diff --git a/.eslintrc.json b/.eslintrc.json new file mode 100644 index 0000000..00ca0d1 --- /dev/null +++ b/.eslintrc.json @@ -0,0 +1,26 @@ +{ + "plugins": ["prettier"], + "extends": ["eslint:recommended", "prettier"], + "parserOptions": { + "ecmaVersion": 2018, + "ecmaFeatures": { + "jsx": true, + "modules": true + } + }, + "rules": { + "prettier/prettier": [ + "error", + { + "singleQuote": true, + "trailingComma": "all" + } + ], + "eqeqeq": ["error", "smart"], + "no-console": "off" + }, + "env": { + "node": true, + "es6": true + } +} diff --git a/.gitignore b/.gitignore index ad46b30..768c058 100644 --- a/.gitignore +++ b/.gitignore @@ -59,3 +59,5 @@ typings/ # next.js build output .next + +__pycache__ diff --git a/.prettierrc.json b/.prettierrc.json new file mode 100644 index 0000000..2c56a40 --- /dev/null +++ b/.prettierrc.json @@ -0,0 +1,7 @@ +{ + "printWidth": 140, + "trailingComma": "all", + "singleQuote": true, + "ignorePath": ".gitignore", + "arrowParens": "avoid" +} diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 0000000..27e0cca --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,9 @@ +{ + "editor.tabSize": 2, + "editor.insertSpaces": true, + "editor.detectIndentation": false, + "eslint.options": { "configFile": ".eslintrc.json" }, + "eslint.nodePath": "node_modules/.bin/eslint", + "prettier.eslintIntegration": true, + "eslint.autoFixOnSave": true, +} diff --git a/README.md b/README.md index c8ed5e1..a956948 100644 --- a/README.md +++ b/README.md @@ -1 +1,85 @@ -# got.predictions \ No newline at end of file +# got.predictions + +## Setup + +To run the code in this repository, Node (at least version 10) is needed. Additionally, to run the predictor workers, make sure that Python (at least version 3.5) is installed and that you have the dependencies (i.e. run `pip3 install -r workers/predictors-bayesian/requirements.txt` and `pip3 install -r workers/predictors-neural/requirements.txt`). The code in this repository was only tested using Ubuntu 16.04. + +Please run `npm install` after cloning the repository to install all dependencies or when the dependencies changed after pulling. Afterwards, use Visual Studio Code as your IDE to immediately start working with ESLint and Prettier being directly integrated then. + +Note that this repository consists of two different models which both aim for predicting the likelihood of death/survival of GoT characters. Their usage is explained in the following. + +## Using the Bayesean model + +The Bayesean model can be used as follows: + +1. If you need to, refetch the data by running `./refetch.sh` in `data/book` and `data/show`. +2. Run `node workers/formatter-bayesean-book` and `node workers/formatter-bayesean-show`. They will read out the features for training used for data and will generate a JSON file in their own directory (`training_book_characters.json` or `training_show_characters.json`). +3. Run the predictor scripts in `workers/predictors-bayesian/predictor-bayesean-book` and `workers/predictors-bayesian/predictor-bayesean-show`. This can be done directly (`python3 workers/predictors-bayesian/predictor-bayesean-book/predictor.py`) or using Node (`node workers/predictors-bayesian/predictor-bayesean-book`). +4. The predictors will produce an output JSON in their own directory (`book_predictor_output.json`, `show_predictor_output.json`). Run the postprocessors to filter out dead characters and the unnecessary data: `node workers/postprocessor-bayesean-book`, `node workers/postprocessor-bayesean-show`. +5. To upload the predictions to the website, use `node workers/uploader-predictions-bayesean`. To upload only the attributes used and their average influences, use `node workers/uploader-attributes-bayesean`. + +## Using neural networks + +For creating the book predictions yourself, several steps are needed: + +1. Format the data into an intermediate JSON format by running `node workers/formatter`. +2. Create a zlib-inflated chunk of neural network data by running `node workers/formatter-neural/index-v2.js`. +3. Edit the file `workers/predictors-neural/predictor-neural-v1/predictor.py` to have `if True:` in line 28, then run it using `./predictor.py`. +4. Change that line back to `if False:`, then run that script again using `./predictor.py`. The final predictions can now be found in `workers/predictors-neural/predictor-neural-v2/output/predictions.json`. +5. To upload the predictions to the website, use `node workers/uploader-predictions`. + +The process for creating the show predictions is almost identical, just use the `formatter-show`, `formatter-neural-show` and `predictors-neural/predictor-neural-show-v1` worker directories, in that order. + +## Code management + +### Creating new branches + +To create a new branch to add your changes to, please execute the following commands and replace `my-new-branch` by the desired name of your branch. + +1. `git checkout master` +2. `git checkout -b my-new-branch` +3. `git push origin my-new-branch` +4. `git push --set-upstream origin my-new-branch` + +## Neural network predictions + +- book + - [PLOS for characters from years 300 to 320](workers/predictors-neural/predictor-neural-v2/output/predictions.json) + - [single PLOD only](workers/predictors-neural/predictor-neural-v2/output/predictions-plod.json) +- show + - [PLOS for characters from years 305 to 325](workers/predictors-neural/predictor-neural-show-v1/output/predictions.json) + - [single PLOD only](workers/predictors-neural/predictor-neural-show-v1/output/predictions-plod.json) + +### Book predictions + +- number of characters: 484 + - used for training (i.e. dead): 188, predicted on (i.e. alive): 296 +- number of training datapoints: 18800 + - used for training itself: 15040, used for validation: 3760 + - final training accuracy: 88.75%, final validation accuracy: 89.92% (from [Keras log](workers/predictors-neural/predictor-neural-v2/models/keras-log)) +- number of dimensions per datapoint: 1561 + - scalar values + - male: 1, page rank (normalized): 1, number of relatives (normalized): 1 + - one hot vectors + - age: 100, culture: 57, house: 360, house region: 29 + - multiple hot vectors + - allegiances: 396, books: 19, locations: 82, titles: 515 +- number of output dimensions: 1 + - 1.0 if alive, 0.0 otherwise + +### Show predictions + +- number of characters: 146 + - used for training (i.e. dead): 82, predicted on (i.e. alive): 64 +- number of training datapoints: 7052 + - used for training itself: 6346, used for validation: 706 + - final training accuracy: 81.00%, final validation accuracy: 84.56% (from [Keras log](workers/predictors-neural/predictor-neural-show-v1/models/keras-log)) +- number of dimensions per datapoint: 413 + - scalar values + - male: 1, is bastard: 1, page rank (normalized): 1, number of relatives (normalized): 1, number of commanded battles (normalized): 1 + - one hot vectors + - age: 86 + - multiple hot vectors + - allegiances: 130, appearances: 74, titles: 118 +- number of output dimensions: 1 + - 1.0 if alive, 0.0 otherwise diff --git a/data/book-old/character_locations.json b/data/book-old/character_locations.json new file mode 100644 index 0000000..8d0aa1f --- /dev/null +++ b/data/book-old/character_locations.json @@ -0,0 +1,17078 @@ +[ + { + "__v": 0, + "_id": "56faa17b4cee25046571d448", + "locations": [ + "Ashford", + "Oldtown" + ], + "name": "Abelar Hightower", + "slug": "Abelar_Hightower" + }, + { + "__v": 0, + "_id": "56faa17b4cee25046571d449", + "locations": [ + "Valyria", + "Riverrun", + "Darry", + "Crakehall", + "Harrenhal", + "Ashemark", + "Casterly Rock", + "Cornfield", + "Hayford", + "King's Landing", + "Hornwood" + ], + "name": "Addam Marbrand", + "slug": "Addam_Marbrand" + }, + { + "__v": 0, + "_id": "56faa17b4cee25046571d44a", + "locations": [ + "Darry", + "Cornfield", + "Rosby", + "Stokeworth", + "Pentos", + "Hayford" + ], + "name": "Addison Hill", + "slug": "Addison_Hill" + }, + { + "__v": 0, + "_id": "56faa17b4cee25046571d44b", + "locations": [ + "Valyria", + "Tyrosh" + ], + "name": "Aegon Blackfyre", + "slug": "Aegon_Blackfyre" + }, + { + "__v": 0, + "_id": "56faa17b4cee25046571d44c", + "locations": [ + "Valyria", + "Raventree Hall", + "Dragonstone", + "Oldtown", + "King's Landing", + "Tumbleton" + ], + "name": "Addam Velaryon", + "slug": "Addam_Velaryon" + }, + { + "__v": 0, + "_id": "56faa17b4cee25046571d44d", + "locations": [ + "Volantis", + "Valyria", + "Harrenhal", + "Dragonstone", + "Oldtown", + "Tyrosh", + "Lys", + "Pentos", + "King's Landing", + "Tower" + ], + "name": "Aegon I Targaryen", + "slug": "Aegon_I_Targaryen" + }, + { + "__v": 0, + "_id": "56faa17b4cee25046571d44e", + "locations": [ + "Dragonstone", + "Rook's Rest", + "King's Landing", + "Bitterbridge" + ], + "name": "Aegon II Targaryen", + "slug": "Aegon_II_Targaryen" + }, + { + "__v": 0, + "_id": "56faa17b4cee25046571d44f", + "locations": [ + "Valyria", + "Vaith", + "Harrenhal", + "Stokeworth", + "Sunspear", + "Braavos", + "Tyrosh", + "Lys", + "King's Landing", + "Pennytree", + "Tower" + ], + "name": "Aegon IV Targaryen", + "slug": "Aegon_IV_Targaryen" + }, + { + "__v": 0, + "_id": "56faa17b4cee25046571d450", + "locations": [ + "Valyria" + ], + "name": "Aegon Targaryen (son of Baelon)", + "slug": "Aegon_Targaryen_(son_of_Baelon)" + }, + { + "__v": 0, + "_id": "56faa17b4cee25046571d451", + 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Awake!" + }, + { + "__v": 0, + "_id": "56fa9ae6c9e167a3645524cb", + "ancestralWeapon": [], + "coatOfArms": "two black wings upon a white fess on checkered black and grey", + "createdAt": "2016-03-29T15:10:30.553Z", + "imageLink": "/misc/images/houses/House_Staunton.png", + "name": "House Staunton", + "overlord": "House Baratheon of Dragonstone", + "region": "Crownlands", + "updatedAt": "2016-03-29T15:10:30.553Z" + }, + { + "__v": 0, + "_id": "56fa9ae6c9e167a3645524cc", + "ancestralWeapon": [], + "coatOfArms": "A black adder biting a heel on yellow", + "createdAt": "2016-03-29T15:10:30.554Z", + "imageLink": "/misc/images/houses/House_Wyl.png", + "name": "House Wyl", + "overlord": "House Martell", + "region": "Dorne", + "updatedAt": "2016-03-29T15:10:30.554Z" + }, + { + "__v": 0, + "_id": "56fa9ae6c9e167a3645524cd", + "ancestralWeapon": [], + "coatOfArms": "A black dagger piercing a red heart on a white de sang field, within an undulating red border(Argent goutt\u00e9-de-sang, a heart 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"/misc/images/houses/House_Lannister.png", + "name": "House Lannister", + "overlord": "House Baratheon of King's Landing", + "region": "Westerlands", + "title": "King of the Rock", + "updatedAt": "2016-03-29T15:10:30.581Z", + "words": "Hear Me Roar!" + }, + { + "__v": 0, + "_id": "56fa9ae6c9e167a3645524dc", + "ancestralWeapon": [], + "coatOfArms": "Three blue beetles, on a gold field(Or, three beetles azure)", + "createdAt": "2016-03-29T15:10:30.583Z", + "imageLink": "/misc/images/houses/House_Bettley.png", + "name": "House Bettley", + "overlord": "House Lannister", + "region": "the Westerlands", + "updatedAt": "2016-03-29T15:10:30.584Z" + }, + { + "__v": 0, + "_id": "56fa9ae6c9e167a3645524dd", + "ancestralWeapon": [], + "coatOfArms": "Argent, semy of crabs gules", + "createdAt": "2016-03-29T15:10:30.584Z", + "currentLord": "Ardrian Celtigar", + "imageLink": "/misc/images/houses/House_Celtigar.png", + "name": "House Celtigar", + "overlord": "House Baratheon of King's Landing", + 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green bars gemmel on gold", + "createdAt": "2016-03-29T15:10:30.890Z", + "imageLink": "/misc/images/houses/House_Westbrook.png", + "name": "House Westbrook", + "overlord": "House Tyrell", + "region": "Reach", + "updatedAt": "2016-03-29T15:10:30.890Z" + }, + { + "__v": 0, + "_id": "56fa9ae6c9e167a36455252a", + "ancestralWeapon": [], + "coatOfArms": "Purpure, three lances palewise in fess between two flaunches sable", + "createdAt": "2016-03-29T15:10:30.891Z", + "imageLink": "/misc/images/houses/House_Gaunt.png", + "name": "House Gaunt", + "overlord": "House Baratheon of King's Landing", + "region": "Crownlands", + "updatedAt": "2016-03-29T15:10:30.891Z" + }, + { + "__v": 0, + "_id": "56fa9ae6c9e167a36455252b", + "ancestralWeapon": [], + "coatOfArms": "A silver dolphin on a blue-green field", + "createdAt": "2016-03-29T15:10:30.892Z", + "imageLink": "/misc/images/houses/House_Lowther.png", + "name": "House Lowther", + "overlord": "House Tyrell", + "region": "Reach", + "updatedAt": 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pennons of the second, on a chief of the third, a wheel broken sable between, on the dexter, a castle gules and snake vert, and, on the sinister, a unicorn rampant purpure and lion rampant of the field)", + "createdAt": "2016-03-29T15:10:31.039Z", + "imageLink": "/misc/images/houses/House_Wydman.png", + "name": "House Wydman", + "overlord": "House Arryn", + "region": "Vale", + "updatedAt": "2016-03-29T15:10:31.039Z", + "words": "Right Conquers Might" + }, + { + "__v": 0, + "_id": "56fa9ae7c9e167a36455258d", + "ancestralWeapon": [ + "Orphan-Maker" + ], + "coatOfArms": "Bleu celeste, per saltire a chain of rings Or", + "createdAt": "2016-03-29T15:10:31.040Z", + "imageLink": "/misc/images/houses/House_Roxton.png", + "name": "House Roxton", + "overlord": "House Tyrell", + "region": "Reach", + "updatedAt": "2016-03-29T15:10:31.040Z" + }, + { + "__v": 0, + "_id": "56fa9ae7c9e167a36455258e", + "ancestralWeapon": [], + "coatOfArms": "Per saltire purple and gold, four hawks' heads 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"forcesOne": [ + "~2000 Karstark Cavalry~4000 Northern Cavalry", + "~14,000 Rivermen/Northmen" + ], + "forcesTwo": [ + "~400 Marbrand Men", + "~30 Lorch Cavalry", + "~200 Estren Infantry" + ], + "name": "Sack of Ashemark", + "place": [ + "Ashemark", + " the Westerlands" + ], + "slug": "Sack_of_Ashemark", + "updatedAt": "2019-04-10T07:15:27.778Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e5ffc", + "casualties": [ + "Unknown", + "Unknown" + ], + "commandersOne": [ + "Lord Robert Baratheon" + ], + "commandersTwo": [ + "Lord Randyll Tarly", + "Lord Mace Tyrell" + ], + "conflict": "Robert's Rebellion", + "createdAt": "2019-04-10T07:15:27.779Z", + "factionsOne": [ + "House Baratheon", + "and Bannermen" + ], + "factionsTwo": [ + "House TarlyIn the vanguard", + "House Tyrell", + "Arrived after the", + "battle was over" + ], + "forcesOne": [ + "Unknown" + ], + "forcesTwo": [ + "Unknown" + ], + "name": "Battle of Ashford", + "place": [ + "Ashford", + " the Reach" + ], + "slug": "Battle_of_Ashford", + "updatedAt": "2019-04-10T07:15:27.779Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e5ffd", + "casualties": [ + "None", + "None" + ], + "commandersOne": [ + "Lord Larys Strong" + ], + "commandersTwo": [ + "Prince Daemon", + "Targaryen" + ], + "conflict": "Dance of the Dragons", + "createdAt": "2019-04-10T07:15:27.779Z", + "dateOfBattle": null, + "factionsOne": [ + "Greens", + "House Strong" + ], + "factionsTwo": [ + "Blacks" + ], + "forcesOne": [ + "Harrenhal garrison" + ], + "forcesTwo": [ + "Daemon Targaryen", + "Caraxes" + ], + "name": "Assault on Harrenhal", + "place": [ + "Harrenhal" + ], + "slug": "Assault_on_Harrenhal", + "updatedAt": "2019-04-10T07:15:27.779Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e5ffe", + "casualties": [], + "commandersOne": [ + "Ser Joffrey Dayne" + ], + "commandersTwo": [], + "conflict": "First Dornish War", + "createdAt": "2019-04-10T07:15:27.779Z", + "dateOfBattle": null, + "factionsOne": [ + "House Dayne" + ], + "factionsTwo": [], + "forcesOne": [], + "forcesTwo": [], + "name": "Assault on Oldtown", + "place": [ + "Oldtown" + ], + "slug": "Assault_on_Oldtown", + "updatedAt": "2019-04-10T07:15:27.779Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e5fff", + "casualties": [ + "Light", + "Heavy" + ], + "commandersOne": [ + "Ramsay Snow" + ], + "commandersTwo": [ + "Princess Yara Greyjoy" + ], + "conflict": "Ironborn Invasion of the NorthWar of the Five Kings", + "createdAt": "2019-04-10T07:15:27.780Z", + "factionsOne": [ + "House Bolton" + ], + "factionsTwo": [ + "House Greyjoy" + ], + "forcesOne": [ + "Unknown number of Northmen", + "Prince Theon Greyjoy" + ], + "forcesTwo": [ + "51 Ironborn raiders" + ], + "name": "Assault on the Dreadfort", + "place": [ + "The Dreadfort", + " the North" + ], + "slug": "Assault_on_the_Dreadfort", + "updatedAt": "2019-04-10T07:15:27.780Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6000", + "casualties": [ + "Moderate crew losses, light ship casualties", + "Nearly absoluteObara SandNymeria SandAt least 97 ships sunk or captured" + ], + "commandersOne": [ + "King Euron Greyjoy" + ], + "commandersTwo": [ + "Queen Yara Greyjoy ", + "Prince Theon Greyjoy", + "Captain Harrag", + "Ellaria Sand " + ], + "conflict": "Daenerys Targaryen's invasion of Westeros", + "createdAt": "2019-04-10T07:15:27.780Z", + "factionsOne": [ + "Salt Throne" + ], + "factionsTwo": [ + "House Greyjoy", + "Dorne" + ], + "forcesOne": [ + "Iron Fleet~1,000 ships,", + "including SilenceIronborn warriors" + ], + "forcesTwo": [ + "Targaryen FleetAt least 100 ships in Yara's Iron Fleet,", + "including Black WindIronborn warriors3 Sand Snakes of Dorne" + ], + "name": "Assault on the Targaryen Fleet", + "place": [ + "Blackwater Bay" + ], + "slug": "Assault_on_the_Targaryen_Fleet", + "updatedAt": "2019-04-10T07:15:27.780Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6001", + "casualties": [ + "Minimal, if any", + "MassiveKraznys mo NaklozGreizhen mo UllhorMost, if not all Good Masters" + ], + "commandersOne": [ + "Queen Daenerys", + "Targaryen", + "Ser Jorah Mormont", + "Ser Barristan Selmy" + ], + "commandersTwo": [ + "Good Masters &", + "Kraznys mo", + "Nakloz &", + "Greizhen mo", + "Ullhor &" + ], + "conflict": "Liberation of Slaver's Bay", + "createdAt": "2019-04-10T07:15:27.781Z", + "factionsOne": [ + "House Targaryen" + ], + "factionsTwo": [ + "Astapor" + ], + "forcesOne": [ + "Over 8,000", + "UnsulliedUnder 100 Khalasar3 Dragons" + ], + "forcesTwo": [ + "Astapori defenders, mostly household and civic guards" + ], + "name": "Sack of Astapor", + "place": [ + "Astapor", + " Slaver's Bay" + ], + "slug": "Sack_of_Astapor", + "updatedAt": "2019-04-10T07:15:27.781Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6002", + "casualties": [ + "Unknown", + "Unknown" + ], + "commandersOne": [ + "Wise Masters" + ], + "commandersTwo": [ + "Emperor Cleon" + ], + "conflict": "Liberation of Slaver's Bay", + "createdAt": "2019-04-10T07:15:27.781Z", + "factionsOne": [ + "Yunkai" + ], + "factionsTwo": [ + "Empire of Astapor" + ], + "forcesOne": [ + "Unknown" + ], + "forcesTwo": [ + "Unknown" + ], + "name": "Siege of Astapor", + "place": [ + "Astapor", + " Slaver's Bay" + ], + "slug": "Siege_of_Astapor", + "updatedAt": "2019-04-10T07:15:27.781Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6003", + "casualties": [ + "Aemond &", + "Vhagar &", + "Daemon &", + "Caraxes &" + ], + "commandersOne": [ + "Prince Aemond", + "Targaryen &" + ], + "commandersTwo": [ + "Prince Daemon", + "Targaryen &" + ], + "conflict": "Dance of the Dragons", + "createdAt": "2019-04-10T07:15:27.781Z", + "dateOfBattle": null, + "factionsOne": [ + "Greens" + ], + "factionsTwo": [ + "Blacks" + ], + "forcesOne": [ + "Aemond on Vhagar" + ], + "forcesTwo": [ + "Daemon on Caraxes" + ], + "name": "Battle Above the Gods Eye", + "place": [ + "The skies above Harrenhal", + " The Riverlands" + ], + "slug": "Battle_Above_the_Gods_Eye", + "updatedAt": "2019-04-10T07:15:27.781Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6004", + "casualties": [ + "Heavy", + "Heavy" + ], + "commandersOne": [ + "King Raymun", + "Redbeard &" + ], + "commandersTwo": [ + "Lord Stark", + "Lord Umber" + ], + "conflict": "", + "createdAt": "2019-04-10T07:15:27.782Z", + "factionsOne": [ + "Free Folk" + ], + "factionsTwo": [ + "House Stark", + "House Umber" + ], + "forcesOne": [ + "Unknown" + ], + "forcesTwo": [ + "Unknown" + ], + "name": "Battle at Long Lake", + "place": [ + "The shores of Long Lake", + " The North", + " Westeros" + ], + "slug": "Battle_at_Long_Lake", + "updatedAt": "2019-04-10T07:15:27.782Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6005", + "casualties": [ + "Three-Eyed RavenAll Children of the ForestLeafHodorSummer", + "One White WalkerHundreds of Wights" + ], + "commandersOne": [ + "The Three-Eyed Raven &", + "Brandon Stark" + ], + "commandersTwo": [ + "The Night King" + ], + "conflict": "Conflict Beyond the Wall", + "createdAt": "2019-04-10T07:15:27.786Z", + "factionsOne": [ + "House Stark", + "Three-Eyed Raven", + "Children of the Forest" + ], + "factionsTwo": [ + "White Walkers", + "Army of the Dead" + ], + "forcesOne": [ + "Three-Eyed Raven &", + "6 of the Children of the Forest &Leaf &", + "Bran Stark", + "Meera Reed", + "Hodor &", + "Summer &", + "Benjen Stark" + ], + "forcesTwo": [ + "The Night King", + "3 White WalkersWight army" + ], + "name": "Battle at the Cave of the Three-Eyed Raven", + "place": [ + "Cave of the Three-Eyed Raven", + " Beyond the Wall" + ], + "slug": "Battle_at_the_Cave_of_the_Three-Eyed_Raven", + "updatedAt": "2019-04-10T07:15:27.786Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6006", + "casualties": [ + "Near AbsoluteMost Forrester men-at-arms killed or", + "capturedBowen", + "Erik", + "Presumably all pit fightersAmayaBloodsong", + "Ser Royland Degore", + "Duncan Tuttle", + "Lady Elissa ForresterOrtengryn", + "ModerateMany Whitehill men-at-armsLord Ludd Whitehill", + "Gryff Whitehill", + "Harys" + ], + "commandersOne": [ + "Lord Rodrik Forrester", + "Lord Asher Forrester", + "Ser Royland Degore", + "Duncan Tuttle", + "Amaya &", + "Beskha" + ], + "commandersTwo": [ + "Lord Ludd Whitehill", + "Gryff Whitehill", + "Harys &" + ], + "conflict": "Forrester-Whitehill conflict", + "createdAt": "2019-04-10T07:15:27.786Z", + "factionsOne": [ + "House Forrester", + "Meereenese Warriors" + ], + "factionsTwo": [ + "House Whitehill" + ], + "forcesOne": [ + "~30 men-at-arms~10 Archers", + "~20 Pit Fighters" + ], + "forcesTwo": [ + "~450 Whitehills~40 Warricks" + ], + "name": "Battle of Ironrath", + "place": [ + "Ironrath" + ], + "slug": "Battle_of_Ironrath", + "updatedAt": "2019-04-10T07:15:27.786Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6007", + "casualties": [ + "Massive Stark-Wildling casualtiesRickon", + "StarkWun Weg Wun Dar WunMinimal Arryn", + "casualties", + "Total annihilation of the Bolton army; few", + "survivors capturedLord Ramsay", + "Bolton Lord Smalljon", + "UmberLord Harald", + "Karstark" + ], + "commandersOne": [ + "Jon Snow", + "Chieftain Tormund", + "Lady Lyanna Mormont", + "Ser Davos Seaworth", + "Lord Mazin", + "Sansa Stark", + "Lord Petyr Baelish", + "Lord Yohn Royce" + ], + "commandersTwo": [ + "Lord Ramsay Bolton", + "Lord Harald Karstark &", + "Lord Smalljon Umber &" + ], + "conflict": "War for the North", + "createdAt": "2019-04-10T07:15:27.787Z", + "factionsOne": [ + "House Stark", + "House Mormont", + "House Hornwood", + "House Mazin", + "Free Folk", + "House Arryn", + "House Royce" + ], + "factionsTwo": [ + "House Bolton &", + "House Karstark", + "House Umber" + ], + "forcesOne": [ + "Around 2,400 men", + "2,000 Free Folk", + "warriors", + "200 Hornwood", + "soldiers", + "143 Mazin soldiers", + "62 Mormont soldiers", + "1 giant", + "Reinforcements:", + "2,000 mounted knights of the Vale" + ], + "forcesTwo": [ + "Around 6,000 men", + "5,000 Bolton", + "soldiers1,000 soldiers", + "contributions by House Karstark and House Umber" + ], + "name": "Battle of the Bastards", + "place": [ + "Winterfell", + " the North" + ], + "slug": "Battle_of_the_Bastards", + "updatedAt": "2019-04-10T07:15:27.787Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6008", + "casualties": [ + "Over 200 men", + "Numerous horses", + "Unknown", + "At least 1 wight" + ], + "commandersOne": [ + "Lord Commander Jeor Mormont" + ], + "commandersTwo": [ + "White Walker", + "Commander" + ], + "conflict": "Conflict Beyond the Wall", + "createdAt": "2019-04-10T07:15:27.787Z", + "factionsOne": [ + "Night's Watch" + ], + "factionsTwo": [ + "White Walkers" + ], + "forcesOne": [ + "~300 men, including: GrennEddison TollettKarl TannerRastBannen" + ], + "forcesTwo": [ + "White Walkers", + "Hundreds of wights" + ], + "name": "Battle of the Fist of the First Men", + "place": [ + "Fist of the First Men", + " Beyond the Wall" + ], + "slug": "Battle_of_the_Fist_of_the_First_Men", + "updatedAt": "2019-04-10T07:15:27.787Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6009", + "casualties": [ + "HeavyRandyll Tarly", + "Dickon Tarly", + "Anti-dragon scorpion destroyedRemainder of the Lannister force bends the knee to Daenerys", + "Mild", + "Drogon mildly wounded" + ], + "commandersOne": [ + "Ser Jaime Lannister", + "Ser Bronn", + "Lord Randyll Tarly", + "Dickon Tarly" + ], + "commandersTwo": [ + "Queen Daenerys", + "Targaryen", + "Lord Hand Tyrion Lannister", + "Ko Qhono" + ], + "conflict": "Daenerys Targaryen's invasion of Westeros", + "createdAt": "2019-04-10T07:15:27.787Z", + "factionsOne": [ + "Iron Throne", + "House Tarly" + ], + "factionsTwo": [ + "House Targaryen", + "Dothraki" + ], + "forcesOne": [ + "~10,000 Lannister", + "Infantry and archers", + "Unknown number of Tarly soldiers", + "1 heavy anti-dragon scorpion" + ], + "forcesTwo": [ + "100,000 Dothraki", + "light cavalry", + "1 dragon " + ], + "name": "Battle of the Goldroad", + "place": [ + "Crossing of the Goldroad over the Blackwater Rush", + " northern border of the Reach" + ], + "slug": "Battle_of_the_Goldroad", + "updatedAt": "2019-04-10T07:15:27.787Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e600a", + "casualties": [ + "Presumably moderate to low", + "Prince Jacaerys", + "Velaryon &", + "Prince Aegon", + "Targaryen ", + "Prince Viserys", + "Targaryen ", + "2 dragons dead", + "1 dragon badly", + "injured", + "Unknown number of ships sunk" + ], + "commandersOne": [ + "Unknown" + ], + "commandersTwo": [ + "Prince Jacaerys", + "Velaryon &" + ], + "conflict": "Dance of the Dragons", + "createdAt": "2019-04-10T07:15:27.788Z", + "dateOfBattle": null, + "factionsOne": [ + "Greens", + "Kingdom of the Three Daughters:LysMyrTyrosh" + ], + "factionsTwo": [ + "Blacks", + "House Velaryon" + ], + "forcesOne": [ + "Unknown number of ships" + ], + "forcesTwo": [ + "3 Dragons", + "Unknown number of ships" + ], + "name": "Battle of the Gullet", + "place": [ + "Gullet" + ], + "slug": "Battle_of_the_Gullet", + "updatedAt": "2019-04-10T07:15:27.788Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e600b", + "casualties": [ + "HeavyThousands of", + "Targaryen and", + "Dornish soldiers", + "HeavyThousands of rebel forcesDaemon Blackfyre and two of his sons" + ], + "commandersOne": [ + "Lord Brynden Rivers", + "Prince Baelor", + "Targaryen", + "Prince Maekar", + "Targaryen" + ], + "commandersTwo": [ + "Daemon I", + "Blackfyre &", + "Lord Aegor Rivers" + ], + "conflict": "Blackfyre Rebellion", + "createdAt": "2019-04-10T07:15:27.788Z", + "factionsOne": [ + "House Targaryen", + "House Martell", + "House Baratheon" + ], + "factionsTwo": [ + "House Blackfyre" + ], + "forcesOne": [ + "Royalist Army", + "Allied Dornish Army" + ], + "forcesTwo": [ + "Rebel Army" + ], + "name": "Battle of the Redgrass Field", + "place": [ + "The Redgrass Field", + " southwest of King's Landing" + ], + "slug": "Battle_of_the_Redgrass_Field", + "updatedAt": "2019-04-10T07:15:27.788Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e600c", + "casualties": [], + "commandersOne": [ + "Ser Artys Arryn", + "The Winged Knight" + ], + "commandersTwo": [ + "The Griffin King &", + "King Robar II Royce &" + ], + "conflict": "Andal Invasion", + "createdAt": "2019-04-10T07:15:27.788Z", + "factionsOne": [ + "Andals:", + "House Arryn" + ], + "factionsTwo": [ + "First Men:", + "House Royce" + ], + "forcesOne": [], + "forcesTwo": [], + "name": "Battle of the Seven Stars", + "place": [ + "Giant's Lance", + " the Vale" + ], + "slug": "Battle_of_the_Seven_Stars", + "updatedAt": "2019-04-10T07:15:27.788Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e600d", + "casualties": [ + "Unknown", + "Unknown,", + "heavier than the rebels" + ], + "commandersOne": [ + "Lord Robert Baratheon", + "Lord Eddard Stark", + "Lord Jon Arryn", + "Lord Hoster Tully" + ], + "commandersTwo": [ + "Lord Hand Jon", + "Connington", + "Ser Jonothor Darry" + ], + "conflict": "Robert's Rebellion", + "createdAt": "2019-04-10T07:15:27.789Z", + "factionsOne": [ + "House Baratheon", + "House Stark", + "House Arryn", + "House Tully" + ], + "factionsTwo": [ + "Iron Throne" + ], + "forcesOne": [ + "Unknown" + ], + "forcesTwo": [ + "Unknown" + ], + "name": "Battle of the Bells", + "place": [ + "Stoney Sept", + " The Riverlands" + ], + "slug": "Battle_of_the_Bells", + "updatedAt": "2019-04-10T07:15:27.789Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e600e", + "casualties": [ + "Heavy", + "Many gold cloaks deserted", + "Ser Mandon Moore", + "At least 16,000 killed or wounded.At least 138 ships "Black Betha"Matthos Seaworth" + ], + "commandersOne": [ + "King's Landing:", + "King Joffrey I Baratheon", + "Lord Hand Tyrion", + "Lannister", + "Commander Bronn", + "Wisdom Hallyne", + "Relief Force:", + "Lord Tywin Lannister", + "Lord Mace Tyrell", + "Ser Loras Tyrell" + ], + "commandersTwo": [ + "King Stannis I Baratheon", + "Ser", + "Davos Seaworth", + "First Mate Matthos Seaworth &", + "Ser Imry Florent", + "Captain Salladhor Saan" + ], + "conflict": "War of the Five Kings", + "createdAt": "2019-04-10T07:15:27.789Z", + "factionsOne": [ + "Iron Throne", + "Kingsguard", + "City Watch of King's Landing", + "Crownlands", + "Bannermen", + "House Stokeworth", + "House Lannister", + "Tywin Lannister's Host", + "House Tyrell" + ], + "factionsTwo": [ + "House Baratheon of Dragonstone", + "Houses of the Narrow Sea", + "House Velaryon", + "Houses of The", + "Stormlands", + "House Seaworth", + "House Florent", + "Lysene Sellsails" + ], + "forcesOne": [ + "2,000 men of the City Watch", + "Unknown number of soldiers of the House Lannister", + "20 ships of the Royal Navy", + "Unknown number of Lannister reinforcements and at least 15,800 of House Tyrell" + ], + "forcesTwo": [ + "More than 20,000 men", + "~200 ships, including 30 Lysene sellsailsFury", + "Black Betha" + ], + "name": "Battle of the Blackwater", + "place": [ + "King's Landing and the mouth of the Blackwater Rush", + " theCrownlands" + ], + "slug": "Battle_of_the_Blackwater", + "updatedAt": "2019-04-10T07:15:27.789Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e600f", + "casualties": [ + "HeavyEastwatch castle destroyed", + "None" + ], + "commandersOne": [], + "commandersTwo": [], + "conflict": "Conflict Beyond the Wall / Great War", + "createdAt": "2019-04-10T07:15:27.790Z", + "dateOfBattle": null, + "factionsOne": [ + "Night's Watch", + "Free Folk", + "Brotherhood Without Banners" + ], + "factionsTwo": [ + "White Walkers", + "Army of the dead" + ], + "forcesOne": [], + "forcesTwo": [], + "name": "Breaching of the Wall", + "place": [ + "Eastwatch-by-the-Sea", + " the Wall", + " the Gift" + ], + "slug": "Breaching_of_the_Wall", + "updatedAt": "2019-04-10T07:15:27.790Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6010", + "casualties": [ + "Minimal", + "Heavy", + "King Harren and all his sons;", + "Castle populace", + "exterminated" + ], + "commandersOne": [ + "King Aegon I", + "Targaryen", + "Lord Edmyn Tully" + ], + "commandersTwo": [ + "King Harren Hoare &" + ], + "conflict": "War of Conquest", + "createdAt": "2019-04-10T07:15:27.790Z", + "factionsOne": [ + "House Targaryen", + "The Riverlords led by House Tully" + ], + "factionsTwo": [ + "The Isles and Rivers" + ], + "forcesOne": [ + "Uncertain", + "1 dragon " + ], + "forcesTwo": [ + "Uncertain", + "Harrenhal Garrison" + ], + "name": "Burning of Harrenhal", + "place": [ + "Harrenhal", + " the Riverlands" + ], + "slug": "Burning_of_Harrenhal", + "updatedAt": "2019-04-10T07:15:27.790Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6011", + "casualties": [ + "Low", + "Heavy" + ], + "commandersOne": [ + "Unknown" + ], + "commandersTwo": [ + "Unknown vassals of House Greyjoy" + ], + "conflict": "Spillover of the Dance of the Dragons", + "createdAt": "2019-04-10T07:15:27.790Z", + "dateOfBattle": null, + "factionsOne": [ + "House Lannister" + ], + "factionsTwo": [ + "House Greyjoy" + ], + "forcesOne": [], + "forcesTwo": [], + "name": "Burning of the Iron Islands", + "place": [ + "Iron Islands" + ], + "slug": "Burning_of_the_Iron_Islands", + "updatedAt": "2019-04-10T07:15:27.790Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6012", + "casualties": [ + "None", + "Complete destruction" + ], + "commandersOne": [ + "King Maegor I Targaryen" + ], + "commandersTwo": [ + "Unknown" + ], + "conflict": "Faith Militant uprising", + "createdAt": "2019-04-10T07:15:27.791Z", + "factionsOne": [ + "Iron Throne" + ], + "factionsTwo": [ + "Faith of the Seven" + ], + "forcesOne": [ + "1 Dragon ", + "Unknown amount of soldiers" + ], + "forcesTwo": [ + "Unknown" + ], + "name": "Burning of the Sept of Remembrance", + "place": [ + "Sept of Remembrance", + " King's Landing", + " Westeros" + ], + "slug": "Burning_of_the_Sept_of_Remembrance", + "updatedAt": "2019-04-10T07:15:27.791Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6013", + "casualties": [ + "Heavy", + "Light" + ], + "commandersOne": [ + "Lord Hand Criston Cole &" + ], + "commandersTwo": [ + "Unknown" + ], + "conflict": "Dance of the Dragons", + "createdAt": "2019-04-10T07:15:27.791Z", + "dateOfBattle": null, + "factionsOne": [ + "Greens", + "Kingsguard" + ], + "factionsTwo": [ + "Blacks", + "Riverlords" + ], + "forcesOne": [ + "Unknown" + ], + "forcesTwo": [ + "Unknown" + ], + "name": "Butcher's Ball", + "place": [ + "Near of the Gods Eye" + ], + "slug": "Butcher%27s_Ball", + "updatedAt": "2019-04-10T07:15:27.791Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6014", + "casualties": [ + "Low", + "High" + ], + "commandersOne": [ + "Lord Robb Stark", + "Lord Rickard Karstark", + "Lord Greatjon Umber" + ], + "commandersTwo": [ + "Unknown" + ], + "conflict": "War of the Five Kings", + "createdAt": "2019-04-10T07:15:27.791Z", + "factionsOne": [ + "House Stark", + "House Karstark", + "House Umber", + "House Frey" + ], + "factionsTwo": [ + "House Lannister", + "House Marbrand", + "House Lorch", + "House Westerling" + ], + "forcesOne": [], + "forcesTwo": [], + "name": "Battle of the Camps", + "place": [ + "Riverrun", + " the Riverlands" + ], + "slug": "Battle_of_the_Camps", + "updatedAt": "2019-04-10T07:15:27.791Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6015", + "casualties": [ + "Light, if any", + "Total" + ], + "commandersOne": [ + "Ser Brynden Tully" + ], + "commandersTwo": [ + "Lothar Frey", + "Walder Rivers" + ], + "conflict": "War of the Five Kings", + "createdAt": "2019-04-10T07:15:27.792Z", + "factionsOne": [ + "House Tully" + ], + "factionsTwo": [ + "House Frey" + ], + "forcesOne": [ + "Unknown" + ], + "forcesTwo": [ + "Unknown" + ], + "name": "Capture of Riverrun", + "place": [ + "Riverrun", + " the Riverlands" + ], + "slug": "Capture_of_Riverrun", + "updatedAt": "2019-04-10T07:15:27.792Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6016", + "casualties": [ + "50 men of the Night's WatchPypar &Grenn &Hill &Cooper &Minimal Baratheon casualties", + "Heavy Entire southern", + "assault force", + "eliminated", + "Styr &Thenn Warg &Ygritte &Dongo &Mag Mar Tun Doh Weg &Main force killed, scattered, or captured " + ], + "commandersOne": [ + "Acting Lord Commander Alliser Thorne ", + "Janos Slynt", + "Jon Snow", + "Eddison Tollett", + "King Stannis Baratheon", + "Lord Hand", + "Davos Seaworth" + ], + "commandersTwo": [ + "King Mance Rayder", + "Chieftain Tormund ", + "Magnar Styr &", + "King Mag Mar Tun Doh Weg &" + ], + "conflict": "Conflict Beyond the Wall / War of the Five Kings", + "createdAt": "2019-04-10T07:15:27.792Z", + "factionsOne": [ + "Night's Watch", + "House Baratheon of Dragonstone" + ], + "factionsTwo": [ + "Free Folk" + ], + "forcesOne": [ + "Day 1: ~1001 direwolf ", + "Day 2: ~2,800 Baratheon cavalry" + ], + "forcesTwo": [ + "~100,000 wildlingsTormund's warbandStyr's warband2 giants1 mammoth" + ], + "name": "Battle of Castle Black", + "place": [ + "Castle Black", + " the Wall" + ], + "slug": "Battle_of_Castle_Black", + "updatedAt": "2019-04-10T07:15:27.792Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6017", + "casualties": [ + "Five black brothersLocke", + "All mutineers killed" + ], + "commandersOne": [ + "Jon SnowPrince Bran Stark" + ], + "commandersTwo": [ + "Karl Tanner &" + ], + "conflict": "Conflict Beyond the WallWar of the Five Kings", + "createdAt": "2019-04-10T07:15:27.792Z", + "factionsOne": [ + "Night's Watch", + "House Bolton", + " House Stark" + ], + "factionsTwo": [ + "Mutineers" + ], + "forcesOne": [ + "Grenn", + "Eddison Tollett", + "Locke &", + "Ghost", + "Other black brothers", + "Jojen ReedMeera ReedHodor" + ], + "forcesTwo": [ + "11 Mutinous black brothersRast &" + ], + "name": "Raid on Craster's Keep", + "place": [ + "Craster's Keep", + " the Haunted Forest", + " Beyond the Wall" + ], + "slug": "Raid_on_Craster%27s_Keep", + "updatedAt": "2019-04-10T07:15:27.792Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6018", + "casualties": [ + "None", + "Lucerys VelaryonArrax" + ], + "commandersOne": [], + "commandersTwo": [], + "conflict": "Dance of the Dragons", + "createdAt": "2019-04-10T07:15:27.793Z", + "dateOfBattle": null, + "factionsOne": [ + "Greens" + ], + "factionsTwo": [ + "Blacks" + ], + "forcesOne": [], + "forcesTwo": [], + "name": "Dance Over Storm's End", + "place": [ + "Above Storm's End", + " the Stormlands" + ], + "slug": "Dance_Over_Storm%27s_End", + "updatedAt": "2019-04-10T07:15:27.793Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6019", + "casualties": [ + "Meraxes", + "Rhaenys Targaryen", + "Many Uller infantry" + ], + "commandersOne": [ + "Queen Rhaenys", + "Targaryen &" + ], + "commandersTwo": [ + "Lord Uller" + ], + "conflict": "First Dornish War", + "createdAt": "2019-04-10T07:15:27.793Z", + "factionsOne": [ + "Iron Throne" + ], + "factionsTwo": [ + "Dorne", + "House Uller" + ], + "forcesOne": [ + "1 dragonMeraxes" + ], + "forcesTwo": [ + "Unknown" + ], + "name": "Death of Meraxes", + "place": [ + "Hellholt" + ], + "slug": "Death_of_Meraxes", + "updatedAt": "2019-04-10T07:15:27.793Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e601a", + "casualties": [ + "Unknown", + "Civilian casualties" + ], + "commandersOne": [ + "Princess Yara Greyjoy" + ], + "commandersTwo": [ + "Unknown" + ], + "conflict": "Ironborn Invasion of the NorthWar of the Five Kings", + "createdAt": "2019-04-10T07:15:27.793Z", + "factionsOne": [ + "Salt Throne" + ], + "factionsTwo": [ + "House Glover" + ], + "forcesOne": [ + "At least 500 men" + ], + "forcesTwo": [ + "Unknown" + ], + "name": "First Battle of Deepwood Motte", + "place": [ + "Deepwood Motte", + " the North" + ], + "slug": "First_Battle_of_Deepwood_Motte", + "updatedAt": "2019-04-10T07:15:27.794Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e601b", + "casualties": [ + "300 Killed659 Injured", + "Complete (in the", + "castle)", + "Heavy (on the", + "battlefield)Tion TarbeckEllyn Tarbeck" + ], + "commandersOne": [ + "Ser Tywin Lannister", + "Ser Kevan Lannister" + ], + "commandersTwo": [ + "Lady Ellyn Tarbeck &", + "Lord Roger Reyne " + ], + "conflict": "Reyne Rebellion", + "createdAt": "2019-04-10T07:15:27.794Z", + "factionsOne": [ + "House Lannister" + ], + "factionsTwo": [ + "House Tarbeck &", + "House Reyne" + ], + "forcesOne": [ + "13,000 Men From Westerlands Houses500 Knights", + "3,000 Crossbowmen" + ], + "forcesTwo": [ + "2,000 Men of House Reyne400 Men From House Tarbeck", + "500 Knights" + ], + "name": "Destruction of Tarbeck Hall", + "place": [ + "Tarbeck Hall" + ], + "slug": "Destruction_of_Tarbeck_Hall", + "updatedAt": "2019-04-10T07:15:27.794Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e601c", + "casualties": [], + "commandersOne": [], + "commandersTwo": [], + "conflict": "", + "createdAt": "2019-04-10T07:15:27.794Z", + "dateOfBattle": null, + "factionsOne": [ + "Dornish forces" + ], + "factionsTwo": [ + "The Reach" + ], + "forcesOne": [], + "forcesTwo": [], + "name": "Dornish Sack of Highgarden", + "place": [ + "Highgarden" + ], + "slug": "Dornish_Sack_of_Highgarden", + "updatedAt": "2019-04-10T07:15:27.794Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e601d", + "casualties": [ + "Moderate", + "Heavy" + ], + "commandersOne": [ + "King Aegon I", + "Targaryen", + "Queen Visenya", + "Targaryen" + ], + "commandersTwo": [ + "Princess Meria Martell" + ], + "conflict": "First Dornish War", + "createdAt": "2019-04-10T07:15:27.795Z", + "dateOfBattle": null, + "factionsOne": [ + "Iron Throne" + ], + "factionsTwo": [ + "Dorne" + ], + "forcesOne": [ + "Targaryen Army", + "2 DragonsBalerionVhagar" + ], + "forcesTwo": [ + "Dorne Army" + ], + "name": "Dragon's Wroth", + "place": [ + "Dorne" + ], + "slug": "Dragon%27s_Wroth", + "updatedAt": "2019-04-10T07:15:27.795Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e601e", + "casualties": [ + "Light", + "Light", + "Garrison surrendered" + ], + "commandersOne": [ + "Ser Stannis Baratheon" + ], + "commandersTwo": [ + "Ser Willem Darry" + ], + "conflict": "Robert's Rebellion", + "createdAt": "2019-04-10T07:15:27.795Z", + "factionsOne": [ + "Iron Throne" + ], + "factionsTwo": [ + "House Targaryen" + ], + "forcesOne": [ + "Royal FleetFury" + ], + "forcesTwo": [ + "Dragonstone", + "garrison" + ], + "name": "Assault on Dragonstone", + "place": [ + "Dragonstone", + " Blackwater Bay" + ], + "slug": "Assault_on_Dragonstone", + "updatedAt": "2019-04-10T07:15:27.795Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e601f", + "casualties": [ + "The Waif", + "Lady Crane" + ], + "commandersOne": [ + "Jaqen H'ghar" + ], + "commandersTwo": [ + "Arya Stark" + ], + "conflict": "", + "createdAt": "2019-04-10T07:15:27.795Z", + "factionsOne": [ + "Faceless Men" + ], + "factionsTwo": [ + "Arya Stark" + ], + "forcesOne": [ + "The Waif &" + ], + "forcesTwo": [ + "Arya Stark", + "Lady Crane &" + ], + "name": "Duel in Braavos", + "place": [ + "Braavos", + " the Free Cities" + ], + "slug": "Duel_in_Braavos", + "updatedAt": "2019-04-10T07:15:27.795Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6020", + "casualties": [ + "HeavyIron Fleet", + "Light" + ], + "commandersOne": [ + "Captain Euron Greyjoy", + "Captain Aeron Greyjoy" + ], + "commandersTwo": [ + "Lord Stannis Baratheon" + ], + "conflict": "Greyjoy Rebellion", + "createdAt": "2019-04-10T07:15:27.796Z", + "factionsOne": [ + "Salt Throne" + ], + "factionsTwo": [ + "House Baratheon of Dragonstone" + ], + "forcesOne": [ + "Iron Fleet" + ], + "forcesTwo": [ + "Royal Fleet" + ], + "name": "Battle of Fair Isle", + "place": [ + "Fair Isle", + " the Westerlands" + ], + "slug": "Battle_of_Fair_Isle", + "updatedAt": "2019-04-10T07:15:27.796Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6021", + "casualties": [ + "Unknown", + "Unknown" + ], + "commandersOne": [ + "Ser Raymont Baratheon &" + ], + "commandersTwo": [ + "Unknown" + ], + "conflict": "Faith Militant uprising", + "createdAt": "2019-04-10T07:15:27.796Z", + "factionsOne": [ + "House Targaryen", + "Kingsguard" + ], + "factionsTwo": [ + "Faith Militant" + ], + "forcesOne": [ + "Kingsguard", + "Castle Garrison" + ], + "forcesTwo": [ + "Unknown" + ], + "name": "Faith Militant raid on the Red Keep", + "place": [ + "Red Keep", + " King's Landing", + " Westeros" + ], + "slug": "Faith_Militant_raid_on_the_Red_Keep", + "updatedAt": "2019-04-10T07:15:27.796Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6022", + "casualties": [ + "Queens Helaena Targaryen and Alicent Hightower taken hostage", + "None" + ], + "commandersOne": [ + "Green Council" + ], + "commandersTwo": [ + "Queen Rhaenyra", + "Targaryen", + "Prince Daemon", + "Targaryen" + ], + "conflict": "Dance of the Dragons", + "createdAt": "2019-04-10T07:15:27.796Z", + "dateOfBattle": null, + "factionsOne": [ + "Greens", + "City Watch" + ], + "factionsTwo": [ + "Blacks" + ], + "forcesOne": [ + "City Watch" + ], + "forcesTwo": [ + "Two dragons" + ], + "name": "Fall of King's Landing", + "place": [ + "King's Landing" + ], + "slug": "Fall_of_King%27s_Landing", + "updatedAt": "2019-04-10T07:15:27.796Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6023", + "casualties": [ + "Unknown", + "Garrison destroyed or surrendered" + ], + "commandersOne": [ + "Ralf KenningAdrack Humble" + ], + "commandersTwo": [ + "Unknown" + ], + "conflict": "Ironborn Invasion of the NorthWar of the Five Kings", + "createdAt": "2019-04-10T07:15:27.797Z", + "factionsOne": [ + "House Greyjoy" + ], + "factionsTwo": [ + "House Stark" + ], + "forcesOne": [], + "forcesTwo": [], + "name": "Fall of Moat Cailin", + "place": [ + "Moat Cailin", + " the North" + ], + "slug": "Fall_of_Moat_Cailin", + "updatedAt": "2019-04-10T07:15:27.797Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6024", + "casualties": [ + "Heavy", + "Complete host destroyed", + "High King Mazor Alexi" + ], + "commandersOne": [ + "Khal Haro &", + "Khal Qano", + "Khal Loso", + "Khal Zhako" + ], + "commandersTwo": [ + "High King Mazor Alexi &" + ], + "conflict": "Century of Blood", + "createdAt": "2019-04-10T07:15:27.797Z", + "dateOfBattle": null, + "factionsOne": [ + "Dothraki" + ], + "factionsTwo": [ + "Kingdom of Sarnor &" + ], + "forcesOne": [ + "80,000 riders" + ], + "forcesTwo": [ + "100,000 foot soldiers", + "10,000 heavy cavalry", + "10,000 light cavalry", + "6,000 scythed chariots" + ], + "name": "Field of Crows", + "place": [ + "Sarne", + " Kingdom of Sarnor", + " Essos" + ], + "slug": "Field_of_Crows", + "updatedAt": "2019-04-10T07:15:27.797Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6025", + "casualties": [ + "Unknown", + "5,000 killedTens of thousands woundedKing Mern IXEntire male line of House Gardener wiped out" + ], + "commandersOne": [ + "King Aegon I", + "Targaryen", + "Queen Visenya", + "Targaryen", + "Queen Rhaenys", + "Targaryen" + ], + "commandersTwo": [ + "King Mern IX", + "Gardener &", + "King Loren I", + "Lannister" + ], + "conflict": "War of Conquest", + "createdAt": "2019-04-10T07:15:27.798Z", + "factionsOne": [ + "House Targaryen" + ], + "factionsTwo": [ + "Iron Fist", + "The Rock", + "The Reach" + ], + "forcesOne": [ + "~10,000 men", + "3 dragonsBalerionMeraxesVhagar" + ], + "forcesTwo": [ + "Nearly 60,000 men, including 5,000 knights and 55,000 men at arms" + ], + "name": "Field of Fire", + "place": [ + "The northern Reach" + ], + "slug": "Field_of_Fire", + "updatedAt": "2019-04-10T07:15:27.798Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6026", + "casualties": [], + "commandersOne": [], + "commandersTwo": [], + "conflict": "", + "createdAt": "2019-04-10T07:15:27.798Z", + "dateOfBattle": null, + "factionsOne": [], + "factionsTwo": [], + "forcesOne": [], + "forcesTwo": [], + "name": "The Field of Fire", + "place": [ + "" + ], + "slug": "The_Field_of_Fire", + "updatedAt": "2019-04-10T07:15:27.798Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6027", + "casualties": [ + "LightYorenLommySurvivors captured", + "Minimal; several Lannister men killed" + ], + "commandersOne": [ + "Recruiter Yoren &" + ], + "commandersTwo": [ + "Ser Amory Lorch" + ], + "conflict": "War of the Five Kings", + "createdAt": "2019-04-10T07:15:27.798Z", + "factionsOne": [ + "Night's Watch" + ], + "factionsTwo": [ + "House Lannister", + "City Watch" + ], + "forcesOne": [ + "Night's Watch recruitsGendry Arya Stark Hot Pie " + ], + "forcesTwo": [ + "Lannister men-at-armsPolliverGoldcloaks" + ], + "name": "Raid by the Gods Eye", + "place": [ + "Unidenfied holdfast by the Gods Eye", + " the Riverlands" + ], + "slug": "Raid_by_the_Gods_Eye", + "updatedAt": "2019-04-10T07:15:27.798Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6028", + "casualties": [], + "commandersOne": [ + "Ser Jaime Lannister" + ], + "commandersTwo": [ + "Unknown" + ], + "conflict": "War of the Five Kings", + "createdAt": "2019-04-10T07:15:27.799Z", + "factionsOne": [ + "House Lannister", + "Unnamed Lannister Bannermen" + ], + "factionsTwo": [ + "House Tully", + "Unnamed Tully", + "Bannermen" + ], + "forcesOne": [ + "30,000 men" + ], + "forcesTwo": [ + "Unknown" + ], + "name": "Battle of the Golden Tooth", + "place": [ + "Golden Tooth" + ], + "slug": "Battle_of_the_Golden_Tooth", + "updatedAt": "2019-04-10T07:15:27.799Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6029", + "casualties": [ + "Unknown", + "Unknown" + ], + "commandersOne": [ + "King-Beyond-the-Wall Gorne", + "King-Beyond-the-Wall Gendel" + ], + "commandersTwo": [ + "King in the North", + "Lord Commander of the Night's Watch" + ], + "conflict": "", + "createdAt": "2019-04-10T07:15:27.799Z", + "factionsOne": [ + "Free Folk" + ], + "factionsTwo": [ + "House Stark", + "Night's Watch" + ], + "forcesOne": [ + "Unknown" + ], + "forcesTwo": [ + "Unknown" + ], + "name": "Gorne and Gendel's War", + "place": [ + "The Gift" + ], + "slug": "Gorne_and_Gendel%27s_War", + "updatedAt": "2019-04-10T07:15:27.799Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e602a", + "casualties": [], + "commandersOne": [ + "Queen Daenerys", + "Targaryen", + "Warden Jon Snow", + "Ser Jorah Mormont", + "Grey Worm", + "Ser Jaime Lannister", + "Lord Beric Dondarrion" + ], + "commandersTwo": [ + "Night King" + ], + "conflict": "Great War", + "createdAt": "2019-04-10T07:15:27.799Z", + "factionsOne": [ + "House Stark", + "House Targaryen", + "House Arryn", + "Brotherhood Without Banners" + ], + "factionsTwo": [ + "White Walkers", + "Army of the dead" + ], + "forcesOne": [ + "Stark infantry and archers", + "~8,000 Unsullied heavy infantry", + "~100,000 Dothraki light cavalry", + "2 dragons ", + "~2,000 knights of the Vale" + ], + "forcesTwo": [ + "White Walkers", + "~100,000 wights", + "3 undead giants ", + "1 undead dragon " + ], + "name": "Great Battle of Winterfell", + "place": [ + "Winterfell", + " the North" + ], + "slug": "Great_Battle_of_Winterfell", + "updatedAt": "2019-04-10T07:15:27.799Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e602b", + "casualties": [ + "Unknown", + "Unknown" + ], + "commandersOne": [ + "Lord Stannis Baratheon" + ], + "commandersTwo": [ + "Unknown" + ], + "conflict": "Greyjoy Rebellion", + "createdAt": "2019-04-10T07:15:27.800Z", + "factionsOne": [ + "House Baratheon of Dragonstone" + ], + "factionsTwo": [ + "Salt Throne" + ], + "forcesOne": [ + "Unknown" + ], + "forcesTwo": [ + "Unknown" + ], + "name": "Siege of Great Wyk", + "place": [ + "Great Wyk", + " the Iron Islands" + ], + "slug": "Siege_of_Great_Wyk", + "updatedAt": "2019-04-10T07:15:27.800Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e602c", + "casualties": [ + "Light; a couple hundred or less", + "(Mostly Hill", + "Tribesmen)", + "Army broken, 2,000 killed or captured" + ], + "commandersOne": [ + "Lord Tywin Lannister", + "Ser Kevan Lannister", + "Ser Addam Marbrand", + "Lord Leo Lefford", + "Tyrion Lannister" + ], + "commandersTwo": [ + "Unknown" + ], + "conflict": "War of the Five Kings", + "createdAt": "2019-04-10T07:15:27.800Z", + "factionsOne": [ + "House Lannister", + "Lannister Vassal Houses", + "Hill Tribes of The ValeStone CrowsBurned MenBlack EarsMoon BrothersPainted Dogs" + ], + "factionsTwo": [ + "House Stark", + "Stark Vassal Houses" + ], + "forcesOne": [ + "30,000 Lannister", + "soldiersAn unknown number of hill tribesmen" + ], + "forcesTwo": [ + "2,000 Northern", + "soldiers" + ], + "name": "Battle of the Green Fork", + "place": [ + "Along the western side of the Green Fork in the Riverlands" + ], + "slug": "Battle_of_the_Green_Fork", + "updatedAt": "2019-04-10T07:15:27.800Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e602d", + "casualties": [ + "Light, if any", + "MassiveKing Aerys II", + "Targaryen &Princess Elia Martell &Prince Aegon", + "Targaryen &Princess Rhaenys Targaryen &Wisdom Rossart &" + ], + "commandersOne": [ + "Lord Tywin Lannister", + "Ser Gregor Clegane" + ], + "commandersTwo": [ + "King Aerys II", + "Targaryen &", + "Lord Hand Wisdom Rossart &" + ], + "conflict": "Robert's Rebellion", + "createdAt": "2019-04-10T07:15:27.801Z", + "factionsOne": [ + "House Lannister", + "House Clegane" + ], + "factionsTwo": [ + "Iron Throne", + "Alchemists' Guild" + ], + "forcesOne": [ + "10,000", + "Lannister soldiers" + ], + "forcesTwo": [ + "Small number of", + "defenders" + ], + "name": "Sack of King's Landing", + "place": [ + "King's Landing", + " the Crownlands." + ], + "slug": "Sack_of_King%27s_Landing", + "updatedAt": "2019-04-10T07:15:27.801Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e602e", + "casualties": [ + "~1,000 dead or wounded", + "~2,800 deadKing Argilac" + ], + "commandersOne": [ + "Lord Hand Orys Baratheon", + "Queen Rhaenys", + "Targaryen" + ], + "commandersTwo": [ + "King Argilac", + "Durrandon &", + "Queen Argella", + "Durrandon " + ], + "conflict": "War of Conquest", + "createdAt": "2019-04-10T07:15:27.801Z", + "factionsOne": [ + "House Targaryen" + ], + "factionsTwo": [ + "The Stormlands" + ], + "forcesOne": [ + "2,500 spearmen500 Rivermen cavalry 1 dragon" + ], + "forcesTwo": [ + "1,500 cavalry4,500 infantry/archers" + ], + "name": "Last Storm", + "place": [ + "Storm's End", + " the Stormlands" + ], + "slug": "Last_Storm", + "updatedAt": "2019-04-10T07:15:27.801Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e602f", + "casualties": [ + "199 Northmen and Rivermen prisoners massacred", + "Ser Jaremy", + "Mallister", + "None" + ], + "commandersOne": [ + "King Robb Stark", + "Lord Roose Bolton", + "Lord Rickard Karstark" + ], + "commandersTwo": [ + "Ser Gregor Clegane" + ], + "conflict": "War of the Five Kings", + "createdAt": "2019-04-10T07:15:27.801Z", + "factionsOne": [ + "House Stark", + "House Bolton", + "House Karstark" + ], + "factionsTwo": [ + "House Lannister", + "House Clegane" + ], + "forcesOne": [ + "~18,000 Northern horsemen and infantry." + ], + "forcesTwo": [ + "Large Lannister garrison" + ], + "name": "Liberation of Harrenhal", + "place": [ + "Harrenhal", + " the Riverlands" + ], + "slug": "Liberation_of_Harrenhal", + "updatedAt": "2019-04-10T07:15:27.801Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6030", + "casualties": [ + "Massive casualtiesAll but about 5,000 wildlings killedKarsiLoboda~10 Night's Watch rangers", + "Minimal casualtiesHundreds of wights - any wight losses offset by tens of thousands of new wights created from the wildlings killed in the massacreWhite Walker", + "Lieutenant" + ], + "commandersOne": [ + "Lord Commander Jon Snow", + "Chieftain Tormund", + "Chieftess Karsi &", + "Loboda &", + "Chieftain Dim Dalba", + "King Stannis Baratheon " + ], + "commandersTwo": [ + "The Night King", + "White Walker", + "lieutenant &" + ], + "conflict": "Conflict Beyond the Wall", + "createdAt": "2019-04-10T07:15:27.802Z", + "factionsOne": [ + "The Living", + "Free Folk", + "Night's Watch", + "House Baratheon of Dragonstone" + ], + "factionsTwo": [ + "The Dead", + "White Walkers", + "Army of the Dead" + ], + "forcesOne": [ + "The Night's WatchEddison TollettTodderDuncan Liddle~20 Night's Watch rangersFree Folk~50,000-100,000 wildlingsWun Weg Wun Dar WunRoyal Fleet" + ], + "forcesTwo": [ + "About 4 White", + "Walkers", + "Wight army" + ], + "name": "Massacre at Hardhome", + "place": [ + "Hardhome", + " beyond the Wall" + ], + "slug": "Massacre_at_Hardhome", + "updatedAt": "2019-04-10T07:15:27.802Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6031", + "casualties": [ + "Minimal", + "Oznak zo PahlSeveral Great", + "Masters killed by", + "uprising slaves163 Great Masters crucified" + ], + "commandersOne": [ + "Queen Daenerys", + "Targaryen", + "Ser Jorah Mormont", + "Ser Barristan Selmy", + "Commander Grey Worm", + "Captain Daario", + "Naharis" + ], + "commandersTwo": [ + "Great Masters", + "Oznak zo Pahl &" + ], + "conflict": "Liberation of Slaver's Bay", + "createdAt": "2019-04-10T07:15:27.802Z", + "factionsOne": [ + "House TargaryenUnsulliedDaenerys's Khalasar", + "Second Sons" + ], + "factionsTwo": [ + "Meereen" + ], + "forcesOne": [ + "Over 8,000", + "UnsulliedUnder 100 Dothraki2,000 Second SonsAstapori and", + "Yunkish freedmenTens of thousands of Meereenese slavesIndependent", + "MercenariesAsher ForresterMalcolm BranfieldBeskha" + ], + "forcesTwo": [ + "Meereen City", + "Guard" + ], + "name": "Siege of Meereen", + "place": [ + "Meereen", + " Slaver's Bay" + ], + "slug": "Siege_of_Meereen", + "updatedAt": "2019-04-10T07:15:27.802Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6032", + "casualties": [ + "~45 men", + "60 menBeric Dondarrion", + "killed; later", + "resurrected" + ], + "commandersOne": [ + "Lord Tywin Lannister", + "Ser Gregor Clegane" + ], + "commandersTwo": [ + "Lord Eddard Stark, Hand of the King", + "Lord Beric", + "Dondarrion &" + ], + "conflict": "War of the Five Kings", + "createdAt": "2019-04-10T07:15:27.802Z", + "factionsOne": [ + "House Lannister", + "House Clegane" + ], + "factionsTwo": [ + "Iron Throne", + "detachment sent on orders of Lord Eddard Stark as Hand of the King to arrest and", + "execute Ser Gregor Clegane for the crimes committed against the Riverlands smallfolk" + ], + "forcesOne": [ + "Unknown" + ], + "forcesTwo": [ + "Detachment of", + "approximately 100 men-at-arms mostly made up of House Stark and House Baratheon", + "guardsmen, but also including Thoros of Myr and Anguy" + ], + "name": "Battle at the Mummer's Ford", + "place": [ + "Mummer's Ford", + " the Trident" + ], + "slug": "Battle_at_the_Mummer%27s_Ford", + "updatedAt": "2019-04-10T07:15:27.802Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6033", + "casualties": [ + "Craster", + "Lord Commander Mormont", + "Many loyalist black brothers", + "Unknown, heavy" + ], + "commandersOne": [ + "Lord Commander Jeor Mormont &", + "Craster &" + ], + "commandersTwo": [ + "Karl Tanner" + ], + "conflict": "Conflict Beyond the Wall", + "createdAt": "2019-04-10T07:15:27.803Z", + "factionsOne": [ + "Night's Watch", + "Craster" + ], + "factionsTwo": [ + "Mutineers" + ], + "forcesOne": [ + "Grenn", + "Eddison Tollett", + "Samwell Tarly", + "Other black brothers" + ], + "forcesTwo": [ + "Over a dozen", + "mutinous black", + "brothersRast" + ], + "name": "Mutiny at Craster's Keep", + "place": [ + "Craster's Keep", + " the HauntedForest", + " Beyond the Wall" + ], + "slug": "Mutiny_at_Craster%27s_Keep", + "updatedAt": "2019-04-10T07:15:27.803Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6034", + "casualties": [ + "None", + "None" + ], + "commandersOne": [ + "King Aegon I", + "Targaryen", + "Queen Visenya", + "Targaryen", + "Queen Rhaenys", + "Targaryen" + ], + "commandersTwo": [ + "Princess Meria Martell" + ], + "conflict": "First Dornish War", + "createdAt": "2019-04-10T07:15:27.803Z", + "dateOfBattle": null, + "factionsOne": [ + "Iron Throne" + ], + "factionsTwo": [ + "Dorne" + ], + "forcesOne": [ + "Targaryen army", + "3 dragonsBalerionVhagarMeraxes" + ], + "forcesTwo": [ + "Dornish army" + ], + "name": "Occupation of Sunspear", + "place": [ + "Sunspear" + ], + "slug": "Occupation_of_Sunspear", + "updatedAt": "2019-04-10T07:15:27.803Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6035", + "casualties": [ + "Unknown", + "Unknown" + ], + "commandersOne": [ + "Lord Commander", + "Barristan Selmy" + ], + "commandersTwo": [ + "Unknown" + ], + "conflict": "Greyjoy Rebellion", + "createdAt": "2019-04-10T07:15:27.803Z", + "factionsOne": [ + "Iron Throne", + " " + ], + "factionsTwo": [ + "Salt Throne" + ], + "forcesOne": [ + "Unknown" + ], + "forcesTwo": [ + "Unknown" + ], + "name": "Siege of Old Wyk", + "place": [ + "Old Wyk", + " the the Iron Islands" + ], + "slug": "Siege_of_Old_Wyk", + "updatedAt": "2019-04-10T07:15:27.803Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6036", + "casualties": [ + "~400 dead, wounded or imprisoned.", + "At least 2,000 deadMany captured" + ], + "commandersOne": [ + "King Robb Stark", + "Lord Roose Bolton", + "Lord Rickard Karstark" + ], + "commandersTwo": [ + "Ser Stafford", + "Lannister &" + ], + "conflict": "War of the Five Kings", + "createdAt": "2019-04-10T07:15:27.804Z", + "factionsOne": [ + "House Stark", + "House Bolton", + "House Karstark" + ], + "factionsTwo": [ + "House Lannister" + ], + "forcesOne": [ + "20,000, including one Direwolf " + ], + "forcesTwo": [ + "Unknown" + ], + "name": "Battle of Oxcross", + "place": [ + "Oxcross", + " the Westerlands" + ], + "slug": "Battle_of_Oxcross", + "updatedAt": "2019-04-10T07:15:27.804Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6037", + "casualties": [ + "12,000", + "2,400 Unsullied,", + "significant in the rest of the army. Both", + "mercenary companies fled." + ], + "commandersOne": [ + "Khal Temmo &" + ], + "commandersTwo": [ + "Unknown" + ], + "conflict": "Century of Blood", + "createdAt": "2019-04-10T07:15:27.804Z", + "factionsOne": [ + "Dothraki" + ], + "factionsTwo": [ + "Free City of Qohor" + ], + "forcesOne": [ + "20,000" + ], + "forcesTwo": [ + "Unknown number of Qohorik city guard and heavy cavalrySecond SonsOne other", + "mercenary company3,000 Unsullied" + ], + "name": "Battle of Qohor", + "place": [ + "Qohor", + " the Free Cities" + ], + "slug": "Battle_of_Qohor", + "updatedAt": "2019-04-10T07:15:27.804Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6038", + "casualties": [ + "Light", + "Lannister Fleet burned at anchor" + ], + "commandersOne": [ + "Prince Euron Greyjoy", + "Prince Aeron Greyjoy" + ], + "commandersTwo": [ + "Unknown" + ], + "conflict": "Greyjoy Rebellion", + "createdAt": "2019-04-10T07:15:27.805Z", + "factionsOne": [ + "House Greyjoy" + ], + "factionsTwo": [ + "House Lannister" + ], + "forcesOne": [ + "Iron Fleet" + ], + "forcesTwo": [ + "Lannister Fleet" + ], + "name": "Raid on Lannisport", + "place": [ + "Lannisport", + " the Westerlands" + ], + "slug": "Raid_on_Lannisport", + "updatedAt": "2019-04-10T07:15:27.805Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6039", + "casualties": [ + "Unknown", + "The crews of a dozen Greyjoy longships" + ], + "commandersOne": [ + "Ser Royland Degore" + ], + "commandersTwo": [ + "Unknown" + ], + "conflict": "Greyjoy Rebellion", + "createdAt": "2019-04-10T07:15:27.805Z", + "factionsOne": [ + "House Forrester" + ], + "factionsTwo": [ + "Salt Throne" + ], + "forcesOne": [ + "Unknown" + ], + "forcesTwo": [ + "Unknown" + ], + "name": "Raid on Sea Dragon Point", + "place": [ + "Sea Dragon Point", + " The North" + ], + "slug": "Raid_on_Sea_Dragon_Point", + "updatedAt": "2019-04-10T07:15:27.805Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e603a", + "casualties": [ + "~70 Killed", + "Entire garrison killed, wounded, or captured" + ], + "commandersOne": [ + "Lord Greatjon Umber" + ], + "commandersTwo": [ + "Unknown" + ], + "conflict": "War of the Five Kings", + "createdAt": "2019-04-10T07:15:27.805Z", + "factionsOne": [ + "House Stark", + "House Umber", + "House Blackwood" + ], + "factionsTwo": [ + "House Lannister" + ], + "forcesOne": [ + "1500 Blackwood Men400 Umber Axemen" + ], + "forcesTwo": [ + "400 Lannister Garrison" + ], + "name": "Liberation of Raventree Hall", + "place": [ + "Raventree Hall", + " the Riverlands" + ], + "slug": "Liberation_of_Raventree_Hall", + "updatedAt": "2019-04-10T07:15:27.805Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e603b", + "casualties": [ + "4 Northmen killed", + "Lord Howland Reed wounded", + "Both" + ], + "commandersOne": [ + "Lord Eddard Stark", + "Lord Howland Reed " + ], + "commandersTwo": [ + "Lord Commander Gerold Hightower &" + ], + "conflict": "Robert's Rebellion (\"Abduction\" of Lyanna Stark)", + "createdAt": "2019-04-10T07:15:27.805Z", + "factionsOne": [ + "House Stark", + "House Reed", + "House Glover", + "House CasselHouse DustinHouse Ryswell" + ], + "factionsTwo": [ + "Kingsguard" + ], + "forcesOne": [ + "6 NorthmenLord Eddard StarkLord Howland Reed " + ], + "forcesTwo": [ + "2 Kingsguard &Lord Commander", + "Gerold Hightower &Ser Arthur Dayne &" + ], + "name": "Showdown at the Tower of Joy", + "place": [ + "Tower of Joy", + " Red Mountains", + " Dorne" + ], + "slug": "Showdown_at_the_Tower_of_Joy", + "updatedAt": "2019-04-10T07:15:27.805Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e603c", + "casualties": [ + "Nigh-complete", + "annihilation, few", + "survivors captured", + "King Robb Stark &Queen Talisa", + "Stark &Unborn child of Robb and Talisa &Lady Catelyn", + "Stark &Grey Wind &Ser Wendel", + "Manderly &Lord Gregor", + "Forrester &Lord Edmure Tully Most, if not all men in the camps", + "Light", + "Lady Joyeuse", + "Erenford &Various soldiers" + ], + "commandersOne": [ + "~ King Robb Stark & ~ Ser Brynden Tully" + ], + "commandersTwo": [ + "~ Lord Tywin Lannister", + "~ Lord Roose Bolton", + "~ Lord Walder Frey" + ], + "conflict": "War of the Five Kings", + "createdAt": "2019-04-10T07:15:27.806Z", + "factionsOne": [ + "House Stark", + "Houses of the North ", + "House Forrester", + "House Manderly", + "House TullyHouses of the Riverlands" + ], + "factionsTwo": [ + "House Frey", + "House Bolton", + "House Whitehill" + ], + "forcesOne": [], + "forcesTwo": [], + "name": "Red Wedding", + "place": [ + "The Twins", + " the Riverlands" + ], + "slug": "Red_Wedding", + "updatedAt": "2019-04-10T07:15:27.806Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e603d", + "casualties": [ + "None", + "None" + ], + "commandersOne": [ + "Prince Aemond", + "Targaryen", + "Ser Criston Cole" + ], + "commandersTwo": [ + "Prince Daemon", + "Targaryen" + ], + "conflict": "Dance of the Dragons", + "createdAt": "2019-04-10T07:15:27.806Z", + "dateOfBattle": null, + "factionsOne": [ + "Greens" + ], + "factionsTwo": [ + "Blacks" + ], + "forcesOne": [ + "Green Army", + "One dragon" + ], + "forcesTwo": [ + "One dragon" + ], + "name": "Retaking of Harrenhal", + "place": [ + "Harrenhal" + ], + "slug": "Retaking_of_Harrenhal", + "updatedAt": "2019-04-10T07:15:27.806Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e603e", + "casualties": [ + "Unknown", + "Unknown" + ], + "commandersOne": [ + "Ser Jaime Lannister" + ], + "commandersTwo": [ + "Ser Edmure Tully" + ], + "conflict": "War of the Five Kings", + "createdAt": "2019-04-10T07:15:27.806Z", + "factionsOne": [ + "House Lannister", + "Unnamed Lannister Bannermen" + ], + "factionsTwo": [ + "House Tully", + "Unnamed Tully", + "Bannermen" + ], + "forcesOne": [ + "30,000 Lannister", + "soldiers" + ], + "forcesTwo": [ + "Riverrun Garrison" + ], + "name": "Siege of Riverrun", + "place": [ + "Riverrun" + ], + "slug": "Siege_of_Riverrun", + "updatedAt": "2019-04-10T07:15:27.806Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e603f", + "casualties": [ + "Light", + "Nearly absoluteOlenna Tyrell" + ], + "commandersOne": [ + "Ser Jaime Lannister", + "Ser Bronn", + "Lord Randyll Tarly", + "Dickon Tarly" + ], + "commandersTwo": [ + "Lady Olenna Tyrell &" + ], + "conflict": "Daenerys Targaryen's invasion of Westeros", + "createdAt": "2019-04-10T07:15:27.807Z", + "factionsOne": [ + "Iron Throne", + "House Tarly" + ], + "factionsTwo": [ + "House Tyrell &" + ], + "forcesOne": [ + "~10,000 Lannister", + "infantry", + "Tarly Army" + ], + "forcesTwo": [ + "Highgarden Garrison" + ], + "name": "Sack of Highgarden", + "place": [ + "Highgarden" + ], + "slug": "Sack_of_Highgarden", + "updatedAt": "2019-04-10T07:15:27.807Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6040", + "casualties": [ + "Massive", + "Low" + ], + "commandersOne": [ + "Johanna Lannister" + ], + "commandersTwo": [ + "Lord Dalton Greyjoy" + ], + "conflict": "Dance of the Dragons", + "createdAt": "2019-04-10T07:15:27.807Z", + "dateOfBattle": null, + "factionsOne": [ + "Greens", + "House Lannister" + ], + "factionsTwo": [ + "Blacks", + "House Greyjoy" + ], + "forcesOne": [ + "Lannister Fleet &" + ], + "forcesTwo": [ + "Iron Fleet" + ], + "name": "Sack of Lannisport", + "place": [ + "Lannisport" + ], + "slug": "Sack_of_Lannisport", + "updatedAt": "2019-04-10T07:15:27.807Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6041", + "casualties": [ + "Massive", + "Negligible" + ], + "commandersOne": [ + "None" + ], + "commandersTwo": [ + "Chieftain Tormund", + "Magnar Styr of Thenn" + ], + "conflict": "Conflict Beyond the Wall", + "createdAt": "2019-04-10T07:15:27.807Z", + "factionsOne": [ + "Night's Watch" + ], + "factionsTwo": [ + "Free Folk" + ], + "forcesOne": [ + "Black brothersKegs &Mully &Black Jack Bulwer &" + ], + "forcesTwo": [ + "Tormund's warbandYgritteStyr's warbandThenn Warg" + ], + "name": "Sack of Mole's Town", + "place": [ + "Mole's Town", + " the Gift" + ], + "slug": "Sack_of_Mole%27s_Town", + "updatedAt": "2019-04-10T07:15:27.807Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6042", + "casualties": [ + "Negilgible", + "Massive" + ], + "commandersOne": [ + "Aegor Rivers" + ], + "commandersTwo": [ + "None" + ], + "conflict": "", + "createdAt": "2019-04-10T07:15:27.808Z", + "dateOfBattle": null, + "factionsOne": [ + "Golden Company" + ], + "factionsTwo": [ + "Qohorik" + ], + "forcesOne": [], + "forcesTwo": [], + "name": "Sack of Qohor", + "place": [ + "Qohor", + " The Free Cities" + ], + "slug": "Sack_of_Qohor", + "updatedAt": "2019-04-10T07:15:27.808Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6043", + "casualties": [ + "Moderate to low", + "Heavy" + ], + "commandersOne": [ + "Prince Aemond", + "Targaryen" + ], + "commandersTwo": [ + "Queen Rhaenyra", + "Targaryen" + ], + "conflict": "Dance of the Dragons", + "createdAt": "2019-04-10T07:15:27.808Z", + "dateOfBattle": null, + "factionsOne": [ + "Greens", + "House Hightower", + "Dragonseeds" + ], + "factionsTwo": [ + "Blacks", + "House Dustin", + "Dragonseeds" + ], + "forcesOne": [ + "Hightower army", + "Hugh Hammer", + "Ulf the White" + ], + "forcesTwo": [ + "Tumbleton garrison", + "Hugh Hammer", + "Ulf the White" + ], + "name": "Sack of Tumbleton", + "place": [ + "Tumbleton" + ], + "slug": "Sack_of_Tumbleton", + "updatedAt": "2019-04-10T07:15:27.808Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6044", + "casualties": [ + "Massive Stark", + "casualtiesPrince Rickon", + "StarkWun Weg Wun Dar Wun+1,500 killed/wounded", + "Minimal Vale", + "casualties", + "Total annihilation of the Northern army", + "under House Bolton; few survivors capturedLord Ramsay", + "BoltonLord Smalljon", + "Umber" + ], + "commandersOne": [ + "Jon Snow", + "Chieftain Tormund Giantsbane", + "Lady Lyanna", + "Mormont", + "Ser Davos Seaworth", + "Lord Petyr Baelish", + "Lady Sansa Stark", + "Lord Yohn Royce" + ], + "commandersTwo": [ + "Lord Ramsay", + "Bolton", + "Lord Harald Karstark", + "Lord Smalljon", + "Umber &", + "Bolton General", + "Bolton Captain" + ], + "conflict": "Battle of the Bastards", + "createdAt": "2019-04-10T07:15:27.808Z", + "factionsOne": [ + "House Stark", + "House Mormont", + "House Hornwood", + "House Mazin", + "Free Folk", + "House Arryn" + ], + "factionsTwo": [ + "House Bolton", + "House Karstark", + "House Umber" + ], + "forcesOne": [ + "Around 2,400 men", + "2,000 Free Folk", + "warriors", + "200 Hornwood", + "soldiers", + "143 Mazin soldiers", + "62 Mormont soldiers", + "Wun Weg Wun Dar Wun", + "Unknown number of mounted Knights of the Vale" + ], + "forcesTwo": [ + "Around 6,000 men", + "Contributions by each house unknown. Though the majority of the force is likely made up of Bolton forces." + ], + "name": "User blog:Salociin/Battle of the Bastards (Independent)", + "place": [ + "Winterfell", + " the North" + ], + "slug": "User_blog:Salociin/Battle_of_the_Bastards_(Independent)", + "updatedAt": "2019-04-10T07:15:27.808Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6045", + "casualties": [ + "HeavyRodrik Greyjoy", + "Unknown, presumably light" + ], + "commandersOne": [ + "Prince Rodrik", + "Greyjoy &" + ], + "commandersTwo": [ + "Lord Jason", + "Mallister" + ], + "conflict": "Greyjoy Rebellion", + "createdAt": "2019-04-10T07:15:27.808Z", + "factionsOne": [ + "Salt Throne" + ], + "factionsTwo": [ + "House Mallister" + ], + "forcesOne": [ + "Unknown" + ], + "forcesTwo": [ + "Unknown" + ], + "name": "Battle of Seagard", + "place": [ + "Seagard", + " the Riverlands" + ], + "slug": "Battle_of_Seagard", + "updatedAt": "2019-04-10T07:15:27.808Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6046", + "casualties": [ + "Complete", + "Unknown" + ], + "commandersOne": [ + "Unknown" + ], + "commandersTwo": [ + "Lord Robett Glover" + ], + "conflict": "Ironborn Invasion of the NorthWar of the Five Kings", + "createdAt": "2019-04-10T07:15:27.809Z", + "factionsOne": [ + "House Greyjoy" + ], + "factionsTwo": [ + "House Bolton", + "House Glover" + ], + "forcesOne": [], + "forcesTwo": [], + "name": "Second Battle of Deepwood Motte", + "place": [ + "Deepwood Motte", + " the North" + ], + "slug": "Second_Battle_of_Deepwood_Motte", + "updatedAt": "2019-04-10T07:15:27.809Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6047", + "casualties": [ + "Moderate", + "At least one ship", + "destroyed", + "Fleet captured", + "Many Sons of the HarpyBelicho Paenymion Razdal mo Eraz" + ], + "commandersOne": [ + "Queen Daenerys I", + "Targaryen", + "Lord Tyrion", + "Lannister", + "Commander Grey Worm", + "Captain Daario", + "Naharis" + ], + "commandersTwo": [ + "Razdal mo", + "Eraz", + "Yezzan zo", + "Qaggaz", + "Belicho", + "Paenymion" + ], + "conflict": "Liberation of Slaver's Bay", + "createdAt": "2019-04-10T07:15:27.809Z", + "factionsOne": [ + "House TargaryenUnsulliedDothraki", + "Second Sons" + ], + "factionsTwo": [ + "Slaver AllianceAstaporYunkaiVolantis", + "Sons of the Harpy" + ], + "forcesOne": [ + "Around 110,000 men", + "100,000 Dothraki", + "8,000 Unsullied", + "2,000 Second Sons", + "3 dragons" + ], + "forcesTwo": [ + "Around 200 ships", + "Ghiscari siege", + "engineers and", + "soldiersTrebuchetsSons of the Harpy" + ], + "name": "Second Siege of Meereen", + "place": [ + "Meereen", + " Slaver's Bay" + ], + "slug": "Second_Siege_of_Meereen", + "updatedAt": "2019-04-10T07:15:27.809Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6048", + "casualties": [ + "Garrison surrendered;", + "Brynden Tully killed while resisting arrest", + "None" + ], + "commandersOne": [ + "Ser Brynden Tully &" + ], + "commandersTwo": [ + "Ser Jaime Lannister", + "Ser Bronn of the Blackwater", + "Lothar Frey", + "Walder Rivers" + ], + "conflict": "War of the Five Kings", + "createdAt": "2019-04-10T07:15:27.809Z", + "factionsOne": [ + "House Tully" + ], + "factionsTwo": [ + "Iron Throne", + "House Lannister", + "House Frey" + ], + "forcesOne": [ + "Around 400 men" + ], + "forcesTwo": [ + "Around 12,000 men4,000 soldiers of House Frey8,000 soldiers of House Lannister" + ], + "name": "Second Siege of Riverrun", + "place": [ + "Riverrun", + " the Riverlands" + ], + "slug": "Second_Siege_of_Riverrun", + "updatedAt": "2019-04-10T07:15:27.809Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6049", + "casualties": [ + "All Lannister Soldiers", + "All ships", + "~150 Unsullied at most" + ], + "commandersOne": [ + "Ser Jaime Lannister", + "King Euron Greyjoy" + ], + "commandersTwo": [ + "Lord Hand Tyrion Lannister", + "Commander Grey Worm" + ], + "conflict": "Daenerys Targaryen's invasion of Westeros", + "createdAt": "2019-04-10T07:15:27.810Z", + "factionsOne": [ + "Iron Throne", + "House Greyjoy" + ], + "factionsTwo": [ + "House Targaryen", + "Unsullied" + ], + "forcesOne": [ + "Casterly Rock garrison ", + "Iron Fleet :Silence" + ], + "forcesTwo": [ + "8,000+ Unsullied heavy infantry", + "80 ships from the", + "Small amount of the Targaryen fleet" + ], + "name": "Siege of Casterly Rock", + "place": [ + "Casterly Rock" + ], + "slug": "Siege_of_Casterly_Rock", + "updatedAt": "2019-04-10T07:15:27.810Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e604a", + "casualties": [ + "Light - Moderate", + "Maron Greyjoy", + "A large percentage of the Greyjoy Forces" + ], + "commandersOne": [ + "King Robert I Baratheon", + "Lord Stannis Baratheon", + "Lord Eddard Stark", + "Lord Tywin Lannister", + "Ser Jaime Lannister", + "Ser Jorah Mormont" + ], + "commandersTwo": [ + "King Balon Greyjoy", + "Captain Euron Greyjoy", + "Prince Maron Greyjoy &" + ], + "conflict": "Greyjoy Rebellion", + "createdAt": "2019-04-10T07:15:27.810Z", + "factionsOne": [ + "Iron Throne", + "House Stark", + "House Lannister" + ], + "factionsTwo": [ + "Salt Throne" + ], + "forcesOne": [ + "Thousands ten times larger than the Greyjoy army" + ], + "forcesTwo": [ + "Thousands" + ], + "name": "Siege of Pyke", + "place": [ + "Pyke", + " Iron Islands" + ], + "slug": "Siege_of_Pyke", + "updatedAt": "2019-04-10T07:15:27.810Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e604b", + "casualties": [ + "Most of the Greens ArmyAegon II Targaryen and Sunfyre wounded", + "Rhaenys TargaryenMeleys" + ], + "commandersOne": [ + "King Aegon II", + "Targaryen ", + "Prince Aemond", + "Targaryen", + "Ser Criston Cole" + ], + "commandersTwo": [ + "Queen Rhaenyra", + "Targaryen", + "Princess Rhaenys", + "Targaryen &" + ], + "conflict": "Dance of the Dragons", + "createdAt": "2019-04-10T07:15:27.810Z", + "dateOfBattle": null, + "factionsOne": [ + "Greens", + "Kingsguard" + ], + "factionsTwo": [ + "Blacks" + ], + "forcesOne": [ + "Greens Army", + "Kingsguard", + "Aegon II Targaryen", + "Sunfyre", + "Aemond Targaryen", + "Vhagar" + ], + "forcesTwo": [ + "Rhaenys Targaryen &", + "Meleys &" + ], + "name": "Siege of Rook's Rest", + "place": [ + "Rook's Rest", + " The Crownlands" + ], + "slug": "Siege_of_Rook%27s_Rest", + "updatedAt": "2019-04-10T07:15:27.810Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e604c", + "casualties": [ + "None", + "None" + ], + "commandersOne": [ + "Lord Mace Tyrell", + "Olenna Tyrell", + "Lord Commander Jaime Lannister" + ], + "commandersTwo": [ + "The High Septon", + "King Tommen I Baratheon" + ], + "conflict": "Rise and Fall of the Sparrows", + "createdAt": "2019-04-10T07:15:27.811Z", + "factionsOne": [ + "House Tyrell", + "House Lannister" + ], + "factionsTwo": [ + "Faith Militant", + "Iron Throne", + "Kingsguard" + ], + "forcesOne": [ + "Small company of House Tyrell" + ], + "forcesTwo": [ + "Many dozens", + "of SparrowsBrother Lancel" + ], + "name": "Standoff at the Great Sept of Baelor", + "place": [ + "Great Sept of Baelor", + "King's Landing" + ], + "slug": "Standoff_at_the_Great_Sept_of_Baelor", + "updatedAt": "2019-04-10T07:15:27.811Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e604d", + "casualties": [ + "~50 Killed", + "Entire garrison killed, wounded, or captured" + ], + "commandersOne": [ + "Lord Greatjon Umber" + ], + "commandersTwo": [ + "Unknown" + ], + "conflict": "War of the Five Kings", + "createdAt": "2019-04-10T07:15:27.811Z", + "factionsOne": [ + "House Stark", + "House Umber" + ], + "factionsTwo": [ + "House Lannister" + ], + "forcesOne": [ + "600 Brackens300 Umber Spearmen" + ], + "forcesTwo": [ + "400 Lannister Garrison" + ], + "name": "Liberation of Stone Hedge", + "place": [ + "Stone Hedge", + " the Riverlands" + ], + "slug": "Liberation_of_Stone_Hedge", + "updatedAt": "2019-04-10T07:15:27.811Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e604e", + "casualties": [ + "208 men", + "400 DeadMartyn and Willem Lannister captured" + ], + "commandersOne": [ + "Lord Edmure Tully", + "Lord Jason Mallister" + ], + "commandersTwo": [ + "Ser Gregor Clegane" + ], + "conflict": "War of the Five Kings", + "createdAt": "2019-04-10T07:15:27.811Z", + "factionsOne": [ + "House Tully", + "House Mallister" + ], + "factionsTwo": [ + "House Lannister", + "House Clegane" + ], + "forcesOne": [ + "Unknown" + ], + "forcesTwo": [ + "Unknown" + ], + "name": "Battle of Stone Mill", + "place": [ + "Stone Mill", + " the Riverlands" + ], + "slug": "Battle_of_Stone_Mill", + "updatedAt": "2019-04-10T07:15:27.811Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e604f", + "casualties": [ + "Minimal", + "SignificantAll the animals at Storm's End" + ], + "commandersOne": [ + "Lord Mace", + "Tyrell", + "Lord Paxter", + "Redwyne" + ], + "commandersTwo": [ + "Ser Stannis Baratheon", + "Lord Eddard Stark" + ], + "conflict": "Robert's Rebellion", + "createdAt": "2019-04-10T07:15:27.812Z", + "factionsOne": [ + "House Tyrell", + "Land siege", + "House Redwyne", + "Naval blockade" + ], + "factionsTwo": [ + "House Baratheon", + "Garrison", + "House Stark", + "Relief Force" + ], + "forcesOne": [ + "~40-50,000 soldiers", + "Most of House Tyrell's army", + "Redwyne Fleet" + ], + "forcesTwo": [ + "500 soldiers", + "Storm's End Garrison", + "Smuggler Davos", + "Unknown Relief Force" + ], + "name": "Siege of Storm's End", + "place": [ + "Storm's End", + " The Stormlands." + ], + "slug": "Siege_of_Storm%27s_End", + "updatedAt": "2019-04-10T07:15:27.812Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6050", + "casualties": [ + "Heavy5 Dragons killedPrince Joffrey", + "Velaryon", + "HeavyMany thousands of rioters" + ], + "commandersOne": [ + "Queen Rhaenyra", + "Targaryen", + "Prince Joffrey", + "Velaryon &" + ], + "commandersTwo": [ + "The Shepherd" + ], + "conflict": "Dance of the Dragons", + "createdAt": "2019-04-10T07:15:27.812Z", + "dateOfBattle": null, + "factionsOne": [ + "Blacks", + "City Watch" + ], + "factionsTwo": [ + "Smallfolk of King's Landing" + ], + "forcesOne": [ + "5 DragonsCity Watch guards" + ], + "forcesTwo": [ + "Thousands of", + "SmallfolkHobb the Hewer" + ], + "name": "Storming of the Dragonpit", + "place": [ + "Dragonpit", + " King's Landing" + ], + "slug": "Storming_of_the_Dragonpit", + "updatedAt": "2019-04-10T07:15:27.812Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6051", + "casualties": [ + "Unknown", + "HeavyAt least one man of House Tarly" + ], + "commandersOne": [ + "Lord Robert Baratheon" + ], + "commandersTwo": [ + "Unknown" + ], + "conflict": "Robert's Rebellion", + "createdAt": "2019-04-10T07:15:27.812Z", + "factionsOne": [ + "House Baratheon" + ], + "factionsTwo": [ + "In quick succession", + "3 House Baratheon Bannermen", + "remaining loyal to the Iron Throne:House GrandisonHouse FellHouse Cafferen", + "Elements of House Tarly" + ], + "forcesOne": [ + "Unknown" + ], + "forcesTwo": [ + "Unknown" + ], + "name": "Battle of Summerhall", + "place": [ + "Summerhall", + " The Stormlands" + ], + "slug": "Battle_of_Summerhall", + "updatedAt": "2019-04-10T07:15:27.812Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6052", + "casualties": [ + "2 Killed", + "Ser Rodrik Cassel", + "captured" + ], + "commandersOne": [ + "First Mate Dagmer" + ], + "commandersTwo": [ + "Ser Rodrik Cassel " + ], + "conflict": "Ironborn Invasion of the NorthWar of the Five Kings", + "createdAt": "2019-04-10T07:15:27.812Z", + "factionsOne": [ + "Salt Throne" + ], + "factionsTwo": [ + "The North", + "House Tallhart" + ], + "forcesOne": [ + "Crew of the Sea Bitch" + ], + "forcesTwo": [ + "Torrhen's Square", + "garrison", + "200 men of Winterfell" + ], + "name": "Raid on Torrhen's Square", + "place": [ + "Torrhen's Square", + " the North" + ], + "slug": "Raid_on_Torrhen%27s_Square", + "updatedAt": "2019-04-10T07:15:27.812Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6053", + "casualties": [ + "ModerateLord Robert Baratheon wounded in actionLord Thorren", + "Forrester &", + "Entire army destroyedPrince Rhaegar", + "Targaryen &Ser Barristan Selmy, wounded", + "and capturedPrince Lewyn", + "Martell &Ser Jonothor", + "Darry &" + ], + "commandersOne": [ + "Lord Robert Baratheon", + "Lord Eddard Stark", + "Lord Jon Arryn", + "Lord Hoster Tully", + "Lord Roose Bolton", + "Lord Thorren", + "Forrester &", + "Lord Walder Frey" + ], + "commandersTwo": [ + "Prince Rhaegar", + "Targaryen &", + "Prince Lewyn", + "Martell &", + "Ser Barristan", + "Selmy", + "Ser Jonothor", + "Darry &" + ], + "conflict": "Robert's Rebellion", + "createdAt": "2019-04-10T07:15:27.813Z", + "factionsOne": [ + "House Baratheon", + "House Stark", + "House Bolton", + "House Forrester", + "House Arryn", + "House Tully", + "House Frey", + "Arrived after the", + "battle was over" + ], + "factionsTwo": [ + "Iron Throne", + "Kingsguard", + "Crownlands", + "Bannermen", + "House Martell" + ], + "forcesOne": [ + "About", + "35,000 troops", + "but battle-hardened" + ], + "forcesTwo": [ + "More than", + "40,000 troops", + "but inexperienced", + "including", + "10,000 Dornishmen" + ], + "name": "Battle of the Trident", + "place": [ + "The ford on The Trident River" + ], + "slug": "Battle_of_the_Trident", + "updatedAt": "2019-04-10T07:15:27.813Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6054", + "casualties": [ + "Numerous Unsullied", + "White Rat", + "Ser Barristan SelmyHizdahr zo Loraq", + "Numerous Sons of the Harpy" + ], + "commandersOne": [ + "Queen Daenerys", + "Targaryen", + "Tyrion Lannister", + "Ser Jorah Mormont", + "Ser Barristan", + "Selmy &", + "Captain Daario", + "Naharis", + "Commander Grey Worm ", + "Hizdahr zo Loraq &" + ], + "commandersTwo": [ + "The Harpy" + ], + "conflict": "Liberation of Slaver's Bay", + "createdAt": "2019-04-10T07:15:27.813Z", + "factionsOne": [ + "House TargaryenUnsullied", + "Second Sons" + ], + "factionsTwo": [ + "Sons of the Harpy" + ], + "forcesOne": [ + "8,000 Unsullied", + "2,000 Second Sons", + "Drogon" + ], + "forcesTwo": [ + "Sons of the Harpy" + ], + "name": "Uprising in Meereen", + "place": [ + "Meereen", + " Slaver's Bay" + ], + "slug": "Uprising_in_Meereen", + "updatedAt": "2019-04-10T07:15:27.813Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6055", + "casualties": [ + "Moderate to heavy", + "Low to Moderate" + ], + "commandersOne": [ + "Lord Rosby" + ], + "commandersTwo": [ + "Princess Meria Martell" + ], + "conflict": "First Dornish War", + "createdAt": "2019-04-10T07:15:27.813Z", + "dateOfBattle": null, + "factionsOne": [ + "Iron Throne" + ], + "factionsTwo": [ + "Dorne" + ], + "forcesOne": [ + "Targaryen army" + ], + "forcesTwo": [ + "Dornish army" + ], + "name": "Uprising in Sunspear", + "place": [ + "Sunspear" + ], + "slug": "Uprising_in_Sunspear", + "updatedAt": "2019-04-10T07:15:27.813Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6056", + "casualties": [ + "Unknown, likely light to moderateHarrion Karstark", + "Unknown, army broken and scatteredSer Jaime Lannister " + ], + "commandersOne": [ + "Lord Robb Stark", + "Lord Rickard Karstark", + "Lord Jon Umber" + ], + "commandersTwo": [ + "Ser Jaime Lannister " + ], + "conflict": "War of the Five Kings", + "createdAt": "2019-04-10T07:15:27.814Z", + "factionsOne": [ + "House Stark", + "House Karstark", + "House Umber", + "House Frey" + ], + "factionsTwo": [ + "House Lannister" + ], + "forcesOne": [ + "~21,600" + ], + "forcesTwo": [ + "30,000 at Riverrun, unknown at the battle" + ], + "name": "Battle of the Whispering Wood", + "place": [ + "Whispering Wood", + " near Riverrun in the Riverlands" + ], + "slug": "Battle_of_the_Whispering_Wood", + "updatedAt": "2019-04-10T07:15:27.814Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6057", + "casualties": [ + "HeavyThoros1 ranger3 wildlings2 Stark soldiersViserion", + "Benjen Stark", + "Moderate1 White WalkerThousands of wights" + ], + "commandersOne": [ + "King Jon Snow", + "Queen Daenerys I Targaryen" + ], + "commandersTwo": [ + "Night King" + ], + "conflict": "Conflict Beyond the Wall / Daenerys Targaryen's invasion of Westeros / Great War", + "createdAt": "2019-04-10T07:15:27.814Z", + "factionsOne": [ + "The Living", + "Kingdom of the North", + "Night's Watch", + "Free Folk", + "Brotherhood Without Banners", + "House Targaryen" + ], + "factionsTwo": [ + "The Dead", + "White Walkers", + "Army of the Dead" + ], + "forcesOne": [ + "Hunting party:King Jon SnowChieftain TormundSer Jorah MormontLord Beric", + "DondarrionGendryThoros &Sandor Clegane1 Night's Watch Ranger &3 Free Folk warriors &2 House Stark soldiers &Extraction forces:Queen Daenerys I Targaryen3 Dragons; Drogon, Rhaegal and Viserion &Benjen Stark &" + ], + "forcesTwo": [ + "Army of the Dead:Several White", + "WalkersApproximately one hundred thousand wights" + ], + "name": "Wight Hunt", + "place": [ + "Beyond the Wall", + " Westeros" + ], + "slug": "Wight_Hunt", + "updatedAt": "2019-04-10T07:15:27.814Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6058", + "casualties": [ + "2 men", + "Light", + "Ser Rodrik Cassel", + "executed" + ], + "commandersOne": [ + "Prince Theon Greyjoy", + "First Mate Dagmer" + ], + "commandersTwo": [ + "Prince Bran Stark", + "Ser Rodrik Cassel" + ], + "conflict": "Ironborn Invasion of the NorthWar of the Five Kings", + "createdAt": "2019-04-10T07:15:27.814Z", + "factionsOne": [ + "Salt Throne" + ], + "factionsTwo": [ + "The North" + ], + "forcesOne": [ + "Crew of the Sea BitchLorren" + ], + "forcesTwo": [ + "A skeleton defense force" + ], + "name": "Fall of Winterfell", + "place": [ + "Winterfell", + " the North" + ], + "slug": "Fall_of_Winterfell", + "updatedAt": "2019-04-10T07:15:27.814Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e6059", + "casualties": [ + "MinimalMyranda &Gordy &Simpson &", + "CompleteKing Stannis Baratheon &" + ], + "commandersOne": [ + "Lord Roose Bolton", + "Ramsay Bolton" + ], + "commandersTwo": [ + "King Stannis Baratheon &" + ], + "conflict": "War of the Five Kings", + "createdAt": "2019-04-10T07:15:27.815Z", + "factionsOne": [ + "House Bolton" + ], + "factionsTwo": [ + "House Baratheon of Dragonstone &" + ], + "forcesOne": [ + "5,000", + "Winterfell Garrison", + "Over 2,000 Bolton cavalryBrienne of Tarth " + ], + "forcesTwo": [ + "1,300 infantry" + ], + "name": "Battle of Winterfell", + "place": [ + "Winterfell" + ], + "slug": "Battle_of_Winterfell", + "updatedAt": "2019-04-10T07:15:27.815Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e605a", + "casualties": [ + "19 Ironborn flayed aliveDagmer Lorren Gelmarr Stygg Aggar UrzenWex Theon Greyjoy", + "captured by Ramsay Snow", + "None" + ], + "commandersOne": [ + "Prince Theon Greyjoy ", + "First Mate Dagmer" + ], + "commandersTwo": [ + "Castellan Ramsay Snow" + ], + "conflict": "Ironborn Invasion of the NorthWar of the Five Kings", + "createdAt": "2019-04-10T07:15:27.826Z", + "factionsOne": [ + "House Greyjoy" + ], + "factionsTwo": [ + "House Bolton" + ], + "forcesOne": [], + "forcesTwo": [], + "name": "Sack of Winterfell", + "place": [ + "Winterfell", + " the North" + ], + "slug": "Sack_of_Winterfell", + "updatedAt": "2019-04-10T07:15:27.826Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e605b", + "casualties": [ + "~120 Killed", + "400 KilledMany Captured" + ], + "commandersOne": [ + "King Robb Stark", + "Lord Roose Bolton", + "Lord Rickard Karstark" + ], + "commandersTwo": [ + "Unknown" + ], + "conflict": "War of the Five Kings", + "createdAt": "2019-04-10T07:15:27.827Z", + "factionsOne": [ + "House Stark", + "House Bolton", + "House Karstark" + ], + "factionsTwo": [ + "House Lannister", + "House Westerling" + ], + "forcesOne": [ + "~20,000 northermen" + ], + "forcesTwo": [ + "600" + ], + "name": "Battle of the Yellow Fork", + "place": [ + "Yellow Fork", + " the Westerlands" + ], + "slug": "Battle_of_the_Yellow_Fork", + "updatedAt": "2019-04-10T07:15:27.827Z" + }, + { + "__v": 0, + "_id": "5cad980fb0c0ef00108e605c", + "casualties": [ + "Minimal, if any", + "Heavy" + ], + "commandersOne": [ + "Queen Daenerys", + "Targaryen", + "Ser Barristan Selmy", + "Ser Jorah Mormont", + "Commander Grey Worm", + "Captain Daario", + "Naharis" + ], + "commandersTwo": [ + "Wise Masters", + "Razdal mo Eraz", + "Captain Mero &", + "Captain Prendahl", + "na Ghezn &", + "Lieutenant Daario", + "Naharis" + ], + "conflict": "Liberation of Slaver's Bay", + "createdAt": "2019-04-10T07:15:27.827Z", + "factionsOne": [ + "House Targaryen", + "Unsullied", + "Daenerys's Khalasar", + "Second Sons" + ], + "factionsTwo": [ + "Yunkai", + "Second Sons" + ], + "forcesOne": [ + "Over 8,000", + "UnsulliedUnder 100 Dothraki2,000 Second Sons" + ], + "forcesTwo": [ + "Yunkish City", + "Watch", + "Yunkish Slave", + "Soldiers", + "2,000 Second Sons" + ], + "name": "Battle of Yunkai", + "place": [ + "Yunkai", + " Slaver's Bay" + ], + "slug": "Battle_of_Yunkai", + "updatedAt": "2019-04-10T07:15:27.827Z" + } +] diff --git a/data/show/castles.json b/data/show/castles.json new file mode 100644 index 0000000..b1e045e --- /dev/null +++ b/data/show/castles.json @@ -0,0 +1,1686 @@ +[ + { + "__v": 0, + "_id": "5cad9816b0c0ef00108e60d6", + "founder": [], + "location": "Westeros", + "name": "Acorn Hall", + "religion": [ + "Faith of the Seven" + ], + "rulers": [ + "House Smallwood" + ], + "type": "Castle" + }, + { + "__v": 0, + "_id": "5cad9816b0c0ef00108e60d7", + "founder": [], + "location": "The Crownlands", + "name": "Antlers", + "religion": [ + "Faith of the Seven" + ], + "rulers": [ + "House Buckwell" + ], + "type": "Castle" + }, + { + "__v": 0, + "_id": "5cad9816b0c0ef00108e60d8", + "founder": [], + "location": "The Westerlands", + "name": "Ashemark", + "religion": [ + "Faith of the Seven" + ], + "rulers": [ + "House Marbrand" + ], + "type": "Stronghold" + }, + { + "__v": 0, + "_id": "5cad9816b0c0ef00108e60d9", + "founder": [], + "location": "The Reach", + "name": "Ashford", + "religion": [ + "Faith of the Seven" + ], + "rulers": [ + "House Ashford" + ], + "type": "Castle and town" + }, + { + "__v": 0, + "_id": 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Weiss" + ] + } +] diff --git a/data/show/refetch.sh b/data/show/refetch.sh new file mode 100755 index 0000000..179009b --- /dev/null +++ b/data/show/refetch.sh @@ -0,0 +1,23 @@ +#!/bin/bash +function fetchShowData { + rm -f $1.json + curl "https://api.got.show/api/show/$1" -s | python -m json.tool > $1.json 2> /dev/null + if [[ "$(stat --printf="%s" $1.json)" == "0" ]]; then + echo "Failed to fetch $1." + rm $1.json + else + echo "Fetched $1" + fi +} + +fetchShowData animals +fetchShowData assassins +fetchShowData bastards +fetchShowData battles +fetchShowData cities +fetchShowData characters +fetchShowData castles +fetchShowData episodes +fetchShowData regions +fetchShowData religions +fetchShowData towns diff --git a/data/show/regions.json b/data/show/regions.json new file mode 100644 index 0000000..7bf6ed3 --- /dev/null +++ b/data/show/regions.json @@ -0,0 +1,1039 @@ +[ + { + "__v": 0, + "_id": "5cad97e7b0c0ef00108e5df9", + "castles": [], + "cities": [], + "culture": [], + 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"Lancel Lannister", + "Ramsay Snow", + "Three-Eyed Raven" + ]} + +"Varys": { + "_mostSimilarAlive": [ + "Samwell Tarly", + "Bronn", + "Jorah Mormont", + "Tyrion Lannister", + "Theon Greyjoy", + "Jaime Lannister", + "Arya Stark", + "Cersei Lannister", + "Daenerys Targaryen", + "Sansa Stark" + ], + "_mostSimilarDead": [ + "Petyr Baelish", + "Pycelle", + "Loras Tyrell", + "Hodor", + "Three-Eyed Raven", + "Kevan Lannister", + "Margaery Tyrell", + "Osha", + "Tommen Baratheon", + "Tywin Lannister" + ]} + +"Samwell Tarly": { + "_mostSimilarAlive": [ + "Bronn", + "Theon Greyjoy", + "Jaime Lannister", + "Arya Stark", + "Jorah Mormont", + "Varys", + "Tyrion Lannister", + "Sansa Stark", + "Gilly", + "Cersei Lannister" + ], + "_mostSimilarDead": [ + "Petyr Baelish", + "Pycelle", + "Loras Tyrell", + "Shae", + "Hodor", + "Three-Eyed Raven", + "Pypar", + "Osha", + "Olly", + "Rickon Stark" + ]} + +"Jaime Lannister": { + "_mostSimilarAlive": [ + "Samwell Tarly", + "Cersei Lannister", + "Jorah Mormont", 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+ "Dagmer", + "Rickon Stark", + "Petyr Baelish" + ]} diff --git a/misc/presentation/2019_03_26_JavaScript on the server. 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A Node.js crash course.pptx differ diff --git a/misc/presentation/nn-basic-demo.png b/misc/presentation/nn-basic-demo.png new file mode 100644 index 0000000..45dd775 Binary files /dev/null and b/misc/presentation/nn-basic-demo.png differ diff --git a/misc/presentation/nn-basic-demo.svg b/misc/presentation/nn-basic-demo.svg new file mode 100644 index 0000000..abe27cc --- /dev/null +++ b/misc/presentation/nn-basic-demo.svg @@ -0,0 +1,235 @@ + + + + + + image/svg+xml + + + + + + + + + + + + + + + + + + + + + + + + Input Layer ∈ â„â´ + + + + Hidden Layer ∈ ℳ + + + + Output Layer ∈ ℹ + + + + + + diff --git a/misc/presentation/nn-description.png b/misc/presentation/nn-description.png new file mode 100644 index 0000000..7dc9fab Binary files /dev/null and b/misc/presentation/nn-description.png differ diff --git a/misc/presentation/nn-description.svg b/misc/presentation/nn-description.svg new file mode 100644 index 0000000..c465d2d --- /dev/null +++ b/misc/presentation/nn-description.svg @@ -0,0 +1,881 @@ + + + + + + image/svg+xml + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + output:0.0 = dead1.0 = alive + + gender, 1.0 = male + + page rank, normalized + ... + ... + + one-hot vectorfor current age,85 dimensions + + multiple-hot vectorfor books the char appears in16 dimensions + + similar vectors forlocations (186)titles (445)houses (457) + diff --git a/misc/website/overview.html b/misc/website/overview.html new file mode 100644 index 0000000..0f11f2b --- /dev/null +++ b/misc/website/overview.html @@ -0,0 +1,75 @@ + + + + Old PLOD data analysis + + + +
+ + + + + + + + + +
NamePage RankGroup B PLODGroup B LongevityGroup C PLODGroup B - Group C PLOD Diference
+
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"eslint": "^5.16.0", + "eslint-config-prettier": "^4.1.0", + "eslint-plugin-prettier": "^3.0.1", + "prettier": "^1.16.4" + }, + "dependencies": { + "fs-extra": "^7.0.1", + "path": "^0.12.7", + "request": "^2.88.0", + "request-promise-core": "^1.1.2", + "request-promise-native": "^1.0.7" + } +} diff --git a/workers/common/config.js b/workers/common/config.js new file mode 100644 index 0000000..7cf88f4 --- /dev/null +++ b/workers/common/config.js @@ -0,0 +1,8 @@ +module.exports = { + GOT_CURRENT_YEAR_BOOK: 300, + GOT_CURRENT_YEAR_SHOW: 305, + PREDICTIONS_NUM_YEARS: 20, + AGE_MAXIMUM: 100, + GOT_SHOW_BEGIN: 298, //first year the show took place + GOT_API_BASE_URL: 'https://api.got.show/api', +}; diff --git a/workers/common/utils.js b/workers/common/utils.js new file mode 100644 index 0000000..bed56f6 --- /dev/null +++ b/workers/common/utils.js @@ -0,0 +1,505 @@ +const path = require('path'); +const fs = require('fs-extra'); +const zlib = require('zlib'); +const request = require('request-promise-native'); +const config = require('./config'); + +const dirnameMain = path.dirname(require.main.filename); + +/** + * Loads a JSON file which contains GoT information from the books. + * @param {string} name - The name of the desired dataset. + */ +function loadBookData(name) { + return fs.readJSON(path.join(__dirname, `../../data/book/${name}.json`)); +} + +/** + * Loads a JSON file which contains GoT information from the TV show. + * @param {string} name - The name of the desired dataset. + */ +function loadShowData(name) { + return fs.readJSON(path.join(__dirname, `../../data/show/${name}.json`)); +} + +/** + * Loads a JSON file which contains preprocessed information from the GoT books used by the + * machine learning scripts. + * @param {string} name - The type of ML data, namely `chars-to-train` for the characters + * training shall happen with or `chars-to-predict` for the characters the predictions will be made for. + */ +function loadFormatterMLData(name) { + return fs.readJSON(path.join(__dirname, `../formatter/output/ml-data/${name}.json`)); +} + +/** + * Loads a JSON file which contains preprocessed information from the GoT TV show used by the + * machine learning scripts. + * @param {string} name - The type of ML data, namely `chars-to-train` for the characters + * training shall happen with or `chars-to-predict` for the characters the predictions will be made for. + */ +function loadFormatterShowMLData(name) { + return fs.readJSON(path.join(__dirname, `../formatter-show/output/ml-data/${name}.json`)); +} + +/** + * Loads the JSON file of the book predictions. + */ +function loadPredictionsBook() { + return fs.readJSON(path.join(__dirname, '../predictors-neural/predictor-neural-v2/output/predictions.json')); +} + +function loadBayeseanPredictionsBook() { + return fs.readJSON(path.join(__dirname, '../postprocessor-bayesean-book/book_predictions.json')); +} + +/** + * Loads the JSON file of the show predictions. + */ +function loadPredictionsShow() { + return fs.readJSON(path.join(__dirname, '../predictors-neural/predictor-neural-show-v1/output/predictions.json')); +} + +function loadBayeseanPredictionsShow() { + return fs.readJSON(path.join(__dirname, '../postprocessor-bayesean-show/show_predictions.json')); +} + +/** + * Writes some generic data to the `output` directory, relative to the main script's path. + * Returns the written data unmodified. + * @param {string} name - The name of the output file, without extension. + * @param {(object|array)} data - The data whose serialized version is written to the respective file. + */ +async function writeOutputData(name, data, pretty) { + await fs.writeJSON(path.join(dirnameMain, `output/${name}.json`), data, pretty ? { spaces: 4 } : undefined); + return data; +} + +/** + * Returns the zlib-deflated (i.e. compressed) version of a chunk of data. + * @param {Buffer} buf - A buffer which contains the data to be compressed. + */ +function zlibDeflate(buf) { + return new Promise((resolve, reject) => { + zlib.deflate(buf, (err, res) => { + if (err) reject(err); + else resolve(res); + }); + }); +} + +/** + * Writes a two-dimensional array of floating point numbers to a binary file. This file will have the + * number of entries as well as the number of values per entry in the first eight bytes, i.e. as two + * consecutive 32 bit little endian unsigned integer values. After that, all the single-precision (i.e. + * 32 bit) float values follow. The resulting data will be written to a file in the `output` directory, + * relative to the path of the main script. The file itself will have the extension `.dat` if it's + * uncompressed and `.dat.gz` if it is compressed. For the compression, the `zlibDeflate` function + * will be used. + * @param {string} name - The basename of the output file, without extension. + * @param {object} data - The data to be written to the file, in a normal, two-dimensional array. All + * subarrays in this main array must have the same length. + * @param {boolean} [compress=false] - Indicates if the output file shall be compressed before writing + * it to the disk. + */ +async function writeOutputDataBinary(name, data, compress) { + // create simple header with both dimensions (number of entries + dimensions per entry) and float32 data itself + const headerBuf = Buffer.from(new Uint32Array([data.length, data[0].length]).buffer); + const dataBuf = Buffer.concat(data.map(d => Buffer.from(new Float32Array(d).buffer))); + + // optionally compress output data + let finalBuf = Buffer.concat([headerBuf, dataBuf]); + if (compress) finalBuf = await zlibDeflate(finalBuf); + + // write output data to file + let outStream = fs.createWriteStream(path.join(dirnameMain, `output/${name}.dat${compress ? '.gz' : ''}`)); + outStream.write(finalBuf); + outStream.end(); +} + +/** + * Sanitizes a string by removing certain quirky characters in the input data, for example invalid + * single quotes, wiki reference strings, or leading or training quotes. + * @param {string} s - The string to be sanitized. + */ +function sanitizeString(s) { + if (!s) return null; + return s + .toLowerCase() + .replace(/('|\u2019)/g, "'") + .replace(/\[[0-9]+\]/g, '') + .replace(/^"/g, '') + .replace(/"$/g, '') + .replace(/^'/g, '') + .replace(/'$/g, ''); +} + +/** + * Checks if the sanitized versions of two strings are equal. + * @param {string} a - The first string to be compared. + * @param {string} b - The second string to be compared. + */ +function sanitizedCmp(a, b) { + return sanitizeString(a) === sanitizeString(b); +} + +/** + * Uniquifies and sorts all entries of the given array which have been modified by the given + * function before. For an example, see the `createSetFromAttr` function, which is a specialization + * of this one. Note that this function is only designed to deal with string arrays. It automatically + * filters out invalid values (e.g. null or empty string), converts every string to its lower case + * version and removes leading or trailing quotes before doing any further processing. + * @param {object[]} arr - The array to be processed. + * @param {function} fn - The function to be applied to every element of this array. It always needs + * to return an array of values itself. + */ +function createSetFromAttrFunc(arr, fn) { + return [ + ...new Set( + [] + .concat(...arr.map(c => fn(c).map(x => x || ''))) + .filter(c => c.length > 0) + .map(sanitizeString), + ), + ].sort(); +} + +/** + * Extract all unique values from an array of objects which contain an array of strings at a + * given attribute, e.g. + * `createSetFromAttr([{a:["x","y"]}, {a:["z","x"]}, {a:["x","w"]}], "a") == ["w", "x", "y", "z"]`. + * Please see the description of the `createSetFromAttrFunc` function for further information on + * how the strings will be processed. + * @param {object[]} arr - The array to be processed. + * @param {string} attr - The argument to be used from each item of the array. Note that `arr` has to + * have an array itself at every value of this attribute. + */ +function createSetFromAttr(arr, attr) { + return createSetFromAttrFunc(arr, n => (n[attr] instanceof Array ? n[attr] : [n[attr]])); +} + +/** + * Converts an array of actual values to indices in a base array, while eliminating invalid ones, + * e.g. `arrToIndices(["a","b","a","c","c","d"], ["a","b","c"]) == [1,2,1,3,3]`. + * Is supposed to used in correspondance with `createSetFromAttr`, i.e. also acts on the lower + * case version of all string as well. + * @param {string[]} arr - The array with values, most of which should appear in the `base` array. + * @param {string[]} base - The list of base values to be used. + */ +function arrToIndices(arr, base) { + return (arr || []).map(x => base.indexOf(sanitizeString(x))).filter(x => x !== -1); +} + +/** + * Determines how many values are given in the supplied object in total for the given list of + * attributes. If an attribute is not set, it counts 0, if it's a single value it counts 1, + * and if it's an array, it counts how many values are in this array. + * @param {*} obj - The object to be looked at. + * @param {*} attrs - The list of attributes the object will be searched through for. + */ +function countAttrValues(obj, attrs) { + return attrs.map(a => (obj[a] instanceof Array ? obj[a].length : obj[a] ? 1 : 0)).reduce((a, b) => a + b); +} + +function accumulateAttr(arr, attr, fn, alt) { + return fn( + arr.map(c => { + if (c[attr] instanceof Array) return c[attr].length === 0 ? alt : fn(c[attr]); + else return isNaN(c[attr]) ? alt : c[attr]; + }), + ); +} + +/** + * Finds the minimal value of an attribute in a list of objects. + * @param {object[]} arr - The array to be processed. + * @param {string} attr - The attribute that will be used to determine the minimal value of. + */ +function minAttr(arr, attr) { + return accumulateAttr(arr, attr, a => Math.min(...a), Infinity); +} + +/** + * Finds the maximal value of an attribute in a list of objects. + * @param {object[]} arr - The array to be processed. + * @param {string} attr - The attribute that will be used to determine the maximal value of. + */ +function maxAttr(arr, attr) { + return accumulateAttr(arr, attr, a => Math.max(...a), -Infinity); +} + +/** + * Finds the range of values of an attribute in a list of objects. The result is an object + * with the `min`, `max` and `span` (i.e. `max - min + 1`) attributes. + * @param {object[]} arr - The array to be processed. + * @param {string} attr - The attribute that will be used to determine the range of. + */ +function extremeAttr(arr, attr) { + let ret = { min: minAttr(arr, attr), max: maxAttr(arr, attr) }; + ret.span = ret.max - ret.min + 1; + return ret; +} + +/** + * Returns a value that is in the desired range/interval, i.e. returns the range's `min` value + * if `val` is below that, `max` if `val` is above that or `val` itself if it's in the range. + * @param {number} val - The value to be clamped. + * @param {object} rng - An object expressing the desired range using `min` and `max` attributes. + */ +function clamp(val, rng) { + if (val < rng.min) return rng.min; + if (val > rng.max) return rng.max; + return val; +} + +/** + * Shuffles an array in place using the Fisher-Yates shuffle algorithm. + * @param {array} a - The array to be shuffled. + */ +function shuffleArray(a) { + for (let i = a.length - 1; i > 0; --i) { + const j = Math.floor(Math.random() * (i + 1)); + [a[i], a[j]] = [a[j], a[i]]; + } + return a; +} + +/** + * Shuffles two arrays, keeping the correspondance between elements, i.e. + * [1,2,3,4] and [11,12,13,14] can for example be shuffled to + * [4,3,1,2] and [14,13,11,12]. This will not happen in place, but an array containing the + * two shuffled arrays will be returned. + * @param {array} a - The first array to be shuffled. + * @param {array} b - The second array to be shuffled. + */ +function shuffleTwoArrays(a, b) { + if (b === undefined) { + b = a[1]; + a = a[0]; + } + let shuffled = shuffleArray(a.map((x, i) => [x, b[i]])); + return [shuffled.map(s => s[0]), shuffled.map(s => s[1])]; +} + +async function writeJSONSetFromAttr(arr, attr) { + const ret = createSetFromAttr(arr, attr); + await writeOutputData(attr, ret); + return ret; +} + +class JoinedOneHotVector { + constructor(baseData, scalarAttrs, vectorAttrs) { + this.scalarAttrs = scalarAttrs; + this.ranges = this.calculateRanges(baseData, vectorAttrs); + console.log(this.ranges); + this.vectorAttrs = vectorAttrs.filter(a => this.ranges[a].span !== -Infinity); + this.applyConfig(this.scalarAttrs, this.vectorAttrs); + } + + applyConfig(localScalarAttrs, localVectorAttrs) { + this.localScalarAttrs = localScalarAttrs; + this.localVectorAttrs = localVectorAttrs; + this.offsets = this.calculateOffsets(localScalarAttrs, localVectorAttrs); + this.length = this.offsets[localVectorAttrs.slice(-1)[0]] + this.ranges[localVectorAttrs.slice(-1)[0]].span; + } + + calculateRanges(baseData, vectorAttrs) { + return vectorAttrs.reduce((prev, curr) => ((prev[curr] = extremeAttr(baseData, curr)), prev), {}); + } + + calculateOffsets(localScalarAttrs, localVectorAttrs) { + return localVectorAttrs + .slice(0, -1) + .reduce((prev, attr, idx) => ((prev[localVectorAttrs[idx + 1]] = prev[attr] + this.ranges[attr].span), prev), { + ...localScalarAttrs.reduce((prev, curr, idx) => ((prev[curr] = idx), prev), {}), + [localVectorAttrs[0]]: localScalarAttrs.length, + }); + } + + createSingle(entry) { + let ret = new Array(this.length).fill(0); + this.localScalarAttrs.forEach(a => (ret[this.offsets[a]] = +entry[a])); + this.localVectorAttrs.forEach(d => + (entry[d] instanceof Array ? entry[d] : [entry[d]]).forEach(x => (ret[this.offsets[d] + (x - this.ranges[d].min)] = 1)), + ); + return ret; + } + + createMultiple(arr) { + return arr.map(c => this.createSingle(c)); + } + + createSingleUnfolded(entry, attr, labelFn, usedRange, rangeValModifier) { + let retMain = this.createSingle(entry); + retMain[this.offsets[attr] + entry[attr]] = 0.0; + if (usedRange === undefined) usedRange = this.ranges[attr]; + if (usedRange.span === undefined) usedRange.span = usedRange.max - usedRange.min + 1; + if (rangeValModifier === undefined) rangeValModifier = (_, x) => x; + return new Array(usedRange.span).fill(0).map((_, i) => { + let currData = retMain.slice(); + const actualI = rangeValModifier(entry, usedRange.min + i, this.ranges[attr]); + currData[this.offsets[attr] + actualI] = 1.0; + return [currData, labelFn(entry, actualI, this.ranges[attr])]; + }); + } + + createMultipleUnfolded(arr, attr, labelFn, usedRange, rangeValModifier) { + const res = [].concat(...arr.map(c => this.createSingleUnfolded(c, attr, labelFn, usedRange, rangeValModifier))); + return [res.map(x => x[0]), res.map(x => x[1])]; + } + + createMultipleUnfoldedOnlyData(arr, attr, usedRange, rangeValModifier) { + const res = [].concat(...arr.map(c => this.createSingleUnfolded(c, attr, () => undefined, usedRange, rangeValModifier))); + return res.map(x => x[0]); + } +} + +/** + * The APIUpdater class is used to provide an easy interface to update PLOD and longevity in + * the provided GoT API. Initialize it like this: + * `let updater = await new APIUpdater().init();` + */ +class APIUpdater { + constructor() {} + + checkDataset(dataset) { + if (dataset !== 'book' && dataset !== 'show') { + throw new Error('invalid dataset: ' + dataset); + } + } + + async fetchDataset(dataset, endpoint) { + return JSON.parse(await request.get(config.GOT_API_BASE_URL + `/${dataset}/${endpoint}`)); + } + + getCharacter(dataset, name) { + this.checkDataset(dataset); + const c = (dataset === 'book' ? this.bookChars : this.showChars).find(c => c.name === name); + if (c === undefined || !c.slug) throw new Error(`character with name '${name}' or its slug is missing`); + return c; + } + + /** + * Initialize the APIUpdater class, i.e. fetch and cache the current book and show characters + * which have their current PLOD and longevity already included. + */ + async init() { + [this.bookChars, this.showChars] = await Promise.all([ + this.fetchDataset('book', 'characters'), + this.fetchDataset('show', 'characters'), + ]); + return this; + } + + /** + * Update the PLOD and longevity of a character. Before sending any data to the server, everything + * is validated to ensure that only the correct format is used. Note that this function returns a + * Promise, which resolves after the API request was successful. + * @param {string} dataset - The dataset to be updated, i.e. 'book' or 'show'. + * @param {string} slug - The name of the character to be updated, e.g. 'Jon Snow'. Note that you shall provide the actual character's name here, not its slug. + * @param {number[]} longevity - The new array of likelihoods of survival, that is numbers between 0 and 1. The numbers correspond to subsequent years. + * @param {number} longevityStart - The year the `longevity` array starts in. + * @param {number} plod - The new likelihood of death of the character, that is a number between 0 and 1. + */ + updatePLODLongevity(dataset, name, longevity, longevityStart, plod) { + // check the types of all given parameters + if ( + typeof name !== 'string' || + !(longevity instanceof Array) || + longevity.filter(x => typeof x !== 'number').length !== 0 || + typeof longevityStart !== 'number' || + typeof plod !== 'number' + ) { + throw new Error('at least one parameter has an invalid type'); + } + + // check the ranges of all given parameters + this.checkDataset(dataset); + const c = this.getCharacter(dataset, name); + const outOfRange = a => a < 0 || a > 1; + if (longevity.filter(outOfRange).length > 0 || longevityStart < 0 || outOfRange(plod)) { + throw new Error('at least one parameter is out of range'); + } + + // at this point, everything is okay, so first write the new data to the respective character object + c.longevityB = longevity; + c.longevityStartB = longevityStart; + c.plodB = plod; + + // finally send the POST request to the API server + return request.post(config.GOT_API_BASE_URL + `/${dataset}/characters/updateGroupB`, { + json: { + slug: c.slug, + longevity, + longevityStart, + plod, + token: 'IgOtAnAcCeSsToKeNN99', + }, + }); + } + + /** + * Update Bayesean attributes and their influences + */ + + updateBayeseanAttributes(dataset, attrs) { + //do a type check + + for (let key of Object.keys(attrs)) { + if (Number.isNaN(attrs[key])) { + throw new Error('Attribute values must be numbers!'); + } + } + + //now send + return request.post(config.GOT_API_BASE_URL + `/${dataset}/bayesean-attributes/update`, { + json: { + attributes: attrs, + token: 'IgOtAnAcCeSsToKeNN99', + }, + }); + } + + /** + * Like `updatePLODLongevity`, but only the PLOD is updated, the longevity is taken from the cache. + */ + updatePLOD(dataset, name, plod) { + const c = this.getCharacter(dataset, name); + return this.updatePLODLongevity(dataset, name, c.longevityB || [], c.longevityStartB || 0, plod); + } + + /** + * Like `updatePLODLongevity`, bur only the longevity data is updated, the PLOD is taken from the cache. + */ + updateLongevity(dataset, name, longevity, longevityStart) { + const c = this.getCharacter(dataset, name); + return this.updatePLODLongevity(dataset, name, longevity, longevityStart, c.plodB || 0); + } +} + +module.exports = { + loadBookData, + loadShowData, + loadFormatterMLData, + loadFormatterShowMLData, + loadPredictionsBook, + loadBayeseanPredictionsBook, + loadPredictionsShow, + loadBayeseanPredictionsShow, + writeOutputData, + writeOutputDataBinary, + sanitizeString, + sanitizedCmp, + createSetFromAttrFunc, + arrToIndices, + countAttrValues, + minAttr, + maxAttr, + extremeAttr, + clamp, + shuffleArray, + shuffleTwoArrays, + writeJSONSetFromAttr, + JoinedOneHotVector, + APIUpdater, +}; diff --git 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0.18632997860859501 0.758962929048481", label="Ulf son of Umar"] + 1856 [color="0.4115547121899934 0.20068084058350677 0.5113396338167893", label="Ulf the Ill"] + 1857 [color="0.7556878335357311 0.17817321559729526 0.7638757428848131", label="Ulf the White"] + 1858 [color="0.7796385166053825 0.4128571845972022 0.6608773458755324", label="Tytos Lannister"] + 1859 [color="0.4115547121899934 0.20068084058350677 0.5113396338167893", label="Uller"] + 1860 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Tywin Frey (son of Raymund)"] + 1861 [color="0.4999276812820235 0.1573007502855721 0.8456171077904613", label="Ulrick Dayne"] + 1862 [color="0.031289316172656845 0.25739784787941256 0.9034204359270466", label="Ulmer"] + 1863 [color="0.9353036130826133 0.18632997860859501 0.758962929048481", label="Umar"] + 1864 [color="0.7796385166053825 0.4128571845972022 0.6608773458755324", label="Tywin Lannister"] + 1865 [color="0.7830527497140949 0.668296608425152 0.1956056610367498", label="Umfred"] + 1866 [color="0.4559716982264197 0.9701840188112862 0.9607399064470774", label="Umma"] + 1867 [color="0.1844626686227342 0.7586128879738259 0.031453551204605024", label="Ulwyck Uller"] + 1868 [color="0.36700038427990567 0.7901800105532639 0.21452388996322758", label="Unella"] + 1869 [color="0.9699409477476242 0.24048966941314043 0.1932405943158757", label="Urek Ironmaker"] + 1870 [color="black", label="Urreg"] + 1871 [color="black", label="Urrathon"] + 1872 [color="0.6185721742943704 0.9620228459491156 0.16581846667647393", label="Urras Ironfoot"] + 1873 [color="0.6185721742943704 0.9620228459491156 0.16581846667647393", label="Urron Greyiron"] + 1874 [color="0.05093818367553693 0.1452205618181357 0.02246106498418743", label="Urswyck"] + 1875 [color="0.4115547121899934 0.20068084058350677 0.5113396338167893", label="Urzen"] + 1876 [color="0.053329989870610106 0.01310931544951277 0.5758164388648732", label="Uthor Tollett"] + 1877 [color="0.4115547121899934 0.20068084058350677 0.5113396338167893", label="Urrigon Greyjoy"] + 1878 [color="0.6307111240295513 0.21452785725381207 0.8118953400154743", label="Utherydes Wayn"] + 1879 [color="black", label="Uthor Underleaf"] + 1880 [color="0.05093818367553693 0.1452205618181357 0.02246106498418743", label="Utt"] + 1881 [color="black", label="Vaellyn"] + 1882 [color="black", label="Val"] + 1883 [color="0.5111295173282207 0.9300699683158831 0.24344209512442538", label="Vaemond Velaryon"] + 1884 [color="black", label="Varamyr"] + 1885 [color="0.6989283517159017 0.6312114411200735 0.5126735514128449", label="Vardis Egen"] + 1886 [color="0.5111295173282207 0.9300699683158831 0.24344209512442538", label="Valaena Velaryon"] + 1887 [color="0.5211644189669464 0.24631874888970628 0.055068034322561576", label="Varly"] + 1888 [color="0.19807319617927477 0.4476014961551129 0.34316943929124255", label="Valarr Targaryen"] + 1889 [color="0.05093818367553693 0.1452205618181357 0.02246106498418743", label="Vargo Hoat"] + 1890 [color="black", label="Veiled Lady"] + 1891 [color="0.6564570987159977 0.43350811711164705 0.7659310130798733", label="Vayon Poole"] + 1892 [color="0.4115547121899934 0.20068084058350677 0.5113396338167893", label="Vickon Greyjoy"] + 1893 [color="black", label="Varys"] + 1894 [color="0.14459416353168697 0.27817621641188106 0.21500664010135506", label="Vickon Botley"] + 1895 [color="black", label="Violet"] + 1896 [color="0.4115547121899934 0.20068084058350677 0.5113396338167893", label="Victarion Greyjoy"] + 1897 [color="0.7884431971415815 0.8257378120739163 0.6445951008968245", label="Victaria Tyrell"] + 1898 [color="0.7884431971415815 0.8257378120739163 0.6445951008968245", label="Victor Tyrell"] + 1899 [color="0.6591667067682137 0.19648719215414645 0.11085625194870063", label="Viserys Plumm"] + 1900 [color="0.0970714736643743 0.9318963949701653 0.4823103399208626", label="Vortimer Crane"] + 1901 [color="0.19807319617927477 0.4476014961551129 0.34316943929124255", label="Visenya Targaryen"] + 1902 [color="0.7796385166053825 0.4128571845972022 0.6608773458755324", label="Vylarr"] + 1903 [color="black", label="Vyman"] + 1904 [color="0.4559716982264197 0.9701840188112862 0.9607399064470774", label="Waif"] + 1905 [color="0.19807319617927477 0.4476014961551129 0.34316943929124255", label="Viserys Targaryen"] + 1906 [color="0.19807319617927477 0.4476014961551129 0.34316943929124255", label="Viserys I Targaryen"] + 1907 [color="0.19807319617927477 0.4476014961551129 0.34316943929124255", label="Viserys II Targaryen"] + 1908 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Walda Frey (daughter of Edwyn)"] + 1909 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Walda Frey (daughter of Lothar)"] + 1910 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Walda Frey (daughter of Walton)"] + 1911 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Walda Rivers"] + 1912 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Walda Rivers (daughter of Aemon)"] + 1913 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Walda Frey (daughter of Rhaegar)"] + 1914 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Walda Frey (daughter of Merrett)"] + 1915 [color="0.7236564950109714 0.5366955853176603 0.5597658464793742", label="Walder Brax"] + 1916 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Walder Frey (son of Jammos)"] + 1917 [color="0.4388872414752263 0.5297974362097833 0.5348566251170193", label="Walder Frey (son of Emmon)"] + 1918 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Walder Frey (son of Ryman)"] + 1919 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Walder Frey (son of Merrett)"] + 1920 [color="0.11702380690586711 0.4917512746385324 0.9842989886563489", label="Walder Goodbrook"] + 1921 [color="0.2706333488698054 0.9534592012947687 0.10633020825003525", label="Walder Haigh"] + 1922 [color="0.2110306426434121 0.5966432201796417 0.4504460038000344", label="Waldon Wynch"] + 1923 [color="0.6073183964318547 0.7854911178673696 0.19593155496800874", label="Walgrave"] + 1924 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Walder Rivers"] + 1925 [color="0.00018943049887587549 0.17479551534050874 0.4390027193810113", label="Wallen"] + 1926 [color="0.85036255525694 0.27604787477588877 0.7726882946145386", label="Walder Vance"] + 1927 [color="0.960916671913592 0.34313656494520295 0.6338545384681065", label="Wallace Waynwood"] + 1928 [color="0.5211644189669464 0.24631874888970628 0.055068034322561576", label="Walton Stark"] + 1929 [color="0.2229988008886281 0.7167329973478209 0.1491231240718951", label="Walton"] + 1930 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Walton Frey"] + 1931 [color="black", label="Walys Flowers"] + 1932 [color="0.6372386726099903 0.7500466895392934 0.38843061905163845", label="Warryn Beesbury"] + 1933 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Waltyr Frey"] + 1934 [color="black", label="Wat (orphan)"] + 1935 [color="0.7884431971415815 0.8257378120739163 0.6445951008968245", label="Blue Bard"] + 1936 [color="0.5081419919772208 0.06635208282121896 0.4905879431378999", label="Wat (Barleycorn)"] + 1937 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Walder Frey"] + 1938 [color="black", label="Wat (sailor)"] + 1939 [color="0.5081419919772208 0.06635208282121896 0.4905879431378999", label="Wat (Standfast)"] + 1940 [color="0.5081419919772208 0.06635208282121896 0.4905879431378999", label="Wat (Wet)"] + 1941 [color="0.7796385166053825 0.4128571845972022 0.6608773458755324", label="Wat (Whitesmile)"] + 1942 [color="0.00018943049887587549 0.17479551534050874 0.4390027193810113", label="Watt"] + 1943 [color="0.19807319617927477 0.4476014961551129 0.34316943929124255", label="Wate"] + 1944 [color="0.1319859917983881 0.6479255472038485 0.7274420512545077", label="Watty"] + 1945 [color="0.5211644189669464 0.24631874888970628 0.055068034322561576", label="Wayn (guard)"] + 1946 [color="black", label="Weasel"] + 1947 [color="black", label="Weeper"] + 1948 [color="0.8154062607703525 0.8579040250277219 0.952163205928362", label="Waymar Royce"] + 1949 [color="0.33602463839557917 0.742207959486034 0.31489621506665766", label="Weese"] + 1950 [color="0.031289316172656845 0.25739784787941256 0.9034204359270466", label="Wenda"] + 1951 [color="0.4115547121899934 0.20068084058350677 0.5113396338167893", label="Wendamyr"] + 1952 [color="black", label="Wendello Qar Deeth"] + 1953 [color="0.046658026903722005 0.13082029664452555 0.3472085295731755", label="Wendell Webber"] + 1954 [color="0.4115547121899934 0.20068084058350677 0.5113396338167893", label="Werlag"] + 1955 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Wendel Frey"] + 1956 [color="0.07596764838541348 0.6946660409534853 0.841146018339854", label="Wendel Manderly"] + 1957 [color="black", label="Wilbert"] + 1958 [color="0.14459416353168697 0.27817621641188106 0.21500664010135506", label="Wex Pyke"] + 1959 [color="0.5081419919772208 0.06635208282121896 0.4905879431378999", label="Wilbert Osgrey"] + 1960 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Whalen Frey"] + 1961 [color="black", label="Will (Fletcher)"] + 1962 [color="0.00018943049887587549 0.17479551534050874 0.4390027193810113", label="Will"] + 1963 [color="black", label="Will (orphan)"] + 1964 [color="black", label="Will (squire)"] + 1965 [color="0.3483472521362927 0.7732743089926271 0.18669065525822792", label="Will (Hookface)"] + 1966 [color="0.5081419919772208 0.06635208282121896 0.4905879431378999", label="Will (Standfast)"] + 1967 [color="black", label="Will (Stork)"] + 1968 [color="0.5081419919772208 0.06635208282121896 0.4905879431378999", label="Will (Treb)"] + 1969 [color="0.5750986809836294 0.003289574052370181 0.09800819627728696", label="Will Humble"] + 1970 [color="black", label="Willam"] + 1971 [color="black", label="Willamen Frey"] + 1972 [color="0.9374046284496707 0.6541969990169272 0.7029583435435691", label="Willam Wythers"] + 1973 [color="0.8828143075321633 0.4839484754309471 0.35895755840874566", label="Willam Wells"] + 1974 [color="0.09709162840996233 0.230402354682393 0.9776414209742856", label="Willam Dustin"] + 1975 [color="0.13431974948858127 0.11332914272259886 0.0010924293375100813", label="Willem Darry"] + 1976 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Willem Frey"] + 1977 [color="0.8891772596276124 0.8934671054970407 0.7108367749421627", label="Willem Wylde"] + 1978 [color="0.5211644189669464 0.24631874888970628 0.055068034322561576", label="Willam Stark"] + 1979 [color="0.7796385166053825 0.4128571845972022 0.6608773458755324", label="Willem Lannister"] + 1980 [color="black", label="Willifer"] + 1981 [color="0.10119136910251125 0.15839766928549492 0.580624875375517", label="William Mooton"] + 1982 [color="0.7884431971415815 0.8257378120739163 0.6445951008968245", label="Willas Tyrell"] + 1983 [color="0.042539121821303816 0.9229387957793611 0.20571918361718677", label="Willis Wode"] + 1984 [color="0.1611474093039873 0.5073399103305634 0.8658339372867807", label="Willit"] + 1985 [color="0.07686186564470998 0.31294342703998046 0.47024264845420904", label="Willis Fell"] + 1986 [color="0.1319859917983881 0.6479255472038485 0.7274420512545077", label="Willow Heddle"] + 1987 [color="0.046658026903722005 0.13082029664452555 0.3472085295731755", label="Wolmer"] + 1988 [color="black", label="Willum"] + 1989 [color="black", label="Woth"] + 1990 [color="black", label="Willow Witch-eye"] + 1991 [color="0.4115547121899934 0.20068084058350677 0.5113396338167893", label="Wulfe"] + 1992 [color="0.5211644189669464 0.24631874888970628 0.055068034322561576", label="Wyl (guard)"] + 1993 [color="black", label="Wyl the Whittler"] + 1994 [color="0.960916671913592 0.34313656494520295 0.6338545384681065", label="Wyl Waynwood"] + 1995 [color="black", label="Wun Weg Wun Dar Wun"] + 1996 [color="0.4999276812820235 0.1573007502855721 0.8456171077904613", label="Wylla"] + 1997 [color="0.07596764838541348 0.6946660409534853 0.841146018339854", label="Wylla Manderly"] + 1998 [color="0.07596764838541348 0.6946660409534853 0.841146018339854", label="Wylis Manderly"] + 1999 [color="0.07596764838541348 0.6946660409534853 0.841146018339854", label="Wynafryd Manderly"] + 2000 [color="0.07596764838541348 0.6946660409534853 0.841146018339854", label="Wyman Manderly"] + 2001 [color="0.06815887510063479 0.8155188293469957 0.9266368694638307", label="Wynton Stout"] + 2002 [color="0.33602463839557917 0.742207959486034 0.31489621506665766", label="Wynafrei Whent"] + 2003 [color="black", label="Xhondo"] + 2004 [color="0.19807319617927477 0.4476014961551129 0.34316943929124255", label="Yandry"] + 2005 [color="0.8115640565454652 0.08637225108502089 0.31645525490284765", label="Xaro Xhoan Daxos"] + 2006 [color="black", label="Ygon Oldfather"] + 2007 [color="0.6124403728561609 0.8768684721940723 0.035847094211884256", label="Ygon Farwynd"] + 2008 [color="0.11199421584290059 0.6201943732941273 0.7919676042860408", label="Yna"] + 2009 [color="0.2229988008886281 0.7167329973478209 0.1491231240718951", label="Yellow Dick"] + 2010 [color="0.10623904458069222 0.35089986727559896 0.8780433699817427", label="Ygritte"] + 2011 [color="0.19807319617927477 0.4476014961551129 0.34316943929124255", label="Yorkel"] + 2012 [color="0.6124403728561609 0.8768684721940723 0.035847094211884256", label="Yohn Farwynd"] + 2013 [color="black", label="Yorko Terys"] + 2014 [color="black", label="Yormwell"] + 2015 [color="0.00018943049887587549 0.17479551534050874 0.4390027193810113", label="Yoren"] + 2016 [color="0.00018943049887587549 0.17479551534050874 0.4390027193810113", label="Young Henly"] + 2017 [color="0.8154062607703525 0.8579040250277219 0.952163205928362", label="Yohn Royce"] + 2018 [color="black", label="Ysilla"] + 2019 [color="black", label="Zarabelo"] + 2020 [color="black", label="Zei"] + 2021 [color="black", label="Zekko"] + 2022 [color="0.8154062607703525 0.8579040250277219 0.952163205928362", label="Ysilla Royce"] + 2023 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Zachery Frey"] + 2024 [color="0.032932559523241034 0.9001136826967233 0.034432032915622246", label="Zharaq zo Loraq"] + 2025 [color="0.05093818367553693 0.1452205618181357 0.02246106498418743", label="Zollo"] + 2026 [color="0.11807644136232098 0.911826290138404 0.3431898400359652", label="Zhoe Blanetree"] + 2027 [color="0.14248314642396465 0.5170698630578703 0.9130397402933803", label="Zia Frey"] + 10 -> 1886 [label=mother]; + 10 -> 29 [label=father]; + 11 -> 64 [label=mother]; + 11 -> 1906 [label=father]; + 12 -> 390 [label=heir]; + 13 -> 489 [label=heir]; + 14 -> 383 [label=father]; + 14 -> 385 [label=heir]; + 22 -> 1906 [label=spouse]; + 23 -> 36 [label=spouse]; + 26 -> 1838 [label=spouse]; + 30 -> 1517 [label=mother]; + 30 -> 10 [label=father]; + 36 -> 390 [label=father]; + 36 -> 1510 [label=heir]; + 43 -> 842 [label=father]; + 43 -> 1511 [label=heir]; + 46 -> 168 [label=spouse]; + 52 -> 1115 [label=spouse]; + 59 -> 1196 [label=spouse]; + 64 -> 1906 [label=spouse]; + 79 -> 539 [label=spouse]; + 84 -> 159 [label=spouse]; + 87 -> 134 [label=spouse]; + 90 -> 852 [label=spouse]; + 92 -> 1937 [label=spouse]; + 95 -> 1937 [label=spouse]; + 96 -> 30 [label=father]; + 100 -> 1382 [label=spouse]; + 108 -> 1000 [label=spouse]; + 111 -> 1937 [label=spouse]; + 134 -> 87 [label=spouse]; + 140 -> 1626 [label=spouse]; + 146 -> 550 [label=spouse]; + 151 -> 1303 [label=spouse]; + 158 -> 1522 [label=spouse]; + 159 -> 84 [label=spouse]; + 160 -> 579 [label=spouse]; + 162 -> 14 [label=father]; + 168 -> 1448 [label=father]; + 168 -> 1781 [label=heir]; + 171 -> 1974 [label=spouse]; + 198 -> 804 [label=spouse]; + 210 -> 953 [label=spouse]; + 219 -> 1017 [label=spouse]; + 228 -> 1602 [label=spouse]; + 230 -> 1176 [label=spouse]; + 232 -> 1937 [label=spouse]; + 236 -> 1752 [label=spouse]; + 257 -> 258 [label=father]; + 260 -> 80 [label=spouse]; + 271 -> 1043 [label=spouse]; + 303 -> 1716 [label=spouse]; + 315 -> 507 [label=spouse]; + 326 -> 1550 [label=spouse]; + 339 -> 875 [label=spouse]; + 362 -> 1517 [label=spouse]; + 370 -> 1937 [label=spouse]; + 383 -> 1521 [label=spouse]; + 384 -> 1154 [label=spouse]; + 385 -> 14 [label=father]; + 385 -> 162 [label=heir]; + 386 -> 162 [label=spouse]; + 387 -> 482 [label=spouse]; + 390 -> 1299 [label=mother]; + 390 -> 12 [label=father]; + 395 -> 1114 [label=spouse]; + 407 -> 1677 [label=spouse]; + 420 -> 1844 [label=spouse]; + 421 -> 2002 [label=spouse]; + 424 -> 1930 [label=spouse]; + 425 -> 798 [label=spouse]; + 426 -> 1169 [label=spouse]; + 435 -> 1663 [label=spouse]; + 442 -> 446 [label=spouse]; + 446 -> 442 [label=spouse]; + 454 -> 519 [label=spouse]; + 459 -> 732 [label=spouse]; + 482 -> 387 [label=spouse]; + 488 -> 360 [label=spouse]; + 506 -> 1607 [label=spouse]; + 518 -> 1736 [label=spouse]; + 519 -> 454 [label=spouse]; + 522 -> 1361 [label=spouse]; + 525 -> 1326 [label=spouse]; + 527 -> 1511 [label=spouse]; + 534 -> 1081 [label=spouse]; + 536 -> 920 [label=spouse]; + 539 -> 79 [label=spouse]; + 545 -> 632 [label=spouse]; + 550 -> 146 [label=spouse]; + 554 -> 1845 [label=spouse]; + 568 -> 1579 [label=spouse]; + 570 -> 1448 [label=father]; + 576 -> 360 [label=spouse]; + 579 -> 160 [label=spouse]; + 584 -> 1260 [label=spouse]; + 610 -> 988 [label=spouse]; + 612 -> 1019 [label=spouse]; + 626 -> 1735 [label=spouse]; + 632 -> 545 [label=spouse]; + 646 -> 360 [label=spouse]; + 661 -> 1834 [label=spouse]; + 700 -> 873 [label=spouse]; + 798 -> 425 [label=spouse]; + 804 -> 198 [label=spouse]; + 805 -> 1227 [label=spouse]; + 809 -> 950 [label=spouse]; + 824 -> 1670 [label=spouse]; + 841 -> 14 [label=spouse]; + 842 -> 13 [label=father]; + 842 -> 43 [label=heir]; + 845 -> 30 [label=father]; + 846 -> 1640 [label=spouse]; + 852 -> 90 [label=spouse]; + 853 -> 906 [label=spouse]; + 868 -> 489 [label=spouse]; + 872 -> 1508 [label=spouse]; + 873 -> 700 [label=spouse]; + 875 -> 339 [label=spouse]; + 883 -> 1731 [label=spouse]; + 887 -> 1546 [label=spouse]; + 896 -> 1864 [label=spouse]; + 901 -> 326 [label=mother]; + 901 -> 1550 [label=father]; + 901 -> 1811 [label=heir]; + 902 -> 1897 [label=spouse]; + 904 -> 1034 [label=spouse]; + 906 -> 853 [label=spouse]; + 920 -> 536 [label=spouse]; + 946 -> 1937 [label=spouse]; + 950 -> 809 [label=spouse]; + 953 -> 210 [label=spouse]; + 988 -> 610 [label=spouse]; + 992 -> 383 [label=spouse]; + 997 -> 100 [label=spouse]; + 1000 -> 108 [label=spouse]; + 1014 -> 1331 [label=spouse]; + 1017 -> 219 [label=spouse]; + 1018 -> 1998 [label=spouse]; + 1019 -> 612 [label=spouse]; + 1020 -> 1061 [label=spouse]; + 1025 -> 1395 [label=spouse]; + 1034 -> 904 [label=spouse]; + 1035 -> 1776 [label=spouse]; + 1036 -> 1520 [label=spouse]; + 1043 -> 271 [label=spouse]; + 1061 -> 1020 [label=spouse]; + 1070 -> 1112 [label=spouse]; + 1081 -> 1329 [label=spouse]; + 1083 -> 534 [label=spouse]; + 1101 -> 936 [label=spouse]; + 1102 -> 1198 [label=spouse]; + 1105 -> 1336 [label=spouse]; + 1110 -> 911 [label=spouse]; + 1112 -> 1070 [label=spouse]; + 1114 -> 395 [label=spouse]; + 1115 -> 52 [label=spouse]; + 1116 -> 390 [label=father]; + 1119 -> 1901 [label=mother]; + 1119 -> 10 [label=father]; + 1141 -> 1790 [label=spouse]; + 1149 -> 1224 [label=spouse]; + 1151 -> 1507 [label=spouse]; + 1154 -> 387 [label=spouse]; + 1162 -> 1731 [label=spouse]; + 1169 -> 426 [label=spouse]; + 1176 -> 230 [label=spouse]; + 1196 -> 59 [label=spouse]; + 1198 -> 1102 [label=spouse]; + 1199 -> 1480 [label=spouse]; + 1204 -> 1676 [label=spouse]; + 1224 -> 1149 [label=spouse]; + 1227 -> 805 [label=spouse]; + 1229 -> 1393 [label=spouse]; + 1251 -> 1313 [label=spouse]; + 1260 -> 584 [label=spouse]; + 1276 -> 2022 [label=spouse]; + 1280 -> 1405 [label=spouse]; + 1290 -> 390 [label=spouse]; + 1297 -> 360 [label=spouse]; + 1299 -> 12 [label=spouse]; + 1303 -> 151 [label=spouse]; + 1313 -> 1251 [label=spouse]; + 1329 -> 1081 [label=spouse]; + 1331 -> 1014 [label=spouse]; + 1336 -> 1105 [label=spouse]; + 1350 -> 1749 [label=spouse]; + 1361 -> 522 [label=spouse]; + 1382 -> 100 [label=spouse]; + 1393 -> 1229 [label=spouse]; + 1395 -> 1025 [label=spouse]; + 1404 -> 1110 [label=spouse]; + 1405 -> 1280 [label=spouse]; + 1480 -> 1199 [label=spouse]; + 1481 -> 1768 [label=spouse]; + 1483 -> 459 [label=spouse]; + 1507 -> 1151 [label=spouse]; + 1508 -> 872 [label=spouse]; + 1510 -> 79 [label=spouse]; + 1511 -> 527 [label=spouse]; + 1513 -> 43 [label=spouse]; + 1517 -> 10 [label=spouse]; + 1519 -> 362 [label=spouse]; + 1520 -> 1036 [label=spouse]; + 1521 -> 383 [label=spouse]; + 1522 -> 158 [label=spouse]; + 1546 -> 315 [label=mother]; + 1546 -> 507 [label=father]; + 1546 -> 263 [label=heir]; + 1550 -> 303 [label=mother]; + 1550 -> 1716 [label=father]; + 1550 -> 901 [label=heir]; + 1552 -> 1734 [label=spouse]; + 1579 -> 1686 [label=spouse]; + 1582 -> 1579 [label=spouse]; + 1607 -> 506 [label=spouse]; + 1619 -> 1628 [label=spouse]; + 1624 -> 1266 [label=spouse]; + 1626 -> 140 [label=spouse]; + 1628 -> 1619 [label=spouse]; + 1640 -> 846 [label=spouse]; + 1647 -> 1853 [label=spouse]; + 1649 -> 1937 [label=spouse]; + 1662 -> 832 [label=spouse]; + 1663 -> 435 [label=spouse]; + 1666 -> 1718 [label=spouse]; + 1670 -> 824 [label=spouse]; + 1676 -> 1204 [label=spouse]; + 1677 -> 407 [label=spouse]; + 1686 -> 1579 [label=spouse]; + 1716 -> 303 [label=spouse]; + 1718 -> 303 [label=mother]; + 1718 -> 1716 [label=father]; + 1718 -> 1682 [label=heir]; + 1734 -> 1552 [label=spouse]; + 1735 -> 626 [label=spouse]; + 1736 -> 518 [label=spouse]; + 1741 -> 1960 [label=spouse]; + 1749 -> 1350 [label=spouse]; + 1752 -> 236 [label=spouse]; + 1768 -> 1481 [label=spouse]; + 1776 -> 1035 [label=spouse]; + 1790 -> 1141 [label=spouse]; + 1811 -> 326 [label=mother]; + 1811 -> 1550 [label=father]; + 1811 -> 1287 [label=heir]; + 1821 -> 1823 [label=father]; + 1834 -> 661 [label=spouse]; + 1838 -> 26 [label=spouse]; + 1844 -> 420 [label=spouse]; + 1845 -> 554 [label=spouse]; + 1848 -> 1853 [label=spouse]; + 1852 -> 2026 [label=spouse]; + 1853 -> 1848 [label=spouse]; + 1864 -> 896 [label=spouse]; + 1886 -> 29 [label=spouse]; + 1897 -> 902 [label=spouse]; + 1901 -> 10 [label=spouse]; + 1907 -> 383 [label=father]; + 1907 -> 12 [label=heir]; + 1914 -> 1602 [label=spouse]; + 1930 -> 424 [label=spouse]; + 1960 -> 1741 [label=spouse]; + 2002 -> 421 [label=spouse]; + 2004 -> 2018 [label=spouse]; + 2018 -> 2004 [label=spouse]; + 2022 -> 1276 [label=spouse]; + 2026 -> 1852 [label=spouse]; +} diff --git a/workers/family-tree/index.js b/workers/family-tree/index.js new file mode 100644 index 0000000..16fb872 --- /dev/null +++ b/workers/family-tree/index.js @@ -0,0 +1,22 @@ +const utils = require('../common/utils'); +//const config = require('../common/config'); + +(async () => { + const characters = await utils.loadBookData('characters'); + const houses = utils.createSetFromAttrFunc(characters, c => [c.house]); + const housesColors = houses.reduce((prev, curr) => ((prev[curr] = `${Math.random()} ${Math.random()} ${Math.random()}`), prev), {}); + + const relationships = [] + .concat( + ...characters.map((c, i) => + ['mother', 'father', 'heir', 'spouse'].map(rel => [i, rel, characters.findIndex(d => d.name === c[rel])]), + ), + ) + .filter(x => x[0] !== undefined && x[2] !== -1) + .map(r => `\t${r[0]} -> ${r[2]} [label=${r[1]}];\n`); + const characterNodes = characters.map( + (c, i) => `\t${i} [color="${c.house ? housesColors[c.house.toLowerCase()] : 'black'}", label="${c.name}"]\n`, + ); + + console.log('digraph gotcharacters\n{\n' + characterNodes.join('') + relationships.join('') + '}'); +})(); diff --git a/workers/formatter-bayesean-book/index.js b/workers/formatter-bayesean-book/index.js new file mode 100644 index 0000000..e45244d --- /dev/null +++ b/workers/formatter-bayesean-book/index.js @@ -0,0 +1,357 @@ +/* + This file will scan the book characters and re-format some of their data. + It transforms, for example, the house the character belongs to into a set of flags, + where for each house, a 1 or a 0 determines whether this character belongs to this house. + Same goes for culture, locations this character has been, etc. + We use integers (0 or 1) for the flags, because the model at the end will use them like that. +*/ +/*************************************************************************************************/ +// CONSTANTS + +const utils = require('../common/utils'); +const config = require('../common/config'); +const fs = require('fs-extra'); +const path = require('path'); + +const outfile = path.resolve(__dirname, 'training_book_characters.json'); + +const LOCATION_VISITED_THRESHOLD = 50; // min. amount of people need to visit a location before it's used +const HOUSE_THRESHOLD = 10; // min. amount of people in this house before it's used +const CULTURES_THRESHOLD = 10; // min. amount of people with this culture before it's used +const AGE_THRESHOLD = 100; // alive characters above this age are considered to be errors + +/*************************************************************************************************/ +// COLLECTOR FUNCTIONS (will collect data from the data-mined model) + +function isAlive(character) { + return character.alive; +} + +function isSuitableChar(character) { + if (character.alive === undefined || character.alive === null) { + return false; + } else if (character.alive === false && (character.death === null || character.death === undefined)) { + return false; + } else if (character.birth === undefined || character.birth === null) { + return false; // character's date of birth is missing + } else if (character.alive && config.GOT_CURRENT_YEAR_BOOK - character.birth > AGE_THRESHOLD) { + return false; // character has no date of death, but is apparently over AGE_THRESHOLD years old + } else if (character.death < character.birth) { + return false; + } + return true; +} + +function filterChars(unfilteredChars) { + let characters = []; + for (let ch of unfilteredChars) { + if (isSuitableChar(ch)) { + characters.push(ch); + } + } + return characters; +} + +function collectLocations(charLocations, filteredChars, locMap) { + let locations_all = []; //all locations we might have flags for + for (let c_l of charLocations) { + // now check if any new locations will come to the locations array + for (let loc of c_l.locations) { + if (locations_all.includes(loc) === false) { + //new location is not contained in the array, add it + locations_all.push(loc); + } + } + } + + // now, filter locations that have had at least LOCATION_VISITED_THRESHOLD + // or more suitable characters visit them + let locations = []; + for (let l of locations_all) { + loc_counter = 0; + for (let c of filteredChars) { + visited = locMap.get(c.name); + if (visited !== undefined && visited.includes(l)) { + loc_counter += 1; + } + } + if (loc_counter >= LOCATION_VISITED_THRESHOLD) { + locations.push(l); + } + } + + return locations; +} + +function genLocationMap(charLocations) { + let locKeyValuePairs = []; //map character name => array of visited locations + for (let c_l of charLocations) { + // push the name + location array of the character into locKeyValuePairs + locKeyValuePairs.push([c_l.name, c_l.locations]); + } + //build the Map from the key-value pair array + let locMap = new Map(locKeyValuePairs); + return locMap; +} + +function collectHouses(unfilteredHouses, filteredChars) { + // only consider houses with at least HOUSE_THRESHOLD suitable characters in them + let houses = []; + for (let h of unfilteredHouses) { + let house_counter = 0; + for (let ch of filteredChars) { + if (ch.house === h.name) { + house_counter += 1; + } + } + if (house_counter >= HOUSE_THRESHOLD) { + houses.push(h); + } + } + + return houses; +} + +function collectCultures(unfilteredCultures, filteredChars) { + // only consider cultures with at least CULTURES_THRESHOLD suitable characters in them + let cultures = []; + for (let c of unfilteredCultures) { + let culture_counter = 0; + for (let ch of filteredChars) { + if (ch.culture === c.name) { + culture_counter += 1; + } + } + if (culture_counter >= CULTURES_THRESHOLD) { + cultures.push(c); + } + } + + return cultures; +} + +function getMaxRank(characters) { + //max pageRank from all characters + let max = 0; + for (let ch of characters) { + if (ch.pageRank !== null && ch.pagerank !== undefined && ch.pagerank.rank > max) { + max = ch.pagerank.rank; + } + } + return max; +} + +/*************************************************************************************************/ +//FORMATTER FUNCTIONS (will use the collected data to add flags to a reformatted character model) +//They do this as a side effect and do not return anything. + +function processAge(srcChar, destChar) { + // check whether character alive or not and calculate age + if (!isAlive(srcChar)) { + // there is a date of death => is dead + destChar.isDead = 1; + destChar.age = srcChar.death - srcChar.birth; + } else { + // lives on to the CURRENT_YEAR + destChar.isDead = 0; + destChar.age = config.GOT_CURRENT_YEAR_BOOK - srcChar.birth; + } +} + +function processGender(srcChar, destChar) { + // "male" flag = 1 if male + if (srcChar.gender !== undefined && srcChar.gender !== null) { + if (srcChar.gender === 'male') { + destChar.male = 1; + } else { + destChar.male = 0; + } + } else { + //No gender? + destChar.male = 0; + } +} + +function processHouses(srcChar, destChar, houses) { + // for each suitable house, add a flag = 1 if the character is in that house + for (let h of houses) { + if (h.name === null || h.name === undefined) continue; + if (srcChar.house === h.name) { + // character IS in this house + destChar[h.name] = 1; + } else { + // character is NOT in this house + destChar[h.name] = 0; + } + } + + // also set the house flag to = 1 if the character has pledged allegiance to it + if (srcChar.allegiance !== null && srcChar.allegiance !== undefined) { + for (let h of srcChar.allegiance) { + if (destChar[h] === 0 || destChar[h] === 1) { + destChar[h] = 1; + } + } + } +} + +function processCultures(srcChar, destChar, cultures) { + //add flags for culture of the character + for (let c of cultures) { + if (srcChar.culture === c.name) { + destChar[c.name] = 1; + } else { + destChar[c.name] = 0; + } + } +} + +function processTitles(srcChar, destChar) { + if (srcChar['titles'] !== undefined && srcChar['titles'].length > 0) { + destChar.hasTitles = 1; + } else { + destChar.hasTitles = 0; + } +} + +function processSpouses(srcChar, destChar, characters) { + // is the character married? + // TODO cover the case where somebody else has srcChar as a spouse, but not vice versa + if (srcChar['spouse'] !== undefined && srcChar['spouse'] !== null && srcChar['spouse'].length > 0) { + destChar.isMarried = 1; + //destChar.hasDeadSpouse = 0; + //determine whether character has a dead spouse + /*if(Array.isArray(srcChar["spouse"])) { + //multiple spouses + for(let ch of characters) { + if(srcChar["spouse"].includes(ch.name)) { + if(!isAlive(ch)) { + //found a dead spouse + destChar.hasDeadSpouse = 1; + break; + } + } + } + } else { + //spouse is not an array, so only one spouse + for(let ch of characters) { + if(ch.name === srcChar["spouse"]) { + if(!isAlive(ch)) { + //the spouse is dead + destChar.hasDeadSpouse = 1; + break; + } + } + } + }*/ + } else { + //no spouses + destChar.isMarried = 0; + //destChar.hasDeadSpouse = 0; + } +} + +function processLocations(srcChar, destChar, locations, locMap) { + // add flags for locations where a character has been + // first, add zeroes for all locations + for (let loc of locations) { + destChar[loc] = 0; + } + // then, write 1 on the locations the character has visited + let visited = locMap.get(srcChar.name); // get locations from the Map we built earlier + if (visited !== null && visited !== undefined) { + // set the flag to 1 for all locations in the visited array + for (let loc of visited) { + if (locations.includes(loc)) { + destChar[loc] = 1; + } + } + } +} + +function processParents(srcChar, destChar, characters) { + //first: Is srcChar somebody's parent? + destChar.hasChildren = 0; + if (srcChar.children !== null && srcChar.children !== undefined && srcChar.children.length > 0) { + destChar.hasChildren = 1; + } +} + +function processHeir(srcChar, destChar, characters) { + //is srcChar somebody's heir? + destChar.isHeir = 0; + for (let ch of characters) { + if (ch.heir === srcChar.name) { + destChar.isHeir = 1; + break; + } + } +} + +function processRank(srcChar, destChar, maxRank) { + if (srcChar.pagerank !== null && srcChar.pagerank !== undefined && srcChar.pagerank.rank > 0.34 * maxRank) { + //this check is similar to the 2016 project + destChar.isMajor = 1; + } else { + destChar.isMajor = 0; + } +} + +/*************************************************************************************************/ + +async function genTrainingData(callback) { + // read the needed JSON files + let [characters_unfiltered, houses_unfiltered, cultures_unfiltered, character_locations] = await Promise.all([ + utils.loadBookData('characters'), + utils.loadBookData('houses'), + utils.loadBookData('cultures'), + utils.loadBookData('characterLocations'), + ]); + + let characters = filterChars(characters_unfiltered); // filter out unsuitable characters + let locMap = genLocationMap(character_locations); // generate a character-to-locations map + let locations = collectLocations(character_locations, characters, locMap); // collect locations and filter them + let houses = collectHouses(houses_unfiltered, characters); // collect houses and filter them + let cultures = collectCultures(cultures_unfiltered, characters); // collect cultures and filter them + let maxRank = getMaxRank(characters); //max pageRank can determine who is a major character + + // in training_chars, we will accumulate the character data used for training + let training_chars = []; + + // now, for every character, generate the reformatted character and add it to the array + for (let ch of characters) { + // this will be the reformatted character + let ref_ch = {}; + + ref_ch.name = ch.name; // copy the name + processAge(ch, ref_ch); // process age-related data + processGender(ch, ref_ch); // process gender data + processHouses(ch, ref_ch, houses); // process house data + processCultures(ch, ref_ch, cultures); // process culture data + processTitles(ch, ref_ch); // process titles data + processSpouses(ch, ref_ch, characters_unfiltered); // process spouses data + processLocations(ch, ref_ch, locations, locMap); // process location data + processParents(ch, ref_ch, characters_unfiltered); + processHeir(ch, ref_ch, characters_unfiltered); + processRank(ch, ref_ch, maxRank); + + // push the reformatted character and move on to the next one + training_chars.push(ref_ch); + } + + // output ready + // Wanted some more readable JSON here :) + let readableJSON = JSON.stringify(training_chars, null, 2); + fs.writeFile(outfile, readableJSON, err => { + if (err) throw err; + //signal async completion + callback(); + }); +} + +exports.formatBookData = genTrainingData; + +//call the function +genTrainingData(() => { + console.log('Formatting book characters complete!'); +}); diff --git a/workers/formatter-bayesean-book/training_book_characters.json b/workers/formatter-bayesean-book/training_book_characters.json new file mode 100644 index 0000000..2dd9137 --- /dev/null +++ b/workers/formatter-bayesean-book/training_book_characters.json @@ -0,0 +1,16492 @@ +[ + { + "name": "Addam Osgrey", + "isDead": 1, + "age": 13, + "male": 1, + "House Stark": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Martell": 0, + "House Greyjoy": 0, + "House Frey": 0, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 0, + "isMarried": 0, + "Hayford": 0, + "King's Landing": 0, + "Riverrun": 0, + "Darry": 0, + "Crakehall": 0, + "Harrenhal": 0, + "Casterly Rock": 0, + "Valyria": 0, + "Dragonstone": 0, + "Tower": 0, + "Myr": 0, + "Winterfell": 0, + "Lys": 0, + "Storm's End": 0, + "Braavos": 0, + "hasChildren": 0, + "isHeir": 0, + "isMajor": 0 + }, + { + "name": "Addam Velaryon", + "isDead": 1, + "age": 16, + "male": 1, + "House Stark": 0, + "House Lannister": 0, + "House Targaryen": 1, + "House Martell": 0, + "House Greyjoy": 0, + "House Frey": 0, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 1, + "isMarried": 0, + "Hayford": 0, + "King's Landing": 1, + "Riverrun": 0, + "Darry": 0, + "Crakehall": 0, + "Harrenhal": 0, + "Casterly Rock": 0, + "Valyria": 1, + "Dragonstone": 1, + "Tower": 0, + "Myr": 0, + "Winterfell": 0, + "Lys": 0, + "Storm's End": 0, + "Braavos": 0, + "hasChildren": 0, + "isHeir": 0, + "isMajor": 0 + }, + { + "name": "Aegon Blackfyre", + "isDead": 1, + "age": 12, + "male": 1, + "House Stark": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Martell": 0, + "House Greyjoy": 0, + "House Frey": 0, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 0, + "isMarried": 0, + "Hayford": 0, + "King's Landing": 0, + "Riverrun": 0, + "Darry": 0, + "Crakehall": 0, + "Harrenhal": 0, + "Casterly Rock": 0, + "Valyria": 1, + "Dragonstone": 0, + "Tower": 0, + "Myr": 0, + "Winterfell": 0, + "Lys": 0, + "Storm's End": 0, + "Braavos": 0, + "hasChildren": 0, + "isHeir": 0, + "isMajor": 0 + }, + { + "name": "Aegon Frey (son of Stevron)", + "isDead": 1, + "age": 50, + "male": 1, + "House Stark": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Martell": 0, + "House Greyjoy": 0, + "House Frey": 0, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 0, + "isMarried": 0, + "Hayford": 0, + "King's Landing": 0, + "Riverrun": 0, + "Darry": 0, + "Crakehall": 0, + "Harrenhal": 0, + "Casterly Rock": 0, + "Valyria": 0, + "Dragonstone": 0, + "Tower": 0, + "Myr": 0, + "Winterfell": 0, + "Lys": 0, + "Storm's End": 0, + "Braavos": 0, + "hasChildren": 0, + "isHeir": 0, + "isMajor": 0 + }, + { + "name": "Aegon Frey (son of Aenys)", + "isDead": 0, + "age": 47, + "male": 1, + "House Stark": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Martell": 0, + "House Greyjoy": 0, + "House Frey": 0, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 0, + "isMarried": 0, + "Hayford": 0, + "King's Landing": 0, + "Riverrun": 0, + "Darry": 0, + "Crakehall": 0, + "Harrenhal": 0, + "Casterly Rock": 0, + "Valyria": 0, + "Dragonstone": 0, + "Tower": 0, + "Myr": 0, + "Winterfell": 0, + "Lys": 0, + "Storm's End": 0, + 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"isHeir": 0, + "isMajor": 0 + }, + { + "name": "Walder Haigh", + "isDead": 0, + "age": 6, + "male": 0, + "House Stark": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Martell": 0, + "House Greyjoy": 0, + "House Frey": 0, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 0, + "isMarried": 0, + "Hayford": 0, + "King's Landing": 0, + "Riverrun": 0, + "Darry": 0, + "Crakehall": 0, + "Harrenhal": 0, + "Casterly Rock": 0, + "Valyria": 0, + "Dragonstone": 0, + "Tower": 0, + "Myr": 0, + "Winterfell": 0, + "Lys": 0, + "Storm's End": 0, + "Braavos": 0, + "hasChildren": 0, + "isHeir": 0, + "isMajor": 0 + }, + { + "name": "Walder Vance", + "isDead": 0, + "age": 37, + "male": 1, + "House Stark": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Martell": 0, + "House Greyjoy": 0, + "House Frey": 0, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 0, + "isMarried": 0, + "Hayford": 0, + "King's Landing": 0, + "Riverrun": 0, + "Darry": 0, + "Crakehall": 0, + "Harrenhal": 0, + "Casterly Rock": 0, + "Valyria": 0, + "Dragonstone": 0, + "Tower": 0, + "Myr": 0, + "Winterfell": 0, + "Lys": 0, + "Storm's End": 0, + "Braavos": 0, + "hasChildren": 0, + "isHeir": 0, + "isMajor": 0 + }, + { + "name": "Wallace Waynwood", + "isDead": 0, + "age": 22, + "male": 1, + "House Stark": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Martell": 0, + "House Greyjoy": 0, + "House Frey": 0, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 1, + "isMarried": 0, + "Hayford": 0, + "King's Landing": 0, + "Riverrun": 0, + "Darry": 0, + "Crakehall": 0, + "Harrenhal": 0, + "Casterly Rock": 0, + "Valyria": 0, + "Dragonstone": 0, + "Tower": 0, + "Myr": 1, + "Winterfell": 0, + "Lys": 0, + "Storm's End": 0, + "Braavos": 0, + "hasChildren": 0, + "isHeir": 0, + "isMajor": 0 + }, + { + "name": "Walton Frey", + "isDead": 0, + "age": 51, + "male": 1, + "House Stark": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Martell": 0, + "House Greyjoy": 0, + "House Frey": 1, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 0, + "isMarried": 1, + "Hayford": 0, + "King's Landing": 0, + "Riverrun": 0, + "Darry": 0, + "Crakehall": 0, + "Harrenhal": 0, + "Casterly Rock": 0, + "Valyria": 0, + "Dragonstone": 0, + "Tower": 0, + "Myr": 0, + "Winterfell": 0, + "Lys": 0, + "Storm's End": 0, + "Braavos": 0, + "hasChildren": 1, + "isHeir": 0, + "isMajor": 0 + }, + { + "name": "Waltyr Frey", + "isDead": 0, + "age": 11, + "male": 1, + "House Stark": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Martell": 0, + "House Greyjoy": 0, + "House Frey": 1, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 0, + "isMarried": 0, + "Hayford": 0, + "King's Landing": 0, + "Riverrun": 0, + "Darry": 0, + "Crakehall": 0, + "Harrenhal": 0, + "Casterly Rock": 0, + "Valyria": 0, + "Dragonstone": 0, + "Tower": 0, + "Myr": 0, + "Winterfell": 0, + "Lys": 0, + "Storm's End": 0, + "Braavos": 0, + "hasChildren": 0, + "isHeir": 0, + "isMajor": 0 + }, + { + "name": "Waymar Royce", + "isDead": 1, + "age": 19, + "male": 1, + "House Stark": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Martell": 0, + "House Greyjoy": 0, + "House Frey": 0, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 1, + "isMarried": 0, + "Hayford": 0, + "King's Landing": 0, + "Riverrun": 0, + "Darry": 0, + "Crakehall": 0, + "Harrenhal": 0, + "Casterly Rock": 0, + "Valyria": 0, + "Dragonstone": 0, + "Tower": 0, + "Myr": 0, + "Winterfell": 1, + "Lys": 0, + "Storm's End": 0, + "Braavos": 0, + "hasChildren": 0, + "isHeir": 0, + "isMajor": 0 + }, + { + "name": "Weasel", + "isDead": 0, + "age": 4, + "male": 1, + "House Stark": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Martell": 0, + "House Greyjoy": 0, + "House Frey": 0, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 0, + "isMarried": 0, + "Hayford": 0, + "King's Landing": 1, + "Riverrun": 0, + "Darry": 0, + "Crakehall": 0, + "Harrenhal": 1, + "Casterly Rock": 0, + "Valyria": 0, + "Dragonstone": 0, + "Tower": 0, + "Myr": 0, + "Winterfell": 0, + "Lys": 0, + "Storm's End": 0, + "Braavos": 0, + "hasChildren": 0, + "isHeir": 0, + "isMajor": 0 + }, + { + "name": "Wendel Frey", + "isDead": 0, + "age": 14, + "male": 1, + "House Stark": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Martell": 0, + "House Greyjoy": 0, + "House Frey": 1, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 0, + "isMarried": 0, + "Hayford": 0, + "King's Landing": 0, + "Riverrun": 0, + "Darry": 0, + "Crakehall": 0, + "Harrenhal": 0, + "Casterly Rock": 0, + "Valyria": 0, + "Dragonstone": 0, + "Tower": 0, + "Myr": 0, + "Winterfell": 0, + "Lys": 0, + "Storm's End": 0, + "Braavos": 0, + "hasChildren": 0, + "isHeir": 0, + "isMajor": 0 + }, + { + "name": "Wendel Manderly", + "isDead": 1, + "age": 46, + "male": 1, + "House Stark": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Martell": 0, + "House Greyjoy": 0, + "House Frey": 0, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 1, + "isMarried": 0, + "Hayford": 0, + "King's Landing": 0, + "Riverrun": 1, + "Darry": 0, + "Crakehall": 0, + "Harrenhal": 0, + "Casterly Rock": 0, + "Valyria": 0, + "Dragonstone": 0, + "Tower": 0, + "Myr": 0, + "Winterfell": 0, + "Lys": 0, + "Storm's End": 1, + "Braavos": 0, + "hasChildren": 0, + "isHeir": 0, + "isMajor": 0 + }, + { + "name": "Wex Pyke", + "isDead": 0, + "age": 14, + "male": 1, + "House Stark": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Martell": 0, + "House Greyjoy": 1, + "House Frey": 0, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 0, + "isMarried": 0, + "Hayford": 0, + "King's Landing": 0, + "Riverrun": 0, + "Darry": 0, + "Crakehall": 0, + "Harrenhal": 0, + "Casterly Rock": 0, + "Valyria": 0, + "Dragonstone": 0, + "Tower": 0, + "Myr": 0, + "Winterfell": 1, + "Lys": 0, + "Storm's End": 0, + "Braavos": 0, + "hasChildren": 0, + "isHeir": 0, + "isMajor": 0 + }, + { + "name": "Whalen Frey", + "isDead": 0, + "age": 33, + "male": 1, + "House Stark": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Martell": 0, + "House Greyjoy": 0, + "House Frey": 1, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 1, + "isMarried": 1, + "Hayford": 0, + "King's Landing": 0, + "Riverrun": 0, + "Darry": 0, + "Crakehall": 0, + "Harrenhal": 0, + "Casterly Rock": 0, + "Valyria": 0, + "Dragonstone": 0, + "Tower": 0, + "Myr": 0, + "Winterfell": 0, + "Lys": 0, + "Storm's End": 0, + "Braavos": 0, + "hasChildren": 1, + "isHeir": 0, + "isMajor": 0 + }, + { + "name": "Willamen Frey", + "isDead": 0, + "age": 28, + "male": 1, + "House Stark": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Martell": 0, + "House Greyjoy": 0, + "House Frey": 1, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 1, + "isMarried": 0, + "Hayford": 0, + "King's Landing": 0, + "Riverrun": 0, + "Darry": 0, + "Crakehall": 0, + "Harrenhal": 0, + "Casterly Rock": 0, + "Valyria": 0, + "Dragonstone": 0, + "Tower": 0, + "Myr": 0, + "Winterfell": 0, + "Lys": 0, + "Storm's End": 0, + "Braavos": 0, + "hasChildren": 0, + "isHeir": 0, + "isMajor": 0 + }, + { + "name": "Willas Tyrell", + "isDead": 0, + "age": 30, + "male": 1, + "House Stark": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Martell": 0, + "House Greyjoy": 0, + "House Frey": 0, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 0, + "isMarried": 0, + "Hayford": 0, + "King's Landing": 0, + "Riverrun": 0, + "Darry": 0, + "Crakehall": 0, + "Harrenhal": 0, + "Casterly Rock": 0, + "Valyria": 0, + "Dragonstone": 0, + "Tower": 0, + "Myr": 1, + "Winterfell": 0, + "Lys": 1, + "Storm's End": 0, + "Braavos": 0, + "hasChildren": 0, + "isHeir": 0, + "isMajor": 0 + }, + { + "name": "Willem Frey", + "isDead": 0, + "age": 11, + "male": 0, + "House Stark": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Martell": 0, + "House Greyjoy": 0, + "House Frey": 1, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 0, + "isMarried": 0, + "Hayford": 0, + "King's Landing": 0, + "Riverrun": 1, + "Darry": 1, + "Crakehall": 1, + "Harrenhal": 0, + "Casterly Rock": 0, + "Valyria": 0, + "Dragonstone": 0, + "Tower": 0, + "Myr": 0, + "Winterfell": 0, + "Lys": 0, + "Storm's End": 0, + "Braavos": 0, + "hasChildren": 0, + "isHeir": 0, + "isMajor": 0 + }, + { + "name": "Willem Lannister", + "isDead": 1, + "age": 14, + "male": 1, + "House Stark": 0, + "House Lannister": 1, + "House Targaryen": 0, + "House Martell": 0, + "House Greyjoy": 0, + "House Frey": 0, + "Northmen": 0, + "Dornishmen": 0, + "hasTitles": 0, + "isMarried": 0, + "Hayford": 1, + "King's Landing": 0, + "Riverrun": 1, + "Darry": 0, + "Crakehall": 0, + "Harrenhal": 0, + "Casterly Rock": 0, + "Valyria": 0, + "Dragonstone": 0, + "Tower": 0, + "Myr": 1, + "Winterfell": 0, + "Lys": 0, + "Storm's End": 0, + "Braavos": 0, + "hasChildren": 0, + "isHeir": 0, + "isMajor": 0 + } +] \ No newline at end of file diff --git a/workers/formatter-bayesean-show/index.js b/workers/formatter-bayesean-show/index.js new file mode 100644 index 0000000..6e20ac6 --- /dev/null +++ b/workers/formatter-bayesean-show/index.js @@ -0,0 +1,363 @@ +/* + This file will scan the show characters and re-format some of their data. + It transforms, for example, the house the character belongs to into a set of flags, + where for each house, a 1 or a 0 determines whether this character belongs to this house. + Same goes for culture, locations this character has been, etc. + We use integers (0 or 1) for the flags, because the model at the end will use them like that. +*/ +/*************************************************************************************************/ +//CONSTANTS + +const utils = require('../common/utils'); +const config = require('../common/config'); +const fs = require('fs-extra'); +const path = require('path'); + +const outfile = path.resolve(__dirname, 'training_show_characters.json'); + +//const LOCATION_VISITED_THRESHOLD = 50; //min. amount of people need to visit a location before it's used +const HOUSE_THRESHOLD = 5; //min. amount of people in this house before it's used +const CULTURES_THRESHOLD = 10; //min. amount of people with this culture before it's used + +/*************************************************************************************************/ +// COLLECTOR FUNCTIONS (will collect data from the data-mined model) + +function isSuitableChar(character) { + if (character.alive === undefined || character.alive === null) { + return false; + } else if ((character.death === null || character.death === undefined) && character.alive === false) { + return false; // character is dead, but has no date of death + } else if (character.death > config.GOT_SHOW_BEGIN + 6) { + return false; // character apparently died after season 7? + } + return true; +} + +function filterChars(unfilteredChars) { + let characters = []; + for (let ch of unfilteredChars) { + if (isSuitableChar(ch)) { + characters.push(ch); + } + } + return characters; +} + +function collectHouses(filteredChars) { + // first, collect all the houses from the characters' tags + let unfilteredHouses = []; + for (let ch of filteredChars) { + for (let h of ch.allegiances) { + if (h !== undefined && h !== null && !unfilteredHouses.includes(h)) { + unfilteredHouses.push(h); + } + } + } + + // only consider houses with at least HOUSE_THRESHOLD suitable characters in them + let houses = []; + for (let h of unfilteredHouses) { + let house_counter = 0; + for (let ch of filteredChars) { + if (ch.allegiances.includes(h)) { + house_counter += 1; + } + } + if (house_counter >= HOUSE_THRESHOLD && h.includes('House')) { + // why is the Night's Watch considered a house anyway? + houses.push(h); + } + } + + return houses; +} + +function collectCultures(filteredChars) { + // collect all cultures from the character data + let unfilteredCultures = []; + for (let ch of filteredChars) { + if (ch.cultures === undefined || ch.cultures === null) { + continue; + } + for (let cult of ch.cultures) { + if (!unfilteredCultures.includes(cult)) { + unfilteredCultures.push(cult); + } + } + } + + // only consider cultures with at least CULTURES_THRESHOLD suitable characters in them + let cultures = []; + for (let c of unfilteredCultures) { + let culture_counter = 0; + for (let ch of filteredChars) { + if (ch.culture === c) { + culture_counter += 1; + } + } + if (culture_counter >= CULTURES_THRESHOLD) { + cultures.push(c); + } + } + + return cultures; +} + +function getMaxPagerank(characters) { + let max_rank = 0; + for (let ch of characters) { + if (ch.pagerank !== null && ch.pagerank !== undefined && ch.pagerank.rank > max_rank) { + max_rank = ch.pagerank.rank; + } + } + return max_rank; +} + +/*************************************************************************************************/ +// FORMATTER FUNCTIONS (will use the collected data to add flags to a reformatted character model) +// They do this as a side effect and do not return anything. + +function processAge(srcChar, destChar) { + // use absolute time, since birth dates are generally unavailable + // check whether character alive or not and calculate "age", i.e. how long in the show they lived + destChar.isDead = !srcChar.alive ? 1 : 0; + + if (!srcChar.alive) { + // dead + destChar.livedTo = srcChar.death - config.GOT_SHOW_BEGIN; + } else { + // alive => lives on to the CURRENT_YEAR + destChar.livedTo = config.GOT_CURRENT_YEAR_SHOW - config.GOT_SHOW_BEGIN; + } +} + +function processGender(srcChar, destChar) { + // "male" flag = 1 if male + if (srcChar.gender !== undefined && srcChar.gender !== null) { + if (srcChar.gender === 'male') { + destChar.male = 1; + } else { + destChar.male = 0; + } + } else { + //No gender? + destChar.male = 0; + } +} + +function processHouses(srcChar, destChar, houses) { + // for each suitable house, add a flag = 1 if the character is in that house + // let numHouses = 0; + + for (let h of houses) { + if (srcChar.house === h) { + // character IS in this house + // numHouses += 1; + destChar[h] = 1; + } else { + // character is NOT in this house + destChar[h] = 0; + } + } + + // also set the house flag to = 1 if the character has pledged allegiance to it + if (srcChar.allegiances !== null && srcChar.allegiances !== undefined) { + for (let h of srcChar.allegiances) { + if (houses.includes(h)) { + /*if (destChar[h] === 0) { + numHouses += 1; + }*/ + destChar[h] = 1; + } + } + } + + //destChar["multipleHouses"] = numHouses > 1 ? 1 : 0; // allegiance to multiple houses indicates changing allegiances. Weak predictor. +} + +function processCultures(srcChar, destChar, cultures) { + //add flags for culture of the character + for (let c of cultures) { + if (srcChar.culture === c) { + destChar[c] = 1; + } else { + destChar[c] = 0; + } + } +} + +function processTitles(srcChar, destChar) { + if (srcChar['titles'] !== undefined && srcChar['titles'].length !== undefined) { + destChar.hasTitles = srcChar['titles'].length > 0 ? 1 : 0; + } else { + destChar.hasTitles = 0; + } +} + +function processSpouses(srcChar, destChar) { + // whether the character is married + if (srcChar['spouse'] !== undefined && srcChar['spouse'].length !== undefined) { + destChar.isMarried = 1; + } else { + destChar.isMarried = 0; + } +} + +function processLovers(srcChar, destChar) { + if (srcChar['lovers'] !== undefined && srcChar['lovers'] !== null && srcChar['lovers'].length > 0) { + destChar.hasLovers = 1; + } else { + destChar.hasLovers = 0; + } +} + +function processSiblings(srcChar, destChar) { + if (srcChar['siblings'] !== undefined && srcChar['siblings'] !== null && srcChar['siblings'].length > 0) { + destChar.hasSiblings = 1; + } else { + destChar.hasSiblings = 0; + } +} + +function processParent(srcChar, destChar, characters) { + destChar.isParent = 0; + for (let ch of characters) { + if (ch.name === srcChar['mother'] || ch.name === srcChar['mother']) { + destChar.isParent = 1; + } + } +} + +function processPagerank(srcChar, destChar, maxRank) { + if (srcChar.pagerank != null && srcChar.pagerank !== undefined && srcChar.pagerank.rank >= 0.34 * maxRank) { + destChar.isMajor = 1; + } else { + destChar.isMajor = 0; + } +} + +function processDeadRelations(srcChar, destChar, unfilteredChars) { + destChar.hasDeadSiblings = 0; + destChar.isMotherDead = 0; + destChar.isFatherDead = 0; + destChar.isSpouseDead = 0; + destChar.hasDeadLovers = 0; + // destChar.hasDeadChild = 0; // TODO do this + + // siblings + if (srcChar.siblings !== undefined && srcChar.siblings !== null) { + outloop_siblings: for (let sibling of srcChar.siblings) { + for (let ch of unfilteredChars) { + if (ch.name === sibling && ch.alive === false) { + destChar.hasDeadSiblings = 1; + break outloop_siblings; + } + } + } + } + + // father + if (srcChar.father !== undefined && srcChar.father !== null) { + for (let ch of unfilteredChars) { + if (ch.name === srcChar.father && ch.alive === false) { + destChar.isFatherDead = 1; + break; + } + } + } + + // mother + if (srcChar.mother !== undefined && srcChar.mother !== null) { + for (let ch of unfilteredChars) { + if (ch.name === srcChar.mother && ch.alive === false) { + destChar.isMotherDead = 1; + break; + } + } + } + + // spouse + if (srcChar.spouse !== undefined && srcChar.spouse !== null) { + for (let ch of unfilteredChars) { + if (ch.name === srcChar.spouse && ch.alive === false) { + destChar.isSpouseDead = 1; + break; + } + } + } + + // lovers + if (srcChar.lovers !== undefined && srcChar.lovers !== null) { + outloop_lovers: for (let lover of srcChar.lovers) { + for (let ch of unfilteredChars) { + if (ch.name === lover && ch.alive === false) { + destChar.hasDeadLovers = 1; + break outloop_lovers; + } + } + } + } +} + +function processBastards(srcChar, destChar, bastards) { + destChar.isBastard = 0; + for (let b of bastards) { + if (b.name === srcChar.name) { + destChar.isBastard = 1; + break; + } + } +} + +/*************************************************************************************************/ + +async function genTrainingData(callback) { + // read the needed JSON files + let [characters_unfiltered, bastards] = await Promise.all([utils.loadShowData('characters'), utils.loadShowData('bastards')]); + + let characters = filterChars(characters_unfiltered); // filter out unsuitable characters + let houses = collectHouses(characters); // collect houses and filter them + let cultures = collectCultures(characters); // collect cultures and filter them + let maxRank = getMaxPagerank(characters); + + // in training_chars, we will accumulate the character data used for training + let training_chars = []; + + // now, for every character, generate the reformatted character and add it to the array + for (let ch of characters) { + // this will be the reformatted character + let ref_ch = {}; + + ref_ch.name = ch.name; // copy the name + processAge(ch, ref_ch); // process age-related data + processGender(ch, ref_ch); // process gender data + processHouses(ch, ref_ch, houses); // process house data + processCultures(ch, ref_ch, cultures); // process culture data + processTitles(ch, ref_ch); // process titles data + processSpouses(ch, ref_ch); // process spouses data + processLovers(ch, ref_ch); + // processSiblings(ch, ref_ch); //not influential + // processParent(ch, ref_ch, characters); //not influential + processPagerank(ch, ref_ch, maxRank); + processDeadRelations(ch, ref_ch, characters_unfiltered); + processBastards(ch, ref_ch, bastards); + + // push the reformatted character and move on to the next one + training_chars.push(ref_ch); + } + + // output ready + // Wanted some more readable JSON here :) + let readableJSON = JSON.stringify(training_chars, null, 2); + fs.writeFile(outfile, readableJSON, err => { + if (err) throw err; + callback(); + }); +} + +exports.formatShowData = genTrainingData; + +// call the function +genTrainingData(() => { + console.log('Formatting show characters complete!'); +}); diff --git a/workers/formatter-bayesean-show/training_show_characters.json b/workers/formatter-bayesean-show/training_show_characters.json new file mode 100644 index 0000000..297ae01 --- /dev/null +++ b/workers/formatter-bayesean-show/training_show_characters.json @@ -0,0 +1,6092 @@ +[ + { + "name": "Eddard Stark", + "isDead": 1, + "livedTo": 0, + "male": 1, + "House Stark": 1, + "House Baratheon of King's Landing": 1, + "House Tully": 0, + "House Bolton": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Greyjoy": 0, + "House Baratheon of Dragonstone": 0, + "House Arryn": 0, + "House Tyrell": 0, + "House Tarly": 0, + "House Frey": 0, + "House Martell": 0, + "hasTitles": 1, + "isMarried": 1, + "hasLovers": 0, + "isMajor": 1, + "hasDeadSiblings": 1, + "isMotherDead": 0, + "isFatherDead": 0, + "isSpouseDead": 0, + "hasDeadLovers": 0, + "isBastard": 0 + }, + { + "name": "Catelyn Stark", + "isDead": 1, + "livedTo": 2, + "male": 0, + "House Stark": 1, + "House Baratheon of King's Landing": 0, + "House Tully": 1, + "House Bolton": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Greyjoy": 0, + "House Baratheon of Dragonstone": 0, + "House Arryn": 0, + "House Tyrell": 0, + "House Tarly": 0, + "House Frey": 0, + "House Martell": 0, + "hasTitles": 1, + "isMarried": 1, + "hasLovers": 0, + "isMajor": 1, + "hasDeadSiblings": 1, + "isMotherDead": 0, + "isFatherDead": 0, + "isSpouseDead": 1, + "hasDeadLovers": 0, + "isBastard": 0 + }, + { + "name": "Robb Stark", + "isDead": 1, + "livedTo": 2, + "male": 1, + "House Stark": 1, + "House Baratheon of King's Landing": 0, + "House Tully": 0, + "House Bolton": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Greyjoy": 0, + "House Baratheon of Dragonstone": 0, + "House Arryn": 0, + "House Tyrell": 0, + "House Tarly": 0, + "House Frey": 0, + "House Martell": 0, + "hasTitles": 1, + "isMarried": 1, + "hasLovers": 0, + "isMajor": 1, + "hasDeadSiblings": 1, + "isMotherDead": 1, + "isFatherDead": 1, + "isSpouseDead": 0, + "hasDeadLovers": 0, + "isBastard": 0 + }, + { + "name": "Sansa Stark", + "isDead": 0, + "livedTo": 7, + "male": 0, + "House Stark": 1, + "House Baratheon of King's Landing": 0, + "House Tully": 0, + "House Bolton": 1, + "House Lannister": 1, + "House Targaryen": 0, + "House Greyjoy": 0, + "House Baratheon of Dragonstone": 0, + "House Arryn": 0, + "House Tyrell": 0, + "House Tarly": 0, + "House Frey": 0, + "House Martell": 0, + "hasTitles": 1, + "isMarried": 1, + "hasLovers": 0, + "isMajor": 1, + "hasDeadSiblings": 1, + "isMotherDead": 1, + "isFatherDead": 1, + "isSpouseDead": 0, + "hasDeadLovers": 0, + "isBastard": 0 + }, + { + "name": "Arya Stark", + "isDead": 0, + "livedTo": 7, + "male": 0, + "House Stark": 1, + "House Baratheon of King's Landing": 0, + "House Tully": 0, + "House Bolton": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Greyjoy": 0, + "House Baratheon of Dragonstone": 0, + "House Arryn": 0, + "House Tyrell": 0, + "House Tarly": 0, + "House Frey": 0, + "House Martell": 0, + "hasTitles": 1, + "isMarried": 1, + "hasLovers": 0, + "isMajor": 1, + "hasDeadSiblings": 1, + "isMotherDead": 0, + "isFatherDead": 1, + "isSpouseDead": 0, + "hasDeadLovers": 0, + "isBastard": 0 + }, + { + "name": "Bran Stark", + "isDead": 0, + "livedTo": 7, + "male": 1, + "House Stark": 1, + "House Baratheon of King's Landing": 0, + "House Tully": 0, + "House Bolton": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Greyjoy": 0, + "House Baratheon of Dragonstone": 0, + "House Arryn": 0, + "House Tyrell": 0, + "House Tarly": 0, + "House Frey": 0, + "House Martell": 0, + "hasTitles": 1, + "isMarried": 1, + "hasLovers": 0, + "isMajor": 1, + "hasDeadSiblings": 1, + "isMotherDead": 1, + "isFatherDead": 1, + "isSpouseDead": 0, + "hasDeadLovers": 0, + "isBastard": 0 + }, + { + "name": "Rickon Stark", + "isDead": 1, + "livedTo": 5, + "male": 1, + "House Stark": 1, + "House Baratheon of King's Landing": 0, + "House Tully": 0, + "House Bolton": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Greyjoy": 0, + "House Baratheon of Dragonstone": 0, + "House Arryn": 0, + "House Tyrell": 0, + "House Tarly": 0, + "House Frey": 0, + "House Martell": 0, + "hasTitles": 1, + "isMarried": 1, + "hasLovers": 0, + "isMajor": 0, + "hasDeadSiblings": 1, + "isMotherDead": 1, + "isFatherDead": 1, + "isSpouseDead": 0, + "hasDeadLovers": 0, + "isBastard": 0 + }, + { + "name": "Jon Snow", + "isDead": 0, + "livedTo": 7, + "male": 1, + "House Stark": 1, + "House Baratheon of King's Landing": 0, + "House Tully": 0, 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+ "isBastard": 0 + }, + { + "name": "Theon Greyjoy", + "isDead": 0, + "livedTo": 7, + "male": 1, + "House Stark": 1, + "House Baratheon of King's Landing": 0, + "House Tully": 0, + "House Bolton": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Greyjoy": 1, + "House Baratheon of Dragonstone": 0, + "House Arryn": 0, + "House Tyrell": 0, + "House Tarly": 0, + "House Frey": 0, + "House Martell": 0, + "hasTitles": 1, + "isMarried": 1, + "hasLovers": 0, + "isMajor": 1, + "hasDeadSiblings": 0, + "isMotherDead": 0, + "isFatherDead": 1, + "isSpouseDead": 0, + "hasDeadLovers": 0, + "isBastard": 0 + }, + { + "name": "Rodrik Cassel", + "isDead": 1, + "livedTo": 1, + "male": 1, + "House Stark": 1, + "House Baratheon of King's Landing": 0, + "House Tully": 0, + "House Bolton": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Greyjoy": 0, + "House Baratheon of Dragonstone": 0, + "House Arryn": 0, + "House Tyrell": 0, + "House Tarly": 0, + "House Frey": 0, + "House Martell": 0, 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"isSpouseDead": 0, + "hasDeadLovers": 0, + "isBastard": 0 + }, + { + "name": "Missandei", + "isDead": 0, + "livedTo": 7, + "male": 0, + "House Stark": 0, + "House Baratheon of King's Landing": 0, + "House Tully": 0, + "House Bolton": 0, + "House Lannister": 0, + "House Targaryen": 1, + "House Greyjoy": 0, + "House Baratheon of Dragonstone": 0, + "House Arryn": 0, + "House Tyrell": 0, + "House Tarly": 0, + "House Frey": 0, + "House Martell": 0, + "hasTitles": 0, + "isMarried": 1, + "hasLovers": 1, + "isMajor": 0, + "hasDeadSiblings": 0, + "isMotherDead": 0, + "isFatherDead": 0, + "isSpouseDead": 0, + "hasDeadLovers": 0, + "isBastard": 0 + }, + { + "name": "Grey Worm", + "isDead": 0, + "livedTo": 7, + "male": 1, + "House Stark": 0, + "House Baratheon of King's Landing": 0, + "House Tully": 0, + "House Bolton": 0, + "House Lannister": 0, + "House Targaryen": 1, + "House Greyjoy": 0, + "House Baratheon of Dragonstone": 0, + "House Arryn": 0, + "House Tyrell": 0, + "House Tarly": 0, + 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1, + "House Baratheon of King's Landing": 0, + "House Tully": 0, + "House Bolton": 0, + "House Lannister": 0, + "House Targaryen": 0, + "House Greyjoy": 0, + "House Baratheon of Dragonstone": 0, + "House Arryn": 0, + "House Tyrell": 0, + "House Tarly": 0, + "House Frey": 0, + "House Martell": 0, + "hasTitles": 0, + "isMarried": 1, + "hasLovers": 0, + "isMajor": 0, + "hasDeadSiblings": 0, + "isMotherDead": 0, + "isFatherDead": 0, + "isSpouseDead": 0, + "hasDeadLovers": 0, + "isBastard": 0 + } +] \ No newline at end of file diff --git a/workers/formatter-neural-show/index-v1.js b/workers/formatter-neural-show/index-v1.js new file mode 100644 index 0000000..e2d420d --- /dev/null +++ b/workers/formatter-neural-show/index-v1.js @@ -0,0 +1,35 @@ +const utils = require('../common/utils'); +const config = require('../common/config'); + +(async () => { + // attributes for data + const dataScalarAttrs = ['male', 'isBastard', 'pageRank', 'numRelatives', 'numCommandedBattles']; + const dataVectorAttrs = ['age', 'allegiances', 'appearances', 'cultures', 'titles']; + + // read formatted data + const [charsTrain, charsPredict] = await Promise.all([ + utils.loadFormatterShowMLData('chars-to-train'), + utils.loadFormatterShowMLData('chars-to-predict'), + ]); + + // create final data and labels, note that training data is shuffled to improve validation later + const johv = new utils.JoinedOneHotVector(charsTrain.concat(charsPredict), dataScalarAttrs, dataVectorAttrs); + let [dataTrain, labelsTrain] = utils.shuffleTwoArrays( + johv.createMultipleUnfolded(charsTrain, 'age', (char, currAge) => [char.age >= currAge ? 1.0 : 0.0]), + ); + const dataPredict = johv.createMultipleUnfoldedOnlyData( + charsPredict, + 'age', + { min: config.GOT_CURRENT_YEAR_SHOW, max: config.GOT_CURRENT_YEAR_SHOW + config.PREDICTIONS_NUM_YEARS }, + (char, currYear, ageRange) => utils.clamp(currYear - char.birth, ageRange), + ); + + // output some final statistics + console.log(`number of training datapoints : ${dataTrain.length}`); + console.log(`number of dimensions per datapoint : ${dataTrain[0].length}`); + + // write data and labels to output file + await utils.writeOutputDataBinary('v1-data-train', dataTrain, true); + await utils.writeOutputDataBinary('v1-data-predict', dataPredict, true); + await utils.writeOutputDataBinary('v1-labels-train', labelsTrain, true); +})(); diff --git a/workers/formatter-neural-show/output/v1-data-predict.dat.gz b/workers/formatter-neural-show/output/v1-data-predict.dat.gz new file mode 100644 index 0000000..89a430e Binary files /dev/null and b/workers/formatter-neural-show/output/v1-data-predict.dat.gz differ diff --git a/workers/formatter-neural-show/output/v1-data-train.dat.gz b/workers/formatter-neural-show/output/v1-data-train.dat.gz new file mode 100644 index 0000000..4031b01 Binary files /dev/null and b/workers/formatter-neural-show/output/v1-data-train.dat.gz differ diff --git a/workers/formatter-neural-show/output/v1-labels-train.dat.gz b/workers/formatter-neural-show/output/v1-labels-train.dat.gz new file mode 100644 index 0000000..1d3cc4e --- /dev/null +++ b/workers/formatter-neural-show/output/v1-labels-train.dat.gz @@ -0,0 +1 @@ +xœ¥”ÑDG×q\0NÍ8èƒ? d±4ÛÀbßtK%Qúû??üüsþúó¿¿Ïóyÿ¾½çß÷O»†ù¾%_âõb-. ç’ÛÂHv›Ä›8ï÷Íò&ß‹ÏÂKùÒoâóþ¿ä™â%6¿¥SÒº­Ë²{m‰Ÿádv‚É9aS~kg¬Þ_5apR~/^›•ëwŠe9¦Þ¬¹jL?¾=fN©}{K1ÚÛo8®CóG>Ôë¦AÚÍ.qm9ÏÚ-®ÙU¯áܸ›P¯L~ oÍì³a_ûô´w äûM‹¿ŽÝ?Æ>ù/.þ¿Ùm Ïìâûí¾0ï©^×ýµv$Å#Û…ojÛ¾·O›ot¹æÔê&“ç:-w»ì­‡lI/¤Ãö·8Ñü]µ`¸-Œ“8¯ïö¾vDËëý¶8­Fôþr½hÑÔyi¿ñ Ü.sóú$NK“éŽr·z"¼Ö“…kbÚ>·¼Œ}ŠÕø®FïT÷Ö£ âmzp™#Êka%Þf',.Ä«åc0×Î!Ÿ†O=£º´--®ùüFƒé´þÓý¥w Çäüú¯Þ¬º®7£ñ5¿émõ¦íÓëÆoé–x’]:·©åúúÌU_â0ÿåw­gÓÅYš!¾ÉnÅ]»¡åÒ8-'âB˜-ÇöNÚ!^Íæ=´—®÷fMŸX¶×)~âbu–°SüKÍm­)þ'ÚSö÷7ý°újz¾Ô(q5³¸øÓ šù¤c5’øÛ=@óÑbWÓË5G¿Õõpi)ùÜ”g‹IgåOZo:»ÄjvÍ·Õ0–Vl¿3q]ühع5{Äð´º^¸¤‹µì^›×–j›ÎŠ±´sÕf‹½ò';ó»a|ƒ½j“0©_F[4;­Ä3åO;€0— Åj§åGûÃæxµ\Ò›É÷­ù¯7Š—¾6åôæÐâ¬|ÖN >ÉÖÌ°™ÿßäL¶-nûM94-š^“úŸ8¯Z&{º[Ú Cz6ûiùÙ\Í\Ù}s­ÏÂz㿸vW™ÝD߉SúŸø.Ûkìu¿r6z³1¿éíÒ~àþ›@œÍœ6NfǵÓj¿îî§MË—fÕðiví­ñ25^¿ÍÞ£Üÿ‹ŽŒö(Ù.,âF¶ßh½Í›Ý7Ä;Ù§¸ £Å]6f†¿ÑoÓlŠqá½öiØòo¼i÷µó›xî?ÝS=)'ÏÖ‰æëÊÁä²fêÅ¿î̵¨ Ûð"Í,> ¿Ýµ¾&›åGzi8‹/iéõY~Ëžîçô¾f#ÅK›Ïo4AœW-M.v.›OãEv—Ý°´±î.óÓì–¶ÌL~3íméÕj8Ù4ŽT[Ït×8$|c³ŽaÒèâÓü‰gŠoõ´zOziý_<_\{Ho&¯K)vÂn˜Í÷åcúÙ|hNfÚ»ÕñJ>cªÃŠw©ßⱸ'ÌÓpN˜ #ñ%n“É?ª3i‘êšx4n)–ÑÍÛ›Û¥Þk.Ó¹èÂð¡™!{ª‰Ýâ¬Yø†ÃE£-6i†l‰[ãøú´˯q§;ªóe~†é–«éÉ¥N‹3Õ;£‡ôbqOÂX>ã¢MŠmO‹·êÿéûú$;º78¤y³.3DsCü—nh֌ͥ.Vã«ïé~Õ¦õµÙ^ë¸|­v‰ËŠ{9&¯¶Ïo«Ý+——ƒ­kãÞ4ظ¼>¤á„™l.½l¾–¯åOû`í3äÿ=i¿õsÍåÒ]‹Ûj²öKÂ#}­~›9kñ®sõ¾¿yS_m©ÇÄïµI¸K»&¦áG:L¿Ï–ËÊñåjöƪ˚«Ù5û/^ûKvíPOL~Íöú{Õ§Ù˜¡93{håoy¿œ×Ü“vÖ{‹µô±æfåöÆhvM¯É~Í'Ù,®ížt±t–0Òýz£@±¦Û1û‰jaxSïIokW™üÖÒ‘­[ëíÇtE5m9$_ÊÕæ³x'>4[­¦Ä3á´;ÃkÕmñ09/>¤«–c«a‹Oõ]µ_ó¸fbű=¸Î?ŵ3»â¦þQϨoß𷺧üÌY;båðþNõXœho˜zÓ{ã·ì§¿}_zŸx,]¥ÿ‰'ÝÓNX¼[ì–wú}Õiœì ïf÷‰Eý\oÍÞêdÍ7í.Ò2Õ>õÇÄn¹Ò}ªƒÕÝÎËwiþÛÞ®}B\Í>#îv^Í÷7:^óGXÔ£Æõ²?¾™¦oìÚ\/Í|;s”›©‡Ñ<Õ2ñZ{fiÊêÝÌÝҙѭáE:[:0{‚8¿f¿ú½êÞbµlŽlâ¾¾›qiLÖ.¡¹\8ï·™é×¾áYŽÃÌ#q3yØ=òâ/LÒ€ÑTÓ³Ñý¶³Ùrky¤\èŽjñͼµko$ûßè‚ü̼4¼tÕ÷ê1õ4ÛpÚá4]˜Ø¤ë·ù¬ { + // attributes for data and labels + const dataScalarAttrs = ['male', 'pageRank']; + const dataVectorAttrs = ['books', 'house', 'locations', 'titles']; + const labelAttrs = ['age']; + + // read data + const [charsTrain, charsPredict] = await Promise.all([ + utils.loadFormatterMLData('chars-to-train'), + utils.loadFormatterMLData('chars-to-predict'), + ]); + + // determine ranges for all attributes, then create final data and labels + //const attrRanges = utils.getAttrRanges(charsTrain.concat(charsPredict), dataAttrs.concat(labelAttrs)); + const johv = new utils.JoinedOneHotVector(charsTrain.concat(charsPredict), dataScalarAttrs, dataVectorAttrs.concat(labelAttrs)); + johv.applyConfig(dataScalarAttrs, dataVectorAttrs); + const dataTrain = johv.createMultiple(charsTrain); + const dataPredict = johv.createMultiple(charsPredict); + johv.applyConfig([], labelAttrs); + const labelsTrain = johv.createMultiple(charsTrain); + + // write data and labels to output file + await utils.writeOutputDataBinary('v1-data-train', dataTrain, true); + await utils.writeOutputDataBinary('v1-data-predict', dataPredict, true); + await utils.writeOutputDataBinary('v1-labels-train', labelsTrain, true); +})(); diff --git a/workers/formatter-neural/index-v2.js b/workers/formatter-neural/index-v2.js new file mode 100644 index 0000000..120f4fc --- /dev/null +++ b/workers/formatter-neural/index-v2.js @@ -0,0 +1,31 @@ +const utils = require('../common/utils'); +const config = require('../common/config'); + +(async () => { + // attributes for data + const dataScalarAttrs = ['male', 'pageRank', 'numRelatives']; + const dataVectorAttrs = ['age', 'allegiances', 'books', 'culture', 'house', 'houseRegion', 'locations', 'titles']; + + // read data and determine ranges for all attributes + const [charsTrain, charsPredict] = await Promise.all([ + utils.loadFormatterMLData('chars-to-train'), + utils.loadFormatterMLData('chars-to-predict'), + ]); + + // create final data and labels + const johv = new utils.JoinedOneHotVector(charsTrain.concat(charsPredict), dataScalarAttrs, dataVectorAttrs); + const [dataTrain, labelsTrain] = utils.shuffleTwoArrays( + johv.createMultipleUnfolded(charsTrain, 'age', (char, currAge) => [char.age >= currAge ? 1.0 : 0.0]), + ); + const dataPredict = johv.createMultipleUnfoldedOnlyData( + charsPredict, + 'age', + { min: config.GOT_CURRENT_YEAR_BOOK, max: config.GOT_CURRENT_YEAR_BOOK + config.PREDICTIONS_NUM_YEARS }, + (char, currYear, ageRange) => utils.clamp(currYear - char.birth, ageRange), + ); + + // write data and labels to output file + await utils.writeOutputDataBinary('v2-data-train', dataTrain, true); + await utils.writeOutputDataBinary('v2-data-predict', dataPredict, true); + await utils.writeOutputDataBinary('v2-labels-train', labelsTrain, true); +})(); diff --git a/workers/formatter-neural/index-v3.js b/workers/formatter-neural/index-v3.js new file mode 100644 index 0000000..cac6cf9 --- /dev/null +++ b/workers/formatter-neural/index-v3.js @@ -0,0 +1,27 @@ +const utils = require('../common/utils'); + +(async () => { + // attributes for data + const dataScalarAttrs = ['male', 'pageRank']; + const dataVectorAttrs = ['age', 'books', 'house', 'locations', 'titles']; + + // read data and determine ranges for all attributes + const [charsTrain, charsPredict] = await Promise.all([ + utils.loadFormatterMLData('chars-to-train'), + utils.loadFormatterMLData('chars-to-predict'), + ]); + + // create final data and labels + const johv = new utils.JoinedOneHotVector(charsTrain.concat(charsPredict), dataScalarAttrs, dataVectorAttrs); + const [dataTrain, labelsTrain] = johv.createMultipleUnfolded(charsTrain, 'age', (char, currAge, ageRange) => { + let ret = new Array(ageRange.span).fill(0); + for (let i = 0; i < char.age - currAge; ++i) ret[i] = 1.0; + return ret; + }); + const dataPredict = johv.createMultiple(charsPredict); + + // write data and labels to output file + await utils.writeOutputDataBinary('v3-data-train', dataTrain, true); + await utils.writeOutputDataBinary('v3-data-predict', dataPredict, true); + await utils.writeOutputDataBinary('v3-labels-train', labelsTrain, true); +})(); diff --git a/workers/formatter-neural/output/v1-data-predict.dat.gz b/workers/formatter-neural/output/v1-data-predict.dat.gz new file mode 100644 index 0000000..6254421 Binary files /dev/null and b/workers/formatter-neural/output/v1-data-predict.dat.gz differ diff --git a/workers/formatter-neural/output/v1-data-train.dat.gz b/workers/formatter-neural/output/v1-data-train.dat.gz new file mode 100644 index 0000000..376fb67 Binary files /dev/null and b/workers/formatter-neural/output/v1-data-train.dat.gz differ diff --git a/workers/formatter-neural/output/v1-labels-train.dat.gz b/workers/formatter-neural/output/v1-labels-train.dat.gz new file mode 100644 index 0000000..db8344d --- /dev/null +++ b/workers/formatter-neural/output/v1-labels-train.dat.gz @@ -0,0 +1 @@ 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Ñ*Õ§OýN\Tõ©¼ê^Õ˜b¥wU·ú¦ó'úÓêpØζ[d&.wÃÛ|—¹©X4¿ó]vý4Ä¢­W)ãYÂàøÓ0RN¶Øm&d¯œ]ªÅ·GN/V¯½‘þ¯w/1ÇïZn——âM;—fãð§ÜI«æ–‡ðµñ€Ì2ñVÙ,¸RoìiÇæt^57Ù6.Rî/šÐl\‡Óž³Oµª¼¤þ¦éî7í—‹—0¨ºé^ÝïwÃêô#iî WC¤p´xTÈn½ô“hKëeâDÒÎÆ«ÔƒVS{#±V­ixI= †ÏïÔswOôŽàM3&³pñ([ì6+—_Ù¥Kù[]7ö’£ùmux¯Í²Ÿd÷U¿¯}ÂHîÖ—Y’ø-é-éË’¿ÅMþ´eCõØq!awšÖNÛo×çö×åiÚz}ÚŒ×>ŒÉŸì½Ò¹¶ÿ7ö‹îQ|G{£}£šEr¤þ·8¯Ú™ê | Ú Þi>Çê›în¢5DS­.÷‹¯ÂFkR9ÛobÛ¸¬0' { + const [characters, charactersBook, bastards, battles] = await Promise.all([ + utils.loadShowData('characters'), + utils.loadBookData('characters'), + utils.loadShowData('bastards'), + utils.loadShowData('battles'), + ]); + + // get maximum page rank and other uniquified attributes + const [allegiances, appearances, cultures, titles] = await Promise.all([ + utils.writeJSONSetFromAttr(characters, 'allegiances'), + utils.writeJSONSetFromAttr(characters, 'appearances'), + utils.writeJSONSetFromAttr(characters, 'cultures'), + utils.writeJSONSetFromAttr(characters, 'titles'), + ]); + + // extract only the attributes we need for our prediction script and format them accordingly + const battleCommanders = [].concat(...battles.map(b => [...b.commandersOne, ...b.commandersTwo])); + let charsFmt = characters + .map(c => { + // two methods to determine birth year if it's missing: 1. using the "age" attribute, 2. fallback to book data + if (!c.birth) { + if (c.age) c.birth = (c.death || config.GOT_CURRENT_YEAR_SHOW) - c.age.age; + else { + let cb = charactersBook.find(d => d.name === c.name); + if (cb) c.birth = cb.birth; + } + } + + // delete invalid birth years that are in the future + if (c.birth > config.GOT_CURRENT_YEAR_SHOW) delete c.birth; + return c; + }) + .filter(c => !!c.birth && (!c.death || c.death - c.birth >= 0)) + .map(c => ({ + name: c.name, + male: c.gender === 'male', + age: (!c.death ? config.GOT_CURRENT_YEAR_SHOW : c.death) - c.birth, + birth: c.birth, + death: c.death || undefined, + + isBastard: bastards.find(b => b.name === c.name) !== undefined, + pageRank: c.pagerank && c.pagerank.rank ? c.pagerank.rank : 0, + numRelatives: utils.countAttrValues(c, ['mother', 'father', 'lovers', 'siblings', 'spouse']), + numCommandedBattles: battleCommanders.filter(com => com === c.name).length, + + allegiances: utils.arrToIndices(c.allegiances, allegiances), + appearances: utils.arrToIndices(c.appearances, appearances), + cultures: utils.arrToIndices(c.cultures, cultures), + titles: utils.arrToIndices(c.titles, titles), + })) + .filter(c => c.age <= config.AGE_MAXIMUM); + + // normalize some scalar values + ['pageRank', 'numRelatives', 'numCommandedBattles'].forEach(a => { + let max = utils.maxAttr(charsFmt, a); + charsFmt.forEach(c => (c[a] /= max)); + }); + + // alive characters will be predicted later, dead characters are used for training + const numAlive = (await utils.writeOutputData('ml-data/chars-to-predict', charsFmt.filter(c => c.death === undefined), true)).length; + const numDead = (await utils.writeOutputData('ml-data/chars-to-train', charsFmt.filter(c => c.death !== undefined), true)).length; + + // extract age information + const ages = charsFmt.filter(c => c.death !== undefined).map(c => c.death - c.birth); + const ageAverage = ages.reduce((a, b) => a + b, 0) / ages.length; + + // output some final statistics + console.log(`characters : ${charsFmt.length} (${numAlive} alive, ${numDead} dead)`); + console.log(`birth : ${utils.minAttr(charsFmt, 'birth')} – ${utils.maxAttr(charsFmt, 'birth')}`); + console.log(`death : ${utils.minAttr(charsFmt, 'death')} – ${utils.maxAttr(charsFmt, 'death')}`); + console.log(`age : maximum ${Math.max(...ages)}, average ${ageAverage}`); + console.log('allegiances :', allegiances.length); + console.log('appearances :', appearances.length); + console.log('cultures :', cultures.length); + console.log('titles :', titles.length); +})(); diff --git a/workers/formatter-show/output/allegiances.json b/workers/formatter-show/output/allegiances.json new file mode 100644 index 0000000..4d672a4 --- /dev/null +++ b/workers/formatter-show/output/allegiances.json @@ -0,0 +1 @@ +["aerys ii targaryen","alchemists' guild","bharbo","brienne of tarth","brotherhood without banners","catelyn stark","cersei lannister","children of the forest","city watch","conclave","daenerys targaryen","doran martell","dosh khaleen","drogo","drowned men","eddard stark","ellaria sand","faceless men","faith militant","faith of the seven","first men","free folk","golden company","good masters","great masters","greenseer","hostage","house arryn","house baelish","house baratheon","house baratheon of dragonstone","house baratheon of king's landing","house baratheon of storm's end","house bolton","house cassel","house cerwyn","house clegane","house corbray","house egen","house erenford","house florent","house frey","house glover","house greyjoy","house harlaw","house hollard","house karstark","house kenning","house lannister","house lorch","house mallister","house manderly","house marsh","house martell","house mormont","house of eraz","house of loraq","house of qaggaz","house payne","house redwyne","house reed","house royce","house seaworth","house selmy","house slynt","house stark","house stokeworth","house targaryen","house tarly","house tarth","house thorne","house tollett","house trant","house tully","house tyrell","house uller","house umber","house waynwood","house yarwyck","iron bank of braavos","iron throne","joffrey baratheon","jon arryn","jon snow","khal","khalasar","kingsguard","lord of dragonstone","lord of storm's end","lord of the dreadfort","lord of winterfell","maegyr family","maesters","mance rayder","moro","mutineers","night's watch","petyr baelish","queensguard","r'hllor","ramsay bolton","ray","red priest","renly baratheon","robert baratheon","sand snakes","sealord of braavos","second sons","second sons ","sellsword","siege of astapor","sons of the harpy","sparrows","stannis baratheon","stone crows","the citadel","the thirteen","thenn","three-eyed raven","tommen baratheon","tyrion lannister","unsullied","varys","volantis","ward","warlocks of qarth","white walkers","wise masters","xaro xhoan daxos","yara greyjoy"] diff --git a/workers/formatter-show/output/appearances.json b/workers/formatter-show/output/appearances.json new file mode 100644 index 0000000..95419b8 --- /dev/null +++ b/workers/formatter-show/output/appearances.json @@ -0,0 +1 @@ +["a golden crown","a man without honor","and now his watch is ended","and now his watch is ended *","baelor","battle of the bastards","beyond the wall","blackwater","blood of my blood","blood of my blood *","book of the stranger","breaker of chains","cripples, bastards, and broken things","dark wings, dark words","dragonstone","eastwatch","fire and blood","fire and blood *","first of his name","garden of bones","hardhome","high sparrow","home","home *","kill the boy","kissed by fire","lord snow","mhysa","mockingbird","mother's mercy","no one","oathbreaker","oathkeeper","second sons","sons of the harpy","stormborn","the bear and the maiden fair","the broken man","the children","the climb","the dance of dragons","the door","the door *","the dragon and the wolf","the ghost of harrenhal","the gift","the house of black and white","the kingsroad","the laws of gods and men","the lion and the rose","the lion and the rose *","the mountain and the viper","the night lands","the north remembers","the old gods and the new","the pointy end","the prince of winterfell","the queen's justice","the rains of castamere","the red woman","the red woman *","the spoils of war","the wars to come","the watchers on the wall","the winds of winter","the wolf and the lion","two swords","unbowed, unbent, unbroken","valar dohaeris","valar morghulis","walk of punishment","what is dead may never die","winter is coming","you win or you die"] diff --git a/workers/formatter-show/output/cultures.json b/workers/formatter-show/output/cultures.json new file mode 100644 index 0000000..fe51488 --- /dev/null +++ b/workers/formatter-show/output/cultures.json @@ -0,0 +1 @@ +[] diff --git a/workers/formatter-show/output/ml-data/chars-to-predict.json b/workers/formatter-show/output/ml-data/chars-to-predict.json new file mode 100644 index 0000000..c8ed547 --- /dev/null +++ b/workers/formatter-show/output/ml-data/chars-to-predict.json @@ -0,0 +1,3424 @@ +[ + { + "name": "Sansa Stark", + "male": false, + "age": 20, + "birth": 285, + "isBastard": false, + "pageRank": 0.6357882623705409, + "numRelatives": 0.6153846153846154, + "numCommandedBattles": 1, + "allegiances": [ + 65, + 33, + 48 + ], + "appearances": [ + 72, + 47, + 26, + 12, + 65, + 0, + 73, + 55, + 4, + 16, + 53, + 52, + 71, + 19, + 44, + 54, + 1, + 56, + 7, + 69, + 68, + 13, + 70, + 2, + 25, + 39, + 36, + 33, + 58, + 27, + 66, + 49, + 11, + 32, + 18, + 48, + 28, + 51, + 63, + 38, + 62, + 46, + 21, + 34, + 24, + 67, + 45, + 20, + 40, + 29, + 59, + 22, + 31, + 10, + 41, + 8, + 37, + 30, + 5, + 64, + 14, + 35, + 57, + 61, + 15, + 6, + 43 + ], + "cultures": [], + "titles": [ + 72, + 89, + 97, + 109 + ] + }, + { + "name": "Arya Stark", + "male": false, + "age": 18, + "birth": 287, + "isBastard": false, + "pageRank": 0.5834292289988493, + "numRelatives": 0.6153846153846154, + "numCommandedBattles": 1, + "allegiances": [ + 65, + 17 + ], + "appearances": [ + 72, + 47, + 26, + 12, + 65, + 0, + 73, + 55, + 4, + 16, + 53, + 52, + 71, + 19, + 44, + 54, + 1, + 56, + 7, + 69, + 68, + 13, + 70, + 2, + 25, + 39, + 36, + 33, + 58, + 27, + 66, + 49, + 11, + 32, + 18, + 48, + 28, + 51, + 63, + 38, + 62, + 46, + 21, + 34, + 24, + 67, + 45, + 20, + 40, + 29, + 59, + 22, + 31, + 10, + 41, + 8, + 37, + 30, + 5, + 64, + 14, + 35, + 57, + 61, + 15, + 6, + 43 + ], + "cultures": [], + "titles": [ + 89 + ] + }, + { + "name": "Bran Stark", + "male": true, + "age": 17, + "birth": 288, + "isBastard": false, + "pageRank": 0.4672036823935558, + "numRelatives": 0.6153846153846154, + "numCommandedBattles": 0, + "allegiances": [ + 65 + ], + "appearances": [ + 72, + 47, + 26, + 12, + 65, + 0, + 73, + 55, + 4, + 16, + 53, + 52, + 71, + 19, + 44, + 54, + 1, + 56, + 7, + 69, + 68, + 13, + 70, + 2, + 25, + 39, + 36, + 33, + 58, + 27, + 66, + 49, + 11, + 32, + 18, + 48, + 28, + 51, + 63, + 38, + 59, + 22, + 31, + 10, + 41, + 8, + 37, + 30, + 5, + 64, + 14, + 35, + 57, + 61, + 15, + 6, + 43 + ], + "cultures": [], + "titles": [ + 89, + 72 + ] + }, + { + "name": "Jon Snow", + "male": true, + "age": 24, + "birth": 281, + "isBastard": false, + "pageRank": 1, + "numRelatives": 0.9230769230769231, + "numCommandedBattles": 3, + "allegiances": [ + 65, + 67, + 96 + ], + "appearances": [ + 72, + 47, + 26, + 12, + 65, + 0, + 73, + 55, + 4, + 16, + 53, + 52, + 71, + 19, + 44, + 54, + 1, + 56, + 7, + 69, + 68, + 13, + 70, + 2, + 25, + 39, + 36, + 33, + 58, + 27, + 66, + 49, + 11, + 32, + 18, + 48, + 28, + 51, + 63, + 38, + 62, + 46, + 21, + 34, + 24, + 67, + 45, + 20, + 40, + 29, + 60, + 22, + 31, + 10, + 41, + 8, + 37, + 30, + 5, + 64, + 14, + 35, + 57, + 61, + 15, + 6, + 43 + ], + "cultures": [], + "titles": [ + 115, + 33, + 49 + ] + }, + { + "name": "Theon Greyjoy", + "male": true, + "age": 24, + "birth": 281, + "isBastard": false, + "pageRank": 0.4223245109321059, + "numRelatives": 0.46153846153846156, + "numCommandedBattles": 0, + "allegiances": [ + 43, + 129, + 65, + 15, + 124, + 100, + 26 + ], + "appearances": [ + 72, + 47, + 26, + 12, + 65, + 0, + 73, + 55, + 4, + 16, + 53, + 52, + 71, + 19, + 44, + 54, + 1, + 56, + 7, + 69, + 68, + 13, + 70, + 2, + 25, + 39, + 36, + 33, + 58, + 27, + 66, + 49, + 11, + 32, + 18, + 48, + 28, + 51, + 63, + 38, + 62, + 46, + 21, + 34, + 24, + 67, + 45, + 20, + 40, + 29, + 59, + 22, + 31, + 10, + 41, + 8, + 37, + 30, + 5, + 64, + 14, + 35, + 57, + 61, + 15, + 6, + 43 + ], + "cultures": [], + "titles": [ + 89, + 91 + ] + }, + { + "name": "Ned Umber", + "male": true, + "age": 11, + "birth": 294, + "isBastard": false, + "pageRank": 0.0379746835443038, + "numRelatives": 0.15384615384615385, + "numCommandedBattles": 0, + "allegiances": [ + 76, + 65 + ], + "appearances": [ + 14, + 35, + 57, + 61, + 15, + 6, + 43 + ], + "cultures": [], + "titles": [ + 60 + ] + }, + { + "name": "Alys Karstark", + "male": true, + "age": 17, + "birth": 288, + "isBastard": false, + "pageRank": 0.05293440736478711, + "numRelatives": 0.15384615384615385, + "numCommandedBattles": 0, + "allegiances": [ + 46, + 65 + ], + "appearances": [ + 14, + 35, + 57, + 61, + 15, + 6, + 43 + ], + "cultures": [], + "titles": [ + 59 + ] + }, + { + "name": "Lyanna Mormont", + "male": false, + "age": 13, + "birth": 292, + "isBastard": false, + "pageRank": 0.0661680092059839, + "numRelatives": 0.15384615384615385, + "numCommandedBattles": 0, + "allegiances": [ + 54, + 65 + ], + "appearances": [ + 59, + 22, + 31, + 10, + 41, + 8, + 37, + 30, + 5, + 64, + 14, + 35, + 57, + 61, + 15, + 6, + 43 + ], + "cultures": [], + "titles": [ + 45 + ] + }, + { + "name": "Robett Glover", + "male": true, + "age": 63, + "birth": 242, + 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+ }, + { + "name": "Mossador", + "male": true, + "age": 31, + "birth": 271, + "death": 302, + "isBastard": false, + "pageRank": 0.06904487917146145, + "numRelatives": 0.07692307692307693, + "numCommandedBattles": 0, + "allegiances": [ + 67, + 24 + ], + "appearances": [ + 66, + 49, + 11, + 32, + 18, + 48, + 28, + 51, + 63, + 38, + 62, + 46 + ], + "cultures": [], + "titles": [] + } +] diff --git a/workers/formatter-show/output/titles.json b/workers/formatter-show/output/titles.json new file mode 100644 index 0000000..cb9e1ec --- /dev/null +++ b/workers/formatter-show/output/titles.json @@ -0,0 +1 @@ +["aerys ii targaryen","archmaester","bloodrider","captain of the guard","captain of the guards","castellan","castle black","cersei lannister","city watch","daenerys targaryen","defender of the vale","dreadfort","drogo","drogon","first builder","first ranger","first steward","first sword of braavos","godswife","good masters","grand maester","great shepherd","hand of the king","harrenhal","high septon","house lannister","house stark","joffrey baratheon","karhold","khal","khaleesi","khaleesi of the great grass sea","king","king in the north","king of qarth","king of salt and rock","king of the andals","king of the andals and the first men","king of the iron islands","king's justice","king's landing","king-beyond-the-wall","knight of clegane's keep","knight of the gate","knighthood","lady of bear island","liberation of slaver's bay","lord commander","lord commander of the kingsguard","lord commander of the night's watch","lord of bear island","lord of casterly rock","lord of castle cerwyn","lord of deepwood motte","lord of dragonstone","lord of harrenhal","lord of highgarden","lord of horn hill","lord of ironoaks","lord of karhold","lord of last hearth","lord of riverrun","lord of runestone","lord of storm's end","lord of sunspear","lord of the crossing","lord of the dreadfort","lord of the eyrie","lord of the iron islands","lord of the last hearth","lord of the seven kingdoms","lord of white harbor","lord of winterfell","lord paramount of the north","lord paramount of the reach","lord paramount of the stormlands","lord paramount of the trident","lord paramount of the westerlands","lord protector","lord reaper of pyke","maegi","magister","magnar","master of coin","master of laws","master of ships","master of whisperers","master-at-arms","pentos","prince","prince of dorne","prince of winterfell","princess","protector of the realm","protector of the seven kingdoms","queen","queen of meereen","regent","renly baratheon","rhaegal","robert baratheon","savior of the city","second sons","septon","ser","shield of lannisport","slaver's bay","son of the sea wind","stannis baratheon","the north","the vale","the vale of arryn","thenn","tommen baratheon","viserion","warden","winterfell","wisdom","wise masters"] diff --git a/workers/formatter/index.js b/workers/formatter/index.js new file mode 100644 index 0000000..e7d0be0 --- /dev/null +++ b/workers/formatter/index.js @@ -0,0 +1,75 @@ +const utils = require('../common/utils'); +const config = require('../common/config'); + +(async () => { + const [characters, characterLocations, allHouses] = await Promise.all([ + utils.loadBookData('characters'), + utils.loadBookData('characterLocations'), + utils.loadBookData('houses'), + ]); + + // get maximum page rank and other uniquified attributes + const [allegiances, books, cultures, houses, locations, regions, titles] = await Promise.all([ + utils.writeJSONSetFromAttr(characters, 'allegiance'), + utils.writeJSONSetFromAttr(characters, 'books'), + utils.writeJSONSetFromAttr(characters, 'culture'), + utils.writeJSONSetFromAttr(characters, 'house'), + utils.writeJSONSetFromAttr(characterLocations, 'locations'), + utils.writeJSONSetFromAttr(allHouses, 'region'), + utils.writeJSONSetFromAttr(characters, 'titles'), + ]); + + // extract only the attributes we need for our prediction script and format them accordingly + let charsFmt = characters + .filter(c => c.birth !== undefined && (c.death === undefined || c.death - c.birth >= 0)) + .map(c => ({ + name: c.name, + male: c.gender === 'male', + birth: c.birth, + death: c.death, + age: (c.death === undefined ? config.GOT_CURRENT_YEAR_BOOK : c.death) - c.birth, + + pageRank: c.pagerank && c.pagerank.rank ? c.pagerank.rank : 0, + numRelatives: utils.countAttrValues(c, ['children', 'father', 'mother', 'spouse']), + + allegiances: utils.arrToIndices(c.allegiance, allegiances), + books: utils.arrToIndices(c.books, books), + culture: cultures.findIndex(cu => cu === utils.sanitizeString(c.culture)), + house: houses.findIndex(h => h === utils.sanitizeString(c.house)), + locations: utils.arrToIndices((characterLocations.find(cl => cl.name === c.name) || {}).locations, locations), + titles: utils.arrToIndices(c.titles, titles), + + houseRegion: (() => { + let houseRegion = utils.sanitizeString((allHouses.find(h => utils.sanitizedCmp(h.name, c.house)) || {}).region); + return regions.findIndex(r => r === houseRegion); + })(), + })) + .filter(c => c.age <= config.AGE_MAXIMUM); + + // normalize some scalar values + ['pageRank', 'numRelatives'].forEach(a => { + let max = utils.maxAttr(charsFmt, a); + charsFmt.forEach(c => (c[a] /= max)); + }); + + // alive characters will be predicted later, dead characters are used for training + const numAlive = (await utils.writeOutputData('ml-data/chars-to-predict', charsFmt.filter(c => c.death === undefined), true)).length; + const numDead = (await utils.writeOutputData('ml-data/chars-to-train', charsFmt.filter(c => c.death !== undefined), true)).length; + + // extract age information + const ages = charsFmt.filter(c => c.death !== undefined).map(c => c.death - c.birth); + const ageAverage = ages.reduce((a, b) => a + b, 0) / ages.length; + + // output some final statistics + console.log(`characters : ${charsFmt.length} (${numAlive} alive, ${numDead} dead)`); + console.log('allegiances :', allegiances.length); + console.log('books :', books.length); + console.log('cultures :', cultures.length); + console.log('houses :', houses.length); + console.log('locations :', locations.length); + console.log('regions :', regions.length); + console.log('titles :', titles.length); + console.log(`date of birth : ${utils.minAttr(charsFmt, 'birth')} – ${utils.maxAttr(charsFmt, 'birth')}`); + console.log(`date of death : ${utils.minAttr(charsFmt, 'death')} – ${utils.maxAttr(charsFmt, 'death')}`); + console.log(`age : maximum ${Math.max(...ages)}, average ${ageAverage}`); +})(); diff --git a/workers/formatter/output/allegiance.json b/workers/formatter/output/allegiance.json new file mode 100644 index 0000000..7753910 --- /dev/null +++ b/workers/formatter/output/allegiance.json @@ -0,0 +1 @@ +["alchemists' guild","antler men","band of nine","black ears","blacks","brave companions","brazen beasts","brotherhood without banners","burned men","chataya's brothel","citadel","city watch of king's landing","city watch of oldtown","company of the cat","deserter from the night's watch","drowned god","drowned men","faceless men","faith militant","faith of r'hllor","faith of the seven","free brothers","gallant men","golden company","good masters","graces","graces of meereen","great masters","greens","happy port","holy hundred","house allyrion","house ambrose","house antaryon","house arryn","house arryn (as alayne stone)","house ashford","house baelish","house baelish (as alayne stone)","house baelish of harrenhal","house baelish of the fingers","house ball","house banefort","house bar emmon","house baratheon","house baratheon of dragonstone","house baratheon of king's landing","house beesbury","house belmore","house bettley","house blackbar","house blackberry","house blackfyre","house blackmont","house blacktyde","house blackwood","house blanetree","house blount","house boggs","house bolling","house bolton","house bolton (through marriage)","house bolton of the dreadfort","house bolton of winterfell","house borrell","house botley","house bracken","house brax","house broom","house brune of brownhollow","house brune of the dyre den","house buckler","house bulwer","house bushy","house butterwell","house byrch","house bywater","house cafferen","house caron","house cassel","house caswell","house celtigar","house cerwyn","house charlton","house chelsted","house chester","house chyttering","house clegane","house clifton","house cockshaw","house codd","house coldwater","house cole","house condon","house conklyn","house connington","house corbray","house costayne","house cox","house crabb","house crakehall","house crane","house cupps","house cuy","house dalt","house darklyn","house darry","house dayne","house dayne of high hermitage","house deddings","house dondarrion","house drinkwater","house drumm","house dustin","house egen","house erenford","house errol","house estermont","house estren","house farman","house farring","house farrow","house farwynd","house farwynd of the lonely light","house fell","house flint","house flint of flint's finger","house flint of widow's watch","house florent","house follard","house foote","house foote of nightsong","house fossoway","house fossoway of cider hall","house fossoway of new barrel","house fowler","house frey","house frey of riverrun","house gardener","house gargalen","house gaunt","house glover","house goodbrook","house goodbrother","house goodbrother of shatterstone","house gower","house graceford","house grafton","house grandison","house greenfield","house greenhill","house grell","house greyjoy","house grimm","house haigh","house harclay","house hardy","house hardyng","house harlaw","house harlaw of grey garden","house harlaw of harlaw hall","house harlaw of harridan hill","house harlaw of the tower of glimmering","house hasty","house hawick","house hayford","house heddle","house hetherspoon","house hewett","house hightower","house hoare","house hogg","house hollard","house hornwood","house horpe","house humble","house hunt","house hunter","house inchfield","house ironmaker","house ironmaker (forced marriage)","house jast","house jordayne","house karstark","house kenning of harlaw","house kenning of kayce","house kettleblack","house lannister","house lannister (de facto)","house lannister (through marriage)","house lannister guards","house lannister of casterly rock","house lannister of darry","house lannister of lannisport","house leek","house lefford","house leygood","house liddle","house locke","house longthorpe","house longwaters","house lonmouth","house lorch","house lothston","house lychester","house lydden","house lynderly","house mallery","house mallister","house manderly","house manwoody","house marbrand","house marsh","house martell","house massey","house meadows","house merlyn","house merryweather","house mertyns","house mollen","house moore","house mooton","house moreland","house mormont","house morrigen","house mudd","house mullendore","house myre","house nayland","house norcross","house norrey","house norridge","house nymeros martell","house oakheart","house of black and white","house of eraz","house of galare","house of kandaq","house of loraq","house of nakloz","house of pahl","house of reznak","house of ullhor","house osgrey","house paege","house payne","house peake","house peckledon","house pemford","house penny","house penrose","house piper","house plumm","house poole","house potter","house prestayn","house prester","house qorgyle","house rambton","house redbeard","house redfort","house redwyne","house reed","house reyne","house rhysling","house risley","house roote","house rosby","house rowan","house royce","house royce of the gates of the moon","house ruttiger","house ryger","house rykker","house ryswell","house santagar","house sarsfield","house sawyer","house seaworth","house selmy","house serry","house sharp","house shepherd","house shett of gull tower","house slynt","house smallwood","house sparr","house spicer","house stackspear","house staedmon","house stark","house staunton","house stokeworth","house stonehouse","house stonetree","house stout","house strickland","house strong","house suggs","house sunderland","house sunglass","house swann","house swyft","house tallhart","house tarbeck","house targaryen","house tarly","house tarth","house tawney","house templeton","house thenn","house thorne","house toland","house tollett","house toyne","house trant","house tully","house turnberry","house tyrell","house tyrell of brightwater keep","house tyrell of highgarden","house uffering","house uller","house umber","house vaith","house vance","house vance of atranta","house vance of wayfarer's rest","house varner","house velaryon","house vikary","house volmark","house vypren","house vyrwel","house wagstaff","house wayn","house waynwood","house weaver","house webber","house wells","house westerling","house whent","house willum","house wode","house woods","house woodwright","house woolfield","house wull","house wylde","house wynch","house wythers","house xho","house yarwyck","house yew","house yronwood","iron bank of braavos","khal drogo","king's men","kingdom of the narrow sea","kingdom of the three daughters","kingsguard","kingsguard (in songs and tales)","kingswood brotherhood","lords declarant","mance rayder","moon brothers","most devout","night's watch","night's watch ","noble and puissant order of the warrior's sons","pureborn","queen's men","queensguard","r'hllor","rainbow guard","rhaenyra targaryen","ruling council of meereen","saan family","sea watch","second sons","shavepates","sparrows","stalwart shields","stone crows","stormcrows","the brave companions","the brotherhood without banners","the citadel","the citadel (by oath)","the peach","the thirteen","the undying ones","the unsullied","thenn","three-eyed crow","two betrayers","unsullied","warrior's sons","wildling","windblown","wise masters"] diff --git a/workers/formatter/output/books.json b/workers/formatter/output/books.json new file mode 100644 index 0000000..f1437bd --- /dev/null +++ b/workers/formatter/output/books.json @@ -0,0 +1 @@ +["a clash of kings","a dance with dragons","a dance with dragons the winds of winter","a feast for crows","a game of thrones","a storm of swords","a storm of swords (appendix}","a storm of swords (mentioned","fire & blood","fire and blood","game of thrones","the hedge knight","the mystery knight","the princess and the queen","the rogue prince","the sons of the dragon","the sworn sword","the winds of winter","the world of ice & fire"] diff --git a/workers/formatter/output/culture.json b/workers/formatter/output/culture.json new file mode 100644 index 0000000..94b8306 --- /dev/null +++ b/workers/formatter/output/culture.json @@ -0,0 +1 @@ +["[ironborn]]","andals","asshai","asshai'i","astapor","astapori","braavos","braavosi","crannogmen","crownlands","crownlandsreachmen","dorne","dornish","dornish, orphans of the greenblood","dornishmen","dothraki","first men","free cities","free folk","ghiscari","ibbenese","ironborn","ironmen","lhazareen","lhazarene","lysene","lyseni","marcher","meereen","meereenese","myrish","naathi","northern mountain clans","northmen","norvos","norvoshi","pentoshi","qartheen","qohor","qohorik","reach","reachmen","rhoynar","riverlands","rivermen","sistermen","stormlander","stormlands","summer islander","summer isles","tyroshi","vale mountain clans","valemen","valyrian","westermen","westeros","westerosi"] diff --git a/workers/formatter/output/house.json b/workers/formatter/output/house.json new file mode 100644 index 0000000..cce2759 --- /dev/null +++ b/workers/formatter/output/house.json @@ -0,0 +1 @@ +["alchemists' guild","antler men","band of nine","black ears","blacks","brave companions","brotherhood without banners","burned men","chataya's brothel","citadel","city watch of king's landing","company of the cat","deserter from the night's watch","drowned god","drowned men","faceless men","faith of r'hllor","faith of the seven","golden company","good masters","graces","graces of meereen","happy port","house allyrion","house ambrose","house antaryon","house arryn","house ashford","house baelish","house baelish of the fingers","house ball","house banefort","house bar emmon","house baratheon","house baratheon of dragonstone","house baratheon of king's landing","house beesbury","house belmore","house bettley","house blackbar","house blackberry","house blackfyre","house blackmont","house blacktyde","house blackwood","house blanetree","house blount","house boggs","house bolling","house bolton","house bolton of the dreadfort","house borrell","house botley","house bracken","house brax","house broom","house brune of brownhollow","house brune of the dyre den","house buckler","house bulwer","house bushy","house butterwell","house byrch","house bywater","house cafferen","house caron","house cassel","house caswell","house celtigar","house cerwyn","house charlton","house chelsted","house chester","house chyttering","house clegane","house clifton","house cockshaw","house codd","house coldwater","house cole","house condon","house conklyn","house connington","house corbray","house costayne","house cox","house crabb","house crakehall","house crane","house cupps","house cuy","house dalt","house darklyn","house darry","house dayne","house dayne of high hermitage","house deddings","house dondarrion","house drinkwater","house drumm","house durrandon","house dustin","house egen","house erenford","house errol","house estermont","house estren","house farman","house farring","house farrow","house farwynd","house farwynd of the lonely light","house fell","house flint","house flint of widow's watch","house florent","house follard","house foote","house fossoway","house fossoway of cider hall","house fossoway of new barrel","house fowler","house frey","house frey of riverrun","house gardener","house gargalen","house gaunt","house glover","house goodbrook","house goodbrother","house goodbrother of shatterstone","house gower","house graceford","house grafton","house grandison","house greenfield","house greenhill","house grell","house greyiron","house greyjoy","house grimm","house haigh","house harclay","house hardy","house hardyng","house harlaw","house harlaw of grey garden","house harlaw of harlaw hall","house harlaw of harridan hill","house harlaw of the tower of glimmering","house hasty","house hawick","house hayford","house heddle","house hetherspoon","house hewett","house hightower","house hoare","house hogg","house hollard","house hornwood","house horpe","house humble","house hunt","house hunter","house inchfield","house ironmaker","house jast","house jordayne","house karstark","house kenning of harlaw","house kenning of kayce","house kettleblack","house lannister","house lannister of casterly rock","house lannister of lannisport","house leek","house lefford","house leygood","house liddle","house locke","house longthorpe","house longwaters","house lonmouth","house lorch","house lothston","house lychester","house lydden","house lynderly","house mallery","house mallister","house manderly","house manwoody","house marbrand","house marsh","house martell","house massey","house meadows","house merlyn","house merryweather","house mertyns","house mollen","house moore","house mooton","house moreland","house mormont","house morrigen","house mudd","house mullendore","house myre","house nayland","house norcross","house norrey","house norridge","house nymeros martell","house oakheart","house of black and white","house of galare","house of kandaq","house of loraq","house of pahl","house of reznak","house osgrey","house paege","house payne","house peake","house peckledon","house pemford","house penny","house penrose","house piper","house plumm","house poole","house potter","house prestayn","house prester","house qorgyle","house rambton","house redbeard","house redfort","house redwyne","house reed","house reyne","house rhysling","house risley","house roote","house rosby","house rowan","house royce","house royce of the gates of the moon","house ruttiger","house ryger","house rykker","house ryswell","house santagar","house sarsfield","house sawyer","house seaworth","house selmy","house serry","house sharp","house shepherd","house shett of gull tower","house slynt","house smallwood","house sparr","house spicer","house stackspear","house staedmon","house stark","house staunton","house stokeworth","house stonehouse","house stonetree","house stout","house strickland","house strong","house suggs","house sunderland","house sunglass","house swann","house swyft","house tallhart","house targaryen","house tarly","house tarth","house tawney","house templeton","house thorne","house toland","house tollett","house toyne","house trant","house tully","house turnberry","house tyrell","house tyrell of highgarden","house uffering","house uller","house umber","house vaith","house vance","house vance of atranta","house vance of wayfarer's rest","house varner","house velaryon","house vikary","house volmark","house vypren","house vyrwel","house wagstaff","house wayn","house waynwood","house weaver","house webber","house wells","house westerling","house whent","house willum","house wode","house woods","house woodwright","house woolfield","house wull","house wylde","house wynch","house wythers","house xho","house yarwyck","house yew","house yronwood","iron bank of braavos","khal drogo","kingdom of the three daughters","kingsguard","kingswood brotherhood","mance rayder","moon brothers","night's watch","night's watch ","pureborn","queensguard","r'hllor","saan family","sea watch","second sons","stone crows","stormcrows","the brave companions","the brotherhood without banners","the citadel","the citadel (by oath)","the peach","the thirteen","the undying ones","the unsullied","thenn","unsullied","wildling","windblown","wise masters"] diff --git a/workers/formatter/output/locations.json b/workers/formatter/output/locations.json new file mode 100644 index 0000000..58a74fd --- /dev/null +++ b/workers/formatter/output/locations.json @@ -0,0 +1 @@ +["barrowton","bitterbridge","blackmont","bloody gate","castle black","castle cerwyn","crakehall","craster's keep","crossroads inn","darry","deep lake","deepwood motte","dreadfort","duskendale","dyre den","eyrie","fairmarket","fist of the first men","greenguard","greyguard","greywater watch","gulltown","hammerhorn","hardhome","hayford","heart's home","high heart","hoarfrost hill","holdfast","hornwood","icemark","inn of the kneeling man","ironoaks","karhold","king's landing","lady of the leaves","last hearth","long barrow","longbow hall","lord harroway's town","lord hewett's town","maidenpool","moat cailin","mole's town","nightfort","old oak","oldstones","oxcross","pebbleton","pennytree","pyke","queenscrown","queensgate","quiet isle","redfort","rimegate","riverrun","rook's rest","runestone","rushing falls","saltpans","sarsfield","seagard","shadow tower","shandystone","sharp point","sisterton","snakewood","stone hedge","stonedance","stonedoor","strongsong","ten towers","the twins","torrhen's square","tower","tumbledown tower","tumbleton","white harbor","whitetree","widow's watch","winterfell"] diff --git a/workers/formatter/output/ml-data/chars-to-predict.json b/workers/formatter/output/ml-data/chars-to-predict.json new file mode 100644 index 0000000..371da09 --- /dev/null +++ b/workers/formatter/output/ml-data/chars-to-predict.json @@ -0,0 +1,7283 @@ +[ + { + "name": "Aegon Frey (son of Aenys)", + "male": true, + "birth": 253, + "age": 47, + "pageRank": 0.008703618873110398, + "numRelatives": 0, + "allegiances": [ + 136 + ], + "books": [ + 0, + 5, + 3, + 1 + ], + "culture": -1, + "house": 122, + "locations": [], + "titles": [], + "houseRegion": 11 + }, + { + "name": "Aeron Greyjoy", + "male": true, + "birth": 269, + "age": 31, + "pageRank": 0.12505726065048098, + "numRelatives": 0, + "allegiances": [ + 152 + ], + "books": [ + 4, + 0, + 5, + 3, + 1, + 17 + 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0.176, + 0.172, + 0.169, + 0.166, + 0.163, + 0.16, + 0.156, + 0.15, + 0.139 + ] + } + } +} \ No newline at end of file diff --git a/workers/postprocessor-bayesean-book/index.js b/workers/postprocessor-bayesean-book/index.js new file mode 100644 index 0000000..639c236 --- /dev/null +++ b/workers/postprocessor-bayesean-book/index.js @@ -0,0 +1,60 @@ +'use strict'; + +const fs = require('fs'); +const path = require('path'); + +const outfile = path.resolve(__dirname, 'book_predictions.json'); +const infile = path.resolve(__dirname, '../predictors-bayesian/predictor-bayesean-book/book_predictor_output.json'); + +function reformatOutput(predictionObject, callback) { + //onlyAlive will store alive, filtered characters + let onlyAlive = {}; + onlyAlive.attributes = predictionObject.attributes; + onlyAlive.meanBetaExp = predictionObject.meanBetaExp; + onlyAlive.characters = {}; + + for (let c of predictionObject.characters) { + if (c.alive === false) continue; + + let newChar = {}; + newChar.age = c.age; + //newChar.predictedSurvivalAge = c.predictedSurvivalAge; + //newChar.confIntervalLower = c.confIntervalLower; + //newChar.confIntervalHigher = c.confIntervalHigher; + //newChar.confIntervalConfidence = c.confIntervalConfidence; + newChar.survivalFunctionMean = c.survivalFunctionMean; + + onlyAlive.characters[c.name] = newChar; + } + + //onlyAlive is now ready, write it to a JSON + //transformer function will reduce precision, since it's not really needed + let json = JSON.stringify( + onlyAlive, + function(key, val) { + if (val.toPrecision) return +val.toPrecision(3); + else return val; + }, + 2, + ); + + fs.writeFile(outfile, json, function(err) { + //'../outputs-bayesean/processedOutputBook.json' + if (err) throw err; + callback(); + }); +} + +function reformat(callback) { + fs.readFile(infile, function(err, data) { + if (err) throw err; + let predictionObject = JSON.parse(data); + reformatOutput(predictionObject, callback); + }); +} + +exports.reformatBookOutput = reformat; + +reformat(() => { + console.log('Postprocessing book predictions complete!'); +}); diff --git a/workers/postprocessor-bayesean-show/index.js b/workers/postprocessor-bayesean-show/index.js new file mode 100644 index 0000000..112ef74 --- /dev/null +++ b/workers/postprocessor-bayesean-show/index.js @@ -0,0 +1,60 @@ +'use strict'; + +const fs = require('fs'); +const path = require('path'); + +const outfile = path.resolve(__dirname, 'show_predictions.json'); +const infile = path.resolve(__dirname, '../predictors-bayesian/predictor-bayesean-show/show_predictor_output.json'); + +function reformatOutput(predictionObject, callback) { + // onlyAlive will store alive, filtered characters + let onlyAlive = {}; + onlyAlive.attributes = predictionObject.attributes; + onlyAlive.meanBetaExp = predictionObject.meanBetaExp; + onlyAlive.characters = {}; + + for (let c of predictionObject.characters) { + if (c.alive === false) continue; + + let newChar = {}; + newChar.livedTo = c.livedTo; + // newChar.predictedSurvivalAge = c.predictedSurvivalAge; + // newChar.confIntervalLower = c.confIntervalLower; + // newChar.confIntervalHigher = c.confIntervalHigher; + // newChar.confIntervalConfidence = c.confIntervalConfidence; + newChar.survivalFunctionMean = c.survivalFunctionMean; + + onlyAlive.characters[c.name] = newChar; + } + + // onlyAlive is now ready, write it to a JSON + // transformer function will reduce precision, since it's not really needed + let json = JSON.stringify( + onlyAlive, + function(key, val) { + if (val.toPrecision) return +val.toPrecision(3); + else return val; + }, + 2, + ); + + fs.writeFile(outfile, json, function(err) { + // '../outputs-bayesean/processedOutputBook.json' + if (err) throw err; + callback(); + }); +} + +function reformat(callback) { + fs.readFile(infile, function(err, data) { + if (err) throw err; + let predictionObject = JSON.parse(data); + reformatOutput(predictionObject, callback); + }); +} + +exports.reformatShowOutput = reformat; + +reformat(() => { + console.log('Postprocessing show predictions complete!'); +}); diff --git a/workers/postprocessor-bayesean-show/show_predictions.json b/workers/postprocessor-bayesean-show/show_predictions.json new file mode 100644 index 0000000..72742da --- /dev/null +++ b/workers/postprocessor-bayesean-show/show_predictions.json @@ -0,0 +1,4884 @@ +{ + "attributes": [ + "House Arryn", + "House Baratheon of Dragonstone", + "House Baratheon of King's Landing", + "House Bolton", + "House Frey", + "House Greyjoy", + "House Lannister", + "House Martell", + "House Stark", + "House Targaryen", + "House Tarly", + "House Tully", + "House Tyrell", + "hasLovers", + "hasTitles", + "isMajor", + "isMarried", + "male" + ], + "meanBetaExp": [ + 0.56, + 1.05, + 1.32, + 0.946, + 0.864, + 0.697, + 0.551, + 1.4, + 0.618, + 0.577, + 0.372, + 1.61, + 1.58, + 0.937, + 1.13, + 0.844, + 0.443, + 2.02 + ], + "characters": { + "Sansa Stark": { + "livedTo": 8, + 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console.log('Prediction complete!'); +}); diff --git a/workers/predictors-bayesian/predictor-bayesean-book/predictor.py b/workers/predictors-bayesian/predictor-bayesean-book/predictor.py new file mode 100644 index 0000000..265955a --- /dev/null +++ b/workers/predictors-bayesian/predictor-bayesean-book/predictor.py @@ -0,0 +1,120 @@ +from matplotlib import pyplot as plt +import numpy as np +import pandas as pd +import seaborn as sns +import pymc3 as pm +from pymc3.distributions.timeseries import GaussianRandomWalk +from theano import tensor as T +import random +import json +import math +import sys + +infile = "../../formatter-bayesean-book/training_book_characters.json" +outfile = "./book_predictor_output.json" + +# read input file +df = pd.read_json(path_or_buf = infile, typ = "frame") + +# get some parameters +num_characters = df.shape[0] +characters = np.arange(num_characters) # vector 1....num_characters + +# set parameters +interval_length = 1 # discretization over interval_length-year intervals +interval_bounds = np.arange (0, df.age.max() + interval_length + 1, interval_length) # vector describing the boundaries of the intervals +n_intervals = interval_bounds.size - 1 # number of intervals, given max age +intervals = np.arange(n_intervals) # indexes of intervals in a vector + +# determine death matrix and exposure matrix +last_period = np.floor((df.age - 0.01) / interval_length).astype(int) # last period where a character was observed + +death = np.zeros((num_characters, n_intervals)) # matrix rows = chars, cols = intervals, cell = 1 if character died in this interval +death[characters, last_period]=df.isDead + +exposure = np.greater_equal.outer(df.age, interval_bounds[:-1])*interval_length # matrix rows=chars, cols=intervals, cell = number of years character was exposed to risk in this interval +exposure[characters, last_period] = df.age - interval_bounds[last_period] +exposure=exposure.astype(np.float) # keep it as a float for calculation purposes + +# too many zeroes in the exposure matrix apparently cause a lot of problems, so just replace them with sth very small +filter_func = np.vectorize(lambda v: 1e-200 if v<=0 else v) # assuming a tiny chance of dying after you're dead isn't so bad, is it? +exposure = filter_func(exposure) + +# convert the DataFrame into a numPy array (also exclude columns we don't want to have as training parameters) +df_dropped = df.drop(["age", "isDead", "name"], axis=1) +colNames = df_dropped.columns.values.tolist() # will use later when writing the prediction file +df_num=df_dropped.to_numpy().astype(float) # characters=rows, attributes=cols +num_parameters = df_num.shape[1]; + +SEED = random.randint(1,10000000) # will be used in the sampler +# create the model +with pm.Model() as model: + lambda0 = pm.Gamma('lambda0', mu=0.02, sd=0.02, shape=n_intervals) # this is a vector (base risk to die in a time slice) + beta = pm.Normal('beta', mu=0, sd=1000, shape=num_parameters) # this is a vector (one coefficient per covariate) + lambda_ = pm.Deterministic('lambda_', T.outer(T.exp(T.dot(df_num, beta)), lambda0)) # this is a matrix (risk of character(row) in a time slice(col)) + mu = pm.Deterministic('mu', exposure*lambda_) # this is also a matrix (risk = 0 if character already dead, otherwise same as lambda_) + obs = pm.Poisson('obs', mu, observed=death) + +n_samples = 1000 # both should be 1000, 100 for quick testing +n_tune = 1000 +acceptance_probability = 0.9 +num_chains = 2 +# now, sample the model +with model: + trace = pm.sample(n_samples, tune = n_tune, random_seed=SEED, chains = num_chains, nuts_kwargs = dict(target_accept=acceptance_probability)) + +# trace = samples for our trained, posterior distribution +# trace['beta'] is a matrix. Rows = all the samples, colums = sampled beta vector +# trace['lambda'] is a matrix, rows = all the samples, cols = sampled chance to die in a given time slice + +def get_dotprodfactors(params): # get the hazard multipliers (not yet exponentiated) for each step of the trace, depending on the parameters + return trace['beta'].dot(np.atleast_2d(params).transpose()) + +def calc_hazard(dotprodfactors): # calculates hazard values for each time slice up to, but not including, time, dependent on the params + return trace['lambda0']*np.exp(dotprodfactors) + +def cum_hazard(hazard): # given hazard-per-timeslice values, calculate cumulative hazard + return (interval_length*hazard).cumsum(axis=-1) + +def survival(hazard): # describes likelihood of surviving the cumulative hazard + return np.exp(-cum_hazard(hazard)) + +def survivalParams(params): # describes survival function distribution (i.e. a set of samples, each being a survival function), given some params + return survival(calc_hazard(get_dotprodfactors(params))) + +def fitAge_greater_equal(survFn, greaterThan): # how many years are equally or more probable than greaterThan? + fits = np.greater_equal(survFn, greaterThan).astype(int).sum(axis=1)*interval_length + return fits + +def fitAge_greater_equal_mean(survFn, greaterThan): + return fitAge_greater_equal(survFn, greaterThan).mean() + +def fitAge_greater_equal_last(survFn, greaterThan): + return fitAge_greater_equal(survFn, greaterThan)[-1] + +# Now construct the output file +predictions = {} # we'll write this dict to a JSON +# predictions["priorHazard"] = trace['lambda0'].mean(axis=0).astype(float).tolist() +predictions["attributes"] = colNames +beta = trace['beta'] # make a mean of all rows in the entire trace, transform the column matrix into a (single-) row matrix and get the row out +# predictions["betaExp"] = np.exp(beta).astype(float).tolist() +predictions["meanBetaExp"] = np.exp(beta.mean(axis=0)).astype(float).tolist() +predictions["characters"] = [] +# now add the survial function for every character +for i in range(0, num_characters): + ch = {} # this dict will represent the character's survival function + ch["name"] = df["name"][i] + ch["alive"] = False if df["isDead"][i] > 0 else True + ch["age"] = df["age"].astype(float)[i] + survFn= survivalParams(df_num[i, :]).astype(float) # take the i-th row of df_num for the character's parameters + # ch["predictedSurvivalAge"] = fitAge_greater_equal(survFn, 0.5).astype(float).tolist() + confidence = 0.8 + # ch["confIntervalLower"] = fitAge_greater_equal(survFn, confidence).astype(float).tolist() + # ch["confIntervalHigher"] = fitAge_greater_equal(survFn, 1-confidence).astype(float).tolist() + # ch["confIntervalConfidence"] = confidence + ch["survivalFunctionMean"] = survFn.mean(axis=0).tolist() + predictions["characters"].append(ch) + +# now write the predictions object to a file +output = open(outfile, 'w') +json.dump(predictions, output, indent=2) diff --git a/workers/predictors-bayesian/predictor-bayesean-show/index.js b/workers/predictors-bayesian/predictor-bayesean-show/index.js new file mode 100644 index 0000000..1929e96 --- /dev/null +++ b/workers/predictors-bayesian/predictor-bayesean-show/index.js @@ -0,0 +1,27 @@ +'use strict'; + +const { exec } = require('child_process'); +const path = require('path'); + +function runShowPredictor(callback) { + exec( + 'python3 predictor.py', + { + cwd: path.resolve(__dirname), + }, + (error, stdout, stderr) => { + if (error) { + throw error; + } + console.log(stdout); + console.log(stderr); + callback(); + }, + ); +} + +exports.runShowPredictor = runShowPredictor; + +runShowPredictor(() => { + console.log('Prediction complete!'); +}); diff --git a/workers/predictors-bayesian/predictor-bayesean-show/predictor.py b/workers/predictors-bayesian/predictor-bayesean-show/predictor.py new file mode 100644 index 0000000..f41c0ee --- /dev/null +++ b/workers/predictors-bayesian/predictor-bayesean-show/predictor.py @@ -0,0 +1,127 @@ +from matplotlib import pyplot as plt +import numpy as np +import pandas as pd +import seaborn as sns +import pymc3 as pm +from pymc3.distributions.timeseries import GaussianRandomWalk +from theano import tensor as T +import random +import json +import math + +infile = "../../formatter-bayesean-show/training_show_characters.json" +outfile = "./show_predictor_output.json" + +# read input file +df = pd.read_json(path_or_buf = infile, typ = "frame") + +df.livedTo += 1; # this is because having died in the n-th season still means you endured the risk of the n-th season + +# get some parameters +num_characters = df.shape[0] +characters = np.arange(num_characters) # vector 1....num_characters + +# set parameters +interval_length = 1 # discretization over interval_length-year intervals +interval_bounds = np.arange (0, df.livedTo.max() + interval_length + 1, interval_length) # vector describing the boundaries of the intervals +n_intervals = interval_bounds.size - 1 # number of intervals, given max livedTo +intervals = np.arange(n_intervals) # indexes of intervals in a vector + +# determine death matrix and exposure matrix +last_period = np.floor((df.livedTo - 0.01) / interval_length).astype(int) # last period where a character was observed + +death = np.zeros((num_characters, n_intervals)) # matrix rows = chars, cols = intervals, cell = 1 if character died in this interval +death[characters, last_period]=df.isDead + +exposure = np.greater_equal.outer(df.livedTo, interval_bounds[:-1])*interval_length # matrix rows=chars, cols=intervals, cell = number of years character was exposed to risk in this interval +exposure[characters, last_period] = df.livedTo - interval_bounds[last_period] +exposure=exposure.astype(np.float) # keep it as a float for calculation purposes + +# too many zeroes in the exposure matrix apparently cause a lot of problems, so just replace them with sth very small +filter_func = np.vectorize(lambda v: 1e-200 if v<=0 else v) # assuming a tiny chance of dying after you're dead isn't so bad, is it? +exposure = filter_func(exposure) + +# convert the DataFrame into a numPy array (also exclude columns we don't want to have as training parameters) +df_dropped = df.drop(["livedTo", "isDead", "name"], axis=1) +colNames = df_dropped.columns.values.tolist() # will use later when writing the prediction file +df_num=df_dropped.to_numpy().astype(float) # characters=rows, attributes=cols +num_parameters = df_num.shape[1]; + +SEED = random.randint(1,10000000) # will be used in the sampler +# create the model +with pm.Model() as model: + lambda0 = pm.Gamma('lambda0', mu=0.15, sd=0.1, shape=1) # this is a scalar (base chance to die per episode) + beta = pm.Normal('beta', mu=0, sd=1000, shape=num_parameters) # this is a vector (one coefficient per covariate) + lambda_ = pm.Deterministic('lambda_', T.outer(T.exp(T.dot(df_num, beta)), lambda0)) # this is a matrix (risk of character(row) in a time slice(col)) + mu = pm.Deterministic('mu', exposure*lambda_) # this is also a matrix (risk = 0 if character already dead, otherwise same as lambda_) + obs = pm.Poisson('obs', mu, observed=death) + +n_samples = 1000 # both should be 1000, 100 for quick testing +n_tune = 1000 +acceptance_probability = 0.9 +num_chains = 2 +# now, sample the model +with model: + trace = pm.sample(n_samples, tune = n_tune, random_seed=SEED, chains = num_chains, nuts_kwargs = dict(target_accept=acceptance_probability)) + +# print(trace['beta'].mean(axis = 0)) +# print(trace['lambda0']) + +beta = trace['beta'] # rows = samples, columns = coefficients +lambda0 = trace['lambda0'] # rows = samples, single column = base risk per episode + +num_slices = 50 # since lambda0 is the same for all slices, this indicates how far into the future the model must look + +def get_dotprodfactors(params): # get the hazard multipliers (not yet exponentiated) for each sample of the trace, depending on the parameters + return trace['beta'].dot(np.atleast_2d(params).transpose()) # mutliple dot products => matrix multiplication + +def calc_hazard(dotprodfactors): # calculates hazard values for each time slice up to, but not including, time, dependent on the params + return (trace['lambda0'] * np.ones(num_slices)) * np.exp(dotprodfactors) + +def cum_hazard(hazard): # given hazard-per-timeslice values, calculate cumulative hazard + return (interval_length*hazard).cumsum(axis=-1) + +def survival(hazard): # describes likelihood of surviving the cumulative hazard + return np.exp(-cum_hazard(hazard)) + +def survivalParams(params): # describes survival function distribution (i.e. a set of samples, each being a survival function), given some params + return survival(calc_hazard(get_dotprodfactors(params))) + +def fitAge_greater_equal(survFn, greaterThan): # how many years are equally or more probable than greaterThan? + fits = np.greater_equal(survFn, greaterThan).astype(int).sum(axis=1)*interval_length + return fits + +def fitAge_greater_equal_mean(survFn, greaterThan): + return fitAge_greater_equal(survFn, greaterThan).mean() + +def fitAge_greater_equal_last(survFn, greaterThan): + return fitAge_greater_equal(survFn, greaterThan)[-1] + +# Now construct the output file +predictions = {} # we'll write this dict to a JSON +# predictions["priorHazard"] = trace['lambda0'].astype(float).tolist() +predictions["attributes"] = colNames +beta = trace['beta'] # make a mean of all rows in the entire trace, transform the column matrix into a (single-) row matrix and get the row out +# predictions["betaExp"] = np.exp(beta).astype(float).tolist() +predictions["meanBetaExp"] = np.exp(beta.mean(axis=0)).astype(float).tolist() +predictions["characters"] = [] +# now add the survial function for every character +for i in range(0, num_characters): + ch = {} # this dict will represent the character's survival function + ch["name"] = df["name"][i] + ch["alive"] = False if df["isDead"][i] > 0 else True + ch["livedTo"] = df["livedTo"].astype(float)[i] + survFn= survivalParams(df_num[i, :]).astype(float) # take the i-th row of df_num for the character's parameters + fitAge50 = fitAge_greater_equal(survFn, 0.5).astype(float) + # ch["predictedSurvivalAge"] = fitAge50.tolist() + # ch["likelihoodSeason8"] = (np.sum(np.greater_equal(fitAge50, 8).astype(float)))/(n_samples*num_chains) + confidence = 0.8 + # ch["confIntervalLower"] = fitAge_greater_equal(survFn, confidence).astype(float).tolist() + # ch["confIntervalHigher"] = fitAge_greater_equal(survFn, 1-confidence).astype(float).tolist() + # ch["confIntervalConfidence"] = confidence + ch["survivalFunctionMean"] = survFn.mean(axis=0).tolist() + predictions["characters"].append(ch) + +# now write the predictions object to a file +output = open(outfile, 'w') +json.dump(predictions, output, indent=2) diff --git a/workers/predictors-bayesian/predictor-bayesean-show/show_predictor_output.json b/workers/predictors-bayesian/predictor-bayesean-show/show_predictor_output.json new file mode 100644 index 0000000..51f417b --- /dev/null +++ b/workers/predictors-bayesian/predictor-bayesean-show/show_predictor_output.json @@ -0,0 +1,12014 @@ +{ + "attributes": [ + "House Arryn", + "House Baratheon of Dragonstone", + "House Baratheon of King's Landing", + "House Bolton", + "House Frey", + "House Greyjoy", + "House Lannister", + "House Martell", + "House Stark", + "House Targaryen", + "House Tarly", + "House Tully", + "House Tyrell", + "hasLovers", + "hasTitles", + "isMajor", + "isMarried", + "male" + ], + "meanBetaExp": [ + 0.5604744290960175, + 1.0503305187465826, + 1.3247212543217866, + 0.9460600622849858, + 0.8639058290213969, + 0.6968542943188808, + 0.5507590085493286, + 1.4002587357277692, + 0.6184786034057917, + 0.5765473214941115, + 0.3715089084799708, + 1.6119165875924661, + 1.583383828067448, + 0.9367342915734468, + 1.126867427082705, + 0.8443264648366331, + 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0.23212332533203292, + 0.22550183236754026, + 0.219092092627546, + 0.21288658460926477, + 0.20687808038458466 + ] + } + ] +} diff --git a/workers/predictors-bayesian/requirements.txt b/workers/predictors-bayesian/requirements.txt new file mode 100644 index 0000000..b591319 --- /dev/null +++ b/workers/predictors-bayesian/requirements.txt @@ -0,0 +1,6 @@ +matplotlib +numpy +pandas +seaborn +pymc3 +theano diff --git a/workers/predictors-neural/README.md b/workers/predictors-neural/README.md new file mode 100644 index 0000000..cdf67f3 --- /dev/null +++ b/workers/predictors-neural/README.md @@ -0,0 +1,53 @@ +## Predictor drafts + +Note that the following information is outdated. In general, it's still correct, but some details, especially regarding which data is actually used as neural network input, massively changed. Please refer to the main readme in this project's root directory for the final elaboration on the neural network architecture. + +### Version 1 (11.03.2019) + +- Type: neural network +- Architecture + - fully connected layers + - 1102 input values --> 200 ReLU-activated neurons --> 100 ReLU-activated neurons --> 85 sigmoid-activated output neurons + - all layers with 0.5 dropout +- Input data + - dimension 0: 1.0 for male, 0.0 otherwise + - dimension 1: normalized page rank, i.e. 1.0 for highest possible page rank, value very close to 0 for lowest page rank + - numBooks (16) dimensions: one-hot vector for each book the character appeared in (i.e. 1.0 if he did, 0.0 otherwise) + - numHouses (457) dimensions: one-hot vector for the house the character is part of + - numLocations (186) dimensions: one-hot vector for the locations the character visited + - numTitles (445) dimensions: one-hot vector for the titles the character has +- Output data + - one-hot vector with 85 dimensions for every possible age (zero to 84) +- Summary + - Out of 448 characters which have at least the birth date associated with them, 285 are alive and 163 are dead (i.e. also have a death date). + - This dataset is way too small for machine learning. Although accuracy reached almost 100% during training, the network did not generalize to the alive characters, as illogical output values appeared. + - The main problem was that a character's age of death was predicted. Thus, no boundary was given that would limit this prediction to be _after_ the current year and a lot of death ages of alive characters were predicted that were before the current year. + +### Version 2 (15.03.2019) + +- Type: neural network +- Architecture + - fully connected layers + - 1199 input values --> 500 ReLU-activated neurons --> 250 ReLU-activated neurons --> 100 ReLU-activated neurons --> 1 sigmoid-activated output neuron + - all layers with 0.7 dropout +- Input data + - dimensions 0 and 1: see version 1 + - numAges (97) dimensions: one-hot vector for the current age of the character + - numBooks + numHouses + numLocations + numTitles dimensions: see version 1 +- Output data + - one value corresponding to the probability that the character is dead by that age +- Summary + - The data indicates percentage likelihood of survival (PLOS), not of death. Transforming one into the other is just `1 - x` though. + - It's now possible to see changes in the PLOS over the years. These predictions may be plotted to correspond to the future seasons. + - There is one input vector for each possible age for each character, leading to 15974 vectors in total. + - The predicted output for those characters makes sense, sometimes trends are visible (e.g. increasing or decreasing PLOS over time). + +### Version 3 (18.03.2019) + +- Type, architecture and input data like in version 2 (just with 750 ReLU-activated neurons at the front and 0.9 dropout) +- Output data like in version 1 (just with 97 different ages) +- Summary + - The results are similar to version 2, but should definitely be falling over time, as that's how the training datasets were formatted. That is, the training labels indicate how many more years the character is going to live and have a 1.0 at every position the character is still alive at. + - This prevents illogical results from appearing, as the character's current age is one part of the input and the number of years he has still left to live is output. + - It's strange that the predictions never exceed 63.87% for any character in any year. + - It will be necessary to discuss which threshold will define the prediction for the year the character will die in. Maybe when the value drops below 50%? Alternatively, no such specific prediction will be made at all, but the user will just see the PLOSs for every future year. diff --git a/workers/predictors-neural/common/__init__.py b/workers/predictors-neural/common/__init__.py new file mode 100644 index 0000000..4985e05 --- /dev/null +++ b/workers/predictors-neural/common/__init__.py @@ -0,0 +1 @@ +# predictors-neural diff --git a/workers/predictors-neural/common/config.py b/workers/predictors-neural/common/config.py new file mode 100644 index 0000000..a0be024 --- /dev/null +++ b/workers/predictors-neural/common/config.py @@ -0,0 +1,2 @@ +GOT_CURRENT_YEAR_BOOK = 300 +GOT_CURRENT_YEAR_SHOW = 305 diff --git a/workers/predictors-neural/common/utils.py b/workers/predictors-neural/common/utils.py new file mode 100644 index 0000000..edaf94d --- /dev/null +++ b/workers/predictors-neural/common/utils.py @@ -0,0 +1,54 @@ +import os +import json +import math +import struct +import zlib +import io +import numpy as np +import __main__ + + + +# some global constants +dirname = os.path.dirname(__file__) +dirnameMain = os.path.dirname(__main__.__file__) + + + +def readMLDataFile(worker, name): + with open(os.path.join(dirname, "../../" + worker + "/output/ml-data/" + name + ".json"), "r") as f: + return json.load(f) + +def readBookMLDataFile(name): + return readMLDataFile("formatter", name) + +def readShowMLDataFile(name): + return readMLDataFile("formatter-show", name) + + + +def readFormattedBinaryMLByteArray(f): + num, = struct.unpack(" {}); diff --git a/workers/uploader-predictions-bayesean/index.js b/workers/uploader-predictions-bayesean/index.js new file mode 100644 index 0000000..f6ee77c --- /dev/null +++ b/workers/uploader-predictions-bayesean/index.js @@ -0,0 +1,88 @@ +const utils = require('../common/utils'); +const config = require('../common/config'); + +async function updatePredictions(callback) { + let [bookPred, showPred, characters] = await Promise.all([ + utils.loadBayeseanPredictionsBook(), + utils.loadBayeseanPredictionsShow(), + utils.loadBookData('characters'), + ]); + const updater = await new utils.APIUpdater().init(); + + // book coefficients + let bookAttrs = bookPred.attributes; + let bookMeanBetaExp = bookPred.meanBetaExp; + let bookCoefficients = {}; + for (let i = 0; i < bookAttrs.length; i++) { + bookCoefficients[bookAttrs[i]] = bookMeanBetaExp[i]; + } + + // upload book coefficients + console.log(await updater.updateBayeseanAttributes('book', bookCoefficients)); + + // book predictions + for (let name in bookPred.characters) { + // find date of birth + let birth = -100; + for (let c of characters) { + if (c.name === name) { + birth = c.birth; + break; + } + } + if (birth === -100 || birth === undefined || birth === null) { + // invalid data, can't make a predictions + continue; + } + + let ch = bookPred.characters[name]; + + // PLOD for the current year + 1 + let plod = 1; + if (ch.survivalFunctionMean.length > config.GOT_CURRENT_YEAR_BOOK + 1 - birth) { + plod = 1 - ch.survivalFunctionMean[config.GOT_CURRENT_YEAR_BOOK + 1 - birth]; + } + + let survFnStart = config.GOT_CURRENT_YEAR_BOOK; + let survFn = ch.survivalFunctionMean.slice(config.GOT_CURRENT_YEAR_BOOK - birth, config.GOT_CURRENT_YEAR_BOOK - birth + 21); + + // update predictions online + console.log(await updater.updatePLODLongevity('book', name, survFn, survFnStart, plod)); + } + + // show coefficients + let showAttrs = showPred.attributes; + let showMeanBetaExp = showPred.meanBetaExp; + let showCoefficients = {}; + for (let i = 0; i < showAttrs.length; i++) { + showCoefficients[showAttrs[i]] = showMeanBetaExp[i]; + } + + // upload show coefficients + console.log(await updater.updateBayeseanAttributes('show', showCoefficients)); + + // show predictions + for (let name in showPred.characters) { + // this is somewhat simpler... + let survFnStart = config.GOT_CURRENT_YEAR_SHOW; + let ch = showPred.characters[name]; + let plod = 1 - ch.survivalFunctionMean[config.GOT_CURRENT_YEAR_SHOW + 1 - config.GOT_SHOW_BEGIN]; // guaranteed to have that + let survFn = ch.survivalFunctionMean.slice( + config.GOT_CURRENT_YEAR_SHOW - config.GOT_SHOW_BEGIN, + config.GOT_CURRENT_YEAR_SHOW - config.GOT_SHOW_BEGIN + 21, + ); + + // update predictions online + console.log(await updater.updatePLODLongevity('show', name, survFn, survFnStart, plod)); + } + + // output some final statistics + console.log(`successfully updated ${Object.keys(bookPred).length} book predictions`); + console.log(`successfully updated ${Object.keys(showPred).length} show predictions`); + + callback(); +} + +exports.updateBayeseanPredictions = updatePredictions; + +updatePredictions(() => {}); diff --git a/workers/uploader-predictions/index.js b/workers/uploader-predictions/index.js new file mode 100644 index 0000000..80aba17 --- /dev/null +++ b/workers/uploader-predictions/index.js @@ -0,0 +1,21 @@ +const utils = require('../common/utils'); +const config = require('../common/config'); + +(async () => { + const [bookPred, showPred] = await Promise.all([utils.loadPredictionsBook(), utils.loadPredictionsShow()]); + const updater = await new utils.APIUpdater().init(); + + // update book predictions on server + for (let name in bookPred) { + console.log(await updater.updatePLODLongevity('book', name, bookPred[name], config.GOT_CURRENT_YEAR_BOOK, 1 - bookPred[name][0])); + } + + // update show predictions on server + for (let name in showPred) { + console.log(await updater.updatePLODLongevity('show', name, showPred[name], config.GOT_CURRENT_YEAR_SHOW, 1 - showPred[name][0])); + } + + // output some final statistics + console.log(`successfully updated ${Object.keys(bookPred).length} book predictions`); + console.log(`successfully updated ${Object.keys(showPred).length} show predictions`); +})();