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Regarding the hyphenated version, there's been a general trend to move away from hyphenated compound words over the past 40 years. A common, historical pattern is that two words — say, time slot — will be joined by a hyphen for a time — time-slot — and then be joined into one word — timeslot. English is moving away from this and joining languages like German, where words are advantageously and immediately linked to one another. Onslaught definition is - an especially fierce attack; also: something resembling such an attack. How to use onslaught in a sentence. Teachers and parents often ask me whether they should correct the spelling when they look at a piece of writing. My answer is, yes, but not at first. Let me explain The big picture. When a story is created, there are a huge number of things a writer must do. Here are just a few: Come up with a plot line.

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Welcome to Warlock�s Spell slots, with a random jackpot, wild symbols and an interactive bonus round towards free games in its 5 reels and 15 pay-lines! Find out how the witch and warlock play an important roll in the reels of this slots game.

Get ready for a little potion mixing and spell throwing in the stars caped background of these online slots. This game will remind you of perhaps mixing chemicals in the lab or maybe when you had to dissect a frog.

Let us tell you a little something about the mixture of symbols you will find in this spell-bound game; the first and possibly the most important is the Spell Book and a spell book would not be complete without the green Potions and orange Spells that can be found on shelves A, K, Q, J, 10 and 9.

As the Black Cat watches the Witch go wild while mixing her potions, the Warlock has also gone wild in search of his Medallion used for his spells.

Warlock's Spell video slot wagering.

Is setup where players won't have to mix a potion to choose their bets; since the adjustable coin amounts range from 0.01 credits on up to 5.00 credits per pay line, and the maximum bet is set at 100.00 credits per game, or spin.

All of the Warlock's Spell slots paying symbol combinations start from left to the right, except for the scatter symbols which can pay any.

The Warlock's Spell slot Progressive Jackpot can be won at random, and the conclusion of any given game.

Warlock's Spell Wild Symbol.

• The Witch and the Warlock symbols are both wilds.
• The witch symbol appears on reels 1, 2 and 3 only.
• The warlock symbol will appear on reels 3, 4 and 5 only.
• Both wild symbols substitute all other symbols except for scatters.

Warlock's Spell Scatter Symbol.

• The brown Spell Book is the scatter symbol.
• When 3 or more scatters land anywhere on the 5 reels, they will have a payout.
• Three or more scatters will activate the Potion Prize Feature.

Warlock's Spell Potion Prize Feature.

• The Potion Prize Feature is activated when 3 or more scatter spell books appear.
• A new window will appear upon activation of this feature.
• Six potion ingredients are floating on the screen.
• Choose the potion ingredient you think will counter the Warlock�s Spell.
• Free games will be activated when the correct potion ingredient pick turns the potion green.

Warlock's Spell Free Games.

Warlock's Spell video slot free games are awarded for the correct potion ingredient attempt, and those are:

• By choosing the correct potion ingredient on the first try; 100 free games are awarded!
• By turning the potion green on the 2nd attempt; 25 free games awarded.
• Turning the potion green on the 3rd will award 20.
• The potion turns green with the 4th, awards 15.
• Potion turned green with the 5th, awards 10.
• When the potion turns green on the 6th and last try, 8 free games are awarded.
• All winning combinations are triple during free games.
• The Potion Prize Feature can be retriggered.

Warlock's Spell slot game is loads of fun and potions as well. Just when you think you have the potion ingredients figured out for the next game, it can switch on you.

But as a little hint, try choosing the same ingredient that turned the potion green in the last time you chose. If not, it may be close by. And the only way to figure this out is to play the addicting Warlock�s Spell slots.

Warlock's Spell Scatter Symbol.

• The brown Spell Book is the scatter symbol.
• When 3 or more scatters land anywhere on the 5 reels, they will have a payout.
• Three or more scatters will activate the Potion Prize Feature.

Warlock's Spell Potion Prize Feature.

• The Potion Prize Feature is activated when 3 or more scatter spell books appear.
• A new window will appear upon activation of this feature.
• Six potion ingredients are floating on the screen.
• Choose the potion ingredient you think will counter the Warlock�s Spell.
• Free games will be activated when the correct potion ingredient pick turns the potion green.

Warlock's Spell Free Games.

Warlock's Spell video slot free games are awarded for the correct potion ingredient attempt, and those are:

• By choosing the correct potion ingredient on the first try; 100 free games are awarded!
• By turning the potion green on the 2nd attempt; 25 free games awarded.
• Turning the potion green on the 3rd will award 20.
• The potion turns green with the 4th, awards 15.
• Potion turned green with the 5th, awards 10.
• When the potion turns green on the 6th and last try, 8 free games are awarded.
• All winning combinations are triple during free games.
• The Potion Prize Feature can be retriggered.

Warlock's Spell slot game is loads of fun and potions as well. Just when you think you have the potion ingredients figured out for the next game, it can switch on you.

But as a little hint, try choosing the same ingredient that turned the potion green in the last time you chose. If not, it may be close by. And the only way to figure this out is to play the addicting Warlock�s Spell slots.

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We provide two types of pipelines for spelling correction:levenshtein_correctoruses simple Damerau-Levenshtein distance to find correction candidatesand brillmooreuses statistics based error model for it. In both cases correctioncandidates are chosen based on contextwith the help of a kenlm language model.You can find the comparison of these and otherapproaches near the end of this readme.

Note

About 4.4 GB on disc required for the Russian language model and about 7 GB for the English one.

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Quick start¶

First you would need to install additional requirements:

where is a path to one of the provided config filesor its name without an extension, for example levenshtein_corrector_ru.

You can run the following command to try provided pipelines out:

where is one of the provided config files.With the optional -d parameter all the data required to runselected pipeline will be downloaded, includingan appropriate language model.

After downloading the required files you can use these configs in yourpython code.For example, this code will read lines from stdin and print correctedlines to stdout:

levenshtein_corrector¶

Thiscomponent finds all thecandidates in a static dictionary on a set Damerau-Levenshtein distance.It can separate one token into two but it will not work the other wayaround.

Component config parameters:¶

• in — list with one element: name of this component's input inchainer's shared memory

• out — list with one element: name for this component's output inchainer's shared memory

• class_name always equals to 'spelling_levenshtein' or deeppavlov.models.spelling_correction.levenshtein.searcher_component:LevenshteinSearcherComponent.

• words — list of all correct words (should be a reference)

• max_distance — maximum allowed Damerau-Levenshtein distancebetween source words and candidates

• error_probability — assigned probability for every edit

brillmoore¶

Thiscomponent is based onAn Improved Error Model for Noisy Channel Spelling Correctionby Eric Brill and Robert C. Moore and uses statistics based errormodel to find best candidates in a static dictionary.

Component config parameters:¶

• in — list with one element: name of this component's input inchainer's shared memory

• out — list with one element: name for this component's output inchainer's shared memory

• class_name always equals to 'spelling_error_model' or deeppavlov.models.spelling_correction.brillmoore.error_model:ErrorModel.

• save_path — path where the model will be saved at after atraining session

• load_path — path to the pretrained model

• window — window size for the error model from 0 to 4,defaults to 1

• candidates_count — maximum allowed count of candidates for everysource token

• dictionary — description of a static dictionary model, instanceof (or inherited from)deeppavlov.vocabs.static_dictionary.StaticDictionary

  • class_name — 'static_dictionary' for a custom dictionary or oneof two provided:

    • 'russian_words_vocab' to automatically download and use alist of russian words fromhttps://github.com/danakt/russian-words/

    • 'wikitionary_100K_vocab' to automatically download a listof most common words from Project Gutenberg fromWiktionary

  • dictionary_name — name of a directory where a dictionary willbe built to and loaded from, defaults to 'dictionary' forstatic_dictionary

  • raw_dictionary_path — path to a file with a line-separatedlist of dictionary words, required for static_dictionary

Training configuration¶

For the training phase config file needs to also include theseparameters:

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• dataset_iterator — it should always be set like'dataset_iterator':{'class_name':'typos_iterator'}

  • class_name always equals to typos_iterator

  • test_ratio — ratio of test data to train, from 0. to1., defaults to 0.

• dataset_reader

  • class_name — typos_custom_reader for a custom dataset or one oftwo provided:

    • typos_kartaslov_reader to automatically download andprocess misspellings dataset for russian language fromhttps://github.com/dkulagin/kartaslov/tree/master/dataset/orfo_and_typos

    • typos_wikipedia_reader to automatically download andprocess a list of common misspellings from englishWikipedia - https://en.wikipedia.org/wiki/Wikipedia:Lists_of_common_misspellings/For_machines

  • data_path — required for typos_custom_reader as a path toa dataset file,where each line contains a misspelling and a correct spellingof a word separated by a tab symbol Texas holdem hands to fold.

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Component's configuration for spelling_error_model also has tohave as fit_on parameter — list of two elements:names of component's input and true output in chainer's sharedmemory.

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Language model¶

Provided pipelines use KenLM toprocess language models, so if you want to build your own,we suggest you consult its website. We do also provide our ownlanguage models forenglish(5.5GB) andrussian(3.1GB) languages.

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Comparison¶

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We compared our pipelines withYandex.Speller,JamSpell andPyHunSpellon the test setfor the SpellRuEvalcompetitionon Automatic Spelling Correction for Russian: