This dataset tracks annual average expenditure per student from 2002 to 2023 for Community School Of Digital And Visual A School District

The Consumer Price Index (CPI) of audio-visual equipment and related products in the United Kingdom (UK) as an annual average generally decreased from 2002 to 2022. In 2022, the annual average price index value of audio-visual products was measured at ****. Consumer price indices are designed to measure changes in the price of everything consumers buy. More information on CPI can be found here

Norway Average Household Expenditure: RC: Audio Visual and Information Processing Equipment data was reported at 7,515.000 NOK in 2012. This records a decrease from the previous number of 8,894.000 NOK for 2009. Norway Average Household Expenditure: RC: Audio Visual and Information Processing Equipment data is updated yearly, averaging 7,163.000 NOK from Dec 1999 (Median) to 2012, with 12 observations. The data reached an all-time high of 8,894.000 NOK in 2009 and a record low of 6,308.000 NOK in 2003. Norway Average Household Expenditure: RC: Audio Visual and Information Processing Equipment data remains active status in CEIC and is reported by Statistics Norway. The data is categorized under Global Database’s Norway – Table NO.H016: Average Household Expenditure.

This dataset tracks annual average revenue per student from 2002 to 2023 for Community School Of Digital And Visual A School District

Diluted-Average-Shares Time Series for Visual Photonics Epitaxy Co Ltd. Visual Photonics Epitaxy Co., Ltd. engages in the research and development, manufacture, and sale of optoelectronic semiconductors epitaxy and optoelectronic components products in Taiwan, the United States, and internationally. It offers gallium arsenide (GaAs) heterojunction bipolar transistor (HBT), low turn-on voltage HBT, high voltage HBT, InP HBT and HEMT, GaAs pseudomorphic high electron mobility transistor (PHEMT) and BiHEMT, and GaN epi wafers. The company also provides GaAs PD, InGaAs PD and APD, Zn diffusion ready InGaAs PD and APD, long wavelength InGaAs PD, F-P and DFB LD, and VCSEL epi wafers; and solar cell epi wafers, as well as customerized epi foundry services. Visual Photonics Epitaxy Co., Ltd. was incorporated in 1996 and is based in Taoyuan City, Taiwan.

Data provided in EPB's 2013 Annual Report. This dataset provides information on the average cost per KWB per residential customer - comparing EPB customers against the national average for customers. All values are listed in cents.

National averages provided by the U.S. Energy Information Administration Table 5.3 (Average Retail Prices of Electricity to Ultimate Consumers).

OverviewThis dataset includes pre-processed data files containing the single-cell responses to image changes and image omissions for neurons recorded with 2-photon calcium imaging in mice performing a change detection task, as described in Garrett et al., 2023/2025:Version 1 (Garrett et al., 2023): biorxiv.org/content/10.1101/2023.02.14.528085v1Version 3 (Garrett et al., 2025): biorxiv.org/content/10.1101/2023.02.14.528085v3The set of imaging planes included in the processed data files are a subset of the full Visual Behavior 2P dataset (brain-map.org/circuits-behavior/visual-behavior-2p), and were selected to include neurons that were tracked across familiar and novel image sessions, or active and passive sessions, in transgenic mice expressing GCaMP6f in excitatory neurons, Sst inhibitory neurons, or Vip inhibitory neurons.Single cell responses to key task conditions (image changes and image omissions) were extracted from raw data and averaged across trials to produce the processed data files provided here and facilitate easier analysis of neural signals of interest (such as the analyses in Sharafeldin & Choi, 2025 or Aitken et al., 2024).The included trial types, session types, and experimental conditions are described in further detail below.Task conditions and session typesImage changes and image omissionsIn the change detection task, mice view a series of repeated stimuli (250ms per image) with an intervening gray screen (500ms) in between each image presentation, and mice must learn to lick when the identity of the stimulus changes. Thus the job of the mice is to ask "is the image i am seeing now the same or different as the one i saw 500 milliseconds ago". Analysis of image change responses can be used to study expectation, effects of adaptation with repeated stimulus presentation, behavioral choice (changes can be hits or misses) and other sensory and behavioral response properties.The stimulus presentation cadence is highly regular and is repeatedly experienced during behavioral training. Once mice are well trained, unexpected image omissions are included, whereby any repeated image has a 5% likelihood of being omitted (image changes and pre-change images are never omitted). Analysis of omission responses can be used to study the temporal dynamics of sensory responses and expectation violation.Familiar & novel, active & passive sessionsMice are trained on the change detection task with a set of 8 natural scene images that become highly familiar over training. Once well trained, mice perform the task under a 2-photon microscope over multiple sessions, first with the set of familiar images, then with a set of novel images the mice had not seen before. Passive viewing sessions are interleaved with active behavior sessions for both image sets. In passive sessions, mice are sated and view the stimulus in open loop mode in the absence of rewards.Note that for the subset of data included here, stimuli in a given session are either all familiar or all novel images (i.e. familiar and novel images are not interleaved within sessions in this subset of the data). Other session types that include interleaved familiar and novel images are available as part of the full dataset, as described here: allensdk.readthedocs.io/en/latest/visual_behavior_optical_physiology.htmlData filesA Jupyter notebook showing how to load the processed data files is included:load_and_plot_cell_responses.ipynbThe processed data files containing average cell responses to image changes or image omissions are:mean_response_df_events_all_is_change_platform_active_passive.pklmean_response_df_events_all_is_change_platform_experiment_table.pklmean_response_df_events_all_omitted_platform_active_passive.pklmean_response_df_events_all_omitted_platform_experiment_table.pklEach file contains one row for each neuron recorded in each session (i.e. there will be multiple rows per 'cell_specimen_id'Averaged response timeseries are provided in 'mean_trace' column in a +/- 2 second window around the onset of image changes or image omissions. Responses are averaged across all trials for each condition, without regard to the image identity before and after changes and omissions.The average response following image changes or image omissions, taken in a 500ms window after event onset, is provided in the 'mean_repsonse' columnMetadata on the location of each imaging plane (cortical depth & visual area) and the session type for each recorded neuron can be obtained by merging the mean response dataframes with the metadata tables described below using the 'ophys_experiment_id' column, which is the unique identifier for each imaging plane recorded in each session.Metadata for the selected set of imaging planes is included in the following files:platform_paper_ophys_experiments_table.csvContains all imaging planes included in the Garrett et al., novelty study, contributing to the results in all main figuresSession types include Familiar image sessions, Novel image sessions, and Novel+ image sessions (after 1-3 days of exposure to novel images)This set of sessions was used in the main figures of Garrett et. al., 2023/2025platform_active_passive_experiments_table.csvContains metadata for Familiar image sessions during active behavior as well as passive viewing sessions for the same imaging planes as in the platform_paper_ophys_experiments_table.csvPassive viewing sessions are sessions in which mice were given their daily water prior to the imaging session and the stimulus was played in open loop mode with the lick spout retracted. Thus, mice had no opportunity to respond to stimuli or obtain a reward. This can be used to study the impact of task engagement and behavioral context.This set of active and passive familiar sessions was used to produce Extended Data Figure 7a,b in Garrett et al., 2023, and Supplementary Figure 9c in Garrett et al., 2025Additional data availabilityNote that the full dataset available at brain-map.org (brain-map.org/circuits-behavior/visual-behavior-2p) consists of NWB files with cell traces (dF/F and detected events), behavior variables (running speed, pupil diameter, lick times, etc) and stimulus presentation times across entire imaging sessions, but cell activity traces and stimuli are not time aligned and require additional steps to obtain event aligned responses. The processed data files here contain cell responses after time alignment and trial averaging and are intended to facilitate easier analysis of neural signals of general interest.Code to perform time alignment and extract event aligned cell activity traces for trial types and conditions beyond those included here is available in the brain_observatory_utilities package on GitHub: github.com/AllenInstitute/brain_observatory_utilities.A tutorial notebook showing how to load data for individual sessions and obtain event aligned traces is provided: github.com/AllenInstitute/brain_observatory_utilities/blob/main/example_notebooks/using_event_triggered_response_with_visual_behavior_data.ipynbFor questions that cannot be resolved using this documentation, please contact marinag@alleninstitute.org

China Audio Equipment: YoY: Number of Employee: Average data was reported at -5.535 % in Dec 2012. This records an increase from the previous number of -6.088 % for Nov 2012. China Audio Equipment: YoY: Number of Employee: Average data is updated monthly, averaging 1.880 % from Jan 2006 (Median) to Dec 2012, with 55 observations. The data reached an all-time high of 10.800 % in Mar 2011 and a record low of -16.850 % in May 2009. China Audio Equipment: YoY: Number of Employee: Average data remains active status in CEIC and is reported by National Bureau of Statistics. The data is categorized under China Premium Database’s Industrial Sector – Table CN.BIB: Audio Visual Equipment: Audio Equipment.

Graph and download economic data for Average Weekly Earnings of Production Employees: Information: Motion Picture and Video Industries in California (SMU06000005051210030) from Jan 2001 to Aug 2025 about video, audio-visual, information, earnings, CA, production, employment, industry, and USA.

Graph and download economic data for Average Hourly Earnings of Production Employees: Information: Motion Picture and Video Industries in California (SMU06000005051210008) from Jan 2001 to Aug 2025 about video, audio-visual, information, hours, CA, production, employment, industry, and USA.

In 2020, the average lifespan of a company on Standard and Poor's 500 Index was just over ** years, compared with ** years in 1965. There is a clear long-term trend of declining corporate longevity with regards to companies on the S&P 500 Index, with this expected to fall even further throughout the 2020s.

China Audio Equipment: Number of Employee: Average data was reported at 262.192 Person th in Dec 2013. This records an increase from the previous number of 237.685 Person th for Dec 2012. China Audio Equipment: Number of Employee: Average data is updated monthly, averaging 258.050 Person th from Dec 2003 (Median) to Dec 2013, with 64 observations. The data reached an all-time high of 302.500 Person th in Dec 2008 and a record low of 184.678 Person th in Dec 2003. China Audio Equipment: Number of Employee: Average data remains active status in CEIC and is reported by National Bureau of Statistics. The data is categorized under China Premium Database’s Industrial Sector – Table CN.BIB: Audio Visual Equipment: Audio Equipment.

China Audio Visual Equipment: Number of Employee: Average data was reported at 710.770 Person th in Dec 2013. This records an increase from the previous number of 579.752 Person th for Dec 2012. China Audio Visual Equipment: Number of Employee: Average data is updated monthly, averaging 552.226 Person th from Dec 2003 (Median) to Dec 2013, with 64 observations. The data reached an all-time high of 710.770 Person th in Dec 2013 and a record low of 397.968 Person th in Dec 2003. China Audio Visual Equipment: Number of Employee: Average data remains active status in CEIC and is reported by National Bureau of Statistics. The data is categorized under China Premium Database’s Industrial Sector – Table CN.BIB: Computer, Communication and Other Electronic Equipment: Audio Visual Equipment.

The average speed(m/s) with which the participants moved their head during the exploration phase and the visual-tactile stimulation.

Mean average precision for top 20 retrievals (visual words integration).

The dataserie is a set of 12 datasets comprising monthly average nighttime sea surface temperatures calculated for the period 2010 - 2019. The datasets are derived from MODIS-Aqua sensor. The data can be visualised at: https://webgis.gov.tc

Blockchain data query: pharaoh: Volume (moving averages) (30d)

RVF/LH  =  right visual field/left hemisphere, LVF/RH  =  left visual field/right hemisphere.

This dataset tracks annual average expenditure per student from 2020 to 2023 for Garvey/Allen Visual & Perf Arts Academy For STEM School District

Visual group: Mean Proportion of Time on Task for each age group at baseline and post-test together with overall means.