A significant eruption is classified as one that meets at least one of the following criteria: caused fatalities, caused moderate damage (approximately $1 million or more), Volcanic Explosivity Index (VEI) of 6 or greater, generated a tsunami, or was associated with a significant earthquake.

This dataset is from http://www.ngdc.noaa.gov/nndc/servlet/ShowDatasets?dataset=102557&search_look=50&display_look=5 http://www.ngdc.noaa.gov/docucomp/page?xml=NOAA/NESDIS/NGDC/MGG/Hazards/iso/xml/G10147.xml&view=getDataView&header=none

The Significant Volcanic Eruptions Database is a global listing of over 600 eruptions from 4360 BC to the present. A significant eruption is classified as one that meets at least one of the following criteria: caused fatalities, caused moderate damage (approximately $1 million or more), Volcanic Explosivity Index (VEI) of 6 or greater, generated a tsunami, or was associated with a significant earthquake. The database provides information on the latitude, longitude, elevation, type of volcano, last known eruption, VEI index, and socio-economic data such as the total number of casualties, injuries, houses destroyed, and houses damaged, and $ dollage damage estimates. References, political geography, and additional comments are also provided for each eruption. If the eruption was associated with a tsunami or significant earthquake, it is flagged and linked to the related database. For a complete list of current and past activity for all volcanoes on the planet active during the last 10,000 years, please see Smithsonian Institution's Global Volcanism Program (GVP).

The word volcano is used to refer to the opening from which molten rock and gas issue from Earth's interior onto the surface, and also to the cone, hill, or mountain built up around the opening by the eruptive products. This slide set depicts explosive eruptions, lava fountains and flows, stream eruptions, and fissure eruptions from 19 volcanoes in 13 countries. Volcano types represented in this set include strato, cinder cone, complex, fissure vent, lava dome, shield, and island-forming. Perhaps no force of nature arouses more awe and wonder than that of a volcanic eruption. Volcanoes can be ruthless destroyers. Primitive people offered sacrifices to stem the tide of such eruptions and many of their legends were centered around volcanic activity. Volcanoes are also benefactors. Volcanic processes have liberated gases of the atmosphere and water in our lakes and oceans from the rocks deep beneath Earth's surface. The fertility of the soil is greatly enhanced by volcanic eruptive products. Land masses such as islands and large sections of continents may owe their existence entirely to volcanic activity. The word "volcano" is used to refer to the opening from which molten rock and gas issue from Earth's interior onto the surface, and also to the cone, hill, or mountain built up around the opening by the eruptive products. The molten rock material generated within Earth that feeds volcanoes is called magma and the storage reservoir near the surface is called the magma chamber. Eruptive products include lava (fluid rock material) and pyroclastics or tephra (fragmentary solid or liquid rock material). Tephra includes volcanic ash, lapilli (fragments between 2 and 64 mm), blocks, and bombs. Low viscosity lava can spread great distances from the vent. Higher viscosity produces thicker lava flows that cover less area. Lava may form lava lakes of fluid rock in summit craters or in pit craters on the flanks of shield volcanoes. When the lava issues vertically from a central vent or a fissure in a rhythmic, jet-like eruption, it produces a lava fountain. Pyroclastic (fire-broken) rocks and rock fragments are products of explosive eruptions. These may be ejected more or less vertically, then fall back to Earth in the form of ash fall deposits. Pyroclastic flows result when the eruptive fragments follow the contours of the volcano and surrounding terrain. They are of three main types: glowing ash clouds, ash flows, and mudflows. A glowing ash cloud (nue ardente) consists of an avalanche of incandescent volcanic fragments suspended on a cushion of air or expanding volcanic gas. This cloud forms from the collapse of a vertical ash eruption, from a directed blast, or is the result of the disintegration of a lava dome. Temperatures in the glowing cloud can reach 1,000 deg C and velocities of 150 km per hour. Ash flows resemble glowing ash clouds; however, their temperatures are much lower. Mudflows (lahars) consist of solid volcanic rock fragments held in water suspension. Some may be hot, but most occur as cold flows. They may reach speeds of 92 km per hour and extend to distances of several tens of kilometers. Large snow-covered volcanoes that erupt explosively are the principal sources of mud flows. Explosions can give rise to air shock waves and base surges. Air shock waves are generated as a result of the explosive introduction of volcanic ejecta into the atmosphere. A base surge may carry air, water, and solid debris outward from the volcano at the base of the vertical explosion column. Volcanic structures can take many forms. A few of the smaller structures built directly around vents include cinder, spatter, and lava cones. Thick lavas may pile up over their vents to form lava domes. Larger structures produced by low viscosity lava flows include lava plains and gently sloping cones known as a shield volcanoes. A stratovolcano (also known as a composite volcano) is built of successive layers of ash and lava. A volcano may consist of two or more cones side by side and is referred to as compound or complex. Sometimes a violent eruption will partially empty the underground reservoir of magma. The roof of the magma chamber may then partially or totally collapse. The resulting caldera may be filled by water. The volcanic structure tells us much about the nature of the eruptions.

Context:

What is the global distribution of recent eruptions and what type of volcano is associated with each type? This brief dataset from the National Oceanic and Atmospheric Administration (NOAA) Significant Volcanic Eruption Database contains metrics related to global eruptions. I chose to use the dataset to produce a global terrain map and HTML file that displays recent eruptions as colored markers associated with the type of volcano as well as a pop up description with location info from the dataset.

Content:

The time period of this dataset is from 2010 to 2018 when this notebook was written. It contains 36 columns that describe various properties of the volcano as well as data related to economic and human impact of the eruption. Properties that I feel are relevant and worthy of displaying on a marker pop up are "Year", "Name", "Country", "Latitude", "Longitude", "Type" although there are some tempting ones such as 'TOTAL_DAMAGE_MILLIONS_DOLLARS' and 'TOTAL_HOUSES_DESTROYED' that I chose to not include. This particular slice in time only contains 63 observations. The NOAA eruptions data is not real time nor is it updated fully as seen in the many null fields. I believe the data is entered as NOAA becomes aware of various situations related to that event. For example, as the total economic damage and death toll is finally made public, NOAA updates their database.

Acknowledgements:

Data was sourced from the NOAA Significant Volcanic Eruption Database

https://www.ngdc.noaa.gov/nndc/servlet/ShowDatasets?dataset=102557&search_look=50&display_look=50

Inspiration:

I personally think geology is fascinating and I am currently learning Python for data analysis. The recent eruptions of Mount Kilauea in Hawaii came to mind so I hunted down open datasets that had to do with natural disasters and came upon the site from NOAA.

Extensions:

Although this dataset is small, anyone can download the full contents of the database from NOAA and perhaps answer some other burning questions: Do certain types of volcanoes erupt more frequently? Do certain types of volcanoes cause more economic damage than others? Is there a correlation between number of lives lost and volcano type or location?

A volcano is a vent in Earth's surface from which lava, rock, ash, and hot gases erupt. Most volcanoes are located along the boundaries of tectonic plates, although some, such as those that built the Hawai'ian Islands are found over hot spots. A significant volcanic eruption, according to the U.S. National Oceanic and Atmospheric Administration (NOAA), is defined "as one that meets at least one of the following criteria: (1) caused fatalities, (2) caused moderate damage (approximately one million U.S. dollars or more), (3) has a Volcanic Explosivity Index (VEI) of six or larger, (4) caused a tsunami, or (5) was associated with a major earthquake."Similar to the Richter or moment magnitude scales that measure earthquakes, the Volcanic Explosivity Index (VEI) is a logarithmic scale (from zero to eight) used to describe and classify volcanic eruptions based on magnitude (amount of magma erupted) and intensity (height of the eruption column). A logarithmic scale means each interval describes an increase ten times greater than the previous number. Each number on the VEI scale is also associated with a word to describe the eruption:0. Non-explosive (Kilauea in 1975)1. Gentle (Karangetang in 1997)2. Explosive (Lengai, Ol Doinyo in 1940)3. Severe (Hekla in 1980)4. Cataclysmic (Tungurahua in 2011)5. Paroxysmal (Mount Vesuvius in 79 C.E.)6. Colossal (Novarupta in Katmai National Park and Preserve in 1912)7. Super-colossal (Santorini in 1610 B.C.E.)8. Mega-colossal (Yellowstone National Park 640,000 years ago)This map layer, featuring data from the National Center for Environmental Information part of the U.S. National Oceanic and Atmospheric Administration (NOAA), shows the location of significant volcanic eruptions. If you click an event on the map, a pop-up opens with additional information about past eruptions at that location.Want to learn more about volcanoes? Check out Forces of Nature.

The statistic presents the death toll in individual countries due to the world's major volcanic eruptions from 1900 to 2016*. The volcanic eruption in Cameroon on August 24, 1986 claimed a total of 1,746 deaths. Volcanic eruptions A volcanic eruption is defined as a discharge of lava and gas from a volcanic vent or fissure. Volcanoes spew hot, dangerous gases, ash, lava, and rock that are powerfully destructive. The most common consequences of this are population movements, economic loss, affected people and deaths.

Agriculture-based economies are most affected by volcanic eruption. It is unpredictable how much affected an agriculture-based economy will be in a volcanic eruption. The economic loss caused by major volcanic eruptions varies from 1,000 million U.S. during the volcanic eruption in Colombia, November 13, 1995, to 80 million U.S. dollar caused by the volcanic eruption in Japan in 1945.

It is a big tragedy when people are affected by natural disasters. 1,036,065 affected people were counted during the volcanic eruption in the Philippines in June 9, 1991. Most of the states which know about the volcanic activities in their countries have an evacuation plan trying to safe peoples lives. In some cases it is difficult for the people to follow authorities’ instructions caused by unforeseen situations and it comes to high numbers of casualties like in the volcanic eruption in Ecuador in August 14, 2006.

According to the Wold Risk Index from 2013, Qatar, with an index value of 0.1, was the safest country in the world. This index is a complex interplay of natural hazards and social, political and environmental factors.

The statistic shows the economic damage caused by major volcanic eruptions in the period from 1900 to 2016*. The volcanic eruption on September 09, 1983 in Indonesia caused a loss of approximately 149.69 million U.S. dollars.

The Smithsonian's "Eruptions, Earthquakes, & Emissions" web application (or "E3") is a time-lapse animation of volcanic eruptions and earthquakes since 1960. It also shows volcanic gas emissions (sulfur dioxide, SO2) since 1978 — the first year satellites were available to provide global monitoring of SO2. The eruption data are drawn from the Volcanoes of the World (VOTW) database maintained by the Smithsonian's Global Volcanism Program (GVP). The earthquake data are pulled from the United States Geological Survey (USGS) Earthquake Catalog. Sulfur-dioxide emissions data incorporated into the VOTW for use here originate in NASA's Multi-Satellite Volcanic Sulfur Dioxide L4 Long-Term Global Database. Please properly credit and cite any use of GVP eruption and volcano data, which are available via a download button within the app, through webservices, or through options under the Database tab above. A citation for the E3 app is given below.Clicking the image will open this web application in a new tab.Citation (example for today)Global Volcanism Program, 2016. Eruptions, Earthquakes & Emissions, v. 1.0 (internet application). Smithsonian Institution. Accessed 19 Oct 2018 (https://volcano.si.edu/E3/).Frequently Asked QuestionsWhat is the Volcanic Explosivity Index (VEI)?VEI is the "Richter Scale" of volcanic eruptions. Assigning a VEI is not an automated process, but involves assessing factors such as the volume of tephra (volcanic ash or other ejected material) erupted, the height the ash plume reaches above the summit or altitude into the atmosphere, and the type of eruption (Newhall and Self, 1982). VEIs range from 1 (small eruption) to 8 (the largest eruptions in Earth's entire history).What about eruptions before 1960?For information about volcanic eruptions before 1960, explore the GVP website, where we catalog eruption information going back more than 10,000 years. This E3 app only displays eruptions starting in 1960 because the catalog is much more complete after that date. For most eruptions before the 20th century we rely on the geologic record more than historical first-hand accounts — and the geologic record is inherently incomplete (due to erosion) and not fully documented.What are "SO2 emissions" and what do the different circle sizes mean?The E3 app displays emissions of sulfur dioxide gas (SO2) from erupting volcanoes, including the mass in kilotons. Even though water vapor (steam) and carbon dioxide gas (see more about CO2 below) are much more abundant volcanic gases, SO2is the easiest to detect using satellite-based instruments, allowing us to obtain a global view. There is no universally accepted "magnitude" scale for emissions; the groupings presented here were chosen to best graphically present the relative volumes based on available data.What am I seeing when I click on an SO2 emission event?You are seeing a time-lapse movie of satellite measurements of SO2 associated with a particular emission event. These SO2 clouds, or plumes, are blown by winds and can circle the globe in about a week. As plumes travel, they mix with the air, becoming more dilute until eventually the concentration of SO2 falls below the detection limit of satellites. Earth's entire atmosphere derives from outgassing of the planet — in fact, the air you breathe was once volcanic gas, and some of it might have erupted very recently!Why are there no SO2 emissions before 1978?E3 shows volcanic gas emissions captured from satellite-based instruments, which were first deployed in 1978. NASA launched the Total Ozone Mapping Spectrometer (TOMS) in 1978, which provided the first space-borne observations of volcanic gas emissions. Numerous satellites capable of measuring volcanic gases are now in orbit.Why don't you include H2O and CO2 emissions?The most abundant gases expelled during a volcanic eruption are water vapor (H2O in the form of steam) and carbon dioxide (CO2). Sulfur dioxide (SO2) is typically the third most abundant gas. Hydrogen gas, carbon monoxide and other carbon species, hydrogen halides, and noble gases typically comprise a very small percentage of volcanic gas emissions. So why can't we show H2O and CO2 in the E3 app? Earth's atmosphere has such high background concentrations of H2O and CO2 that satellites cannot easily detect a volcano's signal over this background "noise." Atmospheric SO2 concentrations, however, are very low. Therefore volcanic emissions of SO2 stand out and are more easily detected by satellites. Scientists are just beginning to have reliable measurements of volcanic carbon dioxide emissions because new satellites dedicated to monitoring CO2 have either recently been launched or have launches planned for the coming decade.How much carbon is emitted by volcanoes?We don't really know. CO2, carbon dioxide, is the dominant form of carbon in most volcanic eruptions, and can be the dominant gas emitted from volcanoes. Humans release more than 100 times more CO2 to the atmosphere than volcanoes (Gerlach, 2011) through activities like burning fossil fuels. Because of this, the background levels of CO2 in the atmosphere have risen to levels that are so high (greater than 400 parts per million, or 0.04%) that satellites cannot easily detect the CO2 from volcanic eruptions. Scientists are able to estimate the amount of carbon flowing from Earth's interior to exterior (the flux) by measuring carbon emissions directly at volcanic vents and by measuring the carbon dissolved in volcanic rocks. Scientific teams in the Deep Carbon Observatory (one of the supporters of E3) are working to quantify the flux of carbon from Earth's interior to exterior.Do volcanic emissions cause global warming?No, not in modern times. The dominant effect of volcanic eruptions is to cool the planet in the short term. This is because sulfur emissions create aerosols that block the sun's incoming rays temporarily. While volcanoes do emit powerful greenhouse gases like carbon dioxide, they do so at a rate that is likely 100 times less than humans (Gerlach, 2011). Prior to human activity in the Holocene (approximately the last 10,000 years), volcanic gas emissions did play a large role in modulating Earth's climate.Volcanic eruptions and earthquakes seem to occur in the same location. Why?Eruptions and earthquakes occur at Earth's plate boundaries — places where Earth's tectonic plates converge, diverge, or slip past one another. The forces operating at these plate boundaries cause both earthquakes and eruptions. For example, the Pacific "Ring of Fire" describes the plate boundaries that surround the Pacific basin. Around most of the Pacific Rim, the seafloor (Earth's oceanic crust) is "subducting" beneath the continents. This means that the seafloor is being dragged down into Earth's interior. You might think of this as Earth's way of recycling! In this process, ocean water is released to Earth's solid rocky mantle, melting the mantle rock and generating magma that erupts through volcanoes on the continents where the plates converge. In contrast, mid-ocean ridges, chains of seafloor volcanoes, define divergent plate boundaries. The Mid-Atlantic Ridge that runs from Iceland to the Antarctic in the middle of the Atlantic Ocean is one example of a divergent plate boundary. Earth's crust is torn apart at the ridge, as North and South America move away from Europe and Africa. New lava erupts to fill the gap. This lava cools, creating new ocean crust. All these episodes where solid rock collides or is torn apart generate earthquakes. And boom! You have co-located eruptions and earthquakes. To learn more about plate margins using E3, watch this video.Is this the first time eruptions, emissions, and earthquakes have been animated on a map?E3 is a successor to the program Seismic/Eruption developed by Alan Jones (Binghamton University). That program was one of the first to show the global occurrence of earthquakes (USGS data) and eruptions (GVP data) through space and time with animations and sound. The program ran in the Smithsonian's Geology, Gems, and Minerals Hall from 1997 to 2016, and was also available on the "Earthquakes and Eruptions" CD-ROM. E3 builds upon Seismic/Eruption with the addition of emissions data and automated data updates.How many eruptions and emissions are shown, and from how many volcanoes?The application is currently showing 2,065 eruptions from 334 volcanoes. It is also showing 360 emission activity periods from 118 different volcanoes. In addition, there are 67 animations available showing the movement of SO2 clouds from 44 volcanoes.How often do you update the data represented in the web application?The application checks for updates once a week. Earthquake data, being instrumentally recorded, is typically very current. Eruption data, which relies on observational reports and analysis by GVP staff, is generally updated every few months; however, known ongoing eruptions will continue through the most recent update check. Emissions data is collected by satellite instruments and also must be processed by scientists, so updates will be provided as soon as they are available following an event, on the schedule with eruption updates.Is my computer system/browser supported? Something isn't working right.To run the map, your computer and browser must support WebGL. For more information on WebGL, please visit https://get.webgl.org to test if it should work.Source Obtained from http://volcano.si.edu/E3/

A significant eruption is classified as one that meets at least one of the following criteria: caused fatalities, caused moderate damage (approximately $1 million or more), Volcanic Explosivity Index (VEI) of 6 or greater, generated a tsunami, or was associated with a significant earthquake. The database contains information on the latitude, longitude, elevation, type of volcano, last known eruption, VEI index, and socio-economic data such as the total number of casualties, injuries, houses destroyed, and houses damaged, and dollar damage estimates, if available. The Significant Volcanic Eruptions Database is a global listing of over 600 eruptions from 4360 BC to the present.

This dataset is associated with the VolcanEESM project led by the project team at the University of Leeds. The project was funded by NCAR/UCAR Atmospheric Chemistry and Modeling Visiting Scientist Program, NCAS, University of Leeds.

The global volcanic sulphur dioxide (SO2) emissions database is a combination of available information from the wider literature with as many observations of the amount and location of SO2 emitted by each volcanic eruption as possible. The database includes no information about the size, mass, distribution or optical depth of resulting aerosol. As such the database is model agnostic and it is up to each modeling group to make decisions about how to implement the emission file in their prognostic stratospheric aerosol scheme.

The dataset is divided into two parts based on the availability of satellite data. For the pre-satellite era, the necessary information about the emissions was gathered from the latest ice core records of sulphate deposition in combination historical accounts available in the wider literature (see references included in the database for specific citation for each record). In the satellite era, volcanic emissions were primarily derived from remotely sensed observations.

For the period 1850 CE to 1979 the dataset combined the most recent volcanic sulfate deposition datasets from ice cores with volcanological and, where applicable, petrological estimates of the SO2 mass emitted as well as historical records of large-magnitude volcanic eruptions. In detail, for the majority of eruptions between 1850 CE to 1979 , there are few direct measurement of SO2 emissions or quantitative observations of the plume height and very few measurements of the aerosol optical depth (AOD).

Parameters in the database include: Day_of_Emission: The 24 hour period in which the emission is thought to have occurred. (Ordered by the variable Eruption_Number starting with the first eruption in the database.)

Eruption: Field that contains the Volcano_Number (Which uniquely identifies each volcano in the Global Volcanism Program Database), Volcano_Name (official name from the Global Volcanism Program Database), Notes_and_References (list of notes about the observed parameters and references used to derive each entry). ( Ordered by the variable Eruption_Number starting with the first eruption in the database.)

Latitude: Latitude of each emission from -90 to +90 (Ordered by the variable Eruption_Number starting with the first eruption in the database.)

Longitude: Longitude of each emission degrees East (Ordered by the variable Eruption_Number starting with the first eruption in the database.)

VEI: Volcanic Explosively Index of each emission based on Global Volcanism Program Database (Ordered by the variable Eruption_Number starting with the first eruption in the database.)

Total_Emission_of_SO2_Tg: Total emission of SO2 in teragram for the specific database entry (Ordered by the variable Eruption_Number starting with the first eruption in the database.)

Maximum_Injection_Height_km: Maximum height of each emission in kilometers above sea level. (Ordered by the variable Eruption_Number starting with the first eruption in the database.)

Minimum_Injection_Height_km: Minimum height of each emission in kilometers above sea level. (Ordered by the variable Eruption_Number starting with the first eruption in the database.)

Month_of_Emission: The month in which the emission is thought to have occurred. (Ordered by the variable Eruption_Number starting with the first eruption in the database.)

Year_of_Emission: The Year in which the emission is thought to have occurred. (Ordered by the variable Eruption_Number starting with the first eruption in the database.)

Fewer than one hundred people have been killed by eruptions in the recorded history of Hawaii, and only one death has occurred in the 20th Century. However, the lava flows are highly destructive to populated and cultivated areas. This set depicts the negative impact of lava flows on communities, vegetation, marine life, roads, and coastlines. It also illustrates the benefits of Hawaii volcanism such as the production of geothermal power, increase in land area of the islands and other benefits. More than 270,000 people have been killed directly or indirectly by volcanic activity worldwide during the past 500 years. Nearly all of the deaths have been caused by explosive eruptions of composite volcanoes along the boundaries of the Earth's tectonic plates. Hawaii's volcanoes have more fluid, less gaseous magmas and produce quieter, less hazardous eruptions. The village of Kapoho was entirely destroyed during the 1960 eruption in the lower east rift (fissure) zone of Kilauea. In the 1980s, flows from Kilauea's east rift largely destroyed Royal Gardens and Kalapana. The March-April 1984 eruption of Mauna Loa threatened Hilo, with a population of about 40,000. Advancing nearly 26 km in about 5 days, the active flows produced a bright red glow in the night sky visible from Hilo. Much to the relief of the citizens, the flows stopped about 6.5 km short of the city's outskirts. These outskirts are built in part on the pahoehoelava (smooth ropy lava) flows produced by the 1881 eruption of Mauna Loa, indicating that Hilo is well within the reach of lava flows from the volcano. Although the destructive effects of volcanism are more obvious, volcanoes also provide many benefits to mankind. They are the major contributors to the building of continents, and all oceanic islands owe their origin directly or indirectly to volcanism. Over the billions of years of Earth's existence, water has been released from its interior by volcanoes and hot springs near volcanic intrusions. Geothermal power produced by volcanism is an inexpensive alternative energy source. The Hawaiian Islands were built over millions of years by lava flows. The lava flows have provided the fertile soil in which crops such as pineapples, sugar cane, and coffee thrive, and lush tropical vegetation flourishes. The flows start to weather quickly in areas with adequate rainfall. In some cases revegetation can begin in less than one year after the eruption. The lava flows are very fertile, especially if they have been covered by ash. The fine ash particles retain water within reach of plant roots and release plant foods such as potassium. Vegetation that has been destroyed by ash falls returns in a more luxuriant form. However in the island's arid areas, it may take thousands of years to form fertile soils from erosion and breakdown of lava. Volcanic rocks provide an abundant local source of materials for landscaping, construction, and road building. The majestic mountains andbeautiful black sand beaches of Hawaii that draw thousands of tourists each year are products of volcanism. Hawaii Volcanoes National Park provides one of the few places in the world where visitors can safely view volcanic processes. The Hawaiian volcanoes are contributing to the overall understanding of volcanoes; they provide a natural laboratory for study of the eruptivephenomena. Careful research and constant observation over long periods of time are important. From these data, volcanologists are learning to interpret activity in order to advise local officials of imminent eruptions.

The Significant Volcanic Eruption Database is a global listing of over 500 significant eruptions which includes information on the latitude, longitude, elevation, type of volcano, and last known eruption. A significant eruption is classified as one that meets at least one of the following criteria: caused fatalities, caused moderate damage (approximately $1 million or more), with a Volcanic Explosivity Index (VEI) of 6 or larger, caused a tsunami, or was associated with a major earthquake.

In 1926, the number of fatalities caused by the eruption of the Japanese volcano Tokachidake amounted to 144. In the most recent volcanic disaster in 2014, 63 people were killed. That year, Mount Ontake erupted unexpectedly. Since it is a popular tourist attraction, there were many people present who fell victim to the volcanic eruption. Japan is located on the Ring of Fire, and there are over 100 active volcanoes located on the archipelago.

This dataset comprises MISR-derived output from a comprehensive analysis of Icelandic volcano eruptions (Eyjafjallajokull 2010, Grimsvotn 2011, Holuhraun 2014-2015). The data presented here are analyzed and discussed in the following paper: Flower, V.J.B., and R.A. Kahn, 2020. The evolution of Icelandic volcano emissions, as observed from space in the era of NASA’s Earth Observing System (EOS). J. Geophys. Res. Atmosph. (in press). The data is subdivided by volcano of origin, date and MISR orbit number. Within each case folder there are up to 11 files relating to an individual MISR overpass. Files include plume height records (from both the red and blue spectral bands) derived from the MISR INteractive eXplorer (MINX) program, displayed in: map view, downwind profile plot (along with the associated wind vectors retrieved at plume elevation), a histogram of retrieved plume heights and a text file containing the digital plume height values. An additional JPG is included delineating the plume analysis region, start point for assessing downwind distance, and input wind direction used to initialize the MINX retrieval. A final two files are generated from the MISR Research Aerosol (RA) retrieval algorithm (Limbacher, J.A., and R.A. Kahn, 2014. MISR Research-Aerosol-Algorithm: Refinements For Dark Water Retrievals. Atm. Meas. Tech. 7, 1-19, doi:10.5194/amt-7-1-2014). These files include the RA model output in HDF5, and an associated JPG of key derived variables (e.g. Aerosol Optical Depth, Angstrom Exponent, Single Scattering Albedo, Fraction of Non-Spherical components, model uncertainty classifications and example camera views). File numbers per folder vary depending on the retrieval conditions of specific observations. RA plume retrievals are limited when cloud cover was widespread or the solar radiance was insufficient to run the RA. In these cases the RA files are not included in the individual folders.

This dataset contains Volcanic Hazard Level for proximal volcanic hazards (e.g., pyroclastic flows, lahars, lava). Volcanic Hazard Level is derived from the Smithsonian Institution Global Volcanism Program (GVP) volcano dataset, GVP eruption dataset, and the British Geological Survey LaMEVE (Large Magnitude Explosive Volcanic Eruptions) database. These data provide volcano location, maximum volcanic explosive intensity (VEI), and dates of previous eruption. Date of last eruption and maximum VEI are used to generate the Volcanic Hazard Level, which is assigned to the area within 100km radius of the volcano. This dataset does not include data for hazard from volcanic ash.

Global Volcano Hazard Frequency and Distribution is a 2.5 minute gridded data set based upon the National Geophysical Data Center (NGDC) Volcano Database spanning the period of 79 through 2000. This database includes nearly 4,000 volcanic events categorized as moderate or above (values 2 through 8) according to the Volcano Explosivity Index (VEI). Most volcanoes are georeferenced to the nearest tenth or hundredth of a degree with a few to the nearest thousandth of a degree. To produce the final output, the frequency of a volcanic hazard is computed for each grid cell, with the data set consequently being classified into deciles (10 classes of approximately equal number of grid cells). The higher the grid cell value in the final output, the higher the relative frequency of hazard posed by volcanoes. This data set is the result of collaboration among the Columbia University Center for Hazards and Risk Research (CHRR) and Columbia University Center for International Earth Science Information Network (CIESIN).

Linking tectonic setting to eruptive activity in volcanic arcs provides a framework to understand processes that control the production, accumulation and eruption of magma on Earth. We use the Holocene eruptive records of 162 volcanoes, which are selected based on an assessment of recording biases, to calculate the probability of recording large eruptions (between Magnitudes 4 and 7). We quantify regional variability in the sizes of volcanic eruptions and compare it with subduction parameters influencing the generation, transport and storage of magma. Given the tectonic setting of a subduction zone is multidimensional (e.g., age, speed, obliquity of the subducting plate) we use a graphical model to explore the strength of probabilistic relationships between tectonic and volcanic variables. The variable that exhibits the strongest probabilistic relationship with eruption size is convergence obliquity, with larger eruptions favored in settings where convergence is normal. Normal convergence favors the storage and accumulation of larger volumes of magma, whereas oblique convergence favors the transport and eruption of smaller volumes of magma. In low-obliquity arcs where magma storage is promoted, the subduction of older slabs results in higher mantle productivity, which thermally favors the accumulation of eruptible magma and larger eruptions on average. However, the highest mantle productivity also results in more frequent magma injection and pressurization of crustal reservoirs. Consequently, arcs with moderate slab ages and low obliquity produce the highest proportion of larger eruptions. In high-obliquity arcs mantle productivity does not dominantly control eruption sizes. Instead, thinner crust facilitates frequent transport of magma to the surface, resulting in smaller eruptions. For the largest eruptions on Earth (e.g., Magnitude 8), however, accumulation of eruptible magma will be dominantly controlled by thermomechanical modification of the crust and not the frequency of magma intrusion. Despite the importance of convergence obliquity, our results show that variability in the sizes of volcanic eruptions is controlled by complex relationships with other parameters including slab age and crustal thickness. By using a graphical model, we have been able to explore complex volcano-tectonic relationships. We suggest a similar approach could be extremely valuable for exploring other complex multidimensional datasets within the Earth Sciences.

The Smithsonian Institution's Global Volcanism Program (GVP) is housed in the Department of Mineral Sciences, National Museum of Natural History, in Washington D.C. We are devoted to a better understanding of Earth's active volcanoes and their eruptions during the last 10,000 years.

The mission of GVP is to document, understand, and disseminate information about global volcanic activity. We do this through four core functions: reporting, archiving, research, and outreach. The data systems that lie at our core have been in development since 1968 when GVP began documenting the eruptive histories of volcanoes.

Reporting. GVP is unique in its documentation of current and past activity for all volcanoes on the planet active during the last 10,000 years. During the early stages of an eruption anywhere in the world we act as a clearinghouse of reports, data, and imagery. Reports are released in two formats. The Smithsonian / USGS Weekly Volcanic Activity Report provides timely information vetted by GVP staff about current eruptions. The Bulletin of the Global Volcanism Network provides comprehensive reporting on recent eruptions on a longer time horizon to allow incorporation of peer-reviewed literature and observatory reports.

Archiving. Complementing our effort toward reporting of current eruptive activity is our database of volcanoes and eruptions that documents the last 10,000 years of Earth's volcanism. These databases and interpretations based on them were published in three editions of the book "Volcanoes of the World".

Research. GVP researchers are curators in the Department of Mineral Sciences and maintain active research programs on volcanic products, processes, and the deep Earth that is the ultimate source of volcanism.

Outreach. This website presents more than 7,000 reports on volcanic activity, provides access to the baseline data and eruptive histories of Holocene volcanoes, and makes available other resources to our international partners, scientists, civil-authorities, and the public.

The Global Volcanism Program relies on an international network of collaborating individuals, programs and organizations, many of which are listed below:

United States Geological Survey Volcano Hazards Program (USA). The Volcano Hazards Program monitors active and potentially active volcanoes, assesses their hazards, responds to volcanic crises, and conducts research on volcanoes. The Volcano Disaster Assistance Program (VDAP) (with the U.S. Office of Foreign Disaster Assistance) works to reduce fatalities and economic losses in countries experiencing a volcano emergency.

Global Volcano Model (Bristol University and the British Geological Survey, UK). GVM is a growing international network that aims to create a sustainable, accessible information platform on volcanic hazard and risk.

WOVOdat (Earth Observatory of Singapore). A collective record of volcano monitoring, worldwide - brought to you by the WOVO (World Organization of Volcano Observatories).

Integrated Earth Data Applications (Lamont-Doherty Earth Observatory of Columbia University, USA). A community-based data facility to support, sustain, and advance the geosciences by providing data services for observational solid earth data from the Ocean, Earth, and Polar Sciences.

VHub (The State University of New York at Buffalo, USA). An online resource for collaboration in volcanology research and risk mitigation.

International Association of Volcanology and Chemistry of the Earth's Interior (IAVCEI). IAVCEI represents the primary international focus for: (1) research in volcanology, (2) efforts to mitigate volcanic disasters, and (3) research into closely related disciplines, such as igneous geochemistry and petrology, geochronology, volcanogenic mineral deposits, and the physics of the generation and ascent of magmas in the upper mantle and crust. IAVCEI has charged GVP with providing the official names and unique identifier numbers for the world's volcanoes.

National Oceanographic and Atmospheric Administration (NOAA). Volcanic Ash Advisory Centers (VAACs) The International Civil Aviation Organization (ICAO) has established nine Volcanic Ash Advisory Centers tasked with monitoring Volcanic Ash plumes within their assigned airspace.

Tsunamis are normally associated with submarine earthquakes along subduction zones, such as the 2011 Japan tsunami. However, there are significant tsunami sources related to submarine volcanic eruptions. Volcanic tsunamis, like tectonic tsunamis, typically occur with little warning and can devastate populated coastal areas at considerable distances from the volcano. There have been more than 90 volcanic tsunamis accounting for about 25% of all fatalities directly attributable to volcanic eruptions during the last 250 years. The two deadliest non-tectonic tsunamis in the past 300 years are due to the 1883 Krakatoa eruption in Indonesia with associated pyroclastic flows and Japan's Mount Unzen lava dome collapse in 1792. At the source, volcanic tsunamis can exceed tectonic tsunamis in wave height, but these volcanic tsunamis are subject to significant wave attenuation and dispersion with propagation distance. There are at least nine different mechanisms by which volcanoes produce tsunamis. Most volcanic tsunami waves have been produced by extremely energetic explosive volcanic eruptions in submarine or near water surface settings, or by flow of voluminous pyroclastic flows or debris avalanches into the sea. The recent "orange" alert in July 2015 at the Kick 'em Jenny submarine volcano off Granada in the Caribbean Sea highlighted the challenges in characterizing the tsunami waves for a potential submarine volcanic eruption. In this work we will conduct a suite of experiments and closely linked modeling efforts to quantify the relationship between source eruptive mechanism and wave generation. This research will serve assessment and mitigation of coupled volcanic and tsunami hazards.

The ultimate long-term goal of this research is to transform assessment and mitigation of the submarine volcanic tsunami hazard through hybrid modeling of submarine volcanic eruption, tsunami generation and propagation along with the potential engulfment and caldera formation. Critically important data related to these submarine tsunami generation processes is lacking in the literature. This research will compensate for missing data by hybrid modeling of 3D submarine volcanic eruption tsunami generation scenarios. It will focus on the tsunami generation by submarine volcanic eruptions and engulfments. A computer controlled pneumatic submarine volcanic eruption tsunami generator (SVE-TG) will allow fully 3D physical modeling. The variable eruption velocities of the SVE-TG mimick relatively slow mud volcanoes and rapid explosive eruptions. The event analysis will be used to determine the experimental program and the design of the SVE-TG, which will expand the capabilities of the existing NHERI tsunami facilities. The experimental program will determine the characteristics of the dynamic eruptive column and the coupled tsunami generation, propagation and potential caldera formation. The combined experimental results from the submarine volcanic eruption will provide a robust validation tool for numerical models of submarine volcanic eruptions and engulfments. Source characteristics from submarine volcanic eruption events remain poorly constrained from present experimental and numerical studies. A historical event will be simulated by using described coupled volcanic mass flow, eruption and tsunami mechanisms. This research will transform knowledge and understanding of submarine volcanic tsunamis and potentially mitigate some of the deadliest non-tectonic tsunami hazards.

These data files contain short periods of electrical data recorded at Stromboli volcano, Italy, in 2019 and 2020 using a prototype version of the Biral Thunderstorm Detector BTD-200. This sensor consists of two antennas, the primary and secondary antenna, which detect slow variations in the electrostatic field resulting from charge neutralisation due to electrical discharges.The sensor recorded at three different locations: BTD1 (38.79551°N, 15.21518°E), BTD2 (38.80738°N, 15.21355°E) and BTD3 (38.79668°N, 15.21622°E). Electrical data of the following explosions is provided (each in a separate data file):- Three Strombolian explosions on 12 June 2019 at 12:46:53, 12:49:27 and 12:56:10 UTC, respectively.- A major explosion on 25 June 2019 at 23:03:08 UTC.- A major explosion on 19 July 2020 at 03:00:42 UTC.- A major explosion on 16 November 2020 at 09:17:45 UTC.- A paroxysmal event at 3 July 2019 at 14:45:43 UTC.Each filename indicates the location of the BTD, the starting date and time of the file in UTC, and a short description of the three data columns inside the file (unixtime, primary, secondary). The first column provides the Unix timestamp of each data point, which is the time in seconds since 01/01/1970. All time is provided in UTC. The second column provides the measured voltage [V] recorded by the primary antenna. The third column provides the measured voltage [V] recorded by the secondary antenna.