Earth Notes: 16WW Energy Series Dataset

Auto-updated 2023-12-02.

Data series of electricity and gas and other energy generation and use. #energy #microgen #dataset

Abstract

Consolidated and normalised/aligned auto-updating view of 16WW energy series, gas, electricity, off-grid, kWh by year and month and day, including machine readable versions, sonification, and dependencies.

Keywords

UK, London, Kingston-upon-Thames, 16WW, domestic, energy, series, kWh, behind-the-meter, storage, heat, heat battery, solar, PV, diversion, eddi, grid, export

Available

Machine-readable data summaries.
Electricity import and export from meter reads, Enphase, eddi.
Gas (import) from meter reads and Loop.
PV generation from meter reads, Enphase, SunnyBeam.
Divert/boost for DHW via eddi, separate and combined.
Total heat demand from gas and eddi divert/boost.
Off-grid energy stats.
Automated sonification of the data.

Not in this dataset:

Implied carbon footprint.
Self-consumption / "energy independence" percentage.
Peak generation, demand, import, export (instantaneous, by day, etc).

Notes

Meta-data is optionally included in each CSV file to trace how it was generated and from at least which direct upstream inputs.
Supply meters are calibrated and their readings can be regarded as the 'official' energy consumption/flow view where available.
Supply meter readings are manual and usually taken about 6pm local time on Mondays and the last day of each month, so offset ~6h from (UTC) day/month end.
There were lots of supply meter changes before 2010, but since then there has been unbroken service from the current supply meter set.

16WW live grid-tie generation — LIVE 16WW grid-tied PV generation.

Monthly Gas Consumption Since 2007 — 16WW daily gas and electricity consumption over the years, by month.

Monthly Electricity Consumption Since 2007 (gross) — 16WW daily gas and electricity consumption over the years, by month.

Yearly Electricity and Gas (ie heat and light) Carbon Footprint — 16WW yearly total utility energy carbon footprint.

Dataset

name: 16WW uniform energy series
description: 16WW domestic consolidated and uniform energy series, Kingston-upon-Thames, London, UK
version: 1
keywords: domestic, energy, electricity, gas, microgeneration, storage, heat, diversion
variable measured: kWh
date created: 2007
date published: 2022-04-30T18:36:43Z
date modified: 2023-12
temporal coverage: 2005/..
spatial coverage: UK centre 51.406696N,-0.288789E elevation 16m
distribution: consolidated energy data directory
canonical URL: this descriptive text with markup
is part of: 16WW Dataset
licence: this dataset is licensed under CC0, ie it is effectively public domain; if you make use of this data, attribution is welcome but not obligatory
is accessible for free: true

CSV Data Format

Body

The body of a single-source CSV data file consists of five columns:

Date/time: ISO-8601, nominally UTC, to appropriate minimum precision.
Data source device name: no spaces, case sensitive.
Coverage: [0.0,1.0], fraction of time period covered by measurement; may be empty "" for unknown or some other irregularity.
kWh: energy for this date/time.
Comment: optional, must be "-quoted and not contain commas nor quotes.

A sample body:

2018,Enphase,0.410714,419.827
2019,Enphase,0.999888,845.953
2020,Enphase,0.999888,960.588
2021,Enphase,0.999888,935.3
2022,Enphase,0.416555,313.576

Where multiple data sources are combined, the first (date/time) column is not repeated, and the device/coverage/kWh columns are repeated for each source.

Comments are discarded at this stage. In future they could be combined into a new super-comment somehow, or marked "comments from source(s): x y z".

Primary Header

Each of the generated CSV files starts with a common header line such as:

#YYYY-MM,device,coverage,geno,comment

where YYYY-MM is for monthly data (it is YYYY for annual, YYYY-MM-DD for daily), and geno is the variable being tracked, with a unit of kWh.

A consolidated view with multiple sources might look like:

#YYYY-MM,device,coverage,gen,device,coverage,gen,device,coverage,gen
2008-02,,,,meter,1,4,SunnyBeam,0.142857,3.54
2008-03,,,,meter,1,70,SunnyBeam,1,68.55
2008-04,,,,meter,1,108,SunnyBeam,1,106.13
2008-05,,,,meter,1,135,SunnyBeam,1,134.03
2008-06,,,,meter,1,160,SunnyBeam,1,158.1
...

The last three columns are repeated for each data source device.

Optional headers and footers

Optional headers (starting with '#') may be inserted under the primary header. Footers (same syntax) may be appended at the foot/end.

These help with traceability of the numbers, one step at a time.

Header: synth

A 'synth' header indicates the formula used to synthesise a data set, eg:

#YYYY-MM,device,coverage,net
#synth,"meter.imp-meter.exp"
...

Header: collapse

A 'collapse' header indicates the collapse/coarsening of data granularity, eg:

#YYYY,device,coverage,net,comment
#collapse,"MtoY"
...

Header: input

An 'input' header indicates the data input to the process.

#YYYY,device,coverage,net,comment
#collapse,"MtoY"
#input,"data/consolidated/energy/std/net/M/synth/net-M-synth.csv"
...

Footer: script

A 'script' footer indicates the script used to generate the CSV, possibly excluding this footer. This is primarily intended for a caller to append to a successful direct-generation script output, to keep those scripts themselves as simple as possible.

This can be used (as a header) to indicate a necessary sub-script also.

This can be used as an explicit file dependency, eg to make.

...
2021,meter,1,1002.6
#script,"script/consolidate/energy/std/imp/Y/meter/imp-Y-meter.sh"

Parameters

Nominally-available data sources:

Eddi: Myenergi Eddi solar PV diverter
Enphase: Enphase AC-coupled battery system
Loop: Loop gas meter system
SSMPPT: Morningstar SunSaver SS-MPPT-15L off-grid solar controller
SunnyBeam: SMA SunnyBeam remote unit for SunnyBoy solar PV inverters
meter: supply meter
synth: synthetic combinations of other inputs

Nominally-available variables:

gas: gas import
imp: grid import
exp: grid export
con: gross in-home electricity consumption
conexDHW: gross in-home electricity consumption excluding DHW
net: net grid imports
flow: total grid flow
gen: total grid-tied PV generation
gen1: PV meter 1 generation
gen2: PV meter 2 generation
geno: off-grid primary PV generation
battc: grid-tied battery charge
battd: grid-tied battery discharge
h1d: DHW heater 1 diversion from PV
h1b: DHW heater 1 boost from grid
h1: DHW heater 1 all
heat: DHW heater 1 all plus gas

Nominally-available granularities:

Y: yearly
M: monthly
D: daily
H: hourly

16WW Recent Utility Stats

At 16WW over 11 days from 2023-11-20 to 2023-12-01: gas consumption was 3.7kWh/d, electricity imports were 7.2kWh/d, electricity net imports were 7.2kWh/d.

At 16WW over 14 days from 2023-11-17 to 2023-12-01: gas consumption was 3.4kWh/d, electricity imports were 8.5kWh/d, electricity net imports were 8.4kWh/d.

At 16WW over 30 days from 2023-11-01 to 2023-12-01: gas consumption was 1.9kWh/d, electricity imports were 8.2kWh/d, electricity net imports were 8.1kWh/d.

At 16WW over 365 days from 2022-12-01 to 2023-12-01: gas consumption was 4.7kWh/d, electricity imports were 3.4kWh/d, electricity net imports were -1.0kWh/d.

At 16WW over 3806 days from 2013-06-30 to 2023-12-01: gas consumption was 8.1kWh/d, electricity imports were 3.0kWh/d, electricity net imports were -4.6kWh/d.

Energy System Events and Changes

16WW Energy System Events / Changes
#	Date	Description	Related variables
[1]	2007-07	PV off-grid system for lighting load	imp
[2]	2008-02-27	PV grid-tied first (1.29kWp) installation	imp, exp, net, flow, gen, gen1
[3]	2009-02-10	PV grid-tied second (2.58kWp) installation	imp, exp, net, flow, gen, gen1
[4]	2010-04-26	PV grid-tied third (1.29kWp) installation	imp, exp, net, flow, gen, gen2
[5]	2011-01-14	LA off-grid major battery upgrade	imp
[6]	2013-05	Replaced gas stove with induction hob and fan electric oven	imp, exp, net, flow, gas
[7]	2016-08-04	PV off-grid system significantly expanded	geno, imp
[8]	2018-08-06	Enphase grid-tied first (1.2kWh) AC Battery installation	imp, exp, net, flow, battc, battd
[9]	2021-09-03	LA off-grid battery bank replacement	geno, imp
[10]	2021-09-15	Enphase grid-tied second (1.2kWh) AC Battery installation	imp, exp, net, flow, battc, battd
[11]	2021-11-01	Enphase grid-tied third/fourth (2.4kWh) AC Battery installation	imp, exp, net, flow, battc, battd
[12]	2022-03-09	Thermino heat battery installation	imp, exp, net, flow, gas, con, conexDHW, h1d, h1b, h1, heat
[13]	2022-09-09	Added 100Wp panel to off-grid system	geno, imp

Variable gas: gas import

Variable: gas; granularity: Y; date range: 2007/2022.

Data as CSV: data/consolidated/energy/std/gas/Y/gas-Y.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/gas/Y/gas-Y.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/gas/Y/gas-Y.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/gas/Y/gas-Y.house.mid.

Table: yearly gas import; sources: Loop meter; max: 9000
	Source: Loop		Source: meter
Date	kWh		kWh		Events
2007			*9000	unknown cover
2008			8883	+++++++++
2009			6201	++++++
2010			5784	++++++
2011			3937	++++
2012			3707	++++
2013			3859	++++	[6]
2014			2997	+++
2015			2862	+++
2016	*3267	~92% cover	3851	++++
2017	3423	+++	3429	+++
2018	3680	++++	3806	++++
2019	2888	+++	3157	+++
2020	*2077	~75% cover	2899	+++
2021			3379	+++
2022			2074	++	[12]
	Source: Loop		Source: meter

Variable: gas; granularity: M; date range: 2008-01/2023-11.

Data as CSV: data/consolidated/energy/std/gas/M/gas-M.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/gas/M/gas-M.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/gas/M/gas-M.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/gas/M/gas-M.house.mid.

Table: monthly gas import; sources: Loop meter; max: 1449
	Source: Loop		Source: meter
Date	kWh		kWh		Events
2008-01			1418	+++++++++
2008-02			1449	++++++++++
2008-03			1323	+++++++++
2008-04			882	++++++
2008-05			290	++
2008-06			264	+
2008-07			204	+
2008-08			230	+
2008-09			271	+
2008-10			529	+++
2008-11			828	+++++
2008-12			1194	++++++++
2009-01			1285	++++++++
2009-02			1046	+++++++
2009-03			778	+++++
2009-04			265	+
2009-05			226	+
2009-06			144
2009-07			203	+
2009-08			166	+
2009-09			189	+
2009-10			300	++
2009-11			558	+++
2009-12			1043	+++++++
2010-01			1233	++++++++
2010-02			920	++++++
2010-03			694	++++
2010-04			213	+
2010-05			180	+
2010-06			156	+
2010-07			133
2010-08			148	+
2010-09			180	+
2010-10			241	+
2010-11			654	++++
2010-12			1031	+++++++
2011-01			816	+++++
2011-02			574	+++
2011-03			518	+++
2011-04			181	+
2011-05			176	+
2011-06			166	+
2011-07			155	+
2011-08			105
2011-09			163	+
2011-10			170	+
2011-11			347	++
2011-12			566	+++
2012-01			669	++++
2012-02			653	++++
2012-03			238	+
2012-04			147	+
2012-05			174	+
2012-06			148	+
2012-07			125
2012-08			101
2012-09			165	+
2012-10			152	+
2012-11			366	++
2012-12			677	++++
2013-01			754	+++++
2013-02			792	+++++
2013-03			721	++++
2013-04			330	++
2013-05			138		[6]
2013-06			136
2013-07			91
2013-08			58
2013-09			117
2013-10			102
2013-11			301	++
2013-12			418	++
2014-01			532	+++
2014-02			461	+++
2014-03			365	++
2014-04			137
2014-05			132
2014-06			116
2014-07			85
2014-08			83
2014-09			99
2014-10			121
2014-11			282	+
2014-12			585	++++
2015-01			606	++++
2015-02			525	+++
2015-03			352	++
2015-04			132
2015-05			132
2015-06			112
2015-07			98
2015-08			85
2015-09			113
2015-10			123
2015-11			297	++
2015-12			285	+
2016-01			593	++++
2016-02	565	+++	561	+++
2016-03	491	+++	497	+++
2016-04	191	+	192	+
2016-05	141		141
2016-06	110		110
2016-07	125		126
2016-08	75		75
2016-09	107		103
2016-10	197	+	201	+
2016-11	609	++++	599	++++
2016-12	654	++++	653	++++
2017-01	852	+++++	867	+++++
2017-02	492	+++	497	+++
2017-03	357	++	357	++
2017-04	117		117
2017-05	143		142
2017-06	109		109
2017-07	105		105
2017-08	60		60
2017-09	113		113
2017-10	101		101
2017-11	345	++	344	++
2017-12	628	++++	619	++++
2018-01	587	++++	585	++++
2018-02	749	+++++	746	+++++
2018-03	551	+++	559	+++
2018-04	137		137
2018-05	131		131
2018-06	103		103
2018-07	31		90
2018-08	40		54
2018-09	100		100
2018-10	212	+	208	+
2018-11	462	+++	451	+++
2018-12	576	+++	628	++++
2019-01	752	+++++	748	+++++
2019-02	509	+++	519	+++
2019-03	84		344	++
2019-04	133		138
2019-05	120		120
2019-06	108		108
2019-07	102		102
2019-08	50		48
2019-09	104		106
2019-10	94		94
2019-11	343	++	228	+
2019-12	491	+++	493	+++
2020-01	487	+++	487	+++
2020-02	435	++	434	++
2020-03	355	++	359	++
2020-04	174	+	171	+
2020-05	162	+	163	+
2020-06	142		145
2020-07	125		125
2020-08	77		76
2020-09	120		119
2020-10			137
2020-11			162	+
2020-12			434	++
2021-01			592	++++
2021-02			464	+++
2021-03			450	+++
2021-04			167	+
2021-05			141
2021-06			127
2021-07			116
2021-08			109
2021-09			119
2021-10			138
2021-11			446	+++
2021-12			576	+++
2022-01			676	++++
2022-02			441	+++
2022-03			160	+	[12]
2022-04			12
2022-05			20
2022-06			15
2022-07			15
2022-08			17
2022-09			31
2022-10			29
2022-11			58
2022-12			600	++++
2023-01			451	+++
2023-02			346	++
2023-03			230	+
2023-04			15
2023-05			17
2023-06			3
2023-07			0
2023-08			0
2023-09			10
2023-10			7
2023-11			34
	Source: Loop		Source: meter

Variable imp: grid import

Variable: imp; granularity: Y; date range: 2005/2023.

Data as CSV: data/consolidated/energy/std/imp/Y/imp-Y.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/imp/Y/imp-Y.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/imp/Y/imp-Y.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/imp/Y/imp-Y.house.mid.

Table: yearly grid import; sources: Eddi Enphase meter; max: 9800
	Source: Eddi		Source: Enphase		Source: meter
Date	kWh		kWh		kWh		Events
2005					*9800	unknown cover
2006					*9800	unknown cover
2007					*6968	unknown cover	[1]
2008					*409	~16% cover	[2]
2009					*403	~25% cover	[3]
2010					1220	+	[4]
2011					1081	+	[5]
2012					1015	+
2013					1108	+	[6]
2014					1136	+
2015					1183	+
2016					1242	+	[7]
2017					1248	+
2018			*420	~41% cover	1187	+	[8]
2019			846		914
2020			961		1054	+
2021			935		1003	+	[9, 10, 11]
2022	*800	~85% cover	809		832		[12, 13]
2023	*1253	~92% cover	*760	~83% cover
	Source: Eddi		Source: Enphase		Source: meter

Variable: imp; granularity: M; date range: 2009-10/2023-11.

Data as CSV: data/consolidated/energy/std/imp/M/imp-M.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/imp/M/imp-M.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/imp/M/imp-M.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/imp/M/imp-M.house.mid.

Table: monthly grid import; sources: Eddi Enphase meter; max: 275.917
	Source: Eddi		Source: Enphase		Source: meter
Date	kWh		kWh		kWh		Events
2009-10					120	++++
2009-11					136	++++
2009-12					147	+++++
2010-01					164	+++++
2010-02					116	++++
2010-03					113	++++
2010-04					77	++	[4]
2010-05					71	++
2010-06					60	++
2010-07					57	++
2010-08					69	++
2010-09					90	+++
2010-10					102	+++
2010-11					137	++++
2010-12					168	++++++
2011-01					137	++++	[5]
2011-02					107	+++
2011-03					113	++++
2011-04					70	++
2011-05					61	++
2011-06					61	++
2011-07					62	++
2011-08					58	++
2011-09					78	++
2011-10					98	+++
2011-11					123	++++
2011-12					117	++++
2012-01					146	+++++
2012-02					118	++++
2012-03					96	+++
2012-04					71	++
2012-05					64	++
2012-06					39	+
2012-07					35	+
2012-08					37	+
2012-09					76	++
2012-10					90	+++
2012-11					121	++++
2012-12					122	++++
2013-01					135	++++
2013-02					99	+++
2013-03					101	+++
2013-04					73	++
2013-05					52	+	[6]
2013-06					64	++
2013-07					41	+
2013-08					54	+
2013-09					98	+++
2013-10					109	+++
2013-11					137	++++
2013-12					147	+++++
2014-01					163	+++++
2014-02					104	+++
2014-03					107	+++
2014-04					74	++
2014-05					67	++
2014-06					57	++
2014-07					45	+
2014-08					60	++
2014-09					80	++
2014-10					110	+++
2014-11					131	++++
2014-12					139	+++++
2015-01					156	+++++
2015-02					125	++++
2015-03					109	+++
2015-04					66	++
2015-05					67	++
2015-06					61	++
2015-07					57	++
2015-08					63	++
2015-09					90	+++
2015-10					100	+++
2015-11					143	+++++
2015-12					146	+++++
2016-01					170	++++++
2016-02					124	++++
2016-03					127	++++
2016-04					80	++
2016-05					69	++
2016-06					62	++
2016-07					61	++
2016-08					48	+	[7]
2016-09					88	+++
2016-10					106	+++
2016-11					149	+++++
2016-12					158	+++++
2017-01					178	++++++
2017-02					132	++++
2017-03					110	+++
2017-04					69	++
2017-05					72	++
2017-06					63	++
2017-07					64	++
2017-08					50	+
2017-09					91	+++
2017-10					112	++++
2017-11					152	+++++
2017-12					156	+++++
2018-01					187	++++++
2018-02					144	+++++
2018-03					141	+++++
2018-04					88	+++
2018-05					66	++
2018-06					56	++
2018-07					55	+
2018-08			*17	~93% cover	30	+	[8]
2018-09			39	+	48	+
2018-10			80	++	85	+++
2018-11			132	++++	130	++++
2018-12			152	+++++	153	+++++
2019-01			142	+++++	143	+++++
2019-02			90	+++	94	+++
2019-03			84	+++	92	+++
2019-04			38	+	46	+
2019-05			32	+	43	+
2019-06			30	+	40	+
2019-07			21		31	+
2019-08			15		18
2019-09			41	+	52	+
2019-10			92	+++	94	+++
2019-11			129	++++	130	++++
2019-12			131	++++	131	++++
2020-01			178	++++++	180	++++++
2020-02			116	++++	120	++++
2020-03			75	++	85	+++
2020-04			34	+	50	+
2020-05			16		31	+
2020-06			23		36	+
2020-07			27		39	+
2020-08			21		28	+
2020-09			58	++	69	++
2020-10			107	+++	111	++++
2020-11			150	+++++	152	+++++
2020-12			156	+++++	155	+++++
2021-01			195	+++++++	196	+++++++
2021-02			142	+++++	147	+++++
2021-03			89	+++	99	+++
2021-04			26		37	+
2021-05			26		36	+
2021-06			26		34	+
2021-07			12		19
2021-08			27		32	+
2021-09			42	+	48	+	[9, 10]
2021-10			58	++	62	++
2021-11			131	++++	132	++++	[11]
2021-12			159	+++++	160	+++++
2022-01			158	+++++	160	+++++
2022-02	*12	~21% cover	72	++	74	++
2022-03	79	++	53	+	56	++	[12]
2022-04	35	+	14		18
2022-05	39	+	16		21
2022-06	26		8		11
2022-07	23		5		7
2022-08	23		4		6
2022-09	51	+	30	+	32	+	[13]
2022-10	99	+++	76	++	75	++
2022-11	195	+++++++	174	++++++	176	++++++
2022-12	217	+++++++	199	+++++++	195	+++++++
2023-01	265	+++++++++	244	++++++++	243	++++++++
2023-02	173	++++++	150	+++++	154	+++++
2023-03	150	+++++	122	++++	123	++++
2023-04	49	+	28	+	34	+
2023-05	41	+	21		25
2023-06	25		8		11
2023-07	39	+	18		23
2023-08	24		8		10
2023-09	64	++	41	+	45	+
2023-10	147	+++++	120	++++	118	++++
2023-11	276	++++++++++			253	+++++++++
	Source: Eddi		Source: Enphase		Source: meter

Variable exp: grid export

Variable: exp; granularity: Y; date range: 2009/2023.

Data as CSV: data/consolidated/energy/std/exp/Y/exp-Y.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/exp/Y/exp-Y.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/exp/Y/exp-Y.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/exp/Y/exp-Y.house.mid.

Table: yearly grid export; sources: Eddi Enphase meter; max: 3491.5
	Source: Eddi		Source: Enphase		Source: meter
Date	kWh		kWh		kWh		Events
2009					*148	~25% cover	[3]
2010					3044	++++++++	[4]
2011					3492	++++++++++
2012					3251	+++++++++
2013					3199	+++++++++	[6]
2014					3402	+++++++++
2015					3226	+++++++++
2016					3150	+++++++++
2017					3181	+++++++++
2018			*693	~41% cover	3170	+++++++++	[8]
2019			2706	+++++++	2778	+++++++
2020			2627	+++++++	2722	+++++++
2021			2230	++++++	2299	++++++	[10, 11]
2022	*1644	~85% cover	1733	++++	1759	+++++	[12]
2023	*1498	~92% cover	*1566	~83% cover
	Source: Eddi		Source: Enphase		Source: meter

Variable: exp; granularity: M; date range: 2009-10/2023-11.

Data as CSV: data/consolidated/energy/std/exp/M/exp-M.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/exp/M/exp-M.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/exp/M/exp-M.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/exp/M/exp-M.house.mid.

Table: monthly grid export; sources: Eddi Enphase meter; max: 599.2
	Source: Eddi		Source: Enphase		Source: meter
Date	kWh		kWh		kWh		Events
2009-10					91	+
2009-11					36
2009-12					21
2010-01					25
2010-02					51
2010-03					166	++
2010-04					329	+++++	[4]
2010-05					505	++++++++
2010-06					579	+++++++++
2010-07					543	+++++++++
2010-08					375	++++++
2010-09					271	++++
2010-10					142	++
2010-11					57
2010-12					12
2011-01					38
2011-02					71	+
2011-03					239	+++
2011-04					466	+++++++
2011-05					585	+++++++++
2011-06					532	++++++++
2011-07					528	++++++++
2011-08					480	++++++++
2011-09					267	++++
2011-10					187	+++
2011-11					61	+
2011-12					36
2012-01					47
2012-02					113	+
2012-03					371	++++++
2012-04					363	++++++
2012-05					460	+++++++
2012-06					444	+++++++
2012-07					471	+++++++
2012-08					458	+++++++
2012-09					342	+++++
2012-10					135	++
2012-11					62	+
2012-12					30
2013-01					35
2013-02					92	+
2013-03					167	++
2013-04					400	++++++
2013-05					454	+++++++	[6]
2013-06					475	+++++++
2013-07					536	++++++++
2013-08					568	+++++++++
2013-09					256	++++
2013-10					129	++
2013-11					58
2013-12					28
2014-01					48
2014-02					118	+
2014-03					286	++++
2014-04					387	++++++
2014-05					458	+++++++
2014-06					553	+++++++++
2014-07					441	+++++++
2014-08					596	+++++++++
2014-09					276	++++
2014-10					141	++
2014-11					62	+
2014-12					35
2015-01					49
2015-02					85	+
2015-03					242	++++
2015-04					438	+++++++
2015-05					502	++++++++
2015-06					563	+++++++++
2015-07					495	++++++++
2015-08					368	++++++
2015-09					283	++++
2015-10					138	++
2015-11					37
2015-12					25
2016-01					45
2016-02					105	+
2016-03					221	+++
2016-04					393	++++++
2016-05					498	++++++++
2016-06					404	++++++
2016-07					511	++++++++
2016-08					509	++++++++
2016-09					210	+++
2016-10					164	++
2016-11					59
2016-12					32
2017-01					41
2017-02					79	+
2017-03					244	++++
2017-04					408	++++++
2017-05					450	+++++++
2017-06					545	+++++++++
2017-07					477	+++++++
2017-08					472	+++++++
2017-09					235	+++
2017-10					142	++
2017-11					63	+
2017-12					24
2018-01					35
2018-02					104	+
2018-03					167	++
2018-04					285	++++
2018-05					553	+++++++++
2018-06					599	++++++++++
2018-07					576	+++++++++
2018-08			*275	~93% cover	412	++++++	[8]
2018-09			268	++++	277	++++
2018-10			114	+	120	+
2018-11			28		30
2018-12			7		8
2019-01			16		18
2019-02			88	+	92	+
2019-03			170	++	177	++
2019-04			338	+++++	346	+++++
2019-05			422	+++++++	433	+++++++
2019-06			410	++++++	420	+++++++
2019-07			465	+++++++	474	+++++++
2019-08			440	+++++++	445	+++++++
2019-09			238	+++	238	+++
2019-10			86	+	90	+
2019-11			22		24
2019-12			10		11
2020-01			11		13
2020-02			46		50
2020-03			199	+++	209	+++
2020-04			352	+++++	365	++++++
2020-05			544	+++++++++	557	+++++++++
2020-06			402	++++++	416	++++++
2020-07			406	++++++	418	++++++
2020-08			335	+++++	343	+++++
2020-09			247	++++	288	++++
2020-10			64	+	70	+
2020-11			15		18
2020-12			5		9
2021-01			5		6
2021-02			44		48
2021-03			136	++	207	+++
2021-04			370	++++++	380	++++++
2021-05			351	+++++	361	++++++
2021-06			383	++++++	391	++++++
2021-07			407	++++++	414	++++++
2021-08			288	++++	294	++++
2021-09			182	+++	189	+++	[10]
2021-10			62	+	66	+
2021-11			2		2		[11]
2021-12			0		0
2022-01			0		1
2022-02	*12	~21% cover	16		18
2022-03	59		64	+	68	+	[12]
2022-04	180	+++	190	+++	194	+++
2022-05	214	+++	226	+++	230	+++
2022-06	344	+++++	359	+++++	361	++++++
2022-07	384	++++++	402	++++++	406	++++++
2022-08	351	+++++	368	++++++	369	++++++
2022-09	74	+	80	+	83	+
2022-10	25		26		29
2022-11	1		0		1
2022-12	0		0		0
2023-01	1		0		1
2023-02	4		3		4
2023-03	22		23		25
2023-04	167	++	176	++	179	++
2023-05	252	++++	264	++++	267	++++
2023-06	363	++++++	379	++++++	382	++++++
2023-07	257	++++	270	++++	275	++++
2023-08	283	++++	297	++++	316	+++++
2023-09	118	+	124	++	108	+
2023-10	29		29		36
2023-11	2				2
	Source: Eddi		Source: Enphase		Source: meter

Variable con: gross in-home electricity consumption

Variable: con; granularity: Y; date range: 2005/2023.

Data as CSV: data/consolidated/energy/std/con/Y/con-Y.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/con/Y/con-Y.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/con/Y/con-Y.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/con/Y/con-Y.house.mid.

Table: yearly gross in-home electricity consumption; sources: Enphase meter; max: 9700
	Source: Enphase		Source: meter
Date	kWh		kWh		Events
2005			*9700	unknown cover
2006			*9700	unknown cover
2007			6968	+++++++
2008			2036	++
2009			1942	++
2010			1554	+
2011			1578	+
2012			1542	+
2013			1659	+
2014			1678	+
2015			1786	+
2016			1831	+
2017			1862	+
2018	*768	~41% cover	1998	++
2019	1937	+	1992	++
2020	2343	++	2398	++
2021	2119	++	2205	++
2022	2801	++	2998	+++	[12]
2023	*2673	~83% cover
	Source: Enphase		Source: meter

Variable: con; granularity: M; date range: 2008-01/2023-11.

Data as CSV: data/consolidated/energy/std/con/M/con-M.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/con/M/con-M.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/con/M/con-M.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/con/M/con-M.house.mid.

Table: monthly gross in-home electricity consumption; sources: Enphase meter; max: 331
	Source: Enphase		Source: meter
Date	kWh		kWh		Events
2008-01			214	++++++
2008-02			195	+++++
2008-03			187	+++++
2008-04			165	++++
2008-05			146	++++
2008-06			146	++++
2008-07			139	++++
2008-08			147	++++
2008-09			152	++++
2008-10			160	++++
2008-11			191	+++++
2008-12			210	++++++
2009-01			214	++++++
2009-02			178	+++++
2009-03			177	+++++
2009-04			149	++++
2009-05			147	++++
2009-06			130	+++
2009-07			163	++++
2009-08			143	++++
2009-09			154	++++
2009-10			155	++++
2009-11			161	++++
2009-12			169	+++++
2010-01			181	+++++
2010-02			141	++++
2010-03			154	++++
2010-04			126	+++
2010-05			129	+++
2010-06			132	+++
2010-07			112	+++
2010-08			124	+++
2010-09			141	++++
2010-10			135	++++
2010-11			163	++++
2010-12			181	+++++
2011-01			159	++++
2011-02			132	+++
2011-03			158	++++
2011-04			122	+++
2011-05			124	+++
2011-06			120	+++
2011-07			122	+++
2011-08			103	+++
2011-09			123	+++
2011-10			134	++++
2011-11			149	++++
2011-12			136	++++
2012-01			174	+++++
2012-02			153	++++
2012-03			139	++++
2012-04			117	+++
2012-05			128	+++
2012-06			103	+++
2012-07			99	++
2012-08			93	++
2012-09			126	+++
2012-10			119	+++
2012-11			149	++++
2012-12			142	++++
2013-01			155	++++
2013-02			124	+++
2013-03			147	++++
2013-04			127	+++
2013-05			122	+++
2013-06			143	++++
2013-07			106	+++
2013-08			106	+++
2013-09			151	++++
2013-10			141	++++
2013-11			167	+++++
2013-12			170	+++++
2014-01			190	+++++
2014-02			131	+++
2014-03			162	++++
2014-04			123	+++
2014-05			136	++++
2014-06			135	++++
2014-07			100	+++
2014-08			114	+++
2014-09			130	+++
2014-10			143	++++
2014-11			155	++++
2014-12			159	++++
2015-01			181	+++++
2015-02			155	++++
2015-03			161	++++
2015-04			143	++++
2015-05			148	++++
2015-06			140	++++
2015-07			129	+++
2015-08			114	+++
2015-09			147	++++
2015-10			140	++++
2015-11			168	+++++
2015-12			168	+++++
2016-01			196	+++++
2016-02			160	++++
2016-03			180	+++++
2016-04			143	++++
2016-05			147	++++
2016-06			132	+++
2016-07			135	++++
2016-08			102	+++
2016-09			132	+++
2016-10			146	++++
2016-11			179	+++++
2016-12			180	+++++
2017-01			207	++++++
2017-02			163	++++
2017-03			166	+++++
2017-04			143	++++
2017-05			149	++++
2017-06			139	++++
2017-07			147	++++
2017-08			97	++
2017-09			143	++++
2017-10			150	++++
2017-11			179	+++++
2017-12			178	+++++
2018-01			214	++++++
2018-02			186	+++++
2018-03			190	+++++
2018-04			93	++
2018-05			160	++++
2018-06			137	++++
2018-07			139	++++
2018-08	*76	~93% cover	107	+++
2018-09	154	++++	159	++++
2018-10	166	+++++	172	+++++
2018-11	183	+++++	182	+++++
2018-12	189	+++++	194	+++++
2019-01	192	+++++	198	+++++
2019-02	159	++++	164	++++
2019-03	189	+++++	196	+++++
2019-04	145	++++	150	++++
2019-05	168	+++++	171	+++++
2019-06	158	++++	161	++++
2019-07	146	++++	150	++++
2019-08	97	++	100	+++
2019-09	155	++++	172	+++++
2019-10	169	+++++	173	+++++
2019-11	182	+++++	187	+++++
2019-12	175	+++++	179	+++++
2020-01	225	++++++	230	++++++
2020-02	192	+++++	197	+++++
2020-03	207	++++++	213	++++++
2020-04	215	++++++	218	++++++
2020-05	212	++++++	217	++++++
2020-06	192	+++++	196	+++++
2020-07	184	+++++	189	+++++
2020-08	146	++++	151	++++
2020-09	182	+++++	157	++++
2020-10	188	+++++	192	+++++
2020-11	205	++++++	210	++++++
2020-12	195	+++++	195	+++++
2021-01	239	+++++++	243	+++++++
2021-02	220	++++++	226	++++++
2021-03	220	++++++	165	++++
2021-04	164	++++	168	+++++
2021-05	160	++++	166	+++++
2021-06	149	++++	152	++++
2021-07	132	+++	136	++++
2021-08	134	++++	138	++++
2021-09	158	++++	168	+++++
2021-10	163	++++	174	+++++
2021-11	195	+++++	210	++++++
2021-12	185	+++++	199	++++++
2022-01	209	++++++	225	++++++
2022-02	168	+++++	189	+++++
2022-03	281	++++++++	302	+++++++++	[12]
2022-04	269	++++++++	286	++++++++
2022-05	303	+++++++++	319	+++++++++
2022-06	259	+++++++	273	++++++++
2022-07	214	++++++	229	++++++
2022-08	163	++++	179	+++++
2022-09	238	+++++++	256	+++++++
2022-10	232	+++++++	249	+++++++
2022-11	234	+++++++	250	+++++++
2022-12	231	++++++	241	+++++++
2023-01	299	+++++++++	312	+++++++++
2023-02	253	+++++++	274	++++++++
2023-03	290	++++++++	314	+++++++++
2023-04	257	+++++++	287	++++++++
2023-05	313	+++++++++	331	++++++++++
2023-06	271	++++++++	285	++++++++
2023-07	259	+++++++	275	++++++++
2023-08	191	+++++	214	++++++
2023-09	266	++++++++	276	++++++++
2023-10	273	++++++++	290	++++++++
2023-11			328	+++++++++
	Source: Enphase		Source: meter

Variable conexDHW: gross in-home electricity consumption excluding DHW

(Formula for synth: meter.con-Eddi.h1)

Variable: conexDHW; granularity: Y; date range: 2008/2023.

Data as CSV: data/consolidated/energy/std/conexDHW/Y/conexDHW-Y.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/conexDHW/Y/conexDHW-Y.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/conexDHW/Y/conexDHW-Y.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/conexDHW/Y/conexDHW-Y.house.mid.

Table: yearly gross in-home electricity consumption excluding DHW; sources: synth; max: 2365
	Source: synth
Date	kWh		Events
2008	2052	++++++++
2009	1940	++++++++
2010	1719	+++++++
2011	1582	++++++
2012	1542	++++++
2013	1659	+++++++
2014	1678	+++++++
2015	1794	+++++++
2016	1832	+++++++
2017	1861	+++++++
2018	1933	++++++++
2019	2001	++++++++
2020	2365	++++++++++
2021	2145	+++++++++
2022	*2155	~93% cover	[12]
2023	*1997	~92% cover
	Source: synth

Variable: conexDHW; granularity: M; date range: 2008-01/2023-11.

Data as CSV: data/consolidated/energy/std/conexDHW/M/conexDHW-M.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/conexDHW/M/conexDHW-M.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/conexDHW/M/conexDHW-M.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/conexDHW/M/conexDHW-M.house.mid.

Table: monthly gross in-home electricity consumption excluding DHW; sources: synth; max: 243
	Source: synth
Date	kWh		Events
2008-01	214	++++++++
2008-02	195	++++++++
2008-03	187	+++++++
2008-04	165	++++++
2008-05	146	++++++
2008-06	146	++++++
2008-07	139	+++++
2008-08	147	++++++
2008-09	152	++++++
2008-10	160	++++++
2008-11	191	+++++++
2008-12	210	++++++++
2009-01	214	++++++++
2009-02	178	+++++++
2009-03	177	+++++++
2009-04	149	++++++
2009-05	147	++++++
2009-06	130	+++++
2009-07	163	++++++
2009-08	143	+++++
2009-09	154	++++++
2009-10	155	++++++
2009-11	161	++++++
2009-12	169	++++++
2010-01	181	+++++++
2010-02	141	+++++
2010-03	154	++++++
2010-04	126	+++++
2010-05	129	+++++
2010-06	132	+++++
2010-07	112	++++
2010-08	124	+++++
2010-09	141	+++++
2010-10	135	+++++
2010-11	163	++++++
2010-12	181	+++++++
2011-01	159	++++++
2011-02	132	+++++
2011-03	158	++++++
2011-04	122	+++++
2011-05	124	+++++
2011-06	120	++++
2011-07	122	+++++
2011-08	103	++++
2011-09	123	+++++
2011-10	134	+++++
2011-11	149	++++++
2011-12	136	+++++
2012-01	174	+++++++
2012-02	153	++++++
2012-03	139	+++++
2012-04	117	++++
2012-05	128	+++++
2012-06	103	++++
2012-07	99	++++
2012-08	93	+++
2012-09	126	+++++
2012-10	119	++++
2012-11	149	++++++
2012-12	142	+++++
2013-01	155	++++++
2013-02	124	+++++
2013-03	147	++++++
2013-04	127	+++++
2013-05	122	+++++
2013-06	143	+++++
2013-07	106	++++
2013-08	106	++++
2013-09	151	++++++
2013-10	141	+++++
2013-11	167	++++++
2013-12	170	++++++
2014-01	190	+++++++
2014-02	131	+++++
2014-03	162	++++++
2014-04	123	+++++
2014-05	136	+++++
2014-06	135	+++++
2014-07	100	++++
2014-08	114	++++
2014-09	130	+++++
2014-10	143	+++++
2014-11	155	++++++
2014-12	159	++++++
2015-01	181	+++++++
2015-02	155	++++++
2015-03	161	++++++
2015-04	143	+++++
2015-05	148	++++++
2015-06	140	+++++
2015-07	129	+++++
2015-08	114	++++
2015-09	147	++++++
2015-10	140	+++++
2015-11	168	++++++
2015-12	168	++++++
2016-01	196	++++++++
2016-02	160	++++++
2016-03	180	+++++++
2016-04	143	+++++
2016-05	147	++++++
2016-06	132	+++++
2016-07	135	+++++
2016-08	102	++++
2016-09	132	+++++
2016-10	146	++++++
2016-11	179	+++++++
2016-12	180	+++++++
2017-01	207	++++++++
2017-02	163	++++++
2017-03	166	++++++
2017-04	143	+++++
2017-05	149	++++++
2017-06	139	+++++
2017-07	147	++++++
2017-08	97	+++
2017-09	143	+++++
2017-10	150	++++++
2017-11	179	+++++++
2017-12	178	+++++++
2018-01	214	++++++++
2018-02	186	+++++++
2018-03	190	+++++++
2018-04	93	+++
2018-05	160	++++++
2018-06	137	+++++
2018-07	139	+++++
2018-08	107	++++
2018-09	159	++++++
2018-10	172	+++++++
2018-11	182	+++++++
2018-12	194	+++++++
2019-01	198	++++++++
2019-02	164	++++++
2019-03	196	++++++++
2019-04	150	++++++
2019-05	171	+++++++
2019-06	161	++++++
2019-07	150	++++++
2019-08	100	++++
2019-09	172	+++++++
2019-10	173	+++++++
2019-11	187	+++++++
2019-12	179	+++++++
2020-01	230	+++++++++
2020-02	197	++++++++
2020-03	213	++++++++
2020-04	218	++++++++
2020-05	217	++++++++
2020-06	196	++++++++
2020-07	189	+++++++
2020-08	151	++++++
2020-09	157	++++++
2020-10	192	+++++++
2020-11	210	++++++++
2020-12	195	++++++++
2021-01	243	++++++++++
2021-02	226	+++++++++
2021-03	165	++++++
2021-04	168	++++++
2021-05	166	++++++
2021-06	152	++++++
2021-07	136	+++++
2021-08	138	+++++
2021-09	168	++++++
2021-10	174	+++++++
2021-11	210	++++++++
2021-12	199	++++++++
2022-01	225	+++++++++
2022-02	*189	~21% cover
2022-03	213	++++++++	[12]
2022-04	163	++++++
2022-05	193	+++++++
2022-06	173	+++++++
2022-07	150	++++++
2022-08	121	++++
2022-09	174	+++++++
2022-10	175	+++++++
2022-11	194	+++++++
2022-12	186	+++++++
2023-01	214	++++++++
2023-02	195	++++++++
2023-03	210	++++++++
2023-04	171	+++++++
2023-05	192	+++++++
2023-06	156	++++++
2023-07	159	++++++
2023-08	136	+++++
2023-09	168	++++++
2023-10	182	+++++++
2023-11	213	++++++++
	Source: synth

Variable net: net grid imports

(Formula for synth: meter.imp-meter.exp)

Variable: net; granularity: Y; date range: 2009/2023.

Data as CSV: data/consolidated/energy/std/net/Y/net-Y.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/net/Y/net-Y.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/net/Y/net-Y.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/net/Y/net-Y.house.mid.

Table: yearly net grid imports; sources: synth; max: 254.8
	Source: synth
Date	kWh		Events
2009	*255	~25% cover	[3]
2010	-1830		[4]
2011	-2406
2012	-2279
2013	-2089		[6]
2014	-2266
2015	-2043
2016	-1908
2017	-1933
2018	-1984		[8]
2019	-1854
2020	-1700
2021	-1356		[10, 11]
2022	-927		[12]
2023	*-559
	Source: synth

Variable: net; granularity: M; date range: 2009-10/2023-11.

Data as CSV: data/consolidated/energy/std/net/M/net-M.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/net/M/net-M.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/net/M/net-M.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/net/M/net-M.house.mid.

Table: monthly net grid imports; sources: synth; max: 251.2
	Source: synth
Date	kWh		Events
2009-10	29	+
2009-11	100	+++
2009-12	126	+++++
2010-01	139	+++++
2010-02	65	++
2010-03	-53
2010-04	-252		[4]
2010-05	-434
2010-06	-518
2010-07	-486
2010-08	-305
2010-09	-181
2010-10	-40
2010-11	79	+++
2010-12	156	++++++
2011-01	99	+++
2011-02	36	+
2011-03	-126
2011-04	-396
2011-05	-524
2011-06	-471
2011-07	-465
2011-08	-422
2011-09	-190
2011-10	-89
2011-11	62	++
2011-12	80	+++
2012-01	98	+++
2012-02	4
2012-03	-274
2012-04	-292
2012-05	-396
2012-06	-404
2012-07	-436
2012-08	-420
2012-09	-265
2012-10	-45
2012-11	59	++
2012-12	92	+++
2013-01	100	+++
2013-02	7
2013-03	-66
2013-04	-327
2013-05	-402		[6]
2013-06	-411
2013-07	-495
2013-08	-514
2013-09	-158
2013-10	-20
2013-11	78	+++
2013-12	120	++++
2014-01	114	++++
2014-02	-14
2014-03	-179
2014-04	-314
2014-05	-392
2014-06	-496
2014-07	-396
2014-08	-536
2014-09	-196
2014-10	-31
2014-11	69	++
2014-12	105	++++
2015-01	106	++++
2015-02	40	+
2015-03	-133
2015-04	-373
2015-05	-435
2015-06	-502
2015-07	-438
2015-08	-306
2015-09	-193
2015-10	-37
2015-11	106	++++
2015-12	121	++++
2016-01	125	++++
2016-02	20
2016-03	-94
2016-04	-312
2016-05	-429
2016-06	-342
2016-07	-450
2016-08	-461
2016-09	-122
2016-10	-58
2016-11	90	+++
2016-12	126	+++++
2017-01	137	+++++
2017-02	54	++
2017-03	-134
2017-04	-339
2017-05	-379
2017-06	-482
2017-07	-413
2017-08	-422
2017-09	-144
2017-10	-30
2017-11	88	+++
2017-12	132	+++++
2018-01	152	++++++
2018-02	39	+
2018-03	-26
2018-04	-197
2018-05	-487
2018-06	-543
2018-07	-521
2018-08	-382		[8]
2018-09	-229
2018-10	-35
2018-11	99	+++
2018-12	145	+++++
2019-01	125	++++
2019-02	2
2019-03	-85
2019-04	-300
2019-05	-390
2019-06	-380
2019-07	-444
2019-08	-427
2019-09	-185
2019-10	4
2019-11	106	++++
2019-12	120	++++
2020-01	167	++++++
2020-02	70	++
2020-03	-124
2020-04	-315
2020-05	-526
2020-06	-380
2020-07	-379
2020-08	-315
2020-09	-219
2020-10	41	+
2020-11	134	+++++
2020-12	147	+++++
2021-01	191	+++++++
2021-02	99	+++
2021-03	-107
2021-04	-344
2021-05	-324
2021-06	-358
2021-07	-395
2021-08	-262
2021-09	-140		[10]
2021-10	-4
2021-11	130	+++++	[11]
2021-12	160	++++++
2022-01	159	++++++
2022-02	56	++
2022-03	-12		[12]
2022-04	-176
2022-05	-209
2022-06	-350
2022-07	-398
2022-08	-363
2022-09	-50
2022-10	47	+
2022-11	175	++++++
2022-12	195	+++++++
2023-01	242	+++++++++
2023-02	150	+++++
2023-03	97	+++
2023-04	-145
2023-05	-243
2023-06	-372
2023-07	-252
2023-08	-306
2023-09	-64
2023-10	82	+++
2023-11	251	++++++++++
	Source: synth

Variable flow: total grid flow

(Formula for synth: meter.imp+meter.exp)

Variable: flow; granularity: Y; date range: 2009/2023.

Data as CSV: data/consolidated/energy/std/flow/Y/flow-Y.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/flow/Y/flow-Y.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/flow/Y/flow-Y.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/flow/Y/flow-Y.house.mid.

Table: yearly total grid flow; sources: synth; max: 4575.5
	Source: synth
Date	kWh		Events
2009	*552	~25% cover	[3]
2010	4278	+++++++++	[4]
2011	4576	++++++++++
2012	4309	+++++++++
2013	4309	+++++++++	[6]
2014	4538	+++++++++
2015	4410	+++++++++
2016	4393	+++++++++
2017	4429	+++++++++
2018	4349	+++++++++	[8]
2019	3683	++++++++
2020	3813	++++++++
2021	3361	+++++++	[10, 11]
2022	2591	+++++	[12]
2023	*2634	~92% cover
	Source: synth

Variable: flow; granularity: M; date range: 2009-10/2023-11.

Data as CSV: data/consolidated/energy/std/flow/M/flow-M.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/flow/M/flow-M.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/flow/M/flow-M.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/flow/M/flow-M.house.mid.

Table: monthly total grid flow; sources: synth; max: 655.9
	Source: synth
Date	kWh		Events
2009-10	212	+++
2009-11	172	++
2009-12	168	++
2010-01	190	++
2010-02	167	++
2010-03	278	++++
2010-04	406	++++++	[4]
2010-05	576	++++++++
2010-06	639	+++++++++
2010-07	600	+++++++++
2010-08	444	++++++
2010-09	362	+++++
2010-10	243	+++
2010-11	194	++
2010-12	181	++
2011-01	175	++
2011-02	178	++
2011-03	352	+++++
2011-04	536	++++++++
2011-05	646	+++++++++
2011-06	593	+++++++++
2011-07	590	++++++++
2011-08	538	++++++++
2011-09	345	+++++
2011-10	285	++++
2011-11	184	++
2011-12	153	++
2012-01	193	++
2012-02	231	+++
2012-03	467	+++++++
2012-04	434	++++++
2012-05	524	+++++++
2012-06	483	+++++++
2012-07	506	+++++++
2012-08	495	+++++++
2012-09	418	++++++
2012-10	226	+++
2012-11	182	++
2012-12	151	++
2013-01	170	++
2013-02	190	++
2013-03	268	++++
2013-04	473	+++++++
2013-05	506	+++++++	[6]
2013-06	539	++++++++
2013-07	577	++++++++
2013-08	622	+++++++++
2013-09	354	+++++
2013-10	238	+++
2013-11	195	++
2013-12	175	++
2014-01	211	+++
2014-02	221	+++
2014-03	393	+++++
2014-04	461	+++++++
2014-05	525	++++++++
2014-06	609	+++++++++
2014-07	486	+++++++
2014-08	656	++++++++++
2014-09	357	+++++
2014-10	252	+++
2014-11	193	++
2014-12	174	++
2015-01	205	+++
2015-02	210	+++
2015-03	351	+++++
2015-04	504	+++++++
2015-05	570	++++++++
2015-06	624	+++++++++
2015-07	551	++++++++
2015-08	431	++++++
2015-09	373	+++++
2015-10	238	+++
2015-11	180	++
2015-12	171	++
2016-01	215	+++
2016-02	229	+++
2016-03	348	+++++
2016-04	473	+++++++
2016-05	566	++++++++
2016-06	467	+++++++
2016-07	572	++++++++
2016-08	557	++++++++
2016-09	298	++++
2016-10	270	++++
2016-11	208	+++
2016-12	190	++
2017-01	219	+++
2017-02	211	+++
2017-03	354	+++++
2017-04	476	+++++++
2017-05	522	+++++++
2017-06	608	+++++++++
2017-07	542	++++++++
2017-08	522	+++++++
2017-09	326	++++
2017-10	254	+++
2017-11	214	+++
2017-12	180	++
2018-01	222	+++
2018-02	248	+++
2018-03	308	++++
2018-04	372	+++++
2018-05	619	+++++++++
2018-06	655	+++++++++
2018-07	631	+++++++++
2018-08	442	++++++	[8]
2018-09	325	++++
2018-10	205	+++
2018-11	160	++
2018-12	162	++
2019-01	160	++
2019-02	186	++
2019-03	269	++++
2019-04	391	+++++
2019-05	476	+++++++
2019-06	460	+++++++
2019-07	505	+++++++
2019-08	463	+++++++
2019-09	290	++++
2019-10	185	++
2019-11	155	++
2019-12	143	++
2020-01	193	++
2020-02	170	++
2020-03	294	++++
2020-04	415	++++++
2020-05	588	++++++++
2020-06	452	++++++
2020-07	457	++++++
2020-08	372	+++++
2020-09	357	+++++
2020-10	180	++
2020-11	170	++
2020-12	164	++
2021-01	202	+++
2021-02	196	++
2021-03	306	++++
2021-04	417	++++++
2021-05	397	++++++
2021-06	425	++++++
2021-07	434	++++++
2021-08	327	++++
2021-09	237	+++	[10]
2021-10	127	+
2021-11	134	++	[11]
2021-12	160	++
2022-01	161	++
2022-02	92	+
2022-03	125	+	[12]
2022-04	213	+++
2022-05	250	+++
2022-06	372	+++++
2022-07	413	++++++
2022-08	374	+++++
2022-09	115	+
2022-10	104	+
2022-11	177	++
2022-12	195	++
2023-01	244	+++
2023-02	159	++
2023-03	148	++
2023-04	214	+++
2023-05	292	++++
2023-06	393	+++++
2023-07	297	++++
2023-08	327	++++
2023-09	153	++
2023-10	154	++
2023-11	254	+++
	Source: synth

Variable gen: total grid-tied PV generation

Variable: gen; granularity: Y; date range: 2008/2023.

Data as CSV: data/consolidated/energy/std/gen/Y/gen-Y.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/gen/Y/gen-Y.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/gen/Y/gen-Y.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/gen/Y/gen-Y.house.mid.

Table: yearly total grid-tied PV generation; sources: Enphase meter SunnyBeam; max: 4084.42
	Source: Enphase		Source: meter		Source: SunnyBeam
Date	kWh		kWh		kWh		Events
2008			*915	~92% cover	*890	~85% cover	[2]
2009			2956	+++++++	2907	+++++++	[3]
2010			3547	++++++++	3483	++++++++	[4]
2011			3988	+++++++++	3922	+++++++++
2012			3778	+++++++++	3713	+++++++++
2013			3750	+++++++++	3688	+++++++++
2014			3944	+++++++++	3882	+++++++++
2015			3829	+++++++++	3767	+++++++++
2016			3703	+++++++++	3677	+++++++++
2017			3794	+++++++++	3737	+++++++++
2018	*1069	~41% cover	3928	+++++++++	3931	+++++++++
2019	3871	+++++++++	3856	+++++++++	3801	+++++++++
2020	4084	+++++++++	4070	+++++++++	4021	+++++++++
2021	3514	++++++++	3501	++++++++	3449	++++++++
2022	3943	+++++++++	3925	+++++++++	3866	+++++++++
2023	*3676	~83% cover	*3738	~92% cover	*3617	~92% cover
	Source: Enphase		Source: meter		Source: SunnyBeam

Variable: gen; granularity: M; date range: 2008-02/2023-11.

Data as CSV: data/consolidated/energy/std/gen/M/gen-M.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/gen/M/gen-M.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/gen/M/gen-M.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/gen/M/gen-M.house.mid.

Table: monthly total grid-tied PV generation; sources: Enphase meter SunnyBeam; max: 747.135
	Source: Enphase		Source: meter		Source: SunnyBeam
Date	kWh		kWh		kWh		Events
2008-02			4		*4	~14% cover	[2]
2008-03			70		69
2008-04			108	+	106	+
2008-05			135	+	134	+
2008-06			160	++	158	++
2008-07			161	++	146	+
2008-08			104	+	102	+
2008-09			85	+	84	+
2008-10			53		53
2008-11			18		18
2008-12			17		17
2009-01			23		23
2009-02			73		70		[3]
2009-03			254	+++	248	+++
2009-04			356	++++	350	++++
2009-05			458	++++++	453	++++++
2009-06			485	++++++	480	++++++
2009-07			447	+++++	437	+++++
2009-08			374	+++++	375	+++++
2009-09			256	+++	250	+++
2009-10			126	+	122	+
2009-11			62		59
2009-12			43		41
2010-01			42		41
2010-02			76	+	72
2010-03			207	++	201	++
2010-04			378	+++++	372	++++	[4]
2010-05			564	+++++++	556	+++++++
2010-06			650	++++++++	640	++++++++
2010-07			598	++++++++	595	+++++++
2010-08			430	+++++	421	+++++
2010-09			318	++++	310	++++
2010-10			176	++	171	++
2010-11			84	+	80	+
2010-12			25		25
2011-01			60		58
2011-02			96	+	92	+
2011-03			284	+++	277	+++
2011-04			518	++++++	512	++++++
2011-05			648	++++++++	642	++++++++
2011-06			590	+++++++	582	+++++++
2011-07			587	+++++++	580	+++++++
2011-08			525	+++++++	463	++++++
2011-09			313	++++	361	++++
2011-10			223	++	217	++
2011-11			87	+	84	+
2011-12			57		55
2012-01			75	+	72
2012-02			148	+	144	+
2012-03			371	++++	363	++++
2012-04			409	+++++	403	+++++
2012-05			524	+++++++	515	++++++
2012-06			508	++++++	501	++++++
2012-07			534	+++++++	527	+++++++
2012-08			514	++++++	507	++++++
2012-09			391	+++++	385	+++++
2012-10			164	++	159	++
2012-11			90	+	87	+
2012-12			50		48
2013-01			55		52
2013-02			119	+	115	+
2013-03			213	++	206	++
2013-04			454	++++++	447	+++++
2013-05			524	+++++++	517	++++++
2013-06			554	+++++++	548	+++++++
2013-07			601	++++++++	673	+++++++++
2013-08			621	++++++++	537	+++++++
2013-09			309	++++	302	++++
2013-10			161	++	156	++
2013-11			89	+	85	+
2013-12			50		48
2014-01			76	+	73
2014-02			145	+	141	+
2014-03			341	++++	334	++++
2014-04			437	+++++	430	+++++
2014-05			528	+++++++	520	++++++
2014-06			631	++++++++	624	++++++++
2014-07			496	++++++	630	++++++++
2014-08			650	++++++++	506	++++++
2014-09			326	++++	319	++++
2014-10			175	++	169	++
2014-11			86	+	83	+
2014-12			54		53
2015-01			75		71
2015-02			115	+	111	+
2015-03			294	+++	288	+++
2015-04			507	++++++	499	++++++
2015-05			583	+++++++	577	+++++++
2015-06			642	++++++++	637	++++++++
2015-07			567	+++++++	560	+++++++
2015-08			420	+++++	414	+++++
2015-09			340	++++	334	++++
2015-10			178	++	172	++
2015-11			62		60
2015-12			46		44
2016-01			71		69
2016-02			105	+	136	+
2016-03			273	+++	267	+++
2016-04			455	++++++	448	++++++
2016-05			576	+++++++	567	+++++++
2016-06			474	++++++	469	++++++
2016-07			585	+++++++	578	+++++++
2016-08			563	+++++++	526	+++++++
2016-09			254	+++	281	+++
2016-10			205	++	200	++
2016-11			88	+	86	+
2016-12			54		51
2017-01			71		68
2017-02			109	+	106	+
2017-03			300	++++	295	+++
2017-04			482	++++++	474	++++++
2017-05			528	+++++++	521	++++++
2017-06			622	++++++++	617	++++++++
2017-07			560	+++++++	554	+++++++
2017-08			519	++++++	478	++++++
2017-09			287	+++	317	++++
2017-10			180	++	175	++
2017-11			91	+	88	+
2017-12			46		44
2018-01			62		60
2018-02			147	+	142	+
2018-03			216	++	212	++
2018-04			290	+++	344	++++
2018-05			647	++++++++	641	++++++++
2018-06			689	+++++++++	677	+++++++++
2018-07			663	++++++++	661	++++++++
2018-08	*339	~93% cover	489	++++++	481	++++++
2018-09	390	+++++	388	+++++	383	+++++
2018-10	207	++	206	++	202	++
2018-11	85	+	82	+	82	+
2018-12	48		49		47
2019-01	73		72		70
2019-02	163	++	162	++	159	++
2019-03	282	+++	281	+++	275	+++
2019-04	452	++++++	450	++++++	443	+++++
2019-05	565	+++++++	562	+++++++	556	+++++++
2019-06	544	+++++++	542	+++++++	536	+++++++
2019-07	596	+++++++	594	+++++++	589	+++++++
2019-08	529	+++++++	527	+++++++	521	++++++
2019-09	358	++++	357	++++	352	++++
2019-10	170	++	169	++	165	++
2019-11	81	+	81	+	78	+
2019-12	58		58		56
2020-01	64		63		62
2020-02	128	+	130	+	123	+
2020-03	339	++++	337	++++	331	++++
2020-04	540	+++++++	536	+++++++	532	+++++++
2020-05	747	++++++++++	743	+++++++++	740	+++++++++
2020-06	578	+++++++	576	+++++++	571	+++++++
2020-07	570	+++++++	568	+++++++	563	+++++++
2020-08	466	++++++	464	++++++	460	++++++
2020-09	378	+++++	376	+++++	371	++++
2020-10	152	++	151	++	148	+
2020-11	75	+	76	+	73
2020-12	48		48		47
2021-01	53		53		51
2021-02	127	+	127	+	123	+
2021-03	274	+++	273	+++	267	+++
2021-04	515	++++++	512	++++++	506	++++++
2021-05	492	++++++	490	++++++	483	++++++
2021-06	512	++++++	510	++++++	505	++++++
2021-07	533	+++++++	531	+++++++	526	+++++++
2021-08	401	+++++	400	+++++	394	+++++
2021-09	309	++++	308	++++	303	++++
2021-10	179	++	179	++	174	++
2021-11	81	+	80	+	78	+
2021-12	39		40		39
2022-01	67		66		65
2022-02	132	+	132	+	128	+
2022-03	315	++++	313	++++	304	++++
2022-04	464	++++++	461	++++++	455	++++++
2022-05	532	+++++++	528	+++++++	523	++++++
2022-06	628	++++++++	624	++++++++	620	++++++++
2022-07	629	++++++++	628	++++++++	622	++++++++
2022-08	544	+++++++	542	+++++++	537	+++++++
2022-09	307	++++	306	++++	300	++++
2022-10	203	++	202	++	198	++
2022-11	76	+	76	+	74
2022-12	46		47		40
2023-01	71		70		68
2023-02	125	+	124	+	120	+
2023-03	216	++	217	++	209	++
2023-04	428	+++++	426	+++++	419	+++++
2023-05	577	+++++++	573	+++++++	556	+++++++
2023-06	659	++++++++	656	++++++++	652	++++++++
2023-07	530	+++++++	527	+++++++	475	++++++
2023-08	499	++++++	520	++++++	488	++++++
2023-09	371	++++	340	++++	359	++++
2023-10	202	++	208	++	196	++
2023-11			77	+	75	+
	Source: Enphase		Source: meter		Source: SunnyBeam

Variable: gen; granularity: D; date range: 2008-02-26/2023-11-30.

Data as CSV: data/consolidated/energy/std/gen/D/gen-D.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/gen/D/gen-D.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/gen/D/gen-D.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/gen/D/gen-D.house.mid.

Variable gen1: PV meter 1 generation

Variable: gen1; granularity: Y; date range: 2008/2022.

Data as CSV: data/consolidated/energy/std/gen1/Y/gen1-Y.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/gen1/Y/gen1-Y.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/gen1/Y/gen1-Y.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/gen1/Y/gen1-Y.house.mid.

Table: yearly PV meter 1 generation; sources: meter; max: 3032.1
	Source: meter
Date	kWh		Events
2008	*901	~75% cover	[2]
2009	2958	+++++++++	[3]
2010	2800	+++++++++
2011	2966	+++++++++
2012	2815	+++++++++
2013	2778	+++++++++
2014	2937	+++++++++
2015	2833	+++++++++
2016	2774	+++++++++
2017	2836	+++++++++
2018	2960	+++++++++
2019	2868	+++++++++
2020	3032	++++++++++
2021	2614	++++++++
2022	2920	+++++++++
	Source: meter

Variable gen2: PV meter 2 generation

Variable: gen2; granularity: Y; date range: 2010/2022.

Data as CSV: data/consolidated/energy/std/gen2/Y/gen2-Y.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/gen2/Y/gen2-Y.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/gen2/Y/gen2-Y.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/gen2/Y/gen2-Y.house.mid.

Table: yearly PV meter 2 generation; sources: meter; max: 1035
	Source: meter
Date	kWh		Events
2010	*747	~67% cover	[4]
2011	1022	+++++++++
2012	963	+++++++++
2013	972	+++++++++
2014	1007	+++++++++
2015	996	+++++++++
2016	965	+++++++++
2017	958	+++++++++
2018	1021	+++++++++
2019	987	+++++++++
2020	1035	++++++++++
2021	887	++++++++
2022	1004	+++++++++
	Source: meter

Variable geno: off-grid primary PV generation

Variable: geno; granularity: Y; date range: 2016/2023.

Data as CSV: data/consolidated/energy/std/geno/Y/geno-Y.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/geno/Y/geno-Y.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/geno/Y/geno-Y.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/geno/Y/geno-Y.house.mid.

Table: yearly off-grid primary PV generation; sources: SSMPPT; max: 99.2
	Source: SSMPPT
Date	kWh		Events
2016	*40.0	~38% cover	[7]
2017	99.2	++++++++++
2018	83.0	++++++++
2019	66.7	++++++
2020	62.2	++++++
2021	82.1	++++++++	[9]
2022	88.2	++++++++	[13]
2023	*59.4	~92% cover
	Source: SSMPPT

Variable: geno; granularity: M; date range: 2016-08/2023-11.

Data as CSV: data/consolidated/energy/std/geno/M/geno-M.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/geno/M/geno-M.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/geno/M/geno-M.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/geno/M/geno-M.house.mid.

Table: monthly off-grid primary PV generation; sources: SSMPPT; max: 15
	Source: SSMPPT
Date	kWh		Events
2016-08	*7.2	~61% cover	[7]
2016-09	11.3	+++++++
2016-10	10.5	+++++++
2016-11	6.0	++++
2016-12	5.0	+++
2017-01	5.7	+++
2017-02	6.2	++++
2017-03	12.6	++++++++
2017-04	12.8	++++++++
2017-05	11.4	+++++++
2017-06	11.4	+++++++
2017-07	11.0	+++++++
2017-08	9.9	++++++
2017-09	7.1	++++
2017-10	5.4	+++
2017-11	3.7	++
2017-12	2.0	+
2018-01	2.1	+
2018-02	2.9	+
2018-03	4.5	+++
2018-04	6.2	++++
2018-05	9.5	++++++
2018-06	13.2	++++++++
2018-07	15.0	++++++++++
2018-08	10.8	+++++++
2018-09	7.8	+++++
2018-10	5.4	+++
2018-11	3.1	++
2018-12	2.5	+
2019-01	3.5	++
2019-02	4.2	++
2019-03	5.7	+++
2019-04	7.4	++++
2019-05	7.0	++++
2019-06	7.6	+++++
2019-07	8.7	+++++
2019-08	7.0	++++
2019-09	7.1	++++
2019-10	3.8	++
2019-11	2.6	+
2019-12	2.1	+
2020-01	2.3	+
2020-02	3.6	++
2020-03	5.2	+++
2020-04	7.7	+++++
2020-05	8.5	+++++
2020-06	7.0	++++
2020-07	6.8	++++
2020-08	5.9	+++
2020-09	5.4	+++
2020-10	3.9	++
2020-11	3.0	++
2020-12	2.9	+
2021-01	3.0	++
2021-02	3.3	++
2021-03	4.3	++
2021-04	9.2	++++++
2021-05	9.1	++++++
2021-06	8.7	+++++
2021-07	9.9	++++++
2021-08	8.9	+++++
2021-09	9.8	++++++	[9]
2021-10	8.4	+++++
2021-11	5.2	+++
2021-12	2.3	+
2022-01	4.4	++
2022-02	5.5	+++
2022-03	7.9	+++++
2022-04	10.2	++++++
2022-05	10.0	++++++
2022-06	9.8	++++++
2022-07	10.9	+++++++
2022-08	10.2	++++++
2022-09	7.7	+++++	[13]
2022-10	6.5	++++
2022-11	3.0	++
2022-12	2.1	+
2023-01	2.2	+
2023-02	2.6	+
2023-03	4.7	+++
2023-04	6.2	++++
2023-05	6.3	++++
2023-06	7.2	++++
2023-07	7.4	++++
2023-08	7.3	++++
2023-09	6.8	++++
2023-10	5.9	+++
2023-11	2.8	+
	Source: SSMPPT

Variable: geno; granularity: D; date range: 2016-08-15/2023-11-30.

Data as CSV: data/consolidated/energy/std/geno/D/geno-D.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/geno/D/geno-D.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/geno/D/geno-D.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/geno/D/geno-D.house.mid.

Variable battc: grid-tied battery charge

Variable: battc; granularity: Y; date range: 2018/2023.

Data as CSV: data/consolidated/energy/std/battc/Y/battc-Y.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/battc/Y/battc-Y.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/battc/Y/battc-Y.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/battc/Y/battc-Y.house.mid.

Table: yearly grid-tied battery charge; sources: Enphase; max: 835.972
	Source: Enphase
Date	kWh		Events
2018	*163	~41% cover	[8]
2019	431	+++++
2020	451	+++++
2021	490	+++++	[10, 11]
2022	836	++++++++++
2023	*809	~83% cover
	Source: Enphase

Variable: battc; granularity: M; date range: 2018-08/2023-10.

Data as CSV: data/consolidated/energy/std/battc/M/battc-M.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/battc/M/battc-M.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/battc/M/battc-M.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/battc/M/battc-M.house.mid.

Table: monthly grid-tied battery charge; sources: Enphase; max: 116.333
	Source: Enphase
Date	kWh		Events
2018-08	*26	~93% cover	[8]
2018-09	45	+++
2018-10	42	+++
2018-11	30	++
2018-12	20	+
2019-01	27	++
2019-02	35	++
2019-03	46	+++
2019-04	41	+++
2019-05	41	+++
2019-06	35	+++
2019-07	36	+++
2019-08	33	++
2019-09	46	+++
2019-10	41	+++
2019-11	29	++
2019-12	23	++
2020-01	21	+
2020-02	34	++
2020-03	45	+++
2020-04	47	++++
2020-05	46	+++
2020-06	45	+++
2020-07	45	+++
2020-08	43	+++
2020-09	44	+++
2020-10	38	+++
2020-11	25	++
2020-12	18	+
2021-01	14	+
2021-02	28	++
2021-03	44	+++
2021-04	44	+++
2021-05	44	+++
2021-06	37	+++
2021-07	38	+++
2021-08	41	+++
2021-09	57	++++	[10]
2021-10	66	+++++
2021-11	51	++++	[11]
2021-12	24	++
2022-01	42	+++
2022-02	75	++++++
2022-03	97	++++++++
2022-04	72	++++++
2022-05	79	++++++
2022-06	64	+++++
2022-07	59	+++++
2022-08	58	++++
2022-09	95	++++++++
2022-10	106	+++++++++
2022-11	55	++++
2022-12	34	++
2023-01	46	+++
2023-02	79	++++++
2023-03	116	++++++++++
2023-04	84	+++++++
2023-05	78	++++++
2023-06	61	+++++
2023-07	69	+++++
2023-08	62	+++++
2023-09	101	++++++++
2023-10	111	+++++++++
	Source: Enphase

Variable battd: grid-tied battery discharge

Variable: battd; granularity: Y; date range: 2018/2023.

Data as CSV: data/consolidated/energy/std/battd/Y/battd-Y.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/battd/Y/battd-Y.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/battd/Y/battd-Y.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/battd/Y/battd-Y.house.mid.

Table: yearly grid-tied battery discharge; sources: Enphase; max: 617.121
	Source: Enphase
Date	kWh		Events
2018	*135	~41% cover	[8]
2019	358	+++++
2020	375	++++++
2021	390	++++++	[10, 11]
2022	617	++++++++++
2023	*612	~83% cover
	Source: Enphase

Variable: battd; granularity: M; date range: 2018-08/2023-10.

Data as CSV: data/consolidated/energy/std/battd/M/battd-M.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/battd/M/battd-M.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/battd/M/battd-M.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/battd/M/battd-M.house.mid.

Table: monthly grid-tied battery discharge; sources: Enphase; max: 91.964
	Source: Enphase
Date	kWh		Events
2018-08	*20.9	~93% cover	[8]
2018-09	38.3	++++
2018-10	35.8	+++
2018-11	24.3	++
2018-12	15.4	+
2019-01	21.6	++
2019-02	28.8	+++
2019-03	38.0	++++
2019-04	34.0	+++
2019-05	33.9	+++
2019-06	29.4	+++
2019-07	30.0	+++
2019-08	27.1	++
2019-09	39.2	++++
2019-10	34.0	+++
2019-11	23.2	++
2019-12	18.4	+
2020-01	16.3	+
2020-02	28.2	+++
2020-03	37.3	++++
2020-04	39.9	++++
2020-05	39.1	++++
2020-06	38.2	++++
2020-07	37.9	++++
2020-08	36.6	+++
2020-09	37.2	++++
2020-10	31.3	+++
2020-11	19.7	++
2020-12	13.2	+
2021-01	10.3	+
2021-02	23.1	++
2021-03	37.1	++++
2021-04	36.0	+++
2021-05	36.7	+++
2021-06	31.5	+++
2021-07	32.2	+++
2021-08	34.6	+++
2021-09	46.9	+++++	[10]
2021-10	54.9	+++++
2021-11	35.4	+++	[11]
2021-12	11.2	+
2022-01	26.2	++
2022-02	55.1	+++++
2022-03	74.3	++++++++
2022-04	53.7	+++++
2022-05	59.6	++++++
2022-06	46.7	+++++
2022-07	41.5	++++
2022-08	40.4	++++
2022-09	75.6	++++++++
2022-10	85.6	+++++++++
2022-11	38.9	++++
2022-12	19.6	++
2023-01	31.0	+++
2023-02	60.5	++++++
2023-03	91.4	+++++++++
2023-04	61.4	++++++
2023-05	58.4	++++++
2023-06	44.0	++++
2023-07	50.3	+++++
2023-08	43.6	++++
2023-09	79.2	++++++++
2023-10	92.0	++++++++++
	Source: Enphase

Variable h1d: DHW heater 1 diversion from PV

Variable: h1d; granularity: Y; date range: 2022/2023.

Data as CSV: data/consolidated/energy/std/h1d/Y/h1d-Y.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/h1d/Y/h1d-Y.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/h1d/Y/h1d-Y.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/h1d/Y/h1d-Y.house.mid.

Table: yearly DHW heater 1 diversion from PV; sources: Eddi; max: 642.166
	Source: Eddi
Date	kWh		Events
2022	*642	~85% cover	[12]
2023	*636	~92% cover
	Source: Eddi

Variable: h1d; granularity: M; date range: 2022-02/2023-11.

Data as CSV: data/consolidated/energy/std/h1d/M/h1d-M.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/h1d/M/h1d-M.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/h1d/M/h1d-M.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/h1d/M/h1d-M.house.mid.

Table: monthly DHW heater 1 diversion from PV; sources: Eddi; max: 132.329
	Source: Eddi
Date	kWh		Events
2022-02	*0	~21% cover
2022-03	78	+++++	[12]
2022-04	119	+++++++++
2022-05	122	+++++++++
2022-06	100	+++++++
2022-07	79	+++++
2022-08	58	++++
2022-09	64	++++
2022-10	20	+
2022-11	0
2022-12	0
2023-01	0
2023-02	1
2023-03	17	+
2023-04	98	+++++++
2023-05	132	++++++++++
2023-06	127	+++++++++
2023-07	101	+++++++
2023-08	74	+++++
2023-09	75	+++++
2023-10	11
2023-11	0
	Source: Eddi

Variable: h1d; granularity: D; date range: 2022-02-01/2023-11-30.

Data as CSV: data/consolidated/energy/std/h1d/D/h1d-D.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/h1d/D/h1d-D.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/h1d/D/h1d-D.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/h1d/D/h1d-D.house.mid.

Variable h1b: DHW heater 1 boost from grid

Variable: h1b; granularity: Y; date range: 2022/2023.

Data as CSV: data/consolidated/energy/std/h1b/Y/h1b-Y.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/h1b/Y/h1b-Y.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/h1b/Y/h1b-Y.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/h1b/Y/h1b-Y.house.mid.

Table: yearly DHW heater 1 boost from grid; sources: Eddi; max: 552.963
	Source: Eddi
Date	kWh		Events
2022	*201	~85% cover	[12]
2023	*553	~92% cover
	Source: Eddi

Variable: h1b; granularity: M; date range: 2022-02/2023-11.

Data as CSV: data/consolidated/energy/std/h1b/M/h1b-M.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/h1b/M/h1b-M.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/h1b/M/h1b-M.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/h1b/M/h1b-M.house.mid.

Table: monthly DHW heater 1 boost from grid; sources: Eddi; max: 114.727
	Source: Eddi
Date	kWh		Events
2022-02	*0	~21% cover
2022-03	11		[12]
2022-04	3
2022-05	3
2022-06	0
2022-07	0
2022-08	0
2022-09	17	+
2022-10	54	++++
2022-11	56	++++
2022-12	55	++++
2023-01	98	++++++++
2023-02	79	++++++
2023-03	87	+++++++
2023-04	18	+
2023-05	7
2023-06	3
2023-07	15	+
2023-08	4
2023-09	33	++
2023-10	97	++++++++
2023-11	115	++++++++++
	Source: Eddi

Variable: h1b; granularity: D; date range: 2022-02-01/2023-11-30.

Data as CSV: data/consolidated/energy/std/h1b/D/h1b-D.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/h1b/D/h1b-D.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/h1b/D/h1b-D.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/h1b/D/h1b-D.house.mid.

Variable h1: DHW heater 1 all

Variable: h1; granularity: Y; date range: 2022/2023.

Data as CSV: data/consolidated/energy/std/h1/Y/h1-Y.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/h1/Y/h1-Y.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/h1/Y/h1-Y.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/h1/Y/h1-Y.house.mid.

Table: yearly DHW heater 1 all; sources: Eddi; max: 1189.38
	Source: Eddi
Date	kWh		Events
2022	*843	~85% cover	[12]
2023	*1189	~92% cover
	Source: Eddi

Variable: h1; granularity: M; date range: 2022-02/2023-11.

Data as CSV: data/consolidated/energy/std/h1/M/h1-M.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/h1/M/h1-M.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/h1/M/h1-M.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/h1/M/h1-M.house.mid.

Table: monthly DHW heater 1 all; sources: Eddi; max: 139.339
	Source: Eddi
Date	kWh		Events
2022-02	*0	~21% cover
2022-03	89	++++++	[12]
2022-04	123	++++++++
2022-05	126	+++++++++
2022-06	100	+++++++
2022-07	79	+++++
2022-08	58	++++
2022-09	82	+++++
2022-10	74	+++++
2022-11	56	++++
2022-12	55	+++
2023-01	98	+++++++
2023-02	79	+++++
2023-03	104	+++++++
2023-04	116	++++++++
2023-05	139	++++++++++
2023-06	129	+++++++++
2023-07	116	++++++++
2023-08	78	+++++
2023-09	108	+++++++
2023-10	108	+++++++
2023-11	115	++++++++
	Source: Eddi

Variable heat: DHW heater 1 all plus gas

(Formula for synth: Eddi.h1+meter.gas)

Variable: heat; granularity: Y; date range: 2008/2023.

Data as CSV: data/consolidated/energy/std/heat/Y/heat-Y.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/heat/Y/heat-Y.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/heat/Y/heat-Y.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/heat/Y/heat-Y.house.mid.

Table: yearly DHW heater 1 all plus gas; sources: synth; max: 8882
	Source: synth
Date	kWh		Events
2008	8882	++++++++++
2009	6203	++++++
2010	5783	++++++
2011	3937	++++
2012	3615	++++
2013	3958	++++
2014	2998	+++
2015	2860	+++
2016	3851	++++
2017	3431	+++
2018	3792	++++
2019	3048	+++
2020	2812	+++
2021	3445	+++
2022	*2917	~93% cover	[12]
2023	*2302	~92% cover
	Source: synth

Variable: heat; granularity: M; date range: 2008-01/2023-11.

Data as CSV: data/consolidated/energy/std/heat/M/heat-M.csv.

Data as a simple MIDI sonification: data/consolidated/energy/std/heat/M/heat-M.mid.

Data as a mildly-augmented MIDI sonification: data/consolidated/energy/std/heat/M/heat-M.mild.mid.

Data as a house-style MIDI sonification: data/consolidated/energy/std/heat/M/heat-M.house.mid.

Table: monthly DHW heater 1 all plus gas; sources: synth; max: 1449
	Source: synth
Date	kWh		Events
2008-01	1418	+++++++++
2008-02	1449	++++++++++
2008-03	1323	+++++++++
2008-04	882	++++++
2008-05	290	++
2008-06	264	+
2008-07	204	+
2008-08	230	+
2008-09	271	+
2008-10	529	+++
2008-11	828	+++++
2008-12	1194	++++++++
2009-01	1285	++++++++
2009-02	1046	+++++++
2009-03	778	+++++
2009-04	265	+
2009-05	226	+
2009-06	144
2009-07	203	+
2009-08	166	+
2009-09	189	+
2009-10	300	++
2009-11	558	+++
2009-12	1043	+++++++
2010-01	1233	++++++++
2010-02	920	++++++
2010-03	694	++++
2010-04	213	+
2010-05	180	+
2010-06	156	+
2010-07	133
2010-08	148	+
2010-09	180	+
2010-10	241	+
2010-11	654	++++
2010-12	1031	+++++++
2011-01	816	+++++
2011-02	574	+++
2011-03	518	+++
2011-04	181	+
2011-05	176	+
2011-06	166	+
2011-07	155	+
2011-08	105
2011-09	163	+
2011-10	170	+
2011-11	347	++
2011-12	566	+++
2012-01	669	++++
2012-02	653	++++
2012-03	238	+
2012-04	147	+
2012-05	174	+
2012-06	148	+
2012-07	125
2012-08	101
2012-09	165	+
2012-10	152	+
2012-11	366	++
2012-12	677	++++
2013-01	754	+++++
2013-02	792	+++++
2013-03	721	++++
2013-04	330	++
2013-05	138
2013-06	136
2013-07	91
2013-08	58
2013-09	117
2013-10	102
2013-11	301	++
2013-12	418	++
2014-01	532	+++
2014-02	461	+++
2014-03	365	++
2014-04	137
2014-05	132
2014-06	116
2014-07	85
2014-08	83
2014-09	99
2014-10	121
2014-11	282	+
2014-12	585	++++
2015-01	606	++++
2015-02	525	+++
2015-03	352	++
2015-04	132
2015-05	132
2015-06	112
2015-07	98
2015-08	85
2015-09	113
2015-10	123
2015-11	297	++
2015-12	285	+
2016-01	593	++++
2016-02	561	+++
2016-03	497	+++
2016-04	192	+
2016-05	141
2016-06	110
2016-07	126
2016-08	75
2016-09	103
2016-10	201	+
2016-11	599	++++
2016-12	653	++++
2017-01	867	+++++
2017-02	497	+++
2017-03	357	++
2017-04	117
2017-05	142
2017-06	109
2017-07	105
2017-08	60
2017-09	113
2017-10	101
2017-11	344	++
2017-12	619	++++
2018-01	585	++++
2018-02	746	+++++
2018-03	559	+++
2018-04	137
2018-05	131
2018-06	103
2018-07	90
2018-08	54
2018-09	100
2018-10	208	+
2018-11	451	+++
2018-12	628	++++
2019-01	748	+++++
2019-02	519	+++
2019-03	344	++
2019-04	138
2019-05	120
2019-06	108
2019-07	102
2019-08	48
2019-09	106
2019-10	94
2019-11	228	+
2019-12	493	+++
2020-01	487	+++
2020-02	434	++
2020-03	359	++
2020-04	171	+
2020-05	163	+
2020-06	145
2020-07	125
2020-08	76
2020-09	119
2020-10	137
2020-11	162	+
2020-12	434	++
2021-01	592	++++
2021-02	464	+++
2021-03	450	+++
2021-04	167	+
2021-05	141
2021-06	127
2021-07	116
2021-08	109
2021-09	119
2021-10	138
2021-11	446	+++
2021-12	576	+++
2022-01	676	++++
2022-02	*441	~21% cover
2022-03	249	+	[12]
2022-04	134
2022-05	146	+
2022-06	115
2022-07	95
2022-08	75
2022-09	113
2022-10	104
2022-11	114
2022-12	655	++++
2023-01	549	+++
2023-02	425	++
2023-03	334	++
2023-04	131
2023-05	156	+
2023-06	132
2023-07	116
2023-08	78
2023-09	118
2023-10	115
2023-11	149	+
	Source: synth