddddddddmmmddy.
/hdmmmmmmmmmddddddmddddddddddddddddddddddddddddddddddddddmmmmdh/`
.sddmmmmddddddddddddddddddddddddddddddddddddddddddddddddddddo.
/hdmdmmdmddddddmdmddddddddddddddddddddddddddddddddddddddo-
.odddmdmddddddmdmddddddddddddddddmdddddddddddddmdddddo-
.+hddmdmddddmdddddddddddddddddddddddddddddddddddh+.
`/yddddmddddmddddddddddddddddddmddddddddddddy/`
`:sddddddddddddddddddddddddmddddddddmddds:
./ydddddddddddddddddddddddddddddddy/`
-+hdddddddddddddddddddddddddy+.
`-ohdddddddddddddddddddy/.
-+yddddddddddddyo-`
.:oyddddhs/.
▄▄▄▄ ▄▄▄▄▄ ▄▄▄▄▄▄ ▄▄▄ ▄▄ ▄▄▄▄ ▄▄▄▄▄▄ ▄▄ ▄▄▄▄▄▄ ▄▄ ▄▄▄
██▀▀██ ██▀▀▀██ ▀▀██▀▀ ███ ██ ▄█▀▀▀▀█ ██▀▀▀▀█▄ ████ ██▀▀▀▀██ ██ ██▀
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▀▀▀▀ ▀▀▀▀▀ ▀▀▀▀▀▀ ▀▀ ▀▀▀ ▀▀▀▀▀ ▀▀ ▀▀ ▀▀ ▀▀ ▀▀▀ ▀▀ ▀▀
[ OK ] Launching ODIN @2024-06-22T10:29:08.977498
DEBUG:odin_eia_db.engine.odin_spark:[ OK ] Loading Spark Configuration For ODIN-Project...
DEBUG:odin_eia_db.engine.odin_spark:[ OK ] Loading Hadoop Configuration For ODIN-Project...
In [68]:
gasoline_pricing_df.printSchema()
root |-- state: string (nullable = true) |-- transc_date: string (nullable = true) |-- month_name: string (nullable = true) |-- month: long (nullable = true) |-- price: decimal(10,0) (nullable = true) |-- value: string (nullable = true)
In [69]:
gasoline_pricing_df.show(2)
+-----+-----------+----------+-----+-----+-----+ |state|transc_date|month_name|month|price|value| +-----+-----------+----------+-----+-----+-----+ | HI| 2023-05-21| May| 5| 4|29366| | HI| 2023-05-21| May| 5| 4|29366| +-----+-----------+----------+-----+-----+-----+ only showing top 2 rows
Gasoline Pricing in PADD 5 District¶
In [16]:
odin_spark: ODINSpark = ODINSpark(app_name='U.S Isobutane Production')
spark_isobutane = odin_spark.start()
us_isbn_prod: 'DataFrame' = spark_isobutane.createDataFrame(isobutane_prod)
us_isbn_prod = us_isbn_prod.withColumn('transc_date', f.date_format('Date', 'yyyy-MM-dd' ) )
pricing_df: 'PADD5' = gasoline_pricing_df.join(us_isbn_prod, on='transc_date', how='left') # join pricing + isobutane production for exog_vars
pricing_df = pricing_df.fillna(0)
df: 'DataFrame' = pricing_df.select('transc_date', 'state', 'month_name', 'month', 'price', 'stock_value', 'Value' ).toPandas()
df['price'] = df['price'].astype(float)
df['transc_date'] = pd.to_datetime(df['transc_date'])
DEBUG:odin_eia_db.engine.odin_spark:
..` ./sdmds:`
+dmmds+-` -+ymmmmmmmmdo:` ./osyyy/`
`ommmmmmmmdhso:` ./shmmmmmmmmmmmmmmds/. ./ohmmmdmdmm/
+mmmmmmmmmmmmmmmhy+//:://///++shdmmmmmmmmmmhsdmmmmmmmmmddyso+/::--.-://+syhdmmmmmmmmmmmmh`
:dmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmm+
.hdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmsooodmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd.
ommmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmh+osoymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmm/
:dmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+oohmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmms
`hdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdsoo+ososmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd.
/dmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmyoo++ooooymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmo
`ydmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmhoooooooooodmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd`
:mmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+o+ooooosmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmm/
ommmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmy+o+o+o+o+oooymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmy
ydmmmdddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmhooo+ooo+oo+ooodmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd.
.dmmmddddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+oo+o+ooo+oosmmmmmmmmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmd:
-dmmmmddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmsoo+oooo+oo+oooo+hmmmmmmmmmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmdo
+dmmmmdmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmh+oo+oooooooooooooodmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdy
sdmmmmddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+ooooo+o+oooooo+smmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdh
ymmmmddsoosssssyyyyyyyhhhhhhhhhhhhhhhhhs+o+o++o+o++oooooooo+hhhddddddddddddddmdmmmddmdmdmdmdmmmmmmmd
hmmmmdddyo+++++++++ooo+++o+oooooooooooooo+oosyyyhhhddhdddddyssssoooooooooooooooooooosoooooooymmmmmmd
hmmmmddmmdhso++++++++o++o+++ooo++++o+++ohhdddmddddddddddddddddddhy+++o++oo+oooooooooo+++++shdmmmmmmh
ymmmmdddmmmmdyso++++o+o+ooooooooooo+oshdmddddddddmddddddddddddhyso+oooooo++o++o+o++o++oshdmmmmmmmmdh
ydmmmddmmmmmdmmdyso+o++oooooooo+++o+ddddddmddddmddddddddddddddddhyo+oo+o+++o+++++++oshddmmmmmmmmmmdy
odmmmdddmdmddmmmmmhyoo++o+o+ooo+o+osddmmdddddddddddddddddddddddhyso++o++++++++++ooydmmmmmdmmmmmmmmdo
/dmmmdddmddmdmmmmmmmdysoo++++oo+o+oddddmdddddddddddddddddddddddddyo++++o++++++oyddmmmmmmmmmmmmmmmmd/
.dmmmmdddddmddmmmmmmmmmdyso+++o+ooyddmmdmddddddddmddddddddddddddysoooo++++ooyhdmmdmmmmmmmmmmmmmmmdd`
`ydmmmdddddmmddmmmmmmmmmmdhso++++sdddmmmmdddddddmmddddddddddddmddyo+++++oyhdmmmmmmmmmmmmmmmmmmmmmds
+dmmmdddddddddmmmmmmmmmmmmmdysoohdmdmmmmmdddddddmmdddddddddddddhyo++oyhdmmmmmmmmmmmmmmmmmmmmmmmmd:
-dmmmddddddddmmmmmmmmmmmmmmmmdhooyddmdmmmddddmdddddddddddddddddy+oyhdmmmmmmmmmmmmmmmmmmmmmdmmmmdy`
`ydmmmdddddddddddmmmmmmmmmmmmmyoohddddmmmdddmmmddmddmdddddddddds+sdmmmmmmmmmmmmmmmmmmmmmmmmmmmmd/
:dmmmddddmddddddmmmmmmmmmmmddoo+yddddddmdmmmmmdddddddddddddddddy+ymmmmmmdmmmmmdmmmmmmmmmmmmmmdh`
sdmmmddddddmddmmmmmmmmmmmmdso+oosyyyydddmmddddddddddddddddddyos+odmmmmmddmmmmmmmmdmmmmmmmmmmdo
-dmmmdddddddmdmmmmmmmmdmmmyoo++o+o++oyddmdddddddddddddddddddh+o++sdmmmmdmmmmmmmmmmmmmmmmmmmmy`
odmmdddddddmmmmmmmmmmddmhoooooo+oo++ydddddhhyosssdddddddddso+++o+hmdmmmmmmmmmmmmdmmdmmmmmmd-
`hdmmmdddddmdmmmdmmmmdddoo++oo+++o++hddhso+++++++oydddddddyo+++o+oddmmmmmmdmmmmmmmmmmmmmmdo
-hdmmdddddmdddddmddmmdy++++oo++++o+hys++ooshyso+++yddddyso++++o++ydmmmmmmmmmdmmmmddmmmmdy`
/ddmdddddddmdddmmmmmh+o+++oo+++++++++oshdddddhyoooyhddy++++++++++ddmdmmmdmdmmmmmddmmmdh-
`sdmmmdddddddmdmmmmdo++++oo++++++++oydddmdddddddhyoosyo+++++o++o+ydddddddmdmmmmmmmmmmd:
`yddmmdddddmmmmmmms++++o++++++ooyddddmmdmdmdddmdddys+++++++o+++oodddmddddddmmddmmmdd+
-ydmmmddddddddmmh++++++o++oshddddddmmmdddddddddddddhyoo+++o+++o+sdddmddmmmddddmmmd+
.hdmmmdmddddddds++++++osydmmdddddmmddddddddddddddddddhso++++++oohdmmmddddddmmmddo`
-ydmmmmdddddds++++ooyhdmmdmmmddddmdddmdmddddddmddddddddyso+++++odddmddddddmmddo`
.ydmmmddddddoo+oyhdmmmmmdmmmddddddddmdddmddddddddddddddddyo++++sddmdddddmmdd+`
`sdmmmmmdds+shddmdmmmmmmddmdddddddddddddddddddddddddddddddhs+++hdddddmmmdd+`
`+ddmmmddyhddmmmmmmmmmdddmdddddddddddddddddddddddddddddddmdhsosddddmmmdh/
:hdmmmddddddmmmmdmmmddddddddddddddddddddddddddddddddddddddddddddmmmdh-
.sdmmmdddmmmmmmmdmdmmddddddddddddddddddddddddddddddddddddddddmmmddy.
/hdmmmmmmmmmddddddmddddddddddddddddddddddddddddddddddddddmmmmdh/`
.sddmmmmddddddddddddddddddddddddddddddddddddddddddddddddddddo.
/hdmdmmdmddddddmdmddddddddddddddddddddddddddddddddddddddo-
.odddmdmddddddmdmddddddddddddddddmdddddddddddddmdddddo-
.+hddmdmddddmdddddddddddddddddddddddddddddddddddh+.
`/yddddmddddmddddddddddddddddddmddddddddddddy/`
`:sddddddddddddddddddddddddmddddddddmddds:
./ydddddddddddddddddddddddddddddddy/`
-+hdddddddddddddddddddddddddy+.
`-ohdddddddddddddddddddy/.
-+yddddddddddddyo-`
.:oyddddhs/.
▄▄▄▄ ▄▄▄▄▄ ▄▄▄▄▄▄ ▄▄▄ ▄▄ ▄▄▄▄ ▄▄▄▄▄▄ ▄▄ ▄▄▄▄▄▄ ▄▄ ▄▄▄
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[ OK ] Launching ODIN @2024-06-22T10:29:22.832943
DEBUG:odin_eia_db.engine.odin_spark:[ OK ] Loading Spark Configuration For ODIN-Project...
DEBUG:odin_eia_db.engine.odin_spark:[ OK ] Loading Hadoop Configuration For ODIN-Project...
In [102]:
pricing_df.printSchema()
root |-- transc_date: string (nullable = true) |-- state: string (nullable = true) |-- month_name: string (nullable = true) |-- month: long (nullable = true) |-- price: decimal(10,0) (nullable = true) |-- stock_value: string (nullable = true) |-- Date: timestamp (nullable = true) |-- Value: long (nullable = true)
In [144]:
df.head(2)
Out[144]:
| transc_date | state | month_name | month | price | stock_value | Value | state_name | |
|---|---|---|---|---|---|---|---|---|
| 0 | 2024-01-19 | NV | January | 1 | 2.0 | 31638 | 0 | Nevada |
| 1 | 2024-01-19 | NV | January | 1 | 2.0 | 31638 | 0 | Nevada |
Overal Distribution of Gasoline Price in PADD 5 District¶
In [23]:
fig = plt.figure(figsize=(12,4))
ax = fig.add_subplot()
sns.distplot(df['price'] , ax=ax)
ax.set_title("Overal Distribution of Gasoline Price in PADD 5 District", fontweight='bold', fontsize=16)
mean: float = df['price'].mean()
median: float = df['price'].median()
ymin,ymax = ax.get_ylim()
ax.vlines(x=mean, ymin=ymin, ymax=ymax, label=f'Mean: {mean:.2f}', linestyles='-.')
ax.vlines(x=median, ymin=ymin, ymax=ymax, label=f'Median: {median:.2f}', linestyles='--', color='black')
ax.legend(title='stats', fancybox=True, shadow=True)
plt.tight_layout()
Histogram of Gasoline Price in PADD 5 District By State¶
In [17]:
df['state_name'] = df['state'].apply(lambda row: INVERSE_STATES.get(row) )
plt.rcParams['figure.figsize'] = (20,10)
axs = df.sort_values(by='state_name').hist(by='state_name', column='price')
for ax in axs.flatten():
ax.set_title("HIST: Gasoline Pricing in %s" % ( ax.get_title()) , fontweight='bold')
plt.tight_layout()
Compare Gasoline Pricing in PADD 5 District¶
In [159]:
fig = plt.figure(figsize=(20,10))
for index,state in enumerate( sorted( df['state'].unique()), 1):
ax = fig.add_subplot(4,4,index)
df.query(f"state == '{state}' ").set_index('transc_date')['price'].resample('1D').mean().interpolate().plot(ax=ax)
ax.set_title(f"Daily Gasoline Price in {INVERSE_STATES.get(state)}", fontweight='bold', fontsize=12)
ax.set_ylabel("$/Gallon", fontweight='bold')
plt.tight_layout()
PADD 5 Gasoline Pricing by Month¶
In [188]:
axs = sns.catplot(data=df.sort_values(by='state_name'), x='state_name', y='price', col='month', kind='violin', palette='flare', sharey=False)
month_lookup: Dict = df[['month','month_name']].drop_duplicates().sort_values(by='month').set_index('month').to_dict().get('month_name')
for ax in axs.axes.flatten():
ax.set_xticklabels(ax.get_xticklabels(), rotation=90, fontweight='bold')
ax.set_title(f"PADD 5 Gasoline Price in {month_lookup.get(int( ax.get_title().split('=')[-1].strip() ))}", fontweight='bold', fontsize=14)
plt.tight_layout()
Decompose Seasonal Trends (Gasoline Pricing in Padd 5 District Washington)¶
In [18]:
wa_pricing: 'Series' = df.query("state_name == 'Washington' ").set_index('transc_date')['price'].resample('W').mean().interpolate().sort_index().apply(lambda row: round(row,2))
transc_dates, avg_price = zip(*wa_pricing.to_dict().items())
wa_stl: STL = STL(wa_pricing, period=7).fit()
In [211]:
fig = plt.figure(figsize=(12,10))
ax = fig.add_subplot(4,1,1)
wa_stl.observed.plot(ax=ax)
ax.set_title("Weekly Gasoline Pricing Observed in WA", fontweight='bold', fontsize=14)
ax.set_ylabel("$/Gallon", fontweight='bold')
ax = fig.add_subplot(4,1,2)
wa_stl.trend.plot(ax=ax)
ax.set_title("Weekly Gasoline Pricing Trend in WA", fontweight='bold', fontsize=14)
ax.set_ylabel("$/Gallon", fontweight='bold')
ax = fig.add_subplot(4,1,3)
wa_stl.seasonal.plot(ax=ax)
ax.set_title("Weekly Gasoline Pricing Seasonal in WA", fontweight='bold', fontsize=14)
ax = fig.add_subplot(4,1,4)
wa_stl.resid.plot(ax=ax)
ax.set_title("Weekly Gasoline Pricing Residuals in WA", fontweight='bold', fontsize=14)
plt.tight_layout()
Adfuller Test for WA Pricing (PADD 5)¶
In [19]:
wa_df: 'DataFrame' =pd.merge(left=df.query("state == 'WA' "), right=pd.DataFrame({'transc_date': list(transc_dates), 'avg_price': list(avg_price)} ), on='transc_date' , how='right' ).drop_duplicates()[['transc_date', 'month', 'price', 'stock_value', 'Value', 'avg_price']]
wa_df['Value'] = wa_df['Value'].replace({np.nan:0.0})
wa_df = wa_df.rename({'Value': 'isobutane'}, axis=1)
wa_df['stock_value'] = wa_df['stock_value'].astype(float)
wa_df['price'] = wa_df['price'].replace({np.nan:0.0})
wa_df = wa_df.replace({np.nan:12.0})
wa_df = wa_df.drop_duplicates(subset=['transc_date' ]).sort_index()
wa_endog: 'Series' = wa_df.set_index('transc_date')['avg_price'].sort_index()
wa_exog: 'Series' = wa_df.set_index('transc_date')[['month','stock_value','isobutane']].sort_index()
Adfuller Test¶
- The Adf statistic is small negative number and the p-value is less than 0.05 (
5%), indicating that the gasoline WA pricing is not stationary yet.
In [12]:
wa_adf: 'Adfuller' = adfuller( wa_endog )
pd.DataFrame({'ADF': wa_adf[0] , 'P-Value': wa_adf[1] }, index=[1])
Out[12]:
| ADF | P-Value | |
|---|---|---|
| 1 | -1.689728 | 0.436413 |
Applying First Order Differencing¶
- After applying first-order differencing, the ADF statistic becomes large negative number and the p-value is greater than 0.05, therefore the pricing data is not yet stationary.
In [104]:
wa_adf: 'Adfuller' = adfuller( np.diff(wa_endog, n=1) )
pd.DataFrame({'ADF': wa_adf[0] , 'P-Value': wa_adf[1] }, index=[1])
Out[104]:
| ADF | P-Value | |
|---|---|---|
| 1 | -1.688757 | 0.436914 |
Applying Seasonal Differencing¶
- After applying seasonal differencing, the ADF statistic becomes a large negative number and the p-value is less than 0.05. Therefore the pricing data is stationary.
In [105]:
wa_adf: 'Adfuller' = adfuller( np.diff( np.diff(wa_endog, n=1), n=7 ) )
pd.DataFrame({'ADF': wa_adf[0] , 'P-Value': wa_adf[1] }, index=[1])
Out[105]:
| ADF | P-Value | |
|---|---|---|
| 1 | -4.505329 | 0.000192 |
Optimizing SARIMAX: Find the best model params with the lowest AIC score¶
In [20]:
train: 'DataFrame' = wa_endog[:int(wa_exog.shape[0] *0.8)].sort_index()
exog_train: 'DataFrame' = wa_exog[:int(wa_exog.shape[0] *0.8)].sort_index()
test: 'DataFrame' = wa_endog[int(wa_exog.shape[0] *0.8):].sort_index()
exog_test: 'DataFrame' = wa_exog[int(wa_exog.shape[0] *0.8):].sort_index()
pkl_path: str = os.path.expanduser("~/Development/datasets/model_two_sarimax_optexogen_revision.pkl")
optimize_samirx_with_exog(p_size=7, d=1, q_size=7, P_size=7, D=1, Q_size=7, s=7, pkl_path=pkl_path, df=train, exog=exog_train)
DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Starting at index 1636 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Job Started at 2024-06-22T10:31:05.148483 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(2,1,5,7) @10:31:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(2,1,6,7) @10:31:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(3,1,0,7) @10:31:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(3,1,1,7) @10:31:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(3,1,2,7) @10:31:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(3,1,3,7) @10:31:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(3,1,4,7) @10:31:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(3,1,5,7) @10:31:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(3,1,6,7) @10:31:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(4,1,0,7) @10:31:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(4,1,1,7) @10:31:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(4,1,2,7) @10:31:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(4,1,3,7) @10:31:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(4,1,4,7) @10:31:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(4,1,5,7) @10:31:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(4,1,6,7) @10:31:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(5,1,0,7) @10:31:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(5,1,1,7) @10:31:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(5,1,2,7) @10:31:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(5,1,3,7) @10:31:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(5,1,4,7) @10:31:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(5,1,5,7) @10:31:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(5,1,6,7) @10:31:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(6,1,0,7) @10:31:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(6,1,1,7) @10:31:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(6,1,2,7) @10:31:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(6,1,3,7) @10:31:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(6,1,4,7) @10:31:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(6,1,5,7) @10:31:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,5)(6,1,6,7) @10:31:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(0,1,0,7) @10:31:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(0,1,1,7) @10:31:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(0,1,2,7) @10:31:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(0,1,3,7) @10:31:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(0,1,4,7) @10:31:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(0,1,5,7) @10:31:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(0,1,6,7) @10:31:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(1,1,0,7) @10:31:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(1,1,1,7) @10:31:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(1,1,2,7) @10:31:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(1,1,3,7) @10:31:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(1,1,4,7) @10:31:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(1,1,5,7) @10:31:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(1,1,6,7) @10:31:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(2,1,0,7) @10:31:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(2,1,1,7) @10:31:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(2,1,2,7) @10:31:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(2,1,3,7) @10:31:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(2,1,4,7) @10:31:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(2,1,5,7) @10:31:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(2,1,6,7) @10:31:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(3,1,0,7) @10:31:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(3,1,1,7) @10:32:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(3,1,2,7) @10:32:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(3,1,3,7) @10:32:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(3,1,4,7) @10:32:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(3,1,5,7) @10:32:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(3,1,6,7) @10:32:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(4,1,0,7) @10:32:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(4,1,1,7) @10:32:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(4,1,2,7) @10:32:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(4,1,3,7) @10:32:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(4,1,4,7) @10:32:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(4,1,5,7) @10:32:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(4,1,6,7) @10:32:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,1,0,7) @10:32:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,1,1,7) @10:32:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,1,2,7) @10:32:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,1,3,7) @10:32:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,1,4,7) @10:32:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,1,5,7) @10:32:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(5,1,6,7) @10:32:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,1,0,7) @10:32:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,1,1,7) @10:32:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,1,2,7) @10:32:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,1,3,7) @10:32:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,1,4,7) @10:32:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,1,5,7) @10:32:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(6,1,6,7) @10:32:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,1,0,7) @10:32:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,1,1,7) @10:32:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,1,2,7) @10:32:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,1,3,7) @10:32:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,1,4,7) @10:32:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,1,5,7) @10:32:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(0,1,6,7) @10:32:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,1,0,7) @10:32:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,1,1,7) @10:32:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,1,2,7) @10:32:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,1,3,7) @10:32:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,1,4,7) @10:32:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,1,5,7) @10:32:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(1,1,6,7) @10:32:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,1,0,7) @10:32:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,1,1,7) @10:32:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,1,2,7) @10:32:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,1,3,7) @10:32:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,1,4,7) @10:32:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,1,5,7) @10:32:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(2,1,6,7) @10:32:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,1,0,7) @10:32:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,1,1,7) @10:32:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,1,2,7) @10:32:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,1,3,7) @10:32:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,1,4,7) @10:32:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,1,5,7) @10:32:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(3,1,6,7) @10:32:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,1,0,7) @10:32:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,1,1,7) @10:32:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,1,2,7) @10:32:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,1,3,7) @10:32:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,1,4,7) @10:32:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,1,5,7) @10:32:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(4,1,6,7) @10:32:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,1,0,7) @10:32:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,1,1,7) @10:32:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,1,2,7) @10:33:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,1,3,7) @10:33:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,1,4,7) @10:33:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,1,5,7) @10:33:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(5,1,6,7) @10:33:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,1,0,7) @10:33:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,1,1,7) @10:33:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,1,2,7) @10:33:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,1,3,7) @10:33:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,1,4,7) @10:33:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,1,5,7) @10:33:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,0)(6,1,6,7) @10:33:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,1,0,7) @10:33:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,1,1,7) @10:33:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,1,2,7) @10:33:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,1,3,7) @10:33:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,1,4,7) @10:33:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,1,5,7) @10:33:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(0,1,6,7) @10:33:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,1,0,7) @10:33:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,1,1,7) @10:33:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,1,2,7) @10:33:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,1,3,7) @10:33:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,1,4,7) @10:33:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,1,5,7) @10:33:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(1,1,6,7) @10:33:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,1,0,7) @10:33:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,1,1,7) @10:33:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,1,2,7) @10:33:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,1,3,7) @10:33:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,1,4,7) @10:33:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,1,5,7) @10:33:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(2,1,6,7) @10:33:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,1,0,7) @10:33:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,1,1,7) @10:33:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,1,2,7) @10:33:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,1,3,7) @10:33:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,1,4,7) @10:33:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,1,5,7) @10:33:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(3,1,6,7) @10:33:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,1,0,7) @10:33:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,1,1,7) @10:33:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,1,2,7) @10:33:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,1,3,7) @10:33:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,1,4,7) @10:33:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,1,5,7) @10:33:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,1,6,7) @10:33:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,1,0,7) @10:33:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,1,1,7) @10:33:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,1,2,7) @10:33:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,1,3,7) @10:33:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,1,4,7) @10:33:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,1,5,7) @10:33:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,1,6,7) @10:33:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,1,0,7) @10:33:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,1,1,7) @10:33:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,1,2,7) @10:33:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,1,3,7) @10:33:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,1,4,7) @10:33:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,1,5,7) @10:33:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,1,6,7) @10:33:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,1,0,7) @10:33:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,1,1,7) @10:33:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,1,2,7) @10:33:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,1,3,7) @10:33:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,1,4,7) @10:33:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,1,5,7) @10:33:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,1,6,7) @10:34:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,1,0,7) @10:34:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,1,1,7) @10:34:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,1,2,7) @10:34:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,1,3,7) @10:34:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,1,4,7) @10:34:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,1,5,7) @10:34:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,1,6,7) @10:34:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,1,0,7) @10:34:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,1,1,7) @10:34:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,1,2,7) @10:34:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,1,3,7) @10:34:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,1,4,7) @10:34:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,1,5,7) @10:34:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,1,6,7) @10:34:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,1,0,7) @10:34:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,1,1,7) @10:34:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,1,2,7) @10:34:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,1,3,7) @10:34:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,1,4,7) @10:34:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,1,5,7) @10:34:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,1,6,7) @10:34:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,1,0,7) @10:34:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,1,1,7) @10:34:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,1,2,7) @10:34:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,1,3,7) @10:34:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,1,4,7) @10:34:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,1,5,7) @10:34:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,1,6,7) @10:34:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,1,0,7) @10:34:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,1,1,7) @10:34:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,1,2,7) @10:34:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,1,3,7) @10:34:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,1,4,7) @10:34:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,1,5,7) @10:34:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,1,6,7) @10:34:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,1,0,7) @10:34:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,1,1,7) @10:34:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,1,2,7) @10:34:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,1,3,7) @10:34:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,1,4,7) @10:34:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,1,5,7) @10:34:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,1,6,7) @10:34:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,1,0,7) @10:34:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,1,1,7) @10:34:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,1,2,7) @10:34:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,1,3,7) @10:34:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,1,4,7) @10:34:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,1,5,7) @10:34:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,1,6,7) @10:34:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,1,0,7) @10:34:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,1,1,7) @10:34:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,1,2,7) @10:34:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,1,3,7) @10:34:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,1,4,7) @10:34:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,1,5,7) @10:34:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,1,6,7) @10:34:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,1,0,7) @10:34:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,1,1,7) @10:34:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,1,2,7) @10:34:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,1,3,7) @10:34:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,1,4,7) @10:34:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,1,5,7) @10:34:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,1,6,7) @10:34:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,1,0,7) @10:34:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,1,1,7) @10:34:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,1,2,7) @10:34:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,1,3,7) @10:34:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,1,4,7) @10:34:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,1,5,7) @10:34:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,1,6,7) @10:34:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,1,0,7) @10:35:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,1,1,7) @10:35:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,1,2,7) @10:35:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,1,3,7) @10:35:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,1,4,7) @10:35:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,1,5,7) @10:35:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,1,6,7) @10:35:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,1,0,7) @10:35:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,1,1,7) @10:35:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,1,2,7) @10:35:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,1,3,7) @10:35:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,1,4,7) @10:35:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,1,5,7) @10:35:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,1,6,7) @10:35:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,1,0,7) @10:35:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,1,1,7) @10:35:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,1,2,7) @10:35:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,1,3,7) @10:35:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,1,4,7) @10:35:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,1,5,7) @10:35:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,1,6,7) @10:35:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,1,0,7) @10:35:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,1,1,7) @10:35:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,1,2,7) @10:35:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,1,3,7) @10:35:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,1,4,7) @10:35:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,1,5,7) @10:35:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,1,6,7) @10:35:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,1,0,7) @10:35:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,1,1,7) @10:35:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,1,2,7) @10:35:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,1,3,7) @10:35:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,1,4,7) @10:35:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,1,5,7) @10:35:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,1,6,7) @10:35:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,1,0,7) @10:35:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,1,1,7) @10:35:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,1,2,7) @10:35:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,1,3,7) @10:35:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,1,4,7) @10:36:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,1,5,7) @10:36:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,1,6,7) @10:36:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,1,0,7) @10:36:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,1,1,7) @10:36:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,1,2,7) @10:36:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,1,3,7) @10:36:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,1,4,7) @10:36:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,1,5,7) @10:36:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,1,6,7) @10:36:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,1,0,7) @10:36:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,1,1,7) @10:36:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,1,2,7) @10:36:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,1,3,7) @10:36:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,1,4,7) @10:36:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,1,5,7) @10:36:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,1,6,7) @10:36:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,1,0,7) @10:36:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,1,1,7) @10:36:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,1,2,7) @10:36:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,1,3,7) @10:37:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,1,4,7) @10:37:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,1,5,7) @10:37:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,1,6,7) @10:37:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,1,0,7) @10:37:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,1,1,7) @10:37:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,1,2,7) @10:37:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,1,3,7) @10:37:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,1,4,7) @10:37:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,1,5,7) @10:37:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,1,6,7) @10:37:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,1,0,7) @10:37:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,1,1,7) @10:37:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,1,2,7) @10:37:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,1,3,7) @10:37:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,1,4,7) @10:38:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,1,5,7) @10:38:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,1,6,7) @10:38:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,1,0,7) @10:38:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,1,1,7) @10:38:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,1,2,7) @10:38:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,1,3,7) @10:38:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,1,4,7) @10:38:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,1,5,7) @10:38:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,1,6,7) @10:38:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,1,0,7) @10:38:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,1,1,7) @10:38:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,1,2,7) @10:38:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,1,3,7) @10:38:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,1,4,7) @10:38:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,1,5,7) @10:38:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,1,6,7) @10:38:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,1,0,7) @10:38:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,1,1,7) @10:38:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,1,2,7) @10:38:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,1,3,7) @10:38:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,1,4,7) @10:38:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,1,5,7) @10:38:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,1,6,7) @10:38:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,1,0,7) @10:38:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,1,1,7) @10:38:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,1,2,7) @10:38:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,1,3,7) @10:38:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,1,4,7) @10:38:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,1,5,7) @10:38:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,1,6,7) @10:38:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,1,0,7) @10:38:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,1,1,7) @10:38:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,1,2,7) @10:38:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,1,3,7) @10:38:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,1,4,7) @10:38:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,1,5,7) @10:38:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,1,6,7) @10:38:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,1,0,7) @10:38:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,1,1,7) @10:38:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,1,2,7) @10:38:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,1,3,7) @10:38:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,1,4,7) @10:38:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,1,5,7) @10:38:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,1,6,7) @10:38:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,1,0,7) @10:38:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,1,1,7) @10:38:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,1,2,7) @10:38:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,1,3,7) @10:38:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,1,4,7) @10:38:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,1,5,7) @10:38:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,1,6,7) @10:38:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,1,0,7) @10:38:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,1,1,7) @10:38:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,1,2,7) @10:38:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,1,3,7) @10:38:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,1,4,7) @10:38:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,1,5,7) @10:39:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,1,6,7) @10:39:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,1,0,7) @10:39:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,1,1,7) @10:39:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,1,2,7) @10:39:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,1,3,7) @10:39:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,1,4,7) @10:39:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,1,5,7) @10:39:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,1,6,7) @10:39:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,1,0,7) @10:39:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,1,1,7) @10:39:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,1,2,7) @10:39:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,1,3,7) @10:39:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,1,4,7) @10:39:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,1,5,7) @10:39:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,1,6,7) @10:39:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,1,0,7) @10:39:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,1,1,7) @10:39:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,1,2,7) @10:39:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,1,3,7) @10:39:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,1,4,7) @10:39:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,1,5,7) @10:39:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,1,6,7) @10:39:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,1,0,7) @10:39:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,1,1,7) @10:39:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,1,2,7) @10:39:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,1,3,7) @10:39:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,1,4,7) @10:39:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,1,5,7) @10:39:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,1,6,7) @10:39:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,1,0,7) @10:39:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,1,1,7) @10:39:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,1,2,7) @10:39:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,1,3,7) @10:39:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,1,4,7) @10:39:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,1,5,7) @10:39:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,1,6,7) @10:39:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,1,0,7) @10:39:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,1,1,7) @10:39:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,1,2,7) @10:39:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,1,3,7) @10:39:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,1,4,7) @10:39:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,1,5,7) @10:39:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,1,6,7) @10:39:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,1,0,7) @10:39:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,1,1,7) @10:39:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,1,2,7) @10:39:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,1,3,7) @10:39:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,1,4,7) @10:39:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,1,5,7) @10:39:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,1,6,7) @10:39:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,1,0,7) @10:39:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,1,1,7) @10:39:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,1,2,7) @10:39:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,1,3,7) @10:39:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,1,4,7) @10:39:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,1,5,7) @10:40:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,1,6,7) @10:40:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,1,0,7) @10:40:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,1,1,7) @10:40:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,1,2,7) @10:40:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,1,3,7) @10:40:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,1,4,7) @10:40:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,1,5,7) @10:40:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,1,6,7) @10:40:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,1,0,7) @10:40:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,1,1,7) @10:40:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,1,2,7) @10:40:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,1,3,7) @10:40:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,1,4,7) @10:40:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,1,5,7) @10:40:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,1,6,7) @10:40:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,1,0,7) @10:40:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,1,1,7) @10:40:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,1,2,7) @10:40:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,1,3,7) @10:40:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,1,4,7) @10:40:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,1,5,7) @10:40:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,1,6,7) @10:40:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,1,0,7) @10:40:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,1,1,7) @10:40:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,1,2,7) @10:40:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,1,3,7) @10:40:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,1,4,7) @10:40:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,1,5,7) @10:40:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,1,6,7) @10:40:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,1,0,7) @10:40:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,1,1,7) @10:40:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,1,2,7) @10:40:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,1,3,7) @10:40:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,1,4,7) @10:40:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,1,5,7) @10:40:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,1,6,7) @10:40:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,1,0,7) @10:40:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,1,1,7) @10:40:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,1,2,7) @10:40:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,1,3,7) @10:40:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,1,4,7) @10:40:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,1,5,7) @10:40:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,1,6,7) @10:40:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,1,0,7) @10:40:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,1,1,7) @10:40:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,1,2,7) @10:40:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,1,3,7) @10:40:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,1,4,7) @10:40:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,1,5,7) @10:40:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,1,6,7) @10:40:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,1,0,7) @10:40:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,1,1,7) @10:40:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,1,2,7) @10:40:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,1,3,7) @10:40:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,1,4,7) @10:40:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,1,5,7) @10:40:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,1,6,7) @10:40:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,1,0,7) @10:40:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,1,1,7) @10:40:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,1,2,7) @10:40:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,1,3,7) @10:40:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,1,4,7) @10:40:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,1,5,7) @10:40:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,1,6,7) @10:40:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,1,0,7) @10:40:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,1,1,7) @10:40:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,1,2,7) @10:41:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,1,3,7) @10:41:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,1,4,7) @10:41:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,1,5,7) @10:41:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,1,6,7) @10:41:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,1,0,7) @10:41:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,1,1,7) @10:41:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,1,2,7) @10:41:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,1,3,7) @10:41:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,1,4,7) @10:41:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,1,5,7) @10:41:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,1,6,7) @10:41:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,1,0,7) @10:41:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,1,1,7) @10:41:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,1,2,7) @10:41:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,1,3,7) @10:41:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,1,4,7) @10:41:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,1,5,7) @10:41:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,1,6,7) @10:41:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,1,0,7) @10:41:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,1,1,7) @10:41:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,1,2,7) @10:41:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,1,3,7) @10:41:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,1,4,7) @10:41:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,1,5,7) @10:41:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,1,6,7) @10:41:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,1,0,7) @10:41:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,1,1,7) @10:41:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,1,2,7) @10:41:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,1,3,7) @10:41:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,1,4,7) @10:41:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,1,5,7) @10:41:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,1,6,7) @10:41:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,1,0,7) @10:41:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,1,1,7) @10:41:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,1,2,7) @10:41:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,1,3,7) @10:41:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,1,4,7) @10:41:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,1,5,7) @10:41:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,1,6,7) @10:41:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,1,0,7) @10:41:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,1,1,7) @10:41:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,1,2,7) @10:41:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,1,3,7) @10:42:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,1,4,7) @10:42:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,1,5,7) @10:42:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,1,6,7) @10:42:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,1,0,7) @10:42:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,1,1,7) @10:42:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,1,2,7) @10:42:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,1,3,7) @10:42:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,1,4,7) @10:42:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,1,5,7) @10:42:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,1,6,7) @10:42:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,1,0,7) @10:42:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,1,1,7) @10:42:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,1,2,7) @10:42:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,1,3,7) @10:42:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,1,4,7) @10:42:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,1,5,7) @10:42:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,1,6,7) @10:42:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,1,0,7) @10:42:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,1,1,7) @10:42:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,1,2,7) @10:42:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,1,3,7) @10:42:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,1,4,7) @10:42:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,1,5,7) @10:42:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,1,6,7) @10:42:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,1,0,7) @10:43:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,1,1,7) @10:43:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,1,2,7) @10:43:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,1,3,7) @10:43:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,1,4,7) @10:43:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,1,5,7) @10:43:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,1,6,7) @10:43:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,1,0,7) @10:43:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,1,1,7) @10:43:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,1,2,7) @10:43:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,1,3,7) @10:43:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,1,4,7) @10:43:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,1,5,7) @10:43:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,1,6,7) @10:43:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,1,0,7) @10:43:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,1,1,7) @10:43:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,1,2,7) @10:43:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,1,3,7) @10:43:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,1,4,7) @10:43:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,1,5,7) @10:43:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,1,6,7) @10:43:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,1,0,7) @10:43:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,1,1,7) @10:43:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,1,2,7) @10:43:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,1,3,7) @10:43:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,1,4,7) @10:43:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,1,5,7) @10:43:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,1,6,7) @10:43:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,1,0,7) @10:43:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,1,1,7) @10:43:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,1,2,7) @10:43:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,1,3,7) @10:43:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,1,4,7) @10:43:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,1,5,7) @10:43:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,1,6,7) @10:43:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,1,0,7) @10:43:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,1,1,7) @10:43:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,1,2,7) @10:43:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,1,3,7) @10:43:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,1,4,7) @10:43:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,1,5,7) @10:43:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,1,6,7) @10:43:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,1,0,7) @10:43:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,1,1,7) @10:43:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,1,2,7) @10:43:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,1,3,7) @10:43:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,1,4,7) @10:43:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,1,5,7) @10:43:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,1,6,7) @10:43:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,1,0,7) @10:43:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,1,1,7) @10:44:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,1,2,7) @10:44:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,1,3,7) @10:44:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,1,4,7) @10:44:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,1,5,7) @10:44:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,1,6,7) @10:44:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,1,0,7) @10:44:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,1,1,7) @10:44:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,1,2,7) @10:44:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,1,3,7) @10:44:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,1,4,7) @10:44:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,1,5,7) @10:44:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,1,6,7) @10:44:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,1,0,7) @10:44:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,1,1,7) @10:44:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,1,2,7) @10:44:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,1,3,7) @10:44:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,1,4,7) @10:44:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,1,5,7) @10:44:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,1,6,7) @10:44:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,1,0,7) @10:44:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,1,1,7) @10:44:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,1,2,7) @10:44:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,1,3,7) @10:44:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,1,4,7) @10:44:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,1,5,7) @10:45:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,1,6,7) @10:45:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,1,0,7) @10:45:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,1,1,7) @10:45:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,1,2,7) @10:45:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,1,3,7) @10:45:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,1,4,7) @10:45:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,1,5,7) @10:45:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,1,6,7) @10:45:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,1,0,7) @10:45:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,1,1,7) @10:45:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,1,2,7) @10:45:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,1,3,7) @10:46:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,1,4,7) @10:46:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,1,5,7) @10:46:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,1,6,7) @10:46:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,1,0,7) @10:46:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,1,1,7) @10:46:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,1,2,7) @10:46:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,1,3,7) @10:46:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,1,4,7) @10:46:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,1,5,7) @10:46:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,1,6,7) @10:46:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,1,0,7) @10:46:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,1,1,7) @10:46:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,1,2,7) @10:46:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,1,3,7) @10:46:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,1,4,7) @10:46:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,1,5,7) @10:46:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,1,6,7) @10:46:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,1,0,7) @10:46:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,1,1,7) @10:46:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,1,2,7) @10:46:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,1,3,7) @10:46:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,1,4,7) @10:46:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,1,5,7) @10:46:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,1,6,7) @10:46:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,1,0,7) @10:46:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,1,1,7) @10:46:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,1,2,7) @10:46:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,1,3,7) @10:46:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,1,4,7) @10:46:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,1,5,7) @10:46:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,1,6,7) @10:46:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,1,0,7) @10:46:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,1,1,7) @10:46:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,1,2,7) @10:46:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,1,3,7) @10:46:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,1,4,7) @10:46:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,1,5,7) @10:46:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,1,6,7) @10:46:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,1,0,7) @10:46:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,1,1,7) @10:46:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,1,2,7) @10:46:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,1,3,7) @10:46:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,1,4,7) @10:47:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,1,5,7) @10:47:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,1,6,7) @10:47:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,1,0,7) @10:47:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,1,1,7) @10:47:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,1,2,7) @10:47:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,1,3,7) @10:47:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,1,4,7) @10:47:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,1,5,7) @10:47:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,1,6,7) @10:47:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,1,0,7) @10:47:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,1,1,7) @10:47:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,1,2,7) @10:47:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,1,3,7) @10:47:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,1,4,7) @10:47:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,1,5,7) @10:47:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,1,6,7) @10:47:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,1,0,7) @10:47:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,1,1,7) @10:47:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,1,2,7) @10:47:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,1,3,7) @10:47:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,1,4,7) @10:47:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,1,5,7) @10:47:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,1,6,7) @10:47:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,1,0,7) @10:47:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,1,1,7) @10:47:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,1,2,7) @10:47:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,1,3,7) @10:47:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,1,4,7) @10:47:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,1,5,7) @10:47:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,1,6,7) @10:47:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,1,0,7) @10:47:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,1,1,7) @10:47:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,1,2,7) @10:47:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,1,3,7) @10:47:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,1,4,7) @10:47:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,1,5,7) @10:47:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,1,6,7) @10:47:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,1,0,7) @10:47:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,1,1,7) @10:47:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,1,2,7) @10:47:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,1,3,7) @10:47:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,1,4,7) @10:47:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,1,5,7) @10:47:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,1,6,7) @10:47:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,1,0,7) @10:47:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,1,1,7) @10:47:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,1,2,7) @10:47:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,1,3,7) @10:47:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,1,4,7) @10:48:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,1,5,7) @10:48:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,1,6,7) @10:48:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,1,0,7) @10:48:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,1,1,7) @10:48:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,1,2,7) @10:48:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,1,3,7) @10:48:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,1,4,7) @10:48:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,1,5,7) @10:48:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,1,6,7) @10:48:19
TOP 10 SARIMAX Parameter for `Model Two¶
In [21]:
pd.read_pickle(pkl_path).sort_values(by='AIC').head(10)
Out[21]:
| p | q | P | Q | AIC | |
|---|---|---|---|---|---|
| 343 | 1 | 0 | 0 | 0 | -8.860682 |
| 49 | 0 | 1 | 0 | 0 | -8.665374 |
| 686 | 2 | 0 | 0 | 0 | -8.071025 |
| 1372 | 4 | 0 | 0 | 0 | -8.024057 |
| 98 | 0 | 2 | 0 | 0 | -7.332026 |
| 1 | 0 | 0 | 0 | 1 | -6.905025 |
| 344 | 1 | 0 | 0 | 1 | -6.860682 |
| 50 | 0 | 1 | 0 | 1 | -6.665374 |
| 441 | 1 | 2 | 0 | 0 | -6.379237 |
| 392 | 1 | 1 | 0 | 0 | -6.108015 |
Model Two Summary¶
- Exogenous Variables:
Isobutane Production,State & Federal Taxes+Misc Taxes
In [22]:
model_two: SARIMAX = SARIMAX(endog=train,
exog=exog_train,
order=(1,1,0),
seasonal_order=(0,1,0,7),
simple_differencing=False
).fit(disp=False)
model_two.summary()
Out[22]:
| Dep. Variable: | avg_price | No. Observations: | 36 |
|---|---|---|---|
| Model: | SARIMAX(1, 1, 0)x(0, 1, 0, 7) | Log Likelihood | 11.659 |
| Date: | Sat, 22 Jun 2024 | AIC | -13.319 |
| Time: | 10:59:24 | BIC | -6.658 |
| Sample: | 05-21-2023 | HQIC | -11.282 |
| - 01-21-2024 | |||
| Covariance Type: | opg |
| coef | std err | z | P>|z| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| month | -0.0242 | 0.038 | -0.642 | 0.521 | -0.098 | 0.050 |
| stock_value | -7.695e-06 | 1.78e-05 | -0.433 | 0.665 | -4.25e-05 | 2.71e-05 |
| isobutane | -0.0003 | 0.000 | -1.270 | 0.204 | -0.001 | 0.000 |
| ar.L1 | 0.2621 | 0.230 | 1.141 | 0.254 | -0.188 | 0.712 |
| sigma2 | 0.0263 | 0.007 | 3.533 | 0.000 | 0.012 | 0.041 |
| Ljung-Box (L1) (Q): | 0.20 | Jarque-Bera (JB): | 17.98 |
|---|---|---|---|
| Prob(Q): | 0.65 | Prob(JB): | 0.00 |
| Heteroskedasticity (H): | 1.62 | Skew: | -1.16 |
| Prob(H) (two-sided): | 0.49 | Kurtosis: | 6.16 |
Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step).
Ljung-Box Test For Model Two SARIMAX(2,1,0)(0,1,1,7)¶
- The ljung-box test for
Model 2indicated that the erros are random (white noise), since the p-value > 0.05. Except there is significan coefficient @lag 7 and 8.
In [23]:
acorr_ljungbox(model_two.resid, lags=20)
Out[23]:
| lb_stat | lb_pvalue | |
|---|---|---|
| 1 | 0.000698 | 0.978917 |
| 2 | 0.001617 | 0.999192 |
| 3 | 0.004966 | 0.999907 |
| 4 | 0.024454 | 0.999926 |
| 5 | 0.033896 | 0.999989 |
| 6 | 0.038505 | 0.999999 |
| 7 | 8.294687 | 0.307327 |
| 8 | 8.295533 | 0.405147 |
| 9 | 8.306697 | 0.503558 |
| 10 | 8.307871 | 0.598792 |
| 11 | 8.308538 | 0.685428 |
| 12 | 8.383016 | 0.754529 |
| 13 | 8.394589 | 0.816978 |
| 14 | 8.515846 | 0.860761 |
| 15 | 8.537094 | 0.900452 |
| 16 | 8.695727 | 0.925413 |
| 17 | 8.695750 | 0.949326 |
| 18 | 8.720854 | 0.965863 |
| 19 | 9.525838 | 0.963690 |
| 20 | 9.681129 | 0.973592 |
Model Two Diagnostic Plots¶
- The diagnostic plots for
Model 2show that the errors are random (it's just a white noise) because:- On top left, the residuals graph does not show any patterns, which indicated that the errors are random.
- On top right, the residuals shows almost a normal distribution.
- The residuals Q-Q plot shows almost a straight line, indicating that Model 2 can be used to forecast weekly gasoline price in WA state.
- The correlogram shows significant coefficients at lag 4 and 7. (If the errors are truly random, the correlogram should not have any correlation after lag zero).
In [24]:
ax2 = model_two.plot_diagnostics(figsize=(15,10))
Model 2: MAPE and MAE¶
- Using the exogenous variable (Isobutane Production, State & Federal Taxes + Misc Taxes),
Model 2has an error rate of13.91%and the prediction/forecast can be off by 0.51 cents.
In [46]:
y_pred: List[float] = [ model_two.forecast(step=step + 1, exog=exog_test.iloc[step])[0] for step in range( exog_test.shape[0] ) ]
pd.DataFrame({'MAE': round(metrics.mean_absolute_percentage_error(y_true=test, y_pred=y_pred) * 100 ,2) ,
'MAPE':metrics.mean_absolute_error(y_true=test, y_pred=y_pred)
}, index=[1])
Out[46]:
| MAE | MAPE | |
|---|---|---|
| 1 | 13.91 | 0.514279 |
Model 2 Forecast: (Jan - March 2024)¶
- As I've mentioned above,
Model 2Prediction/Forecast is off by 0.51 cents or by (error_rate:13.91%). To improve the forecasting model, include different factors such as (Season, Weather Temp, Month, etc.)
In [92]:
fig = plt.figure(figsize=(20,5))
ax = fig.add_subplot()
train.plot(ax=ax, label='Training Data', marker='s', mec='black' )
pd.DataFrame( {'y_true': [train.iloc[-1]] + test.tolist() ,'y_pred': [train.iloc[-1]] + y_pred }, index=[ train.index[-1] ] + test.index.tolist()).plot(ax=ax, marker='s', mec='black')
ax.set_title("Model 2: Comparison Between Forecast vs. True value", fontweight='bold', fontsize=14)
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax.set_xlabel("Weekly Transcactions", fontweight='bold')
ax.axvspan(xmin=2819, xmax=2831, color='grey', alpha=0.3, ec='k')
ax.legend(title="Forecast: Jan - March 2024", shadow=True, fancybox=True, bbox_to_anchor=(1,1))
plt.tight_layout()
Model 3¶
- Attempt to improve accuracy of the forecast by including the following exogenous variables: (
Normal Butane,Isobutane,Taxes,Month,Season)
In [4]:
butane_prod: 'DataFrame' = pd.read_excel("https://www.eia.gov/dnav/pet/xls/PET_MOVE_IMP_DC_R50-Z00_MBBLPD_M.xls", sheet_name='Data 1' )
cols: List[str] = butane_prod.iloc[1].apply(lambda row: row if 'butane' in row.lower() else np.nan ).dropna().tolist()
current_cols: List[str] = butane_prod.iloc[1].tolist()
butane_prod.columns = current_cols
butane_prod = butane_prod.iloc[2:]
butane_prod = butane_prod[['Date'] + cols].set_index('Date').replace({np.nan:0.0}) # Thousand Barrels/Day
butane_prod.columns = ['import_normal_butane', 'import_isobutane']
butane_prod.index = pd.to_datetime(butane_prod.index)
butane_prod.tail()
Out[4]:
| import_normal_butane | import_isobutane | |
|---|---|---|
| Date | ||
| 2023-12-15 | 24.0 | 0.0 |
| 2024-01-15 | 25.0 | 0.0 |
| 2024-02-15 | 26.0 | 1.0 |
| 2024-03-15 | 21.0 | 0.0 |
| 2024-04-15 | 17.0 | 0.0 |
In [95]:
fig = plt.figure(figsize=(14,5) )
ax = fig.add_subplot()
butane_prod.plot(ax=ax)
ax.set_title("Normal Butane vs. Isobutane Import", fontweight='bold', fontsize=16)
ax.set_ylabel("Thousand Barrels/Day", fontweight='bold')
plt.tight_layout()
Gasoline Weekly Pricing by Grade¶
In [5]:
diesel_gasoline_pricing: 'DataFrame' = pd.read_excel("https://www.eia.gov/dnav/pet/xls/PET_PRI_GND_DCUS_SWA_W.xls",sheet_name='Data 1' )
cols: List[str] = diesel_gasoline_pricing.iloc[1].tolist()
diesel_gasoline_pricing = diesel_gasoline_pricing.iloc[2:]
diesel_gasoline_pricing.columns = cols
diesel_gasoline_pricing['Date'] = pd.to_datetime(diesel_gasoline_pricing['Date'] )
diesel_gasoline_pricing = diesel_gasoline_pricing.set_index('Date')
diesel_gasoline_pricing = diesel_gasoline_pricing.astype(float)
diesel_gasoline_pricing.columns = pd.Series(diesel_gasoline_pricing.columns).apply(lambda row: re.sub(r"weekly washington|\(dollars.*." , '', row.lower()).replace(' ','_').lstrip('_').rstrip('_') ).tolist()
diesel_gasoline_pricing.head()
Out[5]:
| all_grades_all_formulations_retail_gasoline_prices | all_grades_conventional_retail_gasoline_prices | regular_all_formulations_retail_gasoline_prices | regular_conventional_retail_gasoline_prices | midgrade_all_formulations_retail_gasoline_prices | midgrade_conventional_retail_gasoline_prices | premium_all_formulations_retail_gasoline_prices | premium_conventional_retail_gasoline_prices | |
|---|---|---|---|---|---|---|---|---|
| Date | ||||||||
| 2003-05-26 | 1.584 | 1.584 | 1.543 | 1.543 | 1.660 | 1.660 | 1.755 | 1.755 |
| 2003-06-02 | 1.580 | 1.580 | 1.539 | 1.539 | 1.654 | 1.654 | 1.752 | 1.752 |
| 2003-06-09 | 1.582 | 1.582 | 1.541 | 1.541 | 1.658 | 1.658 | 1.756 | 1.756 |
| 2003-06-16 | 1.622 | 1.622 | 1.582 | 1.582 | 1.695 | 1.695 | 1.793 | 1.793 |
| 2003-06-23 | 1.627 | 1.627 | 1.586 | 1.586 | 1.700 | 1.700 | 1.798 | 1.798 |
In [52]:
fig = plt.figure(figsize=(12,4))
ax = fig.add_subplot()
diesel_gasoline_pricing['regular_all_formulations_retail_gasoline_prices'].plot(label='Regular', ax=ax)
diesel_gasoline_pricing['midgrade_all_formulations_retail_gasoline_prices'].plot(label='Midgrade', ax=ax)
diesel_gasoline_pricing['premium_all_formulations_retail_gasoline_prices'].plot(label='Premium', ax=ax)
ax.legend(title="Gasoline Grades", fancybox=True, shadow=True, bbox_to_anchor=(1,1))
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax.set_title("Gasoline Prices in WA by Grade Class", fontweight='bold', fontsize=16)
plt.tight_layout()
Decompose Seasonal Trend for the weekly regular gasoline price in WA¶
- The STL for the weekly regular gasoline price shows a cyclial pattern
In [53]:
weekly_pricing: STL = STL(diesel_gasoline_pricing['regular_all_formulations_retail_gasoline_prices'], period=7).fit()
In [59]:
fig = plt.figure(figsize=(20,10))
ax = fig.add_subplot(2,2,1)
weekly_pricing.observed.plot(ax=ax)
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax.set_title("Weekly Regular Gasoline Observed in WA", fontweight='bold', fontsize=12)
ax = fig.add_subplot(2,2,2)
weekly_pricing.trend.plot(ax=ax)
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax.set_title("Weekly Regular Gasoline Trend in WA", fontweight='bold', fontsize=12)
ax = fig.add_subplot(2,2,3)
weekly_pricing.seasonal.plot(ax=ax)
ax.set_title("Weekly Regular Gasoline Seasonal in WA", fontweight='bold', fontsize=12)
ax = fig.add_subplot(2,2,4)
weekly_pricing.resid.plot(ax=ax)
ax.set_title("Weekly Regular Gasoline Residuals in WA", fontweight='bold', fontsize=12)
plt.tight_layout()
Zooming on the Weekly Gasoline Pricing Trend in Washington State¶
- The trend concave-down during cold weather and concave-up during hot-weather
In [113]:
fig = plt.figure(figsize=(15,5))
ax = fig.add_subplot()
weekly_pricing.trend.plot(style='-.') # zooming the STL-trend plot, the trend concave-down (during cold weather), concave-up close to hot-weather
ax.set_xlim([2610, 2825]) # exog: season (big-factor), iso-butane <misc-mixtures>, production crude-oils
ax.set_ylabel("$/Gallon", fontweight='bold')
ax.set_title("Zooming Weekly Gasoline Price during (2020-2024)", fontweight='bold', fontsize=14)
ax.axvspan(xmin=2680, xmax=2690, color='grey', ec='k',alpha=0.5 , label='Spring/Summer 2021')
ax.axvspan(xmin=2734, xmax=2746, color='grey', ec='k',alpha=0.5 , label='Spring/Summer 2022')
ax.axvspan(xmin=2780, xmax=2792, color='grey', ec='k',alpha=0.5 , label='Spring/Summer 2023')
ax.legend(title='Spring/Summer', fancybox=True, shadow=True, bbox_to_anchor=(1,0.72))
plt.tight_layout()
Plotting Autocorrelation vs. Partial Autocorrelation of the Gasoline Weekly Pricing¶
- The autocorrelation plots show that the gasoline price is clearly not random, since there is significant correlations after
lag 0. Also, the plots indicated that there is an autoregressive process (since there is decaying patterns), therefore plotting the pacf to find the order p of the AR process. - The partial-autocorrelation shows that there is significant correlations up to lag 4, which may indicated that the order p = 4.
- Next step: invoking
ODIN optimize_samirx_with_exogto find the order q of theMAprocess and the order p of theARprocess,
In [153]:
fig = plt.figure(figsize=(15,5))
ax = fig.add_subplot(1,2,1)
acf1 = plot_acf(diesel_gasoline_pricing['regular_all_formulations_retail_gasoline_prices'], ax=ax )
ax = fig.add_subplot(1,2,2)
pcf1 = plot_pacf(diesel_gasoline_pricing['regular_all_formulations_retail_gasoline_prices'], ax=ax )
plt.tight_layout()
Pulling Most Recent Gasoline Prices for WA (Duration: May - June 2024)¶
In [122]:
query: str = """
(SELECT
DATE_FORMAT(g.timestamp, '%Y-%m-%d') AS `transc_date`,
CAST(g.price AS DECIMAL) AS `price`,
CASE
WHEN MONTH( DATE_FORMAT(g.timestamp, '%Y-%m-%d') ) <= 2 THEN 'Cold Weather'
WHEN MONTH( DATE_FORMAT(g.timestamp, '%Y-%m-%d') ) >= 11 THEN 'Cold Weather'
ELSE 'Warm/Hot Weather'
END AS `weather_category`,
CASE
WHEN MONTH( DATE_FORMAT(g.timestamp, '%Y-%m-%d') ) >= 3 AND MONTH( DATE_FORMAT(g.timestamp, '%Y-%m-%d') ) < 6 THEN 'Spring'
WHEN MONTH( DATE_FORMAT(g.timestamp, '%Y-%m-%d') ) >= 6 AND MONTH( DATE_FORMAT(g.timestamp, '%Y-%m-%d') ) < 9 THEN 'Summer'
WHEN MONTH( DATE_FORMAT(g.timestamp, '%Y-%m-%d') ) >= 9 AND MONTH( DATE_FORMAT(g.timestamp, '%Y-%m-%d') ) < 12 THEN 'Fall'
ELSE 'Winter'
END AS `season`
FROM legacy_gasoline_pricing g
WHERE g.price > 0 AND g.state = 'WA')
UNION ALL
(SELECT
DATE_FORMAT(g.postedtime, '%Y-%m-%d') AS `transc_date`,
CAST(g.price AS DECIMAL) AS `price`,
CASE
WHEN MONTH( DATE_FORMAT(g.postedtime, '%Y-%m-%d') ) <= 2 THEN 'Cold Weather'
WHEN MONTH( DATE_FORMAT(g.postedtime, '%Y-%m-%d') ) >= 11 THEN 'Cold Weather'
ELSE 'Warm/Hot Weather'
END AS `weather_category`,
CASE
WHEN MONTH( DATE_FORMAT(g.postedtime, '%Y-%m-%d') ) >= 3 AND MONTH( DATE_FORMAT(g.postedtime, '%Y-%m-%d') ) < 6 THEN 'Spring'
WHEN MONTH( DATE_FORMAT(g.postedtime, '%Y-%m-%d') ) >= 6 AND MONTH( DATE_FORMAT(g.postedtime, '%Y-%m-%d') ) < 9 THEN 'Summer'
WHEN MONTH( DATE_FORMAT(g.postedtime, '%Y-%m-%d') ) >= 9 AND MONTH( DATE_FORMAT(g.postedtime, '%Y-%m-%d') ) < 12 THEN 'Fall'
ELSE 'Winter'
END AS `season`
FROM gasoline_pricing g
WHERE g.price > 0 AND g.state = 'WA')
"""
wa_pricing: 'DataFrame' = pd.read_sql(query,con=con)
wa_pricing['transc_date'] = pd.to_datetime(wa_pricing['transc_date'])
wa_pricing['year'] = wa_pricing['transc_date'].apply(lambda row: row.year)
wa_pricing.head()
Out[122]:
| transc_date | price | weather_category | season | |
|---|---|---|---|---|
| 0 | 2023-05-21 | 4.0 | Warm/Hot Weather | Spring |
| 1 | 2023-05-21 | 4.0 | Warm/Hot Weather | Spring |
| 2 | 2023-05-22 | 4.0 | Warm/Hot Weather | Spring |
| 3 | 2023-05-22 | 4.0 | Warm/Hot Weather | Spring |
| 4 | 2023-05-23 | 4.0 | Warm/Hot Weather | Spring |
Washington State Gasoline Price Comparison During Each Season¶
In [142]:
stats_desc: List = []
for season in wa_pricing['season'].unique().tolist():
stats_desc.append({'Year': 2023,
'Season': season,
'Max': round(wa_pricing.query(f"season == '{season}' and year== 2023 ")['price'].max(),2),
'Mean': round(wa_pricing.query(f"season == '{season}' and year== 2023 ")['price'].mean(),2),
'Min': round(wa_pricing.query(f"season == '{season}' and year== 2023 ")['price'].min(),2),
'Variance': round(wa_pricing.query(f"season == '{season}' and year== 2023 ")['price'].var(),2)
})
for season in wa_pricing['season'].unique().tolist():
stats_desc.append({'Year': 2024,
'Season': season,
'Max': round(wa_pricing.query(f"season == '{season}' and year== 2024 ")['price'].max(),2),
'Mean': round(wa_pricing.query(f"season == '{season}' and year== 2024 ")['price'].mean(),2),
'Min': round(wa_pricing.query(f"season == '{season}' and year== 2024 ")['price'].min(),2),
'Variance': round(wa_pricing.query(f"season == '{season}' and year== 2024 ")['price'].var(),2)
})
pd.DataFrame(stats_desc).fillna(0.0)
Out[142]:
| Year | Season | Max | Mean | Min | Variance | |
|---|---|---|---|---|---|---|
| 0 | 2023 | Spring | 5.0 | 4.01 | 4.0 | 0.01 |
| 1 | 2023 | Summer | 5.0 | 4.04 | 4.0 | 0.04 |
| 2 | 2023 | Fall | 5.0 | 3.88 | 3.0 | 0.18 |
| 3 | 2023 | Winter | 4.0 | 3.08 | 3.0 | 0.08 |
| 4 | 2024 | Spring | 5.0 | 3.96 | 3.0 | 0.04 |
| 5 | 2024 | Summer | 4.0 | 3.68 | 3.0 | 0.22 |
| 6 | 2024 | Fall | 0.0 | 0.00 | 0.0 | 0.00 |
| 7 | 2024 | Winter | 4.0 | 3.02 | 1.0 | 0.02 |
Average Gasoline Price in Washington State By Season¶
In [123]:
pd.DataFrame( wa_pricing.groupby('season')['price'].mean() ).applymap(lambda row: round(row, 4)) # spring -> summer 0.69 ~ 0.7 cents
Out[123]:
| price | |
|---|---|
| season | |
| Fall | 3.8767 |
| Spring | 3.9684 |
| Summer | 3.8403 |
| Winter | 3.0444 |
Gasoline Price in Washington during Fall Season¶
In [145]:
fig = plt.figure(figsize=(16,4))
ax = fig.add_subplot()
wa_pricing.query("season == 'Fall' ").set_index('transc_date')['price'].resample('D').mean().loc['2023'].dropna().plot(label='Fall 2023', marker='s', mec='black')
ax.set_title("Daily Average Gasoline Price in WA State during Fall of 2023", fontweight='bold', fontsize=14)
ax.legend()
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax.legend()
fig.autofmt_xdate()
plt.tight_layout()
Gasoline Price in Washington during Winter Season¶
In [125]:
fig = plt.figure(figsize=(16,4))
ax = fig.add_subplot(1,2,1)
wa_pricing.query("season == 'Winter' ").set_index('transc_date')['price'].resample('D').mean().loc['2023'].plot(label='Winter 2023', marker='s', mec='black')
ax.set_title("Daily Average Gasoline Price in WA State during Winter of 2023", fontweight='bold', fontsize=14)
ax.legend()
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax = fig.add_subplot(1,2,2)
wa_pricing.query("season == 'Winter' ").set_index('transc_date')['price'].resample('D').mean().loc['2024'].plot(label='Winter 2024', marker='s', mec='black')
ax.set_title("Daily Average Gasoline Price in WA State during Winter of 2024", fontweight='bold', fontsize=14)
ax.legend()
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
plt.tight_layout() # avg_price (2023) ,
Gasoline Price in Washington during Spring Season¶
In [144]:
fig = plt.figure(figsize=(16,4))
ax = fig.add_subplot(1,2,1)
wa_pricing.query("season == 'Spring' ").set_index('transc_date')['price'].resample('D').mean().loc['2023'].dropna().plot(label='Spring 2023', marker='s', mec='black')
ax.set_title("Daily Average Gasoline Price in WA State during Spring of 2023", fontweight='bold', fontsize=14)
ax.legend()
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax = fig.add_subplot(1,2,2)
wa_pricing.query("season == 'Spring' ").set_index('transc_date')['price'].resample('D').mean().loc['2024'].dropna().plot(label='Spring 2024', marker='s', mec='black')
ax.set_title("Daily Average Gasoline Price in WA State during Spring of 2024", fontweight='bold', fontsize=14)
ax.legend()
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
plt.tight_layout()
Gasoline Price in Washington during Summer Season¶
In [143]:
fig = plt.figure(figsize=(16,4))
ax = fig.add_subplot(1,2,1)
wa_pricing.query("season == 'Summer' ").set_index('transc_date')['price'].resample('D').mean().loc['2023'].dropna().plot(label='Spring 2023', marker='s', mec='black')
ax.set_title("Daily Average Gasoline Price in WA State during Spring of 2023", fontweight='bold', fontsize=14)
ax.legend()
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax = fig.add_subplot(1,2,2)
wa_pricing.query("season == 'Summer' ").set_index('transc_date')['price'].resample('D').mean().loc['2024'].dropna().plot(label='Spring 2024', marker='s', mec='black')
ax.set_title("Daily Average Gasoline Price in WA State during Spring of 2024", fontweight='bold', fontsize=14)
ax.legend()
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
plt.tight_layout()
Avg Daily Gasoline Price in Washington¶
In [93]:
fig = plt.figure(figsize=(22,5))
ax = fig.add_subplot()
wa_pricing.set_index('transc_date')['price'].resample('D').mean().interpolate().sort_index().plot( marker='s', mec='black' )
ax.set_title("Average Daily Gasoline Price in Washington (May 2024 - Present)", fontweight='bold', fontsize=16)
ax.set_ylabel("Dollar/Gallon", fontweight='bold')
ax.axvspan(xmin=19662, xmax=19783, color='gray', ec='k', alpha=0.3) # marking the cold weather / different_gasoline_mixture
plt.tight_layout()
Gasoline Price Comparison during Cold vs. Hot Weather¶
In [150]:
pd.DataFrame( wa_pricing.groupby(['year', 'weather_category'])['price'].mean() ).applymap(lambda row: round(row,2) )
Out[150]:
| price | ||
|---|---|---|
| year | weather_category | |
| 2023 | Cold Weather | 3.32 |
| Warm/Hot Weather | 4.04 | |
| 2024 | Cold Weather | 3.02 |
| Warm/Hot Weather | 3.83 |
Aditional Information: Comparing Gasoline Price by brands/providers¶
In [16]:
odin_spark: ODINSpark = ODINSpark(app_name="WA Gasoline Pricing by Station Names").start()
DEBUG:odin_eia_db.engine.odin_spark:
..` ./sdmds:`
+dmmds+-` -+ymmmmmmmmdo:` ./osyyy/`
`ommmmmmmmdhso:` ./shmmmmmmmmmmmmmmds/. ./ohmmmdmdmm/
+mmmmmmmmmmmmmmmhy+//:://///++shdmmmmmmmmmmhsdmmmmmmmmmddyso+/::--.-://+syhdmmmmmmmmmmmmh`
:dmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmm+
.hdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmsooodmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd.
ommmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmh+osoymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmm/
:dmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+oohmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmms
`hdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdsoo+ososmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd.
/dmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmyoo++ooooymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmo
`ydmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmhoooooooooodmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd`
:mmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+o+ooooosmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmm/
ommmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmy+o+o+o+o+oooymmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmy
ydmmmdddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmhooo+ooo+oo+ooodmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmd.
.dmmmddddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+oo+o+ooo+oosmmmmmmmmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmd:
-dmmmmddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmsoo+oooo+oo+oooo+hmmmmmmmmmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmdo
+dmmmmdmmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmh+oo+oooooooooooooodmmmmdmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdy
sdmmmmddmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdooo+ooooo+o+oooooo+smmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmmdh
ymmmmddsoosssssyyyyyyyhhhhhhhhhhhhhhhhhs+o+o++o+o++oooooooo+hhhddddddddddddddmdmmmddmdmdmdmdmmmmmmmd
hmmmmdddyo+++++++++ooo+++o+oooooooooooooo+oosyyyhhhddhdddddyssssoooooooooooooooooooosoooooooymmmmmmd
hmmmmddmmdhso++++++++o++o+++ooo++++o+++ohhdddmddddddddddddddddddhy+++o++oo+oooooooooo+++++shdmmmmmmh
ymmmmdddmmmmdyso++++o+o+ooooooooooo+oshdmddddddddmddddddddddddhyso+oooooo++o++o+o++o++oshdmmmmmmmmdh
ydmmmddmmmmmdmmdyso+o++oooooooo+++o+ddddddmddddmddddddddddddddddhyo+oo+o+++o+++++++oshddmmmmmmmmmmdy
odmmmdddmdmddmmmmmhyoo++o+o+ooo+o+osddmmdddddddddddddddddddddddhyso++o++++++++++ooydmmmmmdmmmmmmmmdo
/dmmmdddmddmdmmmmmmmdysoo++++oo+o+oddddmdddddddddddddddddddddddddyo++++o++++++oyddmmmmmmmmmmmmmmmmd/
.dmmmmdddddmddmmmmmmmmmdyso+++o+ooyddmmdmddddddddmddddddddddddddysoooo++++ooyhdmmdmmmmmmmmmmmmmmmdd`
`ydmmmdddddmmddmmmmmmmmmmdhso++++sdddmmmmdddddddmmddddddddddddmddyo+++++oyhdmmmmmmmmmmmmmmmmmmmmmds
+dmmmdddddddddmmmmmmmmmmmmmdysoohdmdmmmmmdddddddmmdddddddddddddhyo++oyhdmmmmmmmmmmmmmmmmmmmmmmmmd:
-dmmmddddddddmmmmmmmmmmmmmmmmdhooyddmdmmmddddmdddddddddddddddddy+oyhdmmmmmmmmmmmmmmmmmmmmmdmmmmdy`
`ydmmmdddddddddddmmmmmmmmmmmmmyoohddddmmmdddmmmddmddmdddddddddds+sdmmmmmmmmmmmmmmmmmmmmmmmmmmmmd/
:dmmmddddmddddddmmmmmmmmmmmddoo+yddddddmdmmmmmdddddddddddddddddy+ymmmmmmdmmmmmdmmmmmmmmmmmmmmdh`
sdmmmddddddmddmmmmmmmmmmmmdso+oosyyyydddmmddddddddddddddddddyos+odmmmmmddmmmmmmmmdmmmmmmmmmmdo
-dmmmdddddddmdmmmmmmmmdmmmyoo++o+o++oyddmdddddddddddddddddddh+o++sdmmmmdmmmmmmmmmmmmmmmmmmmmy`
odmmdddddddmmmmmmmmmmddmhoooooo+oo++ydddddhhyosssdddddddddso+++o+hmdmmmmmmmmmmmmdmmdmmmmmmd-
`hdmmmdddddmdmmmdmmmmdddoo++oo+++o++hddhso+++++++oydddddddyo+++o+oddmmmmmmdmmmmmmmmmmmmmmdo
-hdmmdddddmdddddmddmmdy++++oo++++o+hys++ooshyso+++yddddyso++++o++ydmmmmmmmmmdmmmmddmmmmdy`
/ddmdddddddmdddmmmmmh+o+++oo+++++++++oshdddddhyoooyhddy++++++++++ddmdmmmdmdmmmmmddmmmdh-
`sdmmmdddddddmdmmmmdo++++oo++++++++oydddmdddddddhyoosyo+++++o++o+ydddddddmdmmmmmmmmmmd:
`yddmmdddddmmmmmmms++++o++++++ooyddddmmdmdmdddmdddys+++++++o+++oodddmddddddmmddmmmdd+
-ydmmmddddddddmmh++++++o++oshddddddmmmdddddddddddddhyoo+++o+++o+sdddmddmmmddddmmmd+
.hdmmmdmddddddds++++++osydmmdddddmmddddddddddddddddddhso++++++oohdmmmddddddmmmddo`
-ydmmmmdddddds++++ooyhdmmdmmmddddmdddmdmddddddmddddddddyso+++++odddmddddddmmddo`
.ydmmmddddddoo+oyhdmmmmmdmmmddddddddmdddmddddddddddddddddyo++++sddmdddddmmdd+`
`sdmmmmmdds+shddmdmmmmmmddmdddddddddddddddddddddddddddddddhs+++hdddddmmmdd+`
`+ddmmmddyhddmmmmmmmmmdddmdddddddddddddddddddddddddddddddmdhsosddddmmmdh/
:hdmmmddddddmmmmdmmmddddddddddddddddddddddddddddddddddddddddddddmmmdh-
.sdmmmdddmmmmmmmdmdmmddddddddddddddddddddddddddddddddddddddddmmmddy.
/hdmmmmmmmmmddddddmddddddddddddddddddddddddddddddddddddddmmmmdh/`
.sddmmmmddddddddddddddddddddddddddddddddddddddddddddddddddddo.
/hdmdmmdmddddddmdmddddddddddddddddddddddddddddddddddddddo-
.odddmdmddddddmdmddddddddddddddddmdddddddddddddmdddddo-
.+hddmdmddddmdddddddddddddddddddddddddddddddddddh+.
`/yddddmddddmddddddddddddddddddmddddddddddddy/`
`:sddddddddddddddddddddddddmddddddddmddds:
./ydddddddddddddddddddddddddddddddy/`
-+hdddddddddddddddddddddddddy+.
`-ohdddddddddddddddddddy/.
-+yddddddddddddyo-`
.:oyddddhs/.
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[ OK ] Launching ODIN @2024-06-24T17:05:48.954530
DEBUG:odin_eia_db.engine.odin_spark:[ OK ] Loading Spark Configuration For ODIN-Project...
:: loading settings :: url = jar:file:/opt/spark-3.5.1-bin-hadoop3/jars/ivy-2.5.1.jar!/org/apache/ivy/core/settings/ivysettings.xml
Ivy Default Cache set to: /home/ubuntu/.ivy2/cache
The jars for the packages stored in: /home/ubuntu/.ivy2/jars
org.apache.hadoop#hadoop-aws added as a dependency
com.amazonaws#aws-java-sdk-bundle added as a dependency
:: resolving dependencies :: org.apache.spark#spark-submit-parent-878652e4-6562-4538-8591-b91a2eee1127;1.0
confs: [default]
found org.apache.hadoop#hadoop-aws;3.3.1 in central
found com.amazonaws#aws-java-sdk-bundle;1.11.901 in central
found org.wildfly.openssl#wildfly-openssl;1.0.7.Final in central
:: resolution report :: resolve 481ms :: artifacts dl 14ms
:: modules in use:
com.amazonaws#aws-java-sdk-bundle;1.11.901 from central in [default]
org.apache.hadoop#hadoop-aws;3.3.1 from central in [default]
org.wildfly.openssl#wildfly-openssl;1.0.7.Final from central in [default]
---------------------------------------------------------------------
| | modules || artifacts |
| conf | number| search|dwnlded|evicted|| number|dwnlded|
---------------------------------------------------------------------
| default | 3 | 0 | 0 | 0 || 3 | 0 |
---------------------------------------------------------------------
:: retrieving :: org.apache.spark#spark-submit-parent-878652e4-6562-4538-8591-b91a2eee1127
confs: [default]
0 artifacts copied, 3 already retrieved (0kB/6ms)
24/06/24 17:05:55 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
Setting default log level to "WARN".
To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).
DEBUG:odin_eia_db.engine.odin_spark:[ OK ] Loading Hadoop Configuration For ODIN-Project...
In [50]:
wa_pricing: 'DataFrame' = diesel_gasoline_pricing['regular_all_formulations_retail_gasoline_prices']
wa_pricing = wa_pricing.sort_index()
query: str = """
SELECT
o.gas_station,
o.transc_date,
MONTH(o.transc_date) AS "month",
o.price
FROM odin_legacy_historical_pricing o
WHERE o.state_name = 'Washington'
"""
query_execution_id: str = odin_athena.execute_query(db='odin_db', query=query).get('query_execution_id')
wait_time: int = 0
threshold: int = 180
while True:
current_time: str = datetime.today().strftime('%H:%M:%S')
print(f"[ \033[92mOK\033[0m ] Waiting for ODIN to finish the query @{current_time}")
state: str = odin_athena.get_query_execution(query_execution_id=query_execution_id).get('status').get('State') # s3_path
time.sleep(1)
wait_time += 1
if state == 'SUCCEEDED':
print(f"[ \033[92mOK\033[0m ] Job Completed @{current_time}. Please check ODIN-Spark")
break
if wait_time > threshold:
print(f"[ \033[92mOK\033[0m ] The query execution is exceeding 60 seconds. Terminating loop @{current_time}. Please reffer to the following query_execution_id: {query_execution_id}")
break
df: 'DataFrame' = odin_spark.read.format('csv').option('header', 'true').option('delimiter', ',').load(odin_athena.get_query_execution(query_execution_id=query_execution_id).get('s3_path').replace('s3', 's3a') )
df = df.withColumn('price', f.col('price').cast('integer'))
df.show(5)
[ OK ] Waiting for ODIN to finish the query @17:49:54 [ OK ] Waiting for ODIN to finish the query @17:49:55 [ OK ] Waiting for ODIN to finish the query @17:49:56 [ OK ] Waiting for ODIN to finish the query @17:49:57 [ OK ] Job Completed @17:49:57. Please check ODIN-Spark +--------------------+--------------------+-----+-----+ | gas_station| transc_date|month|price| +--------------------+--------------------+-----+-----+ |Meridian Liquor S...|2023-06-03 00:00:...| 6| 3| | ARCO|2023-05-28 00:00:...| 5| 3| |Yakima Ave. Quick...|2023-05-26 00:00:...| 5| 4| | ARCO|2023-05-30 00:00:...| 5| 4| | ARCO|2023-05-29 00:00:...| 5| 3| +--------------------+--------------------+-----+-----+ only showing top 5 rows
Top 10 Gas-Station with the highest avg price in WA¶
In [67]:
gas_station_pricing: 'DataFrame' = df.orderBy('month').groupby('gas_station').pivot('month').agg(f.round(f.avg('price'), 2).alias('avg_price') ).orderBy(list(map(lambda col: "`%s`" %(col), range(1, 11,1) )), ascending=False).fillna(0.0).toPandas()
INFO:py4j.clientserver:Closing down clientserver connection
In [93]:
fig = plt.figure(figsize=(10,8))
ax = fig.add_subplot()
sns.heatmap(gas_station_pricing.set_index('gas_station')[list(map(lambda col: str(col) , range(1,13)))].sort_values(by=list(map(lambda col: str(col), range(1,13) )), ascending=False ).rename({ str(month):pd.to_datetime(f"2020-{month}-01").month_name() for month in range(1,13)} , axis=1).head(25), ax=ax, annot=True )
ax.set_title("Top 25 Gas-Station with the highest Avg Price in WA", fontweight='bold', fontsize=16)
ax.set_xticklabels( ax.get_xticklabels(), fontweight='bold' )
ax.set_yticklabels( ax.get_yticklabels(), fontweight='bold' )
plt.tight_layout()
Most Popular Gas Station in WA¶
In [102]:
gas_stations: 'DataFrame' = df.groupBy('gas_station').count().orderBy('count', ascending=False).toPandas()
total_gas_station: int = gas_stations['count'].sum()
top10_gas_stations, visit_freqs = zip(*dict( gas_stations.head(10).apply(lambda row: (row['gas_station'], row['count']), axis=1).tolist()).items() )
In [130]:
fig = plt.figure(figsize=(20,5))
ax = fig.add_subplot()
ax.pie(x=list(visit_freqs), labels=[ f"{k}:{(v/total_gas_station) * 100:.2f} %" for k,v in zip(top10_gas_stations, visit_freqs) ], colors=sns.color_palette(n_colors=10, palette='flare'))
plt.gcf().gca().add_artist(plt.Circle(xy=(0,0),radius=0.46, color='white' ))
ax.set_title('Most Popular Gas Station in WA', fontweight='bold', fontsize=15)
plt.tight_layout()
Building Exogenous Variable for Model 3¶
- Season Encoding: 1:
Spring2:Summer3:Fall4:Winter
In [6]:
wa_pricing_df: 'DataFrame' = pd.DataFrame({**diesel_gasoline_pricing.loc['2023']['regular_all_formulations_retail_gasoline_prices'].to_dict(),
**diesel_gasoline_pricing.loc['2024']['regular_all_formulations_retail_gasoline_prices'].to_dict() }, index=['avg_pricing'] ).transpose()
wa_pricing_df = wa_pricing_df.sort_index()
wa_pricing_df.loc[:, 'month'] = pd.Series(wa_pricing_df.index).apply(lambda row: row.month ).tolist()
wa_pricing_df['season'] = wa_pricing_df['month'].apply(lambda row: 1 if row >=3 and row < 6 else 2 if row >=6 and row < 9 else 3 if row >= 9 and row < 12 else 4 )
wa_pricing_df.loc[:,'state_tax'] = 49.4 # state tax
wa_pricing_df.loc[:,'federal_tax'] = 18.4 # federal tax
wa_pricing_df['period'] = pd.Series( wa_pricing_df.index).apply(lambda row: row.strftime('%Y-%m')).tolist()
# merge butane production for exog variables to help predict the weekly gasoline pricing in WA
butane_prod: 'DataFrame' = pd.concat([butane_prod.loc['2023'], butane_prod.loc['2024'] ], axis=0) # butane and its derivative
butane_prod['period'] = pd.Series( butane_prod.index).apply(lambda row: row.strftime('%Y-%m') ).tolist()
indexes: List[str] = wa_pricing_df.index.tolist()
wa_pricing_df = pd.merge(left=wa_pricing_df, right=butane_prod, on='period', how='left') .fillna(0.0)
pd.merge(left=wa_pricing_df,
right=odin_crude_oil.get_crude_oil_and_petroleum_products(state_name='washington')[['period','value']], # current crude_olis productions in WA
on='period',
how='left').fillna(0.0)
wa_pricing_df.index = pd.to_datetime(indexes)
wa_pricing_df = wa_pricing_df.drop('period', axis=1)
wa_pricing_df = wa_pricing_df.sort_index()
# create train & test sets for endog and exog variables
size: int = int( wa_pricing_df.shape[0] * 0.8)
exog_cols: List = ['month', 'season', 'state_tax', 'federal_tax', 'import_normal_butane', 'import_isobutane']
endog_train = wa_pricing_df.iloc[:size]['avg_pricing'].sort_index()
exog_train = wa_pricing_df.iloc[:size][exog_cols].sort_index()
endog_test = wa_pricing_df.iloc[size:]['avg_pricing'].sort_index()
exog_test = wa_pricing_df.iloc[size:][exog_cols].sort_index()
Adfuller Test for Model 3¶
- The Adf test shows that the data still not stationary, since the ADF-statistic is a small negative number and the
p-value> 0.05
In [120]:
model3_adf: adfuller = adfuller(endog_train)
pd.DataFrame({'ADF': model3_adf[0], 'P-Value': model3_adf[1]}, index=[1])
Out[120]:
| ADF | P-Value | |
|---|---|---|
| 1 | -2.291847 | 0.174611 |
Adfuller Test For Model 3 applying first-order differencing¶
- After applying the fist-order of differencing, the data becomes stationary because the
p-valueis now less than 0.05
In [121]:
model3_adf: adfuller = adfuller(np.diff( endog_train,n=1) )
pd.DataFrame({'ADF': model3_adf[0], 'P-Value': model3_adf[1]}, index=[1])
Out[121]:
| ADF | P-Value | |
|---|---|---|
| 1 | -3.077345 | 0.028276 |
Parameter Optimization: Finding the best SARIMAX param with the lowest AIC Score¶
In [9]:
pkl_path: str= os.path.expanduser( "~/Development/datasets/sarimax_model3_wa_pricing.pkl")
optimize_samirx_with_exog(p_size=7, d=1, q_size=7, P_size=7, D=0, Q_size=7, s=7, pkl_path=pkl_path, df=wa_pricing_df['avg_pricing'].sort_index(), exog=wa_pricing_df[exog_cols].sort_index() )
DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Starting at index 1676 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Job Started at 2024-06-27T15:54:54.846869 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(1,0,3,7) @15:54:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(1,0,4,7) @15:54:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(1,0,5,7) @15:54:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(1,0,6,7) @15:55:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(2,0,0,7) @15:55:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(2,0,1,7) @15:55:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(2,0,2,7) @15:55:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(4,1,6)(2,0,3,7) @15:55:14 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]Running model SARIMAX(5,1,1)(3,0,6,7) @16:01:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,0,0,7) @16:01:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,0,1,7) @16:01:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,0,2,7) @16:01:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,0,3,7) @16:01:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,0,4,7) @16:01:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,0,5,7) @16:01:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(4,0,6,7) @16:01:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,0,0,7) @16:01:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,0,1,7) @16:02:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,0,2,7) @16:02:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,0,3,7) @16:02:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,0,4,7) @16:02:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,0,5,7) @16:02:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(5,0,6,7) @16:02:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,0,0,7) @16:02:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,0,1,7) @16:02:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,0,2,7) @16:02:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,0,3,7) @16:02:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,0,4,7) @16:02:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,0,5,7) @16:03:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,1)(6,0,6,7) @16:03:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,0,0,7) @16:03:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,0,1,7) @16:03:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,0,2,7) @16:03:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,0,3,7) @16:03:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,0,4,7) @16:03:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,0,5,7) @16:03:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(0,0,6,7) @16:03:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,0,0,7) @16:03:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,0,1,7) @16:03:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,0,2,7) @16:03:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,0,3,7) @16:03:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,0,4,7) @16:03:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,0,5,7) @16:03:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(1,0,6,7) @16:03:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,0,0,7) @16:03:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,0,1,7) @16:03:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,0,2,7) @16:03:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,0,3,7) @16:03:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,0,4,7) @16:03:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,0,5,7) @16:03:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(2,0,6,7) @16:03:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,0,0,7) @16:04:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,0,1,7) @16:04:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,0,2,7) @16:04:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,0,3,7) @16:04:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,0,4,7) @16:04:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,0,5,7) @16:04:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(3,0,6,7) @16:04:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,0,0,7) @16:04:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,0,1,7) @16:04:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,0,2,7) @16:04:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,0,3,7) @16:04:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,0,4,7) @16:04:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,0,5,7) @16:04:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(4,0,6,7) @16:04:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,0,0,7) @16:04:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,0,1,7) @16:04:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,0,2,7) @16:05:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,0,3,7) @16:05:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,0,4,7) @16:05:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,0,5,7) @16:05:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(5,0,6,7) @16:05:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,0,0,7) @16:05:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,0,1,7) @16:05:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,0,2,7) @16:05:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,0,3,7) @16:05:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,0,4,7) @16:05:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,0,5,7) @16:06:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,2)(6,0,6,7) @16:06:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,0,0,7) @16:06:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,0,1,7) @16:06:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,0,2,7) @16:06:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,0,3,7) @16:06:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,0,4,7) @16:06:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,0,5,7) @16:06:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(0,0,6,7) @16:06:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,0,0,7) @16:06:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,0,1,7) @16:06:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,0,2,7) @16:06:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,0,3,7) @16:06:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,0,4,7) @16:06:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,0,5,7) @16:06:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(1,0,6,7) @16:06:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,0,0,7) @16:06:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,0,1,7) @16:06:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,0,2,7) @16:06:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,0,3,7) @16:06:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,0,4,7) @16:06:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,0,5,7) @16:06:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(2,0,6,7) @16:06:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,0,0,7) @16:07:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,0,1,7) @16:07:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,0,2,7) @16:07:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,0,3,7) @16:07:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,0,4,7) @16:07:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,0,5,7) @16:07:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(3,0,6,7) @16:07:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,0,0,7) @16:07:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,0,1,7) @16:07:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,0,2,7) @16:07:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,0,3,7) @16:07:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,0,4,7) @16:07:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,0,5,7) @16:07:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(4,0,6,7) @16:07:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,0,0,7) @16:07:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,0,1,7) @16:07:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,0,2,7) @16:08:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,0,3,7) @16:08:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,0,4,7) @16:08:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,0,5,7) @16:08:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(5,0,6,7) @16:08:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,0,0,7) @16:08:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,0,1,7) @16:08:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,0,2,7) @16:08:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,0,3,7) @16:08:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,0,4,7) @16:08:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,0,5,7) @16:08:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,3)(6,0,6,7) @16:09:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,0,0,7) @16:09:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,0,1,7) @16:09:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,0,2,7) @16:09:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,0,3,7) @16:09:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,0,4,7) @16:09:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,0,5,7) @16:09:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(0,0,6,7) @16:09:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,0,0,7) @16:09:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,0,1,7) @16:09:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,0,2,7) @16:09:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,0,3,7) @16:09:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,0,4,7) @16:09:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,0,5,7) @16:09:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(1,0,6,7) @16:09:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,0,0,7) @16:09:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,0,1,7) @16:09:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,0,2,7) @16:09:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,0,3,7) @16:09:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,0,4,7) @16:09:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,0,5,7) @16:09:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(2,0,6,7) @16:10:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,0,0,7) @16:10:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,0,1,7) @16:10:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,0,2,7) @16:10:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,0,3,7) @16:10:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,0,4,7) @16:10:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,0,5,7) @16:10:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(3,0,6,7) @16:10:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,0,0,7) @16:10:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,0,1,7) @16:10:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,0,2,7) @16:10:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,0,3,7) @16:10:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,0,4,7) @16:10:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,0,5,7) @16:10:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(4,0,6,7) @16:10:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,0,0,7) @16:11:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,0,1,7) @16:11:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,0,2,7) @16:11:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,0,3,7) @16:11:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,0,4,7) @16:11:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,0,5,7) @16:11:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(5,0,6,7) @16:11:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,0,0,7) @16:11:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,0,1,7) @16:11:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,0,2,7) @16:11:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,0,3,7) @16:12:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,0,4,7) @16:12:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,0,5,7) @16:12:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,4)(6,0,6,7) @16:12:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,0,0,7) @16:12:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,0,1,7) @16:12:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,0,2,7) @16:12:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,0,3,7) @16:12:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,0,4,7) @16:12:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,0,5,7) @16:12:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(0,0,6,7) @16:12:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,0,0,7) @16:12:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,0,1,7) @16:12:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,0,2,7) @16:12:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,0,3,7) @16:12:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,0,4,7) @16:13:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,0,5,7) @16:13:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(1,0,6,7) @16:13:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,0,0,7) @16:13:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,0,1,7) @16:13:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,0,2,7) @16:13:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,0,3,7) @16:13:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,0,4,7) @16:13:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,0,5,7) @16:13:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(2,0,6,7) @16:13:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,0,0,7) @16:13:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,0,1,7) @16:13:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,0,2,7) @16:13:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,0,3,7) @16:13:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,0,4,7) @16:13:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,0,5,7) @16:13:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(3,0,6,7) @16:13:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,0,0,7) @16:13:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,0,1,7) @16:14:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,0,2,7) @16:14:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,0,3,7) @16:14:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,0,4,7) @16:14:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,0,5,7) @16:14:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(4,0,6,7) @16:14:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,0,0,7) @16:14:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,0,1,7) @16:14:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,0,2,7) @16:14:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,0,3,7) @16:14:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,0,4,7) @16:14:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,0,5,7) @16:14:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(5,0,6,7) @16:14:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,0,0,7) @16:15:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,0,1,7) @16:15:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,0,2,7) @16:15:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,0,3,7) @16:15:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,0,4,7) @16:15:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,0,5,7) @16:15:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,5)(6,0,6,7) @16:15:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,0,0,7) @16:15:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,0,1,7) @16:15:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,0,2,7) @16:16:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,0,3,7) @16:16:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,0,4,7) @16:16:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,0,5,7) @16:16:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(0,0,6,7) @16:16:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,0,0,7) @16:16:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,0,1,7) @16:16:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,0,2,7) @16:16:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,0,3,7) @16:16:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,0,4,7) @16:16:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,0,5,7) @16:16:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(1,0,6,7) @16:16:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,0,0,7) @16:16:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,0,1,7) @16:16:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,0,2,7) @16:16:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,0,3,7) @16:16:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,0,4,7) @16:16:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,0,5,7) @16:16:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(2,0,6,7) @16:16:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,0,0,7) @16:17:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,0,1,7) @16:17:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,0,2,7) @16:17:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,0,3,7) @16:17:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,0,4,7) @16:17:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,0,5,7) @16:17:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(3,0,6,7) @16:17:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,0,0,7) @16:17:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,0,1,7) @16:17:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,0,2,7) @16:17:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,0,3,7) @16:17:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,0,4,7) @16:17:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,0,5,7) @16:17:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(4,0,6,7) @16:17:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,0,0,7) @16:17:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,0,1,7) @16:18:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,0,2,7) @16:18:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,0,3,7) @16:18:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,0,4,7) @16:18:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,0,5,7) @16:18:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(5,0,6,7) @16:18:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,0,0,7) @16:18:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,0,1,7) @16:18:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,0,2,7) @16:18:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,0,3,7) @16:19:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,0,4,7) @16:19:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,0,5,7) @16:19:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(5,1,6)(6,0,6,7) @16:19:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,0,0,7) @16:19:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,0,1,7) @16:19:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,0,2,7) @16:19:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,0,3,7) @16:19:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,0,4,7) @16:19:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,0,5,7) @16:19:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(0,0,6,7) @16:19:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,0,0,7) @16:19:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,0,1,7) @16:19:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,0,2,7) @16:19:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,0,3,7) @16:19:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,0,4,7) @16:19:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,0,5,7) @16:19:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(1,0,6,7) @16:19:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,0,0,7) @16:19:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,0,1,7) @16:20:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,0,2,7) @16:20:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,0,3,7) @16:20:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,0,4,7) @16:20:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,0,5,7) @16:20:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(2,0,6,7) @16:20:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,0,0,7) @16:20:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,0,1,7) @16:20:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,0,2,7) @16:20:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,0,3,7) @16:20:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,0,4,7) @16:20:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,0,5,7) @16:20:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(3,0,6,7) @16:20:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,0,0,7) @16:20:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,0,1,7) @16:20:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,0,2,7) @16:20:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,0,3,7) @16:20:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,0,4,7) @16:20:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,0,5,7) @16:20:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(4,0,6,7) @16:20:52 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,0,0,7) @16:20:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,0,1,7) @16:21:01 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,0,2,7) @16:21:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,0,3,7) @16:21:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,0,4,7) @16:21:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,0,5,7) @16:21:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(5,0,6,7) @16:21:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,0,0,7) @16:21:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,0,1,7) @16:21:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,0,2,7) @16:21:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,0,3,7) @16:21:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,0,4,7) @16:21:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,0,5,7) @16:22:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,0)(6,0,6,7) @16:22:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,0,0,7) @16:22:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,0,1,7) @16:22:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,0,2,7) @16:22:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,0,3,7) @16:22:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,0,4,7) @16:22:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,0,5,7) @16:22:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(0,0,6,7) @16:22:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,0,0,7) @16:22:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,0,1,7) @16:22:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,0,2,7) @16:22:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,0,3,7) @16:22:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,0,4,7) @16:22:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,0,5,7) @16:22:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(1,0,6,7) @16:22:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,0,0,7) @16:22:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,0,1,7) @16:22:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,0,2,7) @16:22:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,0,3,7) @16:22:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,0,4,7) @16:22:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,0,5,7) @16:22:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(2,0,6,7) @16:22:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,0,0,7) @16:23:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,0,1,7) @16:23:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,0,2,7) @16:23:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,0,3,7) @16:23:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,0,4,7) @16:23:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,0,5,7) @16:23:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(3,0,6,7) @16:23:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,0,0,7) @16:23:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,0,1,7) @16:23:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,0,2,7) @16:23:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,0,3,7) @16:23:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,0,4,7) @16:23:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,0,5,7) @16:23:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(4,0,6,7) @16:23:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,0,0,7) @16:23:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,0,1,7) @16:23:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,0,2,7) @16:23:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,0,3,7) @16:24:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,0,4,7) @16:24:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,0,5,7) @16:24:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(5,0,6,7) @16:24:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,0,0,7) @16:24:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,0,1,7) @16:24:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,0,2,7) @16:24:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,0,3,7) @16:24:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,0,4,7) @16:24:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,0,5,7) @16:24:57 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,1)(6,0,6,7) @16:25:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,0,0,7) @16:25:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,0,1,7) @16:25:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,0,2,7) @16:25:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,0,3,7) @16:25:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,0,4,7) @16:25:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,0,5,7) @16:25:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(0,0,6,7) @16:25:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,0,0,7) @16:25:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,0,1,7) @16:25:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,0,2,7) @16:25:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,0,3,7) @16:25:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,0,4,7) @16:25:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,0,5,7) @16:25:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(1,0,6,7) @16:25:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,0,0,7) @16:25:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,0,1,7) @16:25:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,0,2,7) @16:25:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,0,3,7) @16:25:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,0,4,7) @16:25:47 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,0,5,7) @16:25:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(2,0,6,7) @16:25:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,0,0,7) @16:25:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,0,1,7) @16:26:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,0,2,7) @16:26:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,0,3,7) @16:26:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,0,4,7) @16:26:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,0,5,7) @16:26:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(3,0,6,7) @16:26:16 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,0,0,7) @16:26:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,0,1,7) @16:26:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,0,2,7) @16:26:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,0,3,7) @16:26:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,0,4,7) @16:26:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,0,5,7) @16:26:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(4,0,6,7) @16:26:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,0,0,7) @16:26:51 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,0,1,7) @16:26:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,0,2,7) @16:27:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,0,3,7) @16:27:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,0,4,7) @16:27:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,0,5,7) @16:27:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(5,0,6,7) @16:27:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,0,0,7) @16:27:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,0,1,7) @16:27:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,0,2,7) @16:27:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,0,3,7) @16:27:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,0,4,7) @16:27:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,0,5,7) @16:28:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,2)(6,0,6,7) @16:28:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,0,0,7) @16:28:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,0,1,7) @16:28:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,0,2,7) @16:28:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,0,3,7) @16:28:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,0,4,7) @16:28:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,0,5,7) @16:28:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(0,0,6,7) @16:28:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,0,0,7) @16:28:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,0,1,7) @16:28:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,0,2,7) @16:28:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,0,3,7) @16:28:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,0,4,7) @16:28:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,0,5,7) @16:28:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(1,0,6,7) @16:28:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,0,0,7) @16:29:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,0,1,7) @16:29:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,0,2,7) @16:29:05 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,0,3,7) @16:29:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,0,4,7) @16:29:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,0,5,7) @16:29:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(2,0,6,7) @16:29:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,0,0,7) @16:29:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,0,1,7) @16:29:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,0,2,7) @16:29:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,0,3,7) @16:29:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,0,4,7) @16:29:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,0,5,7) @16:29:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(3,0,6,7) @16:29:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,0,0,7) @16:29:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,0,1,7) @16:29:59 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,0,2,7) @16:30:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,0,3,7) @16:30:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,0,4,7) @16:30:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,0,5,7) @16:30:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(4,0,6,7) @16:30:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,0,0,7) @16:30:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,0,1,7) @16:30:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,0,2,7) @16:30:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,0,3,7) @16:30:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,0,4,7) @16:30:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,0,5,7) @16:31:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(5,0,6,7) @16:31:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,0,0,7) @16:31:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,0,1,7) @16:31:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,0,2,7) @16:31:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,0,3,7) @16:31:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,0,4,7) @16:31:54 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,0,5,7) @16:32:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ FAILED ] SARIMAX(6,1,3)(6,0,5,7) failed @16:32:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,3)(6,0,6,7) @16:32:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,0,0,7) @16:32:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,0,1,7) @16:32:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,0,2,7) @16:32:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,0,3,7) @16:32:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,0,4,7) @16:32:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,0,5,7) @16:32:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(0,0,6,7) @16:32:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,0,0,7) @16:32:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,0,1,7) @16:32:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,0,2,7) @16:32:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,0,3,7) @16:32:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,0,4,7) @16:32:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,0,5,7) @16:32:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(1,0,6,7) @16:32:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,0,0,7) @16:32:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,0,1,7) @16:32:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,0,2,7) @16:32:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,0,3,7) @16:33:00 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,0,4,7) @16:33:03 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,0,5,7) @16:33:06 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(2,0,6,7) @16:33:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,0,0,7) @16:33:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,0,1,7) @16:33:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,0,2,7) @16:33:22 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,0,3,7) @16:33:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,0,4,7) @16:33:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,0,5,7) @16:33:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(3,0,6,7) @16:33:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,0,0,7) @16:33:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,0,1,7) @16:33:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,0,2,7) @16:33:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,0,3,7) @16:33:53 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,0,4,7) @16:33:58 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,0,5,7) @16:34:02 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(4,0,6,7) @16:34:08 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,0,0,7) @16:34:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,0,1,7) @16:35:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,0,2,7) @16:35:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,0,3,7) @16:35:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,0,4,7) @16:35:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,0,5,7) @16:35:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(5,0,6,7) @16:35:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,0,0,7) @16:35:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,0,1,7) @16:35:56 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,0,2,7) @16:38:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,0,3,7) @16:40:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,0,4,7) @16:40:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,0,5,7) @16:40:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,4)(6,0,6,7) @16:40:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,0,0,7) @16:41:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,0,1,7) @16:42:07 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,0,2,7) @16:43:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,0,3,7) @16:44:48 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,0,4,7) @16:45:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,0,5,7) @16:45:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(0,0,6,7) @16:45:18 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,0,0,7) @16:45:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,0,1,7) @16:45:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,0,2,7) @16:45:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,0,3,7) @16:45:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,0,4,7) @16:45:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,0,5,7) @16:45:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(1,0,6,7) @16:45:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,0,0,7) @16:48:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,0,1,7) @16:49:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,0,2,7) @16:50:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,0,3,7) @16:50:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,0,4,7) @16:50:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,0,5,7) @16:50:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(2,0,6,7) @16:50:23 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,0,0,7) @16:50:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,0,1,7) @16:50:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,0,2,7) @16:50:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,0,3,7) @16:50:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,0,4,7) @16:50:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,0,5,7) @16:50:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(3,0,6,7) @16:52:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,0,0,7) @16:55:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,0,1,7) @16:55:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,0,2,7) @16:55:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,0,3,7) @16:55:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,0,4,7) @16:55:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,0,5,7) @16:55:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(4,0,6,7) @16:55:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,0,0,7) @16:55:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,0,1,7) @16:57:09 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,0,2,7) @16:59:44 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,0,3,7) @17:00:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,0,4,7) @17:00:20 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,0,5,7) @17:00:26 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(5,0,6,7) @17:00:32 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,0,0,7) @17:00:41 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,0,1,7) @17:02:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,0,2,7) @17:05:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,0,3,7) @17:05:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,0,4,7) @17:05:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,0,5,7) @17:05:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,5)(6,0,6,7) @17:05:45 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,0,0,7) @17:09:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,0,1,7) @17:10:04 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,0,2,7) @17:10:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,0,3,7) @17:10:12 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,0,4,7) @17:10:14 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,0,5,7) @17:10:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(0,0,6,7) @17:10:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,0,0,7) @17:10:27 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,0,1,7) @17:10:28 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,0,2,7) @17:10:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,0,3,7) @17:10:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,0,4,7) @17:10:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,0,5,7) @17:10:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(1,0,6,7) @17:10:43 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,0,0,7) @17:13:35 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,0,1,7) @17:14:55 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,0,2,7) @17:15:11 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,0,3,7) @17:15:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,0,4,7) @17:15:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,0,5,7) @17:15:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(2,0,6,7) @17:15:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,0,0,7) @17:15:31 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,0,1,7) @17:15:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,0,2,7) @17:15:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,0,3,7) @17:15:39 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,0,4,7) @17:15:42 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,0,5,7) @17:18:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(3,0,6,7) @17:20:10 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,0,0,7) @17:20:17 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,0,1,7) @17:20:21 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,0,2,7) @17:20:25 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,0,3,7) @17:20:29 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,0,4,7) @17:20:34 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,0,5,7) @17:20:38 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(4,0,6,7) @17:20:49 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,0,0,7) @17:24:37 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,0,1,7) @17:25:13 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,0,2,7) @17:25:19 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,0,3,7) @17:25:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,0,4,7) @17:25:30 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,0,5,7) @17:25:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(5,0,6,7) @17:25:46 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,0,0,7) @17:29:50 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,0,1,7) @17:30:15 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,0,2,7) @17:30:24 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,0,3,7) @17:30:33 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,0,4,7) @17:30:40 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,0,5,7) @17:34:36 DEBUG:odin_eia_db.statistics.odin_sarimax:[ SUCCESS ]Running model SARIMAX(6,1,6)(6,0,6,7) @17:35:18
Top 10 Parameters for SARIMAX Model 3¶
In [10]:
pd.read_pickle("~/Development/datasets/sarimax_model3_wa_pricing.pkl").sort_values(by='AIC').head(10)
Out[10]:
| p | q | P | Q | AIC | |
|---|---|---|---|---|---|
| 196 | 0 | 4 | 0 | 0 | -206.556487 |
| 245 | 0 | 5 | 0 | 0 | -204.901215 |
| 640 | 1 | 6 | 0 | 3 | -204.109893 |
| 637 | 1 | 6 | 0 | 0 | -203.545993 |
| 197 | 0 | 4 | 0 | 1 | -203.279546 |
| 203 | 0 | 4 | 1 | 0 | -202.760243 |
| 252 | 0 | 5 | 1 | 0 | -202.487389 |
| 204 | 0 | 4 | 1 | 1 | -202.425367 |
| 588 | 1 | 5 | 0 | 0 | -202.359801 |
| 246 | 0 | 5 | 0 | 1 | -202.208968 |
Forecast Weekly WA Gasoline Price using Model 3: SARIMAX(0,1,4)(0,0,0,7)¶
In [7]:
model3: SARIMAX = SARIMAX(endog=endog_train,
exog=exog_train,
order=(0,1,4),
seasonal_order=(0,0,0,7),
simple_differencing=False
).fit(disp=False)
model3.summary()
Out[7]:
| Dep. Variable: | avg_pricing | No. Observations: | 62 |
|---|---|---|---|
| Model: | SARIMAX(0, 1, 4) | Log Likelihood | 114.278 |
| Date: | Fri, 28 Jun 2024 | AIC | -206.556 |
| Time: | 18:17:12 | BIC | -183.337 |
| Sample: | 01-02-2023 | HQIC | -197.457 |
| - 03-04-2024 | |||
| Covariance Type: | opg |
| coef | std err | z | P>|z| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| month | -0.0034 | 0.003 | -1.234 | 0.217 | -0.009 | 0.002 |
| season | 0.0121 | 0.008 | 1.477 | 0.140 | -0.004 | 0.028 |
| state_tax | -1.163e-07 | 1.51e-08 | -7.685 | 0.000 | -1.46e-07 | -8.67e-08 |
| federal_tax | -4.298e-08 | 5.64e-09 | -7.623 | 0.000 | -5.4e-08 | -3.19e-08 |
| import_normal_butane | 0.0023 | 0.001 | 1.556 | 0.120 | -0.001 | 0.005 |
| import_isobutane | -0.0261 | 0.008 | -3.292 | 0.001 | -0.042 | -0.011 |
| ma.L1 | 1.2067 | 0.236 | 5.111 | 0.000 | 0.744 | 1.669 |
| ma.L2 | 1.0738 | 0.280 | 3.833 | 0.000 | 0.525 | 1.623 |
| ma.L3 | 1.0091 | 0.257 | 3.929 | 0.000 | 0.506 | 1.512 |
| ma.L4 | 0.8170 | 0.310 | 2.633 | 0.008 | 0.209 | 1.425 |
| sigma2 | 0.0013 | 0.000 | 4.074 | 0.000 | 0.001 | 0.002 |
| Ljung-Box (L1) (Q): | 0.34 | Jarque-Bera (JB): | 2.64 |
|---|---|---|---|
| Prob(Q): | 0.56 | Prob(JB): | 0.27 |
| Heteroskedasticity (H): | 0.63 | Skew: | -0.01 |
| Prob(H) (two-sided): | 0.30 | Kurtosis: | 4.02 |
Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step).
[2] Covariance matrix is singular or near-singular, with condition number 4.15e+18. Standard errors may be unstable.
Residuals Analysis for Model 3¶
- The correlogram shows no autocorrelation after lag 0, indicating that the errors are random. Also, the histogram plot (
top right) shows almost a normal distribution. - The Q-Q plot of the residuals shows almost a straight line, indicating that the errors are random and the standardized residual doesn't show/indicate any pattern.
In [14]:
model3_diag = model3.plot_diagnostics(figsize=(20,8))
Ljung-box Test for Model 3¶
- The p-value from
ljung-boxtest indicates that this model is good to forecast weekly gasoline price in WA. Since all the p-values >0.05.
In [8]:
acorr_ljungbox(model3.resid, lags=20)
Out[8]:
| lb_stat | lb_pvalue | |
|---|---|---|
| 1 | 0.007387 | 0.931507 |
| 2 | 0.011185 | 0.994423 |
| 3 | 0.017101 | 0.999408 |
| 4 | 0.017914 | 0.999960 |
| 5 | 0.030252 | 0.999992 |
| 6 | 0.030252 | 0.999999 |
| 7 | 0.066116 | 0.999999 |
| 8 | 0.066145 | 1.000000 |
| 9 | 0.078759 | 1.000000 |
| 10 | 0.088249 | 1.000000 |
| 11 | 0.090888 | 1.000000 |
| 12 | 0.123912 | 1.000000 |
| 13 | 0.132081 | 1.000000 |
| 14 | 0.137640 | 1.000000 |
| 15 | 0.138422 | 1.000000 |
| 16 | 0.146727 | 1.000000 |
| 17 | 0.151636 | 1.000000 |
| 18 | 0.179669 | 1.000000 |
| 19 | 0.185762 | 1.000000 |
| 20 | 0.193200 | 1.000000 |
Model 3 Bechmark¶
- Model 3 has an MAPE of
4.04%, which lower than the previous two models and the MAE score of 0.181, indicating that the forecast is off by0.181 cents. But still it cannot correctly capture the weekly gasoline pricing (As shown in the graph below). - Exogenous Variables to help predict/forecast the weekly gasoline pricing (
Normal Butane,Isobutane,Taxes,Month,Season,Crude Oil Productions in WA/PADD 5 District).
In [9]:
y_pred: 'Series' = model3.forecast(steps=endog_test.shape[0], exog=exog_test )
y_true: 'Series' = endog_test
avg_gasoline_pricing: Dict = {**endog_train.to_dict(), **y_true.head(1).to_dict()}
pd.DataFrame({'MAPE': f"{ ( round(metrics.mean_absolute_percentage_error(y_true=y_true, y_pred=y_pred) * 100 , 2)) }%",
'MAE': metrics.mean_absolute_error(y_true=y_true, y_pred=y_pred) },
index=[1]
)
Out[9]:
| MAPE | MAE | |
|---|---|---|
| 1 | 4.04% | 0.181014 |
In [10]:
fig = plt.figure(figsize=(20,6))
ax = fig.add_subplot()
pd.Series( avg_gasoline_pricing).plot(ax=ax, marker='o', mec='black', mew=2.3)
y_pred.plot(label='Gasoline Weekly Price Forecast', ax=ax, marker='s', mec='black', mew=2.3 )
y_true.plot(label='Actual Price', ax=ax, marker='s', mec='black' )
ax.set_title("Forecasting Weekly Gasoline Pricing in WA State", fontweight='bold', fontsize=14)
ax.set_ylabel("$/Gallon", fontweight='bold')
ax.legend(title='True vs. Predicted', fancybox=True, shadow=True, bbox_to_anchor=(1.009,1))
ax.axvspan(xmin=2828 ,xmax=2843, alpha=0.3, ec='k', color='gray')
plt.tight_layout()
References¶
- https://www.energy.ca.gov/data-reports/reports/petroleum-watch/definitions-petroleum-terms-used-weekly-fuels-watch-report#:~:text=Motor%20gasoline%20blending%20components%20are,benzene%2C%20toluene%2C%20and%20xylene.
- https://eia.gov
- https://www.caranddriver.com/news/a15339380/the-vapor-rub-summer-versus-winter-gasoline-explained/
- https://living.acg.aaa.com/auto/what-to-know-about-gasoline-blends-summer-vs-winter#:~:text=Summer%2Dblend%20gas%20has%20a%20lower%20RVP%20to,percentage%20is%20higher%20in%20the%20winter%20blend.