The UCDP, Uppsala Conflict Data Program, contains information on a large number data on organised violence, armed violence, and peacemaking. There is information from 1946 up to today, and the datasets are updated continuously. The data can be downloaded for free.

The UCDP Battle-Related Deaths Dataset is a conflict-year and dyad-year dataset with information on the number of battle-related deaths in the conflicts from 1989-2013 that appear in the UCDP/PRIO Armed Conflict Dataset.

Purpose:

The Uppsala Conflict Data Program (UCDP) collects information on a large number of aspects of armed violence since 1946.

Cite as: UCDP Battle-Related Deaths Dataset v.5-2013, Uppsala Conflict Data Program, www.ucdp.uu.se, Uppsala University

The American Civil War is the conflict with the largest number of American military fatalities in history. In fact, the Civil War's death toll is comparable to all other major wars combined, the deadliest of which were the World Wars, which have a combined death toll of more than 520,000 American fatalities. The ongoing series of conflicts and interventions in the Middle East and North Africa, collectively referred to as the War on Terror in the west, has a combined death toll of more than 7,000 for the U.S. military since 2001. Other records In terms of the number of deaths per day, the American Civil War is still at the top, with an average of 425 deaths per day, while the First and Second World Wars have averages of roughly 100 and 200 fatalities per day respectively. Technically, the costliest battle in U.S. military history was the Battle of Elsenborn Ridge, which was a part of the Battle of the Bulge in the Second World War, and saw upwards of 5,000 deaths over 10 days. However, the Battle of Gettysburg had more military fatalities of American soldiers, with almost 3,200 Union deaths and over 3,900 Confederate deaths, giving a combined total of more than 7,000. The Battle of Antietam is viewed as the bloodiest day in American military history, with over 3,600 combined fatalities and almost 23,000 total casualties on September 17, 1862. Revised Civil War figures For more than a century, the total death toll of the American Civil War was generally accepted to be around 620,000, a number which was first proposed by Union historians William F. Fox and Thomas L. Livermore in 1888. This number was calculated by using enlistment figures, battle reports, and census data, however many prominent historians since then have thought the number should be higher. In 2011, historian J. David Hacker conducted further investigations and claimed that the number was closer to 750,000 (and possibly as high as 850,000). While many Civil War historians agree that this is possible, and even likely, obtaining consistently accurate figures has proven to be impossible until now; both sides were poor at keeping detailed records throughout the war, and much of the Confederacy's records were lost by the war's end. Many Confederate widows also did not register their husbands death with the authorities, as they would have then been ineligible for benefits.

Of the ten deadliest battles of the American Civil War, the Battle of Gettysburg in early July, 1863, was by far the most devastating battle of the war, claiming over 51 thousand casualties, of which 7 thousand were battle deaths. The Battles of Shiloh, Bull Run (Second), Antietam, Stones River and Chancellorsville all have very similar casualty counts, between 22.5 and 24 thousand casualties each, although it should be noted that the Battle of Antietam took place in a single day, and with 22,717 casualties it is the bloodiest day in U.S. history. The Battles of Chickamauga, the Wilderness and Spotsylvania, all had approximately 30 to 35 thousand casualties each, whereas the Siege of Vicksburg is the only entry on this list with less than 20 thousand casualties.

This is a cleaned dataset which is scraped from Wikipedia: https://en.wikipedia.org/wiki/List_of_wars_by_death_toll

I cleaned the data that was scraped, and will include the code to do so in a notebook.

This list of wars by death toll includes all deaths that are either directly or indirectly caused by the war. These numbers usually include the deaths of military personnel which are the direct results of a battle or other military wartime actions, as well as the wartime/war-related deaths of civilians which are the results of war-induced epidemics, famines, atrocities, genocide, etc.

Iraq IQ: Battle-Related Deaths: Number of People data was reported at 10,211.000 Person in 2017. This records an increase from the previous number of 9,621.000 Person for 2016. Iraq IQ: Battle-Related Deaths: Number of People data is updated yearly, averaging 1,072.000 Person from Dec 1989 (Median) to 2017, with 29 observations. The data reached an all-time high of 23,038.000 Person in 1991 and a record low of 7.000 Person in 2001. Iraq IQ: Battle-Related Deaths: Number of People data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Iraq – Table IQ.World Bank: Population and Urbanization Statistics. Battle-related deaths are deaths in battle-related conflicts between warring parties in the conflict dyad (two conflict units that are parties to a conflict). Typically, battle-related deaths occur in warfare involving the armed forces of the warring parties. This includes traditional battlefield fighting, guerrilla activities, and all kinds of bombardments of military units, cities, and villages, etc. The targets are usually the military itself and its installations or state institutions and state representatives, but there is often substantial collateral damage in the form of civilians being killed in crossfire, in indiscriminate bombings, etc. All deaths--military as well as civilian--incurred in such situations, are counted as battle-related deaths.; ; Uppsala Conflict Data Program, http://www.pcr.uu.se/research/ucdp/.; Sum;

Colombia CO: Battle-Related Deaths: Number of People data was reported at 87.000 Person in 2023. This records a decrease from the previous number of 107.000 Person for 2022. Colombia CO: Battle-Related Deaths: Number of People data is updated yearly, averaging 398.000 Person from Dec 1989 (Median) to 2023, with 34 observations. The data reached an all-time high of 3,392.000 Person in 2002 and a record low of 23.000 Person in 2020. Colombia CO: Battle-Related Deaths: Number of People data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Colombia – Table CO.World Bank.WDI: Population and Urbanization Statistics. Battle-related deaths are deaths in battle-related conflicts between warring parties in the conflict dyad (two conflict units that are parties to a conflict). Typically, battle-related deaths occur in warfare involving the armed forces of the warring parties. This includes traditional battlefield fighting, guerrilla activities, and all kinds of bombardments of military units, cities, and villages, etc. The targets are usually the military itself and its installations or state institutions and state representatives, but there is often substantial collateral damage in the form of civilians being killed in crossfire, in indiscriminate bombings, etc. All deaths--military as well as civilian--incurred in such situations, are counted as battle-related deaths.;Uppsala Conflict Data Program, http://www.pcr.uu.se/research/ucdp/.;Sum;

Central African Republic CF: Battle-Related Deaths: Number of People data was reported at 261.000 Person in 2023. This records a decrease from the previous number of 675.000 Person for 2022. Central African Republic CF: Battle-Related Deaths: Number of People data is updated yearly, averaging 88.000 Person from Dec 2001 (Median) to 2023, with 17 observations. The data reached an all-time high of 906.000 Person in 2021 and a record low of 27.000 Person in 2015. Central African Republic CF: Battle-Related Deaths: Number of People data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Central African Republic – Table CF.World Bank.WDI: Population and Urbanization Statistics. Battle-related deaths are deaths in battle-related conflicts between warring parties in the conflict dyad (two conflict units that are parties to a conflict). Typically, battle-related deaths occur in warfare involving the armed forces of the warring parties. This includes traditional battlefield fighting, guerrilla activities, and all kinds of bombardments of military units, cities, and villages, etc. The targets are usually the military itself and its installations or state institutions and state representatives, but there is often substantial collateral damage in the form of civilians being killed in crossfire, in indiscriminate bombings, etc. All deaths--military as well as civilian--incurred in such situations, are counted as battle-related deaths.;Uppsala Conflict Data Program, http://www.pcr.uu.se/research/ucdp/.;Sum;

Afghanistan Battle-Related Deaths: Number of People data was reported at 230.000 Person in 2024. This records a decrease from the previous number of 917.000 Person for 2023. Afghanistan Battle-Related Deaths: Number of People data is updated yearly, averaging 5,552.000 Person from Mar 1990 (Median) to 2024, with 35 observations. The data reached an all-time high of 35,787.000 Person in 2022 and a record low of 230.000 Person in 2024. Afghanistan Battle-Related Deaths: Number of People data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Afghanistan – Table AF.World Bank.WDI: Population and Urbanization Statistics. Battle-related deaths are deaths in battle-related conflicts between warring parties in the conflict dyad (two conflict units that are parties to a conflict). Typically, battle-related deaths occur in warfare involving the armed forces of the warring parties. This includes traditional battlefield fighting, guerrilla activities, and all kinds of bombardments of military units, cities, and villages, etc. The targets are usually the military itself and its installations or state institutions and state representatives, but there is often substantial collateral damage in the form of civilians being killed in crossfire, in indiscriminate bombings, etc. All deaths--military as well as civilian--incurred in such situations, are counted as battle-related deaths.;Uppsala Conflict Data Program, http://www.pcr.uu.se/research/ucdp/.;Sum;

Game of Thrones Battles and Deaths

Fantasy battles, character deaths, and predictions in the Game of Thrones series

By Data Society [source]

About this dataset

This comprehensive dataset combines three sources of data related to the popular book series, A Song of Ice and Fire by George R.R. Martin, and its television adaptation, Game of Thrones. The dataset includes information on battles, character deaths, and character predictions from the series.

The first source is the battles.csv file, which contains Chris Albon's The War of the Five Kings Dataset. This dataset provides detailed information on all the battles that occur in the Game of Thrones series. It includes data on attacker and defender kings, number of attackers and defenders, outcome of each battle, as well as location and region where each battle takes place.

The second source is the character-deaths.csv file created by Erin Pierce and Ben Kahle. This dataset was part of their Bayesian Survival Analysis project. It provides valuable insights into characters' deaths in the series including year of death, book of death (in which book a character dies), death chapter (chapter in which a character dies), and book intro chapter (chapter in which a character is introduced).

The third source is the more comprehensive character-predictions_pose.csv file from A Song Of Ice And Data team who scraped it from www.awoiaf.westeros.org (the Game Of Thrones Wiki). This dataset includes comprehensive information about various characters such as their gender, house they belong to, their culture/ethnicity/social group they identify with, age at a particular time reference AC 305. It also includes predictions made by experts regarding whether each character will die or not based on analysis conducted using Bayesian methods.

Additional columns available in this combined dataset include:

• Name: The name(s) given to different characters throughout.
• Allegiances: The allegiances or affiliations with specific houses or groups within Westeros.
• Gender: Indication whether a character identifies as male or female.
• Nobility: Indicator if a character holds noble status based on their title.
• Appearance in Books: Indications of which book(s) each character appears in (A Game of Thrones, A Clash of Kings, A Storm of Swords, A Feast for Crows, A Dance with Dragons).
• Is Married: An indication whether a character is married.
• Is Spouse Alive: An indicator whether the character's spouse is alive or dead.
• Related to Dead: Indicates if a character is related to another deceased character.
• Popularity Score: Quantitative representation of a character's popularity within the Game of Thrones universe based on internal incoming and outgoing links to their

How to use the dataset

• Understanding the Data Columns:

  • Name: The name of the character.
  • Allegiances: The house or group to which the character belongs.
  • Death Year: The year in which the character died.
  • Book of Death: The book in which the character died.
  • Death Chapter: The chapter in which the character died.
  • Book Intro Chapter: The chapter in which the character was introduced in the book series.
  • Gender: The gender of the character (male or female).
  • Nobility: Indicates whether the character is of noble status based on their title (binary).
  • GoT/CoK/SoS/FfC/DwD/Battles Columns (Boolean): Indicates whether a character appears in each book or battle respectively.

• Analyzing Character Deaths: This dataset provides valuable insights into deaths throughout different books. You can explore patterns such as death occurrences by year, book, chapter, gender, nobility status, etc.

• Investigating Battle Details: Utilize columns related to battles such as attacker_king, defender_king, attacker_size, defender_size, attacker_commander etc., to gain insights into different conflicts within Westeros.

• Exploring Character Predictions: Reference columns like age and popularity scores for characters along with other descriptive attributes available.

• Mining Information about Houses and Cultures: Understand houses/columns where characters belong or Morality stats can also be inferred by analyzing information based on 'titles' column.

• Examining Relationships between Characters: Analyze relationships between characters using columns such as father, mother, spouse, heir etc., and also check if they are alive or dead.

• Detecting Trends and Patterns: Uncover interesting trends by visualizing the data. You can use histograms, bar charts, ...

Abstract copyright UK Data Service and data collection copyright owner.

This data collection describes international and civil wars for the years 1816-1992.
Main Topics:

This data collection consists of two files:
Part 1, the International Wars file, describes the experience of each interstate member in each war. The unit of analysis is the participant in a particular conflict. When and where each interstate member fought is coded, along with battle and total deaths, pre-war population and armed forces, and whether the member in question initiated the conflict. Each war is characterized as interstate, colonial, or imperial, and major power status and/or central system membership of the warring parties is noted.
Part 2, the Civil Wars file, describes when and where fighting took place, whether the war was fought within the boundaries of a major power or central system member, whether there was outside intervention and, if so, whether the intervening state was a major power, on what side they intervened, who won the war, number of battle deaths, total population, and total number of pre-war armed forces.

The Battle of Gettysburg, at the beginning of July 1863, was the largest and costliest battle of the American Civil War, and is often regarded as the turning point in the war. Confederate General Robert E. Lee sought to capitalize on his victories earlier in the year, such as the Battle of Chancellorsville, by launching his second invasion of the northern states. He did this in order to alleviate the pressure on the Virginia farmland, which had been ravaged by the preceding campaigns, and also in an attempt to force the Union into negotiations to end the war. In June, General Lee's forces marched through Virginia, into Pennsylvania, and were pursued by Union forces led by Major General Joseph Hooker, and later Maj. Gen. George G. Meade. The Battle of Gettysburg The armies met near the town of Gettysburg, PA, on the morning of July 1. In the first day of fighting, the Confederates won control of much of the area surrounding the town, while the Union held the lands to the south. On the second day, reinforcements arrived on both sides, and while the Confederate forces tried flanking the entrenched and heavily defended Union forces, they had limited success. At 1pm on the third day of battle, General Lee launched what was probably the largest artillery bombardment of the entire war, and two hours later he ordered Pickett's Charge, which saw roughly 12,500 Confederate troops charge the Union forces entrenched on Cemetery Ridge. The bombardment had little effect on the Union defenses, and the oncoming soldiers suffered heavy casualties before being forced to retreat, marking an end to the battle and a victory for the Union. Gettysburg has been described as the bloodiest battle of the war, as, not only were the casualties higher than any other battle, but the depletion of ammunition stocks led to much close-quarters, hand-to-hand combat on the final day. Legacy Over 165,000 men took part in the Battle of Gettysburg, with roughly one third becoming casualties. More than 7,000 men died in the fighting, and a further 33,000 were wounded. The battle also saw the deaths of six Confederate and five Union generals, more than any other battle in the war. Although the war would not end for another two years, this battle is seen by many as the turning point, and as the closest that the Confederacy came to accomplishing their goal of complete cessation from the Union. Prior to this, the Confederacy had won more decisive battles than the Union, but after Gettysburg this shifted in favor of the Union, who would go on to win the war in 1865. Four months after the battle, President Lincoln gave his famous Gettysburg Address, which paid tribute to the men who fell in the battle, and has gone on to become one of the most famous speeches in American history.

This is the dataset for the working paper titled: "Battle Deaths’ Impact on Presidential Approval"

The UCDP, Uppsala Conflict Data Program, contains information on a large number data on organised violence, armed violence, and peacemaking. There is information from 1946 up to today, and the datasets are updated continuously. The data can be downloaded for free.

The UCDP Non-Sate Conflict Dataset is a conflict-year dataset with information of communal and organized armed conflict where none of the parties is the government of a state. The dataset has a temporal scope covering 1989-2013, and includes information on start and end dates, fatality estimates, and locations.

The UCDP Non-State conflict project has been developed with support from the Human Security Report Project, Simon Fraser University, in Vancouver,Canada.

Purpose:

The Uppsala Conflict Data Program (UCDP) collects information on a large number of aspects of armed violence since 1946.

Cite as: Sundberg, Ralph, Kristine Eck and Joakim Kreutz, 2012, "Introducing the UCDP Non-State Conflict Dataset", Journal of Peace Research, March 2012, 49:351-362

This dataset about Battle-related deaths in state-based conflicts since 1946 is extracted from Flourish visualisation. If you want to know more about Flourish click here.

Yemen YE: Battle-Related Deaths: Number of People data was reported at 2,351.000 Person in 2017. This records a decrease from the previous number of 2,447.000 Person for 2016. Yemen YE: Battle-Related Deaths: Number of People data is updated yearly, averaging 1,489.000 Person from Dec 1994 (Median) to 2017, with 11 observations. The data reached an all-time high of 6,700.000 Person in 2015 and a record low of 21.000 Person in 2008. Yemen YE: Battle-Related Deaths: Number of People data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Yemen – Table YE.World Bank.WDI: Population and Urbanization Statistics. Battle-related deaths are deaths in battle-related conflicts between warring parties in the conflict dyad (two conflict units that are parties to a conflict). Typically, battle-related deaths occur in warfare involving the armed forces of the warring parties. This includes traditional battlefield fighting, guerrilla activities, and all kinds of bombardments of military units, cities, and villages, etc. The targets are usually the military itself and its installations or state institutions and state representatives, but there is often substantial collateral damage in the form of civilians being killed in crossfire, in indiscriminate bombings, etc. All deaths--military as well as civilian--incurred in such situations, are counted as battle-related deaths.; ; Uppsala Conflict Data Program, http://www.pcr.uu.se/research/ucdp/.; Sum;

Jordan JO: Battle-Related Deaths: Number of People data was reported at 34.000 Person in 2016. This records an increase from the previous number of 1.000 Person for 2015. Jordan JO: Battle-Related Deaths: Number of People data is updated yearly, averaging 17.500 Person from Dec 2015 (Median) to 2016, with 2 observations. The data reached an all-time high of 34.000 Person in 2016 and a record low of 1.000 Person in 2015. Jordan JO: Battle-Related Deaths: Number of People data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Jordan – Table JO.World Bank.WDI: Population and Urbanization Statistics. Battle-related deaths are deaths in battle-related conflicts between warring parties in the conflict dyad (two conflict units that are parties to a conflict). Typically, battle-related deaths occur in warfare involving the armed forces of the warring parties. This includes traditional battlefield fighting, guerrilla activities, and all kinds of bombardments of military units, cities, and villages, etc. The targets are usually the military itself and its installations or state institutions and state representatives, but there is often substantial collateral damage in the form of civilians being killed in crossfire, in indiscriminate bombings, etc. All deaths--military as well as civilian--incurred in such situations, are counted as battle-related deaths.; ; Uppsala Conflict Data Program, http://www.pcr.uu.se/research/ucdp/.; Sum;

The UCDP, Uppsala Conflict Data Program, contains information on a large number data on organised violence, armed violence, and peacemaking. There is information from 1946 up to today, and the datasets are updated continuously. The data can be downloaded for free.

The UCDP One-side Violence Dataset is an actor-year dataset with information of one-sided violence on civilians by governments and formally organized armed groups, which results in at least 25 deaths. The dataset covering 1989-2013.

Purpose:

The Uppsala Conflict Data Program (UCDP) collects information on a large number of aspects of armed violence since 1946.

The Battle of Antietam (also known as the Battle of Sharpsburg) is the single bloodiest day in the United States' military history, with almost 23,000 total casualties, which included over 3,600 fatalities. The battle began at dawn on September 17, 1862, as General Robert E. Lee's Confederate army were attacked by Major General George B. McClellan near Antietam Creek, Maryland. While the Union had almost double the Confederacy's numbers, McClellan did not commit his full force, and did not capitalize and push his attack any time he broke Lee's defensive line. This meant that Lee's men were able to hold off the Union army until reinforcements arrived in the evening and drove the battered Union army back, thus ending the battle. Although some skirmishes took place during the day before and after the 17th, they pale in comparison to the violence and losses suffered on that day.

The First World War saw the mobilization of more than 65 million soldiers, and the deaths of almost 15 million soldiers and civilians combined. Approximately 8.8 million of these deaths were of military personnel, while six million civilians died as a direct result of the war; mostly through hunger, disease and genocide. The German army suffered the highest number of military losses, totaling at more than two million men. Turkey had the highest civilian death count, largely due to the mass extermination of Armenians, as well as Greeks and Assyrians. Varying estimates suggest that Russia may have suffered the highest number of military and total fatalities in the First World War. However, this is complicated by the subsequent Russian Civil War and Russia's total specific to the First World War remains unclear to this day.

Proportional deaths In 1914, Central and Eastern Europe was largely divided between the empires of Austria-Hungary, Germany and Russia, while the smaller Balkan states had only emerged in prior decades with the decline of the Ottoman Empire. For these reasons, the major powers in the east were able to mobilize millions of men from across their territories, as Britain and France did with their own overseas colonies, and were able to utilize their superior manpower to rotate and replace soldiers, whereas smaller nations did not have this luxury. For example, total military losses for Romania and Serbia are around 12 percent of Germany's total military losses; however, as a share of their total mobilized forces these countries lost roughly 33 percent of their armies, compared to Germany's 15 percent mortality rate. The average mortality rate of all deployed soldiers in the war was around 14 percent.

Unclarity in the totals Despite ending over a century ago, the total number of deaths resulting from the First World War remains unclear. The impact of the Influenza pandemic of 1918, as well as various classifications of when or why fatalities occurred, has resulted in varying totals with differences ranging in the millions. Parallel conflicts, particularly the Russian Civil War, have also made it extremely difficult to define which conflicts the fatalities should be attributed to. Since 2012, the totals given by Hirschfeld et al in Brill's Encyclopedia of the First World War have been viewed by many in the historical community as the most reliable figures on the subject.

Can wars breed nationalism? We argue that civilians' indirect exposure to war fatalities can trigger psychological processes that increase identification with their nation and ultimately strengthen support for nationalist parties. We test this argument in the context of the rise of the Nazi Party after World War 1. To measure localized war exposure, we machine-coded information on all 8.6 million German soldiers who were wounded or died in WW1. Our empirical strategy leverages battlefield dynamics that cause plausibly exogenous variation in the county-level casualty fatality rate---the share of dead soldiers among all casualties. We find that throughout the interwar period, electoral support for right-wing nationalist parties, including the Nazi Party, was 2.6 percentage points higher in counties with above-median casualty fatality rates. Consistent with our proposed mechanism, we find that this effect was driven by civilians rather than veterans and areas with a preexisting tradition of collective war commemoration.