master-thesis/Tagging/ConlluGeneratorTest.ipynb

1028 lines
140 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from conllu_generator import ConlluElement, ConlluDocument, ConlluGenerator"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"sys.path.insert(0,'..')\n",
"import settings"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# loading ingredients:\n",
"import importlib.util\n",
"spec = importlib.util.spec_from_file_location(\"ingredients\", \"../\" + settings.ingredients_file)\n",
"ingredients = importlib.util.module_from_spec(spec)\n",
"spec.loader.exec_module(ingredients)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# load json reader\n",
"from json_buffered_reader import JSON_buffered_reader as JSON_br"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* just for testing: read first 1000 recipes and convert them into conll-u format"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"n = 10\n",
"\n",
"buffered_reader_1M = JSON_br(\"../\" + settings.one_million_recipes_file)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"i = 0\n",
"\n",
"instructions = []\n",
"\n",
"for recipe in buffered_reader_1M:\n",
" \n",
" instruction = \"\"\n",
" for item in recipe['instructions']:\n",
" instruction += item['text'] + '\\n' \n",
" \n",
" instructions.append(instruction)\n",
" i += 1\n",
" if i >= n:\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'Cook macaroni according to package directions; drain well. Cold. Combine macaroni, cheese cubes, celery, green pepper and pimento. Blend together mayonnaise or possibly salad dressing, vinegar, salt and dill weed; add in to macaroni mix. Toss lightly. Cover and refrigeratewell. Serve salad in lettuce lined bowl if you like. Makes 6 servings.'"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"instructions[1].replace(\"\\n\",\" \")[:-1]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"conllu_input_docs = [doc.replace(\"\\n\", \" \")[:-1] for doc in instructions]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'Cook macaroni according to package directions; drain well. Cold. Combine macaroni, cheese cubes, celery, green pepper and pimento. Blend together mayonnaise or possibly salad dressing, vinegar, salt and dill weed; add in to macaroni mix. Toss lightly. Cover and refrigeratewell. Serve salad in lettuce lined bowl if you like. Makes 6 servings.'"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"conllu_input_docs[1]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"cg = ConlluGenerator(conllu_input_docs, ingredients.multi_word_ingredients_stemmed)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"cg.tokenize_and_stem()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"cg.pos_tagging()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"cg.add_misc_value_by_list(\"food_type\", \"ingredient\", [w.replace(\" \",\"_\") for w in ingredients.multi_word_ingredients_stemmed] + ingredients.ingredients_stemmed)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 Preheat preheat VERB VB _ _ _ _ _ \n",
"1 the the DET DT _ _ _ _ _ \n",
"2 oven oven NOUN NN _ _ _ _ _ \n",
"3 to to PRT TO _ _ _ _ _ \n",
"4 350 350 NUM CD _ _ _ _ _ \n",
"5 F. F. NOUN NNP _ _ _ _ _ \n",
"6 Butter butter NOUN NNP _ _ _ _ food_type=ingredient \n",
"7 or or CONJ CC _ _ _ _ _ \n",
"8 oil oil NOUN NN _ _ _ _ food_type=ingredient \n",
"9 an an DET DT _ _ _ _ _ \n",
"10 8-inch 8-inch ADJ JJ _ _ _ _ _ \n",
"11 baking bake NOUN NN _ _ _ _ _ \n",
"12 dish dish NOUN NN _ _ _ _ _ \n",
"13 . . . . _ _ _ _ _ \n",
"14 Cook cook VERB VB _ _ _ _ _ \n",
"15 the the DET DT _ _ _ _ _ \n",
"16 penne penn NOUN NN _ _ _ _ food_type=ingredient \n",
"17 2 2 NUM CD _ _ _ _ _ \n",
"18 minutes minut NOUN NNS _ _ _ _ _ \n",
"19 less less ADV RBR _ _ _ _ _ \n",
"20 than than ADP IN _ _ _ _ _ \n",
"21 package packag NOUN NN _ _ _ _ _ \n",
"22 directions direct NOUN NNS _ _ _ _ _ \n",
"23 . . . . _ _ _ _ _ \n",
"24 ( ( . ( _ _ _ _ _ \n",
"25 It It PRON PRP _ _ _ _ _ \n",
"26 will will VERB MD _ _ _ _ _ \n",
"27 finish finish VERB VB _ _ _ _ _ \n",
"28 cooking cook NOUN NN _ _ _ _ _ \n",
"29 in in ADP IN _ _ _ _ _ \n",
"30 the the DET DT _ _ _ _ _ \n",
"31 oven oven NOUN NN _ _ _ _ _ \n",
"32 . . . . _ _ _ _ _ \n",
"33 ) ) . ) _ _ _ _ _ \n",
"34 Rinse rins VERB VBD _ _ _ _ _ \n",
"35 the the DET DT _ _ _ _ _ \n",
"36 pasta pasta NOUN NN _ _ _ _ food_type=ingredient \n",
"37 in in ADP IN _ _ _ _ _ \n",
"38 cold_water cold_water NOUN NN _ _ _ _ food_type=ingredient \n",
"39 and and CONJ CC _ _ _ _ _ \n",
"40 set set VERB VB _ _ _ _ _ \n",
"41 aside asid ADV RB _ _ _ _ _ \n",
"42 . . . . _ _ _ _ _ \n",
"43 Combine combin VERB VB _ _ _ _ _ \n",
"44 the the DET DT _ _ _ _ _ \n",
"45 cooked cook ADJ JJ _ _ _ _ _ \n",
"46 pasta pasta NOUN NN _ _ _ _ food_type=ingredient \n",
"47 and and CONJ CC _ _ _ _ _ \n",
"48 the the DET DT _ _ _ _ _ \n",
"49 sauce sauc NOUN NN _ _ _ _ food_type=ingredient \n",
"50 in in ADP IN _ _ _ _ _ \n",
"51 a a DET DT _ _ _ _ _ \n",
"52 medium medium NOUN NN _ _ _ _ _ \n",
"53 bowl bowl NOUN NN _ _ _ _ _ \n",
"54 and and CONJ CC _ _ _ _ _ \n",
"55 mix mix VERB VB _ _ _ _ _ \n",
"56 carefully care ADV RB _ _ _ _ _ \n",
"57 but but CONJ CC _ _ _ _ _ \n",
"58 thoroughly thoroughli ADV RB _ _ _ _ _ \n",
"59 . . . . _ _ _ _ _ \n",
"60 Scrape scrape VERB VB _ _ _ _ _ \n",
"61 the the DET DT _ _ _ _ _ \n",
"62 pasta pasta NOUN NN _ _ _ _ food_type=ingredient \n",
"63 into into ADP IN _ _ _ _ _ \n",
"64 the the DET DT _ _ _ _ _ \n",
"65 prepared prepar ADJ JJ _ _ _ _ _ \n",
"66 baking bake NOUN NN _ _ _ _ _ \n",
"67 dish dish NOUN NN _ _ _ _ _ \n",
"68 . . . . _ _ _ _ _ \n",
"69 Sprinkle sprinkl VERB VB _ _ _ _ food_type=ingredient \n",
"70 the the DET DT _ _ _ _ _ \n",
"71 top top ADJ JJ _ _ _ _ food_type=ingredient \n",
"72 with with ADP IN _ _ _ _ _ \n",
"73 the the DET DT _ _ _ _ _ \n",
"74 cheeses chees NOUN NNS _ _ _ _ food_type=ingredient \n",
"75 and and CONJ CC _ _ _ _ _ \n",
"76 then then ADV RB _ _ _ _ _ \n",
"77 the the DET DT _ _ _ _ _ \n",
"78 chili_powder chili_powder NOUN NN _ _ _ _ food_type=ingredient \n",
"79 . . . . _ _ _ _ _ \n",
"80 Bake bake NOUN NNP _ _ _ _ _ \n",
"81 , , . , _ _ _ _ _ \n",
"82 uncovered uncov VERB VBD _ _ _ _ _ \n",
"83 , , . , _ _ _ _ _ \n",
"84 for for ADP IN _ _ _ _ _ \n",
"85 20 20 NUM CD _ _ _ _ _ \n",
"86 minutes minut NOUN NNS _ _ _ _ _ \n",
"87 . . . . _ _ _ _ _ \n",
"88 Let let VERB VB _ _ _ _ _ \n",
"89 the the DET DT _ _ _ _ _ \n",
"90 mac mac NOUN NN _ _ _ _ _ \n",
"91 and and CONJ CC _ _ _ _ _ \n",
"92 cheese chees ADJ JJ _ _ _ _ food_type=ingredient \n",
"93 sit sit NOUN NN _ _ _ _ _ \n",
"94 for for ADP IN _ _ _ _ _ \n",
"95 5 5 NUM CD _ _ _ _ _ \n",
"96 minutes minut NOUN NNS _ _ _ _ _ \n",
"97 before befor ADP IN _ _ _ _ _ \n",
"98 serving serv VERB VBG _ _ _ _ _ \n",
"99 . . . . _ _ _ _ _ \n",
"100 Melt melt NOUN NNP _ _ _ _ _ \n",
"101 the the DET DT _ _ _ _ _ \n",
"102 butter butter NOUN NN _ _ _ _ food_type=ingredient \n",
"103 in in ADP IN _ _ _ _ _ \n",
"104 a a DET DT _ _ _ _ _ \n",
"105 heavy-bottomed heavy-bottom ADJ JJ _ _ _ _ _ \n",
"106 saucepan saucepan NOUN NN _ _ _ _ _ \n",
"107 over over ADP IN _ _ _ _ _ \n",
"108 medium medium NOUN NN _ _ _ _ _ \n",
"109 heat heat NOUN NN _ _ _ _ _ \n",
"110 and and CONJ CC _ _ _ _ _ \n",
"111 whisk whisk NOUN NN _ _ _ _ _ \n",
"112 in in ADP IN _ _ _ _ _ \n",
"113 the the DET DT _ _ _ _ _ \n",
"114 flour flour NOUN NN _ _ _ _ food_type=ingredient \n",
"115 . . . . _ _ _ _ _ \n",
"116 Continue continu NOUN NNP _ _ _ _ _ \n",
"117 whisking whisk VERB VBG _ _ _ _ _ \n",
"118 and and CONJ CC _ _ _ _ _ \n",
"119 cooking cook VERB VBG _ _ _ _ _ \n",
"120 for for ADP IN _ _ _ _ _ \n",
"121 2 2 NUM CD _ _ _ _ _ \n",
"122 minutes minut NOUN NNS _ _ _ _ _ \n",
"123 . . . . _ _ _ _ _ \n",
"124 Slowly slowli ADV RB _ _ _ _ _ \n",
"125 add add ADP IN _ _ _ _ _ \n",
"126 the the DET DT _ _ _ _ _ \n",
"127 milk milk NOUN NN _ _ _ _ food_type=ingredient \n",
"128 , , . , _ _ _ _ _ \n",
"129 whisking whisk VERB VBG _ _ _ _ _ \n",
"130 constantly constantli ADV RB _ _ _ _ _ \n",
"131 . . . . _ _ _ _ _ \n",
"132 Cook cook NOUN NNP _ _ _ _ _ \n",
"133 until until ADP IN _ _ _ _ _ \n",
"134 the the DET DT _ _ _ _ _ \n",
"135 sauce sauc NOUN NN _ _ _ _ food_type=ingredient \n",
"136 thickens thicken NOUN NNS _ _ _ _ food_type=ingredient \n",
"137 , , . , _ _ _ _ _ \n",
"138 about about ADP IN _ _ _ _ _ \n",
"139 10 10 NUM CD _ _ _ _ _ \n",
"140 minutes minut NOUN NNS _ _ _ _ _ \n",
"141 , , . , _ _ _ _ _ \n",
"142 stirring stir VERB VBG _ _ _ _ _ \n",
"143 frequently frequent ADV RB _ _ _ _ _ \n",
"144 . . . . _ _ _ _ _ \n",
"145 Remove remov VERB VB _ _ _ _ _ \n",
"146 from from ADP IN _ _ _ _ _ \n",
"147 the the DET DT _ _ _ _ _ \n",
"148 heat heat NOUN NN _ _ _ _ _ \n",
"149 . . . . _ _ _ _ _ \n",
"150 Add add VERB VB _ _ _ _ _ \n",
"151 the the DET DT _ _ _ _ _ \n",
"152 cheeses chees NOUN NNS _ _ _ _ food_type=ingredient \n",
"153 , , . , _ _ _ _ _ \n",
"154 salt salt NOUN NN _ _ _ _ food_type=ingredient \n",
"155 , , . , _ _ _ _ _ \n",
"156 chili_powder chili_powder NOUN NN _ _ _ _ food_type=ingredient \n",
"157 , , . , _ _ _ _ _ \n",
"158 and and CONJ CC _ _ _ _ _ \n",
"159 garlic_powder garlic_powder NOUN NN _ _ _ _ food_type=ingredient \n",
"160 . . . . _ _ _ _ _ \n",
"161 Stir stir NOUN NNP _ _ _ _ _ \n",
"162 until until ADP IN _ _ _ _ _ \n",
"163 the the DET DT _ _ _ _ _ \n",
"164 cheese chees NOUN NN _ _ _ _ food_type=ingredient \n",
"165 is is VERB VBZ _ _ _ _ _ \n",
"166 melted melt VERB VBN _ _ _ _ _ \n",
"167 and and CONJ CC _ _ _ _ _ \n",
"168 all all DET DT _ _ _ _ _ \n",
"169 ingredients ingredi NOUN NNS _ _ _ _ _ \n",
"170 are are VERB VBP _ _ _ _ _ \n",
"171 incorporated incorpor VERB VBN _ _ _ _ _ \n",
"172 , , . , _ _ _ _ _ \n",
"173 about about ADP IN _ _ _ _ _ \n",
"174 3 3 NUM CD _ _ _ _ _ \n",
"175 minutes minut NOUN NNS _ _ _ _ _ \n",
"176 . . . . _ _ _ _ _ \n",
"177 Use use NOUN NNP _ _ _ _ _ \n",
"178 immediately immedi ADV RB _ _ _ _ _ \n",
"179 , , . , _ _ _ _ _ \n",
"180 or or CONJ CC _ _ _ _ _ \n",
"181 refrigerate refriger NOUN NN _ _ _ _ _ \n",
"182 for for ADP IN _ _ _ _ _ \n",
"183 up up ADP IN _ _ _ _ _ \n",
"184 to to PRT TO _ _ _ _ _ \n",
"185 3 3 NUM CD _ _ _ _ _ \n",
"186 days day NOUN NNS _ _ _ _ _ \n",
"187 . . . . _ _ _ _ _ \n",
"188 This thi DET DT _ _ _ _ _ \n",
"189 sauce sauc NOUN NN _ _ _ _ food_type=ingredient \n",
"190 reheats reheat VERB VBZ _ _ _ _ _ \n",
"191 nicely nice ADV RB _ _ _ _ _ \n",
"192 on on ADP IN _ _ _ _ _ \n",
"193 the the DET DT _ _ _ _ _ \n",
"194 stove stove NOUN NN _ _ _ _ _ \n",
"195 in in ADP IN _ _ _ _ _ \n",
"196 a a DET DT _ _ _ _ _ \n",
"197 saucepan saucepan NOUN NN _ _ _ _ _ \n",
"198 over over ADP IN _ _ _ _ _ \n",
"199 low low ADJ JJ _ _ _ _ _ \n",
"200 heat heat NOUN NN _ _ _ _ _ \n",
"201 . . . . _ _ _ _ _ \n",
"202 Stir stir NOUN NNP _ _ _ _ _ \n",
"203 frequently frequent ADV RB _ _ _ _ _ \n",
"204 so so ADP IN _ _ _ _ _ \n",
"205 the the DET DT _ _ _ _ _ \n",
"206 sauce sauc NOUN NN _ _ _ _ food_type=ingredient \n",
"207 doesnt doesnt NOUN NN _ _ _ _ _ \n",
"208 scorch scorch NOUN NN _ _ _ _ _ \n",
"209 . . . . _ _ _ _ _ \n",
"210 This thi DET DT _ _ _ _ _ \n",
"211 recipe recip NOUN NN _ _ _ _ _ \n",
"212 can can VERB MD _ _ _ _ _ \n",
"213 be be VERB VB _ _ _ _ _ \n",
"214 assembled assembl VERB VBN _ _ _ _ _ \n",
"215 before befor ADP IN _ _ _ _ _ \n",
"216 baking bake NOUN NN _ _ _ _ _ \n",
"217 and and CONJ CC _ _ _ _ _ \n",
"218 frozen frozen NOUN NN _ _ _ _ _ \n",
"219 for for ADP IN _ _ _ _ _ \n",
"220 up up ADP IN _ _ _ _ _ \n",
"221 to to PRT TO _ _ _ _ _ \n",
"222 3 3 NUM CD _ _ _ _ _ \n",
"223 monthsjust monthsjust NOUN NN _ _ _ _ _ \n",
"224 be be VERB VB _ _ _ _ _ \n",
"225 sure sure ADJ JJ _ _ _ _ _ \n",
"226 to to PRT TO _ _ _ _ _ \n",
"227 use use VERB VB _ _ _ _ _ \n",
"228 a a DET DT _ _ _ _ _ \n",
"229 freezer-to-oven freezer-to-oven ADJ JJ _ _ _ _ _ \n",
"230 pan pan NOUN NN _ _ _ _ _ \n",
"231 and and CONJ CC _ _ _ _ _ \n",
"232 increase increas VERB VB _ _ _ _ _ \n",
"233 the the DET DT _ _ _ _ _ \n",
"234 baking bake ADJ JJ _ _ _ _ _ \n",
"235 time time NOUN NN _ _ _ _ _ \n",
"236 to to PRT TO _ _ _ _ _ \n",
"237 50 50 NUM CD _ _ _ _ _ \n",
"238 minutes minut NOUN NNS _ _ _ _ _ \n",
"239 . . . . _ _ _ _ _ \n",
"240 One-half one-half ADJ JJ _ _ _ _ _ \n",
"241 teaspoon teaspoon NOUN NN _ _ _ _ _ \n",
"242 of of ADP IN _ _ _ _ _ \n",
"243 chipotle chipotl ADJ JJ _ _ _ _ food_type=ingredient \n",
"244 chili_powder chili_powder NOUN NN _ _ _ _ food_type=ingredient \n",
"245 makes make VERB VBZ _ _ _ _ _ \n",
"246 a a DET DT _ _ _ _ _ \n",
"247 spicy spici NOUN NN _ _ _ _ _ \n",
"248 mac mac NOUN NN _ _ _ _ _ \n",
"249 , , . , _ _ _ _ _ \n",
"250 so so ADV RB _ _ _ _ _ \n",
"251 make make ADJ JJ _ _ _ _ _ \n",
"252 sure sure ADJ JJ _ _ _ _ _ \n",
"253 your your PRON PRP$ _ _ _ _ _ \n",
"254 family famili NOUN NN _ _ _ _ _ \n",
"255 and and CONJ CC _ _ _ _ _ \n",
"256 friends friend NOUN NNS _ _ _ _ _ \n",
"257 can can VERB MD _ _ _ _ _ \n",
"258 handle handl VERB VB _ _ _ _ _ \n",
"259 it it PRON PRP _ _ _ _ _ \n",
"260 ! ! . . _ _ _ _ _ \n",
"261 The the DET DT _ _ _ _ _ \n",
"262 proportion proport NOUN NN _ _ _ _ _ \n",
"263 of of ADP IN _ _ _ _ _ \n",
"264 pasta pasta NOUN NN _ _ _ _ food_type=ingredient \n",
"265 to to PRT TO _ _ _ _ _ \n",
"266 cheese_sauce chees_sauc VERB VB _ _ _ _ food_type=ingredient \n",
"267 is is VERB VBZ _ _ _ _ _ \n",
"268 crucial crucial ADJ JJ _ _ _ _ _ \n",
"269 to to PRT TO _ _ _ _ _ \n",
"270 the the DET DT _ _ _ _ _ \n",
"271 success success NOUN NN _ _ _ _ _ \n",
"272 of of ADP IN _ _ _ _ _ \n",
"273 the the DET DT _ _ _ _ _ \n",
"274 dish dish NOUN NN _ _ _ _ _ \n",
"275 . . . . _ _ _ _ _ \n",
"276 It It PRON PRP _ _ _ _ _ \n",
"277 will will VERB MD _ _ _ _ _ \n",
"278 look look VERB VB _ _ _ _ _ \n",
"279 like like ADP IN _ _ _ _ _ \n",
"280 a a DET DT _ _ _ _ _ \n",
"281 lot lot NOUN NN _ _ _ _ _ \n",
"282 of of ADP IN _ _ _ _ _ \n",
"283 sauce sauc NOUN NN _ _ _ _ food_type=ingredient \n",
"284 for for ADP IN _ _ _ _ _ \n",
"285 the the DET DT _ _ _ _ _ \n",
"286 pasta pasta NOUN NN _ _ _ _ food_type=ingredient \n",
"287 , , . , _ _ _ _ _ \n",
"288 but but CONJ CC _ _ _ _ _ \n",
"289 some some DET DT _ _ _ _ _ \n",
"290 of of ADP IN _ _ _ _ _ \n",
"291 the the DET DT _ _ _ _ _ \n",
"292 liquid liquid NOUN NN _ _ _ _ food_type=ingredient \n",
"293 will will VERB MD _ _ _ _ _ \n",
"294 be be VERB VB _ _ _ _ _ \n",
"295 absorbed absorb VERB VBN _ _ _ _ _ \n",
"296 . . . . _ _ _ _ _ \n",
"\n",
"\n",
"0 Cook cook NOUN NNP _ _ _ _ _ \n",
"1 macaroni macaroni NOUN NN _ _ _ _ food_type=ingredient \n",
"2 according accord VERB VBG _ _ _ _ _ \n",
"3 to to PRT TO _ _ _ _ _ \n",
"4 package packag NOUN NN _ _ _ _ _ \n",
"5 directions direct NOUN NNS _ _ _ _ _ \n",
"6 ; ; . : _ _ _ _ _ \n",
"7 drain drain ADV RB _ _ _ _ _ \n",
"8 well well ADV RB _ _ _ _ _ \n",
"9 . . . . _ _ _ _ _ \n",
"10 Cold cold NOUN NNP _ _ _ _ _ \n",
"11 . . . . _ _ _ _ _ \n",
"12 Combine combin NOUN NNP _ _ _ _ _ \n",
"13 macaroni macaroni NOUN NN _ _ _ _ food_type=ingredient \n",
"14 , , . , _ _ _ _ _ \n",
"15 cheese_cubes chees_cube NOUN NNS _ _ _ _ food_type=ingredient \n",
"16 , , . , _ _ _ _ _ \n",
"17 celery celeri NOUN NN _ _ _ _ food_type=ingredient \n",
"18 , , . , _ _ _ _ _ \n",
"19 green_pepper green_pepper NOUN NN _ _ _ _ food_type=ingredient \n",
"20 and and CONJ CC _ _ _ _ _ \n",
"21 pimento pimento NOUN NN _ _ _ _ food_type=ingredient \n",
"22 . . . . _ _ _ _ _ \n",
"23 Blend blend VERB VB _ _ _ _ _ \n",
"24 together togeth ADV RB _ _ _ _ _ \n",
"25 mayonnaise mayonnais NOUN NN _ _ _ _ _ \n",
"26 or or CONJ CC _ _ _ _ _ \n",
"27 possibly possibl ADV RB _ _ _ _ _ \n",
"28 salad_dressing salad_dress VERB VBG _ _ _ _ food_type=ingredient \n",
"29 , , . , _ _ _ _ _ \n",
"30 vinegar vinegar NOUN NN _ _ _ _ food_type=ingredient \n",
"31 , , . , _ _ _ _ _ \n",
"32 salt salt NOUN NN _ _ _ _ food_type=ingredient \n",
"33 and and CONJ CC _ _ _ _ _ \n",
"34 dill_weed dill_weed NOUN NN _ _ _ _ food_type=ingredient \n",
"35 ; ; . : _ _ _ _ _ \n",
"36 add add VERB VB _ _ _ _ _ \n",
"37 in in ADP IN _ _ _ _ _ \n",
"38 to to PRT TO _ _ _ _ _ \n",
"39 macaroni macaroni VERB VB _ _ _ _ food_type=ingredient \n",
"40 mix mix NOUN NN _ _ _ _ _ \n",
"41 . . . . _ _ _ _ _ \n",
"42 Toss toss NOUN NNP _ _ _ _ _ \n",
"43 lightly lightli ADV RB _ _ _ _ _ \n",
"44 . . . . _ _ _ _ _ \n",
"45 Cover cover NOUN NNP _ _ _ _ _ \n",
"46 and and CONJ CC _ _ _ _ _ \n",
"47 refrigeratewell refrigeratewel VERB VB _ _ _ _ _ \n",
"48 . . . . _ _ _ _ _ \n",
"49 Serve serv NOUN NNP _ _ _ _ _ \n",
"50 salad salad NOUN NN _ _ _ _ food_type=ingredient \n",
"51 in in ADP IN _ _ _ _ _ \n",
"52 lettuce lettuc NOUN NN _ _ _ _ food_type=ingredient \n",
"53 lined line VERB VBN _ _ _ _ _ \n",
"54 bowl bowl ADP IN _ _ _ _ _ \n",
"55 if if ADP IN _ _ _ _ _ \n",
"56 you you PRON PRP _ _ _ _ _ \n",
"57 like like VERB VBP _ _ _ _ _ \n",
"58 . . . . _ _ _ _ _ \n",
"59 Makes make NOUN NNP _ _ _ _ _ \n",
"60 6 6 NUM CD _ _ _ _ _ \n",
"61 servings serv NOUN NNS _ _ _ _ _ \n",
"62 . . . . _ _ _ _ _ \n",
"\n",
"\n",
"0 Add add ADP IN _ _ _ _ _ \n",
"1 the the DET DT _ _ _ _ _ \n",
"2 tomatoes tomato NOUN NNS _ _ _ _ food_type=ingredient \n",
"3 to to PRT TO _ _ _ _ _ \n",
"4 a a DET DT _ _ _ _ _ \n",
"5 food food NOUN NN _ _ _ _ _ \n",
"6 processor processor NOUN NN _ _ _ _ _ \n",
"7 with with ADP IN _ _ _ _ _ \n",
"8 a a DET DT _ _ _ _ _ \n",
"9 pinch pinch NOUN NN _ _ _ _ _ \n",
"10 of of ADP IN _ _ _ _ _ \n",
"11 salt salt NOUN NN _ _ _ _ food_type=ingredient \n",
"12 and and CONJ CC _ _ _ _ _ \n",
"13 puree pure NOUN NN _ _ _ _ _ \n",
"14 until until ADP IN _ _ _ _ _ \n",
"15 smooth smooth ADJ JJ _ _ _ _ _ \n",
"16 . . . . _ _ _ _ _ \n",
"17 Combine combin VERB VB _ _ _ _ _ \n",
"18 the the DET DT _ _ _ _ _ \n",
"19 onions onion NOUN NNS _ _ _ _ food_type=ingredient \n",
"20 , , . , _ _ _ _ _ \n",
"21 bell_peppers bell_pepper NOUN NNS _ _ _ _ food_type=ingredient \n",
"22 and and CONJ CC _ _ _ _ _ \n",
"23 cucumbers cucumb NOUN NNS _ _ _ _ food_type=ingredient \n",
"24 with with ADP IN _ _ _ _ _ \n",
"25 the the DET DT _ _ _ _ _ \n",
"26 tomato tomato NOUN NN _ _ _ _ food_type=ingredient \n",
"27 puree pure NOUN NN _ _ _ _ _ \n",
"28 in in ADP IN _ _ _ _ _ \n",
"29 a a DET DT _ _ _ _ _ \n",
"30 large larg ADJ JJ _ _ _ _ _ \n",
"31 bowl bowl NOUN NN _ _ _ _ _ \n",
"32 . . . . _ _ _ _ _ \n",
"33 Chill chill NOUN NNP _ _ _ _ _ \n",
"34 at at ADP IN _ _ _ _ _ \n",
"35 least least ADJ JJS _ _ _ _ _ \n",
"36 1 1 NUM CD _ _ _ _ _ \n",
"37 hour hour NOUN NN _ _ _ _ _ \n",
"38 . . . . _ _ _ _ _ \n",
"39 Drizzle drizzl NOUN NNP _ _ _ _ _ \n",
"40 with with ADP IN _ _ _ _ _ \n",
"41 olive_oil oliv_oil NOUN NN _ _ _ _ food_type=ingredient \n",
"42 , , . , _ _ _ _ _ \n",
"43 garnish garnish ADJ JJ _ _ _ _ food_type=ingredient \n",
"44 with with ADP IN _ _ _ _ _ \n",
"45 chopped chop ADJ JJ _ _ _ _ _ \n",
"46 basil basil NOUN NN _ _ _ _ food_type=ingredient \n",
"47 and and CONJ CC _ _ _ _ _ \n",
"48 serve serv NOUN NN _ _ _ _ _ \n",
"49 . . . . _ _ _ _ _ \n",
"\n",
"\n",
"0 Preheat preheat NOUN NNP _ _ _ _ _ \n",
"1 oven oven PRON PRP _ _ _ _ _ \n",
"2 to to PRT TO _ _ _ _ _ \n",
"3 350 350 NUM CD _ _ _ _ _ \n",
"4 degrees degre NOUN NNS _ _ _ _ _ \n",
"5 Fahrenheit fahrenheit NOUN NNP _ _ _ _ _ \n",
"6 . . . . _ _ _ _ _ \n",
"7 Spray spray NOUN NNP _ _ _ _ _ \n",
"8 pan pan NOUN NN _ _ _ _ _ \n",
"9 with with ADP IN _ _ _ _ _ \n",
"10 non non ADJ JJ _ _ _ _ _ \n",
"11 stick stick ADJ JJ _ _ _ _ _ \n",
"12 cooking_spray cook_spray NOUN NN _ _ _ _ food_type=ingredient \n",
"13 . . . . _ _ _ _ _ \n",
"14 Heat heat NOUN NNP _ _ _ _ _ \n",
"15 milk milk NOUN NN _ _ _ _ food_type=ingredient \n",
"16 , , . , _ _ _ _ _ \n",
"17 water water NOUN NN _ _ _ _ food_type=ingredient \n",
"18 and and CONJ CC _ _ _ _ _ \n",
"19 butter butter NOUN NN _ _ _ _ food_type=ingredient \n",
"20 to to PRT TO _ _ _ _ _ \n",
"21 boiling boil NOUN NN _ _ _ _ _ \n",
"22 ; ; . : _ _ _ _ _ \n",
"23 stir stir NOUN NN _ _ _ _ _ \n",
"24 in in ADP IN _ _ _ _ _ \n",
"25 contents content NOUN NNS _ _ _ _ _ \n",
"26 of of ADP IN _ _ _ _ _ \n",
"27 both both DET DT _ _ _ _ _ \n",
"28 pouches pouch NOUN NNS _ _ _ _ _ \n",
"29 of of ADP IN _ _ _ _ _ \n",
"30 potatoes potato NOUN NNS _ _ _ _ food_type=ingredient \n",
"31 ; ; . : _ _ _ _ _ \n",
"32 let let CONJ CC _ _ _ _ _ \n",
"33 stand stand VERB VB _ _ _ _ _ \n",
"34 one one NUM CD _ _ _ _ _ \n",
"35 minute minut NOUN NN _ _ _ _ _ \n",
"36 . . . . _ _ _ _ _ \n",
"37 Stir stir NOUN NNP _ _ _ _ _ \n",
"38 in in ADP IN _ _ _ _ _ \n",
"39 corn corn NOUN NN _ _ _ _ food_type=ingredient \n",
"40 . . . . _ _ _ _ _ \n",
"41 Spoon spoon NOUN NNP _ _ _ _ _ \n",
"42 half half DET PDT _ _ _ _ _ \n",
"43 the the DET DT _ _ _ _ _ \n",
"44 potato potato NOUN NN _ _ _ _ food_type=ingredient \n",
"45 mixture mixtur NOUN NN _ _ _ _ _ \n",
"46 in in ADP IN _ _ _ _ _ \n",
"47 pan pan NOUN NN _ _ _ _ _ \n",
"48 . . . . _ _ _ _ _ \n",
"49 Sprinkle sprinkl NOUN NNP _ _ _ _ food_type=ingredient \n",
"50 half half ADJ JJ _ _ _ _ _ \n",
"51 each each DET DT _ _ _ _ _ \n",
"52 of of ADP IN _ _ _ _ _ \n",
"53 cheese chees NOUN NN _ _ _ _ food_type=ingredient \n",
"54 and and CONJ CC _ _ _ _ _ \n",
"55 onions onion NOUN NNS _ _ _ _ food_type=ingredient \n",
"56 ; ; . : _ _ _ _ _ \n",
"57 top top ADJ JJ _ _ _ _ food_type=ingredient \n",
"58 with with ADP IN _ _ _ _ _ \n",
"59 remaining remain VERB VBG _ _ _ _ _ \n",
"60 potatoes potato NOUN NNS _ _ _ _ food_type=ingredient \n",
"61 . . . . _ _ _ _ _ \n",
"62 Sprinkle sprinkl NOUN NNP _ _ _ _ food_type=ingredient \n",
"63 with with ADP IN _ _ _ _ _ \n",
"64 remaining remain VERB VBG _ _ _ _ _ \n",
"65 cheese chees ADJ JJ _ _ _ _ food_type=ingredient \n",
"66 and and CONJ CC _ _ _ _ _ \n",
"67 onions onion NOUN NNS _ _ _ _ food_type=ingredient \n",
"68 . . . . _ _ _ _ _ \n",
"69 Bake bake VERB VB _ _ _ _ _ \n",
"70 10 10 NUM CD _ _ _ _ _ \n",
"71 to to PRT TO _ _ _ _ _ \n",
"72 15 15 NUM CD _ _ _ _ _ \n",
"73 minutes minut NOUN NNS _ _ _ _ _ \n",
"74 until until ADP IN _ _ _ _ _ \n",
"75 cheese chees NOUN NN _ _ _ _ food_type=ingredient \n",
"76 is is VERB VBZ _ _ _ _ _ \n",
"77 melted melt VERB VBN _ _ _ _ _ \n",
"78 . . . . _ _ _ _ _ \n",
"79 Enjoy enjoy NOUN NN _ _ _ _ _ \n",
"80 ! ! . . _ _ _ _ _ \n",
"\n",
"\n",
"0 Dissolve dissolv NOUN NNP _ _ _ _ _ \n",
"1 Jello jello NOUN NNP _ _ _ _ food_type=ingredient \n",
"2 in in ADP IN _ _ _ _ _ \n",
"3 boiling_water boil_water NOUN NN _ _ _ _ food_type=ingredient \n",
"4 . . . . _ _ _ _ _ \n",
"5 Allow allow VERB VB _ _ _ _ _ \n",
"6 to to PRT TO _ _ _ _ _ \n",
"7 cool cool VERB VB _ _ _ _ _ \n",
"8 to to PRT TO _ _ _ _ _ \n",
"9 room room NOUN NN _ _ _ _ _ \n",
"10 temp temp NOUN NN _ _ _ _ _ \n",
"11 . . . . _ _ _ _ _ \n",
"12 Whisk whisk NOUN NNP _ _ _ _ _ \n",
"13 in in ADP IN _ _ _ _ _ \n",
"14 Cool_Whip cool_whip NOUN NNP _ _ _ _ food_type=ingredient \n",
"15 . . . . _ _ _ _ _ \n",
"16 Fold fold NOUN NNP _ _ _ _ _ \n",
"17 in in ADP IN _ _ _ _ _ \n",
"18 watermelon watermelon NOUN NN _ _ _ _ food_type=ingredient \n",
"19 . . . . _ _ _ _ _ \n",
"20 Spoon spoon NOUN NNP _ _ _ _ _ \n",
"21 into into ADP IN _ _ _ _ _ \n",
"22 crust crust NOUN NN _ _ _ _ food_type=ingredient \n",
"23 . . . . _ _ _ _ _ \n",
"24 Chill chill NOUN NNP _ _ _ _ _ \n",
"25 for for ADP IN _ _ _ _ _ \n",
"26 2-3 2-3 ADJ JJ _ _ _ _ _ \n",
"27 hours hour NOUN NNS _ _ _ _ _ \n",
"28 or or CONJ CC _ _ _ _ _ \n",
"29 overnight overnight ADJ JJ _ _ _ _ _ \n",
"30 . . . . _ _ _ _ _ \n",
"31 Yum yum NOUN NN _ _ _ _ _ \n",
"32 ! ! . . _ _ _ _ _ \n",
"\n",
"\n",
"0 In In ADP IN _ _ _ _ _ \n",
"1 a a DET DT _ _ _ _ _ \n",
"2 large larg ADJ JJ _ _ _ _ _ \n",
"3 skillet skillet NOUN NN _ _ _ _ _ \n",
"4 , , . , _ _ _ _ _ \n",
"5 toast toast ADP IN _ _ _ _ food_type=ingredient \n",
"6 the the DET DT _ _ _ _ _ \n",
"7 coconut coconut NOUN NN _ _ _ _ food_type=ingredient \n",
"8 over over ADP IN _ _ _ _ _ \n",
"9 medium medium NOUN NN _ _ _ _ _ \n",
"10 heat heat NOUN NN _ _ _ _ _ \n",
"11 , , . , _ _ _ _ _ \n",
"12 until until ADP IN _ _ _ _ _ \n",
"13 golden golden ADJ JJ _ _ _ _ _ \n",
"14 and and CONJ CC _ _ _ _ _ \n",
"15 crisp crisp NOUN NN _ _ _ _ food_type=ingredient \n",
"16 ; ; . : _ _ _ _ _ \n",
"17 set set VERB VBN _ _ _ _ _ \n",
"18 aside asid ADV RB _ _ _ _ _ \n",
"19 . . . . _ _ _ _ _ \n",
"20 Brown brown NOUN NNP _ _ _ _ food_type=ingredient \n",
"21 ground_beef ground_beef NOUN NN _ _ _ _ food_type=ingredient \n",
"22 and and CONJ CC _ _ _ _ _ \n",
"23 garlic garlic NOUN NN _ _ _ _ food_type=ingredient \n",
"24 in in ADP IN _ _ _ _ _ \n",
"25 the the DET DT _ _ _ _ _ \n",
"26 same same ADJ JJ _ _ _ _ _ \n",
"27 skillet skillet NOUN NN _ _ _ _ _ \n",
"28 ; ; . : _ _ _ _ _ \n",
"29 drain drain NOUN NN _ _ _ _ _ \n",
"30 well well ADV RB _ _ _ _ _ \n",
"31 . . . . _ _ _ _ _ \n",
"32 Add add NOUN NNP _ _ _ _ _ \n",
"33 salt salt NOUN NN _ _ _ _ food_type=ingredient \n",
"34 , , . , _ _ _ _ _ \n",
"35 pepper pepper ADJ JJ _ _ _ _ food_type=ingredient \n",
"36 lemon_juice lemon_juic NOUN NN _ _ _ _ food_type=ingredient \n",
"37 and and CONJ CC _ _ _ _ _ \n",
"38 soy_sauce soy_sauc NOUN NN _ _ _ _ food_type=ingredient \n",
"39 . . . . _ _ _ _ _ \n",
"40 In In ADP IN _ _ _ _ _ \n",
"41 a a DET DT _ _ _ _ _ \n",
"42 small small ADJ JJ _ _ _ _ _ \n",
"43 bowl bowl NOUN NN _ _ _ _ _ \n",
"44 combine combin VERB VBP _ _ _ _ _ \n",
"45 the the DET DT _ _ _ _ _ \n",
"46 cornstarch cornstarch NOUN NN _ _ _ _ _ \n",
"47 with with ADP IN _ _ _ _ _ \n",
"48 reserved reserv ADJ JJ _ _ _ _ _ \n",
"49 pineapple pineappl NOUN NN _ _ _ _ food_type=ingredient \n",
"50 and and CONJ CC _ _ _ _ _ \n",
"51 mandarin_orange mandarin_orang NOUN NN _ _ _ _ food_type=ingredient \n",
"52 liquids liquid NOUN NNS _ _ _ _ food_type=ingredient \n",
"53 ; ; . : _ _ _ _ _ \n",
"54 stir stir ADV RB _ _ _ _ _ \n",
"55 well well ADV RB _ _ _ _ _ \n",
"56 until until ADP IN _ _ _ _ _ \n",
"57 smooth smooth ADJ JJ _ _ _ _ _ \n",
"58 then then ADV RB _ _ _ _ _ \n",
"59 add add VERB VB _ _ _ _ _ \n",
"60 to to PRT TO _ _ _ _ _ \n",
"61 ground_beef ground_beef VERB VB _ _ _ _ food_type=ingredient \n",
"62 and and CONJ CC _ _ _ _ _ \n",
"63 cook cook VERB VB _ _ _ _ _ \n",
"64 over over PRT RP _ _ _ _ _ \n",
"65 medium medium NOUN NN _ _ _ _ _ \n",
"66 heat heat NOUN NN _ _ _ _ _ \n",
"67 for for ADP IN _ _ _ _ _ \n",
"68 5 5 NUM CD _ _ _ _ _ \n",
"69 mins min NOUN NNS _ _ _ _ food_type=ingredient \n",
"70 , , . , _ _ _ _ _ \n",
"71 stirring stir VERB VBG _ _ _ _ _ \n",
"72 constantly constantli ADV RB _ _ _ _ _ \n",
"73 , , . , _ _ _ _ _ \n",
"74 until until ADP IN _ _ _ _ _ \n",
"75 mixture mixtur NOUN NN _ _ _ _ _ \n",
"76 is is VERB VBZ _ _ _ _ _ \n",
"77 thickened thicken VERB VBN _ _ _ _ food_type=ingredient \n",
"78 . . . . _ _ _ _ _ \n",
"79 Stir stir NOUN NNP _ _ _ _ _ \n",
"80 in in ADP IN _ _ _ _ _ \n",
"81 the the DET DT _ _ _ _ _ \n",
"82 pineapple pineappl NOUN NN _ _ _ _ food_type=ingredient \n",
"83 and and CONJ CC _ _ _ _ _ \n",
"84 mandarin_oranges mandarin_orang NOUN NNS _ _ _ _ food_type=ingredient \n",
"85 ; ; . : _ _ _ _ _ \n",
"86 cook cook VERB VB _ _ _ _ _ \n",
"87 2-3 2-3 ADJ JJ _ _ _ _ _ \n",
"88 mins min NOUN NNS _ _ _ _ food_type=ingredient \n",
"89 , , . , _ _ _ _ _ \n",
"90 or or CONJ CC _ _ _ _ _ \n",
"91 until until ADP IN _ _ _ _ _ \n",
"92 thoroughly thoroughli ADV RB _ _ _ _ _ \n",
"93 heated heat VERB VBN _ _ _ _ _ \n",
"94 . . . . _ _ _ _ _ \n",
"95 Serve serv NOUN NNP _ _ _ _ _ \n",
"96 over over ADP IN _ _ _ _ _ \n",
"97 noodles noodl NOUN NNS _ _ _ _ food_type=ingredient \n",
"98 or or CONJ CC _ _ _ _ _ \n",
"99 rice rice NOUN NN _ _ _ _ food_type=ingredient \n",
"100 , , . , _ _ _ _ _ \n",
"101 and and CONJ CC _ _ _ _ _ \n",
"102 sprinkle sprinkl NOUN NN _ _ _ _ food_type=ingredient \n",
"103 with with ADP IN _ _ _ _ _ \n",
"104 more more ADJ JJR _ _ _ _ _ \n",
"105 toasted_coconut toast_coconut NOUN NN _ _ _ _ food_type=ingredient \n",
"106 and and CONJ CC _ _ _ _ _ \n",
"107 cashew_nuts cashew_nut NOUN NNS _ _ _ _ food_type=ingredient \n",
"108 . . . . _ _ _ _ _ \n",
"\n",
"\n",
"0 Pierce pierc VERB VB _ _ _ _ _ \n",
"1 the the DET DT _ _ _ _ _ \n",
"2 skin skin NOUN NN _ _ _ _ _ \n",
"3 of of ADP IN _ _ _ _ _ \n",
"4 the the DET DT _ _ _ _ _ \n",
"5 chicken chicken NOUN NN _ _ _ _ food_type=ingredient \n",
"6 with with ADP IN _ _ _ _ _ \n",
"7 a a DET DT _ _ _ _ _ \n",
"8 fork fork NOUN NN _ _ _ _ _ \n",
"9 or or CONJ CC _ _ _ _ _ \n",
"10 knife knife NOUN NN _ _ _ _ _ \n",
"11 . . . . _ _ _ _ _ \n",
"12 Sprinkle sprinkl NOUN NNP _ _ _ _ food_type=ingredient \n",
"13 with with ADP IN _ _ _ _ _ \n",
"14 kombu kombu NOUN NNP _ _ _ _ _ \n",
"15 tea tea NOUN NN _ _ _ _ food_type=ingredient \n",
"16 evenly evenli ADV RB _ _ _ _ _ \n",
"17 on on ADP IN _ _ _ _ _ \n",
"18 both both DET DT _ _ _ _ _ \n",
"19 sides side NOUN NNS _ _ _ _ _ \n",
"20 of of ADP IN _ _ _ _ _ \n",
"21 the the DET DT _ _ _ _ _ \n",
"22 chicken chicken NOUN NN _ _ _ _ food_type=ingredient \n",
"23 , , . , _ _ _ _ _ \n",
"24 about about ADV RB _ _ _ _ _ \n",
"25 1 1 NUM CD _ _ _ _ _ \n",
"26 teaspoon teaspoon NOUN NN _ _ _ _ _ \n",
"27 per per ADP IN _ _ _ _ _ \n",
"28 chicken_thigh chicken_thigh NOUN NN _ _ _ _ food_type=ingredient \n",
"29 . . . . _ _ _ _ _ \n",
"30 Brown brown NOUN NNP _ _ _ _ food_type=ingredient \n",
"31 the the DET DT _ _ _ _ _ \n",
"32 skin skin ADJ JJ _ _ _ _ _ \n",
"33 side side NOUN NN _ _ _ _ _ \n",
"34 of of ADP IN _ _ _ _ _ \n",
"35 the the DET DT _ _ _ _ _ \n",
"36 chicken chicken NOUN NN _ _ _ _ food_type=ingredient \n",
"37 first first ADV RB _ _ _ _ _ \n",
"38 over over ADV RB _ _ _ _ _ \n",
"39 high high ADJ JJ _ _ _ _ _ \n",
"40 heat heat NOUN NN _ _ _ _ _ \n",
"41 until until ADP IN _ _ _ _ _ \n",
"42 golden golden ADJ JJ _ _ _ _ _ \n",
"43 brown brown NOUN NN _ _ _ _ food_type=ingredient \n",
"44 . . . . _ _ _ _ _ \n",
"45 Sprinkle sprinkl CONJ CC _ _ _ _ food_type=ingredient \n",
"46 some some DET DT _ _ _ _ _ \n",
"47 pepper pepper NOUN NN _ _ _ _ food_type=ingredient \n",
"48 on on ADP IN _ _ _ _ _ \n",
"49 the the DET DT _ _ _ _ _ \n",
"50 meat meat NOUN NN _ _ _ _ food_type=ingredient \n",
"51 just just ADV RB _ _ _ _ _ \n",
"52 before befor ADV RB _ _ _ _ _ \n",
"53 flipping flip VERB VBG _ _ _ _ _ \n",
"54 over over PRT RP _ _ _ _ _ \n",
"55 . . . . _ _ _ _ _ \n",
"56 Then then ADV RB _ _ _ _ _ \n",
"57 brown brown ADP IN _ _ _ _ food_type=ingredient \n",
"58 the the DET DT _ _ _ _ _ \n",
"59 other other ADJ JJ _ _ _ _ food_type=ingredient \n",
"60 side side NOUN NN _ _ _ _ _ \n",
"61 until until ADP IN _ _ _ _ _ \n",
"62 golden golden ADJ JJ _ _ _ _ _ \n",
"63 brown brown NOUN NN _ _ _ _ food_type=ingredient \n",
"64 . . . . _ _ _ _ _ \n",
"\n",
"\n",
"0 Put put NOUN NN _ _ _ _ _ \n",
"1 ingredients ingredi NOUN NNS _ _ _ _ _ \n",
"2 in in ADP IN _ _ _ _ _ \n",
"3 a a DET DT _ _ _ _ _ \n",
"4 buttered butter ADJ JJ _ _ _ _ food_type=ingredient \n",
"5 9 9 NUM CD _ _ _ _ _ \n",
"6 x x ADJ JJ _ _ _ _ _ \n",
"7 12 12 NUM CD _ _ _ _ _ \n",
"8 x x ADJ JJ _ _ _ _ _ \n",
"9 2-inch 2-inch ADJ JJ _ _ _ _ _ \n",
"10 pan pan NOUN NN _ _ _ _ _ \n",
"11 in in ADP IN _ _ _ _ _ \n",
"12 even even ADJ JJ _ _ _ _ _ \n",
"13 layers layer NOUN NNS _ _ _ _ _ \n",
"14 in in ADP IN _ _ _ _ _ \n",
"15 the the DET DT _ _ _ _ _ \n",
"16 order order NOUN NN _ _ _ _ _ \n",
"17 that that ADP IN _ _ _ _ _ \n",
"18 they they PRON PRP _ _ _ _ _ \n",
"19 are are VERB VBP _ _ _ _ _ \n",
"20 given given VERB VBN _ _ _ _ _ \n",
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"22 DO DO NOUN NNP _ _ _ _ _ \n",
"23 NOT not NOUN NNP _ _ _ _ _ \n",
"24 MIX mix NOUN NNP _ _ _ _ _ \n",
"25 . . . . _ _ _ _ _ \n",
"26 Bake bake NOUN NNP _ _ _ _ _ \n",
"27 in in ADP IN _ _ _ _ _ \n",
"28 a a DET DT _ _ _ _ _ \n",
"29 350 350 NUM CD _ _ _ _ _ \n",
"30 oven oven NOUN NN _ _ _ _ _ \n",
"31 for for ADP IN _ _ _ _ _ \n",
"32 1 1 NUM CD _ _ _ _ _ \n",
"33 hour hour NOUN NN _ _ _ _ _ \n",
"34 . . . . _ _ _ _ _ \n",
"\n",
"\n",
"0 Layer layer NOUN NNP _ _ _ _ _ \n",
"1 all all DET DT _ _ _ _ _ \n",
"2 ingredients ingredi NOUN NNS _ _ _ _ _ \n",
"3 in in ADP IN _ _ _ _ _ \n",
"4 a a DET DT _ _ _ _ _ \n",
"5 serving serv ADJ JJ _ _ _ _ _ \n",
"6 dish dish NOUN NN _ _ _ _ _ \n",
"7 . . . . _ _ _ _ _ \n",
"\n",
"\n",
"0 Sift sift NOUN NNP _ _ _ _ _ \n",
"1 dry dri ADJ JJ _ _ _ _ _ \n",
"2 ingredients ingredi NOUN NNS _ _ _ _ _ \n",
"3 . . . . _ _ _ _ _ \n",
"4 beat beat NOUN NN _ _ _ _ _ \n",
"5 eggs egg NOUN NNS _ _ _ _ food_type=ingredient \n",
"6 untill until ADJ JJ _ _ _ _ _ \n",
"7 frothy frothi ADJ JJ _ _ _ _ _ \n",
"8 , , . , _ _ _ _ _ \n",
"9 add add ADJ JJ _ _ _ _ _ \n",
"10 sugar sugar NOUN NN _ _ _ _ food_type=ingredient \n",
"11 , , . , _ _ _ _ _ \n",
"12 oil oil NOUN NN _ _ _ _ food_type=ingredient \n",
"13 and and CONJ CC _ _ _ _ _ \n",
"14 vanilla vanilla NOUN NN _ _ _ _ food_type=ingredient \n",
"15 . . . . _ _ _ _ _ \n",
"16 Beat beat NOUN NNP _ _ _ _ _ \n",
"17 untillthick untillthick ADJ JJ _ _ _ _ _ \n",
"18 . . . . _ _ _ _ _ \n",
"19 Stir stir NOUN NNP _ _ _ _ _ \n",
"20 in in ADP IN _ _ _ _ _ \n",
"21 zucchini zucchini NOUN NNP _ _ _ _ food_type=ingredient \n",
"22 . . . . _ _ _ _ _ \n",
"23 blend blend NOUN NN _ _ _ _ _ \n",
"24 in in ADP IN _ _ _ _ _ \n",
"25 sifted sift ADJ JJ _ _ _ _ _ \n",
"26 dry dri ADJ JJ _ _ _ _ _ \n",
"27 ingredients ingredi NOUN NNS _ _ _ _ _ \n",
"28 . . . . _ _ _ _ _ \n",
"29 Fold fold NOUN NNP _ _ _ _ _ \n",
"30 in in ADP IN _ _ _ _ _ \n",
"31 nuts nut NOUN NNS _ _ _ _ food_type=ingredient \n",
"32 . . . . _ _ _ _ _ \n",
"33 pour pour NOUN NN _ _ _ _ _ \n",
"34 in in ADP IN _ _ _ _ _ \n",
"35 greased greas ADJ JJ _ _ _ _ _ \n",
"36 loaf loaf NOUN NN _ _ _ _ _ \n",
"37 pan pan NOUN NN _ _ _ _ _ \n",
"38 and and CONJ CC _ _ _ _ _ \n",
"39 bake bake NOUN NN _ _ _ _ _ \n",
"40 at at ADP IN _ _ _ _ _ \n",
"41 350 350 NUM CD _ _ _ _ _ \n",
"42 degrees degre NOUN NNS _ _ _ _ _ \n",
"43 for for ADP IN _ _ _ _ _ \n",
"44 1 1 NUM CD _ _ _ _ _ \n",
"45 1/2 1/2 NUM CD _ _ _ _ _ \n",
"46 hours hour NOUN NNS _ _ _ _ _ \n",
"47 . . . . _ _ _ _ _ \n",
"\n"
]
},
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