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Add billing record ua to rules engine example input (codeforboston#180)
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* added whole home heat loss rate to billing period outputs

Co-authored-by: Debajyoti Debnath <[email protected]>
Co-authored-by: eriksynn <[email protected]>
Co-authored-by: AdamFinkle <[email protected]>

* lint

* First attempt to add whole_home_heat_loss_rate test from example data

* Another approach to dynamically decorating a class

* Switched to using __dict__ to decorate the NGBillingRecordClass

* Final solution to adding billing period heat loss to example data

* Revert to subclass approach leveraging Sequence type to appease mypy

* Generate new example data from HLA spreadsheet examples and ensure tests pass.

* Check for more specific ua column heading and add more descriptive comment.

* Switch to built-in list to align with Deb's PR codeforboston#179 changes.

* Align changes with Deb's PR codeforboston#179

* Attempt to fix lint error in import statement formatting

---------

Co-authored-by: Alan Pinkert <[email protected]>
Co-authored-by: Debajyoti Debnath <[email protected]>
Co-authored-by: eriksynn <[email protected]>
Co-authored-by: AdamFinkle <[email protected]>
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@eriksynn @alanisaac
@debajyotid2 @AdamFinkle
5 people authored May 21, 2024
1 parent c19e0e5 commit beb2166
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4 changes: 2 additions & 2 deletions rules-engine/src/rules_engine/pydantic_models.py
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Expand Up @@ -5,7 +5,7 @@
from dataclasses import dataclass
from datetime import date
from enum import Enum
from typing import Annotated, Any, Optional
from typing import Annotated, Any, Optional, Sequence

from pydantic import BaseModel, BeforeValidator, ConfigDict, Field

Expand Down Expand Up @@ -104,7 +104,7 @@ class NaturalGasBillingRecordInput(BaseModel):
class NaturalGasBillingInput(BaseModel):
"""From Natural Gas tab. Container for holding all rows of the billing input table."""

records: list[NaturalGasBillingRecordInput]
records: Sequence[NaturalGasBillingRecordInput]


class NormalizedBillingPeriodRecordBase(BaseModel):
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72 changes: 36 additions & 36 deletions rules-engine/tests/test_rules_engine/cases/examples/breslow/natural-gas.csv
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Original file line number Diff line number Diff line change
@@ -1,36 +1,36 @@
start_date,end_date,days_in_bill,usage,inclusion_code,inclusion_override,avg_daily_usage,daily_htg_usage
3/3/2019,3/29/2019,27,120,1,,4.44,4.03
3/31/2019,4/30/2019,31,88,0,,2.84,2.43
5/2/2019,6/3/2019,33,66,0,,2.00,1.59
6/5/2019,6/27/2019,23,18,0,,0.78,0.37
6/29/2019,7/31/2019,33,14,-1,,0.42,0.01
8/2/2019,8/28/2019,27,13,-1,,0.48,0.07
8/30/2019,10/1/2019,33,34,0,,1.03,0.62
10/3/2019,10/28/2019,26,50,0,,1.92,1.51
10/30/2019,11/27/2019,29,118,0,,4.07,3.66
11/29/2019,12/30/2019,32,158,1,,4.94,4.53
1/1/2020,1/29/2020,29,138,1,,4.76,4.35
1/31/2020,2/26/2020,27,140,1,,5.19,4.78
2/28/2020,3/30/2020,32,127,1,,3.97,3.56
4/1/2020,4/28/2020,28,86,0,,3.07,2.66
4/30/2020,5/27/2020,28,44,0,,1.57,1.16
5/29/2020,6/26/2020,29,14,0,,0.48,0.07
6/28/2020,7/29/2020,32,11,-1,,0.34,-0.07
7/31/2020,8/27/2020,28,9,-1,,0.32,-0.09
8/29/2020,9/28/2020,31,22,-1,,0.71,0.30
9/30/2020,10/27/2020,28,36,0,,1.29,0.88
10/29/2020,11/30/2020,33,106,0,,3.21,2.80
12/2/2020,12/28/2020,27,131,1,,4.85,4.44
12/30/2020,1/28/2021,30,122,1,,4.07,3.66
1/30/2021,2/26/2021,28,153,1,,5.46,5.05
2/28/2021,3/30/2021,31,141,0,0,4.55,4.14
4/1/2021,4/29/2021,29,77,0,,2.66,2.25
5/1/2021,5/28/2021,28,38,0,,1.36,0.95
5/30/2021,6/29/2021,31,23,0,,0.74,0.33
7/1/2021,7/29/2021,29,10,-1,,0.34,-0.07
7/31/2021,8/31/2021,32,10,-1,,0.31,-0.10
9/2/2021,9/28/2021,27,9,-1,,0.33,-0.08
9/30/2021,10/28/2021,29,26,0,,0.90,0.49
10/30/2021,11/29/2021,31,102,0,,3.29,2.88
12/1/2021,12/27/2021,27,111,1,,4.11,3.70
12/29/2021,1/27/2022,30,166,1,,5.53,5.12
start_date,end_date,days_in_bill,usage,inclusion_override,inclusion_code,avg_daily_usage,daily_htg_usage,hdd_at_66f,hdd_at_68f,hdd_at_70f,ua_at_66f,ua_at_68f,ua_at_70f,ua_sensitivity_at_0.31_therms,ua_sensitivity_at_0.51_therms,unused1,estimated_heating_use_therms,estimated_other_use_therms,estimated_total_use_therms,estimated_savings_therms,estimated_savings_percent,unused2,start_row,end_row
3/3/2019,3/29/2019,27,120,,1,4.44,4.03,816.2,870.2,924.2,472.7,443.3,417.4,454.3,432.3,,,,,,,,2986,3012
3/31/2019,4/30/2019,31,88,,0,2.84,2.43,511.3,570.1,632.1, , , , , ,,,,,,,,3014,3044
5/2/2019,6/3/2019,33,66,,0,2,1.59,300.6,363.7,428.3, , , , , ,,,,,,,,3046,3078
6/5/2019,6/27/2019,23,18,,0,0.78,0.37,18.3,42.4,85, , , , , ,,,,,,,,3080,3102
6/29/2019,7/31/2019,33,14,,-1,0.42,0.01,0,4.9,31, , , , , ,,,,,,,,3104,3136
8/2/2019,8/28/2019,27,13,,-1,0.48,0.07,13.6,28.4,59, , , , , ,,,,,,,,3138,3164
8/30/2019,10/1/2019,33,34,,0,1.03,0.62,94.2,145.4,206.8, , , , , ,,,,,,,,3166,3198
10/3/2019,10/28/2019,26,50,,0,1.92,1.51,306.6,356.6,407.9, , , , , ,,,,,,,,3200,3225
10/30/2019,11/27/2019,29,118,,0,4.07,3.66,744.2,801.1,859.1, , , , , ,,,,,,,,3227,3255
11/29/2019,12/30/2019,32,158,,1,4.94,4.53,1080.2,1144.2,1208.2,475,448.4,424.7,458.4,438.5,,,,,,,,3257,3288
1/1/2020,1/29/2020,29,138,,1,4.76,4.35,925.8,983.8,1041.8,482.4,454,428.7,464.4,443.5,,,,,,,,3290,3318
1/31/2020,2/26/2020,27,140,,1,5.19,4.78,873.8,927.8,981.8,522.6,492.2,465.1,502.5,481.9,,,,,,,,3320,3346
2/28/2020,3/30/2020,32,127,,1,3.97,3.56,773,837,901,521.8,481.9,447.6,495.4,468.3,,,,,,,,3348,3379
4/1/2020,4/28/2020,28,86,,0,3.07,2.66,584.1,640.1,696.1, , , , , ,,,,,,,,3381,3408
4/30/2020,5/27/2020,28,44,,0,1.57,1.16,294.3,348.5,404.5, , , , , ,,,,,,,,3410,3437
5/29/2020,6/26/2020,29,14,,0,0.48,0.07,56.7,85.3,126.2, , , , , ,,,,,,,,3439,3467
6/28/2020,7/29/2020,32,11,,-1,0.34,-0.07,2,9,41.7, , , , , ,,,,,,,,3469,3500
7/31/2020,8/27/2020,28,9,,-1,0.32,-0.09,12.1,26.4,61.1, , , , , ,,,,,,,,3502,3529
8/29/2020,9/28/2020,31,22,,-1,0.71,0.3,141.6,188,243.8, , , , , ,,,,,,,,3531,3561
9/30/2020,10/27/2020,28,36,,0,1.29,0.88,322.2,377.2,433.2, , , , , ,,,,,,,,3563,3590
10/29/2020,11/30/2020,33,106,,0,3.21,2.8,718.4,784.4,850.4, , , , , ,,,,,,,,3592,3624
12/2/2020,12/28/2020,27,131,,1,4.85,4.44,880.9,934.9,988.9,482.2,454.3,429.5,464.6,444.1,,,,,,,,3626,3652
12/30/2020,1/28/2021,30,122,,1,4.07,3.66,1030.2,1090.2,1150.2,377.1,356.4,337.8,366.1,346.6,,,,,,,,3654,3683
1/30/2021,2/26/2021,28,153,,1,5.46,5.05,1091.1,1147.1,1203.1,459.4,436.9,416.6,445.6,428.3,,,,,,,,3685,3712
2/28/2021,3/30/2021,31,141,0,0,4.55,4.14,817.7,879.7,941.7, , , , , ,,,,,,,,3714,3744
4/1/2021,4/29/2021,29,77,,0,2.66,2.25,498.5,556.5,614.5, , , , , ,,,,,,,,3746,3774
5/1/2021,5/28/2021,28,38,,0,1.36,0.95,212.7,262.1,318, , , , , ,,,,,,,,3776,3803
5/30/2021,6/29/2021,31,23,,0,0.74,0.33,68.1,101.7,145, , , , , ,,,,,,,,3805,3835
7/1/2021,7/29/2021,29,10,,-1,0.34,-0.07,21.6,45.8,91, , , , , ,,,,,,,,3837,3865
7/31/2021,8/31/2021,32,10,,-1,0.31,-0.1,7.5,25.2,53.4, , , , , ,,,,,,,,3867,3898
9/2/2021,9/28/2021,27,9,,-1,0.33,-0.08,42.2,78.3,125.7, , , , , ,,,,,,,,3900,3926
9/30/2021,10/28/2021,29,26,,0,0.9,0.49,266.7,322.7,380.5, , , , , ,,,,,,,,3928,3956
10/30/2021,11/29/2021,31,102,,0,3.29,2.88,708.1,770.1,832.1, , , , , ,,,,,,,,3958,3988
12/1/2021,12/27/2021,27,111,,1,4.11,3.7,783.6,837.6,891.6,451.7,422.5,396.9,434,411.1,,,,,,,,3990,4016
12/29/2021,1/27/2022,30,166,,1,5.53,5.12,1154.1,1214.1,1274.1,471.7,448.4,427.2,457.1,439.6,,,,,,,,4018,4047
74 changes: 37 additions & 37 deletions rules-engine/tests/test_rules_engine/cases/examples/cali/natural-gas.csv
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@@ -1,37 +1,37 @@
start_date,end_date,days_in_bill,usage,inclusion_override,inclusion_code,avg_daily_usage,daily_htg_usage
2/28/2018,3/27/2018,28,132,,1,4.71,4.29
3/28/2018,4/30/2018,34,98,,0,2.88,2.46
5/1/2018,5/30/2018,30,23,,0,0.77,0.34
5/31/2018,6/28/2018,29,16,,0,0.55,0.13
6/29/2018,7/29/2018,31,16,,-1,0.52,0.09
7/30/2018,8/27/2018,29,12,,-1,0.41,-0.01
8/28/2018,9/26/2018,30,16,,-1,0.53,0.11
9/27/2018,10/25/2018,29,37,,0,1.28,0.85
10/26/2018,11/27/2018,33,119,,0,3.61,3.18
11/28/2018,12/28/2018,31,151,,1,4.87,4.45
12/29/2018,1/29/2019,32,183,,1,5.72,5.29
1/30/2019,2/28/2019,30,158,,1,5.27,4.84
3/1/2019,3/27/2019,27,128,,1,4.74,4.32
3/28/2019,4/29/2019,33,64,,0,1.94,1.52
4/30/2019,6/3/2019,35,41,,0,1.17,0.75
6/4/2019,6/27/2019,24,11,,0,0.46,0.03
6/28/2019,7/31/2019,34,13,,-1,0.38,-0.04
8/1/2019,8/28/2019,28,11,,-1,0.39,-0.03
8/29/2019,9/30/2019,33,15,,-1,0.45,0.03
10/1/2019,10/25/2019,25,14,,0,0.56,0.14
10/26/2019,11/27/2019,33,100,,0,3.03,2.61
11/28/2019,1/2/2020,36,163,,1,4.53,4.10
1/3/2020,1/30/2020,28,124,,1,4.43,4.00
1/31/2020,2/28/2020,29,118,,1,4.07,3.65
2/29/2020,3/30/2020,31,85,0,0,2.74,2.32
3/31/2020,4/30/2020,31,93,,0,3.00,2.58
5/1/2020,5/28/2020,28,36,,0,1.29,0.86
5/29/2020,6/29/2020,32,13,,0,0.41,-0.02
6/30/2020,7/29/2020,30,9,,-1,0.30,-0.12
7/30/2020,8/27/2020,29,12,,-1,0.41,-0.01
8/28/2020,9/28/2020,32,13,,-1,0.41,-0.02
9/29/2020,10/27/2020,29,33,,0,1.14,0.71
10/28/2020,11/30/2020,34,100,,0,2.94,2.52
12/1/2020,12/29/2020,29,133,,1,4.59,4.16
12/30/2020,1/29/2021,31,172,0,0,5.55,5.12
1/30/2021,2/25/2021,27,167,,1,6.19,5.76
start_date,end_date,days_in_bill,usage,inclusion_override,inclusion_code,avg_daily_usage,daily_htg_usage,hdd_at_54f,hdd_at_56f,hdd_at_58f,ua_at_54f,ua_at_56f,ua_at_58f,ua_sensitivity_at_0.32_therms,ua_sensitivity_at_0.52_therms,unused1,estimated_heating_use_therms,estimated_other_use_therms,estimated_total_use_therms,estimated_savings_therms,estimated_savings_percent,unused2,start_row,end_row
2/28/2018,3/27/2018,28,132,,1,4.71,4.29,534.8,590.8,646.8,870.4,787.9,719.7,806.3,769.6,,,,,,,,2618,2645
3/28/2018,4/30/2018,34,98,,0,2.88,2.46,332.1,393.3,455.4, , , , , ,,,,,,,,2646,2679
5/1/2018,5/30/2018,30,23,,0,0.77,0.34,14,21.8,38.9, , , , , ,,,,,,,,2680,2709
5/31/2018,6/28/2018,29,16,,0,0.55,0.13,2.1,4.1,9.6, , , , , ,,,,,,,,2710,2738
6/29/2018,7/29/2018,31,16,,-1,0.52,0.09,0,0,0, , , , , ,,,,,,,,2739,2769
7/30/2018,8/27/2018,29,12,,-1,0.41,-0.01,0,0,0, , , , , ,,,,,,,,2770,2798
8/28/2018,9/26/2018,30,16,,-1,0.53,0.11,3.2,7.4,14.6, , , , , ,,,,,,,,2799,2828
9/27/2018,10/25/2018,29,37,,0,1.28,0.85,106.3,132.7,171.2, , , , , ,,,,,,,,2829,2857
10/26/2018,11/27/2018,33,119,,0,3.61,3.18,440.5,500.6,564.6, , , , , ,,,,,,,,2858,2890
11/28/2018,12/28/2018,31,151,,1,4.87,4.45,600.2,660.2,721.3,890,809.2,740.6,827.3,791,,,,,,,,2891,2921
12/29/2018,1/29/2019,32,183,,1,5.72,5.29,781.8,845.8,909.8,839.8,776.3,721.7,790.9,761.6,,,,,,,,2922,2953
1/30/2019,2/28/2019,30,158,,1,5.27,4.84,714.4,774.4,834.4,788,727,674.7,742,712,,,,,,,,2954,2983
3/1/2019,3/27/2019,27,128,,1,4.74,4.32,513.1,566.5,620.5,880.2,797.3,727.9,815.7,778.8,,,,,,,,2984,3010
3/28/2019,4/29/2019,33,64,,0,1.94,1.52,186.2,237.5,293.5, , , , , ,,,,,,,,3011,3043
4/30/2019,6/3/2019,35,41,,0,1.17,0.75,52.8,80,113.3, , , , , ,,,,,,,,3044,3078
6/4/2019,6/27/2019,24,11,,0,0.46,0.03,0,0.2,2.2, , , , , ,,,,,,,,3079,3102
6/28/2019,7/31/2019,34,13,,-1,0.38,-0.04,0,0,0, , , , , ,,,,,,,,3103,3136
8/1/2019,8/28/2019,28,11,,-1,0.39,-0.03,0,0,0, , , , , ,,,,,,,,3137,3164
8/29/2019,9/30/2019,33,15,,-1,0.45,0.03,0,1.5,4, , , , , ,,,,,,,,3165,3197
10/1/2019,10/25/2019,25,14,,0,0.56,0.14,23,43.4,81.9, , , , , ,,,,,,,,3198,3222
10/26/2019,11/27/2019,33,100,,0,3.03,2.61,407,466.3,528, , , , , ,,,,,,,,3223,3255
11/28/2019,1/2/2020,36,163,,1,4.53,4.1,744.1,816.1,888.1,769.4,701.5,644.6,718.6,684.4,,,,,,,,3256,3291
1/3/2020,1/30/2020,28,124,,1,4.43,4,569.1,621.1,673.1,763.5,699.6,645.5,717,682.1,,,,,,,,3292,3319
1/31/2020,2/28/2020,29,118,,1,4.07,3.65,570,628,686,718.6,652.2,597.1,670.1,634.4,,,,,,,,3320,3348
2/29/2020,3/30/2020,31,85,0,0,2.74,2.32,362.6,420.1,478.1, , , , , ,,,,,,,,3349,3379
3/31/2020,4/30/2020,31,93,,0,3,2.58,267.7,327.7,387.7, , , , , ,,,,,,,,3380,3410
5/1/2020,5/28/2020,28,36,,0,1.29,0.86,47.2,70.8,96.8, , , , , ,,,,,,,,3411,3438
5/29/2020,6/29/2020,32,13,,0,0.41,-0.02,0,2,4.5, , , , , ,,,,,,,,3439,3470
6/30/2020,7/29/2020,30,9,,-1,0.3,-0.12,0,0,0, , , , , ,,,,,,,,3471,3500
7/30/2020,8/27/2020,29,12,,-1,0.41,-0.01,0,0,0, , , , , ,,,,,,,,3501,3529
8/28/2020,9/28/2020,32,13,,-1,0.41,-0.02,19.8,29.8,39.8, , , , , ,,,,,,,,3530,3561
9/29/2020,10/27/2020,29,33,,0,1.14,0.71,60.9,85.7,118.4, , , , , ,,,,,,,,3562,3590
10/28/2020,11/30/2020,34,100,,0,2.94,2.52,352.2,408.1,465, , , , , ,,,,,,,,3591,3624
12/1/2020,12/29/2020,29,133,,1,4.59,4.16,567,621,677.2,824.9,753.2,690.7,771.3,735.1,,,,,,,,3625,3653
12/30/2020,1/29/2021,31,172,0,0,5.55,5.12,696.2,758.2,820.2, , , , , ,,,,,,,,3654,3684
1/30/2021,2/25/2021,27,167,,1,6.19,5.76,719.2,773.2,827.2,838.1,779.6,728.7,793.1,766.1,,,,,,,,3685,3711
74 changes: 37 additions & 37 deletions rules-engine/tests/test_rules_engine/cases/examples/feldman/natural-gas.csv
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@@ -1,37 +1,37 @@
start_date,end_date,days_in_bill,usage,inclusion_override,inclusion_code,avg_daily_usage,daily_htg_usage
1/23/2019,2/19/2019,28,200,,1,7.14,6.69
2/20/2019,3/20/2019,29,191,,1,6.59,6.13
3/21/2019,4/19/2019,30,115,,0,3.83,3.38
4/20/2019,5/17/2019,28,67,,0,2.39,1.94
5/18/2019,6/18/2019,32,30,,0,0.94,0.48
6/19/2019,7/18/2019,30,13,,-1,0.43,-0.02
7/19/2019,8/19/2019,32,14,,-1,0.44,-0.02
8/20/2019,9/17/2019,29,13,,-1,0.45,-0.01
9/18/2019,10/22/2019,35,43,,0,1.23,0.77
10/23/2019,11/20/2019,29,115,,0,3.97,3.51
11/21/2019,12/17/2019,27,161,,1,5.96,5.51
12/18/2019,1/21/2020,35,234,,1,6.69,6.23
1/22/2020,2/19/2020,29,177,,1,6.10,5.65
2/20/2020,3/19/2020,29,146,,1,5.03,4.58
3/20/2020,4/17/2020,29,118,,0,4.07,3.61
4/18/2020,5/19/2020,32,93,,0,2.91,2.45
5/20/2020,6/18/2020,30,25,,0,0.83,0.38
6/19/2020,7/17/2020,29,16,,-1,0.55,0.10
7/18/2020,8/18/2020,32,16,,-1,0.50,0.04
8/19/2020,9/17/2020,30,15,,-1,0.50,0.04
9/18/2020,10/20/2020,33,43,,0,1.30,0.85
10/21/2020,11/18/2020,29,91,,0,3.14,2.68
11/19/2020,12/21/2020,33,186,,1,5.64,5.18
12/22/2020,1/20/2021,30,189,,1,6.30,5.84
1/21/2021,2/18/2021,29,229,,1,7.90,7.44
2/19/2021,3/17/2021,27,164,,1,6.07,5.62
3/18/2021,4/16/2021,30,96,,0,3.20,2.74
4/17/2021,5/18/2021,32,68,,0,2.13,1.67
5/19/2021,6/17/2021,30,23,,0,0.77,0.31
6/18/2021,7/19/2021,32,11,,-1,0.34,-0.11
7/20/2021,8/17/2021,29,14,,-1,0.48,0.03
8/18/2021,9/17/2021,31,13,,-1,0.42,-0.04
9/18/2021,10/19/2021,32,28,,0,0.88,0.42
10/20/2021,11/18/2021,30,89,,0,2.97,2.51
11/19/2021,12/17/2021,29,124,,1,4.28,3.82
12/18/2021,1/18/2022,32,184,,1,5.75,5.29
start_date,end_date,days_in_bill,usage,inclusion_override,inclusion_code,avg_daily_usage,daily_htg_usage,hdd_at_60.5f,hdd_at_61.5f,hdd_at_62.5f,ua_at_60.5f,ua_at_61.5f,ua_at_62.5f,ua_sensitivity_at_0.36_therms,ua_sensitivity_at_0.56_therms,unused1,estimated_heating_use_therms,estimated_other_use_therms,estimated_total_use_therms,estimated_savings_therms,estimated_savings_percent,unused2,start_row,end_row
1/23/2019,2/19/2019,28,200,,1,7.14,6.69,837.6,865.6,893.6,838.2,811.1,785.7,823.2,799,,,,,,,,2947,2974
2/20/2019,3/20/2019,29,191,,1,6.59,6.13,836.6,865.6,894.6,796.8,770.1,745.2,782.7,757.6,,,,,,,,2975,3003
3/21/2019,4/19/2019,30,115,,0,3.83,3.38,449.5,477.5,505.5, , , , , ,,,,,,,,3004,3033
4/20/2019,5/17/2019,28,67,,0,2.39,1.94,231.3,256.6,282.6, , , , , ,,,,,,,,3034,3061
5/18/2019,6/18/2019,32,30,,0,0.94,0.48,26.3,35.6,49, , , , , ,,,,,,,,3062,3093
6/19/2019,7/18/2019,30,13,,-1,0.43,-0.02,0,0,0, , , , , ,,,,,,,,3094,3123
7/19/2019,8/19/2019,32,14,,-1,0.44,-0.02,0,0,0, , , , , ,,,,,,,,3124,3155
8/20/2019,9/17/2019,29,13,,-1,0.45,-0.01,3.5,7.3,11.3, , , , , ,,,,,,,,3156,3184
9/18/2019,10/22/2019,35,43,,0,1.23,0.77,146.8,170.1,195.7, , , , , ,,,,,,,,3185,3219
10/23/2019,11/20/2019,29,115,,0,3.97,3.51,497.8,525.8,553.8, , , , , ,,,,,,,,3220,3248
11/21/2019,12/17/2019,27,161,,1,5.96,5.51,683.1,710.1,737.1,816.2,785.2,756.4,799.4,770.9,,,,,,,,3249,3275
12/18/2019,1/21/2020,35,234,,1,6.69,6.23,955.2,990.2,1025.2,856,825.7,797.5,839,812.5,,,,,,,,3276,3310
1/22/2020,2/19/2020,29,177,,1,6.1,5.65,802.8,831.8,860.8,765,738.3,713.5,751.4,725.2,,,,,,,,3311,3339
2/20/2020,3/19/2020,29,146,,1,5.03,4.58,583.7,612.7,641.7,853,812.6,775.9,830.4,794.9,,,,,,,,3340,3368
3/20/2020,4/17/2020,29,118,,0,4.07,3.61,467.6,496.6,525.6, , , , , ,,,,,,,,3369,3397
4/18/2020,5/19/2020,32,93,,0,2.91,2.45,344.9,373.7,403.7, , , , , ,,,,,,,,3398,3429
5/20/2020,6/18/2020,30,25,,0,0.83,0.38,29.8,38,49.3, , , , , ,,,,,,,,3430,3459
6/19/2020,7/17/2020,29,16,,-1,0.55,0.1,0,0,0, , , , , ,,,,,,,,3460,3488
7/18/2020,8/18/2020,32,16,,-1,0.5,0.04,0,0,0, , , , , ,,,,,,,,3489,3520
8/19/2020,9/17/2020,30,15,,-1,0.5,0.04,12.4,16.8,22.6, , , , , ,,,,,,,,3521,3550
9/18/2020,10/20/2020,33,43,,0,1.3,0.85,181.5,205.7,232.3, , , , , ,,,,,,,,3551,3583
10/21/2020,11/18/2020,29,91,,0,3.14,2.68,383.5,408.9,436, , , , , ,,,,,,,,3584,3612
11/19/2020,12/21/2020,33,186,,1,5.64,5.18,797.6,830.6,863.6,803.7,771.8,742.3,786.7,756.9,,,,,,,,3613,3645
12/22/2020,1/20/2021,30,189,,1,6.3,5.84,788.4,818.4,848.4,833.9,803.3,774.9,817.1,789.6,,,,,,,,3646,3675
1/21/2021,2/18/2021,29,229,,1,7.9,7.44,1022.6,1051.6,1080.6,791.3,769.4,748.8,779.8,759.1,,,,,,,,3676,3704
2/19/2021,3/17/2021,27,164,,1,6.07,5.62,720.8,747.8,774.8,789.1,760.6,734.1,774.2,747.1,,,,,,,,3705,3731
3/18/2021,4/16/2021,30,96,,0,3.2,2.74,396.9,426.1,456.1, , , , , ,,,,,,,,3732,3761
4/17/2021,5/18/2021,32,68,,0,2.13,1.67,219.2,248.3,278.8, , , , , ,,,,,,,,3762,3793
5/19/2021,6/17/2021,30,23,,0,0.77,0.31,43.1,49.1,57.6, , , , , ,,,,,,,,3794,3823
6/18/2021,7/19/2021,32,11,,-1,0.34,-0.11,3.5,4.9,8.4, , , , , ,,,,,,,,3824,3855
7/20/2021,8/17/2021,29,14,,-1,0.48,0.03,0,0,0, , , , , ,,,,,,,,3856,3884
8/18/2021,9/17/2021,31,13,,-1,0.42,-0.04,0,0,1.5, , , , , ,,,,,,,,3885,3915
9/18/2021,10/19/2021,32,28,,0,0.88,0.42,62.6,80.4,99.6, , , , , ,,,,,,,,3916,3947
10/20/2021,11/18/2021,30,89,,0,2.97,2.51,380.3,408.3,436.4, , , , , ,,,,,,,,3948,3977
11/19/2021,12/17/2021,29,124,,1,4.28,3.82,614.7,643.7,672.7,675.8,645.3,617.5,662.2,628.4,,,,,,,,3978,4006
12/18/2021,1/18/2022,32,184,,1,5.75,5.29,968.4,1000.4,1032.4,656,635,615.3,647,623,,,,,,,,4007,4038
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