Training Example: 10FastFingers – Review the Data, Give Your Score & Compare to the Real AI Evaluation

[H2] Frequently Asked Questions
If you have a question which is not mentioned here, please contact me via email: [email protected]
[H3] Beta
Here are a few things to keep in mind during the beta phase. v2 refers to the current live version, v3 to the new beta:Profile pictures in v3 only work via Gravatar.Some v2 data isn’t compatible with v3 features (e.g., replays weren’t tracked in v2).Username conflicts: if a username was created in v3 and later appears in v2 after the initial migration, the v3 user keeps the name.
GDPR / DSGVO
For your questions regarding the General Data Protection Regulation we have created this specific FAQ: GDPR / DSGVO FAQ (TODO: update link v3)
WPM - words per minute
WPM-calculation is based on the following calculation: 5 keystrokes equal 1 WPM, if you don't believe me, check Wikipedia about Words per minute :)
What is a keystroke?
Every key you hit on the keyboard to type a letter is one keystroke. The calculation also considers if you have to type uppercase letters or language specific letters who need 2 keystrokes to be typed (for example "A"). For example "quick" needs 5 keystrokes whereas "America" needs 8 keystrokes.
My results are not visible (in the competition)
You probably have to unlock your result by completing the anti-cheat-test. At the top of the page your should see 'notifications', clicking on it you will be able to participate in an anti-cheat-test.
My scores over 120 WPM are not visible
If you receive a result over 120 WPM you have to unlock it with an anti-cheat-test. Click on the speech bubble at the top of the site to check for notifications.
Translation - How can I help?
If you would like to help translate 10FastFingers into your language, please take a look at the translation page.
How do you know which language specific characters need more than 1 keystroke?
TODO: still accurate?
All languages: all uppercase letters (ABCDEFGHIJKLMNOPQRSTUVWXYZ)Catalan:2 keystrokes: à è ò é í ó ú Ç ! " · $ % & / ( ) ? ¿ @ # € ; : [ ] { } \3 keystrokes: À È Ò É Í Ó Ú ï ü4 keystrokes: Ï ÜChinese and Japanese: I currently just quintuple the characters. For example: "明年" will count as 10 keystrokes.Czech:2 keystrokes: ó / ( ? : ! " ' ° % _ | 1 2 3 4 5 6 7 8 9 0 letter)3 keystrokes: ď ť ň (shift + ˇ, letter)3 keystrokes: Á É Í Ó Ú Ý (´, shift + letter)4 keystrokes: Ě Š Č Ř Ž Ň Ť Ď Ů (shift + ˇ, shift + letter)Danish: Æ Ø Å (2 keystrokes)Dutch: é (2 keystrokes)Esperanto: ĉ ŭ ŝ ĝ ĵ ĥ (2 keystrokes)French:2 keystrokes: â ê î ô û (^ + a e i o u)3 keystrokes: Â Ê Î Ô Û (^ + shift + a e i o u) ä ë ï ü ÿ (shift + ¨ + a e i u y) Ä Ë Ï Ü (shift remaining pressed + ¨ + a e i u)4 keystrokes: À È Ù (Alt Gr + ` + shift + a e u), Ç = Alt + 128 = 4 keystrokes, É = Alt + 144 = 4 keystrokesŒ = Alt + 0140 = 5 keystrokes œ = Alt + 0156 = 5 keystrokes Ÿ = Alt + 0159 = 5 keystrokesGalician:2 keystrokes: á é í ó ú Ñ3 keystrokes: Á É Í Ó ÚGerman: Ä Ö ÜGreek:2 keystrokes: ά ή ί ώ ό ύ έ Α Β Γ Δ Ε Ζ Η Θ Ι Κ Λ Μ Ν Ξ Ο Π Ρ Σ Τ Υ Φ Χ Ψ Ω3 keystrokes: ϊ ϋ ΐ ΰ Ά Ή Ί Ώ Ό Ύ Έ4 keystrokes: Ϊ ΫIcelandic:2 keystrokes: é,ú,í,ó,á,ý (^ + e u i o a y)3 keystrokes: É,Ý,Ú,Í,Ó,Á (^ + shift + e y u i a)Italian: éKorean: Korean Keystrokes are now calculated correctly for each word.Latvian: ē ū ī ā š ģ ķ ļ ž č ņ (2 keystrokes)Lithuanian: Ą Č Ę Ė Į Š Ų Ū Ž (2 keystrokes)Persian:ژ آ ء ّ َ ُ ِPolish: ą ć ę ł ń ó ś ź żPortuguese: ã õ á é í ó ú (2 keystrokes), à â ê î ô û (3 keystrokes)Romanian: ă â î ș țSpanish:2 keystrokes: á é í ó ú Ñ ª ! " $ % & / ( ) ? ¿ @ # € ; : [ ] { } \3 keystrokes: Á É Í Ó Ú ü4 keystrokes: ÜTurkish: Ö Ü Ç Ş Ğ İUrdu:ء آ ؤ ئ ث چ خ ذ ڈ ز ڑ ژ ض ظ گ ں ۂ ۃ ي ۓVietnamese:2 keystrokes: ă â á à ạ ả ã đ é è ẻ ẽ ẹ ê í ì ỉ ĩ ị ô ơ ó ò ỏ õ ọ ư ú ù ủ ũ ụ ý ỳ ỷ ỹ ỵ3 keystrokes: ắ ằ ặ ẳ ẵ ấ ầ ậ ẩ ẫ ế ề ể ễ ệ ố ồ ổ ỗ ộ ớ ờ ở ỡ ợ ứ ừ ử ữ ự
My iPad auto-capitalizes the first character of every word
You can deactivate this behaviour, please follow this instruction: How to Make an iPad Stop Typing Initial Caps
What is the average wpm of the population
The average WPM on 10fastfingers is 42 WPM. This number is extracted from over 14 million tests, spread out over 41 languages.
How is the accuracy calculated?
TODO: still accurate? For the calculation of accuracy (used in the text practice mode) the amount of mistakes made and the number of corrections used is taken into consideration.
Imagine a text requiring exactly 500 keystrokes. There are 4 possible cases:
0 wrong word and 0 correction: 500 correct entries out of 500 = 500/500 * 100 = 100% accuracy.
0 wrong word and corrections: e.g. 500 correct entries and 25 corrections = 500/(500+25) * 100 = 95,23% accuracy.
Wrong words and 0 correction: e.g. 10 wrong words worth 450 correct entries out of 500 = 450/500 * 100 = 90% accuracy.
Wrong words and corrections: e.g. 10 wrong words worth 450 correct entries out of 500 and 25 corrections = 450/(500+25) = 85,71% accuracy.
Thank you Linsk for coming up with this :)
How are the score/points in the Text Practice Mode calculated?
TODO: still accurate?
Everytime you complete a text you get a score, here is how it is calculated:
The number of correct keystrokes is multiplied with the accuracy, for example: 500 (correct keystrokes) * 1.0 (100% accuracy) = 500 (acc_points)This value (acc_points) is now multiplied with the milliseconds needed divided by 60000 milliseconds. Lets say it tooks us 60 seconds to get 500 correct keystrokes: 500 / (60000 / 60000) = 500 (acc_time_points).This calculation integrates the time into our score, the faster you type correct and accurate, the higher your score.This value (acc_time_points) is now multiplied by all keystrokes the text consisted of divided by 500. Lets say the whole text consisted of 500 keystrokes: 500 * (500 / 500) = 500 (acc_time_length_points).This last step will give longer texts an edge over very short texts (below 500 keystrokes). This is needed or otherwise very short texts would be the best way to gather points.
Here is another calculation, this time with slightly different values:
500 * 0.95 = 475
475 / (62500 / 60000) = 456
456 * (500 / 500) = 456 points
and one more:
42 * 1.0 = 42
42 / (5000 / 60000) = 504
504 * (42 / 500) = 42 points

What is the tie-breaking rule?
TODO: still accurate?
If same WPM: the highest CPM wins.If same CPM: the lowest wrong words wins.If same CPM/wrong words: the lowest corrections wins.If same CPM/wrong words/corrections: the earliest test taken wins.
How can I delete my account?
Log into your account, go to your settings page, click on 'account' and at the bottom you will find a 'Delete Account' link. Be aware that once your account has been deleted, it can't be restored and you have to create a new one. Once your account has been deleted, you won't be able to create a new account with your previous email address for 30 days.
[H2] Translations
#TODO: add linksWould you like to help translate 10FastFingers into your language? Join our project on Localazy.com and contribute to making the platform more accessible to users worldwide!
[H3] Getting Started
Sign Up & AccessCreate an account on Localazy and log in.Search for the 10FastFingers project and request access.Once approved, you'll see a dashboard displaying available languages and their translation status.Missing Your Language?If your native language isn't listed, no worries! Just send me a message on Discord, and I'll add it for you.
[H3] How to Translate
Select Your LanguageChoose your preferred language and start translating.You'll be presented with English phrases that need translation.Enter Your TranslationsType your translation in the provided space.If a suggested translation appears at the bottom, feel free to use it if it fits.Click Save Translation to confirm and move to the next key.Informal TonePlease use an informal approach (e.g., in German, use "Du" instead of "Sie"). This may vary by language, so choose the most natural informal form.
[H3] Need Help?
If you’re unsure about a phrase, you can skip it for now. Feel free to ask for help by posting your question or the specific key in Discord—we’re here to support each other!
[H2] Advanced Stats
[H4] Glossary
Words: a full word with a space (the space locks in the word-input),e.g.: "house "Chars: expected chars, regardless of composed, upper- or lowercase, e.g.: "a" is one char, "A" is another charKeystrokes: sum of expected keystrokes per char (calculated based on keystrokesDictionary), e.g: "a" is one keystroke, "A" is two keystrokesUserInput: actual user input from input field, with upper-, lowercase and accents etc. TODO exampleKeys: actual typed keys, with all possibly typed extra dead (non-visible) keys, TODO exampleCorrect Words: Words that were finished without errors, e.g.: "house" TODO: is the space included?Correct Chars: "a" and "A" each count as oneCorrect Keystrokes: "a" counts as one, "A" counts as twoWrong Words: Number of words that had at least one error, e.g.: if the word is "house", both would count as one wrong word: "hoise" and "eeeee"Wrong Chars: see aboveWrong Keystrokes: see aboveSpaces: the number of spaces you typedCorrected Chars: Characters you typed incorrectly but correctedCorrected Keystrokes: Keystrokes you typed incorrectly but correctedMissed Chars: Characters you didn't type, e.g.: "house" is the word and you typed "hous"Missed Keystrokes: Same as "missed chars" but on a keystroke basis, if the word is "ALERT" and you typed "ALER", this would count as two missed keystrokesExtra Chars: if you typed more than necessary, e.g.: "house" is the word and you typed "houses"Extra Keystrokes: same as extra charsTotal Keys: #TODO exampleTotal extra Keys: #TODO exampleWPM Raw: Sum of all chars and spaces of all words, regardless of correct or wrong, per minute divided by 5.Duration in Seconds: for a typing test and competition this value should be 60 seconds, for text practice and multiplayer mode this number will varyPace: #TODO exampleCPM: #TODO exampleCPM Raw: #TODO exampleKPM: #TODO exampleKPM Raw: #TODO exampleConsistency: #TODO example
[H2] Calculations
Following calculations are made in V3. Listed here as basis for discussion:WPM (Words per minute)Sum of all expected keystrokes and spaces of all correct words calculated per minute divided by 5 (arbitrary word length).const correctChars = stats.correctChars + correctSpaces
const perMinute = 60 / durationInSeconds
stats.wpm = Math.round((correctChars * perMinute) / 5)WPM RawSum of all chars and spaces of all words, regardless of correct or wrong, per minute divided by 5.const totalChars =
stats.correctChars +
stats.wrongChars +
stats.spaces +
stats.extraChars
stats.wpmRaw = Math.round((totalChars * perMinute) / 5) CPM (Chars per minute)Sum of all chars and spaces of all correct words calculated per minute.stats.cpm = Math.round(correctChars * perMinute)CPM RawSum of all chars and spaces of all words, regardless of correct or wrong, per minute.stats.cpmRaw = Math.round(totalChars * perMinute)KPM (Keys per minute)Sum of all keys of all correct words calculated per minute. Note that Backspaces are filtered.stats.kpm = Math.round(stats.correctKeystrokes * perMinute)KPM Raw (Keys per minute)Sum of all keys (correct, wrong, dead & extra) per minute.stats.kpmRaw = Math.round(stats.userInputKeyStrokes * perMinute)Pace (chars per second?)Duration per char in milliseconds. Average time in seconds per char, regardless of correct or wrong.stats.pace = roundTo2(durationInSeconds / totalChars)AccuracyPercentage of correct typed chars. Difference of correct chars and total chars as percentage. const accuracy =
(stats.correctChars / (stats.correctChars + stats.wrongChars)) * 100
return isNaN(accuracy) ? 100 : accuracyConsistencyTyping consistency over time resp. average deviation on keys amount per second. const kpmRawArray = keysPerSecondArray.map((k) => Math.round((k / 5) * 60))
const keysPerSecondDeviation = stdDeviation(kpmRawArray)
const keysPerSecondAvg = mean(kpmRawArray)
stats.consistency = Math.round(
calcConsistency(keysPerSecondDeviation / keysPerSecondAvg)
)
/**
* This code calculates the standard deviation of an array of numbers.
* The first two lines store the length of the array (n) and the mean of the array in two variables.
* The last part calculates the standard deviation by mapping each number in the array to the difference between it and the mean,
* squaring the result, and then calculating the average of all the results. The final result is the standard deviation.
*/
export function stdDeviation(array: number[]): number {
try {
const n = array.length
const mean = array.reduce((a, b) => a + b) / n
return Math.sqrt(
array.map((x) => Math.pow(x - mean, 2)).reduce((a, b) => a + b) / n
)
} catch (e) {
return 0
}
}
/**
* Returns the average (mean) of an array of numbers as a single number.
*/
export function mean(array: number[]): number {
try {
return (
array.reduce((previous, current) => (current += previous)) / array.length
)
} catch (e) {
return 0
}
}ScoreSum of correct chars and accuracy as a second measurement when same WPMstats.score = stats.correctKeystrokes * stats.accuracy

[H2] Privacy
Your privacy is important to us. It is Creationes Virtuales CV GmbH's policy to respect your privacy regarding any information we may collect from you across our website, https://10FastFingers.com and other sites we own and operate.
[H3] 1. Information we collect
[H4] Log data
When you visit our website, our servers may automatically log the standard data provided by your web browser. It may include your computer’s Internet Protocol (IP) address, your browser type and version, the pages you visit, the time and date of your visit, the time spent on each page, and other details.
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[H4] Personal information
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[H3] 2. Legal bases for processing
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[H3] 3. Collection and use of information
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We may disclose personal information to:third party service providers for the purpose of enabling them toprovide their services, including (without limitation) IT service providers, data storage, hosting and server providers, ad networks, analytics, error loggers, debt collectors, maintenance or problem-solving providers, marketing or advertising providers,professional advisors and payment systems operators;our employees, contractors and/or related entities;courts, tribunals, regulatory authorities and law enforcement officers, as required by law, in connection with any actual or prospective legal proceedings, or in order to establish, exercise or defend our legal rights;third parties, including agents or sub-contractors, who assist us in providing information, products, services or direct marketing to you; andthird parties to collect and process data.
[H3] 5. International transfers of personal information
The personal information we collect is stored and processed in United States and Germany, or where we or our partners, affiliates and third-party providers maintain facilities. By providing us with your personal information, you consent to the disclosure to these overseas third parties.We will ensure that any transfer of personal information from countries in the European Economic Area (EEA) to countries outside the EEA will be protected by appropriate safeguards, for example by using standard data protection clauses approved by the European Commission, or the use of binding corporate rules or other legally accepted means.Where we transfer personal information from a non-EEA country to another country, you acknowledge that third parties in other jurisdictions may not be subject to similar data protection laws to the ones in our jurisdiction. There are risks if any such third party engages in any act or practice that would contravene the data privacy laws in our jurisdiction and this might mean that you will not be able to seek redress under our jurisdiction’s privacy laws.
[H3] 6. Your rights and controlling your personal information
Choice and consent: By providing personal information to us, you consent to us collecting, holding, using and disclosing your personal information in accordance with this privacy policy. If you are under 16 years of age, you must have, and warrant to the extent permitted by law to us, that you have your parent or legal guardian’s permission to access and use the website and they (your parents or guardian) have consented to you providing us with your personal information. You do not have to provide personal information to us, however, if you do not, it may affect your use of this website or the products and/or services offered on or through it.Information from third parties: If we receive personal information about you from a third party, we will protect it as set out in this privacy policy. If you are a third party providing personal information about somebody else, you represent and warrant that you have such person’s consent to provide the personal information to us.Restrict: You may choose to restrict the collection or use of your personal information. If you have previously agreed to us using your personal information for direct marketing purposes, you may change your mind at any time by contacting us using the details below. If you ask us to restrict or limit how we process your personal information, we will let you know how the restriction affects your use of our website or products and services.Access and data portability: You may request details of the personal information that we hold about you. You may request a copy of the personal information we hold about you. Where possible, we will provide this information in CSV format or other easily readable machine format. You may request that we erase the personal information we hold about you at any time. You may also request that we transfer this personal information to another third party.Correction: If you believe that any information we hold about you is inaccurate, out of date, incomplete, irrelevant or misleading, please contact us using the details below. We will take reasonable steps to correct any information found to be inaccurate, incomplete, misleading or out of date.Notification of data breaches: We will comply laws applicable to us in respect of any data breach.Complaints: If you believe that we have breached a relevant data protection law and wish to make a complaint, please contact us using the details below and provide us with full details of the alleged breach. We will promptly investigate your complaint and respond to you, in writing, setting out the outcome of our investigation and the steps we will take to deal with your complaint. You also have the right to contact a regulatory body or data protection authority in relation to your complaint.Unsubscribe: To unsubscribe from our e-mail database or opt-out of communications (including marketing communications), please contact us using the details below or opt-out using the opt-out facilities provided in the communication.
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[H3] 8. Business transfers
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[H3] 9. Limits of our policy
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[H3] 10. Changes to this policy
At our discretion, we may change our privacy policy to reflect current acceptable practices. We will take reasonable steps to let users know about changes via our website. Your continued use of this site after any changes to this policy will be regarded as acceptance of our practices around privacy and personal information.If we make a significant change to this privacy policy, for example changing a lawful basis on which we process your personal information, we will ask you to re-consent to the amended privacy policy.Creationes Virtuales CV GmbH Data ControllerChristian Strang[email protected]This policy is effective as of 28 January 2019.
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[H3] What is a cookie?
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[H3] Types of cookies and how we use them
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[H4] WPM Ranking
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[H4] Tests Taken
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