DavidHawkins
David Hawkins
Recently Published
NESO Gas Annual Output Duration Curves
Public Domain Data
NGED LV Load Monitor Data (7.5M samples)
Public domain via:
https://connecteddata.nationalgrid.co.uk/dataset/lv-load-monitor-data
Antarctic Ice Cores Revised 800KYr CO2 Data
Source:
CO2 data: https://www.ncei.noaa.gov/access/paleo-search/study/17975#:~:text=The%20European%20Project%20for%20Ice,quality%20data%20in%20other%20sections.
Delta Temperature: https://doi.pangaea.de/10.1594/PANGAEA.683655
Synchronous vs Total Generation 2009 - 2025
Public domain data via NESO
EPICA ratio of deuterium
Source: https://doi.pangaea.de/10.1594/PANGAEA.683655
EPICA data
Source: https://doi.pangaea.de/10.1594/PANGAEA.683655
Spectral Analysis
NESO public domain data
NESO Operating limit exceedences
Public domain data ℅ NESO
NESO 1-sec frequency 'density' 2014 - 2024
Area under density plot adds to 100% in each case
Public domain data
NESO 1-sec frequency 'density' 2014 - 2024
X-limits at 49.75 - 50.25Hz
NESO 1-sec frequency 'density' 2014 - 2024
Kernel Density Estimate (KDE). A small normal density curve is centered at every datapoint and then the densities are summed for all datapoints in a group. This is then normalized to integrate to 1 to generate the KDE
NESO operating limit exceedences
Seconds / month when outside 49.8Hz - 50.2Hz
NESO 1-sec frequency 'density' 2014 - 2024
Kernel Density Estimate (KDE). You can interpret this as a continuous histogram. Briefly and by default, a small normal density curve is centered at every datapoint and then the densities are summed for all datapoints in a group. This is then normalized to integrate to 1 to generate the KDE
NESO 1-sec Histograms
Public domain data
NESO 2014-2023 Frequency Excursions
Public Domain Data
GB Gen. Tech vs Total Demand
NESO public domain half-hour data
GB Generation by Tech and by system demand
Half-hour public domain data from NGESO/NESO
Bramley / Basingstoke
SPED cables - open data
Bramley Grid
Public domain data
Import / Interconnector Contribution vs GB (half-hour) Demand
Public domain data courtesy of NGESO / NESO
BSUoS per day
Vertical line = Russia invades Ukraine
BSUoS per day
Vertical black line = Russia invades Ukraine
BRAG
Public domain data
Landulph
Open data source National Grid
Ynysybwl 11kV UG assets
Public domain data source: NGED
YNYSYBWL 11kV UG assets
NB: Public domain data
Lady Windsor
NB: Public domain data
NGRID
Public domain data
WBUR public domain data
3x SGTs MVA demands
PinPoint site visit
NGED public domain data
Sample map
11kV cables and substations from open data
NGESO data
BSUoS vs Percentage Synch Generation
SWEST site locations
NB: other sites include NULL entries at LAT/LONG
NGESO Inertia Cost
NGESO open data
Wind variability
1-second data
Summarised into 5-min samples
and into 5-min averages
Uskmouth SGT flows
Supported by NGED Open Data
Source: https://connecteddata.nationalgrid.co.uk/dataset/super-grid-transformer-flows-south-wales
Creator:National Grid Electricity Distribution
Onshore Wind Farms, UK National Parks
National Parks in E&W plus Scottish National Nature Reserves
BRWA-TAUN
Generation in NGED capacity register (Feb 2023)
ONS FOI data summary
Data points = sum of all causes each week
Blue line = trend line (best fit using Loess smoothing)
OHID excess deaths by region
Tighter curve fitting...
Excess Deaths by region
Source: Office for Health Improvement and Disparities, 3 Nov 2022
ONS ASMR by age and vaccine status
Source:
https://www.ons.gov.uk/peoplepopulationandcommunity/birthsdeathsandmarriages/deaths/bulletins/deathsinvolvingcovid19byvaccinationstatusengland/deathsoccurringbetween1january2021and31march2022
Domestic Electric Load Duration Curve
ecdf of annual electricity demand - 95% of peak ~= after diversity maximum demand for a cluster of dwellings
Hewlett Packard 11kV_Prim_8 -- all data w/forecast (see 5/mar/21)
Missing data is at 5-Mar-2021
Cotham Primary Prim_0 some missing measurements w/forecast data
Missing data is at 5-Mar-2021
