diff --git a/categorize.js b/categorize.js index e3749e2..cd4578f 100644 --- a/categorize.js +++ b/categorize.js @@ -42,8 +42,6 @@ const HITS = Math.floor(30000 + Math.random() * 2000); const canonicalItem = stores.billa.getCanonical(item); canonicalItem.categoryCode = `${categoryCode}${subCategoryCode}`; canonicalItem.categoryName = `${categoryName.name} > ${subCategoryName}`; - if (canonicalItem.name.toLowerCase().indexOf("erdapfel")) canonicalItem.name + " kartoffel"; - if (canonicalItem.name.toLowerCase().indexOf("erdäpfel")) canonicalItem.name + " kartoffeln"; subCategory.items.push(canonicalItem); } catch (e) { // Ignore super tiles @@ -64,24 +62,26 @@ const HITS = Math.floor(30000 + Math.random() * 2000); for (const category of categories) { for (const subCategory of category.subCategories) { for (const item of subCategory.items) { + if (item.name.toLowerCase().indexOf("erdapfel") >= 0) item.name += " kartoffel"; + if (item.name.toLowerCase().indexOf("erdäpfel") >= 0) item.name += " kartoffeln"; items.push(item); lookup[item.id] = item; } } } - const vectorize = true; + const useUnits = true; console.log("Vectorizing items"); - siteUtils.vectorizeItems(items, vectorize); + siteUtils.vectorizeItems(items, useUnits); console.log("Categorizing items"); const file = process?.argv?.[2] ?? "site/data/momentum-cart.json"; let momentumItems = analysis.readJSON(file); if (momentumItems.items) momentumItems = momentumItems.items; - siteUtils.vectorizeItems(momentumItems, vectorize); + siteUtils.vectorizeItems(momentumItems, useUnits); const start = performance.now(); for (const item of momentumItems) { - const similar = siteUtils.findMostSimilarItems(item, items, 9); + const similar = siteUtils.findMostSimilarItems(item, items, 9, (ref, other) => ref.unit == other.unit); console.log(`${item.name}`); similar.sort((a, b) => b.similarity - a.similarity); similar.forEach((s) => console.log(`${s.item.categoryName}, ${s.item.name}, ${s.similarity}`)); diff --git a/site/data/momentum-cart.json b/site/data/momentum-cart.json index 8083b74..444144f 100644 --- a/site/data/momentum-cart.json +++ b/site/data/momentum-cart.json @@ -4,16 +4,56 @@ { "store": "spar", "id": "8799317032961", - "sparId": "1829037", "name": "S-BUDGET Kartoffeln", "price": 4.49, "priceHistory": [ { - "date": "2023-05-15", + "date": "2023-01-14", "price": 4.49 + }, + { + "date": "2022-12-03", + "price": 3.99 + }, + { + "date": "2020-07-21", + "price": 2.99 + }, + { + "date": "2020-07-13", + "price": 3.69 + }, + { + "date": "2020-07-06", + "price": 3.99 + }, + { + "date": "2020-03-07", + "price": 2.99 } ], - "unit": "5 KG" + "isWeighted": false, + "unit": "g", + "quantity": 5000, + "bio": false, + "url": "https://www.interspar.at/shop/lebensmittel/s-budget-kartoffeln/p/1829037", + "search": "s-budget kartoffeln 5000 g", + "numPrices": 6, + "priceOldest": 2.99, + "dateOldest": "2020-03-07", + "date": "2023-01-14", + "price1": 3.99, + "date1": "2022-12-03", + "price2": 2.99, + "date2": "2020-07-21", + "price3": 3.69, + "date3": "2020-07-13", + "price4": 3.99, + "date4": "2020-07-06", + "price5": 2.99, + "date5": "2020-03-07", + "highestBefore": 3.99, + "lowestBefore": 2.99 }, { "store": "billa", @@ -24,23 +64,98 @@ { "date": "2023-05-15", "price": 4.49 + }, + { + "date": "2020-03-07", + "price": 2.99 } ], - "unit": "5 kg Sack" + "isWeighted": false, + "unit": "g", + "quantity": 5000, + "bio": false, + "url": "https://shop.billa.at/produkte/clever-erdaepfel-festkochend/00-89536", + "search": "clever erdäpfel festkochend aus österreich 5000 g", + "numPrices": 2, + "priceOldest": 2.99, + "dateOldest": "2020-03-07", + "date": "2023-05-15", + "price1": 2.99, + "date1": "2020-03-07", + "highestBefore": 2.99, + "lowestBefore": 2.99 }, { "store": "spar", "id": "8800163332097", - "sparId": "6713805", "name": "S-BUDGET Birnen Conference 1 KG", "price": 2.19, "priceHistory": [ { - "date": "2023-05-15", + "date": "2023-04-15", "price": 2.19 + }, + { + "date": "2023-02-04", + "price": 1.79 + }, + { + "date": "2023-01-21", + "price": 1.49 + }, + { + "date": "2022-12-03", + "price": 1.99 + }, + { + "date": "2020-07-06", + "price": 2.29 + }, + { + "date": "2020-06-17", + "price": 2.19 + }, + { + "date": "2020-06-04", + "price": 1.99 + }, + { + "date": "2020-04-23", + "price": 1.79 + }, + { + "date": "2020-03-07", + "price": 1.59 } ], - "unit": "1 KG" + "isWeighted": false, + "unit": "g", + "quantity": 1000, + "bio": false, + "url": "https://www.interspar.at/shop/lebensmittel/s-budget-birnen-conference-1-kg/p/6713805", + "search": "s-budget birnen conference 1 kg 1000 g", + "numPrices": 9, + "priceOldest": 1.59, + "dateOldest": "2020-03-07", + "date": "2023-04-15", + "price1": 1.79, + "date1": "2023-02-04", + "price2": 1.49, + "date2": "2023-01-21", + "price3": 1.99, + "date3": "2022-12-03", + "price4": 2.29, + "date4": "2020-07-06", + "price5": 2.19, + "date5": "2020-06-17", + "price6": 1.99, + "date6": "2020-06-04", + "price7": 1.79, + "date7": "2020-04-23", + "price8": 1.59, + "date8": "2020-03-07", + "highestBefore": 2.29, + "lowestBefore": 1.49 }, { "store": "billa", @@ -51,14 +166,78 @@ { "date": "2023-05-15", "price": 2.19 + }, + { + "date": "2020-07-28", + "price": 1.79 + }, + { + "date": "2020-07-21", + "price": 2.29 + }, + { + "date": "2020-07-13", + "price": 2.19 + }, + { + "date": "2020-07-01", + "price": 2.29 + }, + { + "date": "2020-05-21", + "price": 2.19 + }, + { + "date": "2020-04-10", + "price": 1.79 + }, + { + "date": "2020-04-01", + "price": 1.59 + }, + { + "date": "2020-03-20", + "price": 1.79 + }, + { + "date": "2020-03-07", + "price": 1.59 } ], - "unit": "1 kg Becher" + "isWeighted": false, + "unit": "g", + "quantity": 1000, + "bio": false, + "url": "https://shop.billa.at/produkte/clever-birnen-aus-oesterreich-italien-spanien/00-89316", + "search": "clever birnen aus österreich / italien / spanien 1000 g", + "numPrices": 10, + "priceOldest": 1.59, + "dateOldest": "2020-03-07", + "date": "2023-05-15", + "price1": 1.79, + "date1": "2020-07-28", + "price2": 2.29, + "date2": "2020-07-21", + "price3": 2.19, + "date3": "2020-07-13", + "price4": 2.29, + "date4": "2020-07-01", + "price5": 2.19, + "date5": "2020-05-21", + "price6": 1.79, + "date6": "2020-04-10", + "price7": 1.59, + "date7": "2020-04-01", + "price8": 1.79, + "date8": "2020-03-20", + "price9": 1.59, + "date9": "2020-03-07", + "highestBefore": 2.29, + "lowestBefore": 1.59 }, { "store": "spar", "id": "8800163168257", - "sparId": "6707439", "name": "S-BUDGET Cherrytomate an der Rispe", "price": 2.49, "priceHistory": [ @@ -67,18 +246,107 @@ "price": 2.49 }, { - "date": "2023-05-15", + "date": "2023-04-29", "price": 2.79 + }, + { + "date": "2023-03-18", + "price": 2.49 + }, + { + "date": "2023-02-25", + "price": 2.99 + }, + { + "date": "2023-02-18", + "price": 1.79 + }, + { + "date": "2023-02-11", + "price": 2.49 + }, + { + "date": "2023-02-04", + "price": 1.99 + }, + { + "date": "2023-01-28", + "price": 1.79 + }, + { + "date": "2023-01-14", + "price": 1.99 + }, + { + "date": "2023-01-07", + "price": 1 + }, + { + "date": "2022-12-03", + "price": 2.49 + }, + { + "date": "2020-07-21", + "price": 1.79 + }, + { + "date": "2020-04-17", + "price": 1.49 + }, + { + "date": "2020-03-25", + "price": 1.79 + }, + { + "date": "2020-03-07", + "price": 1.49 } ], - "unit": "500 G" + "isWeighted": false, + "unit": "g", + "quantity": 500, + "bio": false, + "url": "https://www.interspar.at/shop/lebensmittel/s-budget-cherrytomate-an-der-rispe/p/6707439", + "search": "s-budget cherrytomate an der rispe 500 g", + "numPrices": 15, + "priceOldest": 1.49, + "dateOldest": "2020-03-07", + "date": "2023-05-22", + "price1": 2.79, + "date1": "2023-04-29", + "price2": 2.49, + "date2": "2023-03-18", + "price3": 2.99, + "date3": "2023-02-25", + "price4": 1.79, + "date4": "2023-02-18", + "price5": 2.49, + "date5": "2023-02-11", + "price6": 1.99, + "date6": "2023-02-04", + "price7": 1.79, + "date7": "2023-01-28", + "price8": 1.99, + "date8": "2023-01-14", + "price9": 1, + "date9": "2023-01-07", + "highestBefore": 2.99, + "lowestBefore": 1 }, { "store": "billa", "id": "00-410026", "name": "Clever Cherrytomaten aus Spanien / Italien / Marokko", - "price": 2.19, + "price": 2.16, "priceHistory": [ + { + "date": "2023-06-04", + "price": 2.16 + }, + { + "date": "2023-05-31", + "price": 2.29 + }, { "date": "2023-05-16", "price": 2.19 @@ -86,23 +354,110 @@ { "date": "2023-05-15", "price": 2.29 + }, + { + "date": "2020-07-06", + "price": 1.69 + }, + { + "date": "2020-05-27", + "price": 1.19 + }, + { + "date": "2020-03-07", + "price": 1.49 } ], - "unit": "500 g Becher" + "isWeighted": false, + "unit": "g", + "quantity": 500, + "bio": false, + "url": "https://shop.billa.at/produkte/clever-cherrytomaten-aus-spanien-italien-marokko/00-410026", + "search": "clever cherrytomaten aus spanien / italien / marokko 500 g", + "numPrices": 7, + "priceOldest": 1.49, + "dateOldest": "2020-03-07", + "date": "2023-06-04", + "price1": 2.29, + "date1": "2023-05-31", + "price2": 2.19, + "date2": "2023-05-16", + "price3": 2.29, + "date3": "2023-05-15", + "price4": 1.69, + "date4": "2020-07-06", + "price5": 1.19, + "date5": "2020-05-27", + "price6": 1.49, + "date6": "2020-03-07", + "highestBefore": 2.29, + "lowestBefore": 1.19 }, { "store": "spar", "id": "8799971246081", - "sparId": "6725440", "name": "S-BUDGET Apfel rot Gala 2 kg", - "price": 2.49, + "price": 2.69, "priceHistory": [ { - "date": "2023-05-15", + "date": "2023-05-29", + "price": 2.69 + }, + { + "date": "2022-12-10", "price": 2.49 + }, + { + "date": "2022-12-03", + "price": 2.59 + }, + { + "date": "2020-07-06", + "price": 2.79 + }, + { + "date": "2020-06-04", + "price": 2.59 + }, + { + "date": "2020-05-21", + "price": 2.49 + }, + { + "date": "2020-04-23", + "price": 2.29 + }, + { + "date": "2020-03-07", + "price": 2.19 } ], - "unit": "2 KG" + "isWeighted": false, + "unit": "g", + "quantity": 2000, + "bio": false, + "url": "https://www.interspar.at/shop/lebensmittel/s-budget-apfel-rot-gala-2-kg/p/6725440", + "search": "s-budget apfel rot gala 2 kg 2000 g", + "numPrices": 8, + "priceOldest": 2.19, + "dateOldest": "2020-03-07", + "date": "2023-05-29", + "price1": 2.49, + "date1": "2022-12-10", + "price2": 2.59, + "date2": "2022-12-03", + "price3": 2.79, + "date3": "2020-07-06", + "price4": 2.59, + "date4": "2020-06-04", + "price5": 2.49, + "date5": "2020-05-21", + "price6": 2.29, + "date6": "2020-04-23", + "price7": 2.19, + "date7": "2020-03-07", + "highestBefore": 2.79, + "lowestBefore": 2.19 }, { "store": "billa", @@ -117,23 +472,94 @@ { "date": "2023-05-15", "price": 2.49 + }, + { + "date": "2020-06-17", + "price": 2.99 + }, + { + "date": "2020-05-13", + "price": 2.59 + }, + { + "date": "2020-04-01", + "price": 2.29 + }, + { + "date": "2020-03-07", + "price": 2.19 } ], - "unit": "2 kg Sack" + "isWeighted": false, + "unit": "g", + "quantity": 2000, + "bio": false, + "url": "https://shop.billa.at/produkte/clever-apfel-rot/00-89280", + "search": "clever apfel rot aus österreich 2000 g", + "numPrices": 6, + "priceOldest": 2.19, + "dateOldest": "2020-03-07", + "date": "2023-05-16", + "price1": 2.49, + "date1": "2023-05-15", + "price2": 2.99, + "date2": "2020-06-17", + "price3": 2.59, + "date3": "2020-05-13", + "price4": 2.29, + "date4": "2020-04-01", + "price5": 2.19, + "date5": "2020-03-07", + "highestBefore": 2.99, + "lowestBefore": 2.19 }, { "store": "spar", "id": "8798732156929", - "sparId": "1386776", "name": "S-BUDGET Cremejogurt Kaffee", "price": 0.45, "priceHistory": [ { - "date": "2023-05-15", + "date": "2023-04-15", "price": 0.45 + }, + { + "date": "2022-12-03", + "price": 0.49 + }, + { + "date": "2020-04-28", + "price": 0.39 + }, + { + "date": "2020-03-10", + "price": 0.42 + }, + { + "date": "2020-03-07", + "price": 0.39 } ], - "unit": "150 G" + "isWeighted": false, + "unit": "g", + "quantity": 150, + "bio": false, + "url": "https://www.interspar.at/shop/lebensmittel/s-budget-cremejogurt-kaffee/p/1386776", + "search": "s-budget cremejogurt kaffee 150 g", + "numPrices": 5, + "priceOldest": 0.39, + "dateOldest": "2020-03-07", + "date": "2023-04-15", + "price1": 0.49, + "date1": "2022-12-03", + "price2": 0.39, + "date2": "2020-04-28", + "price3": 0.42, + "date3": "2020-03-10", + "price4": 0.39, + "date4": "2020-03-07", + "highestBefore": 0.49, + "lowestBefore": 0.39 }, { "store": "billa", @@ -144,23 +570,68 @@ { "date": "2023-05-15", "price": 0.45 + }, + { + "date": "2020-03-20", + "price": 0.37 + }, + { + "date": "2020-03-07", + "price": 0.39 } ], - "unit": "180 Gramm Becher" + "isWeighted": false, + "unit": "g", + "quantity": 180, + "bio": false, + "url": "https://shop.billa.at/produkte/clever-joghurt-kaffee/00-655232", + "search": "clever joghurt kaffee 180 g", + "numPrices": 3, + "priceOldest": 0.39, + "dateOldest": "2020-03-07", + "date": "2023-05-15", + "price1": 0.37, + "date1": "2020-03-20", + "price2": 0.39, + "date2": "2020-03-07", + "highestBefore": 0.39, + "lowestBefore": 0.37 }, { "store": "spar", "id": "8804063412225", - "sparId": "2020002923822", "name": "S-BUDGET Schoko-Eis", "price": 2.29, "priceHistory": [ { - "date": "2023-05-15", + "date": "2023-03-25", "price": 2.29 + }, + { + "date": "2022-12-03", + "price": 1.89 + }, + { + "date": "2020-03-07", + "price": 1.49 } ], - "unit": "1 L" + "isWeighted": false, + "unit": "ml", + "quantity": 1000, + "bio": false, + "url": "https://www.interspar.at/shop/lebensmittel/s-budget-schoko-eis/p/2020002923822", + "search": "s-budget schoko-eis 1000 ml", + "numPrices": 3, + "priceOldest": 1.49, + "dateOldest": "2020-03-07", + "date": "2023-03-25", + "price1": 1.89, + "date1": "2022-12-03", + "price2": 1.49, + "date2": "2020-03-07", + "highestBefore": 1.89, + "lowestBefore": 1.49 }, { "store": "billa", @@ -171,23 +642,74 @@ { "date": "2023-05-15", "price": 2.29 + }, + { + "date": "2020-03-07", + "price": 1.49 } ], - "unit": "1000 Milliliter Packung" + "isWeighted": false, + "unit": "ml", + "quantity": 1000, + "bio": false, + "url": "https://shop.billa.at/produkte/clever-schokoladen-eis/00-624939", + "search": "clever schokoladen eis 1000 ml", + "numPrices": 2, + "priceOldest": 1.49, + "dateOldest": "2020-03-07", + "date": "2023-05-15", + "price1": 1.49, + "date1": "2020-03-07", + "highestBefore": 1.49, + "lowestBefore": 1.49 }, { "store": "spar", "id": "8799209357313", - "sparId": "1651461", "name": "S-BUDGET Schokopudding mit Sahne", "price": 0.49, "priceHistory": [ { - "date": "2023-05-15", + "date": "2022-12-31", "price": 0.49 + }, + { + "date": "2022-12-03", + "price": 0.45 + }, + { + "date": "2020-04-28", + "price": 0.27 + }, + { + "date": "2020-03-10", + "price": 0.29 + }, + { + "date": "2020-03-07", + "price": 0.27 } ], - "unit": "200 G" + "isWeighted": false, + "unit": "g", + "quantity": 200, + "bio": false, + "url": "https://www.interspar.at/shop/lebensmittel/s-budget-schokopudding-mit-sahne/p/1651461", + "search": "s-budget schokopudding mit sahne 200 g", + "numPrices": 5, + "priceOldest": 0.27, + "dateOldest": "2020-03-07", + "date": "2022-12-31", + "price1": 0.45, + "date1": "2022-12-03", + "price2": 0.27, + "date2": "2020-04-28", + "price3": 0.29, + "date3": "2020-03-10", + "price4": 0.27, + "date4": "2020-03-07", + "highestBefore": 0.45, + "lowestBefore": 0.27 }, { "store": "billa", @@ -198,23 +720,80 @@ { "date": "2023-05-15", "price": 0.49 + }, + { + "date": "2020-04-23", + "price": 0.27 + }, + { + "date": "2020-03-07", + "price": 0.29 } ], - 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"search": "clever tomaten getrocknet 280 g", + "numPrices": 2, + "priceOldest": 1.59, + "dateOldest": "2020-03-07", + "date": "2023-05-15", + "price1": 1.59, + "date1": "2020-03-07", + "highestBefore": 1.59, + "lowestBefore": 1.59 } ] } \ No newline at end of file diff --git a/site/utils.js b/site/utils.js index 812ab21..a8f5fd7 100644 --- a/site/utils.js +++ b/site/utils.js @@ -1160,11 +1160,12 @@ function findMostSimilarItem(refItem, items) { }; } -function findMostSimilarItems(refItem, items, k = 5) { +function findMostSimilarItems(refItem, items, k = 5, accept = (ref, item) => true) { let topSimilarItems = []; let topSimilarities = []; items.forEach((item, idx) => { + if (!accept(refItem, item)) return; let similarity = dotProduct(refItem.vector, item.vector); if (topSimilarItems.length < k) { @@ -1205,19 +1206,24 @@ function similaritySortItems(items) { return sortedItems; } -function vectorizeItems(items, useUnit = true) { - items.forEach((item) => { - let name = item.name - .toLowerCase() - .replace(/[^\w\s]|_/g, "") - .replace("-", " "); - item.tokens = name.split(/\s+/).map((token) => stem(token)); - if (useUnit) { - if (item.quantity) item.tokens.push("" + item.quantity); - if (item.unit) item.tokens.push(item.unit); - } - item.vector = vector(item.tokens); - }); +function vectorizeItem(item, useUnit = true) { + let name = item.name + .toLowerCase() + .replace(/[^\w\s]|_/g, "") + .replace("-", " "); + item.tokens = name + .split(/\s+/) + .filter((token) => !globalStopwords.includes(token)) + .map((token) => stem(token)); + if (useUnit) { + if (item.quantity) item.tokens.push("" + item.quantity); + if (item.unit) item.tokens.push(item.unit); + } + item.vector = vector(item.tokens); +} + +function vectorizeItems(items, useUnit = true, accept = () => {}) { + items.forEach((item) => vectorizeItem(item, useUnit)); } function isMobile() { @@ -1232,6 +1238,7 @@ try { exports.scaleVector = scaleVector; exports.normalizeVector = normalizeVector; exports.stem = stem; + exports.vectorizeItem = vectorizeItem; exports.vectorizeItems = vectorizeItems; exports.findMostSimilarItem = findMostSimilarItem; exports.findMostSimilarItems = findMostSimilarItems; @@ -1262,3 +1269,712 @@ if (typeof window !== "undefined") { } setupLiveEdit(); } + +const globalStopwords = [ + "ab", + "aber", + "alle", + "allein", + "allem", + "allen", + "aller", + "allerdings", + "allerlei", + "alles", + "allmählich", + "allzu", + "als", + "alsbald", + "also", + "am", + "an", + "and", + "ander", + "andere", + "anderem", + "anderen", + "anderer", + "andererseits", + "anderes", + "anderm", + "andern", + "andernfalls", + "anders", + "anstatt", + "auch", + "auf", + "aus", + "ausgenommen", + "ausser", + "ausserdem", + "außer", + "außerdem", + "außerhalb", + "bald", + "bei", + "beide", + "beiden", + "beiderlei", + "beides", + "beim", + "beinahe", + "bereits", + "besonders", + "besser", + "beträchtlich", + "bevor", + "bezüglich", + "bin", + "bis", + "bisher", + "bislang", + "bist", + "bloß", + "bsp.", + "bzw", + "ca", + "ca.", + "content", + "da", + "dabei", + "dadurch", + "dafür", + "dagegen", + "daher", + "dahin", + "damals", + "damit", + "danach", + "daneben", + "dann", + "daran", + "darauf", + "daraus", + "darin", + "darum", + "darunter", + "darüber", + "darüberhinaus", + "das", + "dass", + "dasselbe", + "davon", + "davor", + "dazu", + "daß", + "dein", + "deine", + "deinem", + "deinen", + "deiner", + "deines", + "dem", + "demnach", + "demselben", + "den", + "denen", + "denn", + "dennoch", + "denselben", + "der", + "derart", + "derartig", + "derem", + "deren", + "derer", + "derjenige", + "derjenigen", + "derselbe", + "derselben", + "derzeit", + "des", + "deshalb", + "desselben", + "dessen", + "desto", + "deswegen", + "dich", + "die", + "diejenige", + "dies", + "diese", + "dieselbe", + "dieselben", + "diesem", + "diesen", + "dieser", + "dieses", + "diesseits", + "dir", + "direkt", + "direkte", + "direkten", + "direkter", + "doch", + "dort", + "dorther", + "dorthin", + "drauf", + "drin", + "drunter", + "drüber", + "du", + "dunklen", + "durch", + "durchaus", + "eben", + "ebenfalls", + "ebenso", + "eher", + "eigenen", + "eigenes", + "eigentlich", + "ein", + "eine", + "einem", + "einen", + "einer", + "einerseits", + "eines", + "einfach", + "einführen", + "einführte", + "einführten", + "eingesetzt", + "einig", + "einige", + "einigem", + "einigen", + "einiger", + "einigermaßen", + "einiges", + "einmal", + "eins", + "einseitig", + "einseitige", + "einseitigen", + "einseitiger", + "einst", + "einstmals", + "einzig", + "entsprechend", + "entweder", + "er", + "erst", + "es", + "etc", + "etliche", + "etwa", + "etwas", + "euch", + "euer", + "eure", + "eurem", + "euren", + "eurer", + "eures", + "falls", + "fast", + "ferner", + "folgende", + "folgenden", + "folgender", + "folgendes", + "folglich", + "fuer", + "für", + "gab", + "ganze", + "ganzem", + "ganzen", + "ganzer", + "ganzes", + "gar", + "gegen", + "gemäss", + "ggf", + "gleich", + "gleichwohl", + "gleichzeitig", + "glücklicherweise", + "gänzlich", + "hab", + "habe", + "haben", + "haette", + "hast", + "hat", + "hatte", + "hatten", + "hattest", + "hattet", + "heraus", + "herein", + "hier", + "hier", + "hinter", + "hiermit", + "hiesige", + "hin", + "hinein", + "hinten", + "hinter", + "hinterher", + "http", + "hätt", + "hätte", + "hätten", + "höchstens", + "ich", + "igitt", + "ihm", + "ihn", + "ihnen", + "ihr", + "ihre", + "ihrem", + "ihren", + "ihrer", + "ihres", + "im", + "immer", + "immerhin", + "in", + "indem", + "indessen", + "infolge", + "innen", + "innerhalb", + "ins", + "insofern", + "inzwischen", + "irgend", + "irgendeine", + "irgendwas", + "irgendwen", + "irgendwer", + "irgendwie", + "irgendwo", + "ist", + "ja", + "je", + "jed", + "jede", + "jedem", + "jeden", + "jedenfalls", + "jeder", + "jederlei", + "jedes", + "jedoch", + "jemand", + "jene", + "jenem", + "jenen", + "jener", + "jenes", + "jenseits", + "jetzt", + "jährig", + "jährige", + "jährigen", + "jähriges", + "kam", + "kann", + "kannst", + "kaum", + "kein", + "keine", + "keinem", + "keinen", + "keiner", + "keinerlei", + "keines", + "keineswegs", + "klar", + "klare", + "klaren", + "klares", + "klein", + "kleinen", + "kleiner", + "kleines", + "koennen", + "koennt", + "koennte", + "koennten", + "komme", + "kommen", + "kommt", + "konkret", + "konkrete", + "konkreten", + "konkreter", + "konkretes", + "können", + "könnt", + "künftig", + "leider", + "machen", + "man", + "manche", + "manchem", + "manchen", + "mancher", + "mancherorts", + "manches", + "manchmal", + "mehr", + "mehrere", + "mein", + "meine", + "meinem", + "meinen", + "meiner", + "meines", + "mich", + "mir", + "mit", + "mithin", + "muessen", + "muesst", + "muesste", + "muss", + "musst", + "musste", + "mussten", + "muß", + "mußt", + "müssen", + "müsste", + "müssten", + "müßt", + "müßte", + "nach", + "nachdem", + "nachher", + "nachhinein", + "nahm", + "natürlich", + "neben", + "nebenan", + "nehmen", + "nein", + "nicht", + "nichts", + "nie", + "niemals", + "niemand", + "nirgends", + "nirgendwo", + "noch", + "nun", + "nur", + "nächste", + "nämlich", + "nötigenfalls", + "ob", + "oben", + "oberhalb", + "obgleich", + "obschon", + "obwohl", + "oder", + "oft", + "per", + "plötzlich", + "schließlich", + "schon", + "sehr", + "sehrwohl", + "seid", + "sein", + "seine", + "seinem", + "seinen", + "seiner", + "seines", + "seit", + "seitdem", + "seither", + "selber", + "selbst", + "sich", + "sicher", + "sicherlich", + "sie", + "sind", + "so", + "sobald", + "sodass", + "sofort", + "sofern", + "sog", + "sogar", + "solange", + "solch", + "solche", + "solchem", + "solchen", + "solcher", + "solches", + "soll", + "sollen", + "sollst", + "sollt", + "sollte", + "sollten", + "somit", + "sondern", + "sonst", + "sonstige", + "sonstigen", + "sonstiger", + "sonstiges", + "sooft", + "soviel", + "soweit", + "sowie", + "sowieso", + "sowohl", + "später", + "statt", + "stattfinden", + "stattfand", + "stattgefunden", + "steht", + "stets", + "such", + "suche", + "suchen", + "tatsächlich", + "tatsächlichen", + "tatsächlicher", + "tatsächliches", + "tatsächlich", + "tatsächlichen", + "tatsächlicher", + "tatsächliches", + "tief", + "tiefer", + "trotz", + "trotzdem", + "tun", + "über", + "überall", + "überallhin", + "überdies", + "überhaupt", + "übrig", + "übrigens", + "um", + "umso", + "umsoweniger", + "unbedingt", + "und", + "unmöglich", + "unnötig", + "unser", + "unsere", + "unserem", + "unseren", + "unserer", + "unseres", + "unserseits", + "unter", + "unterhalb", + "unterhalb", + "untereinander", + "untergebracht", + "unterhalb", + "unterhalb", + "unterhalb", + "unterhalb", + "unterhalb", + "unterhalb", + "unterschiedlich", + "unterschiedliche", + "unterschiedlichen", + "unterschiedlicher", + "unterschiedliches", + "unterschiedlich", + "unterschiedliche", + "unterschiedlichen", + "unterschiedlicher", + "unterschiedliches", + "unzwar", + "usw", + "usw.", + "vermag", + "vermögen", + "vermutlich", + "verrate", + "verraten", + "verrätst", + "verschieden", + "verschiedene", + "verschiedenen", + "verschiedener", + "verschiedenes", + "versorgen", + "versorgt", + "versorgte", + "versorgten", + "viel", + "viele", + "vielem", + "vielen", + "vieler", + "vieles", + "vielleicht", + "vielmals", + "vier", + "vierte", + "viertel", + "vierten", + "vierter", + "viertes", + "vom", + "von", + "vor", + "vorbei", + "vorgestern", + "vorher", + "vorüber", + "wach", + "wachen", + "wahrend", + "wann", + "war", + "warauf", + "ward", + "waren", + "warst", + "wart", + "warum", + "was", + "weder", + "weil", + "weiter", + "weitere", + "weiterem", + "weiteren", + "weiterer", + "weiteres", + "weiterhin", + "weitgehend", + "welche", + "welchem", + "welchen", + "welcher", + "welches", + "wem", + "wen", + "wenig", + "wenige", + "wenigem", + "wenigen", + "weniger", + "wenigstens", + "wenn", + "wenngleich", + "wer", + "werde", + "werden", + "werdet", + "weshalb", + "wessen", + "wichtig", + "wie", + "wieder", + "wiederum", + "wieso", + "will", + "willst", + "wir", + "wird", + "wirklich", + "wirst", + "wissen", + "wo", + "woanders", + "wohl", + "woher", + "wohin", + "wohingegen", + "wohl", + "wohlweislich", + "wollen", + "wollt", + "wollte", + "wollten", + "womit", + "woraufhin", + "woraus", + "woraussichtlich", + "worauf", + "woraus", + "worin", + "worüber", + "wovon", + "wovor", + "wozu", + "während", + "währenddessen", + "wär", + "wäre", + "wären", + "wärst", + "wäre", + "wären", + "wärst", + "würde", + "würden", + "würdest", + "würdet", + "zB", + "z.b.", + "zehn", + "zeigen", + "zeitweise", + "zu", + "zufolge", + "zugleich", + "zuletzt", + "zum", + "zumal", + "zumeist", + "zunächst", + "zur", + "zurück", + "zurückgehend", + "zurückgehen", + "zurückgegangen", + "zurückgekommen", + "zurückgekommen", + "zurückgekommen", + "zurückgekommen", + "zurückgezogen", + "zusammen", + "zusätzlich", + "zusammen", + "zuvor", + "zuviel", + "zuweilen", + "zwanzig", + "zwar", + "zwei", + "zweite", + "zweiten", + "zweiter", + "zweites", + "zwischen", + "zwischendurch", + "zwölf", + "überall", + "überallhin", + "überdies", + "überhaupt", + "übrig", + "übrigens", +];