random table assignment generator

Random Team Generator:

How to create randomized groups.

Enter each item on a new line, choose the amount of groups unders settings, and click the button to generate your randomized list. Don't like the first team? Just click again until you do.

Fairly pick teams without bias. No need to draw names out of a hat. No need to do a grade school style draft or put hours of thought into the most balanced teams. The most fair dividing method possible is random.

Mix up your to-do list by generating random groups out of them. For example, enter all your housecleaning activities and split them into seven groups, one for each day or one for each person.

Want something similar?

Use the list randomizer if you don't want separate groups or use the random name picker to pull a single name.

Team Picker Wheel

Randomize people into groups

2. CONTROLLER

Tool settings.

Quick Tool Links: Picker Wheel , Yes No Picker Wheel , Number Picker Wheel , Letter Picker Wheel , Country Picker Wheel , Date Picker Wheel , Image Picker Wheel

Team Picker Wheel - Randomize a List of Names into Group

• What Is Team Picker Wheel?
• How to Use the Random Team Generator?
• Set Team Names
• Preset Group Members
• Tool Customization
• File Storage - How to Save/Open/Delete File?
• Create New Team and Switch Team List
• Modify Title Section
• Full Screen View
• How to Share Team Picker Wheel?
• Specification
• Random Group Generator Use Cases
• We Want to Hear Your Feedback

1. What Is Team Picker Wheel?

Team Picker Wheel is a random team generator developed by Picker Wheel team. It helps you to split a list of names into teams or groups. It is also known as a random group generator or can be used as a random pair generator.

By inserting the list of names into the team generator, the team generator will randomize all the names you entered into equal groups. You can set the number of groups or the number of people/group you want to create, generating equally into random groups.

There is another unique feature from this tool where you can choose to balance the gender of participants equally into groups, in the condition you have set the gender of each participant after filling in the names.

Besides, you don't need to download the groupings result manually from this group randomizer. You can save the group's result as an image or download the group's result in a CSV file for further use.

2. How to Use the Random Team Generator?

Insert participants' names (Two methods available).

Flip a coin to make a decision?

Try FlipSimu Coin Flipper->

We're sorry, but some features of Research Randomizer require JavaScript. If you cannot enable JavaScript, we suggest you use an alternative random number generator such as the one available at Random.org .

RESEARCH RANDOMIZER

Random sampling and random assignment made easy.

Research Randomizer is a free resource for researchers and students in need of a quick way to generate random numbers or assign participants to experimental conditions. This site can be used for a variety of purposes, including psychology experiments, medical trials, and survey research.

GENERATE NUMBERS

In some cases, you may wish to generate more than one set of numbers at a time (e.g., when randomly assigning people to experimental conditions in a "blocked" research design). If you wish to generate multiple sets of random numbers, simply enter the number of sets you want, and Research Randomizer will display all sets in the results.

Specify how many numbers you want Research Randomizer to generate in each set. For example, a request for 5 numbers might yield the following set of random numbers: 2, 17, 23, 42, 50.

Specify the lowest and highest value of the numbers you want to generate. For example, a range of 1 up to 50 would only generate random numbers between 1 and 50 (e.g., 2, 17, 23, 42, 50). Enter the lowest number you want in the "From" field and the highest number you want in the "To" field.

Selecting "Yes" means that any particular number will appear only once in a given set (e.g., 2, 17, 23, 42, 50). Selecting "No" means that numbers may repeat within a given set (e.g., 2, 17, 17, 42, 50). Please note: Numbers will remain unique only within a single set, not across multiple sets. If you request multiple sets, any particular number in Set 1 may still show up again in Set 2.

Sorting your numbers can be helpful if you are performing random sampling, but it is not desirable if you are performing random assignment. To learn more about the difference between random sampling and random assignment, please see the Research Randomizer Quick Tutorial.

Place Markers let you know where in the sequence a particular random number falls (by marking it with a small number immediately to the left). Examples: With Place Markers Off, your results will look something like this: Set #1: 2, 17, 23, 42, 50 Set #2: 5, 3, 42, 18, 20 This is the default layout Research Randomizer uses. With Place Markers Within, your results will look something like this: Set #1: p1=2, p2=17, p3=23, p4=42, p5=50 Set #2: p1=5, p2=3, p3=42, p4=18, p5=20 This layout allows you to know instantly that the number 23 is the third number in Set #1, whereas the number 18 is the fourth number in Set #2. Notice that with this option, the Place Markers begin again at p1 in each set. With Place Markers Across, your results will look something like this: Set #1: p1=2, p2=17, p3=23, p4=42, p5=50 Set #2: p6=5, p7=3, p8=42, p9=18, p10=20 This layout allows you to know that 23 is the third number in the sequence, and 18 is the ninth number over both sets. As discussed in the Quick Tutorial, this option is especially helpful for doing random assignment by blocks.

Please note: By using this service, you agree to abide by the SPN User Policy and to hold Research Randomizer and its staff harmless in the event that you experience a problem with the program or its results. Although every effort has been made to develop a useful means of generating random numbers, Research Randomizer and its staff do not guarantee the quality or randomness of numbers generated. Any use to which these numbers are put remains the sole responsibility of the user who generated them.

Note: By using Research Randomizer, you agree to its Terms of Service .

Random Team Generator

Use this team generator to randomly split a list of players into teams / groups. Randomly assign players into teams , based on a list of names, one per line .

Related randomizers

• Using the random team generator
• Applications of a random team generator

Random Sports Team Picker

Random team assignement at team-building events, randomly distributing chores or tasks, shuffling board game players.

• Are the teams truly random?

    Using the random team generator

To use the team randomizer, simply enter a list of player names, one item per row (copy/pasting from a spreadsheet works great) and then select the number of teams (groups) among which you want to split them. Then press the "Generate Random Teams" to get a set of teams from the team generator.

The easiest way to retrieve the teams is to use the copy icon next to the list of names in each team.

    How many names can the team randomizer process?

The maximum number of player names the random group generator will process is 1,000. The maximum number of teams you can randomly assing players to is 100.

    Applications of a random team generator

A free online team randomizer like this can have many possible uses. Here we list a few more common ones.

The most common use of a team generator is to randomly distribute players across teams in a sports game. It is the same as randomly drawing the names of the players out of a hat. Using the team randomizer, one can spread players into two or more teams fairly and without bias, if that is the goal. Simply enter all the player names and click "Generate Random Teams". A sports club can use this tool as a groups generator for practice games.

Please, note that unless the number of players is exactly divisible by the number of teams, you will end up with some teams with more players than others.

Many organized team-building events feature games that foster teamwork and improve the team-spirit. However, an important role of these events is to make it so that people from different departments within a company have a chance to communicate with each other outside of a work environment. Using a random generator is a great way to make sure that people get to talk to persons they may otherwise be hesitant to approach or enlist in a team game.

In case you need to distribute chores or tasks across several teams of people at random, this team randomizer can help you achieve it quickly and easily. First, order all tasks from 1 to n, where n is the number of tasks. Then use the random team generator to assing people's names into groups, each of which will deal with the task corresponding to their team number.

If you are a schoolteacher, you may use this to randomly pick students for different home assignments, projects, etc. and randomly assign them to a number of groups.

Many times players of board games would have preferences about who to team up with in a given game. However, from time to time you might want to mix things up and randomly assign teammates. Using an online random team generator is a fun way to do it.

    Are the teams truly random?

If your requirements for the randomness of the shuffle produced by our generator are high, you would be satisfied to know that you can trust that our randomizer engine results in unbiased shuffles . Each player has an equal chance of ending up in each time, as we are using the Fisher-Yates shuffle algorithm combined with a good random number generator (RNG). Its suitability to the task has been tested with multiple sumulations which showed the unbiased nature of the team assignement. The uniform distribution across teams by the generator was also validated using statical tests.

Cite this randomizer & page

If you'd like to cite this online randomizer resource and information as provided on the page, you can use the following citation: Georgiev G.Z., "Random Team Generator" , [online] Available at: https://www.gigacalculator.com/randomizers/random-team-generator.php URL [Accessed Date: 20 Apr, 2024].

     Random generators

Online Random Group Generator

Input a list and randomly create groups or teams!

The {{nameArr.length}} names were randomly divided into {{groupNum}} groups and can be exported to EXCEL.

{{nameArr.length}} names were randomly divided into {{groupNum}} groups and can be exported to EXCEL.

What is a random group generator?

A random group generator is a tool or program that helps divide a set of elements or participants into multiple groups or teams in a random manner.

How to create a random group?

• Input each item on a new line.
• Set the number of groups in the settings.
• Click the button to generate a random list.
• If you're not satisfied with the grouping, simply click again until you are.

You can use Random Group Generator for many things, including:

• Creating random study groups in a classroom setting.
• Assigning team members to different project groups.
• Randomly selecting participants for a research study.
• Dividing attendees into breakout groups during a conference or workshop.
• Randomly pairing up individuals for a collaborative activity.
• Organizing teams for sports or game tournaments.
• Generating random groups for group discussions or debate sessions.
• Distributing roles or tasks evenly among a group of people.
• Creating randomized seating arrangements in a classroom or event.
• Randomly assigning students to present or share their work in a class.
• And much more, including crazy.

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Random Group Generator

1. group title, 2. input names here.

Earl E. Bird Dan Druff Mike Stand Peg Baskett Olive Branch Carrie Oakey Orson Carte Jack Pott Celia Fate

3. Number of groups required:

Video tutorial.

Random Team Generator

Team generator, how it works, dedicated for.

• Free random team generator
• Team generator with captains / Team generator with leaders
• Team generator wheel
• Team generator NBA / Team generator football / Team generator volleyball / Team generator games
• Team generator for classroom
• Team generator for teachers
• Team generator with conditions
• Team generator with names
• Team vs team generator
• Team generator from names
• Team generator no repeats / Team generator with repeats

What is a Random Team Generator?

It is a simple free online application which takes a list of names and randomly splitting them into teams / groups. Thanks to it, each user can easily draw teams with minimal effort. You have to only provide names and select number of groups. After this click "Draw Teams" and you get random immedietly. You can draw groups as many times as you like - totally for free.

What was the reason of creation this generator?

I often play games with my friends. Regardless of whether we are talking about card, board, computer or sports games - if there are many people, you have to somehow divide yourself into teams. Everyone wants it to be as fair as possible. You can flip a coin or play rock-paper-scissors but it is much more efficient to use an app, preferably one you do not need to install - available online on webbrowser. And bang! Random Team Generator comes to help us. This was a first reason. Second is pretty simple - I like when applications or websites have a dark theme. The third - last one - most important for me - is that I am not a professional frontend developer and I wanted learn something new and check how it works.

Random Team Generator Picker Wheel

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Random Team Generator Picker Wheel - An Easy and Fun Way to Randomize Team Selections 

Forming teams can often be a stressful, chaotic experience full of complaints and disagreements. Our Team Picker Wheel takes the hassle out of team selection by quickly and easily dividing people into randomized groups. This unique tool allows you to avoid the drama and complaints that often come with manually picking teams.

How Our Team Picker Wheel Works

Using our Team Picker Wheel is simple and intuitive. To start, enter the names of all the people who need to be divided up into teams. You can manually type names into the provided text box or copy and paste a list from a spreadsheet or document. 

Once your list of names is entered, set the number of teams you want generated, along with the desired team sizes. For example, choose to create three teams from a list of 18 people. The wheel will automatically and evenly divide the 18 names into three teams of 6 members each.

When ready, click the colorful "Spin" button and watch as the wheel visually randomizes the names. The spinning suspense builds excitement before the wheel stops to reveal your randomly generated teams. This makes team selection fun for both kids and adults!

Customize Teams Exactly How You Want

A great benefit of our Team Picker Wheel is the ability to completely customize teams based on your unique needs. 

For a small group size, you may want to generate just 2 or 3 teams. Or, for a large group, you can produce 6, 8, or even ten randomized teams at a time. Simply adjust the team number and size settings based on your total number of people.

The wheel does all the calculated splitting into equal teams for you instantly. No matter the group size or number of teams, our wheel can quickly divide people up in a random, impartial way.

Options to Balance Teams by Skill or Age  

When creating teams for youth sports, school projects, or other activities, balancing skill levels or age ranges is often important. Our Team Picker Wheel has settings to help ensure teams are evenly matched based on assigned attributes.

You can label each name you enter with attributes like "Advanced," "Intermediate," and "Beginner" for skill levels. Or use attributes like "Older Child" and "Younger Child" for age groups. 

The wheel will use these labels to evenly distribute people across teams based on the attributes entered. This prevents stacking teams with all experienced players or older kids on one team, for example.

Share, Save and Revisit Generated Teams

Once team results are generated, we make it easy to share, save, and revisit the randomized team assignments.

The results page URL can be copied and sent to others so they can view the generated teams. The URL will reload the same results every time, allowing you to come back to the page to reference the team assignments.

You can also copy and paste the full team results table into a document or spreadsheet to keep for future use. The organized table lists each team member by name under their assigned team, ready for export.

If you want to try a new team grouping, simply click the "Reshuffle Teams" button for an entirely new spin. Our wheel will create different randomized team combinations with each reshuffle.

Numerous Applications for Randomized Teams  

Dividing people into teams is required in so many situations, including:

Sports Teams

• Youth leagues - Fairly sort players into different teams for recreational and club sports.
• Gym class - Quickly divide up students into teams for activities.
• Adult rec leagues - Impartially create teams for pickup games and intramurals.

Classrooms/Education 

• Group projects - Randomly assign students to project teams instead of letting them pick.
• Study groups - Split classes into randomized groups for discussions or peer learning.

Corporate Events

• Retreats and seminars - Get coworkers acquainted by randomly assigning icebreaker teams.
• Team building activities - Mix company employees into different teams for competitions and challenges.

Social Groups

• Parties and events - Create random pairs or teams for party games and competitions to mix up friends.
• Meetups and clubs - Impartially generate teams for trivia, paint nights, volunteering, etc.

Camps & Recreation Programs

• Cabin groups - Use attributes to evenly divide campers based on age and grade levels.
• Activity time - Quickly sort participants into randomized teams for crafts, sports, etc. 

Our Team Picker Wheel provides a fun, useful solution for instantly dividing any group into randomized teams. Spin away the team selection headaches now on our easy-to-use wheel!

Frequently Asked Questions

1. Can the random name generator wheel be used for business purposes?

Yes, Yes, Spin the wheel of names can be used for various business purposes such as events, advertising, and games.

2. Is it possible to customize the names or choices on the wheel?

Yes, Spin the wheel of names can be customized by adding specific names or choices.

3. Is the tool user-friendly on smartphones?

Yes, Spin the wheel of names is designed to work well on different devices, including mobile phones. Its responsive design ensures a consistent user experience on all screen sizes.

Responsive design refers to the ability of a tool to adapt and function effectively on different devices.

How does mobile optimization make it easier to use the random name picker wheel? The design of the tool allows users to easily tap and interact with the wheel on their mobile devices, making it convenient to use on the go.

4. How can I ensure the privacy and security of user data collected through the name picker wheel?

Create random teams and groups easily

Keamk is a random team generator using different criteria such as skill level and gender of participants. No bias!

How it works?

Simple and easy to use. You can enjoy Keamk without registration.

Start by informing the elements of your draw: title, participants and teams. Then choose the type of your draw: regular, skill level or gender. Then let Keamk make your groups.

Use the different options available in the admin panel to manage your draw: modify, redo, duplicate or delete.

Share the result of a draw with the link of your public draw. You can also export it as an excel file and integrate the draw to any website with an embed code.

Get balanced teams based on skill level or gender

Skill Level

Assign a score from 1 to 5 to your participants and get balanced teams.

Select a gender for your participants and get balanced groups.

Keamk helps you in many domains

Get random and balanced teams for your sporting events.

Video Games

With friends or for e-sport, organize tournaments and games for your favorite video games.

Keamk helps teachers to create balanced groups in their classrooms.

Parties, special events, board games, escape games and more.

Do not waste your time anymore. Let chance decide for you.

Balanced teams and groups. Enjoy the power of our algorithms.

Draws on Keamk are anonymous, secure and private.

Mobile Friendly

Keamk automatically adapts to smartphones and tablets.

Share your draws directly on Facebook, Twitter and Reddit.

Export your teams and groups in Excel.

Express yourself. Leave your opinion about the result of a draw.

Keep track of your draws.

Save your participants and teams for later reuse.

Type names, one per line, and hit 'Save'. Empty lines will be ignored. Names will be save in your browser and will be available next time you open the site.

Double-click the set number to use the names.

What is Seating Chart

Seating Chart is a quick and easy way to make seating arrangements. Using the options provided, you can create seating charts for any occassions or for classroom settings. You can choose to randomize the name when generating the chart, assign it alphabetically or however the name was entered.

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About Random Assignment Tool

This is a great task assignment tool. Maybe you are a teacher, a coach, or a moderator. You need to divide your objects into groups. Random allocation is certainly the fairest way you can use. You can use some numbers to group, but using this tool is obviously the most convenient.

Using this tool is very simple, you just need to enter all the items, one per line, then enter the quantity you need to group, and then click the Generate button and you will get the result.

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Random Team Generator

The random team generator tool helps you to randomize the team members and divide them into a specified number of groups..

Number of Teams:

How to generate Random Teams :

1 – Enter each name on a new line. 2 – choose the number of groups you want to generate. 3 – Press the “Generate” button to generate your randomized list of team members. If you are not satisfied with the selection, just press the “Generate” button again.

What is Team Generator?

A random team generator is an online tool that allows you to generate your teams randomly into different groups according to your requirement. Anyone can fairly pick the team members without making any biased decision. This tool will randomize the list of names that you’ll enter in the text area and divide them into a number of groups that you’ll enter in the group area.

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Random Assignment Tables

• HEXTECH Review - Wave 3 Brings More Urban Options To Your Battlefield
• Your BattleTech News Round-Up For March, 2024
• Crashing 'Mechs With Jennifer Brozek, Author Of The Rogue Academy Trilogy
• Getting The Word Out With Rem Alternis, Catalyst Community & Marketing Director
• Bad 'Mechs - Yeoman

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BattleTech Advanced 3062

• 1 Description
• 2 Inherent inaccuracy
• 3 Canonicity
• 4 Faction Assignment & Rarity Tables
• 5.1 Inner Sphere & Periphery
• 7 References
• 8 Bibliography

Description [ edit ]

Random Assignment Tables (RATs), also known as Random ('Mech) Allocation Tables , are provided in many BattleTech rulebooks and sourcebooks as a means for players to randomly generate plausible forces of multiple BattleMechs , vehicles or other units for a participating faction to play a given scenario. In line with the dice-rolling conventions of classic BattleTech (board game) the tables are typically presented as either a 2d6 or a 1d6 table, where each of the possible roll results (either 2–12 or 1–6) corresponds with a specific unit. It is possible for a specific unit to appear in several rows, if it is very widespread among the forces in question and thus more likely to appear in a given lineup.

More recent sourcebooks such as Field Manual: 3085 , Field Manual: 3145 , and The Wars of Reaving Supplemental have tables for results higher than 12. These corresponds to 2d6 rolls made with a modifier based on the Equipment Level of the unit for which the player is randomly generating units.

Inherent inaccuracy [ edit ]

RATs are typically of limited scope: They are usually provided for specific military units during specific campaigns or timeframes. As such, they are a poor indicator for unit compositions outside of their specific scope. They also suffer from the inherent limitations of the 2d6 table that only allows for eleven entries with only six tiers of statistical probability between them (the lowest being 2.77%, or 1 in 36, for the results "2" and "12" each). Thus, they can only provide a very rough approximation for canonical force compositions of the units in question.

It has indeed been clarified that RATs are not actually meant to provide an accurate picture of what forces a given faction has available. Rather, RATs, while rooted broadly in what units would conceivably be available to a given force in a specific context, are tailored to provide balanced gameplay over statistical accuracy.

Canonicity [ edit ]

Technically, RATs from canonical products are fully canonical. However, their inherent inaccuracy as mentioned above marks them highly unreliable even beyond their random element; they are meant more as a game rule, as opposed to an accurate depiction of the BattleTech universe. Consequentially, while can be regarded as a rough guideline for historical force compositions in the absence of other information, they are trumped by virtually all other (canonical) information with regards to accuracy.

Faction Assignment & Rarity Tables [ edit ]

The Faction Assignment & Rarity Tables by Keith "Xotl" Hann are a notable fan project aiming to avoid the inherent lack of accuracy in RATs, by using a much finer d1000 resolution and basing the tables on in-universe production and availability data, with no gameplay or balancing concerns whatsoever.

List of Random Assignment Tables [ edit ]

Inner sphere & periphery [ edit ], clan [ edit ], notes [ edit ].

• Sometimes the rules in a sourcebook will specify that if a faction does not have a specific RAT, the player will roll on a different RAT. Sometimes this will be another faction's RAT, other times it will be a general one such as "Home Clans" or "Major Periphery States". [1] [2] [3] [4] [5] [6]
• The Free Worlds League RATs for the Dark Age features sub-tables for individual Free Worlds League states. [7] [8] [9] [10]
• Era Report: 3062 features RATs for Clan Smoke Jaguar covering the period of 3053 to 3062, but notes that Clan Smoke Jaguar was Annihilated by the second Star League in 3060. [11] Nevertheless, a Clan Smoke Jaguar 'Mech RAT appears in Total Warfare , which is set in 3067 and Strategic Operations: Advanced Aerospace Rules which is set in 3075.
• In Era Report: 3062 , the Clan vehicle RAT is mislabeled as the Clan Aerospace fighter RAT. [12]
• In Empire Alone , one of the Battle armor RATs is mislabeled as "Mercenary (across two columns), Magistracy of Canopus, Marian Hegemony". [13] This RAT should be labeled "Capellan Confederation, Magistracy of Canopus, Marian Hegemony, Mercenary", which is consistent with the order in which other RATs for those factions are presented. [14]

References [ edit ]

• ↑ Field Manual: Periphery , pp. 150–155
• ↑ Era Report: 3052 , pp. 155–156
• ↑ A Time of War , p. 57: "Minor Periphery State"
• ↑ A Time of War , p. 58: "Major Periphery State" & "Deep Periphery"
• ↑ Era Report: 3145 , p. 167: "Factions not Featured"
• ↑ Field Manual: 3145 , p. 212: "Factions not Featured"
• ↑ Field Manual: 3085 , pp. 198, 211
• ↑ Historical Wars of the Republic Era , pp. 92–94
• ↑ Era Report: 3145 , pp. 169, 174
• ↑ Era Report: 3145 , pp. 215, 225
• ↑ Era Report: 3062 , p. 150: "Fallen Factions"
• ↑ Era Report: 3062 , p. 150: "Random Assignment Table: The Clans (3053-3062)"
• ↑ Empire Alone , p. 135: "Random Assignment Table - Battle Armor"
• ↑ Empire Alone , pp. 127–128, 132–134, 138–139

Bibliography [ edit ]

• Battle of Tukayyid Supplemental
• BattleTech Master Rules
• BattleTech Master Rules, Revised Edition
• Dark Age Turning Points: Vega
• Era Digest: Age of War
• Era Digest: Golden Century
• Era Report: 2750
• Era Report: 3052
• Era Report: 3062
• Era Report: 3145
• Field Manual: 3085
• Field Manual: 3145
• Field Manual: Capellan Confederation
• Field Manual: ComStar
• Field Manual: Crusader Clans
• Field Manual: Draconis Combine
• Field Manual: Federated Suns
• Field Manual: Free Worlds League
• Field Manual: Lyran Alliance
• Field Manual: Mercenaries
• Field Manual: Periphery
• Field Manual: Updates
• Field Manual: Warden Clans
• Field Report 2765: AFFS
• Field Report 2765: CCAF
• Field Report 2765: DCMS
• Field Report 2765: FWLM
• Field Report 2765: Periphery
• Historical: Operation Klondike
• Historical: Reunification War
• Historical Turning Points: Luzerne
• Historical Turning Points: Misery
• Historical Turning Points: New Dallas
• House Arano (The Aurigan Coalition)
• Interstellar Expeditions: Interstellar Players 3
• MechWarrior: The BattleTech Role Playing Game, Second Edition
• MechWarrior's Guide to the Clans
• Operational Turning Points: Capellan Crusades
• Operational Turning Points: Death to Mercenaries
• Operational Turning Points: Falcon Incursion
• Operational Turning Points: Hanseatic Crusade
• Operational Turning Points: REVIVAL Trials
• Operational Turning Points: The Red Corsair
• Operational Turning Points: Widowmaker Absorption
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Random Number Generator

This version of the generator creates a random integer. It can deal with very large integers up to a few thousand digits.

Comprehensive Version

This version of the generator can create one or many random integers or decimals. It can deal with very large numbers with up to 999 digits of precision.

A random number is a number chosen from a pool of limited or unlimited numbers that has no discernible pattern for prediction. The pool of numbers is almost always independent from each other. However, the pool of numbers may follow a specific distribution. For example, the height of the students in a school tends to follow a normal distribution around the median height. If the height of a student is picked at random, the picked number has a higher chance to be closer to the median height than being classified as very tall or very short. The random number generators above assume that the numbers generated are independent of each other, and will be evenly spread across the whole range of possible values.

A random number generator, like the ones above, is a device that can generate one or many random numbers within a defined scope. Random number generators can be hardware based or pseudo-random number generators. Hardware based random-number generators can involve the use of a dice, a coin for flipping, or many other devices.

A pseudo-random number generator is an algorithm for generating a sequence of numbers whose properties approximate the properties of sequences of random numbers. Computer based random number generators are almost always pseudo-random number generators. Yet, the numbers generated by pseudo-random number generators are not truly random. Likewise, our generators above are also pseudo-random number generators. The random numbers generated are sufficient for most applications yet they should not be used for cryptographic purposes. True random numbers are based on physical phenomena such as atmospheric noise, thermal noise, and other quantum phenomena. Methods that generate true random numbers also involve compensating for potential biases caused by the measurement process.