diff --git a/Tagging/Recipe_Tagging.ipynb b/Tagging/Ingredient_Preprocessing.ipynb similarity index 77% rename from Tagging/Recipe_Tagging.ipynb rename to Tagging/Ingredient_Preprocessing.ipynb index 6a0b6a0..9a756a2 100644 --- a/Tagging/Recipe_Tagging.ipynb +++ b/Tagging/Ingredient_Preprocessing.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Recipe Tokenization and Tagging" + "# Ingredient Preprocessing" ] }, { @@ -299,7 +299,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -310,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -324,502 +324,8 @@ "data": [ { "histfunc": "sum", - "selectedpoints": [ - 0, - 1, - 2, - 3, - 4, - 5, - 6, - 7, - 8, - 9, - 10, - 11, - 12, - 13, - 14, - 15, - 16, - 17, - 18, - 19, - 20, - 21, - 22, - 23, - 24, - 25, - 26, - 27, - 28, - 29, - 30, - 31, - 32, - 33, - 34, - 35, - 36, - 37, - 38, - 39, - 40, - 41, - 42, - 43, - 44, - 45, - 46, - 47, - 48, - 49, - 50, - 51, - 52, - 53, - 54, - 55, - 56, - 57, - 58, - 59, - 60, - 61, - 62, - 63, - 64, - 65, - 66, - 67, - 68, - 69, - 70, - 71, - 72, - 73, - 74, - 75, - 76, - 77, - 78, - 79, - 80, - 81, - 82, - 83, - 84, - 85, - 86, - 87, - 88, - 89, - 90, - 91, - 92, - 93, - 94, - 95, - 96, - 97, - 98, - 99, - 100, - 101, - 102, - 103, - 104, - 105, - 106, - 107, - 108, - 109, - 110, - 111, - 112, - 113, - 114, - 115, - 116, - 117, - 118, - 119, - 120, - 121, - 122, - 123, - 124, - 125, - 126, - 127, - 128, - 129, - 130, - 131, - 132, - 133, - 134, - 135, - 136, - 137, - 138, - 139, - 140, - 141, - 142, - 143, - 144, - 145, - 146, - 147, - 148, - 149, - 150, - 151, - 152, - 153, - 154, - 155, - 156, - 157, - 158, - 159, - 160, - 161, - 162, - 163, - 164, - 165, - 166, - 167, - 168, - 169, - 170, - 171, - 172, - 173, - 174, - 175, - 176, - 177, - 178, - 179, - 180, - 181, - 182, - 183, - 184, - 185, - 186, - 187, - 188, - 189, - 190, - 191, - 192, - 193, - 194, - 195, - 196, - 197, - 198, - 199, - 200, - 201, - 202, - 203, - 204, - 205, - 206, - 207, - 208, - 209, - 210, - 211, - 212, - 213, - 214, - 215, - 216, - 217, - 218, - 219, - 220, - 221, - 222, - 223, - 224, - 225, - 226, - 227, - 228, - 229, - 230, - 231, - 232, - 233, - 234, - 235, - 236, - 237, - 238, - 239, - 240, - 241, - 242, - 243, - 244, - 245, - 246, - 247, - 248, - 249, - 250, - 251, - 252, - 253, - 254, - 255, - 256, - 257, - 258, - 259, - 260, - 261, - 262, - 263, - 264, - 265, - 266, - 267, - 268, - 269, - 270, - 271, - 272, - 273, - 274, - 275, - 276, - 277, - 278, - 279, - 280, - 281, - 282, - 283, - 284, - 285, - 286, - 287, - 288, - 289, - 290, - 291, - 292, - 293, - 294, - 295, - 296, - 297, - 298, - 299, - 300, - 301, - 302, - 303, - 304, - 305, - 306, - 307, - 308, - 309, - 310, - 311, - 312, - 313, - 314, - 315, - 316, - 317, - 318, - 319, - 320, - 321, - 322, - 323, - 324, - 325, - 326, - 327, - 328, - 329, - 330, - 331, - 332, - 333, - 334, - 335, - 336, - 337, - 338, - 339, - 340, - 341, - 342, - 343, - 344, - 345, - 346, - 347, - 348, - 349, - 350, - 351, - 352, - 353, - 354, - 355, - 356, - 357, - 358, - 359, - 360, - 361, - 362, - 363, - 364, - 365, - 366, - 367, - 368, - 369, - 370, - 371, - 372, - 373, - 374, - 375, - 376, - 377, - 378, - 379, - 380, - 381, - 382, - 383, - 384, - 385, - 386, - 387, - 388, - 389, - 390, - 391, - 392, - 393, - 394, - 395, - 396, - 397, - 398, - 399, - 400, - 401, - 402, - 403, - 404, - 405, - 406, - 407, - 408, - 409, - 410, - 411, - 412, - 413, - 414, - 415, - 416, - 417, - 418, - 419, - 420, - 421, - 422, - 423, - 424, - 425, - 426, - 427, - 428, - 429, - 430, - 431, - 432, - 433, - 434, - 435, - 436, - 437, - 438, - 439, - 440, - 441, - 442, - 443, - 444, - 445, - 446, - 447, - 448, - 449, - 450, - 451, - 452, - 453, - 454, - 455, - 456, - 457, - 458, - 459, - 460, - 461, - 462, - 463, - 464, - 465, - 466, - 467, - 468, - 469, - 470, - 471, - 472, - 473, - 474, - 475, - 476, - 477, - 478, - 479, - 480, - 481, - 482, - 483, - 484, - 485, - 486, - 487, - 488, - 489, - 490, - 491 - ], "type": "histogram", - "uid": "8be909e4-a284-4684-b562-126a199e1e4b", + "uid": "bf4cd678-3e90-4663-b5ef-7b7011102c85", "x": [ "salt", "oliv oil", @@ -14214,17 +13720,16 @@ ], "layout": { "autosize": true, - "dragmode": "pan", "xaxis": { - "autorange": false, + "autorange": true, "range": [ -0.5, - 96.92317613689711 + 6692.5 ], "type": "category" }, "yaxis": { - "autorange": false, + "autorange": true, "range": [ 0, 18998.947368421053 @@ -14233,26 +13738,26 @@ } } }, - "image/png": 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", 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" ] }, "metadata": {}, @@ -14642,7 +14091,61 @@ } ], "source": [ - "?go.Histogram" + "# only most used ingredients\n", + "\n", + "data = go.Histogram(x=np.array(list(ing_counter.keys()))[ing_order][:100], y=np.array(list(ing_counter.values()))[ing_order][:100], histfunc=\"sum\")\n", + "iplot([data])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## write data to file" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* get every ingredient that has more than one word" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "multi_word_ingredients = []\n", + "\n", + "for word in set(stemmed_ingredients):\n", + " if len(word.split()) > 1:\n", + " multi_word_ingredients.append(word)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* writing ingredients to file:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "file = open(\"../\" + settings.ingredients_file, \"w\")\n", + "\n", + "file.write(\"#!/usr/bin/env python3\\n\\n\")\n", + "\n", + "file.write(f\"ingredients = {list(set(ingredients)).__repr__()}\\n\")\n", + "file.write(f\"ingredients_stemmed = {list(set(stemmed_ingredients)).__repr__()}\\n\")\n", + "file.write(f\"multi_word_ingredients_stemmed = {multi_word_ingredients.__repr__()}\\n\")\n", + "\n", + "file.close()" ] }, { diff --git a/Tagging/Recioe_Tagging.ipynb b/Tagging/Recioe_Tagging.ipynb new file mode 100644 index 0000000..d4df712 --- /dev/null +++ b/Tagging/Recioe_Tagging.ipynb @@ -0,0 +1,498 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Recipe Tagging" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "'Plotly version 3.10.0'\n" + ] + }, + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import sys\n", + "sys.path.insert(0,'..')\n", + "\n", + "import numpy as np\n", + "import json\n", + "\n", + "import nltk\n", + "from nltk.stem import PorterStemmer\n", + "from nltk.stem import LancasterStemmer\n", + "from nltk.corpus import stopwords as nltk_stopwords\n", + "from nltk.tokenize import MWETokenizer\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from pprint import pprint\n", + "\n", + "from gensim.test.utils import common_texts, get_tmpfile\n", + "from gensim.models import Word2Vec\n", + "\n", + "from json_buffered_reader import JSON_buffered_reader as JSON_br\n", + "\n", + "import pandas as pd\n", + "import settings\n", + "\n", + "from ipypb import track\n", + "\n", + "from IPython.display import HTML, Markdown\n", + "\n", + "import plotly\n", + "pprint (f\"Plotly version {plotly.__version__}\")\n", + "\n", + "import plotly.graph_objs as go\n", + "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n", + "init_notebook_mode(connected=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* loading ingredients file" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "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": "markdown", + "metadata": {}, + "source": [ + "* loading first n recipes" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "n = 1000\n", + "\n", + "buffered_reader_1M = JSON_br(\"../\" + settings.one_million_recipes_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "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 >= 1000:\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "mwe_tokenizer = MWETokenizer([w.split() for w in ingredients.multi_word_ingredients_stemmed])" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Preheat',\n", + " 'the',\n", + " 'oven',\n", + " 'to',\n", + " '350',\n", + " 'F.',\n", + " 'Butter',\n", + " 'or',\n", + " 'oil',\n", + " 'an',\n", + " '8-inch',\n", + " 'baking',\n", + " 'dish',\n", + " '.',\n", + " 'Cook',\n", + " 'the',\n", + " 'penne',\n", + " '2',\n", + " 'minutes',\n", + " 'less',\n", + " 'than',\n", + " 'package',\n", + " 'directions',\n", + " '.',\n", + " '(',\n", + " 'It',\n", + " 'will',\n", + " 'finish',\n", + " 'cooking',\n", + " 'in',\n", + " 'the',\n", + " 'oven',\n", + " '.',\n", + " ')',\n", + " 'Rinse',\n", + " 'the',\n", + " 'pasta',\n", + " 'in',\n", + " 'cold_water',\n", + " 'and',\n", + " 'set',\n", + " 'aside',\n", + " '.',\n", + " 'Combine',\n", + " 'the',\n", + " 'cooked',\n", + " 'pasta',\n", + " 'and',\n", + " 'the',\n", + " 'sauce',\n", + " 'in',\n", + " 'a',\n", + " 'medium',\n", + " 'bowl',\n", + " 'and',\n", + " 'mix',\n", + " 'carefully',\n", + " 'but',\n", + " 'thoroughly',\n", + " '.',\n", + " 'Scrape',\n", + " 'the',\n", + " 'pasta',\n", + " 'into',\n", + " 'the',\n", + " 'prepared',\n", + " 'baking',\n", + " 'dish',\n", + " '.',\n", + " 'Sprinkle',\n", + " 'the',\n", + " 'top',\n", + " 'with',\n", + " 'the',\n", + " 'cheeses',\n", + " 'and',\n", + " 'then',\n", + " 'the',\n", + " 'chili_powder',\n", + " '.',\n", + " 'Bake',\n", + " ',',\n", + " 'uncovered',\n", + " ',',\n", + " 'for',\n", + " '20',\n", + " 'minutes',\n", + " '.',\n", + " 'Let',\n", + " 'the',\n", + " 'mac',\n", + " 'and',\n", + " 'cheese',\n", + " 'sit',\n", + " 'for',\n", + " '5',\n", + " 'minutes',\n", + " 'before',\n", + " 'serving',\n", + " '.',\n", + " 'Melt',\n", + " 'the',\n", + " 'butter',\n", + " 'in',\n", + " 'a',\n", + " 'heavy-bottomed',\n", + " 'saucepan',\n", + " 'over',\n", + " 'medium',\n", + " 'heat',\n", + " 'and',\n", + " 'whisk',\n", + " 'in',\n", + " 'the',\n", + " 'flour',\n", + " '.',\n", + " 'Continue',\n", + " 'whisking',\n", + " 'and',\n", + " 'cooking',\n", + " 'for',\n", + " '2',\n", + " 'minutes',\n", + " '.',\n", + " 'Slowly',\n", + " 'add',\n", + " 'the',\n", + " 'milk',\n", + " ',',\n", + " 'whisking',\n", + " 'constantly',\n", + " '.',\n", + " 'Cook',\n", + " 'until',\n", + " 'the',\n", + " 'sauce',\n", + " 'thickens',\n", + " ',',\n", + " 'about',\n", + " '10',\n", + " 'minutes',\n", + " ',',\n", + " 'stirring',\n", + " 'frequently',\n", + " '.',\n", + " 'Remove',\n", + " 'from',\n", + " 'the',\n", + " 'heat',\n", + " '.',\n", + " 'Add',\n", + " 'the',\n", + " 'cheeses',\n", + " ',',\n", + " 'salt',\n", + " ',',\n", + " 'chili_powder',\n", + " ',',\n", + " 'and',\n", + " 'garlic_powder',\n", + " '.',\n", + " 'Stir',\n", + " 'until',\n", + " 'the',\n", + " 'cheese',\n", + " 'is',\n", + " 'melted',\n", + " 'and',\n", + " 'all',\n", + " 'ingredients',\n", + " 'are',\n", + " 'incorporated',\n", + " ',',\n", + " 'about',\n", + " '3',\n", + " 'minutes',\n", + " '.',\n", + " 'Use',\n", + " 'immediately',\n", + " ',',\n", + " 'or',\n", + " 'refrigerate',\n", + " 'for',\n", + " 'up',\n", + " 'to',\n", + " '3',\n", + " 'days',\n", + " '.',\n", + " 'This',\n", + " 'sauce',\n", + " 'reheats',\n", + " 'nicely',\n", + " 'on',\n", + " 'the',\n", + " 'stove',\n", + " 'in',\n", + " 'a',\n", + " 'saucepan',\n", + " 'over',\n", + " 'low',\n", + " 'heat',\n", + " '.',\n", + " 'Stir',\n", + " 'frequently',\n", + " 'so',\n", + " 'the',\n", + " 'sauce',\n", + " 'doesnt',\n", + " 'scorch',\n", + " '.',\n", + " 'This',\n", + " 'recipe',\n", + " 'can',\n", + " 'be',\n", + " 'assembled',\n", + " 'before',\n", + " 'baking',\n", + " 'and',\n", + " 'frozen',\n", + " 'for',\n", + " 'up',\n", + " 'to',\n", + " '3',\n", + " 'monthsjust',\n", + " 'be',\n", + " 'sure',\n", + " 'to',\n", + " 'use',\n", + " 'a',\n", + " 'freezer-to-oven',\n", + " 'pan',\n", + " 'and',\n", + " 'increase',\n", + " 'the',\n", + " 'baking',\n", + " 'time',\n", + " 'to',\n", + " '50',\n", + " 'minutes',\n", + " '.',\n", + " 'One-half',\n", + " 'teaspoon',\n", + " 'of',\n", + " 'chipotle',\n", + " 'chili_powder',\n", + " 'makes',\n", + " 'a',\n", + " 'spicy',\n", + " 'mac',\n", + " ',',\n", + " 'so',\n", + " 'make',\n", + " 'sure',\n", + " 'your',\n", + " 'family',\n", + " 'and',\n", + " 'friends',\n", + " 'can',\n", + " 'handle',\n", + " 'it',\n", + " '!',\n", + " 'The',\n", + " 'proportion',\n", + " 'of',\n", + " 'pasta',\n", + " 'to',\n", + " 'cheese',\n", + " 'sauce',\n", + " 'is',\n", + " 'crucial',\n", + " 'to',\n", + " 'the',\n", + " 'success',\n", + " 'of',\n", + " 'the',\n", + " 'dish',\n", + " '.',\n", + " 'It',\n", + " 'will',\n", + " 'look',\n", + " 'like',\n", + " 'a',\n", + " 'lot',\n", + " 'of',\n", + " 'sauce',\n", + " 'for',\n", + " 'the',\n", + " 'pasta',\n", + " ',',\n", + " 'but',\n", + " 'some',\n", + " 'of',\n", + " 'the',\n", + " 'liquid',\n", + " 'will',\n", + " 'be',\n", + " 'absorbed',\n", + " '.']" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mwe_tokenizer.tokenize(nltk.tokenize.word_tokenize(instructions[0]))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}