Questions tagged [time-series]
For questions about data sets that include observations or predictions with a time interval.
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How to simulate data for a Bivariate Integer-Valued Auto Regressive process of order 1 time series in R?
I want to simulate data (Monte Carlo simulation) to assess the small sample properties of the Maximum Likelihood Estimators (MLE) for the BINAR(1) model:
\begin{aligned}
& Y_{1, t}=\rho_1 \cdot Y_{...
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how to do cross validation for multi variate lightgbm machine learning model using mlexperiments and mllrnrs
I try to fit multivariate time series using a light gbm model. To build the model I am using mlexperiments and mllrnrs.
splitting the time series using timetk and sample
splits <- production %...
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Where to find open data for 3D vector fields?
Three-dimensional vector fields are employed in fluid mechanics, climate modeling, magnetism, and other fields. Where can I find open data on real measurements of 3D vector fields, ideally across time?...
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Looking for public source for time series data: DAX/DE40
The Deutsche Bundesbank (the German central bank) provides publicly available statistical data at https://www.bundesbank.de/en/statistics/time-series-databases
This includes a number of time series ...
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Does anyone have good data on the evolution of the Persian Gulf from Sumerian to Modern Times?
So far I can't find good data on the evolution of the Persian Gulf silting up, only what it was in 6000 BP, and how it is now without anything in between. Is there any dataset (preferably vector) you ...
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Hourly wind turbine electricity/power production data for single installations in the UK?
I'd like to check my wind speed calculated yield against actual yield. Ideally, I would like to know:
Turbine location
Turbine model details
Hourly yield (or other small timestamp)
I've found ...
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Georeferenced timeseries on EU/Global energy load by powerplant (including information on fuel type)
I am looking for a georeferenced dataset in any format providing longitudinal information at the year/month and EU or global powerplant levels. Ideally, it should have information on load, capacity, ...
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How Can I use SPSS to conduct a Generalized Least Square regression
I ran OLS regression on my data and found issues with auto correlation due to non-stationarity of data (time series data). I need to conduct a Generalized least Square regression as it is robust ...
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Tourism Multivariate Time Series Dataset (daily observations)
I am looking for a tourism related dataset (ideally air traffic) with daily observations and a reasonable number of dimensions (thinking at least 1000 observations, and over 50 dimensions), ideally it ...
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Is there a dataset with time series on water consumption for household needs in Russia?
I have time series data about water consumption by day and hour in all of the apartments in a specific residential building located in Moscow, Russia. It covers the time period from 1st of January ...
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USA Residential Electricity Prices
EDITED QUESTION to add context:
I'm interested in "modeling" the Electricity Price for Residential Users in the US, particularly (if possible) in Massachusetts.
I'd like to obtain something ...
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(Labeled, if possible) time-series datasets for anomaly detection
I would like to create a big list of available time-series datasets for anomaly detection. I'm especially interested in the following:
The time-series data should be segmented into cycles
Ideally, ...
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How many countrywide weekly mortality datasets are available?
It is a major topic of interest during the covid pandemic to analyse excess mortality. And it is particularly helpful to look at weekly death counts as the resulting year-year comparisons of weekly ...
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Time series dataset where historical values are updated
I am looking for a time series dataset where the historical values changed through updated reports. The data would be reported on some regular frequency, and the historical values (might) change with ...
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Dataset of many different types of time series noise - for testing filter quality
I'm working on a 1D time series data problem where I need a filter to be robust to a very wide range of types of signal noise - basically any type of noise where the mean is approximately zero and the ...
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COVID level of lockdown by state by month or week?
Looking to compare my salespeople's sales to their ability to reach their customers due to lockdown measures. Where would I look to see each state's official response/level of lockdown by week or ...
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Where to find large survival dataset with at least one time dependent variable?
Looking for a large dataset for survival analysis where at least one of the variables is time-dependent.
For example, this a sample dataset:
time status sex age year thickness ulcer
1 10 ...
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free REST API for daily end-of-day S&P 500 index
I am looking for a free API to retrieve the daily end-of-day S&P 500 index for the past year.
There are plenty of APIs which provide the individual stocks, but the indices are not for free. There ...
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Datasets with chronological variables for specific countries
I am doing some time-series forecasts.
The datasets that I am working on have the attributes year, month, day and hour, however, in order to deal with seasonality and holiday effects, I am looking for ...
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What are some canonical time series data sets or data series?
I have a time series technique I want to try out. Is there a list of canonical data sets or time series data that I should test my technique on so that I can see if the technique works? For example, ...
confused
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cpu usage and power consumption of servers
I would like to have a structured dataset about CPU usage and power consumption of servers. The data should include CPU usage, power consumption.
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Applications or Datasets with massive number of time series
There are many applications which deal with multiple time series data such as stock market, climate change, etc. It seems most of them are dealing with a few number of streams up to 1000 series in ...
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Where can I find a time series dataset on patient waiting lists for hospitals (or, some other healthcare related time series dataset)?
I found some on data.world which is a set of data from a conglomerate of hospitals in Ireland. However, this set is not useful to me because it is split between many hospitals for only a period of ...
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Data resources for air pollution time series
I am trying to learn some Spatial Data Analysis before applying for a PhD in Environmental Epidemiology and Exposomics (I am a Computational Biologist). Therefore I want to work on a small personal ...
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Which SPEI time series should I use?
I'm using the SPEI index to obtain a measure of drought conditions for various countries, across a number of years. I just want one measure, per country, per year. I am unclear about whether I should ...
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Is there a dataset for the flow of people?
Data: I am looking for an anonymised dataset for the flow of people I suppose one may know about it with the cell site or towers. I woul be especifically glad to get geojsons.
Context: I am looking ...
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Where to get soccer data per period? [duplicate]
I have searched for period data in soccer - like number of goals in 15,30,45,60,75,90 mins (15 minutes interval) - but I can't find any. Do you know any site giving this data?
Reposted
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Are there any data-sets having multiple multivariate time-series with causal relations between its attributes along with their description?
I need to perform some data-analysis task. For that I need data-sets containing multiple multivariate(multidimensional) time-series. Along with that I also need the description of each dimension, so ...
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Time-series data for causal inference task
I am looking for a suitable dataset for causal inference in time-series data.
The biggest issue I am facing at this stage is to find a dataset suitable for experiments, in the sense that the causal ...
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Publicly available dataset for failure prediction in servers
Is there any open dataset available for anomaly/resource contention failure prediction in servers. It should have different timeseries features like CPU, memory usage etc. Along with a label ...
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How to choose which weather data to use in a time series?
I am conducting an air pollution case-crossover analysis and I'm in the midst of adding in pertinent weather variables. I cast a wide net and downloaded data from NOAA, National weather service and a ...
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Looking for electric vehicle charging station time series data
I am looking for time series of the electrical output of an electric vehicle charging station per hour, along with the number of electric vehicles that arrive at that charging station per hour.
Is ...
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Time series dataset for forecasting
I am looking for time series dataset that I can use for forecasting. I prefer one that comes with monthly values.
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where could one download one minute climate archive？
I have been searching for an archive of one minute climate data. I found bad-quality data from NOAA. Some period data is missing.
Data available through this form needs a fee of $90 for just one city....
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How to get the birds daily observations data from different stations of any region
I searched many websites and I cannot get the correct solution. If anyone have the answer, can share with me.
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Where can I find labeled but unsegmented time series datasets?
Almost all datasets in the UCR archive contain only time series sequences that are segmented and scaled to the same length, which is unrealistic. Are there any time series datasets that are not ...
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NMMAPS availability?
The National Morbidity, Mortality, and Air Pollution Study (NMMAPS)
was a large national study of air pollution and health in the United States. The study examined 108 cities spanning the years from ...
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IoT dataset of event detection which contains seasonal factor
I am looking for a dataset which is related to IoT data. Specifically, when there are any events detected, the IoT device will record that event immediately. And it should have the seasonal factor: ...
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Multimodal, numerical and changing time series data
Similarly to this question I am looking for time series data sets that show some extent of change in the feature distribution(s) over time.
The requirements that I have regarding the data set are ...
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Multidimensional Data Stream
I am looking for a dataset containing multidimensional data streams. More specifically, data points such as:
(x1, y1, z1), (x2, y2, z2), (x3, y3, z3), ...
which are ordered or have time-stamps.
...
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Data set of particulate matter concentrations in Graz, Austria
I am looking for a data set that which observations are half-hourly measurements of the concentration (measured in μgm −3 ) of particulate matter with an aerodynamic diameter of less than 10μm, ...
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Jobs opening for data scientist
Is there data regarding the number of job openings for data scientist/ data engineers and so on?
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Sensor data trains dataset
For an experiment I'm looking for a particular type of data set, been looking for quite a while but couldn't find any data sets which even remotely match this description. Are there any good datasets ...
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Where to find river flow time series for rivers in Europe?
I am looking for river flow gauged data for rivers in Europe, i.e. time series.
Data can be peak flow or daily flow (m3/s) but it has to cover all of Europe's river basins.
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What are some time-series datasets for clustering (and classification)?
I'm searching for my thesis about the time-series (non-video) datasets for the purpose of clustering (and classification). By non-video I mean the dataset should not be video data. Any idea of the ...
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Large time-series data for learning
I am looking for large time-series data for learning forecasting methods. Data should preferably be at hourly or minute level.
Domain doesn't matter much but multiple types of data (financial, IOT, ...
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Seasonal Sales Data for time Series Analysis
I am looking for a typical sales data set, which I can use for a time series prediction. I especially want to show how to decompose the seasonal component.
A good example would be a fictional company, ...
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How to publish annual datasets?
I work in the open data team for a large city. We have a number of datasets that are produced annually, such as budgets. I'm trying to choose between different options for publishing this data:
...
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Find UK daily flow discharge data with gaps in the time series
I am looking for 2 UK hydrological gauges (one main river and one stream) which must have daily flow discharge data with gaps in the time series and the data in the two time series must overlap.
For ...
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Highly periodical time series datasets?
I'm looking for a highly periodical time series dataset. Mainly, this is what I am looking for:
Periodic time series. No preference over the frequency, it can be annual, monthly or even daily.
The ...
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